diff --git a/logs/pricepredict.log.1 b/logs/pricepredict.log.1
deleted file mode 100644
index fa96b38..0000000
--- a/logs/pricepredict.log.1
+++ /dev/null
@@ -1,5599 +0,0 @@
-2024-11-25 16:42:03,360 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7599.23', Informer = '7574.85', LSTM = '7610.62', iTransformer = '7638.7', TSMixer = '7608.03', TSMixerx = '7602.28', PatchTST = '7609.23', RNN = '7607.81', GRU = '7604.31', TCN = '7607.27', BiTCN = '7596.77', DilatedRNN = '7595.42', MLP = '7607.96', DLinear = '7607.42', NLinear = '7612.9', TFT = '7605.96', StemGNN = '7575.62', MLPMultivariate = '7605.92', TiDE = '7606.32', DeepNPTS = '7622.59', y = '7610.0', min_within_quantile = '7574.85', max_within_quantile = '7638.7' WHERE ds = '2024-08-28 00:00:00'
-2024-11-25 16:42:03,360 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7599.23', Informer = '7574.85', LSTM = '7610.62', iTransformer = '7638.7', TSMixer = '7608.03', TSMixerx = '7602.28', PatchTST = '7609.23', RNN = '7607.81', GRU = '7604.31', TCN = '7607.27', BiTCN = '7596.77', DilatedRNN = '7595.42', MLP = '7607.96', DLinear = '7607.42', NLinear = '7612.9', TFT = '7605.96', StemGNN = '7575.62', MLPMultivariate = '7605.92', TiDE = '7606.32', DeepNPTS = '7622.59', y = '7610.0', min_within_quantile = '7574.85', max_within_quantile = '7638.7' WHERE ds = '2024-08-28 00:00:00'
-2024-11-25 16:42:03,369 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7599.83', Informer = '7576.59', LSTM = '7606.59', iTransformer = '7628.36', TSMixer = '7610.41', TSMixerx = '7599.37', PatchTST = '7603.55', RNN = '7603.59', GRU = '7597.45', TCN = '7611.61', BiTCN = '7606.32', DilatedRNN = '7591.82', MLP = '7606.33', DLinear = '7600.22', NLinear = '7610.62', TFT = '7603.71', StemGNN = '7576.4', MLPMultivariate = '7611.65', TiDE = '7611.12', DeepNPTS = '7604.81', y = '7613.33', min_within_quantile = '7576.4', max_within_quantile = '7628.36' WHERE ds = '2024-08-29 00:00:00'
-2024-11-25 16:42:03,369 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7599.83', Informer = '7576.59', LSTM = '7606.59', iTransformer = '7628.36', TSMixer = '7610.41', TSMixerx = '7599.37', PatchTST = '7603.55', RNN = '7603.59', GRU = '7597.45', TCN = '7611.61', BiTCN = '7606.32', DilatedRNN = '7591.82', MLP = '7606.33', DLinear = '7600.22', NLinear = '7610.62', TFT = '7603.71', StemGNN = '7576.4', MLPMultivariate = '7611.65', TiDE = '7611.12', DeepNPTS = '7604.81', y = '7613.33', min_within_quantile = '7576.4', max_within_quantile = '7628.36' WHERE ds = '2024-08-29 00:00:00'
-2024-11-25 16:42:03,374 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7602.99', Informer = '7598.01', LSTM = '7610.65', iTransformer = '7630.5', TSMixer = '7612.26', TSMixerx = '7592.83', PatchTST = '7607.59', RNN = '7605.78', GRU = '7603.23', TCN = '7640.12', BiTCN = '7619.62', DilatedRNN = '7596.03', MLP = '7611.98', DLinear = '7612.82', NLinear = '7607.28', TFT = '7606.49', StemGNN = '7578.39', MLPMultivariate = '7625.02', TiDE = '7613.39', DeepNPTS = '7606.54', y = '7606.67', min_within_quantile = '7578.39', max_within_quantile = '7640.12' WHERE ds = '2024-08-30 00:00:00'
-2024-11-25 16:42:03,374 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7602.99', Informer = '7598.01', LSTM = '7610.65', iTransformer = '7630.5', TSMixer = '7612.26', TSMixerx = '7592.83', PatchTST = '7607.59', RNN = '7605.78', GRU = '7603.23', TCN = '7640.12', BiTCN = '7619.62', DilatedRNN = '7596.03', MLP = '7611.98', DLinear = '7612.82', NLinear = '7607.28', TFT = '7606.49', StemGNN = '7578.39', MLPMultivariate = '7625.02', TiDE = '7613.39', DeepNPTS = '7606.54', y = '7606.67', min_within_quantile = '7578.39', max_within_quantile = '7640.12' WHERE ds = '2024-08-30 00:00:00'
-2024-11-25 16:42:03,378 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7597.78', Informer = '7601.86', LSTM = '7602.68', iTransformer = '7643.49', TSMixer = '7606.09', TSMixerx = '7606.55', PatchTST = '7600.45', RNN = '7600.13', GRU = '7594.45', TCN = '7628.29', BiTCN = '7618.57', DilatedRNN = '7589.71', MLP = '7617.37', DLinear = '7604.6', NLinear = '7607.87', TFT = '7599.7', StemGNN = '7579.63', MLPMultivariate = '7626.89', TiDE = '7600.81', DeepNPTS = '7593.39', y = '7583.33', min_within_quantile = '7579.63', max_within_quantile = '7643.49' WHERE ds = '2024-09-02 00:00:00'
-2024-11-25 16:42:03,378 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7597.78', Informer = '7601.86', LSTM = '7602.68', iTransformer = '7643.49', TSMixer = '7606.09', TSMixerx = '7606.55', PatchTST = '7600.45', RNN = '7600.13', GRU = '7594.45', TCN = '7628.29', BiTCN = '7618.57', DilatedRNN = '7589.71', MLP = '7617.37', DLinear = '7604.6', NLinear = '7607.87', TFT = '7599.7', StemGNN = '7579.63', MLPMultivariate = '7626.89', TiDE = '7600.81', DeepNPTS = '7593.39', y = '7583.33', min_within_quantile = '7579.63', max_within_quantile = '7643.49' WHERE ds = '2024-09-02 00:00:00'
-2024-11-25 16:42:03,383 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.24', Informer = '7583.49', LSTM = '7581.5', iTransformer = '7681.06', TSMixer = '7584.15', TSMixerx = '7596.61', PatchTST = '7580.76', RNN = '7571.35', GRU = '7573.62', TCN = '7583.67', BiTCN = '7604.78', DilatedRNN = '7567.29', MLP = '7601.22', DLinear = '7579.81', NLinear = '7580.35', TFT = '7561.24', StemGNN = '7579.96', MLPMultivariate = '7598.71', TiDE = '7581.59', DeepNPTS = '7589.39', y = '7562.5', min_within_quantile = '7561.24', max_within_quantile = '7681.06' WHERE ds = '2024-09-03 00:00:00'
-2024-11-25 16:42:03,383 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.24', Informer = '7583.49', LSTM = '7581.5', iTransformer = '7681.06', TSMixer = '7584.15', TSMixerx = '7596.61', PatchTST = '7580.76', RNN = '7571.35', GRU = '7573.62', TCN = '7583.67', BiTCN = '7604.78', DilatedRNN = '7567.29', MLP = '7601.22', DLinear = '7579.81', NLinear = '7580.35', TFT = '7561.24', StemGNN = '7579.96', MLPMultivariate = '7598.71', TiDE = '7581.59', DeepNPTS = '7589.39', y = '7562.5', min_within_quantile = '7561.24', max_within_quantile = '7681.06' WHERE ds = '2024-09-03 00:00:00'
-2024-11-25 16:42:03,387 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7561.26', Informer = '7571.7', LSTM = '7566.22', iTransformer = '7673.49', TSMixer = '7565.0', TSMixerx = '7585.29', PatchTST = '7560.37', RNN = '7550.91', GRU = '7559.27', TCN = '7547.77', BiTCN = '7591.85', DilatedRNN = '7552.36', MLP = '7579.72', DLinear = '7564.1', NLinear = '7561.89', TFT = '7550.53', StemGNN = '7578.78', MLPMultivariate = '7572.66', TiDE = '7562.9', DeepNPTS = '7595.86', y = '7535.0', min_within_quantile = '7547.77', max_within_quantile = '7673.49' WHERE ds = '2024-09-04 00:00:00'
-2024-11-25 16:42:03,387 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7561.26', Informer = '7571.7', LSTM = '7566.22', iTransformer = '7673.49', TSMixer = '7565.0', TSMixerx = '7585.29', PatchTST = '7560.37', RNN = '7550.91', GRU = '7559.27', TCN = '7547.77', BiTCN = '7591.85', DilatedRNN = '7552.36', MLP = '7579.72', DLinear = '7564.1', NLinear = '7561.89', TFT = '7550.53', StemGNN = '7578.78', MLPMultivariate = '7572.66', TiDE = '7562.9', DeepNPTS = '7595.86', y = '7535.0', min_within_quantile = '7547.77', max_within_quantile = '7673.49' WHERE ds = '2024-09-04 00:00:00'
-2024-11-25 16:42:03,392 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7541.96', Informer = '7546.25', LSTM = '7545.91', iTransformer = '7601.11', TSMixer = '7539.15', TSMixerx = '7562.17', PatchTST = '7533.38', RNN = '7523.14', GRU = '7538.31', TCN = '7517.74', BiTCN = '7576.53', DilatedRNN = '7531.08', MLP = '7557.9', DLinear = '7535.37', NLinear = '7526.93', TFT = '7533.5', StemGNN = '7575.32', MLPMultivariate = '7547.46', TiDE = '7536.3', DeepNPTS = '7596.97', y = '7475.0', min_within_quantile = '7517.74', max_within_quantile = '7601.11' WHERE ds = '2024-09-05 00:00:00'
-2024-11-25 16:42:03,392 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7541.96', Informer = '7546.25', LSTM = '7545.91', iTransformer = '7601.11', TSMixer = '7539.15', TSMixerx = '7562.17', PatchTST = '7533.38', RNN = '7523.14', GRU = '7538.31', TCN = '7517.74', BiTCN = '7576.53', DilatedRNN = '7531.08', MLP = '7557.9', DLinear = '7535.37', NLinear = '7526.93', TFT = '7533.5', StemGNN = '7575.32', MLPMultivariate = '7547.46', TiDE = '7536.3', DeepNPTS = '7596.97', y = '7475.0', min_within_quantile = '7517.74', max_within_quantile = '7601.11' WHERE ds = '2024-09-05 00:00:00'
-2024-11-25 16:42:03,397 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7489.63', Informer = '7511.52', LSTM = '7504.51', iTransformer = '7559.07', TSMixer = '7484.63', TSMixerx = '7535.0', PatchTST = '7471.48', RNN = '7455.02', GRU = '7489.94', TCN = '7476.73', BiTCN = '7548.14', DilatedRNN = '7487.43', MLP = '7515.5', DLinear = '7485.55', NLinear = '7465.61', TFT = '7508.9', StemGNN = '7566.84', MLPMultivariate = '7501.95', TiDE = '7482.04', DeepNPTS = '7584.6', y = '7442.5', min_within_quantile = '7455.02', max_within_quantile = '7584.6' WHERE ds = '2024-09-06 00:00:00'
-2024-11-25 16:42:03,397 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7489.63', Informer = '7511.52', LSTM = '7504.51', iTransformer = '7559.07', TSMixer = '7484.63', TSMixerx = '7535.0', PatchTST = '7471.48', RNN = '7455.02', GRU = '7489.94', TCN = '7476.73', BiTCN = '7548.14', DilatedRNN = '7487.43', MLP = '7515.5', DLinear = '7485.55', NLinear = '7465.61', TFT = '7508.9', StemGNN = '7566.84', MLPMultivariate = '7501.95', TiDE = '7482.04', DeepNPTS = '7584.6', y = '7442.5', min_within_quantile = '7455.02', max_within_quantile = '7584.6' WHERE ds = '2024-09-06 00:00:00'
-2024-11-25 16:42:03,402 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7466.09', Informer = '7499.98', LSTM = '7486.92', iTransformer = '7516.83', TSMixer = '7445.61', TSMixerx = '7504.92', PatchTST = '7452.12', RNN = '7426.23', GRU = '7471.59', TCN = '7453.85', BiTCN = '7515.0', DilatedRNN = '7467.48', MLP = '7491.42', DLinear = '7447.04', NLinear = '7431.19', TFT = '7491.42', StemGNN = '7555.85', MLPMultivariate = '7455.17', TiDE = '7446.53', DeepNPTS = '7562.6', y = '7422.5', min_within_quantile = '7426.23', max_within_quantile = '7562.6' WHERE ds = '2024-09-09 00:00:00'
-2024-11-25 16:42:03,402 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7466.09', Informer = '7499.98', LSTM = '7486.92', iTransformer = '7516.83', TSMixer = '7445.61', TSMixerx = '7504.92', PatchTST = '7452.12', RNN = '7426.23', GRU = '7471.59', TCN = '7453.85', BiTCN = '7515.0', DilatedRNN = '7467.48', MLP = '7491.42', DLinear = '7447.04', NLinear = '7431.19', TFT = '7491.42', StemGNN = '7555.85', MLPMultivariate = '7455.17', TiDE = '7446.53', DeepNPTS = '7562.6', y = '7422.5', min_within_quantile = '7426.23', max_within_quantile = '7562.6' WHERE ds = '2024-09-09 00:00:00'
-2024-11-25 16:42:03,406 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7447.5', Informer = '7476.24', LSTM = '7474.17', iTransformer = '7497.33', TSMixer = '7420.4', TSMixerx = '7486.28', PatchTST = '7433.41', RNN = '7411.82', GRU = '7456.59', TCN = '7441.83', BiTCN = '7486.63', DilatedRNN = '7453.27', MLP = '7463.25', DLinear = '7422.07', NLinear = '7418.79', TFT = '7476.59', StemGNN = '7544.11', MLPMultivariate = '7395.18', TiDE = '7422.37', DeepNPTS = '7535.02', y = '7412.5', min_within_quantile = '7395.18', max_within_quantile = '7544.11' WHERE ds = '2024-09-10 00:00:00'
-2024-11-25 16:42:03,406 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7447.5', Informer = '7476.24', LSTM = '7474.17', iTransformer = '7497.33', TSMixer = '7420.4', TSMixerx = '7486.28', PatchTST = '7433.41', RNN = '7411.82', GRU = '7456.59', TCN = '7441.83', BiTCN = '7486.63', DilatedRNN = '7453.27', MLP = '7463.25', DLinear = '7422.07', NLinear = '7418.79', TFT = '7476.59', StemGNN = '7544.11', MLPMultivariate = '7395.18', TiDE = '7422.37', DeepNPTS = '7535.02', y = '7412.5', min_within_quantile = '7395.18', max_within_quantile = '7544.11' WHERE ds = '2024-09-10 00:00:00'
-2024-11-25 16:42:03,411 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7432.78', Informer = '7464.81', LSTM = '7468.76', iTransformer = '7470.12', TSMixer = '7406.76', TSMixerx = '7479.6', PatchTST = '7421.39', RNN = '7405.11', GRU = '7449.94', TCN = '7435.27', BiTCN = '7458.3', DilatedRNN = '7446.13', MLP = '7437.23', DLinear = '7406.55', NLinear = '7412.35', TFT = '7471.43', StemGNN = '7532.5', MLPMultivariate = '7340.02', TiDE = '7417.08', DeepNPTS = '7475.01', y = '7387.5', min_within_quantile = '7340.02', max_within_quantile = '7532.5' WHERE ds = '2024-09-11 00:00:00'
-2024-11-25 16:42:03,411 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7432.78', Informer = '7464.81', LSTM = '7468.76', iTransformer = '7470.12', TSMixer = '7406.76', TSMixerx = '7479.6', PatchTST = '7421.39', RNN = '7405.11', GRU = '7449.94', TCN = '7435.27', BiTCN = '7458.3', DilatedRNN = '7446.13', MLP = '7437.23', DLinear = '7406.55', NLinear = '7412.35', TFT = '7471.43', StemGNN = '7532.5', MLPMultivariate = '7340.02', TiDE = '7417.08', DeepNPTS = '7475.01', y = '7387.5', min_within_quantile = '7340.02', max_within_quantile = '7532.5' WHERE ds = '2024-09-11 00:00:00'
-2024-11-25 16:42:03,415 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7402.89', Informer = '7437.08', LSTM = '7450.94', iTransformer = '7439.63', TSMixer = '7384.5', TSMixerx = '7463.92', PatchTST = '7396.57', RNN = '7382.38', GRU = '7428.31', TCN = '7425.78', BiTCN = '7426.75', DilatedRNN = '7430.71', MLP = '7407.88', DLinear = '7384.34', NLinear = '7382.07', TFT = '7456.33', StemGNN = '7519.65', MLPMultivariate = '7419.16', TiDE = '7392.12', DeepNPTS = '7442.51', y = '7380.0', min_within_quantile = '7382.07', max_within_quantile = '7519.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-25 16:42:03,415 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7402.89', Informer = '7437.08', LSTM = '7450.94', iTransformer = '7439.63', TSMixer = '7384.5', TSMixerx = '7463.92', PatchTST = '7396.57', RNN = '7382.38', GRU = '7428.31', TCN = '7425.78', BiTCN = '7426.75', DilatedRNN = '7430.71', MLP = '7407.88', DLinear = '7384.34', NLinear = '7382.07', TFT = '7456.33', StemGNN = '7519.65', MLPMultivariate = '7419.16', TiDE = '7392.12', DeepNPTS = '7442.51', y = '7380.0', min_within_quantile = '7382.07', max_within_quantile = '7519.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-25 16:42:03,421 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7384.51', Informer = '7415.32', LSTM = '7447.47', iTransformer = '7399.2', TSMixer = '7373.99', TSMixerx = '7449.88', PatchTST = '7392.23', RNN = '7376.44', GRU = '7425.54', TCN = '7426.15', BiTCN = '7404.07', DilatedRNN = '7427.15', MLP = '7384.62', DLinear = '7380.96', NLinear = '7379.75', TFT = '7444.59', StemGNN = '7507.34', MLPMultivariate = '7450.93', TiDE = '7379.25', DeepNPTS = '7422.51', y = '7395.0', min_within_quantile = '7373.99', max_within_quantile = '7507.34' WHERE ds = '2024-09-13 00:00:00'
-2024-11-25 16:42:03,421 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7384.51', Informer = '7415.32', LSTM = '7447.47', iTransformer = '7399.2', TSMixer = '7373.99', TSMixerx = '7449.88', PatchTST = '7392.23', RNN = '7376.44', GRU = '7425.54', TCN = '7426.15', BiTCN = '7404.07', DilatedRNN = '7427.15', MLP = '7384.62', DLinear = '7380.96', NLinear = '7379.75', TFT = '7444.59', StemGNN = '7507.34', MLPMultivariate = '7450.93', TiDE = '7379.25', DeepNPTS = '7422.51', y = '7395.0', min_within_quantile = '7373.99', max_within_quantile = '7507.34' WHERE ds = '2024-09-13 00:00:00'
-2024-11-25 16:42:03,426 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7393.56', Informer = '7403.35', LSTM = '7458.35', iTransformer = '7371.42', TSMixer = '7385.5', TSMixerx = '7435.0', PatchTST = '7406.04', RNN = '7396.8', GRU = '7437.88', TCN = '7436.59', BiTCN = '7399.24', DilatedRNN = '7437.17', MLP = '7377.61', DLinear = '7394.26', NLinear = '7400.64', TFT = '7438.28', StemGNN = '7497.29', MLPMultivariate = '7499.0', TiDE = '7389.05', DeepNPTS = '7412.51', y = '7375.0', min_within_quantile = '7371.42', max_within_quantile = '7499.0' WHERE ds = '2024-09-14 00:00:00'
-2024-11-25 16:42:03,426 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7393.56', Informer = '7403.35', LSTM = '7458.35', iTransformer = '7371.42', TSMixer = '7385.5', TSMixerx = '7435.0', PatchTST = '7406.04', RNN = '7396.8', GRU = '7437.88', TCN = '7436.59', BiTCN = '7399.24', DilatedRNN = '7437.17', MLP = '7377.61', DLinear = '7394.26', NLinear = '7400.64', TFT = '7438.28', StemGNN = '7497.29', MLPMultivariate = '7499.0', TiDE = '7389.05', DeepNPTS = '7412.51', y = '7375.0', min_within_quantile = '7371.42', max_within_quantile = '7499.0' WHERE ds = '2024-09-14 00:00:00'
-2024-11-25 16:42:03,430 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7365.26', Informer = '7383.99', LSTM = '7442.36', iTransformer = '7336.79', TSMixer = '7375.49', TSMixerx = '7413.77', PatchTST = '7382.44', RNN = '7371.58', GRU = '7417.13', TCN = '7429.11', BiTCN = '7392.17', DilatedRNN = '7422.15', MLP = '7354.07', DLinear = '7374.53', NLinear = '7380.29', TFT = '7420.3', StemGNN = '7486.34', MLPMultivariate = '7483.45', TiDE = '7378.04', DeepNPTS = '7387.54', y = '7342.5', min_within_quantile = '7336.79', max_within_quantile = '7486.34' WHERE ds = '2024-09-18 00:00:00'
-2024-11-25 16:42:03,430 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7365.26', Informer = '7383.99', LSTM = '7442.36', iTransformer = '7336.79', TSMixer = '7375.49', TSMixerx = '7413.77', PatchTST = '7382.44', RNN = '7371.58', GRU = '7417.13', TCN = '7429.11', BiTCN = '7392.17', DilatedRNN = '7422.15', MLP = '7354.07', DLinear = '7374.53', NLinear = '7380.29', TFT = '7420.3', StemGNN = '7486.34', MLPMultivariate = '7483.45', TiDE = '7378.04', DeepNPTS = '7387.54', y = '7342.5', min_within_quantile = '7336.79', max_within_quantile = '7486.34' WHERE ds = '2024-09-18 00:00:00'
-2024-11-25 16:42:03,434 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7330.19', Informer = '7369.05', LSTM = '7420.33', iTransformer = '7290.32', TSMixer = '7351.73', TSMixerx = '7402.29', PatchTST = '7365.84', RNN = '7334.38', GRU = '7393.34', TCN = '7418.46', BiTCN = '7384.82', DilatedRNN = '7401.74', MLP = '7341.01', DLinear = '7356.31', NLinear = '7341.04', TFT = '7398.6', StemGNN = '7473.6', MLPMultivariate = '7450.0', TiDE = '7352.91', DeepNPTS = '7380.04', y = '7325.0', min_within_quantile = '7290.32', max_within_quantile = '7473.6' WHERE ds = '2024-09-19 00:00:00'
-2024-11-25 16:42:03,434 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7330.19', Informer = '7369.05', LSTM = '7420.33', iTransformer = '7290.32', TSMixer = '7351.73', TSMixerx = '7402.29', PatchTST = '7365.84', RNN = '7334.38', GRU = '7393.34', TCN = '7418.46', BiTCN = '7384.82', DilatedRNN = '7401.74', MLP = '7341.01', DLinear = '7356.31', NLinear = '7341.04', TFT = '7398.6', StemGNN = '7473.6', MLPMultivariate = '7450.0', TiDE = '7352.91', DeepNPTS = '7380.04', y = '7325.0', min_within_quantile = '7290.32', max_within_quantile = '7473.6' WHERE ds = '2024-09-19 00:00:00'
-2024-11-25 16:42:03,440 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7314.66', Informer = '7352.42', LSTM = '7408.76', iTransformer = '7246.78', TSMixer = '7335.16', TSMixerx = '7390.93', PatchTST = '7352.08', RNN = '7319.05', GRU = '7382.02', TCN = '7406.14', BiTCN = '7380.64', DilatedRNN = '7389.04', MLP = '7332.68', DLinear = '7340.1', NLinear = '7332.8', TFT = '7374.13', StemGNN = '7460.38', MLPMultivariate = '7432.95', TiDE = '7334.42', DeepNPTS = '7394.96', y = '7340.0', min_within_quantile = '7246.78', max_within_quantile = '7460.38' WHERE ds = '2024-09-20 00:00:00'
-2024-11-25 16:42:03,440 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7314.66', Informer = '7352.42', LSTM = '7408.76', iTransformer = '7246.78', TSMixer = '7335.16', TSMixerx = '7390.93', PatchTST = '7352.08', RNN = '7319.05', GRU = '7382.02', TCN = '7406.14', BiTCN = '7380.64', DilatedRNN = '7389.04', MLP = '7332.68', DLinear = '7340.1', NLinear = '7332.8', TFT = '7374.13', StemGNN = '7460.38', MLPMultivariate = '7432.95', TiDE = '7334.42', DeepNPTS = '7394.96', y = '7340.0', min_within_quantile = '7246.78', max_within_quantile = '7460.38' WHERE ds = '2024-09-20 00:00:00'
-2024-11-25 16:42:03,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7335.17', Informer = '7346.36', LSTM = '7420.08', iTransformer = '7242.01', TSMixer = '7343.49', TSMixerx = '7400.05', PatchTST = '7359.49', RNN = '7338.17', GRU = '7396.13', TCN = '7407.17', BiTCN = '7380.12', DilatedRNN = '7396.06', MLP = '7340.1', DLinear = '7346.39', NLinear = '7346.32', TFT = '7369.65', StemGNN = '7449.24', MLPMultivariate = '7419.86', TiDE = '7340.97', DeepNPTS = '7376.88', y = '7310.0', min_within_quantile = '7242.01', max_within_quantile = '7449.24' WHERE ds = '2024-09-23 00:00:00'
-2024-11-25 16:42:03,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7335.17', Informer = '7346.36', LSTM = '7420.08', iTransformer = '7242.01', TSMixer = '7343.49', TSMixerx = '7400.05', PatchTST = '7359.49', RNN = '7338.17', GRU = '7396.13', TCN = '7407.17', BiTCN = '7380.12', DilatedRNN = '7396.06', MLP = '7340.1', DLinear = '7346.39', NLinear = '7346.32', TFT = '7369.65', StemGNN = '7449.24', MLPMultivariate = '7419.86', TiDE = '7340.97', DeepNPTS = '7376.88', y = '7310.0', min_within_quantile = '7242.01', max_within_quantile = '7449.24' WHERE ds = '2024-09-23 00:00:00'
-2024-11-25 16:42:03,448 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7323.98', Informer = '7317.65', LSTM = '7396.06', iTransformer = '7225.89', TSMixer = '7323.72', TSMixerx = '7370.23', PatchTST = '7334.52', RNN = '7305.66', GRU = '7366.06', TCN = '7392.59', BiTCN = '7370.78', DilatedRNN = '7374.1', MLP = '7324.64', DLinear = '7317.17', NLinear = '7316.57', TFT = '7362.89', StemGNN = '7436.63', MLPMultivariate = '7440.97', TiDE = '7314.44', DeepNPTS = '7357.87', y = '7280.0', min_within_quantile = '7225.89', max_within_quantile = '7440.97' WHERE ds = '2024-09-24 00:00:00'
-2024-11-25 16:42:03,448 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7323.98', Informer = '7317.65', LSTM = '7396.06', iTransformer = '7225.89', TSMixer = '7323.72', TSMixerx = '7370.23', PatchTST = '7334.52', RNN = '7305.66', GRU = '7366.06', TCN = '7392.59', BiTCN = '7370.78', DilatedRNN = '7374.1', MLP = '7324.64', DLinear = '7317.17', NLinear = '7316.57', TFT = '7362.89', StemGNN = '7436.63', MLPMultivariate = '7440.97', TiDE = '7314.44', DeepNPTS = '7357.87', y = '7280.0', min_within_quantile = '7225.89', max_within_quantile = '7440.97' WHERE ds = '2024-09-24 00:00:00'
-2024-11-25 16:42:03,453 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7314.26', Informer = '7299.03', LSTM = '7376.15', iTransformer = '7187.35', TSMixer = '7299.21', TSMixerx = '7332.71', PatchTST = '7319.58', RNN = '7274.32', GRU = '7346.07', TCN = '7382.7', BiTCN = '7355.89', DilatedRNN = '7355.2', MLP = '7324.7', DLinear = '7291.75', NLinear = '7280.14', TFT = '7333.37', StemGNN = '7422.64', MLPMultivariate = '7428.39', TiDE = '7297.17', DeepNPTS = '7338.48', y = '7315.0', min_within_quantile = '7187.35', max_within_quantile = '7428.39' WHERE ds = '2024-09-25 00:00:00'
-2024-11-25 16:42:03,453 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7314.26', Informer = '7299.03', LSTM = '7376.15', iTransformer = '7187.35', TSMixer = '7299.21', TSMixerx = '7332.71', PatchTST = '7319.58', RNN = '7274.32', GRU = '7346.07', TCN = '7382.7', BiTCN = '7355.89', DilatedRNN = '7355.2', MLP = '7324.7', DLinear = '7291.75', NLinear = '7280.14', TFT = '7333.37', StemGNN = '7422.64', MLPMultivariate = '7428.39', TiDE = '7297.17', DeepNPTS = '7338.48', y = '7315.0', min_within_quantile = '7187.35', max_within_quantile = '7428.39' WHERE ds = '2024-09-25 00:00:00'
-2024-11-25 16:42:03,458 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7353.52', Informer = '7308.69', LSTM = '7403.15', iTransformer = '7195.72', TSMixer = '7320.98', TSMixerx = '7328.64', PatchTST = '7343.93', RNN = '7319.92', GRU = '7379.19', TCN = '7393.04', BiTCN = '7358.28', DilatedRNN = '7377.01', MLP = '7342.43', DLinear = '7327.26', NLinear = '7321.72', TFT = '7349.28', StemGNN = '7411.97', MLPMultivariate = '7390.42', TiDE = '7321.01', DeepNPTS = '7352.88', y = '7310.0', min_within_quantile = '7195.72', max_within_quantile = '7411.97' WHERE ds = '2024-09-26 00:00:00'
-2024-11-25 16:42:03,458 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7353.52', Informer = '7308.69', LSTM = '7403.15', iTransformer = '7195.72', TSMixer = '7320.98', TSMixerx = '7328.64', PatchTST = '7343.93', RNN = '7319.92', GRU = '7379.19', TCN = '7393.04', BiTCN = '7358.28', DilatedRNN = '7377.01', MLP = '7342.43', DLinear = '7327.26', NLinear = '7321.72', TFT = '7349.28', StemGNN = '7411.97', MLPMultivariate = '7390.42', TiDE = '7321.01', DeepNPTS = '7352.88', y = '7310.0', min_within_quantile = '7195.72', max_within_quantile = '7411.97' WHERE ds = '2024-09-26 00:00:00'
-2024-11-25 16:42:03,464 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7353.79', Informer = '7296.4', LSTM = '7396.25', iTransformer = '7205.98', TSMixer = '7314.26', TSMixerx = '7316.01', PatchTST = '7325.85', RNN = '7311.8', GRU = '7366.7', TCN = '7387.11', BiTCN = '7348.46', DilatedRNN = '7369.16', MLP = '7330.61', DLinear = '7306.15', NLinear = '7313.2', TFT = '7338.49', StemGNN = '7401.59', MLPMultivariate = '7358.17', TiDE = '7311.38', DeepNPTS = '7324.4', y = '7310.0', min_within_quantile = '7205.98', max_within_quantile = '7401.59' WHERE ds = '2024-09-27 00:00:00'
-2024-11-25 16:42:03,464 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7353.79', Informer = '7296.4', LSTM = '7396.25', iTransformer = '7205.98', TSMixer = '7314.26', TSMixerx = '7316.01', PatchTST = '7325.85', RNN = '7311.8', GRU = '7366.7', TCN = '7387.11', BiTCN = '7348.46', DilatedRNN = '7369.16', MLP = '7330.61', DLinear = '7306.15', NLinear = '7313.2', TFT = '7338.49', StemGNN = '7401.59', MLPMultivariate = '7358.17', TiDE = '7311.38', DeepNPTS = '7324.4', y = '7310.0', min_within_quantile = '7205.98', max_within_quantile = '7401.59' WHERE ds = '2024-09-27 00:00:00'
-2024-11-25 16:42:03,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7354.5', Informer = '7291.41', LSTM = '7398.01', iTransformer = '7160.87', TSMixer = '7313.48', TSMixerx = '7312.32', PatchTST = '7323.8', RNN = '7308.55', GRU = '7370.63', TCN = '7389.75', BiTCN = '7342.0', DilatedRNN = '7372.22', MLP = '7319.83', DLinear = '7304.69', NLinear = '7308.12', TFT = '7332.92', StemGNN = '7391.53', MLPMultivariate = '7356.74', TiDE = '7309.09', DeepNPTS = '7305.98', y = '7365.0', min_within_quantile = '7160.87', max_within_quantile = '7398.01' WHERE ds = '2024-09-29 00:00:00'
-2024-11-25 16:42:03,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7354.5', Informer = '7291.41', LSTM = '7398.01', iTransformer = '7160.87', TSMixer = '7313.48', TSMixerx = '7312.32', PatchTST = '7323.8', RNN = '7308.55', GRU = '7370.63', TCN = '7389.75', BiTCN = '7342.0', DilatedRNN = '7372.22', MLP = '7319.83', DLinear = '7304.69', NLinear = '7308.12', TFT = '7332.92', StemGNN = '7391.53', MLPMultivariate = '7356.74', TiDE = '7309.09', DeepNPTS = '7305.98', y = '7365.0', min_within_quantile = '7160.87', max_within_quantile = '7398.01' WHERE ds = '2024-09-29 00:00:00'
-2024-11-25 16:42:03,473 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7387.99', Informer = '7338.09', LSTM = '7438.41', iTransformer = '7271.48', TSMixer = '7358.82', TSMixerx = '7356.66', PatchTST = '7354.36', RNN = '7378.08', GRU = '7417.41', TCN = '7426.11', BiTCN = '7347.6', DilatedRNN = '7411.12', MLP = '7338.72', DLinear = '7353.68', NLinear = '7370.84', TFT = '7372.52', StemGNN = '7385.03', MLPMultivariate = '7458.54', TiDE = '7357.73', DeepNPTS = '7349.79', y = '7420.0', min_within_quantile = '7271.48', max_within_quantile = '7458.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-25 16:42:03,473 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7387.99', Informer = '7338.09', LSTM = '7438.41', iTransformer = '7271.48', TSMixer = '7358.82', TSMixerx = '7356.66', PatchTST = '7354.36', RNN = '7378.08', GRU = '7417.41', TCN = '7426.11', BiTCN = '7347.6', DilatedRNN = '7411.12', MLP = '7338.72', DLinear = '7353.68', NLinear = '7370.84', TFT = '7372.52', StemGNN = '7385.03', MLPMultivariate = '7458.54', TiDE = '7357.73', DeepNPTS = '7349.79', y = '7420.0', min_within_quantile = '7271.48', max_within_quantile = '7458.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-25 16:42:03,478 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7408.06', Informer = '7394.87', LSTM = '7475.58', iTransformer = '7332.26', TSMixer = '7413.15', TSMixerx = '7415.71', PatchTST = '7403.89', RNN = '7436.39', GRU = '7455.63', TCN = '7469.95', BiTCN = '7374.3', DilatedRNN = '7447.17', MLP = '7371.05', DLinear = '7399.2', NLinear = '7426.6', TFT = '7409.08', StemGNN = '7381.25', MLPMultivariate = '7570.07', TiDE = '7413.49', DeepNPTS = '7388.12', y = '7602.5', min_within_quantile = '7332.26', max_within_quantile = '7570.07' WHERE ds = '2024-10-08 00:00:00'
-2024-11-25 16:42:03,478 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7408.06', Informer = '7394.87', LSTM = '7475.58', iTransformer = '7332.26', TSMixer = '7413.15', TSMixerx = '7415.71', PatchTST = '7403.89', RNN = '7436.39', GRU = '7455.63', TCN = '7469.95', BiTCN = '7374.3', DilatedRNN = '7447.17', MLP = '7371.05', DLinear = '7399.2', NLinear = '7426.6', TFT = '7409.08', StemGNN = '7381.25', MLPMultivariate = '7570.07', TiDE = '7413.49', DeepNPTS = '7388.12', y = '7602.5', min_within_quantile = '7332.26', max_within_quantile = '7570.07' WHERE ds = '2024-10-08 00:00:00'
-2024-11-25 16:42:03,482 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7601.78', Informer = '7679.49', LSTM = '7618.38', iTransformer = '7593.42', TSMixer = '7593.1', TSMixerx = '7560.64', PatchTST = '7622.45', RNN = '7642.7', GRU = '7620.44', TCN = '7710.11', BiTCN = '7621.97', DilatedRNN = '7592.27', MLP = '7571.08', DLinear = '7566.25', NLinear = '7619.94', TFT = '7620.58', StemGNN = '7381.26', MLPMultivariate = '7709.32', TiDE = '7575.24', DeepNPTS = '7601.4', y = '7602.5', min_within_quantile = '7381.26', max_within_quantile = '7710.11' WHERE ds = '2024-10-09 00:00:00'
-2024-11-25 16:42:03,482 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7601.78', Informer = '7679.49', LSTM = '7618.38', iTransformer = '7593.42', TSMixer = '7593.1', TSMixerx = '7560.64', PatchTST = '7622.45', RNN = '7642.7', GRU = '7620.44', TCN = '7710.11', BiTCN = '7621.97', DilatedRNN = '7592.27', MLP = '7571.08', DLinear = '7566.25', NLinear = '7619.94', TFT = '7620.58', StemGNN = '7381.26', MLPMultivariate = '7709.32', TiDE = '7575.24', DeepNPTS = '7601.4', y = '7602.5', min_within_quantile = '7381.26', max_within_quantile = '7710.11' WHERE ds = '2024-10-09 00:00:00'
-2024-11-25 16:42:03,487 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7587.86', Informer = '7697.31', LSTM = '7599.87', iTransformer = '7641.53', TSMixer = '7627.72', TSMixerx = '7576.47', PatchTST = '7627.14', RNN = '7630.67', GRU = '7577.75', TCN = '7724.6', BiTCN = '7694.19', DilatedRNN = '7587.98', MLP = '7630.59', DLinear = '7599.3', NLinear = '7610.45', TFT = '7629.26', StemGNN = '7381.32', MLPMultivariate = '7806.59', TiDE = '7601.21', DeepNPTS = '7602.27', y = '7585.0', min_within_quantile = '7381.32', max_within_quantile = '7806.59' WHERE ds = '2024-10-10 00:00:00'
-2024-11-25 16:42:03,487 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7587.86', Informer = '7697.31', LSTM = '7599.87', iTransformer = '7641.53', TSMixer = '7627.72', TSMixerx = '7576.47', PatchTST = '7627.14', RNN = '7630.67', GRU = '7577.75', TCN = '7724.6', BiTCN = '7694.19', DilatedRNN = '7587.98', MLP = '7630.59', DLinear = '7599.3', NLinear = '7610.45', TFT = '7629.26', StemGNN = '7381.32', MLPMultivariate = '7806.59', TiDE = '7601.21', DeepNPTS = '7602.27', y = '7585.0', min_within_quantile = '7381.32', max_within_quantile = '7806.59' WHERE ds = '2024-10-10 00:00:00'
-2024-11-25 16:42:03,492 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7622.11', Informer = '7692.47', LSTM = '7587.06', iTransformer = '7695.37', TSMixer = '7624.83', TSMixerx = '7691.46', PatchTST = '7636.4', RNN = '7582.18', GRU = '7573.92', TCN = '7724.94', BiTCN = '7704.39', DilatedRNN = '7576.89', MLP = '7670.08', DLinear = '7602.45', NLinear = '7586.05', TFT = '7619.21', StemGNN = '7381.33', MLPMultivariate = '7800.57', TiDE = '7598.16', DeepNPTS = '7584.22', y = '7575.0', min_within_quantile = '7381.33', max_within_quantile = '7800.57' WHERE ds = '2024-10-11 00:00:00'
-2024-11-25 16:42:03,492 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7622.11', Informer = '7692.47', LSTM = '7587.06', iTransformer = '7695.37', TSMixer = '7624.83', TSMixerx = '7691.46', PatchTST = '7636.4', RNN = '7582.18', GRU = '7573.92', TCN = '7724.94', BiTCN = '7704.39', DilatedRNN = '7576.89', MLP = '7670.08', DLinear = '7602.45', NLinear = '7586.05', TFT = '7619.21', StemGNN = '7381.33', MLPMultivariate = '7800.57', TiDE = '7598.16', DeepNPTS = '7584.22', y = '7575.0', min_within_quantile = '7381.33', max_within_quantile = '7800.57' WHERE ds = '2024-10-11 00:00:00'
-2024-11-25 16:42:03,497 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7642.35', Informer = '7667.67', LSTM = '7576.18', iTransformer = '7921.09', TSMixer = '7601.41', TSMixerx = '7721.89', PatchTST = '7613.71', RNN = '7573.93', GRU = '7566.27', TCN = '7697.38', BiTCN = '7705.23', DilatedRNN = '7567.59', MLP = '7695.82', DLinear = '7589.01', NLinear = '7575.59', TFT = '7648.71', StemGNN = '7381.27', MLPMultivariate = '7695.7', TiDE = '7574.56', DeepNPTS = '7578.3', y = '7576.67', min_within_quantile = '7381.27', max_within_quantile = '7921.09' WHERE ds = '2024-10-12 00:00:00'
-2024-11-25 16:42:03,497 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7642.35', Informer = '7667.67', LSTM = '7576.18', iTransformer = '7921.09', TSMixer = '7601.41', TSMixerx = '7721.89', PatchTST = '7613.71', RNN = '7573.93', GRU = '7566.27', TCN = '7697.38', BiTCN = '7705.23', DilatedRNN = '7567.59', MLP = '7695.82', DLinear = '7589.01', NLinear = '7575.59', TFT = '7648.71', StemGNN = '7381.27', MLPMultivariate = '7695.7', TiDE = '7574.56', DeepNPTS = '7578.3', y = '7576.67', min_within_quantile = '7381.27', max_within_quantile = '7921.09' WHERE ds = '2024-10-12 00:00:00'
-2024-11-25 16:42:03,502 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7689.26', Informer = '7697.95', LSTM = '7578.13', iTransformer = '7803.33', TSMixer = '7571.18', TSMixerx = '7689.82', PatchTST = '7569.98', RNN = '7555.1', GRU = '7571.28', TCN = '7657.01', BiTCN = '7679.71', DilatedRNN = '7558.35', MLP = '7695.61', DLinear = '7570.72', NLinear = '7567.23', TFT = '7711.45', StemGNN = '7381.21', MLPMultivariate = '7663.31', TiDE = '7559.36', DeepNPTS = '7568.49', y = '7565.0', min_within_quantile = '7555.1', max_within_quantile = '7803.33' WHERE ds = '2024-10-14 00:00:00'
-2024-11-25 16:42:03,502 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7689.26', Informer = '7697.95', LSTM = '7578.13', iTransformer = '7803.33', TSMixer = '7571.18', TSMixerx = '7689.82', PatchTST = '7569.98', RNN = '7555.1', GRU = '7571.28', TCN = '7657.01', BiTCN = '7679.71', DilatedRNN = '7558.35', MLP = '7695.61', DLinear = '7570.72', NLinear = '7567.23', TFT = '7711.45', StemGNN = '7381.21', MLPMultivariate = '7663.31', TiDE = '7559.36', DeepNPTS = '7568.49', y = '7565.0', min_within_quantile = '7555.1', max_within_quantile = '7803.33' WHERE ds = '2024-10-14 00:00:00'
-2024-11-25 16:42:03,507 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7643.75', Informer = '7624.52', LSTM = '7567.88', iTransformer = '7706.2', TSMixer = '7544.78', TSMixerx = '7584.73', PatchTST = '7533.74', RNN = '7551.6', GRU = '7560.2', TCN = '7668.05', BiTCN = '7661.67', DilatedRNN = '7550.46', MLP = '7620.45', DLinear = '7536.33', NLinear = '7545.02', TFT = '7716.3', StemGNN = '7381.03', MLPMultivariate = '7634.0', TiDE = '7550.05', DeepNPTS = '7541.62', y = '7527.5', min_within_quantile = '7381.03', max_within_quantile = '7716.3' WHERE ds = '2024-10-15 00:00:00'
-2024-11-25 16:42:03,507 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7643.75', Informer = '7624.52', LSTM = '7567.88', iTransformer = '7706.2', TSMixer = '7544.78', TSMixerx = '7584.73', PatchTST = '7533.74', RNN = '7551.6', GRU = '7560.2', TCN = '7668.05', BiTCN = '7661.67', DilatedRNN = '7550.46', MLP = '7620.45', DLinear = '7536.33', NLinear = '7545.02', TFT = '7716.3', StemGNN = '7381.03', MLPMultivariate = '7634.0', TiDE = '7550.05', DeepNPTS = '7541.62', y = '7527.5', min_within_quantile = '7381.03', max_within_quantile = '7716.3' WHERE ds = '2024-10-15 00:00:00'
-2024-11-25 16:42:03,511 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7518.42', Informer = '7590.61', LSTM = '7539.7', iTransformer = '7614.68', TSMixer = '7517.91', TSMixerx = '7508.52', PatchTST = '7496.84', RNN = '7520.21', GRU = '7530.39', TCN = '7612.54', BiTCN = '7598.76', DilatedRNN = '7523.05', MLP = '7536.27', DLinear = '7511.34', NLinear = '7492.71', TFT = '7581.04', StemGNN = '7380.39', MLPMultivariate = '7651.77', TiDE = '7525.69', DeepNPTS = '7510.7', y = '7477.5', min_within_quantile = '7380.39', max_within_quantile = '7651.77' WHERE ds = '2024-10-16 00:00:00'
-2024-11-25 16:42:03,511 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7518.42', Informer = '7590.61', LSTM = '7539.7', iTransformer = '7614.68', TSMixer = '7517.91', TSMixerx = '7508.52', PatchTST = '7496.84', RNN = '7520.21', GRU = '7530.39', TCN = '7612.54', BiTCN = '7598.76', DilatedRNN = '7523.05', MLP = '7536.27', DLinear = '7511.34', NLinear = '7492.71', TFT = '7581.04', StemGNN = '7380.39', MLPMultivariate = '7651.77', TiDE = '7525.69', DeepNPTS = '7510.7', y = '7477.5', min_within_quantile = '7380.39', max_within_quantile = '7651.77' WHERE ds = '2024-10-16 00:00:00'
-2024-11-25 16:42:03,515 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7468.46', Informer = '7539.85', LSTM = '7506.93', iTransformer = '7539.68', TSMixer = '7467.98', TSMixerx = '7449.7', PatchTST = '7469.42', RNN = '7462.88', GRU = '7493.3', TCN = '7523.6', BiTCN = '7539.15', DilatedRNN = '7487.79', MLP = '7493.4', DLinear = '7476.45', NLinear = '7451.48', TFT = '7434.6', StemGNN = '7378.75', MLPMultivariate = '7622.52', TiDE = '7476.42', DeepNPTS = '7453.91', y = '7467.5', min_within_quantile = '7378.75', max_within_quantile = '7622.52' WHERE ds = '2024-10-17 00:00:00'
-2024-11-25 16:42:03,515 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7468.46', Informer = '7539.85', LSTM = '7506.93', iTransformer = '7539.68', TSMixer = '7467.98', TSMixerx = '7449.7', PatchTST = '7469.42', RNN = '7462.88', GRU = '7493.3', TCN = '7523.6', BiTCN = '7539.15', DilatedRNN = '7487.79', MLP = '7493.4', DLinear = '7476.45', NLinear = '7451.48', TFT = '7434.6', StemGNN = '7378.75', MLPMultivariate = '7622.52', TiDE = '7476.42', DeepNPTS = '7453.91', y = '7467.5', min_within_quantile = '7378.75', max_within_quantile = '7622.52' WHERE ds = '2024-10-17 00:00:00'
-2024-11-25 16:42:03,520 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7447.83', Informer = '7529.24', LSTM = '7504.49', iTransformer = '7490.14', TSMixer = '7442.95', TSMixerx = '7413.65', PatchTST = '7471.81', RNN = '7455.92', GRU = '7492.38', TCN = '7469.19', BiTCN = '7493.49', DilatedRNN = '7480.96', MLP = '7482.89', DLinear = '7440.25', NLinear = '7459.95', TFT = '7439.58', StemGNN = '7376.92', MLPMultivariate = '7604.61', TiDE = '7448.94', DeepNPTS = '7485.81', y = '7370.0', min_within_quantile = '7376.92', max_within_quantile = '7604.61' WHERE ds = '2024-10-18 00:00:00'
-2024-11-25 16:42:03,520 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7447.83', Informer = '7529.24', LSTM = '7504.49', iTransformer = '7490.14', TSMixer = '7442.95', TSMixerx = '7413.65', PatchTST = '7471.81', RNN = '7455.92', GRU = '7492.38', TCN = '7469.19', BiTCN = '7493.49', DilatedRNN = '7480.96', MLP = '7482.89', DLinear = '7440.25', NLinear = '7459.95', TFT = '7439.58', StemGNN = '7376.92', MLPMultivariate = '7604.61', TiDE = '7448.94', DeepNPTS = '7485.81', y = '7370.0', min_within_quantile = '7376.92', max_within_quantile = '7604.61' WHERE ds = '2024-10-18 00:00:00'
-2024-11-25 16:42:03,525 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7342.19', Informer = '7415.86', LSTM = '7432.39', iTransformer = '7436.52', TSMixer = '7353.65', TSMixerx = '7367.94', PatchTST = '7340.1', RNN = '7345.03', GRU = '7405.87', TCN = '7417.5', BiTCN = '7400.88', DilatedRNN = '7409.26', MLP = '7397.39', DLinear = '7347.94', NLinear = '7346.68', TFT = '7376.67', StemGNN = '7371.64', MLPMultivariate = '7476.46', TiDE = '7350.77', DeepNPTS = '7469.52', y = '7362.5', min_within_quantile = '7340.1', max_within_quantile = '7476.46' WHERE ds = '2024-10-21 00:00:00'
-2024-11-25 16:42:03,525 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7342.19', Informer = '7415.86', LSTM = '7432.39', iTransformer = '7436.52', TSMixer = '7353.65', TSMixerx = '7367.94', PatchTST = '7340.1', RNN = '7345.03', GRU = '7405.87', TCN = '7417.5', BiTCN = '7400.88', DilatedRNN = '7409.26', MLP = '7397.39', DLinear = '7347.94', NLinear = '7346.68', TFT = '7376.67', StemGNN = '7371.64', MLPMultivariate = '7476.46', TiDE = '7350.77', DeepNPTS = '7469.52', y = '7362.5', min_within_quantile = '7340.1', max_within_quantile = '7476.46' WHERE ds = '2024-10-21 00:00:00'
-2024-11-25 16:42:03,530 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7328.28', Informer = '7431.3', LSTM = '7436.81', iTransformer = '7402.06', TSMixer = '7335.13', TSMixerx = '7350.6', PatchTST = '7333.01', RNN = '7346.72', GRU = '7417.59', TCN = '7415.49', BiTCN = '7356.66', DilatedRNN = '7409.2', MLP = '7375.37', DLinear = '7327.7', NLinear = '7338.94', TFT = '7386.7', StemGNN = '7366.22', MLPMultivariate = '7432.85', TiDE = '7337.65', DeepNPTS = '7426.75', y = '7346.67', min_within_quantile = '7327.7', max_within_quantile = '7436.81' WHERE ds = '2024-10-22 00:00:00'
-2024-11-25 16:42:03,530 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7328.28', Informer = '7431.3', LSTM = '7436.81', iTransformer = '7402.06', TSMixer = '7335.13', TSMixerx = '7350.6', PatchTST = '7333.01', RNN = '7346.72', GRU = '7417.59', TCN = '7415.49', BiTCN = '7356.66', DilatedRNN = '7409.2', MLP = '7375.37', DLinear = '7327.7', NLinear = '7338.94', TFT = '7386.7', StemGNN = '7366.22', MLPMultivariate = '7432.85', TiDE = '7337.65', DeepNPTS = '7426.75', y = '7346.67', min_within_quantile = '7327.7', max_within_quantile = '7436.81' WHERE ds = '2024-10-22 00:00:00'
-2024-11-25 16:42:03,534 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7316.1', Informer = '7342.36', LSTM = '7422.7', iTransformer = '7370.99', TSMixer = '7318.65', TSMixerx = '7347.57', PatchTST = '7296.77', RNN = '7344.71', GRU = '7397.44', TCN = '7405.44', BiTCN = '7309.39', DilatedRNN = '7397.46', MLP = '7351.49', DLinear = '7307.42', NLinear = '7315.22', TFT = '7359.32', StemGNN = '7360.26', MLPMultivariate = '7504.19', TiDE = '7324.89', DeepNPTS = '7412.1', y = '7357.5', min_within_quantile = '7296.77', max_within_quantile = '7504.19' WHERE ds = '2024-10-23 00:00:00'
-2024-11-25 16:42:03,534 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7316.1', Informer = '7342.36', LSTM = '7422.7', iTransformer = '7370.99', TSMixer = '7318.65', TSMixerx = '7347.57', PatchTST = '7296.77', RNN = '7344.71', GRU = '7397.44', TCN = '7405.44', BiTCN = '7309.39', DilatedRNN = '7397.46', MLP = '7351.49', DLinear = '7307.42', NLinear = '7315.22', TFT = '7359.32', StemGNN = '7360.26', MLPMultivariate = '7504.19', TiDE = '7324.89', DeepNPTS = '7412.1', y = '7357.5', min_within_quantile = '7296.77', max_within_quantile = '7504.19' WHERE ds = '2024-10-23 00:00:00'
-2024-11-25 16:42:03,539 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7328.17', Informer = '7363.03', LSTM = '7432.98', iTransformer = '7347.16', TSMixer = '7329.41', TSMixerx = '7356.26', PatchTST = '7318.49', RNN = '7354.29', GRU = '7410.66', TCN = '7423.95', BiTCN = '7295.56', DilatedRNN = '7406.64', MLP = '7340.87', DLinear = '7343.58', NLinear = '7342.17', TFT = '7349.49', StemGNN = '7355.08', MLPMultivariate = '7584.65', TiDE = '7328.65', DeepNPTS = '7372.69', y = '7352.5', min_within_quantile = '7295.56', max_within_quantile = '7584.65' WHERE ds = '2024-10-24 00:00:00'
-2024-11-25 16:42:03,539 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7328.17', Informer = '7363.03', LSTM = '7432.98', iTransformer = '7347.16', TSMixer = '7329.41', TSMixerx = '7356.26', PatchTST = '7318.49', RNN = '7354.29', GRU = '7410.66', TCN = '7423.95', BiTCN = '7295.56', DilatedRNN = '7406.64', MLP = '7340.87', DLinear = '7343.58', NLinear = '7342.17', TFT = '7349.49', StemGNN = '7355.08', MLPMultivariate = '7584.65', TiDE = '7328.65', DeepNPTS = '7372.69', y = '7352.5', min_within_quantile = '7295.56', max_within_quantile = '7584.65' WHERE ds = '2024-10-24 00:00:00'
-2024-11-25 16:42:03,544 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7329.58', Informer = '7307.3', LSTM = '7427.9', iTransformer = '7329.27', TSMixer = '7342.32', TSMixerx = '7352.18', PatchTST = '7363.88', RNN = '7355.26', GRU = '7401.97', TCN = '7428.59', BiTCN = '7289.58', DilatedRNN = '7406.95', MLP = '7338.36', DLinear = '7337.05', NLinear = '7356.96', TFT = '7327.41', StemGNN = '7349.93', MLPMultivariate = '7666.35', TiDE = '7339.12', DeepNPTS = '7362.68', y = '7372.5', min_within_quantile = '7289.58', max_within_quantile = '7428.59' WHERE ds = '2024-10-25 00:00:00'
-2024-11-25 16:42:03,544 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7329.58', Informer = '7307.3', LSTM = '7427.9', iTransformer = '7329.27', TSMixer = '7342.32', TSMixerx = '7352.18', PatchTST = '7363.88', RNN = '7355.26', GRU = '7401.97', TCN = '7428.59', BiTCN = '7289.58', DilatedRNN = '7406.95', MLP = '7338.36', DLinear = '7337.05', NLinear = '7356.96', TFT = '7327.41', StemGNN = '7349.93', MLPMultivariate = '7666.35', TiDE = '7339.12', DeepNPTS = '7362.68', y = '7372.5', min_within_quantile = '7289.58', max_within_quantile = '7428.59' WHERE ds = '2024-10-25 00:00:00'
-2024-11-25 16:42:03,549 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7349.07', Informer = '7335.23', LSTM = '7443.43', iTransformer = '7353.53', TSMixer = '7374.37', TSMixerx = '7339.27', PatchTST = '7398.44', RNN = '7376.06', GRU = '7421.31', TCN = '7439.24', BiTCN = '7304.94', DilatedRNN = '7421.57', MLP = '7367.61', DLinear = '7369.73', NLinear = '7383.37', TFT = '7328.97', StemGNN = '7345.92', MLPMultivariate = '7647.86', TiDE = '7375.17', DeepNPTS = '7346.87', y = '7373.33', min_within_quantile = '7304.94', max_within_quantile = '7443.43' WHERE ds = '2024-10-28 00:00:00'
-2024-11-25 16:42:03,549 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7349.07', Informer = '7335.23', LSTM = '7443.43', iTransformer = '7353.53', TSMixer = '7374.37', TSMixerx = '7339.27', PatchTST = '7398.44', RNN = '7376.06', GRU = '7421.31', TCN = '7439.24', BiTCN = '7304.94', DilatedRNN = '7421.57', MLP = '7367.61', DLinear = '7369.73', NLinear = '7383.37', TFT = '7328.97', StemGNN = '7345.92', MLPMultivariate = '7647.86', TiDE = '7375.17', DeepNPTS = '7346.87', y = '7373.33', min_within_quantile = '7304.94', max_within_quantile = '7443.43' WHERE ds = '2024-10-28 00:00:00'
-2024-11-25 16:42:03,556 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7371.94', Informer = '7315.6', LSTM = '7442.14', iTransformer = '7596.75', TSMixer = '7382.77', TSMixerx = '7392.34', PatchTST = '7380.17', RNN = '7375.12', GRU = '7417.23', TCN = '7439.38', BiTCN = '7337.48', DilatedRNN = '7421.91', MLP = '7375.57', DLinear = '7398.13', NLinear = '7391.33', TFT = '7329.01', StemGNN = '7342.42', MLPMultivariate = '7586.51', TiDE = '7383.43', DeepNPTS = '7358.42', y = '7380.0', min_within_quantile = '7315.6', max_within_quantile = '7596.75' WHERE ds = '2024-10-29 00:00:00'
-2024-11-25 16:42:03,556 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7371.94', Informer = '7315.6', LSTM = '7442.14', iTransformer = '7596.75', TSMixer = '7382.77', TSMixerx = '7392.34', PatchTST = '7380.17', RNN = '7375.12', GRU = '7417.23', TCN = '7439.38', BiTCN = '7337.48', DilatedRNN = '7421.91', MLP = '7375.57', DLinear = '7398.13', NLinear = '7391.33', TFT = '7329.01', StemGNN = '7342.42', MLPMultivariate = '7586.51', TiDE = '7383.43', DeepNPTS = '7358.42', y = '7380.0', min_within_quantile = '7315.6', max_within_quantile = '7596.75' WHERE ds = '2024-10-29 00:00:00'
-2024-11-25 16:42:03,564 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7384.5', Informer = '7351.3', LSTM = '7447.51', iTransformer = '7516.77', TSMixer = '7389.46', TSMixerx = '7445.73', PatchTST = '7383.48', RNN = '7380.29', GRU = '7424.58', TCN = '7429.07', BiTCN = '7388.24', DilatedRNN = '7428.72', MLP = '7390.92', DLinear = '7393.59', NLinear = '7389.75', TFT = '7350.55', StemGNN = '7339.54', MLPMultivariate = '7519.05', TiDE = '7368.5', DeepNPTS = '7356.88', y = '7330.0', min_within_quantile = '7339.54', max_within_quantile = '7519.05' WHERE ds = '2024-10-30 00:00:00'
-2024-11-25 16:42:03,564 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7384.5', Informer = '7351.3', LSTM = '7447.51', iTransformer = '7516.77', TSMixer = '7389.46', TSMixerx = '7445.73', PatchTST = '7383.48', RNN = '7380.29', GRU = '7424.58', TCN = '7429.07', BiTCN = '7388.24', DilatedRNN = '7428.72', MLP = '7390.92', DLinear = '7393.59', NLinear = '7389.75', TFT = '7350.55', StemGNN = '7339.54', MLPMultivariate = '7519.05', TiDE = '7368.5', DeepNPTS = '7356.88', y = '7330.0', min_within_quantile = '7339.54', max_within_quantile = '7519.05' WHERE ds = '2024-10-30 00:00:00'
-2024-11-25 16:42:03,571 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7327.23', Informer = '7288.39', LSTM = '7409.56', iTransformer = '7335.54', TSMixer = '7351.44', TSMixerx = '7386.44', PatchTST = '7342.59', RNN = '7322.79', GRU = '7379.23', TCN = '7415.01', BiTCN = '7359.43', DilatedRNN = '7394.15', MLP = '7386.25', DLinear = '7358.17', NLinear = '7338.4', TFT = '7292.65', StemGNN = '7335.02', MLPMultivariate = '7477.89', TiDE = '7332.95', DeepNPTS = '7398.17', y = '7340.0', min_within_quantile = '7288.39', max_within_quantile = '7477.89' WHERE ds = '2024-10-31 00:00:00'
-2024-11-25 16:42:03,571 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7327.23', Informer = '7288.39', LSTM = '7409.56', iTransformer = '7335.54', TSMixer = '7351.44', TSMixerx = '7386.44', PatchTST = '7342.59', RNN = '7322.79', GRU = '7379.23', TCN = '7415.01', BiTCN = '7359.43', DilatedRNN = '7394.15', MLP = '7386.25', DLinear = '7358.17', NLinear = '7338.4', TFT = '7292.65', StemGNN = '7335.02', MLPMultivariate = '7477.89', TiDE = '7332.95', DeepNPTS = '7398.17', y = '7340.0', min_within_quantile = '7288.39', max_within_quantile = '7477.89' WHERE ds = '2024-10-31 00:00:00'
-2024-11-25 16:42:03,578 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7322.6', Informer = '7371.96', LSTM = '7420.86', iTransformer = '7334.93', TSMixer = '7351.36', TSMixerx = '7337.23', PatchTST = '7357.66', RNN = '7335.26', GRU = '7397.79', TCN = '7413.96', BiTCN = '7370.36', DilatedRNN = '7399.68', MLP = '7406.5', DLinear = '7355.38', NLinear = '7345.56', TFT = '7311.47', StemGNN = '7331.37', MLPMultivariate = '7453.73', TiDE = '7346.34', DeepNPTS = '7397.43', y = '7363.33', min_within_quantile = '7311.47', max_within_quantile = '7453.73' WHERE ds = '2024-11-01 00:00:00'
-2024-11-25 16:42:03,578 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7322.6', Informer = '7371.96', LSTM = '7420.86', iTransformer = '7334.93', TSMixer = '7351.36', TSMixerx = '7337.23', PatchTST = '7357.66', RNN = '7335.26', GRU = '7397.79', TCN = '7413.96', BiTCN = '7370.36', DilatedRNN = '7399.68', MLP = '7406.5', DLinear = '7355.38', NLinear = '7345.56', TFT = '7311.47', StemGNN = '7331.37', MLPMultivariate = '7453.73', TiDE = '7346.34', DeepNPTS = '7397.43', y = '7363.33', min_within_quantile = '7311.47', max_within_quantile = '7453.73' WHERE ds = '2024-11-01 00:00:00'
-2024-11-25 16:42:03,583 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7350.24', Informer = '7412.2', LSTM = '7435.6', iTransformer = '7347.57', TSMixer = '7362.38', TSMixerx = '7338.97', PatchTST = '7377.67', RNN = '7368.39', GRU = '7412.11', TCN = '7422.61', BiTCN = '7392.8', DilatedRNN = '7411.35', MLP = '7429.9', DLinear = '7348.76', NLinear = '7364.08', TFT = '7348.24', StemGNN = '7328.76', MLPMultivariate = '7423.61', TiDE = '7362.26', DeepNPTS = '7432.94', y = '7360.0', min_within_quantile = '7328.76', max_within_quantile = '7435.6' WHERE ds = '2024-11-04 00:00:00'
-2024-11-25 16:42:03,583 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7350.24', Informer = '7412.2', LSTM = '7435.6', iTransformer = '7347.57', TSMixer = '7362.38', TSMixerx = '7338.97', PatchTST = '7377.67', RNN = '7368.39', GRU = '7412.11', TCN = '7422.61', BiTCN = '7392.8', DilatedRNN = '7411.35', MLP = '7429.9', DLinear = '7348.76', NLinear = '7364.08', TFT = '7348.24', StemGNN = '7328.76', MLPMultivariate = '7423.61', TiDE = '7362.26', DeepNPTS = '7432.94', y = '7360.0', min_within_quantile = '7328.76', max_within_quantile = '7435.6' WHERE ds = '2024-11-04 00:00:00'
-2024-11-25 16:42:03,589 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7341.32', Informer = '7403.45', LSTM = '7432.38', iTransformer = '7346.31', TSMixer = '7351.92', TSMixerx = '7399.55', PatchTST = '7381.86', RNN = '7359.55', GRU = '7406.81', TCN = '7415.29', BiTCN = '7381.08', DilatedRNN = '7406.65', MLP = '7419.28', DLinear = '7363.51', NLinear = '7364.03', TFT = '7348.01', StemGNN = '7326.1', MLPMultivariate = '7421.71', TiDE = '7350.4', DeepNPTS = '7430.0', y = '7357.5', min_within_quantile = '7326.1', max_within_quantile = '7432.38' WHERE ds = '2024-11-05 00:00:00'
-2024-11-25 16:42:03,589 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7341.32', Informer = '7403.45', LSTM = '7432.38', iTransformer = '7346.31', TSMixer = '7351.92', TSMixerx = '7399.55', PatchTST = '7381.86', RNN = '7359.55', GRU = '7406.81', TCN = '7415.29', BiTCN = '7381.08', DilatedRNN = '7406.65', MLP = '7419.28', DLinear = '7363.51', NLinear = '7364.03', TFT = '7348.01', StemGNN = '7326.1', MLPMultivariate = '7421.71', TiDE = '7350.4', DeepNPTS = '7430.0', y = '7357.5', min_within_quantile = '7326.1', max_within_quantile = '7432.38' WHERE ds = '2024-11-05 00:00:00'
-2024-11-25 16:42:03,595 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7342.7', Informer = '7379.48', LSTM = '7431.43', iTransformer = '7325.04', TSMixer = '7345.92', TSMixerx = '7401.42', PatchTST = '7365.39', RNN = '7358.68', GRU = '7406.36', TCN = '7413.96', BiTCN = '7350.11', DilatedRNN = '7407.09', MLP = '7368.85', DLinear = '7345.97', NLinear = '7365.12', TFT = '7347.75', StemGNN = '7323.35', MLPMultivariate = '7370.36', TiDE = '7337.4', DeepNPTS = '7406.72', y = '7383.33', min_within_quantile = '7323.35', max_within_quantile = '7431.43' WHERE ds = '2024-11-06 00:00:00'
-2024-11-25 16:42:03,595 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7342.7', Informer = '7379.48', LSTM = '7431.43', iTransformer = '7325.04', TSMixer = '7345.92', TSMixerx = '7401.42', PatchTST = '7365.39', RNN = '7358.68', GRU = '7406.36', TCN = '7413.96', BiTCN = '7350.11', DilatedRNN = '7407.09', MLP = '7368.85', DLinear = '7345.97', NLinear = '7365.12', TFT = '7347.75', StemGNN = '7323.35', MLPMultivariate = '7370.36', TiDE = '7337.4', DeepNPTS = '7406.72', y = '7383.33', min_within_quantile = '7323.35', max_within_quantile = '7431.43' WHERE ds = '2024-11-06 00:00:00'
-2024-11-25 16:42:03,599 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7361.85', Informer = '7376.82', LSTM = '7450.25', iTransformer = '7314.2', TSMixer = '7366.01', TSMixerx = '7408.66', PatchTST = '7375.19', RNN = '7389.31', GRU = '7428.86', TCN = '7425.76', BiTCN = '7357.23', DilatedRNN = '7424.3', MLP = '7355.54', DLinear = '7358.0', NLinear = '7389.64', TFT = '7367.46', StemGNN = '7321.63', MLPMultivariate = '7379.98', TiDE = '7364.09', DeepNPTS = '7363.7', y = '7366.67', min_within_quantile = '7314.2', max_within_quantile = '7450.25' WHERE ds = '2024-11-07 00:00:00'
-2024-11-25 16:42:03,599 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7361.85', Informer = '7376.82', LSTM = '7450.25', iTransformer = '7314.2', TSMixer = '7366.01', TSMixerx = '7408.66', PatchTST = '7375.19', RNN = '7389.31', GRU = '7428.86', TCN = '7425.76', BiTCN = '7357.23', DilatedRNN = '7424.3', MLP = '7355.54', DLinear = '7358.0', NLinear = '7389.64', TFT = '7367.46', StemGNN = '7321.63', MLPMultivariate = '7379.98', TiDE = '7364.09', DeepNPTS = '7363.7', y = '7366.67', min_within_quantile = '7314.2', max_within_quantile = '7450.25' WHERE ds = '2024-11-07 00:00:00'
-2024-11-25 16:42:03,605 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.41', Informer = '7315.01', LSTM = '7436.08', iTransformer = '7302.99', TSMixer = '7356.0', TSMixerx = '7365.51', PatchTST = '7338.29', RNN = '7364.19', GRU = '7409.51', TCN = '7418.2', BiTCN = '7349.11', DilatedRNN = '7409.37', MLP = '7353.97', DLinear = '7365.93', NLinear = '7362.72', TFT = '7355.07', StemGNN = '7319.76', MLPMultivariate = '7416.53', TiDE = '7356.06', DeepNPTS = '7362.91', y = '7383.33', min_within_quantile = '7302.99', max_within_quantile = '7436.08' WHERE ds = '2024-11-08 00:00:00'
-2024-11-25 16:42:03,605 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.41', Informer = '7315.01', LSTM = '7436.08', iTransformer = '7302.99', TSMixer = '7356.0', TSMixerx = '7365.51', PatchTST = '7338.29', RNN = '7364.19', GRU = '7409.51', TCN = '7418.2', BiTCN = '7349.11', DilatedRNN = '7409.37', MLP = '7353.97', DLinear = '7365.93', NLinear = '7362.72', TFT = '7355.07', StemGNN = '7319.76', MLPMultivariate = '7416.53', TiDE = '7356.06', DeepNPTS = '7362.91', y = '7383.33', min_within_quantile = '7302.99', max_within_quantile = '7436.08' WHERE ds = '2024-11-08 00:00:00'
-2024-11-25 16:42:03,610 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7370.4', Informer = '7295.31', LSTM = '7450.37', iTransformer = '7303.38', TSMixer = '7368.27', TSMixerx = '7371.47', PatchTST = '7340.48', RNN = '7383.68', GRU = '7429.25', TCN = '7438.82', BiTCN = '7360.53', DilatedRNN = '7423.31', MLP = '7367.64', DLinear = '7350.49', NLinear = '7374.88', TFT = '7361.41', StemGNN = '7318.79', MLPMultivariate = '7446.76', TiDE = '7358.47', DeepNPTS = '7363.16', y = '7340.0', min_within_quantile = '7295.31', max_within_quantile = '7450.37' WHERE ds = '2024-11-11 00:00:00'
-2024-11-25 16:42:03,610 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7370.4', Informer = '7295.31', LSTM = '7450.37', iTransformer = '7303.38', TSMixer = '7368.27', TSMixerx = '7371.47', PatchTST = '7340.48', RNN = '7383.68', GRU = '7429.25', TCN = '7438.82', BiTCN = '7360.53', DilatedRNN = '7423.31', MLP = '7367.64', DLinear = '7350.49', NLinear = '7374.88', TFT = '7361.41', StemGNN = '7318.79', MLPMultivariate = '7446.76', TiDE = '7358.47', DeepNPTS = '7363.16', y = '7340.0', min_within_quantile = '7295.31', max_within_quantile = '7450.37' WHERE ds = '2024-11-11 00:00:00'
-2024-11-25 16:42:03,614 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7327.88', Informer = '7234.36', LSTM = '7416.22', iTransformer = '7298.64', TSMixer = '7344.54', TSMixerx = '7352.78', PatchTST = '7299.86', RNN = '7335.63', GRU = '7386.56', TCN = '7436.34', BiTCN = '7359.84', DilatedRNN = '7390.64', MLP = '7339.69', DLinear = '7347.06', NLinear = '7329.01', TFT = '7311.03', StemGNN = '7316.53', MLPMultivariate = '7430.11', TiDE = '7335.26', DeepNPTS = '7372.1', y = '7306.67', min_within_quantile = '7234.36', max_within_quantile = '7436.34' WHERE ds = '2024-11-12 00:00:00'
-2024-11-25 16:42:03,614 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7327.88', Informer = '7234.36', LSTM = '7416.22', iTransformer = '7298.64', TSMixer = '7344.54', TSMixerx = '7352.78', PatchTST = '7299.86', RNN = '7335.63', GRU = '7386.56', TCN = '7436.34', BiTCN = '7359.84', DilatedRNN = '7390.64', MLP = '7339.69', DLinear = '7347.06', NLinear = '7329.01', TFT = '7311.03', StemGNN = '7316.53', MLPMultivariate = '7430.11', TiDE = '7335.26', DeepNPTS = '7372.1', y = '7306.67', min_within_quantile = '7234.36', max_within_quantile = '7436.34' WHERE ds = '2024-11-12 00:00:00'
-2024-11-25 16:42:03,619 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7293.75', Informer = '7222.33', LSTM = '7395.0', iTransformer = '7303.12', TSMixer = '7315.56', TSMixerx = '7330.61', PatchTST = '7299.39', RNN = '7294.96', GRU = '7367.16', TCN = '7413.16', BiTCN = '7354.2', DilatedRNN = '7368.64', MLP = '7341.22', DLinear = '7321.57', NLinear = '7292.03', TFT = '7278.37', StemGNN = '7313.46', MLPMultivariate = '7413.3', TiDE = '7309.92', DeepNPTS = '7368.12', y = '7323.33', min_within_quantile = '7222.33', max_within_quantile = '7413.3' WHERE ds = '2024-11-13 00:00:00'
-2024-11-25 16:42:03,619 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7293.75', Informer = '7222.33', LSTM = '7395.0', iTransformer = '7303.12', TSMixer = '7315.56', TSMixerx = '7330.61', PatchTST = '7299.39', RNN = '7294.96', GRU = '7367.16', TCN = '7413.16', BiTCN = '7354.2', DilatedRNN = '7368.64', MLP = '7341.22', DLinear = '7321.57', NLinear = '7292.03', TFT = '7278.37', StemGNN = '7313.46', MLPMultivariate = '7413.3', TiDE = '7309.92', DeepNPTS = '7368.12', y = '7323.33', min_within_quantile = '7222.33', max_within_quantile = '7413.3' WHERE ds = '2024-11-13 00:00:00'
-2024-11-25 16:42:03,623 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7311.79', Informer = '7247.7', LSTM = '7408.33', iTransformer = '7308.28', TSMixer = '7323.93', TSMixerx = '7352.86', PatchTST = '7332.45', RNN = '7323.25', GRU = '7383.86', TCN = '7419.8', BiTCN = '7346.99', DilatedRNN = '7379.9', MLP = '7354.45', DLinear = '7303.14', NLinear = '7323.51', TFT = '7305.42', StemGNN = '7311.4', MLPMultivariate = '7412.5', TiDE = '7321.54', DeepNPTS = '7360.62', y = '7353.33', min_within_quantile = '7247.7', max_within_quantile = '7419.8' WHERE ds = '2024-11-14 00:00:00'
-2024-11-25 16:42:03,623 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7311.79', Informer = '7247.7', LSTM = '7408.33', iTransformer = '7308.28', TSMixer = '7323.93', TSMixerx = '7352.86', PatchTST = '7332.45', RNN = '7323.25', GRU = '7383.86', TCN = '7419.8', BiTCN = '7346.99', DilatedRNN = '7379.9', MLP = '7354.45', DLinear = '7303.14', NLinear = '7323.51', TFT = '7305.42', StemGNN = '7311.4', MLPMultivariate = '7412.5', TiDE = '7321.54', DeepNPTS = '7360.62', y = '7353.33', min_within_quantile = '7247.7', max_within_quantile = '7419.8' WHERE ds = '2024-11-14 00:00:00'
-2024-11-25 16:42:03,628 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7319.68', Informer = '7284.53', LSTM = '7428.81', iTransformer = '7313.95', TSMixer = '7347.07', TSMixerx = '7322.87', PatchTST = '7354.39', RNN = '7358.35', GRU = '7405.38', TCN = '7427.56', BiTCN = '7340.19', DilatedRNN = '7398.84', MLP = '7369.0', DLinear = '7342.98', NLinear = '7354.87', TFT = '7342.94', StemGNN = '7310.14', MLPMultivariate = '7414.84', TiDE = '7342.98', DeepNPTS = '7357.97', y = '7393.33', min_within_quantile = '7284.53', max_within_quantile = '7428.81' WHERE ds = '2024-11-15 00:00:00'
-2024-11-25 16:42:03,628 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7319.68', Informer = '7284.53', LSTM = '7428.81', iTransformer = '7313.95', TSMixer = '7347.07', TSMixerx = '7322.87', PatchTST = '7354.39', RNN = '7358.35', GRU = '7405.38', TCN = '7427.56', BiTCN = '7340.19', DilatedRNN = '7398.84', MLP = '7369.0', DLinear = '7342.98', NLinear = '7354.87', TFT = '7342.94', StemGNN = '7310.14', MLPMultivariate = '7414.84', TiDE = '7342.98', DeepNPTS = '7357.97', y = '7393.33', min_within_quantile = '7284.53', max_within_quantile = '7428.81' WHERE ds = '2024-11-15 00:00:00'
-2024-11-25 16:42:03,633 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7369.85', Informer = '7357.13', LSTM = '7457.2', iTransformer = '7375.93', TSMixer = '7390.23', TSMixerx = '7362.16', PatchTST = '7391.84', RNN = '7404.33', GRU = '7436.34', TCN = '7456.57', BiTCN = '7364.09', DilatedRNN = '7430.0', MLP = '7387.04', DLinear = '7371.61', NLinear = '7400.09', TFT = '7383.62', StemGNN = '7310.65', MLPMultivariate = '7445.21', TiDE = '7390.35', DeepNPTS = '7371.28', y = '7363.33', min_within_quantile = '7310.65', max_within_quantile = '7457.2' WHERE ds = '2024-11-18 00:00:00'
-2024-11-25 16:42:03,633 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7369.85', Informer = '7357.13', LSTM = '7457.2', iTransformer = '7375.93', TSMixer = '7390.23', TSMixerx = '7362.16', PatchTST = '7391.84', RNN = '7404.33', GRU = '7436.34', TCN = '7456.57', BiTCN = '7364.09', DilatedRNN = '7430.0', MLP = '7387.04', DLinear = '7371.61', NLinear = '7400.09', TFT = '7383.62', StemGNN = '7310.65', MLPMultivariate = '7445.21', TiDE = '7390.35', DeepNPTS = '7371.28', y = '7363.33', min_within_quantile = '7310.65', max_within_quantile = '7457.2' WHERE ds = '2024-11-18 00:00:00'
-2024-11-25 16:42:03,639 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7359.15', Informer = '7375.48', LSTM = '7458.51', iTransformer = '7341.49', TSMixer = '7377.94', TSMixerx = '7366.39', PatchTST = '7394.69', RNN = '7445.63', GRU = '7430.13', TCN = '7466.19', BiTCN = '7356.74', DilatedRNN = '7411.99', MLP = '7377.77', DLinear = '7365.6', NLinear = '7376.27', TFT = '7375.41', StemGNN = '7305.28', MLPMultivariate = '7422.22', TiDE = '7377.65', DeepNPTS = '7365.46', y = '7370.0', min_within_quantile = '7305.28', max_within_quantile = '7466.19' WHERE ds = '2024-11-19 00:00:00'
-2024-11-25 16:42:03,639 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7359.15', Informer = '7375.48', LSTM = '7458.51', iTransformer = '7341.49', TSMixer = '7377.94', TSMixerx = '7366.39', PatchTST = '7394.69', RNN = '7445.63', GRU = '7430.13', TCN = '7466.19', BiTCN = '7356.74', DilatedRNN = '7411.99', MLP = '7377.77', DLinear = '7365.6', NLinear = '7376.27', TFT = '7375.41', StemGNN = '7305.28', MLPMultivariate = '7422.22', TiDE = '7377.65', DeepNPTS = '7365.46', y = '7370.0', min_within_quantile = '7305.28', max_within_quantile = '7466.19' WHERE ds = '2024-11-19 00:00:00'
-2024-11-25 16:42:03,643 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7362.62', Informer = '7351.23', LSTM = '7456.38', iTransformer = '7308.27', TSMixer = '7380.61', TSMixerx = '7353.71', PatchTST = '7381.17', RNN = '7446.78', GRU = '7443.38', TCN = '7447.63', BiTCN = '7353.04', DilatedRNN = '7413.24', MLP = '7370.46', DLinear = '7371.66', NLinear = '7373.41', TFT = '7364.26', StemGNN = '7304.08', MLPMultivariate = '7398.96', TiDE = '7357.4', DeepNPTS = '7367.49', y = '7406.67', min_within_quantile = '7304.08', max_within_quantile = '7456.38' WHERE ds = '2024-11-20 00:00:00'
-2024-11-25 16:42:03,643 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7362.62', Informer = '7351.23', LSTM = '7456.38', iTransformer = '7308.27', TSMixer = '7380.61', TSMixerx = '7353.71', PatchTST = '7381.17', RNN = '7446.78', GRU = '7443.38', TCN = '7447.63', BiTCN = '7353.04', DilatedRNN = '7413.24', MLP = '7370.46', DLinear = '7371.66', NLinear = '7373.41', TFT = '7364.26', StemGNN = '7304.08', MLPMultivariate = '7398.96', TiDE = '7357.4', DeepNPTS = '7367.49', y = '7406.67', min_within_quantile = '7304.08', max_within_quantile = '7456.38' WHERE ds = '2024-11-20 00:00:00'
-2024-11-25 16:42:03,647 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7354.85', Informer = '7346.24', LSTM = '7442.15', iTransformer = '7300.34', TSMixer = '7359.81', TSMixerx = '7363.03', PatchTST = '7371.89', RNN = '7449.58', GRU = '7446.84', TCN = '7458.07', BiTCN = '7342.97', DilatedRNN = '7407.59', MLP = '7341.86', DLinear = '7332.68', NLinear = '7364.09', TFT = '7353.69', StemGNN = '7298.96', MLPMultivariate = '7386.73', TiDE = '7321.63', DeepNPTS = '7358.93', y = '7430.0', min_within_quantile = '7298.96', max_within_quantile = '7458.07' WHERE ds = '2024-11-21 00:00:00'
-2024-11-25 16:42:03,647 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7354.85', Informer = '7346.24', LSTM = '7442.15', iTransformer = '7300.34', TSMixer = '7359.81', TSMixerx = '7363.03', PatchTST = '7371.89', RNN = '7449.58', GRU = '7446.84', TCN = '7458.07', BiTCN = '7342.97', DilatedRNN = '7407.59', MLP = '7341.86', DLinear = '7332.68', NLinear = '7364.09', TFT = '7353.69', StemGNN = '7298.96', MLPMultivariate = '7386.73', TiDE = '7321.63', DeepNPTS = '7358.93', y = '7430.0', min_within_quantile = '7298.96', max_within_quantile = '7458.07' WHERE ds = '2024-11-21 00:00:00'
-2024-11-25 16:42:03,653 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7353.64', Informer = '7336.61', LSTM = '7437.2', iTransformer = '7275.69', TSMixer = '7326.2', TSMixerx = '7354.65', PatchTST = '7317.2', RNN = '7451.53', GRU = '7427.21', TCN = '7426.26', BiTCN = '7326.61', DilatedRNN = '7405.67', MLP = '7325.8', DLinear = '7313.91', NLinear = '7368.82', TFT = '7343.28', StemGNN = '7302.4', MLPMultivariate = '7366.82', TiDE = '7299.49', DeepNPTS = '7360.79', y = '7426.67', min_within_quantile = '7275.69', max_within_quantile = '7451.53' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 16:42:03,653 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7353.64', Informer = '7336.61', LSTM = '7437.2', iTransformer = '7275.69', TSMixer = '7326.2', TSMixerx = '7354.65', PatchTST = '7317.2', RNN = '7451.53', GRU = '7427.21', TCN = '7426.26', BiTCN = '7326.61', DilatedRNN = '7405.67', MLP = '7325.8', DLinear = '7313.91', NLinear = '7368.82', TFT = '7343.28', StemGNN = '7302.4', MLPMultivariate = '7366.82', TiDE = '7299.49', DeepNPTS = '7360.79', y = '7426.67', min_within_quantile = '7275.69', max_within_quantile = '7451.53' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 16:42:03,658 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7440.7', Informer = '7406.99', LSTM = '7455.78', iTransformer = '7407.78', TSMixer = '7411.64', TSMixerx = '7419.53', PatchTST = '7436.11', RNN = '7432.08', GRU = '7441.29', TCN = '7491.83', BiTCN = '7431.49', DilatedRNN = '7442.25', MLP = '7411.43', DLinear = '7405.21', NLinear = '7422.46', TFT = '7404.0', StemGNN = '7324.65', MLPMultivariate = '7410.98', TiDE = '7411.23', DeepNPTS = '7425.01', y = 'nan', min_within_quantile = '7324.65', max_within_quantile = '7491.83' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 16:42:03,658 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7440.7', Informer = '7406.99', LSTM = '7455.78', iTransformer = '7407.78', TSMixer = '7411.64', TSMixerx = '7419.53', PatchTST = '7436.11', RNN = '7432.08', GRU = '7441.29', TCN = '7491.83', BiTCN = '7431.49', DilatedRNN = '7442.25', MLP = '7411.43', DLinear = '7405.21', NLinear = '7422.46', TFT = '7404.0', StemGNN = '7324.65', MLPMultivariate = '7410.98', TiDE = '7411.23', DeepNPTS = '7425.01', y = 'nan', min_within_quantile = '7324.65', max_within_quantile = '7491.83' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 16:42:03,663 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7422.57', Informer = '7386.64', LSTM = '7455.13', iTransformer = '7381.04', TSMixer = '7390.1', TSMixerx = '7403.35', PatchTST = '7419.92', RNN = '7455.79', GRU = '7432.64', TCN = '7463.68', BiTCN = '7430.11', DilatedRNN = '7423.93', MLP = '7408.97', DLinear = '7392.53', NLinear = '7390.62', TFT = '7391.05', StemGNN = '7319.54', MLPMultivariate = '7402.37', TiDE = '7392.94', DeepNPTS = '7423.61', y = 'nan', min_within_quantile = '7319.54', max_within_quantile = '7463.68' WHERE ds = '2024-11-26 00:00:00'
-2024-11-25 16:42:03,663 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7422.57', Informer = '7386.64', LSTM = '7455.13', iTransformer = '7381.04', TSMixer = '7390.1', TSMixerx = '7403.35', PatchTST = '7419.92', RNN = '7455.79', GRU = '7432.64', TCN = '7463.68', BiTCN = '7430.11', DilatedRNN = '7423.93', MLP = '7408.97', DLinear = '7392.53', NLinear = '7390.62', TFT = '7391.05', StemGNN = '7319.54', MLPMultivariate = '7402.37', TiDE = '7392.94', DeepNPTS = '7423.61', y = 'nan', min_within_quantile = '7319.54', max_within_quantile = '7463.68' WHERE ds = '2024-11-26 00:00:00'
-2024-11-25 16:42:03,668 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7414.72', Informer = '7408.37', LSTM = '7453.43', iTransformer = '7358.92', TSMixer = '7377.72', TSMixerx = '7419.47', PatchTST = '7430.08', RNN = '7455.72', GRU = '7440.96', TCN = '7438.4', BiTCN = '7431.67', DilatedRNN = '7423.74', MLP = '7389.97', DLinear = '7368.94', NLinear = '7374.83', TFT = '7387.64', StemGNN = '7318.4', MLPMultivariate = '7388.68', TiDE = '7374.93', DeepNPTS = '7420.75', y = 'nan', min_within_quantile = '7318.4', max_within_quantile = '7455.72' WHERE ds = '2024-11-27 00:00:00'
-2024-11-25 16:42:03,668 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7414.72', Informer = '7408.37', LSTM = '7453.43', iTransformer = '7358.92', TSMixer = '7377.72', TSMixerx = '7419.47', PatchTST = '7430.08', RNN = '7455.72', GRU = '7440.96', TCN = '7438.4', BiTCN = '7431.67', DilatedRNN = '7423.74', MLP = '7389.97', DLinear = '7368.94', NLinear = '7374.83', TFT = '7387.64', StemGNN = '7318.4', MLPMultivariate = '7388.68', TiDE = '7374.93', DeepNPTS = '7420.75', y = 'nan', min_within_quantile = '7318.4', max_within_quantile = '7455.72' WHERE ds = '2024-11-27 00:00:00'
-2024-11-25 16:42:03,673 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7421.91', Informer = '7434.42', LSTM = '7441.04', iTransformer = '7363.89', TSMixer = '7364.05', TSMixerx = '7411.79', PatchTST = '7424.91', RNN = '7452.44', GRU = '7442.79', TCN = '7431.15', BiTCN = '7422.26', DilatedRNN = '7417.26', MLP = '7370.89', DLinear = '7373.86', NLinear = '7362.26', TFT = '7383.9', StemGNN = '7313.52', MLPMultivariate = '7388.14', TiDE = '7351.54', DeepNPTS = '7413.91', y = 'nan', min_within_quantile = '7313.52', max_within_quantile = '7452.44' WHERE ds = '2024-11-28 00:00:00'
-2024-11-25 16:42:03,673 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7421.91', Informer = '7434.42', LSTM = '7441.04', iTransformer = '7363.89', TSMixer = '7364.05', TSMixerx = '7411.79', PatchTST = '7424.91', RNN = '7452.44', GRU = '7442.79', TCN = '7431.15', BiTCN = '7422.26', DilatedRNN = '7417.26', MLP = '7370.89', DLinear = '7373.86', NLinear = '7362.26', TFT = '7383.9', StemGNN = '7313.52', MLPMultivariate = '7388.14', TiDE = '7351.54', DeepNPTS = '7413.91', y = 'nan', min_within_quantile = '7313.52', max_within_quantile = '7452.44' WHERE ds = '2024-11-28 00:00:00'
-2024-11-25 17:05:07,982 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-25 17:05:07,982 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-25 17:05:07,983 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-25 17:05:07,983 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-25 17:05:35,736 - my_logger - INFO - 删除两月不更新特征前数据量：(2521, 355)
-2024-11-25 17:05:35,736 - my_logger - INFO - 删除两月不更新特征前数据量：(2521, 355)
-2024-11-25 17:05:36,124 - my_logger - INFO - 删除两月不更新特征后数据量：(2521, 310)
-2024-11-25 17:05:36,124 - my_logger - INFO - 删除两月不更新特征后数据量：(2521, 310)
-2024-11-25 17:05:36,127 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 310)
-2024-11-25 17:05:36,127 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 310)
-2024-11-25 17:05:36,129 - my_logger - INFO - 删除全为空值的列后数据量：(775, 310)
-2024-11-25 17:05:36,129 - my_logger - INFO - 删除全为空值的列后数据量：(775, 310)
-2024-11-25 17:05:37,862 - my_logger - INFO -                   日度(215)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-210               PE期货收盘价               
-211               PP连续-1月               
-212               PP连续-5月               
-213               PP连续-9月               
-214                     y               
-
-[215 rows x 2 columns]
-2024-11-25 17:05:37,862 - my_logger - INFO -                   日度(215)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-210               PE期货收盘价               
-211               PP连续-1月               
-212               PP连续-5月               
-213               PP连续-9月               
-214                     y               
-
-[215 rows x 2 columns]
-2024-11-25 17:05:37,884 - my_logger - INFO - 特征信息：总共有307个,日度(215),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 17:05:37,884 - my_logger - INFO - 特征信息：总共有307个,日度(215),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 17:05:37,886 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-25 17:05:37,886 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-25 17:05:38,506 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 17:05:38,506 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 17:05:38,509 - my_logger - INFO - 开始训练模型...
-2024-11-25 17:05:38,509 - my_logger - INFO - 开始训练模型...
-2024-11-25 17:05:38,510 - my_logger - INFO - 模型训练完成
-2024-11-25 17:05:38,510 - my_logger - INFO - 模型训练完成
-2024-11-25 17:05:38,511 - my_logger - INFO - 训练数据绘图ing
-2024-11-25 17:05:38,511 - my_logger - INFO - 训练数据绘图ing
-2024-11-25 17:05:39,303 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-25 00:00:00', NHITS = '7440.7007', Informer = '7406.9907', LSTM = '7455.779', iTransformer = '7407.7847', TSMixer = '7411.6357', TSMixerx = '7419.533', PatchTST = '7436.1084', RNN = '7432.0806', GRU = '7441.294', TCN = '7491.834', BiTCN = '7431.4907', DilatedRNN = '7442.2485', MLP = '7411.426', DLinear = '7405.2144', NLinear = '7422.461', TFT = '7404.0024', StemGNN = '7324.653', MLPMultivariate = '7410.977', TiDE = '7411.2256', DeepNPTS = '7425.0083' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 17:05:39,303 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-25 00:00:00', NHITS = '7440.7007', Informer = '7406.9907', LSTM = '7455.779', iTransformer = '7407.7847', TSMixer = '7411.6357', TSMixerx = '7419.533', PatchTST = '7436.1084', RNN = '7432.0806', GRU = '7441.294', TCN = '7491.834', BiTCN = '7431.4907', DilatedRNN = '7442.2485', MLP = '7411.426', DLinear = '7405.2144', NLinear = '7422.461', TFT = '7404.0024', StemGNN = '7324.653', MLPMultivariate = '7410.977', TiDE = '7411.2256', DeepNPTS = '7425.0083' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 17:05:40,805 - my_logger - INFO - 训练数据绘图end
-2024-11-25 17:05:40,805 - my_logger - INFO - 训练数据绘图end
-2024-11-25 17:05:40,806 - my_logger - INFO - 制作报告ing
-2024-11-25 17:05:40,806 - my_logger - INFO - 制作报告ing
-2024-11-25 17:05:40,920 - my_logger - INFO - 开始绘制价差类指标的相关性直方图
-2024-11-25 17:05:40,920 - my_logger - INFO - 开始绘制价差类指标的相关性直方图
-2024-11-25 17:05:42,808 - my_logger - INFO - 价差类指标的相关性总和为：11.023891256160478
-2024-11-25 17:05:42,808 - my_logger - INFO - 价差类指标的相关性总和为：11.023891256160478
-2024-11-25 17:05:42,809 - my_logger - INFO - 开始绘制价格类指标的相关性直方图
-2024-11-25 17:05:42,809 - my_logger - INFO - 开始绘制价格类指标的相关性直方图
-2024-11-25 17:05:44,446 - my_logger - INFO - 价格类指标的相关性总和为：87.76277389578601
-2024-11-25 17:05:44,446 - my_logger - INFO - 价格类指标的相关性总和为：87.76277389578601
-2024-11-25 17:05:44,447 - my_logger - INFO - 开始绘制供应类指标的相关性直方图
-2024-11-25 17:05:44,447 - my_logger - INFO - 开始绘制供应类指标的相关性直方图
-2024-11-25 17:05:46,084 - my_logger - INFO - 供应类指标的相关性总和为：19.723414513070658
-2024-11-25 17:05:46,084 - my_logger - INFO - 供应类指标的相关性总和为：19.723414513070658
-2024-11-25 17:05:46,085 - my_logger - INFO - 开始绘制其他类指标的相关性直方图
-2024-11-25 17:05:46,085 - my_logger - INFO - 开始绘制其他类指标的相关性直方图
-2024-11-25 17:05:47,985 - my_logger - INFO - 其他类指标的相关性总和为：12.059627975868423
-2024-11-25 17:05:47,985 - my_logger - INFO - 其他类指标的相关性总和为：12.059627975868423
-2024-11-25 17:05:47,986 - my_logger - INFO - 开始绘制库存类指标的相关性直方图
-2024-11-25 17:05:47,986 - my_logger - INFO - 开始绘制库存类指标的相关性直方图
-2024-11-25 17:05:49,606 - my_logger - INFO - 库存类指标的相关性总和为：11.272817587731986
-2024-11-25 17:05:49,606 - my_logger - INFO - 库存类指标的相关性总和为：11.272817587731986
-2024-11-25 17:05:49,608 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图
-2024-11-25 17:05:49,608 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图
-2024-11-25 17:05:50,052 - my_logger - INFO - 进出口类指标的相关性总和为：1.6186883915910082
-2024-11-25 17:05:50,052 - my_logger - INFO - 进出口类指标的相关性总和为：1.6186883915910082
-2024-11-25 17:05:50,054 - my_logger - INFO - 开始绘制需求类指标的相关性直方图
-2024-11-25 17:05:50,054 - my_logger - INFO - 开始绘制需求类指标的相关性直方图
-2024-11-25 17:05:51,235 - my_logger - INFO - 需求类指标的相关性总和为：5.951645849523404
-2024-11-25 17:05:51,235 - my_logger - INFO - 需求类指标的相关性总和为：5.951645849523404
-2024-11-25 17:05:51,237 - my_logger - INFO - 开始绘制相关性总和的气泡图
-2024-11-25 17:05:51,237 - my_logger - INFO - 开始绘制相关性总和的气泡图
-2024-11-25 17:05:51,545 - my_logger - INFO - 绘制相关性总和的气泡图结束
-2024-11-25 17:05:51,545 - my_logger - INFO - 绘制相关性总和的气泡图结束
-2024-11-25 17:05:54,395 - my_logger - INFO - 制作报告end
-2024-11-25 17:05:54,395 - my_logger - INFO - 制作报告end
-2024-11-25 17:05:54,396 - my_logger - INFO - 模型训练完成
-2024-11-25 17:05:54,396 - my_logger - INFO - 模型训练完成
-2024-11-25 17:21:19,501 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-25 17:21:19,501 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-25 17:21:19,503 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-25 17:21:19,503 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-25 17:22:37,336 - my_logger - INFO - 删除两月不更新特征前数据量：(2521, 355)
-2024-11-25 17:22:37,336 - my_logger - INFO - 删除两月不更新特征前数据量：(2521, 355)
-2024-11-25 17:22:38,164 - my_logger - INFO - 删除两月不更新特征后数据量：(2521, 310)
-2024-11-25 17:22:38,164 - my_logger - INFO - 删除两月不更新特征后数据量：(2521, 310)
-2024-11-25 17:22:38,168 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 310)
-2024-11-25 17:22:38,168 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 310)
-2024-11-25 17:22:38,170 - my_logger - INFO - 删除全为空值的列后数据量：(775, 310)
-2024-11-25 17:22:38,170 - my_logger - INFO - 删除全为空值的列后数据量：(775, 310)
-2024-11-25 17:22:42,144 - my_logger - INFO -                   日度(215)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-210               PE期货收盘价               
-211               PP连续-1月               
-212               PP连续-5月               
-213               PP连续-9月               
-214                     y               
-
-[215 rows x 2 columns]
-2024-11-25 17:22:42,144 - my_logger - INFO -                   日度(215)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-210               PE期货收盘价               
-211               PP连续-1月               
-212               PP连续-5月               
-213               PP连续-9月               
-214                     y               
-
-[215 rows x 2 columns]
-2024-11-25 17:22:42,192 - my_logger - INFO - 特征信息：总共有307个,日度(215),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 17:22:42,192 - my_logger - INFO - 特征信息：总共有307个,日度(215),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 17:22:42,195 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-25 17:22:42,195 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-25 17:22:43,025 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 17:22:43,025 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 17:22:43,028 - my_logger - INFO - 开始训练模型...
-2024-11-25 17:22:43,028 - my_logger - INFO - 开始训练模型...
-2024-11-25 17:22:43,030 - my_logger - INFO - 模型训练完成
-2024-11-25 17:22:43,030 - my_logger - INFO - 模型训练完成
-2024-11-25 17:22:43,030 - my_logger - INFO - 训练数据绘图ing
-2024-11-25 17:22:43,030 - my_logger - INFO - 训练数据绘图ing
-2024-11-25 17:22:44,727 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-25 00:00:00', NHITS = '7440.7007', Informer = '7406.9907', LSTM = '7455.779', iTransformer = '7407.7847', TSMixer = '7411.6357', TSMixerx = '7419.533', PatchTST = '7436.1084', RNN = '7432.0806', GRU = '7441.294', TCN = '7491.834', BiTCN = '7431.4907', DilatedRNN = '7442.2485', MLP = '7411.426', DLinear = '7405.2144', NLinear = '7422.461', TFT = '7404.0024', StemGNN = '7324.653', MLPMultivariate = '7410.977', TiDE = '7411.2256', DeepNPTS = '7425.0083' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 17:22:44,727 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-25 00:00:00', NHITS = '7440.7007', Informer = '7406.9907', LSTM = '7455.779', iTransformer = '7407.7847', TSMixer = '7411.6357', TSMixerx = '7419.533', PatchTST = '7436.1084', RNN = '7432.0806', GRU = '7441.294', TCN = '7491.834', BiTCN = '7431.4907', DilatedRNN = '7442.2485', MLP = '7411.426', DLinear = '7405.2144', NLinear = '7422.461', TFT = '7404.0024', StemGNN = '7324.653', MLPMultivariate = '7410.977', TiDE = '7411.2256', DeepNPTS = '7425.0083' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 17:24:35,496 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.76', Informer = '7291.24', LSTM = '7371.61', iTransformer = '7345.57', TSMixer = '7280.01', TSMixerx = '7281.39', PatchTST = '7264.79', RNN = '7272.59', GRU = '7340.42', TCN = '7411.86', BiTCN = '7303.16', DilatedRNN = '7345.0', MLP = '7281.15', DLinear = '7277.24', NLinear = '7261.16', TFT = '7283.5', StemGNN = '7269.53', MLPMultivariate = '7279.63', TiDE = '7279.09', DeepNPTS = '7271.77', y = '7242.5', min_within_quantile = '7261.16', max_within_quantile = '7411.86' WHERE ds = '2024-02-02 00:00:00'
-2024-11-25 17:24:35,496 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.76', Informer = '7291.24', LSTM = '7371.61', iTransformer = '7345.57', TSMixer = '7280.01', TSMixerx = '7281.39', PatchTST = '7264.79', RNN = '7272.59', GRU = '7340.42', TCN = '7411.86', BiTCN = '7303.16', DilatedRNN = '7345.0', MLP = '7281.15', DLinear = '7277.24', NLinear = '7261.16', TFT = '7283.5', StemGNN = '7269.53', MLPMultivariate = '7279.63', TiDE = '7279.09', DeepNPTS = '7271.77', y = '7242.5', min_within_quantile = '7261.16', max_within_quantile = '7411.86' WHERE ds = '2024-02-02 00:00:00'
-2024-11-25 17:25:30,349 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7241.74', Informer = '7243.19', LSTM = '7349.09', iTransformer = '7285.05', TSMixer = '7244.99', TSMixerx = '7255.34', PatchTST = '7234.49', RNN = '7239.26', GRU = '7316.72', TCN = '7392.48', BiTCN = '7278.45', DilatedRNN = '7322.16', MLP = '7246.36', DLinear = '7244.19', NLinear = '7240.8', TFT = '7210.9', StemGNN = '7265.12', MLPMultivariate = '7232.47', TiDE = '7244.08', DeepNPTS = '7301.79', y = '7240.0', min_within_quantile = '7210.9', max_within_quantile = '7392.48' WHERE ds = '2024-02-04 00:00:00'
-2024-11-25 17:25:30,349 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7241.74', Informer = '7243.19', LSTM = '7349.09', iTransformer = '7285.05', TSMixer = '7244.99', TSMixerx = '7255.34', PatchTST = '7234.49', RNN = '7239.26', GRU = '7316.72', TCN = '7392.48', BiTCN = '7278.45', DilatedRNN = '7322.16', MLP = '7246.36', DLinear = '7244.19', NLinear = '7240.8', TFT = '7210.9', StemGNN = '7265.12', MLPMultivariate = '7232.47', TiDE = '7244.08', DeepNPTS = '7301.79', y = '7240.0', min_within_quantile = '7210.9', max_within_quantile = '7392.48' WHERE ds = '2024-02-04 00:00:00'
-2024-11-25 17:25:31,656 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7233.59', Informer = '7237.45', LSTM = '7348.15', iTransformer = '7260.67', TSMixer = '7232.47', TSMixerx = '7235.52', PatchTST = '7227.98', RNN = '7239.73', GRU = '7318.04', TCN = '7378.93', BiTCN = '7258.91', DilatedRNN = '7318.83', MLP = '7241.68', DLinear = '7229.4', NLinear = '7231.87', TFT = '7197.2', StemGNN = '7260.54', MLPMultivariate = '7221.45', TiDE = '7235.74', DeepNPTS = '7307.94', y = '7227.5', min_within_quantile = '7197.2', max_within_quantile = '7378.93' WHERE ds = '2024-02-05 00:00:00'
-2024-11-25 17:25:31,656 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7233.59', Informer = '7237.45', LSTM = '7348.15', iTransformer = '7260.67', TSMixer = '7232.47', TSMixerx = '7235.52', PatchTST = '7227.98', RNN = '7239.73', GRU = '7318.04', TCN = '7378.93', BiTCN = '7258.91', DilatedRNN = '7318.83', MLP = '7241.68', DLinear = '7229.4', NLinear = '7231.87', TFT = '7197.2', StemGNN = '7260.54', MLPMultivariate = '7221.45', TiDE = '7235.74', DeepNPTS = '7307.94', y = '7227.5', min_within_quantile = '7197.2', max_within_quantile = '7378.93' WHERE ds = '2024-02-05 00:00:00'
-2024-11-25 17:25:32,365 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7223.33', Informer = '7219.58', LSTM = '7338.29', iTransformer = '7243.23', TSMixer = '7220.34', TSMixerx = '7223.02', PatchTST = '7209.64', RNN = '7230.95', GRU = '7305.82', TCN = '7368.15', BiTCN = '7236.67', DilatedRNN = '7310.08', MLP = '7233.32', DLinear = '7211.32', NLinear = '7216.73', TFT = '7170.77', StemGNN = '7255.42', MLPMultivariate = '7208.78', TiDE = '7222.9', DeepNPTS = '7302.89', y = '7246.67', min_within_quantile = '7170.77', max_within_quantile = '7368.15' WHERE ds = '2024-02-06 00:00:00'
-2024-11-25 17:25:32,365 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7223.33', Informer = '7219.58', LSTM = '7338.29', iTransformer = '7243.23', TSMixer = '7220.34', TSMixerx = '7223.02', PatchTST = '7209.64', RNN = '7230.95', GRU = '7305.82', TCN = '7368.15', BiTCN = '7236.67', DilatedRNN = '7310.08', MLP = '7233.32', DLinear = '7211.32', NLinear = '7216.73', TFT = '7170.77', StemGNN = '7255.42', MLPMultivariate = '7208.78', TiDE = '7222.9', DeepNPTS = '7302.89', y = '7246.67', min_within_quantile = '7170.77', max_within_quantile = '7368.15' WHERE ds = '2024-02-06 00:00:00'
-2024-11-25 17:25:32,967 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7235.54', Informer = '7207.51', LSTM = '7352.68', iTransformer = '7221.87', TSMixer = '7234.58', TSMixerx = '7242.35', PatchTST = '7235.69', RNN = '7253.35', GRU = '7323.68', TCN = '7374.32', BiTCN = '7222.98', DilatedRNN = '7324.79', MLP = '7249.85', DLinear = '7235.61', NLinear = '7234.64', TFT = '7199.92', StemGNN = '7251.49', MLPMultivariate = '7193.5', TiDE = '7236.83', DeepNPTS = '7264.04', y = '7255.0', min_within_quantile = '7193.5', max_within_quantile = '7374.32' WHERE ds = '2024-02-07 00:00:00'
-2024-11-25 17:25:32,967 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7235.54', Informer = '7207.51', LSTM = '7352.68', iTransformer = '7221.87', TSMixer = '7234.58', TSMixerx = '7242.35', PatchTST = '7235.69', RNN = '7253.35', GRU = '7323.68', TCN = '7374.32', BiTCN = '7222.98', DilatedRNN = '7324.79', MLP = '7249.85', DLinear = '7235.61', NLinear = '7234.64', TFT = '7199.92', StemGNN = '7251.49', MLPMultivariate = '7193.5', TiDE = '7236.83', DeepNPTS = '7264.04', y = '7255.0', min_within_quantile = '7193.5', max_within_quantile = '7374.32' WHERE ds = '2024-02-07 00:00:00'
-2024-11-25 17:25:33,765 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.08', Informer = '7214.77', LSTM = '7357.28', iTransformer = '7206.78', TSMixer = '7250.53', TSMixerx = '7248.01', PatchTST = '7248.01', RNN = '7263.69', GRU = '7326.24', TCN = '7377.97', BiTCN = '7215.38', DilatedRNN = '7330.58', MLP = '7254.22', DLinear = '7248.44', NLinear = '7255.2', TFT = '7211.56', StemGNN = '7248.13', MLPMultivariate = '7188.24', TiDE = '7250.05', DeepNPTS = '7240.76', y = '7270.0', min_within_quantile = '7188.24', max_within_quantile = '7377.97' WHERE ds = '2024-02-08 00:00:00'
-2024-11-25 17:25:33,765 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.08', Informer = '7214.77', LSTM = '7357.28', iTransformer = '7206.78', TSMixer = '7250.53', TSMixerx = '7248.01', PatchTST = '7248.01', RNN = '7263.69', GRU = '7326.24', TCN = '7377.97', BiTCN = '7215.38', DilatedRNN = '7330.58', MLP = '7254.22', DLinear = '7248.44', NLinear = '7255.2', TFT = '7211.56', StemGNN = '7248.13', MLPMultivariate = '7188.24', TiDE = '7250.05', DeepNPTS = '7240.76', y = '7270.0', min_within_quantile = '7188.24', max_within_quantile = '7377.97' WHERE ds = '2024-02-08 00:00:00'
-2024-11-25 17:25:34,863 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7259.39', Informer = '7213.71', LSTM = '7368.49', iTransformer = '7200.57', TSMixer = '7264.89', TSMixerx = '7253.14', PatchTST = '7265.54', RNN = '7275.33', GRU = '7339.23', TCN = '7385.78', BiTCN = '7216.06', DilatedRNN = '7340.57', MLP = '7257.06', DLinear = '7256.91', NLinear = '7270.58', TFT = '7238.16', StemGNN = '7245.64', MLPMultivariate = '7185.42', TiDE = '7269.49', DeepNPTS = '7227.96', y = '7336.67', min_within_quantile = '7185.42', max_within_quantile = '7385.78' WHERE ds = '2024-02-18 00:00:00'
-2024-11-25 17:25:34,863 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7259.39', Informer = '7213.71', LSTM = '7368.49', iTransformer = '7200.57', TSMixer = '7264.89', TSMixerx = '7253.14', PatchTST = '7265.54', RNN = '7275.33', GRU = '7339.23', TCN = '7385.78', BiTCN = '7216.06', DilatedRNN = '7340.57', MLP = '7257.06', DLinear = '7256.91', NLinear = '7270.58', TFT = '7238.16', StemGNN = '7245.64', MLPMultivariate = '7185.42', TiDE = '7269.49', DeepNPTS = '7227.96', y = '7336.67', min_within_quantile = '7185.42', max_within_quantile = '7385.78' WHERE ds = '2024-02-18 00:00:00'
-2024-11-25 17:25:35,813 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7325.23', Informer = '7286.37', LSTM = '7417.65', iTransformer = '7262.9', TSMixer = '7321.81', TSMixerx = '7302.53', PatchTST = '7334.84', RNN = '7350.27', GRU = '7395.1', TCN = '7427.24', BiTCN = '7278.28', DilatedRNN = '7386.7', MLP = '7292.64', DLinear = '7325.68', NLinear = '7349.57', TFT = '7318.93', StemGNN = '7245.06', MLPMultivariate = '7227.91', TiDE = '7323.83', DeepNPTS = '7317.33', y = '7350.0', min_within_quantile = '7227.91', max_within_quantile = '7427.24' WHERE ds = '2024-02-19 00:00:00'
-2024-11-25 17:25:35,813 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7325.23', Informer = '7286.37', LSTM = '7417.65', iTransformer = '7262.9', TSMixer = '7321.81', TSMixerx = '7302.53', PatchTST = '7334.84', RNN = '7350.27', GRU = '7395.1', TCN = '7427.24', BiTCN = '7278.28', DilatedRNN = '7386.7', MLP = '7292.64', DLinear = '7325.68', NLinear = '7349.57', TFT = '7318.93', StemGNN = '7245.06', MLPMultivariate = '7227.91', TiDE = '7323.83', DeepNPTS = '7317.33', y = '7350.0', min_within_quantile = '7227.91', max_within_quantile = '7427.24' WHERE ds = '2024-02-19 00:00:00'
-2024-11-25 17:25:36,593 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7339.88', Informer = '7324.69', LSTM = '7424.29', iTransformer = '7296.74', TSMixer = '7342.21', TSMixerx = '7361.08', PatchTST = '7361.73', RNN = '7359.69', GRU = '7396.44', TCN = '7432.01', BiTCN = '7347.12', DilatedRNN = '7396.12', MLP = '7318.69', DLinear = '7341.37', NLinear = '7355.82', TFT = '7336.45', StemGNN = '7244.78', MLPMultivariate = '7274.91', TiDE = '7342.59', DeepNPTS = '7342.19', y = '7335.0', min_within_quantile = '7244.78', max_within_quantile = '7432.01' WHERE ds = '2024-02-20 00:00:00'
-2024-11-25 17:25:36,593 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7339.88', Informer = '7324.69', LSTM = '7424.29', iTransformer = '7296.74', TSMixer = '7342.21', TSMixerx = '7361.08', PatchTST = '7361.73', RNN = '7359.69', GRU = '7396.44', TCN = '7432.01', BiTCN = '7347.12', DilatedRNN = '7396.12', MLP = '7318.69', DLinear = '7341.37', NLinear = '7355.82', TFT = '7336.45', StemGNN = '7244.78', MLPMultivariate = '7274.91', TiDE = '7342.59', DeepNPTS = '7342.19', y = '7335.0', min_within_quantile = '7244.78', max_within_quantile = '7432.01' WHERE ds = '2024-02-20 00:00:00'
-2024-11-25 17:25:37,380 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7335.52', Informer = '7299.71', LSTM = '7414.47', iTransformer = '7303.06', TSMixer = '7337.03', TSMixerx = '7402.93', PatchTST = '7337.13', RNN = '7334.02', GRU = '7386.18', TCN = '7430.95', BiTCN = '7376.48', DilatedRNN = '7390.37', MLP = '7332.29', DLinear = '7346.27', NLinear = '7335.22', TFT = '7329.83', StemGNN = '7244.23', MLPMultivariate = '7288.65', TiDE = '7331.46', DeepNPTS = '7333.34', y = '7297.5', min_within_quantile = '7244.23', max_within_quantile = '7430.95' WHERE ds = '2024-02-21 00:00:00'
-2024-11-25 17:25:37,380 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7335.52', Informer = '7299.71', LSTM = '7414.47', iTransformer = '7303.06', TSMixer = '7337.03', TSMixerx = '7402.93', PatchTST = '7337.13', RNN = '7334.02', GRU = '7386.18', TCN = '7430.95', BiTCN = '7376.48', DilatedRNN = '7390.37', MLP = '7332.29', DLinear = '7346.27', NLinear = '7335.22', TFT = '7329.83', StemGNN = '7244.23', MLPMultivariate = '7288.65', TiDE = '7331.46', DeepNPTS = '7333.34', y = '7297.5', min_within_quantile = '7244.23', max_within_quantile = '7430.95' WHERE ds = '2024-02-21 00:00:00'
-2024-11-25 17:25:39,126 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7298.65', Informer = '7292.26', LSTM = '7386.83', iTransformer = '7274.07', TSMixer = '7304.39', TSMixerx = '7347.16', PatchTST = '7289.56', RNN = '7293.35', GRU = '7355.95', TCN = '7416.57', BiTCN = '7359.6', DilatedRNN = '7365.58', MLP = '7320.29', DLinear = '7309.49', NLinear = '7294.54', TFT = '7258.35', StemGNN = '7242.81', MLPMultivariate = '7263.62', TiDE = '7296.49', DeepNPTS = '7301.66', y = '7285.0', min_within_quantile = '7242.81', max_within_quantile = '7416.57' WHERE ds = '2024-02-22 00:00:00'
-2024-11-25 17:25:39,126 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7298.65', Informer = '7292.26', LSTM = '7386.83', iTransformer = '7274.07', TSMixer = '7304.39', TSMixerx = '7347.16', PatchTST = '7289.56', RNN = '7293.35', GRU = '7355.95', TCN = '7416.57', BiTCN = '7359.6', DilatedRNN = '7365.58', MLP = '7320.29', DLinear = '7309.49', NLinear = '7294.54', TFT = '7258.35', StemGNN = '7242.81', MLPMultivariate = '7263.62', TiDE = '7296.49', DeepNPTS = '7301.66', y = '7285.0', min_within_quantile = '7242.81', max_within_quantile = '7416.57' WHERE ds = '2024-02-22 00:00:00'
-2024-11-25 17:25:41,342 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7290.68', Informer = '7297.03', LSTM = '7379.48', iTransformer = '7244.4', TSMixer = '7286.08', TSMixerx = '7312.3', PatchTST = '7278.29', RNN = '7278.67', GRU = '7350.97', TCN = '7404.99', BiTCN = '7335.18', DilatedRNN = '7353.4', MLP = '7313.97', DLinear = '7291.54', NLinear = '7280.86', TFT = '7255.98', StemGNN = '7241.47', MLPMultivariate = '7246.8', TiDE = '7282.43', DeepNPTS = '7302.35', y = '7306.67', min_within_quantile = '7241.47', max_within_quantile = '7404.99' WHERE ds = '2024-02-23 00:00:00'
-2024-11-25 17:25:41,342 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7290.68', Informer = '7297.03', LSTM = '7379.48', iTransformer = '7244.4', TSMixer = '7286.08', TSMixerx = '7312.3', PatchTST = '7278.29', RNN = '7278.67', GRU = '7350.97', TCN = '7404.99', BiTCN = '7335.18', DilatedRNN = '7353.4', MLP = '7313.97', DLinear = '7291.54', NLinear = '7280.86', TFT = '7255.98', StemGNN = '7241.47', MLPMultivariate = '7246.8', TiDE = '7282.43', DeepNPTS = '7302.35', y = '7306.67', min_within_quantile = '7241.47', max_within_quantile = '7404.99' WHERE ds = '2024-02-23 00:00:00'
-2024-11-25 17:25:42,861 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7311.94', Informer = '7345.33', LSTM = '7395.41', iTransformer = '7233.58', TSMixer = '7295.73', TSMixerx = '7308.59', PatchTST = '7306.23', RNN = '7307.71', GRU = '7369.64', TCN = '7414.18', BiTCN = '7345.39', DilatedRNN = '7364.4', MLP = '7342.14', DLinear = '7295.41', NLinear = '7305.0', TFT = '7278.45', StemGNN = '7241.52', MLPMultivariate = '7283.35', TiDE = '7297.1', DeepNPTS = '7372.79', y = '7292.5', min_within_quantile = '7233.58', max_within_quantile = '7414.18' WHERE ds = '2024-02-26 00:00:00'
-2024-11-25 17:25:42,861 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7311.94', Informer = '7345.33', LSTM = '7395.41', iTransformer = '7233.58', TSMixer = '7295.73', TSMixerx = '7308.59', PatchTST = '7306.23', RNN = '7307.71', GRU = '7369.64', TCN = '7414.18', BiTCN = '7345.39', DilatedRNN = '7364.4', MLP = '7342.14', DLinear = '7295.41', NLinear = '7305.0', TFT = '7278.45', StemGNN = '7241.52', MLPMultivariate = '7283.35', TiDE = '7297.1', DeepNPTS = '7372.79', y = '7292.5', min_within_quantile = '7233.58', max_within_quantile = '7414.18' WHERE ds = '2024-02-26 00:00:00'
-2024-11-25 17:25:53,747 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7306.37', Informer = '7332.44', LSTM = '7383.31', iTransformer = '7232.83', TSMixer = '7288.34', TSMixerx = '7306.04', PatchTST = '7304.01', RNN = '7293.75', GRU = '7352.97', TCN = '7404.35', BiTCN = '7329.65', DilatedRNN = '7353.96', MLP = '7336.71', DLinear = '7287.73', NLinear = '7284.19', TFT = '7250.14', StemGNN = '7241.89', MLPMultivariate = '7288.82', TiDE = '7288.67', DeepNPTS = '7377.31', y = '7306.67', min_within_quantile = '7232.83', max_within_quantile = '7404.35' WHERE ds = '2024-02-27 00:00:00'
-2024-11-25 17:25:53,747 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7306.37', Informer = '7332.44', LSTM = '7383.31', iTransformer = '7232.83', TSMixer = '7288.34', TSMixerx = '7306.04', PatchTST = '7304.01', RNN = '7293.75', GRU = '7352.97', TCN = '7404.35', BiTCN = '7329.65', DilatedRNN = '7353.96', MLP = '7336.71', DLinear = '7287.73', NLinear = '7284.19', TFT = '7250.14', StemGNN = '7241.89', MLPMultivariate = '7288.82', TiDE = '7288.67', DeepNPTS = '7377.31', y = '7306.67', min_within_quantile = '7232.83', max_within_quantile = '7404.35' WHERE ds = '2024-02-27 00:00:00'
-2024-11-25 17:25:54,906 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7331.77', Informer = '7333.02', LSTM = '7395.92', iTransformer = '7353.83', TSMixer = '7300.75', TSMixerx = '7316.07', PatchTST = '7341.65', RNN = '7309.59', GRU = '7369.7', TCN = '7407.74', BiTCN = '7330.2', DilatedRNN = '7367.3', MLP = '7336.94', DLinear = '7309.69', NLinear = '7306.65', TFT = '7282.66', StemGNN = '7243.0', MLPMultivariate = '7306.07', TiDE = '7306.7', DeepNPTS = '7366.79', y = '7353.33', min_within_quantile = '7243.0', max_within_quantile = '7407.74' WHERE ds = '2024-02-28 00:00:00'
-2024-11-25 17:25:54,906 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7331.77', Informer = '7333.02', LSTM = '7395.92', iTransformer = '7353.83', TSMixer = '7300.75', TSMixerx = '7316.07', PatchTST = '7341.65', RNN = '7309.59', GRU = '7369.7', TCN = '7407.74', BiTCN = '7330.2', DilatedRNN = '7367.3', MLP = '7336.94', DLinear = '7309.69', NLinear = '7306.65', TFT = '7282.66', StemGNN = '7243.0', MLPMultivariate = '7306.07', TiDE = '7306.7', DeepNPTS = '7366.79', y = '7353.33', min_within_quantile = '7243.0', max_within_quantile = '7407.74' WHERE ds = '2024-02-28 00:00:00'
-2024-11-25 17:25:55,323 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.02', Informer = '7369.75', LSTM = '7429.27', iTransformer = '7319.7', TSMixer = '7339.49', TSMixerx = '7345.22', PatchTST = '7384.17', RNN = '7365.24', GRU = '7406.44', TCN = '7425.74', BiTCN = '7344.67', DilatedRNN = '7398.24', MLP = '7360.25', DLinear = '7343.59', NLinear = '7360.55', TFT = '7371.17', StemGNN = '7244.44', MLPMultivariate = '7333.06', TiDE = '7345.11', DeepNPTS = '7372.5', y = '7325.0', min_within_quantile = '7244.44', max_within_quantile = '7429.27' WHERE ds = '2024-02-29 00:00:00'
-2024-11-25 17:25:55,323 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.02', Informer = '7369.75', LSTM = '7429.27', iTransformer = '7319.7', TSMixer = '7339.49', TSMixerx = '7345.22', PatchTST = '7384.17', RNN = '7365.24', GRU = '7406.44', TCN = '7425.74', BiTCN = '7344.67', DilatedRNN = '7398.24', MLP = '7360.25', DLinear = '7343.59', NLinear = '7360.55', TFT = '7371.17', StemGNN = '7244.44', MLPMultivariate = '7333.06', TiDE = '7345.11', DeepNPTS = '7372.5', y = '7325.0', min_within_quantile = '7244.44', max_within_quantile = '7429.27' WHERE ds = '2024-02-29 00:00:00'
-2024-11-25 17:25:56,122 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7324.46', Informer = '7328.61', LSTM = '7405.85', iTransformer = '7280.27', TSMixer = '7317.92', TSMixerx = '7320.19', PatchTST = '7327.04', RNN = '7323.29', GRU = '7374.99', TCN = '7412.99', BiTCN = '7313.7', DilatedRNN = '7377.09', MLP = '7327.18', DLinear = '7311.1', NLinear = '7327.11', TFT = '7305.03', StemGNN = '7246.07', MLPMultivariate = '7307.84', TiDE = '7319.23', DeepNPTS = '7328.24', y = '7343.33', min_within_quantile = '7246.07', max_within_quantile = '7412.99' WHERE ds = '2024-03-01 00:00:00'
-2024-11-25 17:25:56,122 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7324.46', Informer = '7328.61', LSTM = '7405.85', iTransformer = '7280.27', TSMixer = '7317.92', TSMixerx = '7320.19', PatchTST = '7327.04', RNN = '7323.29', GRU = '7374.99', TCN = '7412.99', BiTCN = '7313.7', DilatedRNN = '7377.09', MLP = '7327.18', DLinear = '7311.1', NLinear = '7327.11', TFT = '7305.03', StemGNN = '7246.07', MLPMultivariate = '7307.84', TiDE = '7319.23', DeepNPTS = '7328.24', y = '7343.33', min_within_quantile = '7246.07', max_within_quantile = '7412.99' WHERE ds = '2024-03-01 00:00:00'
-2024-11-25 17:25:56,505 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7339.6', Informer = '7348.98', LSTM = '7422.92', iTransformer = '7271.6', TSMixer = '7329.28', TSMixerx = '7358.78', PatchTST = '7328.53', RNN = '7342.99', GRU = '7399.43', TCN = '7441.33', BiTCN = '7305.66', DilatedRNN = '7393.88', MLP = '7316.95', DLinear = '7331.71', NLinear = '7335.31', TFT = '7351.46', StemGNN = '7247.63', MLPMultivariate = '7299.46', TiDE = '7330.48', DeepNPTS = '7343.17', y = '7330.0', min_within_quantile = '7247.63', max_within_quantile = '7441.33' WHERE ds = '2024-03-04 00:00:00'
-2024-11-25 17:25:56,505 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7339.6', Informer = '7348.98', LSTM = '7422.92', iTransformer = '7271.6', TSMixer = '7329.28', TSMixerx = '7358.78', PatchTST = '7328.53', RNN = '7342.99', GRU = '7399.43', TCN = '7441.33', BiTCN = '7305.66', DilatedRNN = '7393.88', MLP = '7316.95', DLinear = '7331.71', NLinear = '7335.31', TFT = '7351.46', StemGNN = '7247.63', MLPMultivariate = '7299.46', TiDE = '7330.48', DeepNPTS = '7343.17', y = '7330.0', min_within_quantile = '7247.63', max_within_quantile = '7441.33' WHERE ds = '2024-03-04 00:00:00'
-2024-11-25 17:25:56,879 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7312.32', Informer = '7343.39', LSTM = '7410.4', iTransformer = '7261.17', TSMixer = '7318.18', TSMixerx = '7345.45', PatchTST = '7299.98', RNN = '7331.46', GRU = '7381.52', TCN = '7446.68', BiTCN = '7300.65', DilatedRNN = '7382.86', MLP = '7306.2', DLinear = '7320.88', NLinear = '7319.74', TFT = '7299.79', StemGNN = '7248.49', MLPMultivariate = '7289.25', TiDE = '7317.06', DeepNPTS = '7329.14', y = '7310.0', min_within_quantile = '7248.49', max_within_quantile = '7446.68' WHERE ds = '2024-03-05 00:00:00'
-2024-11-25 17:25:56,879 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7312.32', Informer = '7343.39', LSTM = '7410.4', iTransformer = '7261.17', TSMixer = '7318.18', TSMixerx = '7345.45', PatchTST = '7299.98', RNN = '7331.46', GRU = '7381.52', TCN = '7446.68', BiTCN = '7300.65', DilatedRNN = '7382.86', MLP = '7306.2', DLinear = '7320.88', NLinear = '7319.74', TFT = '7299.79', StemGNN = '7248.49', MLPMultivariate = '7289.25', TiDE = '7317.06', DeepNPTS = '7329.14', y = '7310.0', min_within_quantile = '7248.49', max_within_quantile = '7446.68' WHERE ds = '2024-03-05 00:00:00'
-2024-11-25 17:25:57,411 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7298.23', Informer = '7334.77', LSTM = '7397.01', iTransformer = '7257.72', TSMixer = '7301.42', TSMixerx = '7327.31', PatchTST = '7291.47', RNN = '7302.48', GRU = '7368.86', TCN = '7446.03', BiTCN = '7297.72', DilatedRNN = '7369.57', MLP = '7302.67', DLinear = '7303.32', NLinear = '7295.14', TFT = '7289.08', StemGNN = '7248.59', MLPMultivariate = '7277.38', TiDE = '7298.75', DeepNPTS = '7298.03', y = '7297.5', min_within_quantile = '7248.59', max_within_quantile = '7446.03' WHERE ds = '2024-03-06 00:00:00'
-2024-11-25 17:25:57,411 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7298.23', Informer = '7334.77', LSTM = '7397.01', iTransformer = '7257.72', TSMixer = '7301.42', TSMixerx = '7327.31', PatchTST = '7291.47', RNN = '7302.48', GRU = '7368.86', TCN = '7446.03', BiTCN = '7297.72', DilatedRNN = '7369.57', MLP = '7302.67', DLinear = '7303.32', NLinear = '7295.14', TFT = '7289.08', StemGNN = '7248.59', MLPMultivariate = '7277.38', TiDE = '7298.75', DeepNPTS = '7298.03', y = '7297.5', min_within_quantile = '7248.59', max_within_quantile = '7446.03' WHERE ds = '2024-03-06 00:00:00'
-2024-11-25 17:25:57,794 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7290.4', Informer = '7317.82', LSTM = '7388.14', iTransformer = '7253.68', TSMixer = '7292.6', TSMixerx = '7322.56', PatchTST = '7297.48', RNN = '7295.38', GRU = '7359.67', TCN = '7432.33', BiTCN = '7298.8', DilatedRNN = '7363.05', MLP = '7311.89', DLinear = '7286.26', NLinear = '7295.37', TFT = '7285.45', StemGNN = '7248.4', MLPMultivariate = '7275.01', TiDE = '7287.21', DeepNPTS = '7298.23', y = '7290.0', min_within_quantile = '7248.4', max_within_quantile = '7432.33' WHERE ds = '2024-03-07 00:00:00'
-2024-11-25 17:25:57,794 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7290.4', Informer = '7317.82', LSTM = '7388.14', iTransformer = '7253.68', TSMixer = '7292.6', TSMixerx = '7322.56', PatchTST = '7297.48', RNN = '7295.38', GRU = '7359.67', TCN = '7432.33', BiTCN = '7298.8', DilatedRNN = '7363.05', MLP = '7311.89', DLinear = '7286.26', NLinear = '7295.37', TFT = '7285.45', StemGNN = '7248.4', MLPMultivariate = '7275.01', TiDE = '7287.21', DeepNPTS = '7298.23', y = '7290.0', min_within_quantile = '7248.4', max_within_quantile = '7432.33' WHERE ds = '2024-03-07 00:00:00'
-2024-11-25 17:25:58,197 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7289.67', Informer = '7309.88', LSTM = '7382.79', iTransformer = '7241.08', TSMixer = '7289.03', TSMixerx = '7294.85', PatchTST = '7287.23', RNN = '7288.83', GRU = '7354.14', TCN = '7421.85', BiTCN = '7285.28', DilatedRNN = '7356.44', MLP = '7285.56', DLinear = '7282.94', NLinear = '7288.31', TFT = '7280.14', StemGNN = '7248.08', MLPMultivariate = '7268.99', TiDE = '7287.23', DeepNPTS = '7290.92', y = '7295.0', min_within_quantile = '7241.08', max_within_quantile = '7421.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-25 17:25:58,197 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7289.67', Informer = '7309.88', LSTM = '7382.79', iTransformer = '7241.08', TSMixer = '7289.03', TSMixerx = '7294.85', PatchTST = '7287.23', RNN = '7288.83', GRU = '7354.14', TCN = '7421.85', BiTCN = '7285.28', DilatedRNN = '7356.44', MLP = '7285.56', DLinear = '7282.94', NLinear = '7288.31', TFT = '7280.14', StemGNN = '7248.08', MLPMultivariate = '7268.99', TiDE = '7287.23', DeepNPTS = '7290.92', y = '7295.0', min_within_quantile = '7241.08', max_within_quantile = '7421.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-25 17:25:58,582 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7287.66', Informer = '7301.36', LSTM = '7386.72', iTransformer = '7238.18', TSMixer = '7293.28', TSMixerx = '7290.12', PatchTST = '7298.67', RNN = '7295.23', GRU = '7358.98', TCN = '7415.45', BiTCN = '7283.84', DilatedRNN = '7358.79', MLP = '7274.1', DLinear = '7290.01', NLinear = '7297.48', TFT = '7282.95', StemGNN = '7248.13', MLPMultivariate = '7274.05', TiDE = '7292.62', DeepNPTS = '7284.41', y = '7285.0', min_within_quantile = '7238.18', max_within_quantile = '7415.45' WHERE ds = '2024-03-11 00:00:00'
-2024-11-25 17:25:58,582 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7287.66', Informer = '7301.36', LSTM = '7386.72', iTransformer = '7238.18', TSMixer = '7293.28', TSMixerx = '7290.12', PatchTST = '7298.67', RNN = '7295.23', GRU = '7358.98', TCN = '7415.45', BiTCN = '7283.84', DilatedRNN = '7358.79', MLP = '7274.1', DLinear = '7290.01', NLinear = '7297.48', TFT = '7282.95', StemGNN = '7248.13', MLPMultivariate = '7274.05', TiDE = '7292.62', DeepNPTS = '7284.41', y = '7285.0', min_within_quantile = '7238.18', max_within_quantile = '7415.45' WHERE ds = '2024-03-11 00:00:00'
-2024-11-25 17:25:58,942 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7275.53', Informer = '7318.03', LSTM = '7378.83', iTransformer = '7239.03', TSMixer = '7282.57', TSMixerx = '7293.58', PatchTST = '7280.15', RNN = '7285.68', GRU = '7348.7', TCN = '7387.92', BiTCN = '7283.64', DilatedRNN = '7352.45', MLP = '7267.67', DLinear = '7281.4', NLinear = '7279.6', TFT = '7272.3', StemGNN = '7249.6', MLPMultivariate = '7274.28', TiDE = '7277.58', DeepNPTS = '7281.71', y = '7283.33', min_within_quantile = '7239.03', max_within_quantile = '7387.92' WHERE ds = '2024-03-12 00:00:00'
-2024-11-25 17:25:58,942 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7275.53', Informer = '7318.03', LSTM = '7378.83', iTransformer = '7239.03', TSMixer = '7282.57', TSMixerx = '7293.58', PatchTST = '7280.15', RNN = '7285.68', GRU = '7348.7', TCN = '7387.92', BiTCN = '7283.64', DilatedRNN = '7352.45', MLP = '7267.67', DLinear = '7281.4', NLinear = '7279.6', TFT = '7272.3', StemGNN = '7249.6', MLPMultivariate = '7274.28', TiDE = '7277.58', DeepNPTS = '7281.71', y = '7283.33', min_within_quantile = '7239.03', max_within_quantile = '7387.92' WHERE ds = '2024-03-12 00:00:00'
-2024-11-25 17:25:59,334 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7270.42', Informer = '7291.53', LSTM = '7378.39', iTransformer = '7250.33', TSMixer = '7279.07', TSMixerx = '7307.47', PatchTST = '7285.4', RNN = '7283.84', GRU = '7349.39', TCN = '7386.99', BiTCN = '7280.16', DilatedRNN = '7352.89', MLP = '7274.41', DLinear = '7291.91', NLinear = '7280.67', TFT = '7268.81', StemGNN = '7251.45', MLPMultivariate = '7271.6', TiDE = '7275.38', DeepNPTS = '7253.8', y = '7285.0', min_within_quantile = '7250.33', max_within_quantile = '7386.99' WHERE ds = '2024-03-13 00:00:00'
-2024-11-25 17:25:59,334 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7270.42', Informer = '7291.53', LSTM = '7378.39', iTransformer = '7250.33', TSMixer = '7279.07', TSMixerx = '7307.47', PatchTST = '7285.4', RNN = '7283.84', GRU = '7349.39', TCN = '7386.99', BiTCN = '7280.16', DilatedRNN = '7352.89', MLP = '7274.41', DLinear = '7291.91', NLinear = '7280.67', TFT = '7268.81', StemGNN = '7251.45', MLPMultivariate = '7271.6', TiDE = '7275.38', DeepNPTS = '7253.8', y = '7285.0', min_within_quantile = '7250.33', max_within_quantile = '7386.99' WHERE ds = '2024-03-13 00:00:00'
-2024-11-25 17:26:03,111 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7281.67', Informer = '7274.36', LSTM = '7379.3', iTransformer = '7256.56', TSMixer = '7280.06', TSMixerx = '7286.6', PatchTST = '7293.77', RNN = '7286.92', GRU = '7350.08', TCN = '7382.22', BiTCN = '7286.98', DilatedRNN = '7353.03', MLP = '7282.63', DLinear = '7277.67', NLinear = '7289.27', TFT = '7292.56', StemGNN = '7255.98', MLPMultivariate = '7277.15', TiDE = '7283.54', DeepNPTS = '7262.09', y = '7277.5', min_within_quantile = '7255.98', max_within_quantile = '7382.22' WHERE ds = '2024-03-14 00:00:00'
-2024-11-25 17:26:03,111 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7281.67', Informer = '7274.36', LSTM = '7379.3', iTransformer = '7256.56', TSMixer = '7280.06', TSMixerx = '7286.6', PatchTST = '7293.77', RNN = '7286.92', GRU = '7350.08', TCN = '7382.22', BiTCN = '7286.98', DilatedRNN = '7353.03', MLP = '7282.63', DLinear = '7277.67', NLinear = '7289.27', TFT = '7292.56', StemGNN = '7255.98', MLPMultivariate = '7277.15', TiDE = '7283.54', DeepNPTS = '7262.09', y = '7277.5', min_within_quantile = '7255.98', max_within_quantile = '7382.22' WHERE ds = '2024-03-14 00:00:00'
-2024-11-25 17:26:03,115 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7274.82', Informer = '7277.45', LSTM = '7373.63', iTransformer = '7252.86', TSMixer = '7271.34', TSMixerx = '7272.03', PatchTST = '7274.89', RNN = '7277.8', GRU = '7343.38', TCN = '7380.81', BiTCN = '7274.86', DilatedRNN = '7347.01', MLP = '7273.82', DLinear = '7264.81', NLinear = '7267.96', TFT = '7280.58', StemGNN = '7259.21', MLPMultivariate = '7275.9', TiDE = '7277.28', DeepNPTS = '7269.54', y = '7353.33', min_within_quantile = '7252.86', max_within_quantile = '7380.81' WHERE ds = '2024-03-15 00:00:00'
-2024-11-25 17:26:03,115 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7274.82', Informer = '7277.45', LSTM = '7373.63', iTransformer = '7252.86', TSMixer = '7271.34', TSMixerx = '7272.03', PatchTST = '7274.89', RNN = '7277.8', GRU = '7343.38', TCN = '7380.81', BiTCN = '7274.86', DilatedRNN = '7347.01', MLP = '7273.82', DLinear = '7264.81', NLinear = '7267.96', TFT = '7280.58', StemGNN = '7259.21', MLPMultivariate = '7275.9', TiDE = '7277.28', DeepNPTS = '7269.54', y = '7353.33', min_within_quantile = '7252.86', max_within_quantile = '7380.81' WHERE ds = '2024-03-15 00:00:00'
-2024-11-25 17:26:03,118 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7345.04', Informer = '7353.65', LSTM = '7430.67', iTransformer = '7280.07', TSMixer = '7325.75', TSMixerx = '7294.54', PatchTST = '7350.49', RNN = '7366.4', GRU = '7411.22', TCN = '7429.66', BiTCN = '7318.81', DilatedRNN = '7400.3', MLP = '7312.59', DLinear = '7332.68', NLinear = '7354.59', TFT = '7350.28', StemGNN = '7261.97', MLPMultivariate = '7293.99', TiDE = '7326.84', DeepNPTS = '7353.18', y = '7387.5', min_within_quantile = '7261.97', max_within_quantile = '7430.67' WHERE ds = '2024-03-18 00:00:00'
-2024-11-25 17:26:03,118 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7345.04', Informer = '7353.65', LSTM = '7430.67', iTransformer = '7280.07', TSMixer = '7325.75', TSMixerx = '7294.54', PatchTST = '7350.49', RNN = '7366.4', GRU = '7411.22', TCN = '7429.66', BiTCN = '7318.81', DilatedRNN = '7400.3', MLP = '7312.59', DLinear = '7332.68', NLinear = '7354.59', TFT = '7350.28', StemGNN = '7261.97', MLPMultivariate = '7293.99', TiDE = '7326.84', DeepNPTS = '7353.18', y = '7387.5', min_within_quantile = '7261.97', max_within_quantile = '7430.67' WHERE ds = '2024-03-18 00:00:00'
-2024-11-25 17:26:03,122 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7390.21', Informer = '7382.23', LSTM = '7451.16', iTransformer = '7309.21', TSMixer = '7363.82', TSMixerx = '7399.02', PatchTST = '7377.29', RNN = '7403.79', GRU = '7426.8', TCN = '7458.86', BiTCN = '7334.71', DilatedRNN = '7422.29', MLP = '7371.35', DLinear = '7354.22', NLinear = '7391.04', TFT = '7362.41', StemGNN = '7262.61', MLPMultivariate = '7320.22', TiDE = '7359.48', DeepNPTS = '7387.3', y = '7435.0', min_within_quantile = '7262.61', max_within_quantile = '7458.86' WHERE ds = '2024-03-19 00:00:00'
-2024-11-25 17:26:03,122 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7390.21', Informer = '7382.23', LSTM = '7451.16', iTransformer = '7309.21', TSMixer = '7363.82', TSMixerx = '7399.02', PatchTST = '7377.29', RNN = '7403.79', GRU = '7426.8', TCN = '7458.86', BiTCN = '7334.71', DilatedRNN = '7422.29', MLP = '7371.35', DLinear = '7354.22', NLinear = '7391.04', TFT = '7362.41', StemGNN = '7262.61', MLPMultivariate = '7320.22', TiDE = '7359.48', DeepNPTS = '7387.3', y = '7435.0', min_within_quantile = '7262.61', max_within_quantile = '7458.86' WHERE ds = '2024-03-19 00:00:00'
-2024-11-25 17:26:03,126 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7434.07', Informer = '7397.83', LSTM = '7486.53', iTransformer = '7343.72', TSMixer = '7415.93', TSMixerx = '7420.05', PatchTST = '7443.59', RNN = '7449.04', GRU = '7468.04', TCN = '7536.65', BiTCN = '7358.61', DilatedRNN = '7460.32', MLP = '7416.7', DLinear = '7419.89', NLinear = '7441.07', TFT = '7388.0', StemGNN = '7262.18', MLPMultivariate = '7363.34', TiDE = '7415.36', DeepNPTS = '7434.63', y = '7460.0', min_within_quantile = '7262.18', max_within_quantile = '7536.65' WHERE ds = '2024-03-20 00:00:00'
-2024-11-25 17:26:03,126 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7434.07', Informer = '7397.83', LSTM = '7486.53', iTransformer = '7343.72', TSMixer = '7415.93', TSMixerx = '7420.05', PatchTST = '7443.59', RNN = '7449.04', GRU = '7468.04', TCN = '7536.65', BiTCN = '7358.61', DilatedRNN = '7460.32', MLP = '7416.7', DLinear = '7419.89', NLinear = '7441.07', TFT = '7388.0', StemGNN = '7262.18', MLPMultivariate = '7363.34', TiDE = '7415.36', DeepNPTS = '7434.63', y = '7460.0', min_within_quantile = '7262.18', max_within_quantile = '7536.65' WHERE ds = '2024-03-20 00:00:00'
-2024-11-25 17:26:03,130 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7451.33', Informer = '7389.27', LSTM = '7501.35', iTransformer = '7380.74', TSMixer = '7451.87', TSMixerx = '7460.72', PatchTST = '7470.17', RNN = '7476.11', GRU = '7482.15', TCN = '7585.42', BiTCN = '7369.51', DilatedRNN = '7481.02', MLP = '7439.24', DLinear = '7464.88', NLinear = '7467.61', TFT = '7399.88', StemGNN = '7263.0', MLPMultivariate = '7407.27', TiDE = '7452.5', DeepNPTS = '7458.99', y = '7422.5', min_within_quantile = '7263.0', max_within_quantile = '7585.42' WHERE ds = '2024-03-21 00:00:00'
-2024-11-25 17:26:03,130 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7451.33', Informer = '7389.27', LSTM = '7501.35', iTransformer = '7380.74', TSMixer = '7451.87', TSMixerx = '7460.72', PatchTST = '7470.17', RNN = '7476.11', GRU = '7482.15', TCN = '7585.42', BiTCN = '7369.51', DilatedRNN = '7481.02', MLP = '7439.24', DLinear = '7464.88', NLinear = '7467.61', TFT = '7399.88', StemGNN = '7263.0', MLPMultivariate = '7407.27', TiDE = '7452.5', DeepNPTS = '7458.99', y = '7422.5', min_within_quantile = '7263.0', max_within_quantile = '7585.42' WHERE ds = '2024-03-21 00:00:00'
-2024-11-25 17:26:03,133 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7406.55', Informer = '7373.94', LSTM = '7472.66', iTransformer = '7397.92', TSMixer = '7420.83', TSMixerx = '7429.45', PatchTST = '7387.92', RNN = '7418.85', GRU = '7448.64', TCN = '7524.81', BiTCN = '7337.73', DilatedRNN = '7451.92', MLP = '7407.85', DLinear = '7433.31', NLinear = '7422.83', TFT = '7398.64', StemGNN = '7265.75', MLPMultivariate = '7392.03', TiDE = '7425.31', DeepNPTS = '7422.19', y = '7402.5', min_within_quantile = '7265.75', max_within_quantile = '7524.81' WHERE ds = '2024-03-22 00:00:00'
-2024-11-25 17:26:03,133 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7406.55', Informer = '7373.94', LSTM = '7472.66', iTransformer = '7397.92', TSMixer = '7420.83', TSMixerx = '7429.45', PatchTST = '7387.92', RNN = '7418.85', GRU = '7448.64', TCN = '7524.81', BiTCN = '7337.73', DilatedRNN = '7451.92', MLP = '7407.85', DLinear = '7433.31', NLinear = '7422.83', TFT = '7398.64', StemGNN = '7265.75', MLPMultivariate = '7392.03', TiDE = '7425.31', DeepNPTS = '7422.19', y = '7402.5', min_within_quantile = '7265.75', max_within_quantile = '7524.81' WHERE ds = '2024-03-22 00:00:00'
-2024-11-25 17:26:03,137 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7391.64', Informer = '7325.28', LSTM = '7461.17', iTransformer = '7393.97', TSMixer = '7387.76', TSMixerx = '7369.43', PatchTST = '7365.92', RNN = '7393.09', GRU = '7439.85', TCN = '7507.91', BiTCN = '7313.56', DilatedRNN = '7438.16', MLP = '7376.85', DLinear = '7416.57', NLinear = '7401.09', TFT = '7381.14', StemGNN = '7266.82', MLPMultivariate = '7371.35', TiDE = '7396.5', DeepNPTS = '7399.49', y = '7372.5', min_within_quantile = '7266.82', max_within_quantile = '7507.91' WHERE ds = '2024-03-25 00:00:00'
-2024-11-25 17:26:03,137 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7391.64', Informer = '7325.28', LSTM = '7461.17', iTransformer = '7393.97', TSMixer = '7387.76', TSMixerx = '7369.43', PatchTST = '7365.92', RNN = '7393.09', GRU = '7439.85', TCN = '7507.91', BiTCN = '7313.56', DilatedRNN = '7438.16', MLP = '7376.85', DLinear = '7416.57', NLinear = '7401.09', TFT = '7381.14', StemGNN = '7266.82', MLPMultivariate = '7371.35', TiDE = '7396.5', DeepNPTS = '7399.49', y = '7372.5', min_within_quantile = '7266.82', max_within_quantile = '7507.91' WHERE ds = '2024-03-25 00:00:00'
-2024-11-25 17:26:03,140 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7346.88', Informer = '7323.17', LSTM = '7439.18', iTransformer = '7334.84', TSMixer = '7354.43', TSMixerx = '7339.4', PatchTST = '7339.95', RNN = '7361.9', GRU = '7414.83', TCN = '7461.94', BiTCN = '7304.57', DilatedRNN = '7414.13', MLP = '7346.79', DLinear = '7371.6', NLinear = '7358.8', TFT = '7343.21', StemGNN = '7267.58', MLPMultivariate = '7348.96', TiDE = '7358.84', DeepNPTS = '7328.65', y = '7365.0', min_within_quantile = '7267.58', max_within_quantile = '7461.94' WHERE ds = '2024-03-26 00:00:00'
-2024-11-25 17:26:03,140 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7346.88', Informer = '7323.17', LSTM = '7439.18', iTransformer = '7334.84', TSMixer = '7354.43', TSMixerx = '7339.4', PatchTST = '7339.95', RNN = '7361.9', GRU = '7414.83', TCN = '7461.94', BiTCN = '7304.57', DilatedRNN = '7414.13', MLP = '7346.79', DLinear = '7371.6', NLinear = '7358.8', TFT = '7343.21', StemGNN = '7267.58', MLPMultivariate = '7348.96', TiDE = '7358.84', DeepNPTS = '7328.65', y = '7365.0', min_within_quantile = '7267.58', max_within_quantile = '7461.94' WHERE ds = '2024-03-26 00:00:00'
-2024-11-25 17:26:03,143 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7337.9', Informer = '7324.08', LSTM = '7436.17', iTransformer = '7313.24', TSMixer = '7346.88', TSMixerx = '7322.41', PatchTST = '7342.69', RNN = '7355.23', GRU = '7413.55', TCN = '7452.62', BiTCN = '7312.91', DilatedRNN = '7407.79', MLP = '7332.73', DLinear = '7353.88', NLinear = '7351.98', TFT = '7331.26', StemGNN = '7268.36', MLPMultivariate = '7336.68', TiDE = '7359.92', DeepNPTS = '7319.03', y = '7345.0', min_within_quantile = '7268.36', max_within_quantile = '7452.62' WHERE ds = '2024-03-27 00:00:00'
-2024-11-25 17:26:03,143 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7337.9', Informer = '7324.08', LSTM = '7436.17', iTransformer = '7313.24', TSMixer = '7346.88', TSMixerx = '7322.41', PatchTST = '7342.69', RNN = '7355.23', GRU = '7413.55', TCN = '7452.62', BiTCN = '7312.91', DilatedRNN = '7407.79', MLP = '7332.73', DLinear = '7353.88', NLinear = '7351.98', TFT = '7331.26', StemGNN = '7268.36', MLPMultivariate = '7336.68', TiDE = '7359.92', DeepNPTS = '7319.03', y = '7345.0', min_within_quantile = '7268.36', max_within_quantile = '7452.62' WHERE ds = '2024-03-27 00:00:00'
-2024-11-25 17:26:03,147 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7325.03', Informer = '7359.14', LSTM = '7421.34', iTransformer = '7301.39', TSMixer = '7332.52', TSMixerx = '7310.32', PatchTST = '7336.8', RNN = '7340.52', GRU = '7395.31', TCN = '7425.37', BiTCN = '7329.53', DilatedRNN = '7393.65', MLP = '7311.09', DLinear = '7338.4', NLinear = '7331.14', TFT = '7319.22', StemGNN = '7269.08', MLPMultivariate = '7322.39', TiDE = '7342.72', DeepNPTS = '7307.83', y = '7345.0', min_within_quantile = '7269.08', max_within_quantile = '7425.37' WHERE ds = '2024-03-28 00:00:00'
-2024-11-25 17:26:03,147 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7325.03', Informer = '7359.14', LSTM = '7421.34', iTransformer = '7301.39', TSMixer = '7332.52', TSMixerx = '7310.32', PatchTST = '7336.8', RNN = '7340.52', GRU = '7395.31', TCN = '7425.37', BiTCN = '7329.53', DilatedRNN = '7393.65', MLP = '7311.09', DLinear = '7338.4', NLinear = '7331.14', TFT = '7319.22', StemGNN = '7269.08', MLPMultivariate = '7322.39', TiDE = '7342.72', DeepNPTS = '7307.83', y = '7345.0', min_within_quantile = '7269.08', max_within_quantile = '7425.37' WHERE ds = '2024-03-28 00:00:00'
-2024-11-25 17:26:03,150 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7341.99', Informer = '7329.45', LSTM = '7423.09', iTransformer = '7296.48', TSMixer = '7329.01', TSMixerx = '7301.72', PatchTST = '7337.06', RNN = '7342.55', GRU = '7398.87', TCN = '7421.52', BiTCN = '7324.25', DilatedRNN = '7394.78', MLP = '7302.9', DLinear = '7326.32', NLinear = '7335.04', TFT = '7317.02', StemGNN = '7270.23', MLPMultivariate = '7317.0', TiDE = '7332.39', DeepNPTS = '7297.89', y = '7345.0', min_within_quantile = '7270.23', max_within_quantile = '7423.09' WHERE ds = '2024-03-29 00:00:00'
-2024-11-25 17:26:03,150 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7341.99', Informer = '7329.45', LSTM = '7423.09', iTransformer = '7296.48', TSMixer = '7329.01', TSMixerx = '7301.72', PatchTST = '7337.06', RNN = '7342.55', GRU = '7398.87', TCN = '7421.52', BiTCN = '7324.25', DilatedRNN = '7394.78', MLP = '7302.9', DLinear = '7326.32', NLinear = '7335.04', TFT = '7317.02', StemGNN = '7270.23', MLPMultivariate = '7317.0', TiDE = '7332.39', DeepNPTS = '7297.89', y = '7345.0', min_within_quantile = '7270.23', max_within_quantile = '7423.09' WHERE ds = '2024-03-29 00:00:00'
-2024-11-25 17:26:03,153 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.55', Informer = '7317.88', LSTM = '7422.55', iTransformer = '7304.17', TSMixer = '7326.74', TSMixerx = '7315.43', PatchTST = '7330.65', RNN = '7344.6', GRU = '7397.06', TCN = '7415.69', BiTCN = '7330.89', DilatedRNN = '7394.48', MLP = '7303.02', DLinear = '7327.26', NLinear = '7339.21', TFT = '7317.63', StemGNN = '7271.13', MLPMultivariate = '7319.52', TiDE = '7331.22', DeepNPTS = '7279.05', y = '7360.0', min_within_quantile = '7271.13', max_within_quantile = '7422.55' WHERE ds = '2024-04-01 00:00:00'
-2024-11-25 17:26:03,153 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.55', Informer = '7317.88', LSTM = '7422.55', iTransformer = '7304.17', TSMixer = '7326.74', TSMixerx = '7315.43', PatchTST = '7330.65', RNN = '7344.6', GRU = '7397.06', TCN = '7415.69', BiTCN = '7330.89', DilatedRNN = '7394.48', MLP = '7303.02', DLinear = '7327.26', NLinear = '7339.21', TFT = '7317.63', StemGNN = '7271.13', MLPMultivariate = '7319.52', TiDE = '7331.22', DeepNPTS = '7279.05', y = '7360.0', min_within_quantile = '7271.13', max_within_quantile = '7422.55' WHERE ds = '2024-04-01 00:00:00'
-2024-11-25 17:26:03,157 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7355.73', Informer = '7319.31', LSTM = '7433.9', iTransformer = '7307.89', TSMixer = '7334.47', TSMixerx = '7336.23', PatchTST = '7343.25', RNN = '7361.45', GRU = '7410.36', TCN = '7419.88', BiTCN = '7331.99', DilatedRNN = '7404.81', MLP = '7303.75', DLinear = '7332.88', NLinear = '7350.85', TFT = '7327.93', StemGNN = '7271.92', MLPMultivariate = '7320.37', TiDE = '7333.91', DeepNPTS = '7329.05', y = '7380.0', min_within_quantile = '7271.92', max_within_quantile = '7433.9' WHERE ds = '2024-04-02 00:00:00'
-2024-11-25 17:26:03,157 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7355.73', Informer = '7319.31', LSTM = '7433.9', iTransformer = '7307.89', TSMixer = '7334.47', TSMixerx = '7336.23', PatchTST = '7343.25', RNN = '7361.45', GRU = '7410.36', TCN = '7419.88', BiTCN = '7331.99', DilatedRNN = '7404.81', MLP = '7303.75', DLinear = '7332.88', NLinear = '7350.85', TFT = '7327.93', StemGNN = '7271.92', MLPMultivariate = '7320.37', TiDE = '7333.91', DeepNPTS = '7329.05', y = '7380.0', min_within_quantile = '7271.92', max_within_quantile = '7433.9' WHERE ds = '2024-04-02 00:00:00'
-2024-11-25 17:26:03,160 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7379.54', Informer = '7379.58', LSTM = '7447.47', iTransformer = '7306.54', TSMixer = '7353.11', TSMixerx = '7368.04', PatchTST = '7347.95', RNN = '7385.81', GRU = '7424.77', TCN = '7453.6', BiTCN = '7350.8', DilatedRNN = '7421.16', MLP = '7319.72', DLinear = '7343.96', NLinear = '7372.46', TFT = '7334.18', StemGNN = '7273.22', MLPMultivariate = '7329.05', TiDE = '7348.21', DeepNPTS = '7376.53', y = '7397.5', min_within_quantile = '7273.22', max_within_quantile = '7453.6' WHERE ds = '2024-04-03 00:00:00'
-2024-11-25 17:26:03,160 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7379.54', Informer = '7379.58', LSTM = '7447.47', iTransformer = '7306.54', TSMixer = '7353.11', TSMixerx = '7368.04', PatchTST = '7347.95', RNN = '7385.81', GRU = '7424.77', TCN = '7453.6', BiTCN = '7350.8', DilatedRNN = '7421.16', MLP = '7319.72', DLinear = '7343.96', NLinear = '7372.46', TFT = '7334.18', StemGNN = '7273.22', MLPMultivariate = '7329.05', TiDE = '7348.21', DeepNPTS = '7376.53', y = '7397.5', min_within_quantile = '7273.22', max_within_quantile = '7453.6' WHERE ds = '2024-04-03 00:00:00'
-2024-11-25 17:26:03,164 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7398.88', Informer = '7438.32', LSTM = '7459.43', iTransformer = '7307.01', TSMixer = '7377.25', TSMixerx = '7373.61', PatchTST = '7374.73', RNN = '7404.09', GRU = '7437.51', TCN = '7469.39', BiTCN = '7371.3', DilatedRNN = '7434.85', MLP = '7341.97', DLinear = '7378.72', NLinear = '7389.85', TFT = '7364.22', StemGNN = '7275.66', MLPMultivariate = '7347.99', TiDE = '7377.65', DeepNPTS = '7395.86', y = '7437.5', min_within_quantile = '7275.66', max_within_quantile = '7469.39' WHERE ds = '2024-04-07 00:00:00'
-2024-11-25 17:26:03,164 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7398.88', Informer = '7438.32', LSTM = '7459.43', iTransformer = '7307.01', TSMixer = '7377.25', TSMixerx = '7373.61', PatchTST = '7374.73', RNN = '7404.09', GRU = '7437.51', TCN = '7469.39', BiTCN = '7371.3', DilatedRNN = '7434.85', MLP = '7341.97', DLinear = '7378.72', NLinear = '7389.85', TFT = '7364.22', StemGNN = '7275.66', MLPMultivariate = '7347.99', TiDE = '7377.65', DeepNPTS = '7395.86', y = '7437.5', min_within_quantile = '7275.66', max_within_quantile = '7469.39' WHERE ds = '2024-04-07 00:00:00'
-2024-11-25 17:26:03,167 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7444.28', Informer = '7484.37', LSTM = '7488.05', iTransformer = '7325.72', TSMixer = '7417.71', TSMixerx = '7437.38', PatchTST = '7429.42', RNN = '7448.9', GRU = '7470.09', TCN = '7533.97', BiTCN = '7396.86', DilatedRNN = '7465.03', MLP = '7370.57', DLinear = '7416.24', NLinear = '7438.01', TFT = '7419.01', StemGNN = '7279.59', MLPMultivariate = '7390.81', TiDE = '7417.71', DeepNPTS = '7437.19', y = '7490.0', min_within_quantile = '7279.59', max_within_quantile = '7533.97' WHERE ds = '2024-04-08 00:00:00'
-2024-11-25 17:26:03,167 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7444.28', Informer = '7484.37', LSTM = '7488.05', iTransformer = '7325.72', TSMixer = '7417.71', TSMixerx = '7437.38', PatchTST = '7429.42', RNN = '7448.9', GRU = '7470.09', TCN = '7533.97', BiTCN = '7396.86', DilatedRNN = '7465.03', MLP = '7370.57', DLinear = '7416.24', NLinear = '7438.01', TFT = '7419.01', StemGNN = '7279.59', MLPMultivariate = '7390.81', TiDE = '7417.71', DeepNPTS = '7437.19', y = '7490.0', min_within_quantile = '7279.59', max_within_quantile = '7533.97' WHERE ds = '2024-04-08 00:00:00'
-2024-11-25 17:26:03,171 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7509.21', Informer = '7484.5', LSTM = '7523.41', iTransformer = '7434.79', TSMixer = '7471.24', TSMixerx = '7481.93', PatchTST = '7511.91', RNN = '7505.19', GRU = '7510.43', TCN = '7627.06', BiTCN = '7416.24', DilatedRNN = '7504.47', MLP = '7418.06', DLinear = '7477.31', NLinear = '7497.37', TFT = '7459.21', StemGNN = '7282.72', MLPMultivariate = '7449.74', TiDE = '7469.86', DeepNPTS = '7488.95', y = '7507.5', min_within_quantile = '7282.72', max_within_quantile = '7627.06' WHERE ds = '2024-04-09 00:00:00'
-2024-11-25 17:26:03,171 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7509.21', Informer = '7484.5', LSTM = '7523.41', iTransformer = '7434.79', TSMixer = '7471.24', TSMixerx = '7481.93', PatchTST = '7511.91', RNN = '7505.19', GRU = '7510.43', TCN = '7627.06', BiTCN = '7416.24', DilatedRNN = '7504.47', MLP = '7418.06', DLinear = '7477.31', NLinear = '7497.37', TFT = '7459.21', StemGNN = '7282.72', MLPMultivariate = '7449.74', TiDE = '7469.86', DeepNPTS = '7488.95', y = '7507.5', min_within_quantile = '7282.72', max_within_quantile = '7627.06' WHERE ds = '2024-04-09 00:00:00'
-2024-11-25 17:26:03,175 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7527.79', Informer = '7485.47', LSTM = '7532.64', iTransformer = '7552.08', TSMixer = '7495.1', TSMixerx = '7523.3', PatchTST = '7523.77', RNN = '7518.22', GRU = '7518.49', TCN = '7624.54', BiTCN = '7427.48', DilatedRNN = '7517.28', MLP = '7461.92', DLinear = '7502.92', NLinear = '7514.14', TFT = '7480.17', StemGNN = '7286.85', MLPMultivariate = '7492.22', TiDE = '7492.52', DeepNPTS = '7504.37', y = '7497.5', min_within_quantile = '7286.85', max_within_quantile = '7624.54' WHERE ds = '2024-04-10 00:00:00'
-2024-11-25 17:26:03,175 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7527.79', Informer = '7485.47', LSTM = '7532.64', iTransformer = '7552.08', TSMixer = '7495.1', TSMixerx = '7523.3', PatchTST = '7523.77', RNN = '7518.22', GRU = '7518.49', TCN = '7624.54', BiTCN = '7427.48', DilatedRNN = '7517.28', MLP = '7461.92', DLinear = '7502.92', NLinear = '7514.14', TFT = '7480.17', StemGNN = '7286.85', MLPMultivariate = '7492.22', TiDE = '7492.52', DeepNPTS = '7504.37', y = '7497.5', min_within_quantile = '7286.85', max_within_quantile = '7624.54' WHERE ds = '2024-04-10 00:00:00'
-2024-11-25 17:26:03,179 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7493.91', Informer = '7435.15', LSTM = '7524.28', iTransformer = '7559.16', TSMixer = '7490.59', TSMixerx = '7524.42', PatchTST = '7479.18', RNN = '7501.04', GRU = '7509.35', TCN = '7599.77', BiTCN = '7405.08', DilatedRNN = '7510.2', MLP = '7433.25', DLinear = '7504.89', NLinear = '7504.69', TFT = '7476.21', StemGNN = '7290.85', MLPMultivariate = '7475.3', TiDE = '7496.43', DeepNPTS = '7492.14', y = '7497.5', min_within_quantile = '7290.85', max_within_quantile = '7599.77' WHERE ds = '2024-04-11 00:00:00'
-2024-11-25 17:26:03,179 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7493.91', Informer = '7435.15', LSTM = '7524.28', iTransformer = '7559.16', TSMixer = '7490.59', TSMixerx = '7524.42', PatchTST = '7479.18', RNN = '7501.04', GRU = '7509.35', TCN = '7599.77', BiTCN = '7405.08', DilatedRNN = '7510.2', MLP = '7433.25', DLinear = '7504.89', NLinear = '7504.69', TFT = '7476.21', StemGNN = '7290.85', MLPMultivariate = '7475.3', TiDE = '7496.43', DeepNPTS = '7492.14', y = '7497.5', min_within_quantile = '7290.85', max_within_quantile = '7599.77' WHERE ds = '2024-04-11 00:00:00'
-2024-11-25 17:26:03,182 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7474.59', Informer = '7434.98', LSTM = '7524.88', iTransformer = '7508.02', TSMixer = '7479.57', TSMixerx = '7490.56', PatchTST = '7479.42', RNN = '7497.37', GRU = '7512.34', TCN = '7567.31', BiTCN = '7402.17', DilatedRNN = '7509.49', MLP = '7432.18', DLinear = '7516.27', NLinear = '7493.79', TFT = '7454.36', StemGNN = '7294.96', MLPMultivariate = '7468.48', TiDE = '7490.05', DeepNPTS = '7433.75', y = '7506.67', min_within_quantile = '7294.96', max_within_quantile = '7567.31' WHERE ds = '2024-04-12 00:00:00'
-2024-11-25 17:26:03,182 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7474.59', Informer = '7434.98', LSTM = '7524.88', iTransformer = '7508.02', TSMixer = '7479.57', TSMixerx = '7490.56', PatchTST = '7479.42', RNN = '7497.37', GRU = '7512.34', TCN = '7567.31', BiTCN = '7402.17', DilatedRNN = '7509.49', MLP = '7432.18', DLinear = '7516.27', NLinear = '7493.79', TFT = '7454.36', StemGNN = '7294.96', MLPMultivariate = '7468.48', TiDE = '7490.05', DeepNPTS = '7433.75', y = '7506.67', min_within_quantile = '7294.96', max_within_quantile = '7567.31' WHERE ds = '2024-04-12 00:00:00'
-2024-11-25 17:26:03,185 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7468.5', Informer = '7463.88', LSTM = '7531.07', iTransformer = '7509.68', TSMixer = '7475.7', TSMixerx = '7407.63', PatchTST = '7469.24', RNN = '7504.41', GRU = '7520.1', TCN = '7553.06', BiTCN = '7404.14', DilatedRNN = '7513.66', MLP = '7439.02', DLinear = '7500.73', NLinear = '7503.83', TFT = '7416.14', StemGNN = '7298.55', MLPMultivariate = '7466.32', TiDE = '7489.47', DeepNPTS = '7473.84', y = '7482.5', min_within_quantile = '7298.55', max_within_quantile = '7553.06' WHERE ds = '2024-04-15 00:00:00'
-2024-11-25 17:26:03,185 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7468.5', Informer = '7463.88', LSTM = '7531.07', iTransformer = '7509.68', TSMixer = '7475.7', TSMixerx = '7407.63', PatchTST = '7469.24', RNN = '7504.41', GRU = '7520.1', TCN = '7553.06', BiTCN = '7404.14', DilatedRNN = '7513.66', MLP = '7439.02', DLinear = '7500.73', NLinear = '7503.83', TFT = '7416.14', StemGNN = '7298.55', MLPMultivariate = '7466.32', TiDE = '7489.47', DeepNPTS = '7473.84', y = '7482.5', min_within_quantile = '7298.55', max_within_quantile = '7553.06' WHERE ds = '2024-04-15 00:00:00'
-2024-11-25 17:26:03,189 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7442.52', Informer = '7524.17', LSTM = '7512.46', iTransformer = '7483.61', TSMixer = '7452.02', TSMixerx = '7390.86', PatchTST = '7429.71', RNN = '7475.43', GRU = '7497.21', TCN = '7519.57', BiTCN = '7399.61', DilatedRNN = '7492.75', MLP = '7412.4', DLinear = '7463.9', NLinear = '7464.52', TFT = '7391.04', StemGNN = '7300.03', MLPMultivariate = '7434.93', TiDE = '7469.24', DeepNPTS = '7359.21', y = '7495.0', min_within_quantile = '7300.03', max_within_quantile = '7524.17' WHERE ds = '2024-04-16 00:00:00'
-2024-11-25 17:26:03,189 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7442.52', Informer = '7524.17', LSTM = '7512.46', iTransformer = '7483.61', TSMixer = '7452.02', TSMixerx = '7390.86', PatchTST = '7429.71', RNN = '7475.43', GRU = '7497.21', TCN = '7519.57', BiTCN = '7399.61', DilatedRNN = '7492.75', MLP = '7412.4', DLinear = '7463.9', NLinear = '7464.52', TFT = '7391.04', StemGNN = '7300.03', MLPMultivariate = '7434.93', TiDE = '7469.24', DeepNPTS = '7359.21', y = '7495.0', min_within_quantile = '7300.03', max_within_quantile = '7524.17' WHERE ds = '2024-04-16 00:00:00'
-2024-11-25 17:26:03,192 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7451.07', Informer = '7550.8', LSTM = '7524.56', iTransformer = '7490.03', TSMixer = '7456.48', TSMixerx = '7380.51', PatchTST = '7451.85', RNN = '7494.78', GRU = '7514.28', TCN = '7539.52', BiTCN = '7404.66', DilatedRNN = '7504.01', MLP = '7410.28', DLinear = '7470.56', NLinear = '7480.26', TFT = '7395.61', StemGNN = '7301.15', MLPMultivariate = '7440.26', TiDE = '7465.12', DeepNPTS = '7380.12', y = '7497.5', min_within_quantile = '7301.15', max_within_quantile = '7550.8' WHERE ds = '2024-04-17 00:00:00'
-2024-11-25 17:26:03,192 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7451.07', Informer = '7550.8', LSTM = '7524.56', iTransformer = '7490.03', TSMixer = '7456.48', TSMixerx = '7380.51', PatchTST = '7451.85', RNN = '7494.78', GRU = '7514.28', TCN = '7539.52', BiTCN = '7404.66', DilatedRNN = '7504.01', MLP = '7410.28', DLinear = '7470.56', NLinear = '7480.26', TFT = '7395.61', StemGNN = '7301.15', MLPMultivariate = '7440.26', TiDE = '7465.12', DeepNPTS = '7380.12', y = '7497.5', min_within_quantile = '7301.15', max_within_quantile = '7550.8' WHERE ds = '2024-04-17 00:00:00'
-2024-11-25 17:26:03,195 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.66', Informer = '7503.4', LSTM = '7524.5', iTransformer = '7468.81', TSMixer = '7459.76', TSMixerx = '7385.92', PatchTST = '7442.99', RNN = '7500.19', GRU = '7512.1', TCN = '7532.3', BiTCN = '7411.08', DilatedRNN = '7503.89', MLP = '7417.93', DLinear = '7465.77', NLinear = '7490.32', TFT = '7403.65', StemGNN = '7303.0', MLPMultivariate = '7453.34', TiDE = '7473.29', DeepNPTS = '7489.16', y = '7497.5', min_within_quantile = '7303.0', max_within_quantile = '7532.3' WHERE ds = '2024-04-18 00:00:00'
-2024-11-25 17:26:03,195 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.66', Informer = '7503.4', LSTM = '7524.5', iTransformer = '7468.81', TSMixer = '7459.76', TSMixerx = '7385.92', PatchTST = '7442.99', RNN = '7500.19', GRU = '7512.1', TCN = '7532.3', BiTCN = '7411.08', DilatedRNN = '7503.89', MLP = '7417.93', DLinear = '7465.77', NLinear = '7490.32', TFT = '7403.65', StemGNN = '7303.0', MLPMultivariate = '7453.34', TiDE = '7473.29', DeepNPTS = '7489.16', y = '7497.5', min_within_quantile = '7303.0', max_within_quantile = '7532.3' WHERE ds = '2024-04-18 00:00:00'
-2024-11-25 17:26:03,199 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7467.65', Informer = '7489.07', LSTM = '7525.13', iTransformer = '7307.31', TSMixer = '7460.81', TSMixerx = '7424.35', PatchTST = '7435.96', RNN = '7495.89', GRU = '7513.11', TCN = '7517.37', BiTCN = '7417.42', DilatedRNN = '7503.02', MLP = '7407.39', DLinear = '7472.23', NLinear = '7481.39', TFT = '7407.39', StemGNN = '7306.72', MLPMultivariate = '7364.83', TiDE = '7464.98', DeepNPTS = '7494.04', y = '7527.5', min_within_quantile = '7306.72', max_within_quantile = '7525.13' WHERE ds = '2024-04-19 00:00:00'
-2024-11-25 17:26:03,199 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7467.65', Informer = '7489.07', LSTM = '7525.13', iTransformer = '7307.31', TSMixer = '7460.81', TSMixerx = '7424.35', PatchTST = '7435.96', RNN = '7495.89', GRU = '7513.11', TCN = '7517.37', BiTCN = '7417.42', DilatedRNN = '7503.02', MLP = '7407.39', DLinear = '7472.23', NLinear = '7481.39', TFT = '7407.39', StemGNN = '7306.72', MLPMultivariate = '7364.83', TiDE = '7464.98', DeepNPTS = '7494.04', y = '7527.5', min_within_quantile = '7306.72', max_within_quantile = '7525.13' WHERE ds = '2024-04-19 00:00:00'
-2024-11-25 17:26:03,203 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7497.78', Informer = '7532.46', LSTM = '7547.54', iTransformer = '7283.75', TSMixer = '7487.13', TSMixerx = '7461.74', PatchTST = '7479.89', RNN = '7533.02', GRU = '7539.29', TCN = '7569.82', BiTCN = '7440.02', DilatedRNN = '7528.36', MLP = '7435.37', DLinear = '7481.29', NLinear = '7525.8', TFT = '7420.22', StemGNN = '7311.05', MLPMultivariate = '7390.11', TiDE = '7483.89', DeepNPTS = '7523.3', y = '7527.5', min_within_quantile = '7283.75', max_within_quantile = '7569.82' WHERE ds = '2024-04-22 00:00:00'
-2024-11-25 17:26:03,203 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7497.78', Informer = '7532.46', LSTM = '7547.54', iTransformer = '7283.75', TSMixer = '7487.13', TSMixerx = '7461.74', PatchTST = '7479.89', RNN = '7533.02', GRU = '7539.29', TCN = '7569.82', BiTCN = '7440.02', DilatedRNN = '7528.36', MLP = '7435.37', DLinear = '7481.29', NLinear = '7525.8', TFT = '7420.22', StemGNN = '7311.05', MLPMultivariate = '7390.11', TiDE = '7483.89', DeepNPTS = '7523.3', y = '7527.5', min_within_quantile = '7283.75', max_within_quantile = '7569.82' WHERE ds = '2024-04-22 00:00:00'
-2024-11-25 17:26:03,206 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7511.9', Informer = '7522.29', LSTM = '7544.32', iTransformer = '7258.76', TSMixer = '7500.05', TSMixerx = '7522.14', PatchTST = '7495.4', RNN = '7530.59', GRU = '7533.16', TCN = '7581.08', BiTCN = '7446.86', DilatedRNN = '7526.82', MLP = '7449.73', DLinear = '7504.57', NLinear = '7514.41', TFT = '7421.39', StemGNN = '7314.71', MLPMultivariate = '7422.09', TiDE = '7501.74', DeepNPTS = '7525.61', y = '7510.0', min_within_quantile = '7258.76', max_within_quantile = '7581.08' WHERE ds = '2024-04-23 00:00:00'
-2024-11-25 17:26:03,206 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7511.9', Informer = '7522.29', LSTM = '7544.32', iTransformer = '7258.76', TSMixer = '7500.05', TSMixerx = '7522.14', PatchTST = '7495.4', RNN = '7530.59', GRU = '7533.16', TCN = '7581.08', BiTCN = '7446.86', DilatedRNN = '7526.82', MLP = '7449.73', DLinear = '7504.57', NLinear = '7514.41', TFT = '7421.39', StemGNN = '7314.71', MLPMultivariate = '7422.09', TiDE = '7501.74', DeepNPTS = '7525.61', y = '7510.0', min_within_quantile = '7258.76', max_within_quantile = '7581.08' WHERE ds = '2024-04-23 00:00:00'
-2024-11-25 17:26:03,209 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7504.27', Informer = '7499.5', LSTM = '7531.97', iTransformer = '7277.19', TSMixer = '7492.46', TSMixerx = '7520.43', PatchTST = '7482.69', RNN = '7506.73', GRU = '7519.8', TCN = '7569.62', BiTCN = '7440.99', DilatedRNN = '7514.68', MLP = '7460.15', DLinear = '7501.35', NLinear = '7490.7', TFT = '7417.82', StemGNN = '7319.64', MLPMultivariate = '7421.83', TiDE = '7489.4', DeepNPTS = '7509.19', y = '7487.5', min_within_quantile = '7277.19', max_within_quantile = '7569.62' WHERE ds = '2024-04-24 00:00:00'
-2024-11-25 17:26:03,209 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7504.27', Informer = '7499.5', LSTM = '7531.97', iTransformer = '7277.19', TSMixer = '7492.46', TSMixerx = '7520.43', PatchTST = '7482.69', RNN = '7506.73', GRU = '7519.8', TCN = '7569.62', BiTCN = '7440.99', DilatedRNN = '7514.68', MLP = '7460.15', DLinear = '7501.35', NLinear = '7490.7', TFT = '7417.82', StemGNN = '7319.64', MLPMultivariate = '7421.83', TiDE = '7489.4', DeepNPTS = '7509.19', y = '7487.5', min_within_quantile = '7277.19', max_within_quantile = '7569.62' WHERE ds = '2024-04-24 00:00:00'
-2024-11-25 17:26:03,212 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7486.25', Informer = '7489.61', LSTM = '7516.55', iTransformer = '7305.9', TSMixer = '7474.53', TSMixerx = '7548.24', PatchTST = '7469.55', RNN = '7482.66', GRU = '7502.99', TCN = '7547.37', BiTCN = '7439.33', DilatedRNN = '7499.65', MLP = '7465.73', DLinear = '7476.84', NLinear = '7477.29', TFT = '7416.24', StemGNN = '7324.2', MLPMultivariate = '7439.34', TiDE = '7467.09', DeepNPTS = '7487.12', y = '7487.5', min_within_quantile = '7305.9', max_within_quantile = '7548.24' WHERE ds = '2024-04-25 00:00:00'
-2024-11-25 17:26:03,212 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7486.25', Informer = '7489.61', LSTM = '7516.55', iTransformer = '7305.9', TSMixer = '7474.53', TSMixerx = '7548.24', PatchTST = '7469.55', RNN = '7482.66', GRU = '7502.99', TCN = '7547.37', BiTCN = '7439.33', DilatedRNN = '7499.65', MLP = '7465.73', DLinear = '7476.84', NLinear = '7477.29', TFT = '7416.24', StemGNN = '7324.2', MLPMultivariate = '7439.34', TiDE = '7467.09', DeepNPTS = '7487.12', y = '7487.5', min_within_quantile = '7305.9', max_within_quantile = '7548.24' WHERE ds = '2024-04-25 00:00:00'
-2024-11-25 17:26:03,215 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7485.26', Informer = '7485.22', LSTM = '7518.37', iTransformer = '7294.92', TSMixer = '7474.39', TSMixerx = '7559.39', PatchTST = '7484.3', RNN = '7480.52', GRU = '7506.77', TCN = '7537.21', BiTCN = '7450.98', DilatedRNN = '7499.39', MLP = '7474.18', DLinear = '7488.34', NLinear = '7480.68', TFT = '7419.76', StemGNN = '7326.86', MLPMultivariate = '7430.49', TiDE = '7470.35', DeepNPTS = '7486.91', y = '7502.5', min_within_quantile = '7294.92', max_within_quantile = '7559.39' WHERE ds = '2024-04-26 00:00:00'
-2024-11-25 17:26:03,215 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7485.26', Informer = '7485.22', LSTM = '7518.37', iTransformer = '7294.92', TSMixer = '7474.39', TSMixerx = '7559.39', PatchTST = '7484.3', RNN = '7480.52', GRU = '7506.77', TCN = '7537.21', BiTCN = '7450.98', DilatedRNN = '7499.39', MLP = '7474.18', DLinear = '7488.34', NLinear = '7480.68', TFT = '7419.76', StemGNN = '7326.86', MLPMultivariate = '7430.49', TiDE = '7470.35', DeepNPTS = '7486.91', y = '7502.5', min_within_quantile = '7294.92', max_within_quantile = '7559.39' WHERE ds = '2024-04-26 00:00:00'
-2024-11-25 17:26:03,219 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7495.97', Informer = '7562.73', LSTM = '7529.16', iTransformer = '7287.19', TSMixer = '7488.16', TSMixerx = '7561.48', PatchTST = '7512.93', RNN = '7501.6', GRU = '7518.83', TCN = '7538.35', BiTCN = '7476.58', DilatedRNN = '7510.21', MLP = '7486.65', DLinear = '7480.4', NLinear = '7502.99', TFT = '7418.23', StemGNN = '7330.91', MLPMultivariate = '7436.96', TiDE = '7488.76', DeepNPTS = '7501.64', y = '7527.5', min_within_quantile = '7287.19', max_within_quantile = '7562.73' WHERE ds = '2024-04-28 00:00:00'
-2024-11-25 17:26:03,219 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7495.97', Informer = '7562.73', LSTM = '7529.16', iTransformer = '7287.19', TSMixer = '7488.16', TSMixerx = '7561.48', PatchTST = '7512.93', RNN = '7501.6', GRU = '7518.83', TCN = '7538.35', BiTCN = '7476.58', DilatedRNN = '7510.21', MLP = '7486.65', DLinear = '7480.4', NLinear = '7502.99', TFT = '7418.23', StemGNN = '7330.91', MLPMultivariate = '7436.96', TiDE = '7488.76', DeepNPTS = '7501.64', y = '7527.5', min_within_quantile = '7287.19', max_within_quantile = '7562.73' WHERE ds = '2024-04-28 00:00:00'
-2024-11-25 17:26:03,222 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7515.91', Informer = '7624.48', LSTM = '7546.91', iTransformer = '7279.48', TSMixer = '7510.22', TSMixerx = '7576.79', PatchTST = '7545.4', RNN = '7532.25', GRU = '7538.1', TCN = '7551.5', BiTCN = '7498.8', DilatedRNN = '7530.96', MLP = '7492.32', DLinear = '7507.14', NLinear = '7521.29', TFT = '7443.08', StemGNN = '7334.25', MLPMultivariate = '7455.0', TiDE = '7510.59', DeepNPTS = '7523.06', y = '7537.5', min_within_quantile = '7279.48', max_within_quantile = '7624.48' WHERE ds = '2024-04-29 00:00:00'
-2024-11-25 17:26:03,222 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7515.91', Informer = '7624.48', LSTM = '7546.91', iTransformer = '7279.48', TSMixer = '7510.22', TSMixerx = '7576.79', PatchTST = '7545.4', RNN = '7532.25', GRU = '7538.1', TCN = '7551.5', BiTCN = '7498.8', DilatedRNN = '7530.96', MLP = '7492.32', DLinear = '7507.14', NLinear = '7521.29', TFT = '7443.08', StemGNN = '7334.25', MLPMultivariate = '7455.0', TiDE = '7510.59', DeepNPTS = '7523.06', y = '7537.5', min_within_quantile = '7279.48', max_within_quantile = '7624.48' WHERE ds = '2024-04-29 00:00:00'
-2024-11-25 17:26:03,226 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7522.52', Informer = '7628.2', LSTM = '7552.62', iTransformer = '7346.42', TSMixer = '7519.13', TSMixerx = '7545.64', PatchTST = '7560.92', RNN = '7543.43', GRU = '7542.47', TCN = '7560.26', BiTCN = '7514.21', DilatedRNN = '7540.41', MLP = '7507.21', DLinear = '7532.45', NLinear = '7533.48', TFT = '7450.2', StemGNN = '7338.4', MLPMultivariate = '7478.6', TiDE = '7515.86', DeepNPTS = '7531.5', y = '7532.5', min_within_quantile = '7338.4', max_within_quantile = '7628.2' WHERE ds = '2024-04-30 00:00:00'
-2024-11-25 17:26:03,226 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7522.52', Informer = '7628.2', LSTM = '7552.62', iTransformer = '7346.42', TSMixer = '7519.13', TSMixerx = '7545.64', PatchTST = '7560.92', RNN = '7543.43', GRU = '7542.47', TCN = '7560.26', BiTCN = '7514.21', DilatedRNN = '7540.41', MLP = '7507.21', DLinear = '7532.45', NLinear = '7533.48', TFT = '7450.2', StemGNN = '7338.4', MLPMultivariate = '7478.6', TiDE = '7515.86', DeepNPTS = '7531.5', y = '7532.5', min_within_quantile = '7338.4', max_within_quantile = '7628.2' WHERE ds = '2024-04-30 00:00:00'
-2024-11-25 17:26:03,229 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7520.02', Informer = '7615.18', LSTM = '7547.94', iTransformer = '7367.74', TSMixer = '7512.47', TSMixerx = '7552.5', PatchTST = '7531.26', RNN = '7534.56', GRU = '7537.41', TCN = '7534.05', BiTCN = '7504.78', DilatedRNN = '7535.56', MLP = '7504.68', DLinear = '7517.42', NLinear = '7531.49', TFT = '7448.33', StemGNN = '7343.92', MLPMultivariate = '7466.23', TiDE = '7513.53', DeepNPTS = '7458.82', y = '7502.5', min_within_quantile = '7343.92', max_within_quantile = '7615.18' WHERE ds = '2024-05-06 00:00:00'
-2024-11-25 17:26:03,229 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7520.02', Informer = '7615.18', LSTM = '7547.94', iTransformer = '7367.74', TSMixer = '7512.47', TSMixerx = '7552.5', PatchTST = '7531.26', RNN = '7534.56', GRU = '7537.41', TCN = '7534.05', BiTCN = '7504.78', DilatedRNN = '7535.56', MLP = '7504.68', DLinear = '7517.42', NLinear = '7531.49', TFT = '7448.33', StemGNN = '7343.92', MLPMultivariate = '7466.23', TiDE = '7513.53', DeepNPTS = '7458.82', y = '7502.5', min_within_quantile = '7343.92', max_within_quantile = '7615.18' WHERE ds = '2024-05-06 00:00:00'
-2024-11-25 17:26:03,233 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7490.75', Informer = '7544.09', LSTM = '7525.55', iTransformer = '7360.35', TSMixer = '7482.29', TSMixerx = '7505.21', PatchTST = '7494.13', RNN = '7496.38', GRU = '7512.44', TCN = '7508.45', BiTCN = '7484.02', DilatedRNN = '7511.55', MLP = '7464.48', DLinear = '7491.48', NLinear = '7489.19', TFT = '7435.35', StemGNN = '7350.48', MLPMultivariate = '7427.34', TiDE = '7479.37', DeepNPTS = '7385.34', y = '7475.0', min_within_quantile = '7350.48', max_within_quantile = '7544.09' WHERE ds = '2024-05-07 00:00:00'
-2024-11-25 17:26:03,233 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7490.75', Informer = '7544.09', LSTM = '7525.55', iTransformer = '7360.35', TSMixer = '7482.29', TSMixerx = '7505.21', PatchTST = '7494.13', RNN = '7496.38', GRU = '7512.44', TCN = '7508.45', BiTCN = '7484.02', DilatedRNN = '7511.55', MLP = '7464.48', DLinear = '7491.48', NLinear = '7489.19', TFT = '7435.35', StemGNN = '7350.48', MLPMultivariate = '7427.34', TiDE = '7479.37', DeepNPTS = '7385.34', y = '7475.0', min_within_quantile = '7350.48', max_within_quantile = '7544.09' WHERE ds = '2024-05-07 00:00:00'
-2024-11-25 17:26:03,236 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7465.21', Informer = '7463.71', LSTM = '7508.1', iTransformer = '7314.5', TSMixer = '7451.67', TSMixerx = '7474.96', PatchTST = '7460.93', RNN = '7462.15', GRU = '7493.8', TCN = '7485.64', BiTCN = '7457.34', DilatedRNN = '7490.37', MLP = '7436.19', DLinear = '7457.4', NLinear = '7468.88', TFT = '7427.27', StemGNN = '7357.57', MLPMultivariate = '7294.83', TiDE = '7451.49', DeepNPTS = '7412.37', y = '7512.5', min_within_quantile = '7294.83', max_within_quantile = '7508.1' WHERE ds = '2024-05-08 00:00:00'
-2024-11-25 17:26:03,236 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7465.21', Informer = '7463.71', LSTM = '7508.1', iTransformer = '7314.5', TSMixer = '7451.67', TSMixerx = '7474.96', PatchTST = '7460.93', RNN = '7462.15', GRU = '7493.8', TCN = '7485.64', BiTCN = '7457.34', DilatedRNN = '7490.37', MLP = '7436.19', DLinear = '7457.4', NLinear = '7468.88', TFT = '7427.27', StemGNN = '7357.57', MLPMultivariate = '7294.83', TiDE = '7451.49', DeepNPTS = '7412.37', y = '7512.5', min_within_quantile = '7294.83', max_within_quantile = '7508.1' WHERE ds = '2024-05-08 00:00:00'
-2024-11-25 17:26:03,240 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7502.46', Informer = '7479.3', LSTM = '7537.79', iTransformer = '7298.47', TSMixer = '7473.98', TSMixerx = '7514.62', PatchTST = '7490.37', RNN = '7511.61', GRU = '7531.07', TCN = '7516.06', BiTCN = '7467.68', DilatedRNN = '7518.55', MLP = '7443.93', DLinear = '7476.07', NLinear = '7497.96', TFT = '7460.86', StemGNN = '7365.0', MLPMultivariate = '7273.3', TiDE = '7475.34', DeepNPTS = '7507.1', y = '7505.0', min_within_quantile = '7273.3', max_within_quantile = '7537.79' WHERE ds = '2024-05-09 00:00:00'
-2024-11-25 17:26:03,240 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7502.46', Informer = '7479.3', LSTM = '7537.79', iTransformer = '7298.47', TSMixer = '7473.98', TSMixerx = '7514.62', PatchTST = '7490.37', RNN = '7511.61', GRU = '7531.07', TCN = '7516.06', BiTCN = '7467.68', DilatedRNN = '7518.55', MLP = '7443.93', DLinear = '7476.07', NLinear = '7497.96', TFT = '7460.86', StemGNN = '7365.0', MLPMultivariate = '7273.3', TiDE = '7475.34', DeepNPTS = '7507.1', y = '7505.0', min_within_quantile = '7273.3', max_within_quantile = '7537.79' WHERE ds = '2024-05-09 00:00:00'
-2024-11-25 17:26:03,243 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7504.89', Informer = '7470.37', LSTM = '7528.36', iTransformer = '7280.79', TSMixer = '7477.09', TSMixerx = '7486.53', PatchTST = '7471.01', RNN = '7506.09', GRU = '7515.31', TCN = '7521.28', BiTCN = '7467.61', DilatedRNN = '7510.47', MLP = '7439.12', DLinear = '7475.61', NLinear = '7496.91', TFT = '7472.9', StemGNN = '7373.5', MLPMultivariate = '7230.71', TiDE = '7469.32', DeepNPTS = '7502.97', y = '7477.5', min_within_quantile = '7230.71', max_within_quantile = '7528.36' WHERE ds = '2024-05-10 00:00:00'
-2024-11-25 17:26:03,243 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7504.89', Informer = '7470.37', LSTM = '7528.36', iTransformer = '7280.79', TSMixer = '7477.09', TSMixerx = '7486.53', PatchTST = '7471.01', RNN = '7506.09', GRU = '7515.31', TCN = '7521.28', BiTCN = '7467.61', DilatedRNN = '7510.47', MLP = '7439.12', DLinear = '7475.61', NLinear = '7496.91', TFT = '7472.9', StemGNN = '7373.5', MLPMultivariate = '7230.71', TiDE = '7469.32', DeepNPTS = '7502.97', y = '7477.5', min_within_quantile = '7230.71', max_within_quantile = '7528.36' WHERE ds = '2024-05-10 00:00:00'
-2024-11-25 17:26:03,245 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7479.01', Informer = '7440.38', LSTM = '7510.4', iTransformer = '7270.46', TSMixer = '7464.68', TSMixerx = '7482.19', PatchTST = '7462.48', RNN = '7472.86', GRU = '7495.14', TCN = '7501.23', BiTCN = '7456.51', DilatedRNN = '7493.0', MLP = '7431.41', DLinear = '7464.92', NLinear = '7469.54', TFT = '7447.08', StemGNN = '7382.32', MLPMultivariate = '7232.7', TiDE = '7461.23', DeepNPTS = '7478.14', y = '7475.0', min_within_quantile = '7232.7', max_within_quantile = '7510.4' WHERE ds = '2024-05-11 00:00:00'
-2024-11-25 17:26:03,245 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7479.01', Informer = '7440.38', LSTM = '7510.4', iTransformer = '7270.46', TSMixer = '7464.68', TSMixerx = '7482.19', PatchTST = '7462.48', RNN = '7472.86', GRU = '7495.14', TCN = '7501.23', BiTCN = '7456.51', DilatedRNN = '7493.0', MLP = '7431.41', DLinear = '7464.92', NLinear = '7469.54', TFT = '7447.08', StemGNN = '7382.32', MLPMultivariate = '7232.7', TiDE = '7461.23', DeepNPTS = '7478.14', y = '7475.0', min_within_quantile = '7232.7', max_within_quantile = '7510.4' WHERE ds = '2024-05-11 00:00:00'
-2024-11-25 17:26:03,249 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7494.17', Informer = '7422.18', LSTM = '7510.57', iTransformer = '7272.96', TSMixer = '7468.91', TSMixerx = '7464.44', PatchTST = '7465.47', RNN = '7475.03', GRU = '7497.06', TCN = '7493.72', BiTCN = '7453.21', DilatedRNN = '7492.95', MLP = '7436.06', DLinear = '7479.65', NLinear = '7472.74', TFT = '7456.98', StemGNN = '7391.54', MLPMultivariate = '7278.73', TiDE = '7464.15', DeepNPTS = '7476.08', y = '7485.0', min_within_quantile = '7272.96', max_within_quantile = '7510.57' WHERE ds = '2024-05-13 00:00:00'
-2024-11-25 17:26:03,249 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7494.17', Informer = '7422.18', LSTM = '7510.57', iTransformer = '7272.96', TSMixer = '7468.91', TSMixerx = '7464.44', PatchTST = '7465.47', RNN = '7475.03', GRU = '7497.06', TCN = '7493.72', BiTCN = '7453.21', DilatedRNN = '7492.95', MLP = '7436.06', DLinear = '7479.65', NLinear = '7472.74', TFT = '7456.98', StemGNN = '7391.54', MLPMultivariate = '7278.73', TiDE = '7464.15', DeepNPTS = '7476.08', y = '7485.0', min_within_quantile = '7272.96', max_within_quantile = '7510.57' WHERE ds = '2024-05-13 00:00:00'
-2024-11-25 17:26:03,252 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7490.05', Informer = '7459.35', LSTM = '7517.47', iTransformer = '7292.0', TSMixer = '7475.44', TSMixerx = '7488.99', PatchTST = '7467.43', RNN = '7482.22', GRU = '7505.0', TCN = '7491.7', BiTCN = '7449.48', DilatedRNN = '7495.8', MLP = '7462.32', DLinear = '7482.8', NLinear = '7493.18', TFT = '7467.48', StemGNN = '7402.29', MLPMultivariate = '7311.51', TiDE = '7473.03', DeepNPTS = '7484.51', y = '7507.5', min_within_quantile = '7292.0', max_within_quantile = '7517.47' WHERE ds = '2024-05-14 00:00:00'
-2024-11-25 17:26:03,252 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7490.05', Informer = '7459.35', LSTM = '7517.47', iTransformer = '7292.0', TSMixer = '7475.44', TSMixerx = '7488.99', PatchTST = '7467.43', RNN = '7482.22', GRU = '7505.0', TCN = '7491.7', BiTCN = '7449.48', DilatedRNN = '7495.8', MLP = '7462.32', DLinear = '7482.8', NLinear = '7493.18', TFT = '7467.48', StemGNN = '7402.29', MLPMultivariate = '7311.51', TiDE = '7473.03', DeepNPTS = '7484.51', y = '7507.5', min_within_quantile = '7292.0', max_within_quantile = '7517.47' WHERE ds = '2024-05-14 00:00:00'
-2024-11-25 17:26:03,255 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7505.51', Informer = '7479.1', LSTM = '7533.49', iTransformer = '7342.85', TSMixer = '7496.99', TSMixerx = '7543.64', PatchTST = '7489.92', RNN = '7509.08', GRU = '7523.17', TCN = '7504.63', BiTCN = '7472.61', DilatedRNN = '7513.79', MLP = '7495.91', DLinear = '7500.53', NLinear = '7504.59', TFT = '7490.61', StemGNN = '7407.93', MLPMultivariate = '7341.56', TiDE = '7495.6', DeepNPTS = '7507.27', y = '7510.0', min_within_quantile = '7341.56', max_within_quantile = '7543.64' WHERE ds = '2024-05-15 00:00:00'
-2024-11-25 17:26:03,255 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7505.51', Informer = '7479.1', LSTM = '7533.49', iTransformer = '7342.85', TSMixer = '7496.99', TSMixerx = '7543.64', PatchTST = '7489.92', RNN = '7509.08', GRU = '7523.17', TCN = '7504.63', BiTCN = '7472.61', DilatedRNN = '7513.79', MLP = '7495.91', DLinear = '7500.53', NLinear = '7504.59', TFT = '7490.61', StemGNN = '7407.93', MLPMultivariate = '7341.56', TiDE = '7495.6', DeepNPTS = '7507.27', y = '7510.0', min_within_quantile = '7341.56', max_within_quantile = '7543.64' WHERE ds = '2024-05-15 00:00:00'
-2024-11-25 17:26:03,259 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7502.35', Informer = '7498.85', LSTM = '7533.47', iTransformer = '7349.43', TSMixer = '7507.07', TSMixerx = '7552.25', PatchTST = '7494.65', RNN = '7515.69', GRU = '7521.24', TCN = '7520.24', BiTCN = '7496.29', DilatedRNN = '7517.91', MLP = '7505.36', DLinear = '7509.93', NLinear = '7500.98', TFT = '7496.63', StemGNN = '7411.73', MLPMultivariate = '7332.62', TiDE = '7504.28', DeepNPTS = '7509.08', y = '7525.0', min_within_quantile = '7332.62', max_within_quantile = '7552.25' WHERE ds = '2024-05-16 00:00:00'
-2024-11-25 17:26:03,259 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7502.35', Informer = '7498.85', LSTM = '7533.47', iTransformer = '7349.43', TSMixer = '7507.07', TSMixerx = '7552.25', PatchTST = '7494.65', RNN = '7515.69', GRU = '7521.24', TCN = '7520.24', BiTCN = '7496.29', DilatedRNN = '7517.91', MLP = '7505.36', DLinear = '7509.93', NLinear = '7500.98', TFT = '7496.63', StemGNN = '7411.73', MLPMultivariate = '7332.62', TiDE = '7504.28', DeepNPTS = '7509.08', y = '7525.0', min_within_quantile = '7332.62', max_within_quantile = '7552.25' WHERE ds = '2024-05-16 00:00:00'
-2024-11-25 17:26:03,262 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7515.81', Informer = '7493.88', LSTM = '7544.87', iTransformer = '7371.63', TSMixer = '7519.93', TSMixerx = '7578.68', PatchTST = '7520.25', RNN = '7529.74', GRU = '7535.34', TCN = '7559.65', BiTCN = '7517.23', DilatedRNN = '7530.73', MLP = '7515.29', DLinear = '7521.65', NLinear = '7521.52', TFT = '7513.67', StemGNN = '7413.52', MLPMultivariate = '7344.5', TiDE = '7515.28', DeepNPTS = '7458.27', y = '7587.5', min_within_quantile = '7344.5', max_within_quantile = '7578.68' WHERE ds = '2024-05-17 00:00:00'
-2024-11-25 17:26:03,262 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7515.81', Informer = '7493.88', LSTM = '7544.87', iTransformer = '7371.63', TSMixer = '7519.93', TSMixerx = '7578.68', PatchTST = '7520.25', RNN = '7529.74', GRU = '7535.34', TCN = '7559.65', BiTCN = '7517.23', DilatedRNN = '7530.73', MLP = '7515.29', DLinear = '7521.65', NLinear = '7521.52', TFT = '7513.67', StemGNN = '7413.52', MLPMultivariate = '7344.5', TiDE = '7515.28', DeepNPTS = '7458.27', y = '7587.5', min_within_quantile = '7344.5', max_within_quantile = '7578.68' WHERE ds = '2024-05-17 00:00:00'
-2024-11-25 17:26:03,266 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7585.31', Informer = '7612.47', LSTM = '7596.32', iTransformer = '7418.88', TSMixer = '7568.41', TSMixerx = '7594.8', PatchTST = '7603.39', RNN = '7596.08', GRU = '7589.06', TCN = '7638.46', BiTCN = '7561.32', DilatedRNN = '7578.94', MLP = '7579.88', DLinear = '7560.62', NLinear = '7595.4', TFT = '7586.71', StemGNN = '7414.08', MLPMultivariate = '7380.63', TiDE = '7568.85', DeepNPTS = '7582.93', y = '7670.0', min_within_quantile = '7380.63', max_within_quantile = '7638.46' WHERE ds = '2024-05-20 00:00:00'
-2024-11-25 17:26:03,266 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7585.31', Informer = '7612.47', LSTM = '7596.32', iTransformer = '7418.88', TSMixer = '7568.41', TSMixerx = '7594.8', PatchTST = '7603.39', RNN = '7596.08', GRU = '7589.06', TCN = '7638.46', BiTCN = '7561.32', DilatedRNN = '7578.94', MLP = '7579.88', DLinear = '7560.62', NLinear = '7595.4', TFT = '7586.71', StemGNN = '7414.08', MLPMultivariate = '7380.63', TiDE = '7568.85', DeepNPTS = '7582.93', y = '7670.0', min_within_quantile = '7380.63', max_within_quantile = '7638.46' WHERE ds = '2024-05-20 00:00:00'
-2024-11-25 17:26:03,270 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7680.16', Informer = '7705.88', LSTM = '7673.03', iTransformer = '7440.37', TSMixer = '7638.34', TSMixerx = '7638.54', PatchTST = '7689.84', RNN = '7701.25', GRU = '7672.27', TCN = '7723.09', BiTCN = '7592.08', DilatedRNN = '7660.82', MLP = '7679.96', DLinear = '7642.92', NLinear = '7677.48', TFT = '7641.0', StemGNN = '7413.99', MLPMultivariate = '7472.35', TiDE = '7642.75', DeepNPTS = '7667.83', y = '7677.5', min_within_quantile = '7413.99', max_within_quantile = '7723.09' WHERE ds = '2024-05-21 00:00:00'
-2024-11-25 17:26:03,270 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7680.16', Informer = '7705.88', LSTM = '7673.03', iTransformer = '7440.37', TSMixer = '7638.34', TSMixerx = '7638.54', PatchTST = '7689.84', RNN = '7701.25', GRU = '7672.27', TCN = '7723.09', BiTCN = '7592.08', DilatedRNN = '7660.82', MLP = '7679.96', DLinear = '7642.92', NLinear = '7677.48', TFT = '7641.0', StemGNN = '7413.99', MLPMultivariate = '7472.35', TiDE = '7642.75', DeepNPTS = '7667.83', y = '7677.5', min_within_quantile = '7413.99', max_within_quantile = '7723.09' WHERE ds = '2024-05-21 00:00:00'
-2024-11-25 17:26:03,273 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7698.86', Informer = '7686.67', LSTM = '7669.4', iTransformer = '7439.25', TSMixer = '7657.28', TSMixerx = '7686.7', PatchTST = '7664.3', RNN = '7700.12', GRU = '7660.55', TCN = '7728.22', BiTCN = '7579.34', DilatedRNN = '7665.66', MLP = '7687.48', DLinear = '7658.32', NLinear = '7679.26', TFT = '7651.28', StemGNN = '7415.62', MLPMultivariate = '7450.84', TiDE = '7658.39', DeepNPTS = '7671.11', y = '7677.5', min_within_quantile = '7415.62', max_within_quantile = '7728.22' WHERE ds = '2024-05-22 00:00:00'
-2024-11-25 17:26:03,273 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7698.86', Informer = '7686.67', LSTM = '7669.4', iTransformer = '7439.25', TSMixer = '7657.28', TSMixerx = '7686.7', PatchTST = '7664.3', RNN = '7700.12', GRU = '7660.55', TCN = '7728.22', BiTCN = '7579.34', DilatedRNN = '7665.66', MLP = '7687.48', DLinear = '7658.32', NLinear = '7679.26', TFT = '7651.28', StemGNN = '7415.62', MLPMultivariate = '7450.84', TiDE = '7658.39', DeepNPTS = '7671.11', y = '7677.5', min_within_quantile = '7415.62', max_within_quantile = '7728.22' WHERE ds = '2024-05-22 00:00:00'
-2024-11-25 17:26:03,277 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7694.73', Informer = '7699.76', LSTM = '7668.47', iTransformer = '7456.81', TSMixer = '7655.07', TSMixerx = '7761.17', PatchTST = '7647.98', RNN = '7685.28', GRU = '7664.45', TCN = '7719.24', BiTCN = '7564.39', DilatedRNN = '7667.12', MLP = '7658.72', DLinear = '7665.99', NLinear = '7670.2', TFT = '7665.32', StemGNN = '7419.85', MLPMultivariate = '7480.79', TiDE = '7658.95', DeepNPTS = '7625.35', y = '7645.0', min_within_quantile = '7419.85', max_within_quantile = '7761.17' WHERE ds = '2024-05-23 00:00:00'
-2024-11-25 17:26:03,277 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7694.73', Informer = '7699.76', LSTM = '7668.47', iTransformer = '7456.81', TSMixer = '7655.07', TSMixerx = '7761.17', PatchTST = '7647.98', RNN = '7685.28', GRU = '7664.45', TCN = '7719.24', BiTCN = '7564.39', DilatedRNN = '7667.12', MLP = '7658.72', DLinear = '7665.99', NLinear = '7670.2', TFT = '7665.32', StemGNN = '7419.85', MLPMultivariate = '7480.79', TiDE = '7658.95', DeepNPTS = '7625.35', y = '7645.0', min_within_quantile = '7419.85', max_within_quantile = '7761.17' WHERE ds = '2024-05-23 00:00:00'
-2024-11-25 17:26:03,280 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7648.45', Informer = '7616.18', LSTM = '7629.58', iTransformer = '7454.64', TSMixer = '7619.11', TSMixerx = '7749.11', PatchTST = '7602.05', RNN = '7629.39', GRU = '7622.75', TCN = '7683.57', BiTCN = '7547.5', DilatedRNN = '7625.02', MLP = '7602.54', DLinear = '7648.28', NLinear = '7636.47', TFT = '7618.62', StemGNN = '7426.05', MLPMultivariate = '7450.28', TiDE = '7622.44', DeepNPTS = '7601.46', y = '7630.0', min_within_quantile = '7426.05', max_within_quantile = '7749.11' WHERE ds = '2024-05-24 00:00:00'
-2024-11-25 17:26:03,280 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7648.45', Informer = '7616.18', LSTM = '7629.58', iTransformer = '7454.64', TSMixer = '7619.11', TSMixerx = '7749.11', PatchTST = '7602.05', RNN = '7629.39', GRU = '7622.75', TCN = '7683.57', BiTCN = '7547.5', DilatedRNN = '7625.02', MLP = '7602.54', DLinear = '7648.28', NLinear = '7636.47', TFT = '7618.62', StemGNN = '7426.05', MLPMultivariate = '7450.28', TiDE = '7622.44', DeepNPTS = '7601.46', y = '7630.0', min_within_quantile = '7426.05', max_within_quantile = '7749.11' WHERE ds = '2024-05-24 00:00:00'
-2024-11-25 17:26:03,284 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7623.48', Informer = '7592.54', LSTM = '7619.28', iTransformer = '7428.96', TSMixer = '7597.88', TSMixerx = '7658.79', PatchTST = '7585.54', RNN = '7602.09', GRU = '7616.29', TCN = '7669.08', BiTCN = '7527.81', DilatedRNN = '7602.32', MLP = '7565.19', DLinear = '7609.98', NLinear = '7620.24', TFT = '7554.08', StemGNN = '7434.43', MLPMultivariate = '7423.9', TiDE = '7604.93', DeepNPTS = '7617.23', y = '7650.0', min_within_quantile = '7423.9', max_within_quantile = '7669.08' WHERE ds = '2024-05-27 00:00:00'
-2024-11-25 17:26:03,284 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7623.48', Informer = '7592.54', LSTM = '7619.28', iTransformer = '7428.96', TSMixer = '7597.88', TSMixerx = '7658.79', PatchTST = '7585.54', RNN = '7602.09', GRU = '7616.29', TCN = '7669.08', BiTCN = '7527.81', DilatedRNN = '7602.32', MLP = '7565.19', DLinear = '7609.98', NLinear = '7620.24', TFT = '7554.08', StemGNN = '7434.43', MLPMultivariate = '7423.9', TiDE = '7604.93', DeepNPTS = '7617.23', y = '7650.0', min_within_quantile = '7423.9', max_within_quantile = '7669.08' WHERE ds = '2024-05-27 00:00:00'
-2024-11-25 17:26:03,287 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7635.28', Informer = '7636.18', LSTM = '7641.9', iTransformer = '7437.01', TSMixer = '7611.36', TSMixerx = '7613.04', PatchTST = '7591.25', RNN = '7636.9', GRU = '7642.92', TCN = '7723.32', BiTCN = '7534.48', DilatedRNN = '7625.4', MLP = '7555.91', DLinear = '7618.46', NLinear = '7634.92', TFT = '7547.65', StemGNN = '7443.18', MLPMultivariate = '7429.74', TiDE = '7621.69', DeepNPTS = '7644.29', y = '7690.0', min_within_quantile = '7429.74', max_within_quantile = '7723.32' WHERE ds = '2024-05-28 00:00:00'
-2024-11-25 17:26:03,287 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7635.28', Informer = '7636.18', LSTM = '7641.9', iTransformer = '7437.01', TSMixer = '7611.36', TSMixerx = '7613.04', PatchTST = '7591.25', RNN = '7636.9', GRU = '7642.92', TCN = '7723.32', BiTCN = '7534.48', DilatedRNN = '7625.4', MLP = '7555.91', DLinear = '7618.46', NLinear = '7634.92', TFT = '7547.65', StemGNN = '7443.18', MLPMultivariate = '7429.74', TiDE = '7621.69', DeepNPTS = '7644.29', y = '7690.0', min_within_quantile = '7429.74', max_within_quantile = '7723.32' WHERE ds = '2024-05-28 00:00:00'
-2024-11-25 17:26:03,291 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7672.74', Informer = '7633.56', LSTM = '7684.05', iTransformer = '7528.32', TSMixer = '7650.45', TSMixerx = '7688.61', PatchTST = '7626.96', RNN = '7701.58', GRU = '7688.7', TCN = '7782.45', BiTCN = '7562.19', DilatedRNN = '7670.77', MLP = '7578.69', DLinear = '7660.35', NLinear = '7672.33', TFT = '7577.42', StemGNN = '7451.84', MLPMultivariate = '7468.19', TiDE = '7664.2', DeepNPTS = '7675.41', y = '7690.0', min_within_quantile = '7451.84', max_within_quantile = '7782.45' WHERE ds = '2024-05-29 00:00:00'
-2024-11-25 17:26:03,291 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7672.74', Informer = '7633.56', LSTM = '7684.05', iTransformer = '7528.32', TSMixer = '7650.45', TSMixerx = '7688.61', PatchTST = '7626.96', RNN = '7701.58', GRU = '7688.7', TCN = '7782.45', BiTCN = '7562.19', DilatedRNN = '7670.77', MLP = '7578.69', DLinear = '7660.35', NLinear = '7672.33', TFT = '7577.42', StemGNN = '7451.84', MLPMultivariate = '7468.19', TiDE = '7664.2', DeepNPTS = '7675.41', y = '7690.0', min_within_quantile = '7451.84', max_within_quantile = '7782.45' WHERE ds = '2024-05-29 00:00:00'
-2024-11-25 17:26:03,294 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7654.1', Informer = '7684.07', LSTM = '7678.12', iTransformer = '7541.67', TSMixer = '7659.66', TSMixerx = '7729.29', PatchTST = '7624.52', RNN = '7704.72', GRU = '7676.98', TCN = '7779.26', BiTCN = '7579.58', DilatedRNN = '7671.92', MLP = '7582.24', DLinear = '7666.96', NLinear = '7677.91', TFT = '7594.99', StemGNN = '7460.23', MLPMultivariate = '7495.73', TiDE = '7672.25', DeepNPTS = '7667.67', y = '7716.67', min_within_quantile = '7460.23', max_within_quantile = '7779.26' WHERE ds = '2024-05-30 00:00:00'
-2024-11-25 17:26:03,294 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7654.1', Informer = '7684.07', LSTM = '7678.12', iTransformer = '7541.67', TSMixer = '7659.66', TSMixerx = '7729.29', PatchTST = '7624.52', RNN = '7704.72', GRU = '7676.98', TCN = '7779.26', BiTCN = '7579.58', DilatedRNN = '7671.92', MLP = '7582.24', DLinear = '7666.96', NLinear = '7677.91', TFT = '7594.99', StemGNN = '7460.23', MLPMultivariate = '7495.73', TiDE = '7672.25', DeepNPTS = '7667.67', y = '7716.67', min_within_quantile = '7460.23', max_within_quantile = '7779.26' WHERE ds = '2024-05-30 00:00:00'
-2024-11-25 17:26:03,297 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.27', Informer = '7688.36', LSTM = '7709.91', iTransformer = '7545.66', TSMixer = '7682.7', TSMixerx = '7689.07', PatchTST = '7663.72', RNN = '7741.18', GRU = '7716.75', TCN = '7796.91', BiTCN = '7603.56', DilatedRNN = '7706.31', MLP = '7608.99', DLinear = '7704.17', NLinear = '7713.34', TFT = '7595.06', StemGNN = '7467.27', MLPMultivariate = '7548.03', TiDE = '7691.61', DeepNPTS = '7693.02', y = '7740.0', min_within_quantile = '7467.27', max_within_quantile = '7796.91' WHERE ds = '2024-05-31 00:00:00'
-2024-11-25 17:26:03,297 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.27', Informer = '7688.36', LSTM = '7709.91', iTransformer = '7545.66', TSMixer = '7682.7', TSMixerx = '7689.07', PatchTST = '7663.72', RNN = '7741.18', GRU = '7716.75', TCN = '7796.91', BiTCN = '7603.56', DilatedRNN = '7706.31', MLP = '7608.99', DLinear = '7704.17', NLinear = '7713.34', TFT = '7595.06', StemGNN = '7467.27', MLPMultivariate = '7548.03', TiDE = '7691.61', DeepNPTS = '7693.02', y = '7740.0', min_within_quantile = '7467.27', max_within_quantile = '7796.91' WHERE ds = '2024-05-31 00:00:00'
-2024-11-25 17:26:03,302 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7702.89', Informer = '7687.78', LSTM = '7730.39', iTransformer = '7565.92', TSMixer = '7702.51', TSMixerx = '7678.21', PatchTST = '7698.71', RNN = '7768.16', GRU = '7739.78', TCN = '7802.96', BiTCN = '7623.76', DilatedRNN = '7729.22', MLP = '7646.33', DLinear = '7716.21', NLinear = '7741.67', TFT = '7607.83', StemGNN = '7473.28', MLPMultivariate = '7605.06', TiDE = '7709.22', DeepNPTS = '7727.81', y = '7720.0', min_within_quantile = '7473.28', max_within_quantile = '7802.96' WHERE ds = '2024-06-03 00:00:00'
-2024-11-25 17:26:03,302 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7702.89', Informer = '7687.78', LSTM = '7730.39', iTransformer = '7565.92', TSMixer = '7702.51', TSMixerx = '7678.21', PatchTST = '7698.71', RNN = '7768.16', GRU = '7739.78', TCN = '7802.96', BiTCN = '7623.76', DilatedRNN = '7729.22', MLP = '7646.33', DLinear = '7716.21', NLinear = '7741.67', TFT = '7607.83', StemGNN = '7473.28', MLPMultivariate = '7605.06', TiDE = '7709.22', DeepNPTS = '7727.81', y = '7720.0', min_within_quantile = '7473.28', max_within_quantile = '7802.96' WHERE ds = '2024-06-03 00:00:00'
-2024-11-25 17:26:03,306 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7696.45', Informer = '7719.77', LSTM = '7702.07', iTransformer = '7563.73', TSMixer = '7689.31', TSMixerx = '7703.56', PatchTST = '7673.59', RNN = '7720.68', GRU = '7705.27', TCN = '7791.84', BiTCN = '7619.96', DilatedRNN = '7697.91', MLP = '7630.0', DLinear = '7684.81', NLinear = '7701.14', TFT = '7603.86', StemGNN = '7478.13', MLPMultivariate = '7609.6', TiDE = '7698.05', DeepNPTS = '7718.95', y = '7650.0', min_within_quantile = '7478.13', max_within_quantile = '7791.84' WHERE ds = '2024-06-04 00:00:00'
-2024-11-25 17:26:03,306 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7696.45', Informer = '7719.77', LSTM = '7702.07', iTransformer = '7563.73', TSMixer = '7689.31', TSMixerx = '7703.56', PatchTST = '7673.59', RNN = '7720.68', GRU = '7705.27', TCN = '7791.84', BiTCN = '7619.96', DilatedRNN = '7697.91', MLP = '7630.0', DLinear = '7684.81', NLinear = '7701.14', TFT = '7603.86', StemGNN = '7478.13', MLPMultivariate = '7609.6', TiDE = '7698.05', DeepNPTS = '7718.95', y = '7650.0', min_within_quantile = '7478.13', max_within_quantile = '7791.84' WHERE ds = '2024-06-04 00:00:00'
-2024-11-25 17:26:03,310 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7642.69', Informer = '7663.56', LSTM = '7626.45', iTransformer = '7528.37', TSMixer = '7629.66', TSMixerx = '7668.93', PatchTST = '7610.55', RNN = '7622.92', GRU = '7622.57', TCN = '7725.94', BiTCN = '7597.73', DilatedRNN = '7617.74', MLP = '7596.54', DLinear = '7644.32', NLinear = '7617.92', TFT = '7579.07', StemGNN = '7481.54', MLPMultivariate = '7538.05', TiDE = '7629.27', DeepNPTS = '7650.15', y = '7620.0', min_within_quantile = '7481.54', max_within_quantile = '7725.94' WHERE ds = '2024-06-05 00:00:00'
-2024-11-25 17:26:03,310 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7642.69', Informer = '7663.56', LSTM = '7626.45', iTransformer = '7528.37', TSMixer = '7629.66', TSMixerx = '7668.93', PatchTST = '7610.55', RNN = '7622.92', GRU = '7622.57', TCN = '7725.94', BiTCN = '7597.73', DilatedRNN = '7617.74', MLP = '7596.54', DLinear = '7644.32', NLinear = '7617.92', TFT = '7579.07', StemGNN = '7481.54', MLPMultivariate = '7538.05', TiDE = '7629.27', DeepNPTS = '7650.15', y = '7620.0', min_within_quantile = '7481.54', max_within_quantile = '7725.94' WHERE ds = '2024-06-05 00:00:00'
-2024-11-25 17:26:03,313 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7634.74', Informer = '7659.39', LSTM = '7607.58', iTransformer = '7509.72', TSMixer = '7597.59', TSMixerx = '7690.64', PatchTST = '7610.48', RNN = '7592.94', GRU = '7607.31', TCN = '7648.04', BiTCN = '7587.1', DilatedRNN = '7592.81', MLP = '7593.09', DLinear = '7613.26', NLinear = '7598.03', TFT = '7595.39', StemGNN = '7484.23', MLPMultivariate = '7491.53', TiDE = '7586.05', DeepNPTS = '7619.32', y = '7600.0', min_within_quantile = '7484.23', max_within_quantile = '7690.64' WHERE ds = '2024-06-06 00:00:00'
-2024-11-25 17:26:03,313 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7634.74', Informer = '7659.39', LSTM = '7607.58', iTransformer = '7509.72', TSMixer = '7597.59', TSMixerx = '7690.64', PatchTST = '7610.48', RNN = '7592.94', GRU = '7607.31', TCN = '7648.04', BiTCN = '7587.1', DilatedRNN = '7592.81', MLP = '7593.09', DLinear = '7613.26', NLinear = '7598.03', TFT = '7595.39', StemGNN = '7484.23', MLPMultivariate = '7491.53', TiDE = '7586.05', DeepNPTS = '7619.32', y = '7600.0', min_within_quantile = '7484.23', max_within_quantile = '7690.64' WHERE ds = '2024-06-06 00:00:00'
-2024-11-25 17:26:03,317 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7617.12', Informer = '7610.01', LSTM = '7591.8', iTransformer = '7498.52', TSMixer = '7582.46', TSMixerx = '7650.32', PatchTST = '7621.19', RNN = '7576.67', GRU = '7589.4', TCN = '7599.79', BiTCN = '7580.89', DilatedRNN = '7574.45', MLP = '7592.76', DLinear = '7572.69', NLinear = '7587.91', TFT = '7577.3', StemGNN = '7487.19', MLPMultivariate = '7470.38', TiDE = '7575.11', DeepNPTS = '7600.84', y = '7606.67', min_within_quantile = '7470.38', max_within_quantile = '7650.32' WHERE ds = '2024-06-07 00:00:00'
-2024-11-25 17:26:03,317 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7617.12', Informer = '7610.01', LSTM = '7591.8', iTransformer = '7498.52', TSMixer = '7582.46', TSMixerx = '7650.32', PatchTST = '7621.19', RNN = '7576.67', GRU = '7589.4', TCN = '7599.79', BiTCN = '7580.89', DilatedRNN = '7574.45', MLP = '7592.76', DLinear = '7572.69', NLinear = '7587.91', TFT = '7577.3', StemGNN = '7487.19', MLPMultivariate = '7470.38', TiDE = '7575.11', DeepNPTS = '7600.84', y = '7606.67', min_within_quantile = '7470.38', max_within_quantile = '7650.32' WHERE ds = '2024-06-07 00:00:00'
-2024-11-25 17:26:03,320 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7611.94', Informer = '7633.09', LSTM = '7603.6', iTransformer = '7493.56', TSMixer = '7591.12', TSMixerx = '7632.76', PatchTST = '7620.96', RNN = '7591.12', GRU = '7600.96', TCN = '7620.96', BiTCN = '7583.22', DilatedRNN = '7583.42', MLP = '7583.54', DLinear = '7582.77', NLinear = '7602.66', TFT = '7577.2', StemGNN = '7490.31', MLPMultivariate = '7481.58', TiDE = '7592.15', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7481.58', max_within_quantile = '7633.09' WHERE ds = '2024-06-11 00:00:00'
-2024-11-25 17:26:03,320 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7611.94', Informer = '7633.09', LSTM = '7603.6', iTransformer = '7493.56', TSMixer = '7591.12', TSMixerx = '7632.76', PatchTST = '7620.96', RNN = '7591.12', GRU = '7600.96', TCN = '7620.96', BiTCN = '7583.22', DilatedRNN = '7583.42', MLP = '7583.54', DLinear = '7582.77', NLinear = '7602.66', TFT = '7577.2', StemGNN = '7490.31', MLPMultivariate = '7481.58', TiDE = '7592.15', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7481.58', max_within_quantile = '7633.09' WHERE ds = '2024-06-11 00:00:00'
-2024-11-25 17:26:03,323 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7613.38', Informer = '7652.18', LSTM = '7616.68', iTransformer = '7483.28', TSMixer = '7607.61', TSMixerx = '7638.63', PatchTST = '7629.52', RNN = '7618.94', GRU = '7612.19', TCN = '7660.15', BiTCN = '7602.21', DilatedRNN = '7602.57', MLP = '7581.66', DLinear = '7605.89', NLinear = '7614.25', TFT = '7572.99', StemGNN = '7493.3', MLPMultivariate = '7498.66', TiDE = '7606.73', DeepNPTS = '7617.93', y = '7673.33', min_within_quantile = '7483.28', max_within_quantile = '7660.15' WHERE ds = '2024-06-12 00:00:00'
-2024-11-25 17:26:03,323 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7613.38', Informer = '7652.18', LSTM = '7616.68', iTransformer = '7483.28', TSMixer = '7607.61', TSMixerx = '7638.63', PatchTST = '7629.52', RNN = '7618.94', GRU = '7612.19', TCN = '7660.15', BiTCN = '7602.21', DilatedRNN = '7602.57', MLP = '7581.66', DLinear = '7605.89', NLinear = '7614.25', TFT = '7572.99', StemGNN = '7493.3', MLPMultivariate = '7498.66', TiDE = '7606.73', DeepNPTS = '7617.93', y = '7673.33', min_within_quantile = '7483.28', max_within_quantile = '7660.15' WHERE ds = '2024-06-12 00:00:00'
-2024-11-25 17:26:03,326 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7668.2', Informer = '7725.86', LSTM = '7672.95', iTransformer = '7576.9', TSMixer = '7650.81', TSMixerx = '7681.37', PatchTST = '7678.68', RNN = '7694.77', GRU = '7675.37', TCN = '7720.72', BiTCN = '7631.78', DilatedRNN = '7665.12', MLP = '7621.41', DLinear = '7662.01', NLinear = '7678.85', TFT = '7613.25', StemGNN = '7497.74', MLPMultivariate = '7540.82', TiDE = '7648.21', DeepNPTS = '7672.11', y = '7690.0', min_within_quantile = '7497.74', max_within_quantile = '7725.86' WHERE ds = '2024-06-13 00:00:00'
-2024-11-25 17:26:03,326 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7668.2', Informer = '7725.86', LSTM = '7672.95', iTransformer = '7576.9', TSMixer = '7650.81', TSMixerx = '7681.37', PatchTST = '7678.68', RNN = '7694.77', GRU = '7675.37', TCN = '7720.72', BiTCN = '7631.78', DilatedRNN = '7665.12', MLP = '7621.41', DLinear = '7662.01', NLinear = '7678.85', TFT = '7613.25', StemGNN = '7497.74', MLPMultivariate = '7540.82', TiDE = '7648.21', DeepNPTS = '7672.11', y = '7690.0', min_within_quantile = '7497.74', max_within_quantile = '7725.86' WHERE ds = '2024-06-13 00:00:00'
-2024-11-25 17:26:03,330 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7688.97', Informer = '7723.6', LSTM = '7682.49', iTransformer = '7639.26', TSMixer = '7669.08', TSMixerx = '7730.77', PatchTST = '7688.48', RNN = '7714.08', GRU = '7679.92', TCN = '7722.99', BiTCN = '7657.59', DilatedRNN = '7681.26', MLP = '7657.69', DLinear = '7683.32', NLinear = '7694.44', TFT = '7624.94', StemGNN = '7501.77', MLPMultivariate = '7579.2', TiDE = '7667.22', DeepNPTS = '7688.38', y = '7690.0', min_within_quantile = '7501.77', max_within_quantile = '7730.77' WHERE ds = '2024-06-14 00:00:00'
-2024-11-25 17:26:03,330 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7688.97', Informer = '7723.6', LSTM = '7682.49', iTransformer = '7639.26', TSMixer = '7669.08', TSMixerx = '7730.77', PatchTST = '7688.48', RNN = '7714.08', GRU = '7679.92', TCN = '7722.99', BiTCN = '7657.59', DilatedRNN = '7681.26', MLP = '7657.69', DLinear = '7683.32', NLinear = '7694.44', TFT = '7624.94', StemGNN = '7501.77', MLPMultivariate = '7579.2', TiDE = '7667.22', DeepNPTS = '7688.38', y = '7690.0', min_within_quantile = '7501.77', max_within_quantile = '7730.77' WHERE ds = '2024-06-14 00:00:00'
-2024-11-25 17:26:03,334 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7702.75', Informer = '7743.2', LSTM = '7680.26', iTransformer = '7606.05', TSMixer = '7673.18', TSMixerx = '7770.84', PatchTST = '7685.93', RNN = '7698.41', GRU = '7678.56', TCN = '7718.09', BiTCN = '7676.33', DilatedRNN = '7680.22', MLP = '7670.84', DLinear = '7678.4', NLinear = '7688.88', TFT = '7643.54', StemGNN = '7505.94', MLPMultivariate = '7603.83', TiDE = '7671.66', DeepNPTS = '7678.96', y = '7656.67', min_within_quantile = '7505.94', max_within_quantile = '7770.84' WHERE ds = '2024-06-17 00:00:00'
-2024-11-25 17:26:03,334 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7702.75', Informer = '7743.2', LSTM = '7680.26', iTransformer = '7606.05', TSMixer = '7673.18', TSMixerx = '7770.84', PatchTST = '7685.93', RNN = '7698.41', GRU = '7678.56', TCN = '7718.09', BiTCN = '7676.33', DilatedRNN = '7680.22', MLP = '7670.84', DLinear = '7678.4', NLinear = '7688.88', TFT = '7643.54', StemGNN = '7505.94', MLPMultivariate = '7603.83', TiDE = '7671.66', DeepNPTS = '7678.96', y = '7656.67', min_within_quantile = '7505.94', max_within_quantile = '7770.84' WHERE ds = '2024-06-17 00:00:00'
-2024-11-25 17:26:03,337 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7668.99', Informer = '7708.37', LSTM = '7640.73', iTransformer = '7514.17', TSMixer = '7643.87', TSMixerx = '7691.71', PatchTST = '7650.44', RNN = '7642.54', GRU = '7635.29', TCN = '7677.14', BiTCN = '7664.74', DilatedRNN = '7638.76', MLP = '7635.66', DLinear = '7647.59', NLinear = '7648.63', TFT = '7617.83', StemGNN = '7510.3', MLPMultivariate = '7576.42', TiDE = '7644.72', DeepNPTS = '7653.86', y = '7656.67', min_within_quantile = '7510.3', max_within_quantile = '7708.37' WHERE ds = '2024-06-18 00:00:00'
-2024-11-25 17:26:03,337 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7668.99', Informer = '7708.37', LSTM = '7640.73', iTransformer = '7514.17', TSMixer = '7643.87', TSMixerx = '7691.71', PatchTST = '7650.44', RNN = '7642.54', GRU = '7635.29', TCN = '7677.14', BiTCN = '7664.74', DilatedRNN = '7638.76', MLP = '7635.66', DLinear = '7647.59', NLinear = '7648.63', TFT = '7617.83', StemGNN = '7510.3', MLPMultivariate = '7576.42', TiDE = '7644.72', DeepNPTS = '7653.86', y = '7656.67', min_within_quantile = '7510.3', max_within_quantile = '7708.37' WHERE ds = '2024-06-18 00:00:00'
-2024-11-25 17:26:03,341 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7691.18', Informer = '7745.72', LSTM = '7646.26', iTransformer = '7601.36', TSMixer = '7632.72', TSMixerx = '7640.09', PatchTST = '7657.11', RNN = '7634.98', GRU = '7646.54', TCN = '7665.58', BiTCN = '7653.72', DilatedRNN = '7634.75', MLP = '7628.78', DLinear = '7636.86', NLinear = '7647.25', TFT = '7627.6', StemGNN = '7513.44', MLPMultivariate = '7628.77', TiDE = '7626.58', DeepNPTS = '7646.61', y = '7670.0', min_within_quantile = '7513.44', max_within_quantile = '7745.72' WHERE ds = '2024-06-19 00:00:00'
-2024-11-25 17:26:03,341 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7691.18', Informer = '7745.72', LSTM = '7646.26', iTransformer = '7601.36', TSMixer = '7632.72', TSMixerx = '7640.09', PatchTST = '7657.11', RNN = '7634.98', GRU = '7646.54', TCN = '7665.58', BiTCN = '7653.72', DilatedRNN = '7634.75', MLP = '7628.78', DLinear = '7636.86', NLinear = '7647.25', TFT = '7627.6', StemGNN = '7513.44', MLPMultivariate = '7628.77', TiDE = '7626.58', DeepNPTS = '7646.61', y = '7670.0', min_within_quantile = '7513.44', max_within_quantile = '7745.72' WHERE ds = '2024-06-19 00:00:00'
-2024-11-25 17:26:03,344 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7718.97', Informer = '7752.12', LSTM = '7659.66', iTransformer = '7711.48', TSMixer = '7641.15', TSMixerx = '7693.33', PatchTST = '7669.69', RNN = '7659.4', GRU = '7661.6', TCN = '7687.98', BiTCN = '7641.96', DilatedRNN = '7650.63', MLP = '7679.31', DLinear = '7641.12', NLinear = '7662.87', TFT = '7640.89', StemGNN = '7516.77', MLPMultivariate = '7714.1', TiDE = '7627.53', DeepNPTS = '7668.4', y = '7680.0', min_within_quantile = '7516.77', max_within_quantile = '7752.12' WHERE ds = '2024-06-20 00:00:00'
-2024-11-25 17:26:03,344 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7718.97', Informer = '7752.12', LSTM = '7659.66', iTransformer = '7711.48', TSMixer = '7641.15', TSMixerx = '7693.33', PatchTST = '7669.69', RNN = '7659.4', GRU = '7661.6', TCN = '7687.98', BiTCN = '7641.96', DilatedRNN = '7650.63', MLP = '7679.31', DLinear = '7641.12', NLinear = '7662.87', TFT = '7640.89', StemGNN = '7516.77', MLPMultivariate = '7714.1', TiDE = '7627.53', DeepNPTS = '7668.4', y = '7680.0', min_within_quantile = '7516.77', max_within_quantile = '7752.12' WHERE ds = '2024-06-20 00:00:00'
-2024-11-25 17:26:03,347 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7715.4', Informer = '7731.31', LSTM = '7669.79', iTransformer = '7717.89', TSMixer = '7659.71', TSMixerx = '7694.0', PatchTST = '7674.88', RNN = '7678.38', GRU = '7671.39', TCN = '7699.59', BiTCN = '7631.2', DilatedRNN = '7661.68', MLP = '7675.61', DLinear = '7664.85', NLinear = '7676.44', TFT = '7645.92', StemGNN = '7521.11', MLPMultivariate = '7711.61', TiDE = '7650.17', DeepNPTS = '7675.61', y = '7680.0', min_within_quantile = '7521.11', max_within_quantile = '7731.31' WHERE ds = '2024-06-21 00:00:00'
-2024-11-25 17:26:03,347 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7715.4', Informer = '7731.31', LSTM = '7669.79', iTransformer = '7717.89', TSMixer = '7659.71', TSMixerx = '7694.0', PatchTST = '7674.88', RNN = '7678.38', GRU = '7671.39', TCN = '7699.59', BiTCN = '7631.2', DilatedRNN = '7661.68', MLP = '7675.61', DLinear = '7664.85', NLinear = '7676.44', TFT = '7645.92', StemGNN = '7521.11', MLPMultivariate = '7711.61', TiDE = '7650.17', DeepNPTS = '7675.61', y = '7680.0', min_within_quantile = '7521.11', max_within_quantile = '7731.31' WHERE ds = '2024-06-21 00:00:00'
-2024-11-25 17:26:03,350 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7686.33', Informer = '7694.57', LSTM = '7668.56', iTransformer = '7597.92', TSMixer = '7671.78', TSMixerx = '7647.56', PatchTST = '7665.37', RNN = '7685.28', GRU = '7668.85', TCN = '7696.91', BiTCN = '7627.38', DilatedRNN = '7663.75', MLP = '7645.79', DLinear = '7671.87', NLinear = '7683.32', TFT = '7644.86', StemGNN = '7526.85', MLPMultivariate = '7688.01', TiDE = '7671.03', DeepNPTS = '7674.54', y = '7680.0', min_within_quantile = '7526.85', max_within_quantile = '7696.91' WHERE ds = '2024-06-24 00:00:00'
-2024-11-25 17:26:03,350 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7686.33', Informer = '7694.57', LSTM = '7668.56', iTransformer = '7597.92', TSMixer = '7671.78', TSMixerx = '7647.56', PatchTST = '7665.37', RNN = '7685.28', GRU = '7668.85', TCN = '7696.91', BiTCN = '7627.38', DilatedRNN = '7663.75', MLP = '7645.79', DLinear = '7671.87', NLinear = '7683.32', TFT = '7644.86', StemGNN = '7526.85', MLPMultivariate = '7688.01', TiDE = '7671.03', DeepNPTS = '7674.54', y = '7680.0', min_within_quantile = '7526.85', max_within_quantile = '7696.91' WHERE ds = '2024-06-24 00:00:00'
-2024-11-25 17:26:03,354 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7665.52', Informer = '7709.56', LSTM = '7668.59', iTransformer = '7577.72', TSMixer = '7671.42', TSMixerx = '7656.53', PatchTST = '7658.14', RNN = '7683.03', GRU = '7669.38', TCN = '7703.91', BiTCN = '7623.07', DilatedRNN = '7663.15', MLP = '7634.31', DLinear = '7682.65', NLinear = '7680.2', TFT = '7641.54', StemGNN = '7532.86', MLPMultivariate = '7678.85', TiDE = '7676.8', DeepNPTS = '7674.8', y = '7693.33', min_within_quantile = '7532.86', max_within_quantile = '7709.56' WHERE ds = '2024-06-25 00:00:00'
-2024-11-25 17:26:03,354 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7665.52', Informer = '7709.56', LSTM = '7668.59', iTransformer = '7577.72', TSMixer = '7671.42', TSMixerx = '7656.53', PatchTST = '7658.14', RNN = '7683.03', GRU = '7669.38', TCN = '7703.91', BiTCN = '7623.07', DilatedRNN = '7663.15', MLP = '7634.31', DLinear = '7682.65', NLinear = '7680.2', TFT = '7641.54', StemGNN = '7532.86', MLPMultivariate = '7678.85', TiDE = '7676.8', DeepNPTS = '7674.8', y = '7693.33', min_within_quantile = '7532.86', max_within_quantile = '7709.56' WHERE ds = '2024-06-25 00:00:00'
-2024-11-25 17:26:03,357 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7671.96', Informer = '7715.52', LSTM = '7683.3', iTransformer = '7586.25', TSMixer = '7675.02', TSMixerx = '7683.18', PatchTST = '7663.18', RNN = '7697.19', GRU = '7686.8', TCN = '7721.56', BiTCN = '7625.45', DilatedRNN = '7677.1', MLP = '7644.65', DLinear = '7704.71', NLinear = '7696.05', TFT = '7649.18', StemGNN = '7538.33', MLPMultivariate = '7690.86', TiDE = '7682.41', DeepNPTS = '7689.09', y = '7716.67', min_within_quantile = '7538.33', max_within_quantile = '7721.56' WHERE ds = '2024-06-26 00:00:00'
-2024-11-25 17:26:03,357 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7671.96', Informer = '7715.52', LSTM = '7683.3', iTransformer = '7586.25', TSMixer = '7675.02', TSMixerx = '7683.18', PatchTST = '7663.18', RNN = '7697.19', GRU = '7686.8', TCN = '7721.56', BiTCN = '7625.45', DilatedRNN = '7677.1', MLP = '7644.65', DLinear = '7704.71', NLinear = '7696.05', TFT = '7649.18', StemGNN = '7538.33', MLPMultivariate = '7690.86', TiDE = '7682.41', DeepNPTS = '7689.09', y = '7716.67', min_within_quantile = '7538.33', max_within_quantile = '7721.56' WHERE ds = '2024-06-26 00:00:00'
-2024-11-25 17:26:03,361 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7703.01', Informer = '7742.53', LSTM = '7707.52', iTransformer = '7652.17', TSMixer = '7689.92', TSMixerx = '7818.58', PatchTST = '7677.76', RNN = '7729.65', GRU = '7714.67', TCN = '7750.92', BiTCN = '7662.26', DilatedRNN = '7702.04', MLP = '7655.83', DLinear = '7700.59', NLinear = '7711.06', TFT = '7652.92', StemGNN = '7542.72', MLPMultivariate = '7692.48', TiDE = '7691.56', DeepNPTS = '7699.8', y = '7723.33', min_within_quantile = '7542.72', max_within_quantile = '7818.58' WHERE ds = '2024-06-27 00:00:00'
-2024-11-25 17:26:03,361 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7703.01', Informer = '7742.53', LSTM = '7707.52', iTransformer = '7652.17', TSMixer = '7689.92', TSMixerx = '7818.58', PatchTST = '7677.76', RNN = '7729.65', GRU = '7714.67', TCN = '7750.92', BiTCN = '7662.26', DilatedRNN = '7702.04', MLP = '7655.83', DLinear = '7700.59', NLinear = '7711.06', TFT = '7652.92', StemGNN = '7542.72', MLPMultivariate = '7692.48', TiDE = '7691.56', DeepNPTS = '7699.8', y = '7723.33', min_within_quantile = '7542.72', max_within_quantile = '7818.58' WHERE ds = '2024-06-27 00:00:00'
-2024-11-25 17:26:03,365 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7712.85', Informer = '7704.65', LSTM = '7710.88', iTransformer = '7706.31', TSMixer = '7699.74', TSMixerx = '7823.54', PatchTST = '7684.22', RNN = '7737.79', GRU = '7716.84', TCN = '7763.68', BiTCN = '7688.47', DilatedRNN = '7707.55', MLP = '7667.67', DLinear = '7689.85', NLinear = '7713.34', TFT = '7654.94', StemGNN = '7546.84', MLPMultivariate = '7687.07', TiDE = '7699.69', DeepNPTS = '7649.63', y = '7730.0', min_within_quantile = '7546.84', max_within_quantile = '7823.54' WHERE ds = '2024-06-28 00:00:00'
-2024-11-25 17:26:03,365 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7712.85', Informer = '7704.65', LSTM = '7710.88', iTransformer = '7706.31', TSMixer = '7699.74', TSMixerx = '7823.54', PatchTST = '7684.22', RNN = '7737.79', GRU = '7716.84', TCN = '7763.68', BiTCN = '7688.47', DilatedRNN = '7707.55', MLP = '7667.67', DLinear = '7689.85', NLinear = '7713.34', TFT = '7654.94', StemGNN = '7546.84', MLPMultivariate = '7687.07', TiDE = '7699.69', DeepNPTS = '7649.63', y = '7730.0', min_within_quantile = '7546.84', max_within_quantile = '7823.54' WHERE ds = '2024-06-28 00:00:00'
-2024-11-25 17:26:03,369 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7733.42', Informer = '7743.2', LSTM = '7717.54', iTransformer = '7631.48', TSMixer = '7709.64', TSMixerx = '7784.27', PatchTST = '7712.86', RNN = '7745.12', GRU = '7725.86', TCN = '7759.22', BiTCN = '7722.15', DilatedRNN = '7716.8', MLP = '7697.69', DLinear = '7704.62', NLinear = '7718.76', TFT = '7661.79', StemGNN = '7551.45', MLPMultivariate = '7708.97', TiDE = '7714.89', DeepNPTS = '7673.29', y = '7763.33', min_within_quantile = '7551.45', max_within_quantile = '7784.27' WHERE ds = '2024-07-01 00:00:00'
-2024-11-25 17:26:03,369 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7733.42', Informer = '7743.2', LSTM = '7717.54', iTransformer = '7631.48', TSMixer = '7709.64', TSMixerx = '7784.27', PatchTST = '7712.86', RNN = '7745.12', GRU = '7725.86', TCN = '7759.22', BiTCN = '7722.15', DilatedRNN = '7716.8', MLP = '7697.69', DLinear = '7704.62', NLinear = '7718.76', TFT = '7661.79', StemGNN = '7551.45', MLPMultivariate = '7708.97', TiDE = '7714.89', DeepNPTS = '7673.29', y = '7763.33', min_within_quantile = '7551.45', max_within_quantile = '7784.27' WHERE ds = '2024-07-01 00:00:00'
-2024-11-25 17:26:03,372 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7777.35', Informer = '7833.21', LSTM = '7756.37', iTransformer = '7625.18', TSMixer = '7736.62', TSMixerx = '7754.62', PatchTST = '7765.79', RNN = '7794.51', GRU = '7772.97', TCN = '7764.55', BiTCN = '7734.89', DilatedRNN = '7756.52', MLP = '7740.86', DLinear = '7740.93', NLinear = '7753.89', TFT = '7701.43', StemGNN = '7557.82', MLPMultivariate = '7796.03', TiDE = '7736.97', DeepNPTS = '7742.19', y = '7780.0', min_within_quantile = '7557.82', max_within_quantile = '7833.21' WHERE ds = '2024-07-02 00:00:00'
-2024-11-25 17:26:03,372 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7777.35', Informer = '7833.21', LSTM = '7756.37', iTransformer = '7625.18', TSMixer = '7736.62', TSMixerx = '7754.62', PatchTST = '7765.79', RNN = '7794.51', GRU = '7772.97', TCN = '7764.55', BiTCN = '7734.89', DilatedRNN = '7756.52', MLP = '7740.86', DLinear = '7740.93', NLinear = '7753.89', TFT = '7701.43', StemGNN = '7557.82', MLPMultivariate = '7796.03', TiDE = '7736.97', DeepNPTS = '7742.19', y = '7780.0', min_within_quantile = '7557.82', max_within_quantile = '7833.21' WHERE ds = '2024-07-02 00:00:00'
-2024-11-25 17:26:03,375 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7793.05', Informer = '7885.29', LSTM = '7769.56', iTransformer = '7660.08', TSMixer = '7749.06', TSMixerx = '7757.67', PatchTST = '7760.5', RNN = '7814.17', GRU = '7785.07', TCN = '7776.79', BiTCN = '7729.0', DilatedRNN = '7771.71', MLP = '7742.1', DLinear = '7748.2', NLinear = '7775.49', TFT = '7731.81', StemGNN = '7566.34', MLPMultivariate = '7809.81', TiDE = '7739.48', DeepNPTS = '7774.14', y = '7800.0', min_within_quantile = '7566.34', max_within_quantile = '7885.29' WHERE ds = '2024-07-03 00:00:00'
-2024-11-25 17:26:03,375 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7793.05', Informer = '7885.29', LSTM = '7769.56', iTransformer = '7660.08', TSMixer = '7749.06', TSMixerx = '7757.67', PatchTST = '7760.5', RNN = '7814.17', GRU = '7785.07', TCN = '7776.79', BiTCN = '7729.0', DilatedRNN = '7771.71', MLP = '7742.1', DLinear = '7748.2', NLinear = '7775.49', TFT = '7731.81', StemGNN = '7566.34', MLPMultivariate = '7809.81', TiDE = '7739.48', DeepNPTS = '7774.14', y = '7800.0', min_within_quantile = '7566.34', max_within_quantile = '7885.29' WHERE ds = '2024-07-03 00:00:00'
-2024-11-25 17:26:03,378 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7815.67', Informer = '7877.75', LSTM = '7792.46', iTransformer = '7698.08', TSMixer = '7771.5', TSMixerx = '7817.96', PatchTST = '7788.1', RNN = '7843.38', GRU = '7810.04', TCN = '7803.12', BiTCN = '7719.77', DilatedRNN = '7797.33', MLP = '7745.44', DLinear = '7770.51', NLinear = '7793.83', TFT = '7752.93', StemGNN = '7572.65', MLPMultivariate = '7817.66', TiDE = '7768.63', DeepNPTS = '7786.72', y = '7800.0', min_within_quantile = '7572.65', max_within_quantile = '7877.75' WHERE ds = '2024-07-04 00:00:00'
-2024-11-25 17:26:03,378 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7815.67', Informer = '7877.75', LSTM = '7792.46', iTransformer = '7698.08', TSMixer = '7771.5', TSMixerx = '7817.96', PatchTST = '7788.1', RNN = '7843.38', GRU = '7810.04', TCN = '7803.12', BiTCN = '7719.77', DilatedRNN = '7797.33', MLP = '7745.44', DLinear = '7770.51', NLinear = '7793.83', TFT = '7752.93', StemGNN = '7572.65', MLPMultivariate = '7817.66', TiDE = '7768.63', DeepNPTS = '7786.72', y = '7800.0', min_within_quantile = '7572.65', max_within_quantile = '7877.75' WHERE ds = '2024-07-04 00:00:00'
-2024-11-25 17:26:03,381 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7814.57', Informer = '7874.78', LSTM = '7785.93', iTransformer = '7691.69', TSMixer = '7779.42', TSMixerx = '7893.99', PatchTST = '7787.79', RNN = '7841.67', GRU = '7803.42', TCN = '7810.6', BiTCN = '7703.61', DilatedRNN = '7796.57', MLP = '7742.43', DLinear = '7785.46', NLinear = '7790.56', TFT = '7744.75', StemGNN = '7580.04', MLPMultivariate = '7787.22', TiDE = '7783.15', DeepNPTS = '7774.05', y = '7766.67', min_within_quantile = '7580.04', max_within_quantile = '7893.99' WHERE ds = '2024-07-05 00:00:00'
-2024-11-25 17:26:03,381 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7814.57', Informer = '7874.78', LSTM = '7785.93', iTransformer = '7691.69', TSMixer = '7779.42', TSMixerx = '7893.99', PatchTST = '7787.79', RNN = '7841.67', GRU = '7803.42', TCN = '7810.6', BiTCN = '7703.61', DilatedRNN = '7796.57', MLP = '7742.43', DLinear = '7785.46', NLinear = '7790.56', TFT = '7744.75', StemGNN = '7580.04', MLPMultivariate = '7787.22', TiDE = '7783.15', DeepNPTS = '7774.05', y = '7766.67', min_within_quantile = '7580.04', max_within_quantile = '7893.99' WHERE ds = '2024-07-05 00:00:00'
-2024-11-25 17:26:03,385 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7766.38', Informer = '7766.68', LSTM = '7742.46', iTransformer = '7680.77', TSMixer = '7752.83', TSMixerx = '7872.05', PatchTST = '7747.42', RNN = '7775.19', GRU = '7757.46', TCN = '7783.46', BiTCN = '7685.1', DilatedRNN = '7749.29', MLP = '7708.51', DLinear = '7772.08', NLinear = '7757.71', TFT = '7723.99', StemGNN = '7590.38', MLPMultivariate = '7718.86', TiDE = '7757.73', DeepNPTS = '7755.95', y = '7746.67', min_within_quantile = '7590.38', max_within_quantile = '7872.05' WHERE ds = '2024-07-08 00:00:00'
-2024-11-25 17:26:03,385 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7766.38', Informer = '7766.68', LSTM = '7742.46', iTransformer = '7680.77', TSMixer = '7752.83', TSMixerx = '7872.05', PatchTST = '7747.42', RNN = '7775.19', GRU = '7757.46', TCN = '7783.46', BiTCN = '7685.1', DilatedRNN = '7749.29', MLP = '7708.51', DLinear = '7772.08', NLinear = '7757.71', TFT = '7723.99', StemGNN = '7590.38', MLPMultivariate = '7718.86', TiDE = '7757.73', DeepNPTS = '7755.95', y = '7746.67', min_within_quantile = '7590.38', max_within_quantile = '7872.05' WHERE ds = '2024-07-08 00:00:00'
-2024-11-25 17:26:03,389 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7725.56', Informer = '7746.0', LSTM = '7724.66', iTransformer = '7674.87', TSMixer = '7727.57', TSMixerx = '7840.04', PatchTST = '7719.68', RNN = '7742.05', GRU = '7740.73', TCN = '7764.74', BiTCN = '7690.16', DilatedRNN = '7726.68', MLP = '7678.45', DLinear = '7742.49', NLinear = '7737.88', TFT = '7714.42', StemGNN = '7601.74', MLPMultivariate = '7707.87', TiDE = '7731.23', DeepNPTS = '7745.96', y = '7720.0', min_within_quantile = '7601.74', max_within_quantile = '7840.04' WHERE ds = '2024-07-09 00:00:00'
-2024-11-25 17:26:03,389 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7725.56', Informer = '7746.0', LSTM = '7724.66', iTransformer = '7674.87', TSMixer = '7727.57', TSMixerx = '7840.04', PatchTST = '7719.68', RNN = '7742.05', GRU = '7740.73', TCN = '7764.74', BiTCN = '7690.16', DilatedRNN = '7726.68', MLP = '7678.45', DLinear = '7742.49', NLinear = '7737.88', TFT = '7714.42', StemGNN = '7601.74', MLPMultivariate = '7707.87', TiDE = '7731.23', DeepNPTS = '7745.96', y = '7720.0', min_within_quantile = '7601.74', max_within_quantile = '7840.04' WHERE ds = '2024-07-09 00:00:00'
-2024-11-25 17:26:03,393 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7689.71', Informer = '7680.7', LSTM = '7696.23', iTransformer = '7625.04', TSMixer = '7703.02', TSMixerx = '7752.99', PatchTST = '7693.72', RNN = '7704.65', GRU = '7707.71', TCN = '7728.3', BiTCN = '7684.02', DilatedRNN = '7692.74', MLP = '7649.39', DLinear = '7705.47', NLinear = '7706.5', TFT = '7682.82', StemGNN = '7612.97', MLPMultivariate = '7688.19', TiDE = '7704.91', DeepNPTS = '7711.5', y = '7693.33', min_within_quantile = '7612.97', max_within_quantile = '7752.99' WHERE ds = '2024-07-10 00:00:00'
-2024-11-25 17:26:03,393 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7689.71', Informer = '7680.7', LSTM = '7696.23', iTransformer = '7625.04', TSMixer = '7703.02', TSMixerx = '7752.99', PatchTST = '7693.72', RNN = '7704.65', GRU = '7707.71', TCN = '7728.3', BiTCN = '7684.02', DilatedRNN = '7692.74', MLP = '7649.39', DLinear = '7705.47', NLinear = '7706.5', TFT = '7682.82', StemGNN = '7612.97', MLPMultivariate = '7688.19', TiDE = '7704.91', DeepNPTS = '7711.5', y = '7693.33', min_within_quantile = '7612.97', max_within_quantile = '7752.99' WHERE ds = '2024-07-10 00:00:00'
-2024-11-25 17:26:03,397 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7666.56', Informer = '7627.17', LSTM = '7672.3', iTransformer = '7639.91', TSMixer = '7677.05', TSMixerx = '7709.77', PatchTST = '7684.25', RNN = '7670.65', GRU = '7679.98', TCN = '7697.21', BiTCN = '7678.23', DilatedRNN = '7661.87', MLP = '7643.46', DLinear = '7675.11', NLinear = '7679.45', TFT = '7668.4', StemGNN = '7622.69', MLPMultivariate = '7777.12', TiDE = '7681.51', DeepNPTS = '7694.03', y = '7686.67', min_within_quantile = '7622.69', max_within_quantile = '7777.12' WHERE ds = '2024-07-11 00:00:00'
-2024-11-25 17:26:03,397 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7666.56', Informer = '7627.17', LSTM = '7672.3', iTransformer = '7639.91', TSMixer = '7677.05', TSMixerx = '7709.77', PatchTST = '7684.25', RNN = '7670.65', GRU = '7679.98', TCN = '7697.21', BiTCN = '7678.23', DilatedRNN = '7661.87', MLP = '7643.46', DLinear = '7675.11', NLinear = '7679.45', TFT = '7668.4', StemGNN = '7622.69', MLPMultivariate = '7777.12', TiDE = '7681.51', DeepNPTS = '7694.03', y = '7686.67', min_within_quantile = '7622.69', max_within_quantile = '7777.12' WHERE ds = '2024-07-11 00:00:00'
-2024-11-25 17:26:03,400 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7670.48', Informer = '7625.11', LSTM = '7670.88', iTransformer = '7595.57', TSMixer = '7670.76', TSMixerx = '7672.59', PatchTST = '7677.61', RNN = '7676.93', GRU = '7678.01', TCN = '7704.56', BiTCN = '7671.76', DilatedRNN = '7662.49', MLP = '7644.97', DLinear = '7673.68', NLinear = '7672.04', TFT = '7650.33', StemGNN = '7632.85', MLPMultivariate = '7769.78', TiDE = '7671.87', DeepNPTS = '7661.17', y = '7680.0', min_within_quantile = '7595.57', max_within_quantile = '7769.78' WHERE ds = '2024-07-12 00:00:00'
-2024-11-25 17:26:03,400 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7670.48', Informer = '7625.11', LSTM = '7670.88', iTransformer = '7595.57', TSMixer = '7670.76', TSMixerx = '7672.59', PatchTST = '7677.61', RNN = '7676.93', GRU = '7678.01', TCN = '7704.56', BiTCN = '7671.76', DilatedRNN = '7662.49', MLP = '7644.97', DLinear = '7673.68', NLinear = '7672.04', TFT = '7650.33', StemGNN = '7632.85', MLPMultivariate = '7769.78', TiDE = '7671.87', DeepNPTS = '7661.17', y = '7680.0', min_within_quantile = '7595.57', max_within_quantile = '7769.78' WHERE ds = '2024-07-12 00:00:00'
-2024-11-25 17:26:03,404 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7675.21', Informer = '7612.81', LSTM = '7665.47', iTransformer = '7622.48', TSMixer = '7663.81', TSMixerx = '7645.65', PatchTST = '7662.7', RNN = '7674.24', GRU = '7669.63', TCN = '7719.38', BiTCN = '7666.83', DilatedRNN = '7657.44', MLP = '7652.59', DLinear = '7668.21', NLinear = '7666.85', TFT = '7673.2', StemGNN = '7642.34', MLPMultivariate = '7756.22', TiDE = '7662.18', DeepNPTS = '7675.25', y = '7680.0', min_within_quantile = '7612.81', max_within_quantile = '7756.22' WHERE ds = '2024-07-15 00:00:00'
-2024-11-25 17:26:03,404 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7675.21', Informer = '7612.81', LSTM = '7665.47', iTransformer = '7622.48', TSMixer = '7663.81', TSMixerx = '7645.65', PatchTST = '7662.7', RNN = '7674.24', GRU = '7669.63', TCN = '7719.38', BiTCN = '7666.83', DilatedRNN = '7657.44', MLP = '7652.59', DLinear = '7668.21', NLinear = '7666.85', TFT = '7673.2', StemGNN = '7642.34', MLPMultivariate = '7756.22', TiDE = '7662.18', DeepNPTS = '7675.25', y = '7680.0', min_within_quantile = '7612.81', max_within_quantile = '7756.22' WHERE ds = '2024-07-15 00:00:00'
-2024-11-25 17:26:03,407 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7675.22', Informer = '7648.81', LSTM = '7668.13', iTransformer = '7637.65', TSMixer = '7664.85', TSMixerx = '7659.63', PatchTST = '7659.0', RNN = '7677.15', GRU = '7671.31', TCN = '7738.53', BiTCN = '7662.54', DilatedRNN = '7660.45', MLP = '7648.2', DLinear = '7663.08', NLinear = '7674.94', TFT = '7683.17', StemGNN = '7647.09', MLPMultivariate = '7735.84', TiDE = '7663.58', DeepNPTS = '7673.45', y = '7666.67', min_within_quantile = '7637.65', max_within_quantile = '7738.53' WHERE ds = '2024-07-16 00:00:00'
-2024-11-25 17:26:03,407 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7675.22', Informer = '7648.81', LSTM = '7668.13', iTransformer = '7637.65', TSMixer = '7664.85', TSMixerx = '7659.63', PatchTST = '7659.0', RNN = '7677.15', GRU = '7671.31', TCN = '7738.53', BiTCN = '7662.54', DilatedRNN = '7660.45', MLP = '7648.2', DLinear = '7663.08', NLinear = '7674.94', TFT = '7683.17', StemGNN = '7647.09', MLPMultivariate = '7735.84', TiDE = '7663.58', DeepNPTS = '7673.45', y = '7666.67', min_within_quantile = '7637.65', max_within_quantile = '7738.53' WHERE ds = '2024-07-16 00:00:00'
-2024-11-25 17:26:03,411 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7667.08', Informer = '7658.21', LSTM = '7653.35', iTransformer = '7636.15', TSMixer = '7655.64', TSMixerx = '7650.85', PatchTST = '7657.71', RNN = '7660.91', GRU = '7652.64', TCN = '7738.04', BiTCN = '7653.61', DilatedRNN = '7646.33', MLP = '7647.49', DLinear = '7651.19', NLinear = '7657.73', TFT = '7687.84', StemGNN = '7646.97', MLPMultivariate = '7730.52', TiDE = '7654.45', DeepNPTS = '7668.55', y = '7660.0', min_within_quantile = '7636.15', max_within_quantile = '7738.04' WHERE ds = '2024-07-17 00:00:00'
-2024-11-25 17:26:03,411 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7667.08', Informer = '7658.21', LSTM = '7653.35', iTransformer = '7636.15', TSMixer = '7655.64', TSMixerx = '7650.85', PatchTST = '7657.71', RNN = '7660.91', GRU = '7652.64', TCN = '7738.04', BiTCN = '7653.61', DilatedRNN = '7646.33', MLP = '7647.49', DLinear = '7651.19', NLinear = '7657.73', TFT = '7687.84', StemGNN = '7646.97', MLPMultivariate = '7730.52', TiDE = '7654.45', DeepNPTS = '7668.55', y = '7660.0', min_within_quantile = '7636.15', max_within_quantile = '7738.04' WHERE ds = '2024-07-17 00:00:00'
-2024-11-25 17:26:03,415 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7671.42', Informer = '7663.67', LSTM = '7648.87', iTransformer = '7644.63', TSMixer = '7650.11', TSMixerx = '7671.19', PatchTST = '7655.08', RNN = '7648.6', GRU = '7648.22', TCN = '7725.68', BiTCN = '7652.1', DilatedRNN = '7640.21', MLP = '7654.52', DLinear = '7653.55', NLinear = '7656.35', TFT = '7671.18', StemGNN = '7646.34', MLPMultivariate = '7724.26', TiDE = '7644.07', DeepNPTS = '7666.62', y = '7656.67', min_within_quantile = '7640.21', max_within_quantile = '7725.68' WHERE ds = '2024-07-18 00:00:00'
-2024-11-25 17:26:03,415 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7671.42', Informer = '7663.67', LSTM = '7648.87', iTransformer = '7644.63', TSMixer = '7650.11', TSMixerx = '7671.19', PatchTST = '7655.08', RNN = '7648.6', GRU = '7648.22', TCN = '7725.68', BiTCN = '7652.1', DilatedRNN = '7640.21', MLP = '7654.52', DLinear = '7653.55', NLinear = '7656.35', TFT = '7671.18', StemGNN = '7646.34', MLPMultivariate = '7724.26', TiDE = '7644.07', DeepNPTS = '7666.62', y = '7656.67', min_within_quantile = '7640.21', max_within_quantile = '7725.68' WHERE ds = '2024-07-18 00:00:00'
-2024-11-25 17:26:03,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7673.38', Informer = '7662.81', LSTM = '7645.91', iTransformer = '7635.03', TSMixer = '7650.84', TSMixerx = '7691.84', PatchTST = '7657.41', RNN = '7645.19', GRU = '7644.79', TCN = '7710.2', BiTCN = '7654.19', DilatedRNN = '7637.67', MLP = '7654.17', DLinear = '7649.19', NLinear = '7661.01', TFT = '7658.45', StemGNN = '7645.59', MLPMultivariate = '7730.67', TiDE = '7645.69', DeepNPTS = '7669.43', y = '7656.67', min_within_quantile = '7635.03', max_within_quantile = '7730.67' WHERE ds = '2024-07-19 00:00:00'
-2024-11-25 17:26:03,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7673.38', Informer = '7662.81', LSTM = '7645.91', iTransformer = '7635.03', TSMixer = '7650.84', TSMixerx = '7691.84', PatchTST = '7657.41', RNN = '7645.19', GRU = '7644.79', TCN = '7710.2', BiTCN = '7654.19', DilatedRNN = '7637.67', MLP = '7654.17', DLinear = '7649.19', NLinear = '7661.01', TFT = '7658.45', StemGNN = '7645.59', MLPMultivariate = '7730.67', TiDE = '7645.69', DeepNPTS = '7669.43', y = '7656.67', min_within_quantile = '7635.03', max_within_quantile = '7730.67' WHERE ds = '2024-07-19 00:00:00'
-2024-11-25 17:26:03,422 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7675.31', Informer = '7661.68', LSTM = '7646.75', iTransformer = '7606.68', TSMixer = '7658.91', TSMixerx = '7665.73', PatchTST = '7658.72', RNN = '7645.68', GRU = '7645.46', TCN = '7695.63', BiTCN = '7654.54', DilatedRNN = '7638.13', MLP = '7658.05', DLinear = '7663.3', NLinear = '7659.9', TFT = '7654.87', StemGNN = '7646.1', MLPMultivariate = '7732.23', TiDE = '7652.65', DeepNPTS = '7685.11', y = '7640.0', min_within_quantile = '7606.68', max_within_quantile = '7732.23' WHERE ds = '2024-07-22 00:00:00'
-2024-11-25 17:26:03,422 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7675.31', Informer = '7661.68', LSTM = '7646.75', iTransformer = '7606.68', TSMixer = '7658.91', TSMixerx = '7665.73', PatchTST = '7658.72', RNN = '7645.68', GRU = '7645.46', TCN = '7695.63', BiTCN = '7654.54', DilatedRNN = '7638.13', MLP = '7658.05', DLinear = '7663.3', NLinear = '7659.9', TFT = '7654.87', StemGNN = '7646.1', MLPMultivariate = '7732.23', TiDE = '7652.65', DeepNPTS = '7685.11', y = '7640.0', min_within_quantile = '7606.68', max_within_quantile = '7732.23' WHERE ds = '2024-07-22 00:00:00'
-2024-11-25 17:26:03,425 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7655.07', Informer = '7635.92', LSTM = '7628.95', iTransformer = '7675.52', TSMixer = '7649.45', TSMixerx = '7666.07', PatchTST = '7650.56', RNN = '7625.95', GRU = '7624.49', TCN = '7668.14', BiTCN = '7653.74', DilatedRNN = '7620.65', MLP = '7661.12', DLinear = '7648.3', NLinear = '7643.22', TFT = '7631.41', StemGNN = '7646.62', MLPMultivariate = '7718.05', TiDE = '7642.74', DeepNPTS = '7686.79', y = '7623.33', min_within_quantile = '7620.65', max_within_quantile = '7718.05' WHERE ds = '2024-07-23 00:00:00'
-2024-11-25 17:26:03,425 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7655.07', Informer = '7635.92', LSTM = '7628.95', iTransformer = '7675.52', TSMixer = '7649.45', TSMixerx = '7666.07', PatchTST = '7650.56', RNN = '7625.95', GRU = '7624.49', TCN = '7668.14', BiTCN = '7653.74', DilatedRNN = '7620.65', MLP = '7661.12', DLinear = '7648.3', NLinear = '7643.22', TFT = '7631.41', StemGNN = '7646.62', MLPMultivariate = '7718.05', TiDE = '7642.74', DeepNPTS = '7686.79', y = '7623.33', min_within_quantile = '7620.65', max_within_quantile = '7718.05' WHERE ds = '2024-07-23 00:00:00'
-2024-11-25 17:26:03,428 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7637.15', Informer = '7613.38', LSTM = '7614.83', iTransformer = '7621.22', TSMixer = '7634.84', TSMixerx = '7636.8', PatchTST = '7635.67', RNN = '7607.85', GRU = '7610.19', TCN = '7646.73', BiTCN = '7647.11', DilatedRNN = '7602.95', MLP = '7661.91', DLinear = '7630.75', NLinear = '7625.53', TFT = '7612.71', StemGNN = '7645.27', MLPMultivariate = '7702.03', TiDE = '7628.94', DeepNPTS = '7670.2', y = '7623.33', min_within_quantile = '7602.95', max_within_quantile = '7702.03' WHERE ds = '2024-07-24 00:00:00'
-2024-11-25 17:26:03,428 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7637.15', Informer = '7613.38', LSTM = '7614.83', iTransformer = '7621.22', TSMixer = '7634.84', TSMixerx = '7636.8', PatchTST = '7635.67', RNN = '7607.85', GRU = '7610.19', TCN = '7646.73', BiTCN = '7647.11', DilatedRNN = '7602.95', MLP = '7661.91', DLinear = '7630.75', NLinear = '7625.53', TFT = '7612.71', StemGNN = '7645.27', MLPMultivariate = '7702.03', TiDE = '7628.94', DeepNPTS = '7670.2', y = '7623.33', min_within_quantile = '7602.95', max_within_quantile = '7702.03' WHERE ds = '2024-07-24 00:00:00'
-2024-11-25 17:26:03,432 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7628.03', Informer = '7606.55', LSTM = '7617.16', iTransformer = '7614.58', TSMixer = '7629.18', TSMixerx = '7618.28', PatchTST = '7619.98', RNN = '7610.22', GRU = '7613.45', TCN = '7652.32', BiTCN = '7635.52', DilatedRNN = '7603.64', MLP = '7658.55', DLinear = '7640.1', NLinear = '7628.21', TFT = '7609.65', StemGNN = '7642.58', MLPMultivariate = '7688.94', TiDE = '7625.99', DeepNPTS = '7657.31', y = '7616.67', min_within_quantile = '7603.64', max_within_quantile = '7688.94' WHERE ds = '2024-07-25 00:00:00'
-2024-11-25 17:26:03,432 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7628.03', Informer = '7606.55', LSTM = '7617.16', iTransformer = '7614.58', TSMixer = '7629.18', TSMixerx = '7618.28', PatchTST = '7619.98', RNN = '7610.22', GRU = '7613.45', TCN = '7652.32', BiTCN = '7635.52', DilatedRNN = '7603.64', MLP = '7658.55', DLinear = '7640.1', NLinear = '7628.21', TFT = '7609.65', StemGNN = '7642.58', MLPMultivariate = '7688.94', TiDE = '7625.99', DeepNPTS = '7657.31', y = '7616.67', min_within_quantile = '7603.64', max_within_quantile = '7688.94' WHERE ds = '2024-07-25 00:00:00'
-2024-11-25 17:26:03,436 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7611.11', Informer = '7599.25', LSTM = '7610.59', iTransformer = '7624.58', TSMixer = '7620.97', TSMixerx = '7638.6', PatchTST = '7603.39', RNN = '7603.94', GRU = '7604.93', TCN = '7648.75', BiTCN = '7620.04', DilatedRNN = '7596.26', MLP = '7640.1', DLinear = '7627.85', NLinear = '7615.85', TFT = '7599.86', StemGNN = '7639.6', MLPMultivariate = '7669.72', TiDE = '7616.48', DeepNPTS = '7640.4', y = '7606.67', min_within_quantile = '7596.26', max_within_quantile = '7669.72' WHERE ds = '2024-07-26 00:00:00'
-2024-11-25 17:26:03,436 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7611.11', Informer = '7599.25', LSTM = '7610.59', iTransformer = '7624.58', TSMixer = '7620.97', TSMixerx = '7638.6', PatchTST = '7603.39', RNN = '7603.94', GRU = '7604.93', TCN = '7648.75', BiTCN = '7620.04', DilatedRNN = '7596.26', MLP = '7640.1', DLinear = '7627.85', NLinear = '7615.85', TFT = '7599.86', StemGNN = '7639.6', MLPMultivariate = '7669.72', TiDE = '7616.48', DeepNPTS = '7640.4', y = '7606.67', min_within_quantile = '7596.26', max_within_quantile = '7669.72' WHERE ds = '2024-07-26 00:00:00'
-2024-11-25 17:26:03,439 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7603.3', Informer = '7600.72', LSTM = '7602.4', iTransformer = '7626.07', TSMixer = '7608.39', TSMixerx = '7641.4', PatchTST = '7602.9', RNN = '7595.74', GRU = '7595.78', TCN = '7639.67', BiTCN = '7607.43', DilatedRNN = '7588.55', MLP = '7624.01', DLinear = '7601.76', NLinear = '7604.88', TFT = '7586.06', StemGNN = '7635.69', MLPMultivariate = '7647.2', TiDE = '7605.79', DeepNPTS = '7624.13', y = '7593.33', min_within_quantile = '7586.06', max_within_quantile = '7647.2' WHERE ds = '2024-07-29 00:00:00'
-2024-11-25 17:26:03,439 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7603.3', Informer = '7600.72', LSTM = '7602.4', iTransformer = '7626.07', TSMixer = '7608.39', TSMixerx = '7641.4', PatchTST = '7602.9', RNN = '7595.74', GRU = '7595.78', TCN = '7639.67', BiTCN = '7607.43', DilatedRNN = '7588.55', MLP = '7624.01', DLinear = '7601.76', NLinear = '7604.88', TFT = '7586.06', StemGNN = '7635.69', MLPMultivariate = '7647.2', TiDE = '7605.79', DeepNPTS = '7624.13', y = '7593.33', min_within_quantile = '7586.06', max_within_quantile = '7647.2' WHERE ds = '2024-07-29 00:00:00'
-2024-11-25 17:26:03,443 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7586.22', Informer = '7604.28', LSTM = '7590.88', iTransformer = '7603.55', TSMixer = '7592.37', TSMixerx = '7636.32', PatchTST = '7597.28', RNN = '7584.99', GRU = '7583.81', TCN = '7619.3', BiTCN = '7593.78', DilatedRNN = '7577.29', MLP = '7607.94', DLinear = '7588.06', NLinear = '7592.28', TFT = '7570.23', StemGNN = '7631.03', MLPMultivariate = '7628.78', TiDE = '7591.25', DeepNPTS = '7623.44', y = '7593.33', min_within_quantile = '7570.23', max_within_quantile = '7636.32' WHERE ds = '2024-07-30 00:00:00'
-2024-11-25 17:26:03,443 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7586.22', Informer = '7604.28', LSTM = '7590.88', iTransformer = '7603.55', TSMixer = '7592.37', TSMixerx = '7636.32', PatchTST = '7597.28', RNN = '7584.99', GRU = '7583.81', TCN = '7619.3', BiTCN = '7593.78', DilatedRNN = '7577.29', MLP = '7607.94', DLinear = '7588.06', NLinear = '7592.28', TFT = '7570.23', StemGNN = '7631.03', MLPMultivariate = '7628.78', TiDE = '7591.25', DeepNPTS = '7623.44', y = '7593.33', min_within_quantile = '7570.23', max_within_quantile = '7636.32' WHERE ds = '2024-07-30 00:00:00'
-2024-11-25 17:26:03,446 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7578.76', Informer = '7582.31', LSTM = '7592.9', iTransformer = '7569.34', TSMixer = '7586.28', TSMixerx = '7627.75', PatchTST = '7588.68', RNN = '7584.67', GRU = '7586.29', TCN = '7611.09', BiTCN = '7575.38', DilatedRNN = '7576.95', MLP = '7578.27', DLinear = '7581.35', NLinear = '7595.51', TFT = '7564.33', StemGNN = '7626.67', MLPMultivariate = '7605.44', TiDE = '7585.04', DeepNPTS = '7617.02', y = '7583.33', min_within_quantile = '7564.33', max_within_quantile = '7627.75' WHERE ds = '2024-07-31 00:00:00'
-2024-11-25 17:26:03,446 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7578.76', Informer = '7582.31', LSTM = '7592.9', iTransformer = '7569.34', TSMixer = '7586.28', TSMixerx = '7627.75', PatchTST = '7588.68', RNN = '7584.67', GRU = '7586.29', TCN = '7611.09', BiTCN = '7575.38', DilatedRNN = '7576.95', MLP = '7578.27', DLinear = '7581.35', NLinear = '7595.51', TFT = '7564.33', StemGNN = '7626.67', MLPMultivariate = '7605.44', TiDE = '7585.04', DeepNPTS = '7617.02', y = '7583.33', min_within_quantile = '7564.33', max_within_quantile = '7627.75' WHERE ds = '2024-07-31 00:00:00'
-2024-11-25 17:26:03,450 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7560.72', Informer = '7574.36', LSTM = '7583.4', iTransformer = '7548.79', TSMixer = '7576.85', TSMixerx = '7602.49', PatchTST = '7571.56', RNN = '7575.48', GRU = '7575.94', TCN = '7585.09', BiTCN = '7560.99', DilatedRNN = '7567.93', MLP = '7548.02', DLinear = '7573.66', NLinear = '7580.31', TFT = '7553.26', StemGNN = '7623.36', MLPMultivariate = '7578.57', TiDE = '7572.53', DeepNPTS = '7607.33', y = '7620.0', min_within_quantile = '7548.02', max_within_quantile = '7623.36' WHERE ds = '2024-08-01 00:00:00'
-2024-11-25 17:26:03,450 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7560.72', Informer = '7574.36', LSTM = '7583.4', iTransformer = '7548.79', TSMixer = '7576.85', TSMixerx = '7602.49', PatchTST = '7571.56', RNN = '7575.48', GRU = '7575.94', TCN = '7585.09', BiTCN = '7560.99', DilatedRNN = '7567.93', MLP = '7548.02', DLinear = '7573.66', NLinear = '7580.31', TFT = '7553.26', StemGNN = '7623.36', MLPMultivariate = '7578.57', TiDE = '7572.53', DeepNPTS = '7607.33', y = '7620.0', min_within_quantile = '7548.02', max_within_quantile = '7623.36' WHERE ds = '2024-08-01 00:00:00'
-2024-11-25 17:26:03,453 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7593.17', Informer = '7581.27', LSTM = '7620.91', iTransformer = '7556.45', TSMixer = '7606.21', TSMixerx = '7593.81', PatchTST = '7599.15', RNN = '7616.85', GRU = '7617.29', TCN = '7647.68', BiTCN = '7569.59', DilatedRNN = '7602.17', MLP = '7553.31', DLinear = '7605.38', NLinear = '7622.83', TFT = '7589.68', StemGNN = '7623.36', MLPMultivariate = '7617.55', TiDE = '7602.67', DeepNPTS = '7600.54', y = '7623.33', min_within_quantile = '7553.31', max_within_quantile = '7647.68' WHERE ds = '2024-08-02 00:00:00'
-2024-11-25 17:26:03,453 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7593.17', Informer = '7581.27', LSTM = '7620.91', iTransformer = '7556.45', TSMixer = '7606.21', TSMixerx = '7593.81', PatchTST = '7599.15', RNN = '7616.85', GRU = '7617.29', TCN = '7647.68', BiTCN = '7569.59', DilatedRNN = '7602.17', MLP = '7553.31', DLinear = '7605.38', NLinear = '7622.83', TFT = '7589.68', StemGNN = '7623.36', MLPMultivariate = '7617.55', TiDE = '7602.67', DeepNPTS = '7600.54', y = '7623.33', min_within_quantile = '7553.31', max_within_quantile = '7647.68' WHERE ds = '2024-08-02 00:00:00'
-2024-11-25 17:26:03,457 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7596.9', Informer = '7579.23', LSTM = '7618.19', iTransformer = '7567.54', TSMixer = '7620.75', TSMixerx = '7616.18', PatchTST = '7603.39', RNN = '7622.09', GRU = '7609.75', TCN = '7660.62', BiTCN = '7585.43', DilatedRNN = '7604.76', MLP = '7573.62', DLinear = '7612.06', NLinear = '7624.3', TFT = '7592.15', StemGNN = '7624.55', MLPMultivariate = '7642.78', TiDE = '7619.87', DeepNPTS = '7612.78', y = '7610.0', min_within_quantile = '7567.54', max_within_quantile = '7660.62' WHERE ds = '2024-08-05 00:00:00'
-2024-11-25 17:26:03,457 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7596.9', Informer = '7579.23', LSTM = '7618.19', iTransformer = '7567.54', TSMixer = '7620.75', TSMixerx = '7616.18', PatchTST = '7603.39', RNN = '7622.09', GRU = '7609.75', TCN = '7660.62', BiTCN = '7585.43', DilatedRNN = '7604.76', MLP = '7573.62', DLinear = '7612.06', NLinear = '7624.3', TFT = '7592.15', StemGNN = '7624.55', MLPMultivariate = '7642.78', TiDE = '7619.87', DeepNPTS = '7612.78', y = '7610.0', min_within_quantile = '7567.54', max_within_quantile = '7660.62' WHERE ds = '2024-08-05 00:00:00'
-2024-11-25 17:26:03,461 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7589.63', Informer = '7580.23', LSTM = '7605.78', iTransformer = '7576.32', TSMixer = '7618.17', TSMixerx = '7616.56', PatchTST = '7603.22', RNN = '7600.9', GRU = '7597.09', TCN = '7631.65', BiTCN = '7594.35', DilatedRNN = '7592.02', MLP = '7596.6', DLinear = '7622.93', NLinear = '7607.33', TFT = '7578.52', StemGNN = '7624.73', MLPMultivariate = '7662.72', TiDE = '7620.38', DeepNPTS = '7589.8', y = '7596.67', min_within_quantile = '7576.32', max_within_quantile = '7662.72' WHERE ds = '2024-08-06 00:00:00'
-2024-11-25 17:26:03,461 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7589.63', Informer = '7580.23', LSTM = '7605.78', iTransformer = '7576.32', TSMixer = '7618.17', TSMixerx = '7616.56', PatchTST = '7603.22', RNN = '7600.9', GRU = '7597.09', TCN = '7631.65', BiTCN = '7594.35', DilatedRNN = '7592.02', MLP = '7596.6', DLinear = '7622.93', NLinear = '7607.33', TFT = '7578.52', StemGNN = '7624.73', MLPMultivariate = '7662.72', TiDE = '7620.38', DeepNPTS = '7589.8', y = '7596.67', min_within_quantile = '7576.32', max_within_quantile = '7662.72' WHERE ds = '2024-08-06 00:00:00'
-2024-11-25 17:26:03,464 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7576.32', Informer = '7563.5', LSTM = '7593.74', iTransformer = '7566.21', TSMixer = '7606.13', TSMixerx = '7610.06', PatchTST = '7584.71', RNN = '7588.96', GRU = '7585.77', TCN = '7608.61', BiTCN = '7594.59', DilatedRNN = '7582.28', MLP = '7592.82', DLinear = '7612.05', NLinear = '7596.54', TFT = '7584.99', StemGNN = '7623.5', MLPMultivariate = '7648.15', TiDE = '7601.08', DeepNPTS = '7614.44', y = '7586.67', min_within_quantile = '7563.5', max_within_quantile = '7648.15' WHERE ds = '2024-08-07 00:00:00'
-2024-11-25 17:26:03,464 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7576.32', Informer = '7563.5', LSTM = '7593.74', iTransformer = '7566.21', TSMixer = '7606.13', TSMixerx = '7610.06', PatchTST = '7584.71', RNN = '7588.96', GRU = '7585.77', TCN = '7608.61', BiTCN = '7594.59', DilatedRNN = '7582.28', MLP = '7592.82', DLinear = '7612.05', NLinear = '7596.54', TFT = '7584.99', StemGNN = '7623.5', MLPMultivariate = '7648.15', TiDE = '7601.08', DeepNPTS = '7614.44', y = '7586.67', min_within_quantile = '7563.5', max_within_quantile = '7648.15' WHERE ds = '2024-08-07 00:00:00'
-2024-11-25 17:26:03,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7568.6', Informer = '7563.38', LSTM = '7585.7', iTransformer = '7553.38', TSMixer = '7593.91', TSMixerx = '7592.17', PatchTST = '7573.87', RNN = '7574.28', GRU = '7578.87', TCN = '7581.67', BiTCN = '7588.92', DilatedRNN = '7570.48', MLP = '7569.77', DLinear = '7589.12', NLinear = '7587.08', TFT = '7582.39', StemGNN = '7619.79', MLPMultivariate = '7614.06', TiDE = '7587.93', DeepNPTS = '7606.67', y = '7583.33', min_within_quantile = '7553.38', max_within_quantile = '7619.79' WHERE ds = '2024-08-08 00:00:00'
-2024-11-25 17:26:03,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7568.6', Informer = '7563.38', LSTM = '7585.7', iTransformer = '7553.38', TSMixer = '7593.91', TSMixerx = '7592.17', PatchTST = '7573.87', RNN = '7574.28', GRU = '7578.87', TCN = '7581.67', BiTCN = '7588.92', DilatedRNN = '7570.48', MLP = '7569.77', DLinear = '7589.12', NLinear = '7587.08', TFT = '7582.39', StemGNN = '7619.79', MLPMultivariate = '7614.06', TiDE = '7587.93', DeepNPTS = '7606.67', y = '7583.33', min_within_quantile = '7553.38', max_within_quantile = '7619.79' WHERE ds = '2024-08-08 00:00:00'
-2024-11-25 17:26:03,472 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7575.48', Informer = '7565.25', LSTM = '7584.02', iTransformer = '7556.81', TSMixer = '7586.92', TSMixerx = '7590.01', PatchTST = '7576.53', RNN = '7572.49', GRU = '7577.45', TCN = '7577.44', BiTCN = '7583.82', DilatedRNN = '7568.17', MLP = '7567.84', DLinear = '7579.86', NLinear = '7581.39', TFT = '7577.33', StemGNN = '7615.64', MLPMultivariate = '7585.01', TiDE = '7584.95', DeepNPTS = '7604.7', y = '7583.33', min_within_quantile = '7556.81', max_within_quantile = '7615.64' WHERE ds = '2024-08-09 00:00:00'
-2024-11-25 17:26:03,472 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7575.48', Informer = '7565.25', LSTM = '7584.02', iTransformer = '7556.81', TSMixer = '7586.92', TSMixerx = '7590.01', PatchTST = '7576.53', RNN = '7572.49', GRU = '7577.45', TCN = '7577.44', BiTCN = '7583.82', DilatedRNN = '7568.17', MLP = '7567.84', DLinear = '7579.86', NLinear = '7581.39', TFT = '7577.33', StemGNN = '7615.64', MLPMultivariate = '7585.01', TiDE = '7584.95', DeepNPTS = '7604.7', y = '7583.33', min_within_quantile = '7556.81', max_within_quantile = '7615.64' WHERE ds = '2024-08-09 00:00:00'
-2024-11-25 17:26:03,475 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7582.12', Informer = '7548.67', LSTM = '7584.68', iTransformer = '7562.79', TSMixer = '7587.89', TSMixerx = '7581.61', PatchTST = '7576.13', RNN = '7577.62', GRU = '7577.72', TCN = '7580.97', BiTCN = '7581.47', DilatedRNN = '7569.79', MLP = '7565.28', DLinear = '7579.1', NLinear = '7578.67', TFT = '7573.28', StemGNN = '7611.64', MLPMultivariate = '7565.15', TiDE = '7587.22', DeepNPTS = '7597.04', y = '7586.67', min_within_quantile = '7548.67', max_within_quantile = '7611.64' WHERE ds = '2024-08-12 00:00:00'
-2024-11-25 17:26:03,475 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7582.12', Informer = '7548.67', LSTM = '7584.68', iTransformer = '7562.79', TSMixer = '7587.89', TSMixerx = '7581.61', PatchTST = '7576.13', RNN = '7577.62', GRU = '7577.72', TCN = '7580.97', BiTCN = '7581.47', DilatedRNN = '7569.79', MLP = '7565.28', DLinear = '7579.1', NLinear = '7578.67', TFT = '7573.28', StemGNN = '7611.64', MLPMultivariate = '7565.15', TiDE = '7587.22', DeepNPTS = '7597.04', y = '7586.67', min_within_quantile = '7548.67', max_within_quantile = '7611.64' WHERE ds = '2024-08-12 00:00:00'
-2024-11-25 17:26:03,478 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7583.99', Informer = '7551.58', LSTM = '7588.06', iTransformer = '7651.38', TSMixer = '7589.81', TSMixerx = '7575.18', PatchTST = '7581.14', RNN = '7582.61', GRU = '7580.69', TCN = '7588.0', BiTCN = '7581.66', DilatedRNN = '7573.64', MLP = '7571.69', DLinear = '7587.97', NLinear = '7583.01', TFT = '7582.84', StemGNN = '7608.71', MLPMultivariate = '7574.15', TiDE = '7589.78', DeepNPTS = '7600.35', y = '7593.33', min_within_quantile = '7551.58', max_within_quantile = '7651.38' WHERE ds = '2024-08-13 00:00:00'
-2024-11-25 17:26:03,478 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7583.99', Informer = '7551.58', LSTM = '7588.06', iTransformer = '7651.38', TSMixer = '7589.81', TSMixerx = '7575.18', PatchTST = '7581.14', RNN = '7582.61', GRU = '7580.69', TCN = '7588.0', BiTCN = '7581.66', DilatedRNN = '7573.64', MLP = '7571.69', DLinear = '7587.97', NLinear = '7583.01', TFT = '7582.84', StemGNN = '7608.71', MLPMultivariate = '7574.15', TiDE = '7589.78', DeepNPTS = '7600.35', y = '7593.33', min_within_quantile = '7551.58', max_within_quantile = '7651.38' WHERE ds = '2024-08-13 00:00:00'
-2024-11-25 17:26:03,481 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7591.68', Informer = '7544.55', LSTM = '7594.08', iTransformer = '7709.71', TSMixer = '7593.98', TSMixerx = '7564.28', PatchTST = '7586.02', RNN = '7589.63', GRU = '7586.13', TCN = '7583.4', BiTCN = '7579.56', DilatedRNN = '7579.32', MLP = '7585.78', DLinear = '7589.75', NLinear = '7594.71', TFT = '7596.22', StemGNN = '7606.19', MLPMultivariate = '7571.69', TiDE = '7592.8', DeepNPTS = '7603.56', y = '7590.0', min_within_quantile = '7544.55', max_within_quantile = '7709.71' WHERE ds = '2024-08-14 00:00:00'
-2024-11-25 17:26:03,481 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7591.68', Informer = '7544.55', LSTM = '7594.08', iTransformer = '7709.71', TSMixer = '7593.98', TSMixerx = '7564.28', PatchTST = '7586.02', RNN = '7589.63', GRU = '7586.13', TCN = '7583.4', BiTCN = '7579.56', DilatedRNN = '7579.32', MLP = '7585.78', DLinear = '7589.75', NLinear = '7594.71', TFT = '7596.22', StemGNN = '7606.19', MLPMultivariate = '7571.69', TiDE = '7592.8', DeepNPTS = '7603.56', y = '7590.0', min_within_quantile = '7544.55', max_within_quantile = '7709.71' WHERE ds = '2024-08-14 00:00:00'
-2024-11-25 17:26:03,485 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7588.66', Informer = '7546.33', LSTM = '7589.98', iTransformer = '7745.14', TSMixer = '7587.14', TSMixerx = '7567.42', PatchTST = '7582.26', RNN = '7585.14', GRU = '7581.54', TCN = '7574.96', BiTCN = '7573.27', DilatedRNN = '7575.23', MLP = '7584.27', DLinear = '7579.0', NLinear = '7586.84', TFT = '7595.28', StemGNN = '7603.21', MLPMultivariate = '7564.36', TiDE = '7586.52', DeepNPTS = '7606.48', y = '7583.33', min_within_quantile = '7546.33', max_within_quantile = '7745.14' WHERE ds = '2024-08-15 00:00:00'
-2024-11-25 17:26:03,485 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7588.66', Informer = '7546.33', LSTM = '7589.98', iTransformer = '7745.14', TSMixer = '7587.14', TSMixerx = '7567.42', PatchTST = '7582.26', RNN = '7585.14', GRU = '7581.54', TCN = '7574.96', BiTCN = '7573.27', DilatedRNN = '7575.23', MLP = '7584.27', DLinear = '7579.0', NLinear = '7586.84', TFT = '7595.28', StemGNN = '7603.21', MLPMultivariate = '7564.36', TiDE = '7586.52', DeepNPTS = '7606.48', y = '7583.33', min_within_quantile = '7546.33', max_within_quantile = '7745.14' WHERE ds = '2024-08-15 00:00:00'
-2024-11-25 17:26:03,489 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7537.8', LSTM = '7584.38', iTransformer = '7683.01', TSMixer = '7579.44', TSMixerx = '7575.1', PatchTST = '7576.76', RNN = '7576.88', GRU = '7576.34', TCN = '7566.93', BiTCN = '7571.85', DilatedRNN = '7570.02', MLP = '7578.86', DLinear = '7577.75', NLinear = '7580.91', TFT = '7590.87', StemGNN = '7599.78', MLPMultivariate = '7561.79', TiDE = '7578.11', DeepNPTS = '7597.8', y = '7583.33', min_within_quantile = '7537.8', max_within_quantile = '7683.01' WHERE ds = '2024-08-16 00:00:00'
-2024-11-25 17:26:03,489 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7537.8', LSTM = '7584.38', iTransformer = '7683.01', TSMixer = '7579.44', TSMixerx = '7575.1', PatchTST = '7576.76', RNN = '7576.88', GRU = '7576.34', TCN = '7566.93', BiTCN = '7571.85', DilatedRNN = '7570.02', MLP = '7578.86', DLinear = '7577.75', NLinear = '7580.91', TFT = '7590.87', StemGNN = '7599.78', MLPMultivariate = '7561.79', TiDE = '7578.11', DeepNPTS = '7597.8', y = '7583.33', min_within_quantile = '7537.8', max_within_quantile = '7683.01' WHERE ds = '2024-08-16 00:00:00'
-2024-11-25 17:26:03,492 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7581.7', Informer = '7548.32', LSTM = '7585.0', iTransformer = '7652.36', TSMixer = '7577.55', TSMixerx = '7584.4', PatchTST = '7581.2', RNN = '7577.25', GRU = '7577.56', TCN = '7567.26', BiTCN = '7572.46', DilatedRNN = '7569.96', MLP = '7579.83', DLinear = '7575.86', NLinear = '7578.62', TFT = '7589.58', StemGNN = '7596.43', MLPMultivariate = '7564.37', TiDE = '7578.88', DeepNPTS = '7597.45', y = '7570.0', min_within_quantile = '7548.32', max_within_quantile = '7652.36' WHERE ds = '2024-08-19 00:00:00'
-2024-11-25 17:26:03,492 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7581.7', Informer = '7548.32', LSTM = '7585.0', iTransformer = '7652.36', TSMixer = '7577.55', TSMixerx = '7584.4', PatchTST = '7581.2', RNN = '7577.25', GRU = '7577.56', TCN = '7567.26', BiTCN = '7572.46', DilatedRNN = '7569.96', MLP = '7579.83', DLinear = '7575.86', NLinear = '7578.62', TFT = '7589.58', StemGNN = '7596.43', MLPMultivariate = '7564.37', TiDE = '7578.88', DeepNPTS = '7597.45', y = '7570.0', min_within_quantile = '7548.32', max_within_quantile = '7652.36' WHERE ds = '2024-08-19 00:00:00'
-2024-11-25 17:26:03,495 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7568.48', Informer = '7544.81', LSTM = '7572.92', iTransformer = '7650.35', TSMixer = '7568.09', TSMixerx = '7569.45', PatchTST = '7568.14', RNN = '7562.65', GRU = '7564.75', TCN = '7559.27', BiTCN = '7571.64', DilatedRNN = '7559.58', MLP = '7572.89', DLinear = '7567.44', NLinear = '7562.38', TFT = '7582.87', StemGNN = '7592.5', MLPMultivariate = '7545.92', TiDE = '7564.44', DeepNPTS = '7591.53', y = '7570.0', min_within_quantile = '7544.81', max_within_quantile = '7650.35' WHERE ds = '2024-08-20 00:00:00'
-2024-11-25 17:26:03,495 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7568.48', Informer = '7544.81', LSTM = '7572.92', iTransformer = '7650.35', TSMixer = '7568.09', TSMixerx = '7569.45', PatchTST = '7568.14', RNN = '7562.65', GRU = '7564.75', TCN = '7559.27', BiTCN = '7571.64', DilatedRNN = '7559.58', MLP = '7572.89', DLinear = '7567.44', NLinear = '7562.38', TFT = '7582.87', StemGNN = '7592.5', MLPMultivariate = '7545.92', TiDE = '7564.44', DeepNPTS = '7591.53', y = '7570.0', min_within_quantile = '7544.81', max_within_quantile = '7650.35' WHERE ds = '2024-08-20 00:00:00'
-2024-11-25 17:26:03,498 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7569.81', Informer = '7555.4', LSTM = '7574.92', iTransformer = '7671.09', TSMixer = '7569.2', TSMixerx = '7561.7', PatchTST = '7575.62', RNN = '7563.65', GRU = '7567.9', TCN = '7561.83', BiTCN = '7572.45', DilatedRNN = '7560.54', MLP = '7576.96', DLinear = '7565.77', NLinear = '7567.52', TFT = '7581.25', StemGNN = '7588.5', MLPMultivariate = '7533.07', TiDE = '7566.58', DeepNPTS = '7585.69', y = '7570.0', min_within_quantile = '7533.07', max_within_quantile = '7671.09' WHERE ds = '2024-08-21 00:00:00'
-2024-11-25 17:26:03,498 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7569.81', Informer = '7555.4', LSTM = '7574.92', iTransformer = '7671.09', TSMixer = '7569.2', TSMixerx = '7561.7', PatchTST = '7575.62', RNN = '7563.65', GRU = '7567.9', TCN = '7561.83', BiTCN = '7572.45', DilatedRNN = '7560.54', MLP = '7576.96', DLinear = '7565.77', NLinear = '7567.52', TFT = '7581.25', StemGNN = '7588.5', MLPMultivariate = '7533.07', TiDE = '7566.58', DeepNPTS = '7585.69', y = '7570.0', min_within_quantile = '7533.07', max_within_quantile = '7671.09' WHERE ds = '2024-08-21 00:00:00'
-2024-11-25 17:26:03,502 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.1', Informer = '7556.71', LSTM = '7574.57', iTransformer = '7689.44', TSMixer = '7573.09', TSMixerx = '7558.5', PatchTST = '7576.66', RNN = '7566.01', GRU = '7566.91', TCN = '7559.81', BiTCN = '7572.76', DilatedRNN = '7560.23', MLP = '7579.51', DLinear = '7567.95', NLinear = '7571.8', TFT = '7578.96', StemGNN = '7584.49', MLPMultivariate = '7528.16', TiDE = '7571.94', DeepNPTS = '7587.22', y = '7590.0', min_within_quantile = '7528.16', max_within_quantile = '7689.44' WHERE ds = '2024-08-22 00:00:00'
-2024-11-25 17:26:03,502 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.1', Informer = '7556.71', LSTM = '7574.57', iTransformer = '7689.44', TSMixer = '7573.09', TSMixerx = '7558.5', PatchTST = '7576.66', RNN = '7566.01', GRU = '7566.91', TCN = '7559.81', BiTCN = '7572.76', DilatedRNN = '7560.23', MLP = '7579.51', DLinear = '7567.95', NLinear = '7571.8', TFT = '7578.96', StemGNN = '7584.49', MLPMultivariate = '7528.16', TiDE = '7571.94', DeepNPTS = '7587.22', y = '7590.0', min_within_quantile = '7528.16', max_within_quantile = '7689.44' WHERE ds = '2024-08-22 00:00:00'
-2024-11-25 17:26:03,505 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7592.93', Informer = '7585.57', LSTM = '7593.21', iTransformer = '7696.87', TSMixer = '7591.3', TSMixerx = '7564.66', PatchTST = '7598.8', RNN = '7586.66', GRU = '7586.0', TCN = '7584.84', BiTCN = '7577.59', DilatedRNN = '7575.81', MLP = '7593.1', DLinear = '7591.21', NLinear = '7591.61', TFT = '7587.58', StemGNN = '7581.6', MLPMultivariate = '7549.73', TiDE = '7591.7', DeepNPTS = '7595.53', y = '7583.33', min_within_quantile = '7549.73', max_within_quantile = '7696.87' WHERE ds = '2024-08-23 00:00:00'
-2024-11-25 17:26:03,505 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7592.93', Informer = '7585.57', LSTM = '7593.21', iTransformer = '7696.87', TSMixer = '7591.3', TSMixerx = '7564.66', PatchTST = '7598.8', RNN = '7586.66', GRU = '7586.0', TCN = '7584.84', BiTCN = '7577.59', DilatedRNN = '7575.81', MLP = '7593.1', DLinear = '7591.21', NLinear = '7591.61', TFT = '7587.58', StemGNN = '7581.6', MLPMultivariate = '7549.73', TiDE = '7591.7', DeepNPTS = '7595.53', y = '7583.33', min_within_quantile = '7549.73', max_within_quantile = '7696.87' WHERE ds = '2024-08-23 00:00:00'
-2024-11-25 17:26:03,509 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7584.08', Informer = '7573.77', LSTM = '7584.14', iTransformer = '7672.27', TSMixer = '7589.71', TSMixerx = '7576.72', PatchTST = '7586.29', RNN = '7581.02', GRU = '7574.82', TCN = '7570.0', BiTCN = '7578.88', DilatedRNN = '7570.4', MLP = '7593.49', DLinear = '7590.69', NLinear = '7586.13', TFT = '7581.27', StemGNN = '7578.58', MLPMultivariate = '7559.0', TiDE = '7587.87', DeepNPTS = '7598.88', y = '7583.33', min_within_quantile = '7559.0', max_within_quantile = '7672.27' WHERE ds = '2024-08-26 00:00:00'
-2024-11-25 17:26:03,509 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7584.08', Informer = '7573.77', LSTM = '7584.14', iTransformer = '7672.27', TSMixer = '7589.71', TSMixerx = '7576.72', PatchTST = '7586.29', RNN = '7581.02', GRU = '7574.82', TCN = '7570.0', BiTCN = '7578.88', DilatedRNN = '7570.4', MLP = '7593.49', DLinear = '7590.69', NLinear = '7586.13', TFT = '7581.27', StemGNN = '7578.58', MLPMultivariate = '7559.0', TiDE = '7587.87', DeepNPTS = '7598.88', y = '7583.33', min_within_quantile = '7559.0', max_within_quantile = '7672.27' WHERE ds = '2024-08-26 00:00:00'
-2024-11-25 17:26:03,512 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7576.44', Informer = '7567.34', LSTM = '7585.7', iTransformer = '7652.19', TSMixer = '7589.99', TSMixerx = '7580.66', PatchTST = '7583.79', RNN = '7578.73', GRU = '7577.74', TCN = '7568.17', BiTCN = '7579.21', DilatedRNN = '7571.43', MLP = '7592.89', DLinear = '7594.36', NLinear = '7582.48', TFT = '7569.62', StemGNN = '7576.19', MLPMultivariate = '7567.88', TiDE = '7589.56', DeepNPTS = '7604.15', y = '7610.0', min_within_quantile = '7567.34', max_within_quantile = '7652.19' WHERE ds = '2024-08-27 00:00:00'
-2024-11-25 17:26:03,512 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7576.44', Informer = '7567.34', LSTM = '7585.7', iTransformer = '7652.19', TSMixer = '7589.99', TSMixerx = '7580.66', PatchTST = '7583.79', RNN = '7578.73', GRU = '7577.74', TCN = '7568.17', BiTCN = '7579.21', DilatedRNN = '7571.43', MLP = '7592.89', DLinear = '7594.36', NLinear = '7582.48', TFT = '7569.62', StemGNN = '7576.19', MLPMultivariate = '7567.88', TiDE = '7589.56', DeepNPTS = '7604.15', y = '7610.0', min_within_quantile = '7567.34', max_within_quantile = '7652.19' WHERE ds = '2024-08-27 00:00:00'
-2024-11-25 17:26:03,515 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7599.23', Informer = '7574.85', LSTM = '7610.62', iTransformer = '7638.7', TSMixer = '7608.03', TSMixerx = '7602.28', PatchTST = '7609.23', RNN = '7607.81', GRU = '7604.31', TCN = '7607.27', BiTCN = '7596.77', DilatedRNN = '7595.42', MLP = '7607.96', DLinear = '7607.42', NLinear = '7612.9', TFT = '7605.96', StemGNN = '7575.62', MLPMultivariate = '7605.92', TiDE = '7606.32', DeepNPTS = '7622.59', y = '7610.0', min_within_quantile = '7574.85', max_within_quantile = '7638.7' WHERE ds = '2024-08-28 00:00:00'
-2024-11-25 17:26:03,515 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7599.23', Informer = '7574.85', LSTM = '7610.62', iTransformer = '7638.7', TSMixer = '7608.03', TSMixerx = '7602.28', PatchTST = '7609.23', RNN = '7607.81', GRU = '7604.31', TCN = '7607.27', BiTCN = '7596.77', DilatedRNN = '7595.42', MLP = '7607.96', DLinear = '7607.42', NLinear = '7612.9', TFT = '7605.96', StemGNN = '7575.62', MLPMultivariate = '7605.92', TiDE = '7606.32', DeepNPTS = '7622.59', y = '7610.0', min_within_quantile = '7574.85', max_within_quantile = '7638.7' WHERE ds = '2024-08-28 00:00:00'
-2024-11-25 17:26:03,519 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7599.83', Informer = '7576.59', LSTM = '7606.59', iTransformer = '7628.36', TSMixer = '7610.41', TSMixerx = '7599.37', PatchTST = '7603.55', RNN = '7603.59', GRU = '7597.45', TCN = '7611.61', BiTCN = '7606.32', DilatedRNN = '7591.82', MLP = '7606.33', DLinear = '7600.22', NLinear = '7610.62', TFT = '7603.71', StemGNN = '7576.4', MLPMultivariate = '7611.65', TiDE = '7611.12', DeepNPTS = '7604.81', y = '7613.33', min_within_quantile = '7576.4', max_within_quantile = '7628.36' WHERE ds = '2024-08-29 00:00:00'
-2024-11-25 17:26:03,519 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7599.83', Informer = '7576.59', LSTM = '7606.59', iTransformer = '7628.36', TSMixer = '7610.41', TSMixerx = '7599.37', PatchTST = '7603.55', RNN = '7603.59', GRU = '7597.45', TCN = '7611.61', BiTCN = '7606.32', DilatedRNN = '7591.82', MLP = '7606.33', DLinear = '7600.22', NLinear = '7610.62', TFT = '7603.71', StemGNN = '7576.4', MLPMultivariate = '7611.65', TiDE = '7611.12', DeepNPTS = '7604.81', y = '7613.33', min_within_quantile = '7576.4', max_within_quantile = '7628.36' WHERE ds = '2024-08-29 00:00:00'
-2024-11-25 17:26:03,522 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7602.99', Informer = '7598.01', LSTM = '7610.65', iTransformer = '7630.5', TSMixer = '7612.26', TSMixerx = '7592.83', PatchTST = '7607.59', RNN = '7605.78', GRU = '7603.23', TCN = '7640.12', BiTCN = '7619.62', DilatedRNN = '7596.03', MLP = '7611.98', DLinear = '7612.82', NLinear = '7607.28', TFT = '7606.49', StemGNN = '7578.39', MLPMultivariate = '7625.02', TiDE = '7613.39', DeepNPTS = '7606.54', y = '7606.67', min_within_quantile = '7578.39', max_within_quantile = '7640.12' WHERE ds = '2024-08-30 00:00:00'
-2024-11-25 17:26:03,522 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7602.99', Informer = '7598.01', LSTM = '7610.65', iTransformer = '7630.5', TSMixer = '7612.26', TSMixerx = '7592.83', PatchTST = '7607.59', RNN = '7605.78', GRU = '7603.23', TCN = '7640.12', BiTCN = '7619.62', DilatedRNN = '7596.03', MLP = '7611.98', DLinear = '7612.82', NLinear = '7607.28', TFT = '7606.49', StemGNN = '7578.39', MLPMultivariate = '7625.02', TiDE = '7613.39', DeepNPTS = '7606.54', y = '7606.67', min_within_quantile = '7578.39', max_within_quantile = '7640.12' WHERE ds = '2024-08-30 00:00:00'
-2024-11-25 17:26:03,526 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7597.78', Informer = '7601.86', LSTM = '7602.68', iTransformer = '7643.49', TSMixer = '7606.09', TSMixerx = '7606.55', PatchTST = '7600.45', RNN = '7600.13', GRU = '7594.45', TCN = '7628.29', BiTCN = '7618.57', DilatedRNN = '7589.71', MLP = '7617.37', DLinear = '7604.6', NLinear = '7607.87', TFT = '7599.7', StemGNN = '7579.63', MLPMultivariate = '7626.89', TiDE = '7600.81', DeepNPTS = '7593.39', y = '7583.33', min_within_quantile = '7579.63', max_within_quantile = '7643.49' WHERE ds = '2024-09-02 00:00:00'
-2024-11-25 17:26:03,526 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7597.78', Informer = '7601.86', LSTM = '7602.68', iTransformer = '7643.49', TSMixer = '7606.09', TSMixerx = '7606.55', PatchTST = '7600.45', RNN = '7600.13', GRU = '7594.45', TCN = '7628.29', BiTCN = '7618.57', DilatedRNN = '7589.71', MLP = '7617.37', DLinear = '7604.6', NLinear = '7607.87', TFT = '7599.7', StemGNN = '7579.63', MLPMultivariate = '7626.89', TiDE = '7600.81', DeepNPTS = '7593.39', y = '7583.33', min_within_quantile = '7579.63', max_within_quantile = '7643.49' WHERE ds = '2024-09-02 00:00:00'
-2024-11-25 17:26:03,528 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.24', Informer = '7583.49', LSTM = '7581.5', iTransformer = '7681.06', TSMixer = '7584.15', TSMixerx = '7596.61', PatchTST = '7580.76', RNN = '7571.35', GRU = '7573.62', TCN = '7583.67', BiTCN = '7604.78', DilatedRNN = '7567.29', MLP = '7601.22', DLinear = '7579.81', NLinear = '7580.35', TFT = '7561.24', StemGNN = '7579.96', MLPMultivariate = '7598.71', TiDE = '7581.59', DeepNPTS = '7589.39', y = '7562.5', min_within_quantile = '7561.24', max_within_quantile = '7681.06' WHERE ds = '2024-09-03 00:00:00'
-2024-11-25 17:26:03,528 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.24', Informer = '7583.49', LSTM = '7581.5', iTransformer = '7681.06', TSMixer = '7584.15', TSMixerx = '7596.61', PatchTST = '7580.76', RNN = '7571.35', GRU = '7573.62', TCN = '7583.67', BiTCN = '7604.78', DilatedRNN = '7567.29', MLP = '7601.22', DLinear = '7579.81', NLinear = '7580.35', TFT = '7561.24', StemGNN = '7579.96', MLPMultivariate = '7598.71', TiDE = '7581.59', DeepNPTS = '7589.39', y = '7562.5', min_within_quantile = '7561.24', max_within_quantile = '7681.06' WHERE ds = '2024-09-03 00:00:00'
-2024-11-25 17:26:03,532 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7561.26', Informer = '7571.7', LSTM = '7566.22', iTransformer = '7673.49', TSMixer = '7565.0', TSMixerx = '7585.29', PatchTST = '7560.37', RNN = '7550.91', GRU = '7559.27', TCN = '7547.77', BiTCN = '7591.85', DilatedRNN = '7552.36', MLP = '7579.72', DLinear = '7564.1', NLinear = '7561.89', TFT = '7550.53', StemGNN = '7578.78', MLPMultivariate = '7572.66', TiDE = '7562.9', DeepNPTS = '7595.86', y = '7535.0', min_within_quantile = '7547.77', max_within_quantile = '7673.49' WHERE ds = '2024-09-04 00:00:00'
-2024-11-25 17:26:03,532 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7561.26', Informer = '7571.7', LSTM = '7566.22', iTransformer = '7673.49', TSMixer = '7565.0', TSMixerx = '7585.29', PatchTST = '7560.37', RNN = '7550.91', GRU = '7559.27', TCN = '7547.77', BiTCN = '7591.85', DilatedRNN = '7552.36', MLP = '7579.72', DLinear = '7564.1', NLinear = '7561.89', TFT = '7550.53', StemGNN = '7578.78', MLPMultivariate = '7572.66', TiDE = '7562.9', DeepNPTS = '7595.86', y = '7535.0', min_within_quantile = '7547.77', max_within_quantile = '7673.49' WHERE ds = '2024-09-04 00:00:00'
-2024-11-25 17:26:03,536 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7541.96', Informer = '7546.25', LSTM = '7545.91', iTransformer = '7601.11', TSMixer = '7539.15', TSMixerx = '7562.17', PatchTST = '7533.38', RNN = '7523.14', GRU = '7538.31', TCN = '7517.74', BiTCN = '7576.53', DilatedRNN = '7531.08', MLP = '7557.9', DLinear = '7535.37', NLinear = '7526.93', TFT = '7533.5', StemGNN = '7575.32', MLPMultivariate = '7547.46', TiDE = '7536.3', DeepNPTS = '7596.97', y = '7475.0', min_within_quantile = '7517.74', max_within_quantile = '7601.11' WHERE ds = '2024-09-05 00:00:00'
-2024-11-25 17:26:03,536 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7541.96', Informer = '7546.25', LSTM = '7545.91', iTransformer = '7601.11', TSMixer = '7539.15', TSMixerx = '7562.17', PatchTST = '7533.38', RNN = '7523.14', GRU = '7538.31', TCN = '7517.74', BiTCN = '7576.53', DilatedRNN = '7531.08', MLP = '7557.9', DLinear = '7535.37', NLinear = '7526.93', TFT = '7533.5', StemGNN = '7575.32', MLPMultivariate = '7547.46', TiDE = '7536.3', DeepNPTS = '7596.97', y = '7475.0', min_within_quantile = '7517.74', max_within_quantile = '7601.11' WHERE ds = '2024-09-05 00:00:00'
-2024-11-25 17:26:03,540 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7489.63', Informer = '7511.52', LSTM = '7504.51', iTransformer = '7559.07', TSMixer = '7484.63', TSMixerx = '7535.0', PatchTST = '7471.48', RNN = '7455.02', GRU = '7489.94', TCN = '7476.73', BiTCN = '7548.14', DilatedRNN = '7487.43', MLP = '7515.5', DLinear = '7485.55', NLinear = '7465.61', TFT = '7508.9', StemGNN = '7566.84', MLPMultivariate = '7501.95', TiDE = '7482.04', DeepNPTS = '7584.6', y = '7442.5', min_within_quantile = '7455.02', max_within_quantile = '7584.6' WHERE ds = '2024-09-06 00:00:00'
-2024-11-25 17:26:03,540 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7489.63', Informer = '7511.52', LSTM = '7504.51', iTransformer = '7559.07', TSMixer = '7484.63', TSMixerx = '7535.0', PatchTST = '7471.48', RNN = '7455.02', GRU = '7489.94', TCN = '7476.73', BiTCN = '7548.14', DilatedRNN = '7487.43', MLP = '7515.5', DLinear = '7485.55', NLinear = '7465.61', TFT = '7508.9', StemGNN = '7566.84', MLPMultivariate = '7501.95', TiDE = '7482.04', DeepNPTS = '7584.6', y = '7442.5', min_within_quantile = '7455.02', max_within_quantile = '7584.6' WHERE ds = '2024-09-06 00:00:00'
-2024-11-25 17:26:03,543 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7466.09', Informer = '7499.98', LSTM = '7486.92', iTransformer = '7516.83', TSMixer = '7445.61', TSMixerx = '7504.92', PatchTST = '7452.12', RNN = '7426.23', GRU = '7471.59', TCN = '7453.85', BiTCN = '7515.0', DilatedRNN = '7467.48', MLP = '7491.42', DLinear = '7447.04', NLinear = '7431.19', TFT = '7491.42', StemGNN = '7555.85', MLPMultivariate = '7455.17', TiDE = '7446.53', DeepNPTS = '7562.6', y = '7422.5', min_within_quantile = '7426.23', max_within_quantile = '7562.6' WHERE ds = '2024-09-09 00:00:00'
-2024-11-25 17:26:03,543 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7466.09', Informer = '7499.98', LSTM = '7486.92', iTransformer = '7516.83', TSMixer = '7445.61', TSMixerx = '7504.92', PatchTST = '7452.12', RNN = '7426.23', GRU = '7471.59', TCN = '7453.85', BiTCN = '7515.0', DilatedRNN = '7467.48', MLP = '7491.42', DLinear = '7447.04', NLinear = '7431.19', TFT = '7491.42', StemGNN = '7555.85', MLPMultivariate = '7455.17', TiDE = '7446.53', DeepNPTS = '7562.6', y = '7422.5', min_within_quantile = '7426.23', max_within_quantile = '7562.6' WHERE ds = '2024-09-09 00:00:00'
-2024-11-25 17:26:03,546 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7447.5', Informer = '7476.24', LSTM = '7474.17', iTransformer = '7497.33', TSMixer = '7420.4', TSMixerx = '7486.28', PatchTST = '7433.41', RNN = '7411.82', GRU = '7456.59', TCN = '7441.83', BiTCN = '7486.63', DilatedRNN = '7453.27', MLP = '7463.25', DLinear = '7422.07', NLinear = '7418.79', TFT = '7476.59', StemGNN = '7544.11', MLPMultivariate = '7395.18', TiDE = '7422.37', DeepNPTS = '7535.02', y = '7412.5', min_within_quantile = '7395.18', max_within_quantile = '7544.11' WHERE ds = '2024-09-10 00:00:00'
-2024-11-25 17:26:03,546 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7447.5', Informer = '7476.24', LSTM = '7474.17', iTransformer = '7497.33', TSMixer = '7420.4', TSMixerx = '7486.28', PatchTST = '7433.41', RNN = '7411.82', GRU = '7456.59', TCN = '7441.83', BiTCN = '7486.63', DilatedRNN = '7453.27', MLP = '7463.25', DLinear = '7422.07', NLinear = '7418.79', TFT = '7476.59', StemGNN = '7544.11', MLPMultivariate = '7395.18', TiDE = '7422.37', DeepNPTS = '7535.02', y = '7412.5', min_within_quantile = '7395.18', max_within_quantile = '7544.11' WHERE ds = '2024-09-10 00:00:00'
-2024-11-25 17:26:03,549 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7432.78', Informer = '7464.81', LSTM = '7468.76', iTransformer = '7470.12', TSMixer = '7406.76', TSMixerx = '7479.6', PatchTST = '7421.39', RNN = '7405.11', GRU = '7449.94', TCN = '7435.27', BiTCN = '7458.3', DilatedRNN = '7446.13', MLP = '7437.23', DLinear = '7406.55', NLinear = '7412.35', TFT = '7471.43', StemGNN = '7532.5', MLPMultivariate = '7340.02', TiDE = '7417.08', DeepNPTS = '7475.01', y = '7387.5', min_within_quantile = '7340.02', max_within_quantile = '7532.5' WHERE ds = '2024-09-11 00:00:00'
-2024-11-25 17:26:03,549 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7432.78', Informer = '7464.81', LSTM = '7468.76', iTransformer = '7470.12', TSMixer = '7406.76', TSMixerx = '7479.6', PatchTST = '7421.39', RNN = '7405.11', GRU = '7449.94', TCN = '7435.27', BiTCN = '7458.3', DilatedRNN = '7446.13', MLP = '7437.23', DLinear = '7406.55', NLinear = '7412.35', TFT = '7471.43', StemGNN = '7532.5', MLPMultivariate = '7340.02', TiDE = '7417.08', DeepNPTS = '7475.01', y = '7387.5', min_within_quantile = '7340.02', max_within_quantile = '7532.5' WHERE ds = '2024-09-11 00:00:00'
-2024-11-25 17:26:03,553 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7402.89', Informer = '7437.08', LSTM = '7450.94', iTransformer = '7439.63', TSMixer = '7384.5', TSMixerx = '7463.92', PatchTST = '7396.57', RNN = '7382.38', GRU = '7428.31', TCN = '7425.78', BiTCN = '7426.75', DilatedRNN = '7430.71', MLP = '7407.88', DLinear = '7384.34', NLinear = '7382.07', TFT = '7456.33', StemGNN = '7519.65', MLPMultivariate = '7419.16', TiDE = '7392.12', DeepNPTS = '7442.51', y = '7380.0', min_within_quantile = '7382.07', max_within_quantile = '7519.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-25 17:26:03,553 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7402.89', Informer = '7437.08', LSTM = '7450.94', iTransformer = '7439.63', TSMixer = '7384.5', TSMixerx = '7463.92', PatchTST = '7396.57', RNN = '7382.38', GRU = '7428.31', TCN = '7425.78', BiTCN = '7426.75', DilatedRNN = '7430.71', MLP = '7407.88', DLinear = '7384.34', NLinear = '7382.07', TFT = '7456.33', StemGNN = '7519.65', MLPMultivariate = '7419.16', TiDE = '7392.12', DeepNPTS = '7442.51', y = '7380.0', min_within_quantile = '7382.07', max_within_quantile = '7519.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-25 17:26:03,556 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7384.51', Informer = '7415.32', LSTM = '7447.47', iTransformer = '7399.2', TSMixer = '7373.99', TSMixerx = '7449.88', PatchTST = '7392.23', RNN = '7376.44', GRU = '7425.54', TCN = '7426.15', BiTCN = '7404.07', DilatedRNN = '7427.15', MLP = '7384.62', DLinear = '7380.96', NLinear = '7379.75', TFT = '7444.59', StemGNN = '7507.34', MLPMultivariate = '7450.93', TiDE = '7379.25', DeepNPTS = '7422.51', y = '7395.0', min_within_quantile = '7373.99', max_within_quantile = '7507.34' WHERE ds = '2024-09-13 00:00:00'
-2024-11-25 17:26:03,556 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7384.51', Informer = '7415.32', LSTM = '7447.47', iTransformer = '7399.2', TSMixer = '7373.99', TSMixerx = '7449.88', PatchTST = '7392.23', RNN = '7376.44', GRU = '7425.54', TCN = '7426.15', BiTCN = '7404.07', DilatedRNN = '7427.15', MLP = '7384.62', DLinear = '7380.96', NLinear = '7379.75', TFT = '7444.59', StemGNN = '7507.34', MLPMultivariate = '7450.93', TiDE = '7379.25', DeepNPTS = '7422.51', y = '7395.0', min_within_quantile = '7373.99', max_within_quantile = '7507.34' WHERE ds = '2024-09-13 00:00:00'
-2024-11-25 17:26:03,560 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7393.56', Informer = '7403.35', LSTM = '7458.35', iTransformer = '7371.42', TSMixer = '7385.5', TSMixerx = '7435.0', PatchTST = '7406.04', RNN = '7396.8', GRU = '7437.88', TCN = '7436.59', BiTCN = '7399.24', DilatedRNN = '7437.17', MLP = '7377.61', DLinear = '7394.26', NLinear = '7400.64', TFT = '7438.28', StemGNN = '7497.29', MLPMultivariate = '7499.0', TiDE = '7389.05', DeepNPTS = '7412.51', y = '7375.0', min_within_quantile = '7371.42', max_within_quantile = '7499.0' WHERE ds = '2024-09-14 00:00:00'
-2024-11-25 17:26:03,560 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7393.56', Informer = '7403.35', LSTM = '7458.35', iTransformer = '7371.42', TSMixer = '7385.5', TSMixerx = '7435.0', PatchTST = '7406.04', RNN = '7396.8', GRU = '7437.88', TCN = '7436.59', BiTCN = '7399.24', DilatedRNN = '7437.17', MLP = '7377.61', DLinear = '7394.26', NLinear = '7400.64', TFT = '7438.28', StemGNN = '7497.29', MLPMultivariate = '7499.0', TiDE = '7389.05', DeepNPTS = '7412.51', y = '7375.0', min_within_quantile = '7371.42', max_within_quantile = '7499.0' WHERE ds = '2024-09-14 00:00:00'
-2024-11-25 17:26:03,563 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7365.26', Informer = '7383.99', LSTM = '7442.36', iTransformer = '7336.79', TSMixer = '7375.49', TSMixerx = '7413.77', PatchTST = '7382.44', RNN = '7371.58', GRU = '7417.13', TCN = '7429.11', BiTCN = '7392.17', DilatedRNN = '7422.15', MLP = '7354.07', DLinear = '7374.53', NLinear = '7380.29', TFT = '7420.3', StemGNN = '7486.34', MLPMultivariate = '7483.45', TiDE = '7378.04', DeepNPTS = '7387.54', y = '7342.5', min_within_quantile = '7336.79', max_within_quantile = '7486.34' WHERE ds = '2024-09-18 00:00:00'
-2024-11-25 17:26:03,563 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7365.26', Informer = '7383.99', LSTM = '7442.36', iTransformer = '7336.79', TSMixer = '7375.49', TSMixerx = '7413.77', PatchTST = '7382.44', RNN = '7371.58', GRU = '7417.13', TCN = '7429.11', BiTCN = '7392.17', DilatedRNN = '7422.15', MLP = '7354.07', DLinear = '7374.53', NLinear = '7380.29', TFT = '7420.3', StemGNN = '7486.34', MLPMultivariate = '7483.45', TiDE = '7378.04', DeepNPTS = '7387.54', y = '7342.5', min_within_quantile = '7336.79', max_within_quantile = '7486.34' WHERE ds = '2024-09-18 00:00:00'
-2024-11-25 17:26:03,567 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7330.19', Informer = '7369.05', LSTM = '7420.33', iTransformer = '7290.32', TSMixer = '7351.73', TSMixerx = '7402.29', PatchTST = '7365.84', RNN = '7334.38', GRU = '7393.34', TCN = '7418.46', BiTCN = '7384.82', DilatedRNN = '7401.74', MLP = '7341.01', DLinear = '7356.31', NLinear = '7341.04', TFT = '7398.6', StemGNN = '7473.6', MLPMultivariate = '7450.0', TiDE = '7352.91', DeepNPTS = '7380.04', y = '7325.0', min_within_quantile = '7290.32', max_within_quantile = '7473.6' WHERE ds = '2024-09-19 00:00:00'
-2024-11-25 17:26:03,567 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7330.19', Informer = '7369.05', LSTM = '7420.33', iTransformer = '7290.32', TSMixer = '7351.73', TSMixerx = '7402.29', PatchTST = '7365.84', RNN = '7334.38', GRU = '7393.34', TCN = '7418.46', BiTCN = '7384.82', DilatedRNN = '7401.74', MLP = '7341.01', DLinear = '7356.31', NLinear = '7341.04', TFT = '7398.6', StemGNN = '7473.6', MLPMultivariate = '7450.0', TiDE = '7352.91', DeepNPTS = '7380.04', y = '7325.0', min_within_quantile = '7290.32', max_within_quantile = '7473.6' WHERE ds = '2024-09-19 00:00:00'
-2024-11-25 17:26:03,571 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7314.66', Informer = '7352.42', LSTM = '7408.76', iTransformer = '7246.78', TSMixer = '7335.16', TSMixerx = '7390.93', PatchTST = '7352.08', RNN = '7319.05', GRU = '7382.02', TCN = '7406.14', BiTCN = '7380.64', DilatedRNN = '7389.04', MLP = '7332.68', DLinear = '7340.1', NLinear = '7332.8', TFT = '7374.13', StemGNN = '7460.38', MLPMultivariate = '7432.95', TiDE = '7334.42', DeepNPTS = '7394.96', y = '7340.0', min_within_quantile = '7246.78', max_within_quantile = '7460.38' WHERE ds = '2024-09-20 00:00:00'
-2024-11-25 17:26:03,571 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7314.66', Informer = '7352.42', LSTM = '7408.76', iTransformer = '7246.78', TSMixer = '7335.16', TSMixerx = '7390.93', PatchTST = '7352.08', RNN = '7319.05', GRU = '7382.02', TCN = '7406.14', BiTCN = '7380.64', DilatedRNN = '7389.04', MLP = '7332.68', DLinear = '7340.1', NLinear = '7332.8', TFT = '7374.13', StemGNN = '7460.38', MLPMultivariate = '7432.95', TiDE = '7334.42', DeepNPTS = '7394.96', y = '7340.0', min_within_quantile = '7246.78', max_within_quantile = '7460.38' WHERE ds = '2024-09-20 00:00:00'
-2024-11-25 17:26:03,575 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7335.17', Informer = '7346.36', LSTM = '7420.08', iTransformer = '7242.01', TSMixer = '7343.49', TSMixerx = '7400.05', PatchTST = '7359.49', RNN = '7338.17', GRU = '7396.13', TCN = '7407.17', BiTCN = '7380.12', DilatedRNN = '7396.06', MLP = '7340.1', DLinear = '7346.39', NLinear = '7346.32', TFT = '7369.65', StemGNN = '7449.24', MLPMultivariate = '7419.86', TiDE = '7340.97', DeepNPTS = '7376.88', y = '7310.0', min_within_quantile = '7242.01', max_within_quantile = '7449.24' WHERE ds = '2024-09-23 00:00:00'
-2024-11-25 17:26:03,575 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7335.17', Informer = '7346.36', LSTM = '7420.08', iTransformer = '7242.01', TSMixer = '7343.49', TSMixerx = '7400.05', PatchTST = '7359.49', RNN = '7338.17', GRU = '7396.13', TCN = '7407.17', BiTCN = '7380.12', DilatedRNN = '7396.06', MLP = '7340.1', DLinear = '7346.39', NLinear = '7346.32', TFT = '7369.65', StemGNN = '7449.24', MLPMultivariate = '7419.86', TiDE = '7340.97', DeepNPTS = '7376.88', y = '7310.0', min_within_quantile = '7242.01', max_within_quantile = '7449.24' WHERE ds = '2024-09-23 00:00:00'
-2024-11-25 17:26:03,578 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7323.98', Informer = '7317.65', LSTM = '7396.06', iTransformer = '7225.89', TSMixer = '7323.72', TSMixerx = '7370.23', PatchTST = '7334.52', RNN = '7305.66', GRU = '7366.06', TCN = '7392.59', BiTCN = '7370.78', DilatedRNN = '7374.1', MLP = '7324.64', DLinear = '7317.17', NLinear = '7316.57', TFT = '7362.89', StemGNN = '7436.63', MLPMultivariate = '7440.97', TiDE = '7314.44', DeepNPTS = '7357.87', y = '7280.0', min_within_quantile = '7225.89', max_within_quantile = '7440.97' WHERE ds = '2024-09-24 00:00:00'
-2024-11-25 17:26:03,578 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7323.98', Informer = '7317.65', LSTM = '7396.06', iTransformer = '7225.89', TSMixer = '7323.72', TSMixerx = '7370.23', PatchTST = '7334.52', RNN = '7305.66', GRU = '7366.06', TCN = '7392.59', BiTCN = '7370.78', DilatedRNN = '7374.1', MLP = '7324.64', DLinear = '7317.17', NLinear = '7316.57', TFT = '7362.89', StemGNN = '7436.63', MLPMultivariate = '7440.97', TiDE = '7314.44', DeepNPTS = '7357.87', y = '7280.0', min_within_quantile = '7225.89', max_within_quantile = '7440.97' WHERE ds = '2024-09-24 00:00:00'
-2024-11-25 17:26:03,583 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7314.26', Informer = '7299.03', LSTM = '7376.15', iTransformer = '7187.35', TSMixer = '7299.21', TSMixerx = '7332.71', PatchTST = '7319.58', RNN = '7274.32', GRU = '7346.07', TCN = '7382.7', BiTCN = '7355.89', DilatedRNN = '7355.2', MLP = '7324.7', DLinear = '7291.75', NLinear = '7280.14', TFT = '7333.37', StemGNN = '7422.64', MLPMultivariate = '7428.39', TiDE = '7297.17', DeepNPTS = '7338.48', y = '7315.0', min_within_quantile = '7187.35', max_within_quantile = '7428.39' WHERE ds = '2024-09-25 00:00:00'
-2024-11-25 17:26:03,583 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7314.26', Informer = '7299.03', LSTM = '7376.15', iTransformer = '7187.35', TSMixer = '7299.21', TSMixerx = '7332.71', PatchTST = '7319.58', RNN = '7274.32', GRU = '7346.07', TCN = '7382.7', BiTCN = '7355.89', DilatedRNN = '7355.2', MLP = '7324.7', DLinear = '7291.75', NLinear = '7280.14', TFT = '7333.37', StemGNN = '7422.64', MLPMultivariate = '7428.39', TiDE = '7297.17', DeepNPTS = '7338.48', y = '7315.0', min_within_quantile = '7187.35', max_within_quantile = '7428.39' WHERE ds = '2024-09-25 00:00:00'
-2024-11-25 17:26:03,586 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7353.52', Informer = '7308.69', LSTM = '7403.15', iTransformer = '7195.72', TSMixer = '7320.98', TSMixerx = '7328.64', PatchTST = '7343.93', RNN = '7319.92', GRU = '7379.19', TCN = '7393.04', BiTCN = '7358.28', DilatedRNN = '7377.01', MLP = '7342.43', DLinear = '7327.26', NLinear = '7321.72', TFT = '7349.28', StemGNN = '7411.97', MLPMultivariate = '7390.42', TiDE = '7321.01', DeepNPTS = '7352.88', y = '7310.0', min_within_quantile = '7195.72', max_within_quantile = '7411.97' WHERE ds = '2024-09-26 00:00:00'
-2024-11-25 17:26:03,586 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7353.52', Informer = '7308.69', LSTM = '7403.15', iTransformer = '7195.72', TSMixer = '7320.98', TSMixerx = '7328.64', PatchTST = '7343.93', RNN = '7319.92', GRU = '7379.19', TCN = '7393.04', BiTCN = '7358.28', DilatedRNN = '7377.01', MLP = '7342.43', DLinear = '7327.26', NLinear = '7321.72', TFT = '7349.28', StemGNN = '7411.97', MLPMultivariate = '7390.42', TiDE = '7321.01', DeepNPTS = '7352.88', y = '7310.0', min_within_quantile = '7195.72', max_within_quantile = '7411.97' WHERE ds = '2024-09-26 00:00:00'
-2024-11-25 17:26:03,590 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7353.79', Informer = '7296.4', LSTM = '7396.25', iTransformer = '7205.98', TSMixer = '7314.26', TSMixerx = '7316.01', PatchTST = '7325.85', RNN = '7311.8', GRU = '7366.7', TCN = '7387.11', BiTCN = '7348.46', DilatedRNN = '7369.16', MLP = '7330.61', DLinear = '7306.15', NLinear = '7313.2', TFT = '7338.49', StemGNN = '7401.59', MLPMultivariate = '7358.17', TiDE = '7311.38', DeepNPTS = '7324.4', y = '7310.0', min_within_quantile = '7205.98', max_within_quantile = '7401.59' WHERE ds = '2024-09-27 00:00:00'
-2024-11-25 17:26:03,590 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7353.79', Informer = '7296.4', LSTM = '7396.25', iTransformer = '7205.98', TSMixer = '7314.26', TSMixerx = '7316.01', PatchTST = '7325.85', RNN = '7311.8', GRU = '7366.7', TCN = '7387.11', BiTCN = '7348.46', DilatedRNN = '7369.16', MLP = '7330.61', DLinear = '7306.15', NLinear = '7313.2', TFT = '7338.49', StemGNN = '7401.59', MLPMultivariate = '7358.17', TiDE = '7311.38', DeepNPTS = '7324.4', y = '7310.0', min_within_quantile = '7205.98', max_within_quantile = '7401.59' WHERE ds = '2024-09-27 00:00:00'
-2024-11-25 17:26:03,593 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7354.5', Informer = '7291.41', LSTM = '7398.01', iTransformer = '7160.87', TSMixer = '7313.48', TSMixerx = '7312.32', PatchTST = '7323.8', RNN = '7308.55', GRU = '7370.63', TCN = '7389.75', BiTCN = '7342.0', DilatedRNN = '7372.22', MLP = '7319.83', DLinear = '7304.69', NLinear = '7308.12', TFT = '7332.92', StemGNN = '7391.53', MLPMultivariate = '7356.74', TiDE = '7309.09', DeepNPTS = '7305.98', y = '7365.0', min_within_quantile = '7160.87', max_within_quantile = '7398.01' WHERE ds = '2024-09-29 00:00:00'
-2024-11-25 17:26:03,593 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7354.5', Informer = '7291.41', LSTM = '7398.01', iTransformer = '7160.87', TSMixer = '7313.48', TSMixerx = '7312.32', PatchTST = '7323.8', RNN = '7308.55', GRU = '7370.63', TCN = '7389.75', BiTCN = '7342.0', DilatedRNN = '7372.22', MLP = '7319.83', DLinear = '7304.69', NLinear = '7308.12', TFT = '7332.92', StemGNN = '7391.53', MLPMultivariate = '7356.74', TiDE = '7309.09', DeepNPTS = '7305.98', y = '7365.0', min_within_quantile = '7160.87', max_within_quantile = '7398.01' WHERE ds = '2024-09-29 00:00:00'
-2024-11-25 17:26:03,597 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7387.99', Informer = '7338.09', LSTM = '7438.41', iTransformer = '7271.48', TSMixer = '7358.82', TSMixerx = '7356.66', PatchTST = '7354.36', RNN = '7378.08', GRU = '7417.41', TCN = '7426.11', BiTCN = '7347.6', DilatedRNN = '7411.12', MLP = '7338.72', DLinear = '7353.68', NLinear = '7370.84', TFT = '7372.52', StemGNN = '7385.03', MLPMultivariate = '7458.54', TiDE = '7357.73', DeepNPTS = '7349.79', y = '7420.0', min_within_quantile = '7271.48', max_within_quantile = '7458.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-25 17:26:03,597 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7387.99', Informer = '7338.09', LSTM = '7438.41', iTransformer = '7271.48', TSMixer = '7358.82', TSMixerx = '7356.66', PatchTST = '7354.36', RNN = '7378.08', GRU = '7417.41', TCN = '7426.11', BiTCN = '7347.6', DilatedRNN = '7411.12', MLP = '7338.72', DLinear = '7353.68', NLinear = '7370.84', TFT = '7372.52', StemGNN = '7385.03', MLPMultivariate = '7458.54', TiDE = '7357.73', DeepNPTS = '7349.79', y = '7420.0', min_within_quantile = '7271.48', max_within_quantile = '7458.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-25 17:26:03,600 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7408.06', Informer = '7394.87', LSTM = '7475.58', iTransformer = '7332.26', TSMixer = '7413.15', TSMixerx = '7415.71', PatchTST = '7403.89', RNN = '7436.39', GRU = '7455.63', TCN = '7469.95', BiTCN = '7374.3', DilatedRNN = '7447.17', MLP = '7371.05', DLinear = '7399.2', NLinear = '7426.6', TFT = '7409.08', StemGNN = '7381.25', MLPMultivariate = '7570.07', TiDE = '7413.49', DeepNPTS = '7388.12', y = '7602.5', min_within_quantile = '7332.26', max_within_quantile = '7570.07' WHERE ds = '2024-10-08 00:00:00'
-2024-11-25 17:26:03,600 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7408.06', Informer = '7394.87', LSTM = '7475.58', iTransformer = '7332.26', TSMixer = '7413.15', TSMixerx = '7415.71', PatchTST = '7403.89', RNN = '7436.39', GRU = '7455.63', TCN = '7469.95', BiTCN = '7374.3', DilatedRNN = '7447.17', MLP = '7371.05', DLinear = '7399.2', NLinear = '7426.6', TFT = '7409.08', StemGNN = '7381.25', MLPMultivariate = '7570.07', TiDE = '7413.49', DeepNPTS = '7388.12', y = '7602.5', min_within_quantile = '7332.26', max_within_quantile = '7570.07' WHERE ds = '2024-10-08 00:00:00'
-2024-11-25 17:26:03,604 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7601.78', Informer = '7679.49', LSTM = '7618.38', iTransformer = '7593.42', TSMixer = '7593.1', TSMixerx = '7560.64', PatchTST = '7622.45', RNN = '7642.7', GRU = '7620.44', TCN = '7710.11', BiTCN = '7621.97', DilatedRNN = '7592.27', MLP = '7571.08', DLinear = '7566.25', NLinear = '7619.94', TFT = '7620.58', StemGNN = '7381.26', MLPMultivariate = '7709.32', TiDE = '7575.24', DeepNPTS = '7601.4', y = '7602.5', min_within_quantile = '7381.26', max_within_quantile = '7710.11' WHERE ds = '2024-10-09 00:00:00'
-2024-11-25 17:26:03,604 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7601.78', Informer = '7679.49', LSTM = '7618.38', iTransformer = '7593.42', TSMixer = '7593.1', TSMixerx = '7560.64', PatchTST = '7622.45', RNN = '7642.7', GRU = '7620.44', TCN = '7710.11', BiTCN = '7621.97', DilatedRNN = '7592.27', MLP = '7571.08', DLinear = '7566.25', NLinear = '7619.94', TFT = '7620.58', StemGNN = '7381.26', MLPMultivariate = '7709.32', TiDE = '7575.24', DeepNPTS = '7601.4', y = '7602.5', min_within_quantile = '7381.26', max_within_quantile = '7710.11' WHERE ds = '2024-10-09 00:00:00'
-2024-11-25 17:26:03,607 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7587.86', Informer = '7697.31', LSTM = '7599.87', iTransformer = '7641.53', TSMixer = '7627.72', TSMixerx = '7576.47', PatchTST = '7627.14', RNN = '7630.67', GRU = '7577.75', TCN = '7724.6', BiTCN = '7694.19', DilatedRNN = '7587.98', MLP = '7630.59', DLinear = '7599.3', NLinear = '7610.45', TFT = '7629.26', StemGNN = '7381.32', MLPMultivariate = '7806.59', TiDE = '7601.21', DeepNPTS = '7602.27', y = '7585.0', min_within_quantile = '7381.32', max_within_quantile = '7806.59' WHERE ds = '2024-10-10 00:00:00'
-2024-11-25 17:26:03,607 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7587.86', Informer = '7697.31', LSTM = '7599.87', iTransformer = '7641.53', TSMixer = '7627.72', TSMixerx = '7576.47', PatchTST = '7627.14', RNN = '7630.67', GRU = '7577.75', TCN = '7724.6', BiTCN = '7694.19', DilatedRNN = '7587.98', MLP = '7630.59', DLinear = '7599.3', NLinear = '7610.45', TFT = '7629.26', StemGNN = '7381.32', MLPMultivariate = '7806.59', TiDE = '7601.21', DeepNPTS = '7602.27', y = '7585.0', min_within_quantile = '7381.32', max_within_quantile = '7806.59' WHERE ds = '2024-10-10 00:00:00'
-2024-11-25 17:26:03,609 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7622.11', Informer = '7692.47', LSTM = '7587.06', iTransformer = '7695.37', TSMixer = '7624.83', TSMixerx = '7691.46', PatchTST = '7636.4', RNN = '7582.18', GRU = '7573.92', TCN = '7724.94', BiTCN = '7704.39', DilatedRNN = '7576.89', MLP = '7670.08', DLinear = '7602.45', NLinear = '7586.05', TFT = '7619.21', StemGNN = '7381.33', MLPMultivariate = '7800.57', TiDE = '7598.16', DeepNPTS = '7584.22', y = '7575.0', min_within_quantile = '7381.33', max_within_quantile = '7800.57' WHERE ds = '2024-10-11 00:00:00'
-2024-11-25 17:26:03,609 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7622.11', Informer = '7692.47', LSTM = '7587.06', iTransformer = '7695.37', TSMixer = '7624.83', TSMixerx = '7691.46', PatchTST = '7636.4', RNN = '7582.18', GRU = '7573.92', TCN = '7724.94', BiTCN = '7704.39', DilatedRNN = '7576.89', MLP = '7670.08', DLinear = '7602.45', NLinear = '7586.05', TFT = '7619.21', StemGNN = '7381.33', MLPMultivariate = '7800.57', TiDE = '7598.16', DeepNPTS = '7584.22', y = '7575.0', min_within_quantile = '7381.33', max_within_quantile = '7800.57' WHERE ds = '2024-10-11 00:00:00'
-2024-11-25 17:26:03,614 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7642.35', Informer = '7667.67', LSTM = '7576.18', iTransformer = '7921.09', TSMixer = '7601.41', TSMixerx = '7721.89', PatchTST = '7613.71', RNN = '7573.93', GRU = '7566.27', TCN = '7697.38', BiTCN = '7705.23', DilatedRNN = '7567.59', MLP = '7695.82', DLinear = '7589.01', NLinear = '7575.59', TFT = '7648.71', StemGNN = '7381.27', MLPMultivariate = '7695.7', TiDE = '7574.56', DeepNPTS = '7578.3', y = '7576.67', min_within_quantile = '7381.27', max_within_quantile = '7921.09' WHERE ds = '2024-10-12 00:00:00'
-2024-11-25 17:26:03,614 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7642.35', Informer = '7667.67', LSTM = '7576.18', iTransformer = '7921.09', TSMixer = '7601.41', TSMixerx = '7721.89', PatchTST = '7613.71', RNN = '7573.93', GRU = '7566.27', TCN = '7697.38', BiTCN = '7705.23', DilatedRNN = '7567.59', MLP = '7695.82', DLinear = '7589.01', NLinear = '7575.59', TFT = '7648.71', StemGNN = '7381.27', MLPMultivariate = '7695.7', TiDE = '7574.56', DeepNPTS = '7578.3', y = '7576.67', min_within_quantile = '7381.27', max_within_quantile = '7921.09' WHERE ds = '2024-10-12 00:00:00'
-2024-11-25 17:26:03,617 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7689.26', Informer = '7697.95', LSTM = '7578.13', iTransformer = '7803.33', TSMixer = '7571.18', TSMixerx = '7689.82', PatchTST = '7569.98', RNN = '7555.1', GRU = '7571.28', TCN = '7657.01', BiTCN = '7679.71', DilatedRNN = '7558.35', MLP = '7695.61', DLinear = '7570.72', NLinear = '7567.23', TFT = '7711.45', StemGNN = '7381.21', MLPMultivariate = '7663.31', TiDE = '7559.36', DeepNPTS = '7568.49', y = '7565.0', min_within_quantile = '7555.1', max_within_quantile = '7803.33' WHERE ds = '2024-10-14 00:00:00'
-2024-11-25 17:26:03,617 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7689.26', Informer = '7697.95', LSTM = '7578.13', iTransformer = '7803.33', TSMixer = '7571.18', TSMixerx = '7689.82', PatchTST = '7569.98', RNN = '7555.1', GRU = '7571.28', TCN = '7657.01', BiTCN = '7679.71', DilatedRNN = '7558.35', MLP = '7695.61', DLinear = '7570.72', NLinear = '7567.23', TFT = '7711.45', StemGNN = '7381.21', MLPMultivariate = '7663.31', TiDE = '7559.36', DeepNPTS = '7568.49', y = '7565.0', min_within_quantile = '7555.1', max_within_quantile = '7803.33' WHERE ds = '2024-10-14 00:00:00'
-2024-11-25 17:26:03,621 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7643.75', Informer = '7624.52', LSTM = '7567.88', iTransformer = '7706.2', TSMixer = '7544.78', TSMixerx = '7584.73', PatchTST = '7533.74', RNN = '7551.6', GRU = '7560.2', TCN = '7668.05', BiTCN = '7661.67', DilatedRNN = '7550.46', MLP = '7620.45', DLinear = '7536.33', NLinear = '7545.02', TFT = '7716.3', StemGNN = '7381.03', MLPMultivariate = '7634.0', TiDE = '7550.05', DeepNPTS = '7541.62', y = '7527.5', min_within_quantile = '7381.03', max_within_quantile = '7716.3' WHERE ds = '2024-10-15 00:00:00'
-2024-11-25 17:26:03,621 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7643.75', Informer = '7624.52', LSTM = '7567.88', iTransformer = '7706.2', TSMixer = '7544.78', TSMixerx = '7584.73', PatchTST = '7533.74', RNN = '7551.6', GRU = '7560.2', TCN = '7668.05', BiTCN = '7661.67', DilatedRNN = '7550.46', MLP = '7620.45', DLinear = '7536.33', NLinear = '7545.02', TFT = '7716.3', StemGNN = '7381.03', MLPMultivariate = '7634.0', TiDE = '7550.05', DeepNPTS = '7541.62', y = '7527.5', min_within_quantile = '7381.03', max_within_quantile = '7716.3' WHERE ds = '2024-10-15 00:00:00'
-2024-11-25 17:26:03,624 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7518.42', Informer = '7590.61', LSTM = '7539.7', iTransformer = '7614.68', TSMixer = '7517.91', TSMixerx = '7508.52', PatchTST = '7496.84', RNN = '7520.21', GRU = '7530.39', TCN = '7612.54', BiTCN = '7598.76', DilatedRNN = '7523.05', MLP = '7536.27', DLinear = '7511.34', NLinear = '7492.71', TFT = '7581.04', StemGNN = '7380.39', MLPMultivariate = '7651.77', TiDE = '7525.69', DeepNPTS = '7510.7', y = '7477.5', min_within_quantile = '7380.39', max_within_quantile = '7651.77' WHERE ds = '2024-10-16 00:00:00'
-2024-11-25 17:26:03,624 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7518.42', Informer = '7590.61', LSTM = '7539.7', iTransformer = '7614.68', TSMixer = '7517.91', TSMixerx = '7508.52', PatchTST = '7496.84', RNN = '7520.21', GRU = '7530.39', TCN = '7612.54', BiTCN = '7598.76', DilatedRNN = '7523.05', MLP = '7536.27', DLinear = '7511.34', NLinear = '7492.71', TFT = '7581.04', StemGNN = '7380.39', MLPMultivariate = '7651.77', TiDE = '7525.69', DeepNPTS = '7510.7', y = '7477.5', min_within_quantile = '7380.39', max_within_quantile = '7651.77' WHERE ds = '2024-10-16 00:00:00'
-2024-11-25 17:26:03,627 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7468.46', Informer = '7539.85', LSTM = '7506.93', iTransformer = '7539.68', TSMixer = '7467.98', TSMixerx = '7449.7', PatchTST = '7469.42', RNN = '7462.88', GRU = '7493.3', TCN = '7523.6', BiTCN = '7539.15', DilatedRNN = '7487.79', MLP = '7493.4', DLinear = '7476.45', NLinear = '7451.48', TFT = '7434.6', StemGNN = '7378.75', MLPMultivariate = '7622.52', TiDE = '7476.42', DeepNPTS = '7453.91', y = '7467.5', min_within_quantile = '7378.75', max_within_quantile = '7622.52' WHERE ds = '2024-10-17 00:00:00'
-2024-11-25 17:26:03,627 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7468.46', Informer = '7539.85', LSTM = '7506.93', iTransformer = '7539.68', TSMixer = '7467.98', TSMixerx = '7449.7', PatchTST = '7469.42', RNN = '7462.88', GRU = '7493.3', TCN = '7523.6', BiTCN = '7539.15', DilatedRNN = '7487.79', MLP = '7493.4', DLinear = '7476.45', NLinear = '7451.48', TFT = '7434.6', StemGNN = '7378.75', MLPMultivariate = '7622.52', TiDE = '7476.42', DeepNPTS = '7453.91', y = '7467.5', min_within_quantile = '7378.75', max_within_quantile = '7622.52' WHERE ds = '2024-10-17 00:00:00'
-2024-11-25 17:26:03,631 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7447.83', Informer = '7529.24', LSTM = '7504.49', iTransformer = '7490.14', TSMixer = '7442.95', TSMixerx = '7413.65', PatchTST = '7471.81', RNN = '7455.92', GRU = '7492.38', TCN = '7469.19', BiTCN = '7493.49', DilatedRNN = '7480.96', MLP = '7482.89', DLinear = '7440.25', NLinear = '7459.95', TFT = '7439.58', StemGNN = '7376.92', MLPMultivariate = '7604.61', TiDE = '7448.94', DeepNPTS = '7485.81', y = '7370.0', min_within_quantile = '7376.92', max_within_quantile = '7604.61' WHERE ds = '2024-10-18 00:00:00'
-2024-11-25 17:26:03,631 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7447.83', Informer = '7529.24', LSTM = '7504.49', iTransformer = '7490.14', TSMixer = '7442.95', TSMixerx = '7413.65', PatchTST = '7471.81', RNN = '7455.92', GRU = '7492.38', TCN = '7469.19', BiTCN = '7493.49', DilatedRNN = '7480.96', MLP = '7482.89', DLinear = '7440.25', NLinear = '7459.95', TFT = '7439.58', StemGNN = '7376.92', MLPMultivariate = '7604.61', TiDE = '7448.94', DeepNPTS = '7485.81', y = '7370.0', min_within_quantile = '7376.92', max_within_quantile = '7604.61' WHERE ds = '2024-10-18 00:00:00'
-2024-11-25 17:26:03,635 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7342.19', Informer = '7415.86', LSTM = '7432.39', iTransformer = '7436.52', TSMixer = '7353.65', TSMixerx = '7367.94', PatchTST = '7340.1', RNN = '7345.03', GRU = '7405.87', TCN = '7417.5', BiTCN = '7400.88', DilatedRNN = '7409.26', MLP = '7397.39', DLinear = '7347.94', NLinear = '7346.68', TFT = '7376.67', StemGNN = '7371.64', MLPMultivariate = '7476.46', TiDE = '7350.77', DeepNPTS = '7469.52', y = '7362.5', min_within_quantile = '7340.1', max_within_quantile = '7476.46' WHERE ds = '2024-10-21 00:00:00'
-2024-11-25 17:26:03,635 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7342.19', Informer = '7415.86', LSTM = '7432.39', iTransformer = '7436.52', TSMixer = '7353.65', TSMixerx = '7367.94', PatchTST = '7340.1', RNN = '7345.03', GRU = '7405.87', TCN = '7417.5', BiTCN = '7400.88', DilatedRNN = '7409.26', MLP = '7397.39', DLinear = '7347.94', NLinear = '7346.68', TFT = '7376.67', StemGNN = '7371.64', MLPMultivariate = '7476.46', TiDE = '7350.77', DeepNPTS = '7469.52', y = '7362.5', min_within_quantile = '7340.1', max_within_quantile = '7476.46' WHERE ds = '2024-10-21 00:00:00'
-2024-11-25 17:26:03,637 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7328.28', Informer = '7431.3', LSTM = '7436.81', iTransformer = '7402.06', TSMixer = '7335.13', TSMixerx = '7350.6', PatchTST = '7333.01', RNN = '7346.72', GRU = '7417.59', TCN = '7415.49', BiTCN = '7356.66', DilatedRNN = '7409.2', MLP = '7375.37', DLinear = '7327.7', NLinear = '7338.94', TFT = '7386.7', StemGNN = '7366.22', MLPMultivariate = '7432.85', TiDE = '7337.65', DeepNPTS = '7426.75', y = '7346.67', min_within_quantile = '7327.7', max_within_quantile = '7436.81' WHERE ds = '2024-10-22 00:00:00'
-2024-11-25 17:26:03,637 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7328.28', Informer = '7431.3', LSTM = '7436.81', iTransformer = '7402.06', TSMixer = '7335.13', TSMixerx = '7350.6', PatchTST = '7333.01', RNN = '7346.72', GRU = '7417.59', TCN = '7415.49', BiTCN = '7356.66', DilatedRNN = '7409.2', MLP = '7375.37', DLinear = '7327.7', NLinear = '7338.94', TFT = '7386.7', StemGNN = '7366.22', MLPMultivariate = '7432.85', TiDE = '7337.65', DeepNPTS = '7426.75', y = '7346.67', min_within_quantile = '7327.7', max_within_quantile = '7436.81' WHERE ds = '2024-10-22 00:00:00'
-2024-11-25 17:26:03,641 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7316.1', Informer = '7342.36', LSTM = '7422.7', iTransformer = '7370.99', TSMixer = '7318.65', TSMixerx = '7347.57', PatchTST = '7296.77', RNN = '7344.71', GRU = '7397.44', TCN = '7405.44', BiTCN = '7309.39', DilatedRNN = '7397.46', MLP = '7351.49', DLinear = '7307.42', NLinear = '7315.22', TFT = '7359.32', StemGNN = '7360.26', MLPMultivariate = '7504.19', TiDE = '7324.89', DeepNPTS = '7412.1', y = '7357.5', min_within_quantile = '7296.77', max_within_quantile = '7504.19' WHERE ds = '2024-10-23 00:00:00'
-2024-11-25 17:26:03,641 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7316.1', Informer = '7342.36', LSTM = '7422.7', iTransformer = '7370.99', TSMixer = '7318.65', TSMixerx = '7347.57', PatchTST = '7296.77', RNN = '7344.71', GRU = '7397.44', TCN = '7405.44', BiTCN = '7309.39', DilatedRNN = '7397.46', MLP = '7351.49', DLinear = '7307.42', NLinear = '7315.22', TFT = '7359.32', StemGNN = '7360.26', MLPMultivariate = '7504.19', TiDE = '7324.89', DeepNPTS = '7412.1', y = '7357.5', min_within_quantile = '7296.77', max_within_quantile = '7504.19' WHERE ds = '2024-10-23 00:00:00'
-2024-11-25 17:26:03,644 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7328.17', Informer = '7363.03', LSTM = '7432.98', iTransformer = '7347.16', TSMixer = '7329.41', TSMixerx = '7356.26', PatchTST = '7318.49', RNN = '7354.29', GRU = '7410.66', TCN = '7423.95', BiTCN = '7295.56', DilatedRNN = '7406.64', MLP = '7340.87', DLinear = '7343.58', NLinear = '7342.17', TFT = '7349.49', StemGNN = '7355.08', MLPMultivariate = '7584.65', TiDE = '7328.65', DeepNPTS = '7372.69', y = '7352.5', min_within_quantile = '7295.56', max_within_quantile = '7584.65' WHERE ds = '2024-10-24 00:00:00'
-2024-11-25 17:26:03,644 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7328.17', Informer = '7363.03', LSTM = '7432.98', iTransformer = '7347.16', TSMixer = '7329.41', TSMixerx = '7356.26', PatchTST = '7318.49', RNN = '7354.29', GRU = '7410.66', TCN = '7423.95', BiTCN = '7295.56', DilatedRNN = '7406.64', MLP = '7340.87', DLinear = '7343.58', NLinear = '7342.17', TFT = '7349.49', StemGNN = '7355.08', MLPMultivariate = '7584.65', TiDE = '7328.65', DeepNPTS = '7372.69', y = '7352.5', min_within_quantile = '7295.56', max_within_quantile = '7584.65' WHERE ds = '2024-10-24 00:00:00'
-2024-11-25 17:26:03,648 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7329.58', Informer = '7307.3', LSTM = '7427.9', iTransformer = '7329.27', TSMixer = '7342.32', TSMixerx = '7352.18', PatchTST = '7363.88', RNN = '7355.26', GRU = '7401.97', TCN = '7428.59', BiTCN = '7289.58', DilatedRNN = '7406.95', MLP = '7338.36', DLinear = '7337.05', NLinear = '7356.96', TFT = '7327.41', StemGNN = '7349.93', MLPMultivariate = '7666.35', TiDE = '7339.12', DeepNPTS = '7362.68', y = '7372.5', min_within_quantile = '7289.58', max_within_quantile = '7428.59' WHERE ds = '2024-10-25 00:00:00'
-2024-11-25 17:26:03,648 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7329.58', Informer = '7307.3', LSTM = '7427.9', iTransformer = '7329.27', TSMixer = '7342.32', TSMixerx = '7352.18', PatchTST = '7363.88', RNN = '7355.26', GRU = '7401.97', TCN = '7428.59', BiTCN = '7289.58', DilatedRNN = '7406.95', MLP = '7338.36', DLinear = '7337.05', NLinear = '7356.96', TFT = '7327.41', StemGNN = '7349.93', MLPMultivariate = '7666.35', TiDE = '7339.12', DeepNPTS = '7362.68', y = '7372.5', min_within_quantile = '7289.58', max_within_quantile = '7428.59' WHERE ds = '2024-10-25 00:00:00'
-2024-11-25 17:26:03,651 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7349.07', Informer = '7335.23', LSTM = '7443.43', iTransformer = '7353.53', TSMixer = '7374.37', TSMixerx = '7339.27', PatchTST = '7398.44', RNN = '7376.06', GRU = '7421.31', TCN = '7439.24', BiTCN = '7304.94', DilatedRNN = '7421.57', MLP = '7367.61', DLinear = '7369.73', NLinear = '7383.37', TFT = '7328.97', StemGNN = '7345.92', MLPMultivariate = '7647.86', TiDE = '7375.17', DeepNPTS = '7346.87', y = '7373.33', min_within_quantile = '7304.94', max_within_quantile = '7443.43' WHERE ds = '2024-10-28 00:00:00'
-2024-11-25 17:26:03,651 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7349.07', Informer = '7335.23', LSTM = '7443.43', iTransformer = '7353.53', TSMixer = '7374.37', TSMixerx = '7339.27', PatchTST = '7398.44', RNN = '7376.06', GRU = '7421.31', TCN = '7439.24', BiTCN = '7304.94', DilatedRNN = '7421.57', MLP = '7367.61', DLinear = '7369.73', NLinear = '7383.37', TFT = '7328.97', StemGNN = '7345.92', MLPMultivariate = '7647.86', TiDE = '7375.17', DeepNPTS = '7346.87', y = '7373.33', min_within_quantile = '7304.94', max_within_quantile = '7443.43' WHERE ds = '2024-10-28 00:00:00'
-2024-11-25 17:26:03,655 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7371.94', Informer = '7315.6', LSTM = '7442.14', iTransformer = '7596.75', TSMixer = '7382.77', TSMixerx = '7392.34', PatchTST = '7380.17', RNN = '7375.12', GRU = '7417.23', TCN = '7439.38', BiTCN = '7337.48', DilatedRNN = '7421.91', MLP = '7375.57', DLinear = '7398.13', NLinear = '7391.33', TFT = '7329.01', StemGNN = '7342.42', MLPMultivariate = '7586.51', TiDE = '7383.43', DeepNPTS = '7358.42', y = '7380.0', min_within_quantile = '7315.6', max_within_quantile = '7596.75' WHERE ds = '2024-10-29 00:00:00'
-2024-11-25 17:26:03,655 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7371.94', Informer = '7315.6', LSTM = '7442.14', iTransformer = '7596.75', TSMixer = '7382.77', TSMixerx = '7392.34', PatchTST = '7380.17', RNN = '7375.12', GRU = '7417.23', TCN = '7439.38', BiTCN = '7337.48', DilatedRNN = '7421.91', MLP = '7375.57', DLinear = '7398.13', NLinear = '7391.33', TFT = '7329.01', StemGNN = '7342.42', MLPMultivariate = '7586.51', TiDE = '7383.43', DeepNPTS = '7358.42', y = '7380.0', min_within_quantile = '7315.6', max_within_quantile = '7596.75' WHERE ds = '2024-10-29 00:00:00'
-2024-11-25 17:26:03,658 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7384.5', Informer = '7351.3', LSTM = '7447.51', iTransformer = '7516.77', TSMixer = '7389.46', TSMixerx = '7445.73', PatchTST = '7383.48', RNN = '7380.29', GRU = '7424.58', TCN = '7429.07', BiTCN = '7388.24', DilatedRNN = '7428.72', MLP = '7390.92', DLinear = '7393.59', NLinear = '7389.75', TFT = '7350.55', StemGNN = '7339.54', MLPMultivariate = '7519.05', TiDE = '7368.5', DeepNPTS = '7356.88', y = '7330.0', min_within_quantile = '7339.54', max_within_quantile = '7519.05' WHERE ds = '2024-10-30 00:00:00'
-2024-11-25 17:26:03,658 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7384.5', Informer = '7351.3', LSTM = '7447.51', iTransformer = '7516.77', TSMixer = '7389.46', TSMixerx = '7445.73', PatchTST = '7383.48', RNN = '7380.29', GRU = '7424.58', TCN = '7429.07', BiTCN = '7388.24', DilatedRNN = '7428.72', MLP = '7390.92', DLinear = '7393.59', NLinear = '7389.75', TFT = '7350.55', StemGNN = '7339.54', MLPMultivariate = '7519.05', TiDE = '7368.5', DeepNPTS = '7356.88', y = '7330.0', min_within_quantile = '7339.54', max_within_quantile = '7519.05' WHERE ds = '2024-10-30 00:00:00'
-2024-11-25 17:26:03,662 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7327.23', Informer = '7288.39', LSTM = '7409.56', iTransformer = '7335.54', TSMixer = '7351.44', TSMixerx = '7386.44', PatchTST = '7342.59', RNN = '7322.79', GRU = '7379.23', TCN = '7415.01', BiTCN = '7359.43', DilatedRNN = '7394.15', MLP = '7386.25', DLinear = '7358.17', NLinear = '7338.4', TFT = '7292.65', StemGNN = '7335.02', MLPMultivariate = '7477.89', TiDE = '7332.95', DeepNPTS = '7398.17', y = '7340.0', min_within_quantile = '7288.39', max_within_quantile = '7477.89' WHERE ds = '2024-10-31 00:00:00'
-2024-11-25 17:26:03,662 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7327.23', Informer = '7288.39', LSTM = '7409.56', iTransformer = '7335.54', TSMixer = '7351.44', TSMixerx = '7386.44', PatchTST = '7342.59', RNN = '7322.79', GRU = '7379.23', TCN = '7415.01', BiTCN = '7359.43', DilatedRNN = '7394.15', MLP = '7386.25', DLinear = '7358.17', NLinear = '7338.4', TFT = '7292.65', StemGNN = '7335.02', MLPMultivariate = '7477.89', TiDE = '7332.95', DeepNPTS = '7398.17', y = '7340.0', min_within_quantile = '7288.39', max_within_quantile = '7477.89' WHERE ds = '2024-10-31 00:00:00'
-2024-11-25 17:26:03,665 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7322.6', Informer = '7371.96', LSTM = '7420.86', iTransformer = '7334.93', TSMixer = '7351.36', TSMixerx = '7337.23', PatchTST = '7357.66', RNN = '7335.26', GRU = '7397.79', TCN = '7413.96', BiTCN = '7370.36', DilatedRNN = '7399.68', MLP = '7406.5', DLinear = '7355.38', NLinear = '7345.56', TFT = '7311.47', StemGNN = '7331.37', MLPMultivariate = '7453.73', TiDE = '7346.34', DeepNPTS = '7397.43', y = '7363.33', min_within_quantile = '7311.47', max_within_quantile = '7453.73' WHERE ds = '2024-11-01 00:00:00'
-2024-11-25 17:26:03,665 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7322.6', Informer = '7371.96', LSTM = '7420.86', iTransformer = '7334.93', TSMixer = '7351.36', TSMixerx = '7337.23', PatchTST = '7357.66', RNN = '7335.26', GRU = '7397.79', TCN = '7413.96', BiTCN = '7370.36', DilatedRNN = '7399.68', MLP = '7406.5', DLinear = '7355.38', NLinear = '7345.56', TFT = '7311.47', StemGNN = '7331.37', MLPMultivariate = '7453.73', TiDE = '7346.34', DeepNPTS = '7397.43', y = '7363.33', min_within_quantile = '7311.47', max_within_quantile = '7453.73' WHERE ds = '2024-11-01 00:00:00'
-2024-11-25 17:26:03,668 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7350.24', Informer = '7412.2', LSTM = '7435.6', iTransformer = '7347.57', TSMixer = '7362.38', TSMixerx = '7338.97', PatchTST = '7377.67', RNN = '7368.39', GRU = '7412.11', TCN = '7422.61', BiTCN = '7392.8', DilatedRNN = '7411.35', MLP = '7429.9', DLinear = '7348.76', NLinear = '7364.08', TFT = '7348.24', StemGNN = '7328.76', MLPMultivariate = '7423.61', TiDE = '7362.26', DeepNPTS = '7432.94', y = '7360.0', min_within_quantile = '7328.76', max_within_quantile = '7435.6' WHERE ds = '2024-11-04 00:00:00'
-2024-11-25 17:26:03,668 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7350.24', Informer = '7412.2', LSTM = '7435.6', iTransformer = '7347.57', TSMixer = '7362.38', TSMixerx = '7338.97', PatchTST = '7377.67', RNN = '7368.39', GRU = '7412.11', TCN = '7422.61', BiTCN = '7392.8', DilatedRNN = '7411.35', MLP = '7429.9', DLinear = '7348.76', NLinear = '7364.08', TFT = '7348.24', StemGNN = '7328.76', MLPMultivariate = '7423.61', TiDE = '7362.26', DeepNPTS = '7432.94', y = '7360.0', min_within_quantile = '7328.76', max_within_quantile = '7435.6' WHERE ds = '2024-11-04 00:00:00'
-2024-11-25 17:26:03,672 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7341.32', Informer = '7403.45', LSTM = '7432.38', iTransformer = '7346.31', TSMixer = '7351.92', TSMixerx = '7399.55', PatchTST = '7381.86', RNN = '7359.55', GRU = '7406.81', TCN = '7415.29', BiTCN = '7381.08', DilatedRNN = '7406.65', MLP = '7419.28', DLinear = '7363.51', NLinear = '7364.03', TFT = '7348.01', StemGNN = '7326.1', MLPMultivariate = '7421.71', TiDE = '7350.4', DeepNPTS = '7430.0', y = '7357.5', min_within_quantile = '7326.1', max_within_quantile = '7432.38' WHERE ds = '2024-11-05 00:00:00'
-2024-11-25 17:26:03,672 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7341.32', Informer = '7403.45', LSTM = '7432.38', iTransformer = '7346.31', TSMixer = '7351.92', TSMixerx = '7399.55', PatchTST = '7381.86', RNN = '7359.55', GRU = '7406.81', TCN = '7415.29', BiTCN = '7381.08', DilatedRNN = '7406.65', MLP = '7419.28', DLinear = '7363.51', NLinear = '7364.03', TFT = '7348.01', StemGNN = '7326.1', MLPMultivariate = '7421.71', TiDE = '7350.4', DeepNPTS = '7430.0', y = '7357.5', min_within_quantile = '7326.1', max_within_quantile = '7432.38' WHERE ds = '2024-11-05 00:00:00'
-2024-11-25 17:26:03,675 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7342.7', Informer = '7379.48', LSTM = '7431.43', iTransformer = '7325.04', TSMixer = '7345.92', TSMixerx = '7401.42', PatchTST = '7365.39', RNN = '7358.68', GRU = '7406.36', TCN = '7413.96', BiTCN = '7350.11', DilatedRNN = '7407.09', MLP = '7368.85', DLinear = '7345.97', NLinear = '7365.12', TFT = '7347.75', StemGNN = '7323.35', MLPMultivariate = '7370.36', TiDE = '7337.4', DeepNPTS = '7406.72', y = '7383.33', min_within_quantile = '7323.35', max_within_quantile = '7431.43' WHERE ds = '2024-11-06 00:00:00'
-2024-11-25 17:26:03,675 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7342.7', Informer = '7379.48', LSTM = '7431.43', iTransformer = '7325.04', TSMixer = '7345.92', TSMixerx = '7401.42', PatchTST = '7365.39', RNN = '7358.68', GRU = '7406.36', TCN = '7413.96', BiTCN = '7350.11', DilatedRNN = '7407.09', MLP = '7368.85', DLinear = '7345.97', NLinear = '7365.12', TFT = '7347.75', StemGNN = '7323.35', MLPMultivariate = '7370.36', TiDE = '7337.4', DeepNPTS = '7406.72', y = '7383.33', min_within_quantile = '7323.35', max_within_quantile = '7431.43' WHERE ds = '2024-11-06 00:00:00'
-2024-11-25 17:26:03,679 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7361.85', Informer = '7376.82', LSTM = '7450.25', iTransformer = '7314.2', TSMixer = '7366.01', TSMixerx = '7408.66', PatchTST = '7375.19', RNN = '7389.31', GRU = '7428.86', TCN = '7425.76', BiTCN = '7357.23', DilatedRNN = '7424.3', MLP = '7355.54', DLinear = '7358.0', NLinear = '7389.64', TFT = '7367.46', StemGNN = '7321.63', MLPMultivariate = '7379.98', TiDE = '7364.09', DeepNPTS = '7363.7', y = '7366.67', min_within_quantile = '7314.2', max_within_quantile = '7450.25' WHERE ds = '2024-11-07 00:00:00'
-2024-11-25 17:26:03,679 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7361.85', Informer = '7376.82', LSTM = '7450.25', iTransformer = '7314.2', TSMixer = '7366.01', TSMixerx = '7408.66', PatchTST = '7375.19', RNN = '7389.31', GRU = '7428.86', TCN = '7425.76', BiTCN = '7357.23', DilatedRNN = '7424.3', MLP = '7355.54', DLinear = '7358.0', NLinear = '7389.64', TFT = '7367.46', StemGNN = '7321.63', MLPMultivariate = '7379.98', TiDE = '7364.09', DeepNPTS = '7363.7', y = '7366.67', min_within_quantile = '7314.2', max_within_quantile = '7450.25' WHERE ds = '2024-11-07 00:00:00'
-2024-11-25 17:26:03,682 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.41', Informer = '7315.01', LSTM = '7436.08', iTransformer = '7302.99', TSMixer = '7356.0', TSMixerx = '7365.51', PatchTST = '7338.29', RNN = '7364.19', GRU = '7409.51', TCN = '7418.2', BiTCN = '7349.11', DilatedRNN = '7409.37', MLP = '7353.97', DLinear = '7365.93', NLinear = '7362.72', TFT = '7355.07', StemGNN = '7319.76', MLPMultivariate = '7416.53', TiDE = '7356.06', DeepNPTS = '7362.91', y = '7383.33', min_within_quantile = '7302.99', max_within_quantile = '7436.08' WHERE ds = '2024-11-08 00:00:00'
-2024-11-25 17:26:03,682 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.41', Informer = '7315.01', LSTM = '7436.08', iTransformer = '7302.99', TSMixer = '7356.0', TSMixerx = '7365.51', PatchTST = '7338.29', RNN = '7364.19', GRU = '7409.51', TCN = '7418.2', BiTCN = '7349.11', DilatedRNN = '7409.37', MLP = '7353.97', DLinear = '7365.93', NLinear = '7362.72', TFT = '7355.07', StemGNN = '7319.76', MLPMultivariate = '7416.53', TiDE = '7356.06', DeepNPTS = '7362.91', y = '7383.33', min_within_quantile = '7302.99', max_within_quantile = '7436.08' WHERE ds = '2024-11-08 00:00:00'
-2024-11-25 17:26:03,686 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7370.4', Informer = '7295.31', LSTM = '7450.37', iTransformer = '7303.38', TSMixer = '7368.27', TSMixerx = '7371.47', PatchTST = '7340.48', RNN = '7383.68', GRU = '7429.25', TCN = '7438.82', BiTCN = '7360.53', DilatedRNN = '7423.31', MLP = '7367.64', DLinear = '7350.49', NLinear = '7374.88', TFT = '7361.41', StemGNN = '7318.79', MLPMultivariate = '7446.76', TiDE = '7358.47', DeepNPTS = '7363.16', y = '7340.0', min_within_quantile = '7295.31', max_within_quantile = '7450.37' WHERE ds = '2024-11-11 00:00:00'
-2024-11-25 17:26:03,686 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7370.4', Informer = '7295.31', LSTM = '7450.37', iTransformer = '7303.38', TSMixer = '7368.27', TSMixerx = '7371.47', PatchTST = '7340.48', RNN = '7383.68', GRU = '7429.25', TCN = '7438.82', BiTCN = '7360.53', DilatedRNN = '7423.31', MLP = '7367.64', DLinear = '7350.49', NLinear = '7374.88', TFT = '7361.41', StemGNN = '7318.79', MLPMultivariate = '7446.76', TiDE = '7358.47', DeepNPTS = '7363.16', y = '7340.0', min_within_quantile = '7295.31', max_within_quantile = '7450.37' WHERE ds = '2024-11-11 00:00:00'
-2024-11-25 17:26:03,689 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7327.88', Informer = '7234.36', LSTM = '7416.22', iTransformer = '7298.64', TSMixer = '7344.54', TSMixerx = '7352.78', PatchTST = '7299.86', RNN = '7335.63', GRU = '7386.56', TCN = '7436.34', BiTCN = '7359.84', DilatedRNN = '7390.64', MLP = '7339.69', DLinear = '7347.06', NLinear = '7329.01', TFT = '7311.03', StemGNN = '7316.53', MLPMultivariate = '7430.11', TiDE = '7335.26', DeepNPTS = '7372.1', y = '7306.67', min_within_quantile = '7234.36', max_within_quantile = '7436.34' WHERE ds = '2024-11-12 00:00:00'
-2024-11-25 17:26:03,689 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7327.88', Informer = '7234.36', LSTM = '7416.22', iTransformer = '7298.64', TSMixer = '7344.54', TSMixerx = '7352.78', PatchTST = '7299.86', RNN = '7335.63', GRU = '7386.56', TCN = '7436.34', BiTCN = '7359.84', DilatedRNN = '7390.64', MLP = '7339.69', DLinear = '7347.06', NLinear = '7329.01', TFT = '7311.03', StemGNN = '7316.53', MLPMultivariate = '7430.11', TiDE = '7335.26', DeepNPTS = '7372.1', y = '7306.67', min_within_quantile = '7234.36', max_within_quantile = '7436.34' WHERE ds = '2024-11-12 00:00:00'
-2024-11-25 17:26:03,693 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7293.75', Informer = '7222.33', LSTM = '7395.0', iTransformer = '7303.12', TSMixer = '7315.56', TSMixerx = '7330.61', PatchTST = '7299.39', RNN = '7294.96', GRU = '7367.16', TCN = '7413.16', BiTCN = '7354.2', DilatedRNN = '7368.64', MLP = '7341.22', DLinear = '7321.57', NLinear = '7292.03', TFT = '7278.37', StemGNN = '7313.46', MLPMultivariate = '7413.3', TiDE = '7309.92', DeepNPTS = '7368.12', y = '7323.33', min_within_quantile = '7222.33', max_within_quantile = '7413.3' WHERE ds = '2024-11-13 00:00:00'
-2024-11-25 17:26:03,693 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7293.75', Informer = '7222.33', LSTM = '7395.0', iTransformer = '7303.12', TSMixer = '7315.56', TSMixerx = '7330.61', PatchTST = '7299.39', RNN = '7294.96', GRU = '7367.16', TCN = '7413.16', BiTCN = '7354.2', DilatedRNN = '7368.64', MLP = '7341.22', DLinear = '7321.57', NLinear = '7292.03', TFT = '7278.37', StemGNN = '7313.46', MLPMultivariate = '7413.3', TiDE = '7309.92', DeepNPTS = '7368.12', y = '7323.33', min_within_quantile = '7222.33', max_within_quantile = '7413.3' WHERE ds = '2024-11-13 00:00:00'
-2024-11-25 17:26:03,696 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7311.79', Informer = '7247.7', LSTM = '7408.33', iTransformer = '7308.28', TSMixer = '7323.93', TSMixerx = '7352.86', PatchTST = '7332.45', RNN = '7323.25', GRU = '7383.86', TCN = '7419.8', BiTCN = '7346.99', DilatedRNN = '7379.9', MLP = '7354.45', DLinear = '7303.14', NLinear = '7323.51', TFT = '7305.42', StemGNN = '7311.4', MLPMultivariate = '7412.5', TiDE = '7321.54', DeepNPTS = '7360.62', y = '7353.33', min_within_quantile = '7247.7', max_within_quantile = '7419.8' WHERE ds = '2024-11-14 00:00:00'
-2024-11-25 17:26:03,696 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7311.79', Informer = '7247.7', LSTM = '7408.33', iTransformer = '7308.28', TSMixer = '7323.93', TSMixerx = '7352.86', PatchTST = '7332.45', RNN = '7323.25', GRU = '7383.86', TCN = '7419.8', BiTCN = '7346.99', DilatedRNN = '7379.9', MLP = '7354.45', DLinear = '7303.14', NLinear = '7323.51', TFT = '7305.42', StemGNN = '7311.4', MLPMultivariate = '7412.5', TiDE = '7321.54', DeepNPTS = '7360.62', y = '7353.33', min_within_quantile = '7247.7', max_within_quantile = '7419.8' WHERE ds = '2024-11-14 00:00:00'
-2024-11-25 17:26:03,699 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7319.68', Informer = '7284.53', LSTM = '7428.81', iTransformer = '7313.95', TSMixer = '7347.07', TSMixerx = '7322.87', PatchTST = '7354.39', RNN = '7358.35', GRU = '7405.38', TCN = '7427.56', BiTCN = '7340.19', DilatedRNN = '7398.84', MLP = '7369.0', DLinear = '7342.98', NLinear = '7354.87', TFT = '7342.94', StemGNN = '7310.14', MLPMultivariate = '7414.84', TiDE = '7342.98', DeepNPTS = '7357.97', y = '7393.33', min_within_quantile = '7284.53', max_within_quantile = '7428.81' WHERE ds = '2024-11-15 00:00:00'
-2024-11-25 17:26:03,699 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7319.68', Informer = '7284.53', LSTM = '7428.81', iTransformer = '7313.95', TSMixer = '7347.07', TSMixerx = '7322.87', PatchTST = '7354.39', RNN = '7358.35', GRU = '7405.38', TCN = '7427.56', BiTCN = '7340.19', DilatedRNN = '7398.84', MLP = '7369.0', DLinear = '7342.98', NLinear = '7354.87', TFT = '7342.94', StemGNN = '7310.14', MLPMultivariate = '7414.84', TiDE = '7342.98', DeepNPTS = '7357.97', y = '7393.33', min_within_quantile = '7284.53', max_within_quantile = '7428.81' WHERE ds = '2024-11-15 00:00:00'
-2024-11-25 17:26:03,703 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7369.85', Informer = '7357.13', LSTM = '7457.2', iTransformer = '7375.93', TSMixer = '7390.23', TSMixerx = '7362.16', PatchTST = '7391.84', RNN = '7404.33', GRU = '7436.34', TCN = '7456.57', BiTCN = '7364.09', DilatedRNN = '7430.0', MLP = '7387.04', DLinear = '7371.61', NLinear = '7400.09', TFT = '7383.62', StemGNN = '7310.65', MLPMultivariate = '7445.21', TiDE = '7390.35', DeepNPTS = '7371.28', y = '7363.33', min_within_quantile = '7310.65', max_within_quantile = '7457.2' WHERE ds = '2024-11-18 00:00:00'
-2024-11-25 17:26:03,703 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7369.85', Informer = '7357.13', LSTM = '7457.2', iTransformer = '7375.93', TSMixer = '7390.23', TSMixerx = '7362.16', PatchTST = '7391.84', RNN = '7404.33', GRU = '7436.34', TCN = '7456.57', BiTCN = '7364.09', DilatedRNN = '7430.0', MLP = '7387.04', DLinear = '7371.61', NLinear = '7400.09', TFT = '7383.62', StemGNN = '7310.65', MLPMultivariate = '7445.21', TiDE = '7390.35', DeepNPTS = '7371.28', y = '7363.33', min_within_quantile = '7310.65', max_within_quantile = '7457.2' WHERE ds = '2024-11-18 00:00:00'
-2024-11-25 17:26:03,707 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7359.15', Informer = '7375.48', LSTM = '7458.51', iTransformer = '7341.49', TSMixer = '7377.94', TSMixerx = '7366.39', PatchTST = '7394.69', RNN = '7445.63', GRU = '7430.13', TCN = '7466.19', BiTCN = '7356.74', DilatedRNN = '7411.99', MLP = '7377.77', DLinear = '7365.6', NLinear = '7376.27', TFT = '7375.41', StemGNN = '7305.28', MLPMultivariate = '7422.22', TiDE = '7377.65', DeepNPTS = '7365.46', y = '7370.0', min_within_quantile = '7305.28', max_within_quantile = '7466.19' WHERE ds = '2024-11-19 00:00:00'
-2024-11-25 17:26:03,707 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7359.15', Informer = '7375.48', LSTM = '7458.51', iTransformer = '7341.49', TSMixer = '7377.94', TSMixerx = '7366.39', PatchTST = '7394.69', RNN = '7445.63', GRU = '7430.13', TCN = '7466.19', BiTCN = '7356.74', DilatedRNN = '7411.99', MLP = '7377.77', DLinear = '7365.6', NLinear = '7376.27', TFT = '7375.41', StemGNN = '7305.28', MLPMultivariate = '7422.22', TiDE = '7377.65', DeepNPTS = '7365.46', y = '7370.0', min_within_quantile = '7305.28', max_within_quantile = '7466.19' WHERE ds = '2024-11-19 00:00:00'
-2024-11-25 17:26:03,711 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7362.62', Informer = '7351.23', LSTM = '7456.38', iTransformer = '7308.27', TSMixer = '7380.61', TSMixerx = '7353.71', PatchTST = '7381.17', RNN = '7446.78', GRU = '7443.38', TCN = '7447.63', BiTCN = '7353.04', DilatedRNN = '7413.24', MLP = '7370.46', DLinear = '7371.66', NLinear = '7373.41', TFT = '7364.26', StemGNN = '7304.08', MLPMultivariate = '7398.96', TiDE = '7357.4', DeepNPTS = '7367.49', y = '7406.67', min_within_quantile = '7304.08', max_within_quantile = '7456.38' WHERE ds = '2024-11-20 00:00:00'
-2024-11-25 17:26:03,711 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7362.62', Informer = '7351.23', LSTM = '7456.38', iTransformer = '7308.27', TSMixer = '7380.61', TSMixerx = '7353.71', PatchTST = '7381.17', RNN = '7446.78', GRU = '7443.38', TCN = '7447.63', BiTCN = '7353.04', DilatedRNN = '7413.24', MLP = '7370.46', DLinear = '7371.66', NLinear = '7373.41', TFT = '7364.26', StemGNN = '7304.08', MLPMultivariate = '7398.96', TiDE = '7357.4', DeepNPTS = '7367.49', y = '7406.67', min_within_quantile = '7304.08', max_within_quantile = '7456.38' WHERE ds = '2024-11-20 00:00:00'
-2024-11-25 17:26:03,715 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7354.85', Informer = '7346.24', LSTM = '7442.15', iTransformer = '7300.34', TSMixer = '7359.81', TSMixerx = '7363.03', PatchTST = '7371.89', RNN = '7449.58', GRU = '7446.84', TCN = '7458.07', BiTCN = '7342.97', DilatedRNN = '7407.59', MLP = '7341.86', DLinear = '7332.68', NLinear = '7364.09', TFT = '7353.69', StemGNN = '7298.96', MLPMultivariate = '7386.73', TiDE = '7321.63', DeepNPTS = '7358.93', y = '7430.0', min_within_quantile = '7298.96', max_within_quantile = '7458.07' WHERE ds = '2024-11-21 00:00:00'
-2024-11-25 17:26:03,715 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7354.85', Informer = '7346.24', LSTM = '7442.15', iTransformer = '7300.34', TSMixer = '7359.81', TSMixerx = '7363.03', PatchTST = '7371.89', RNN = '7449.58', GRU = '7446.84', TCN = '7458.07', BiTCN = '7342.97', DilatedRNN = '7407.59', MLP = '7341.86', DLinear = '7332.68', NLinear = '7364.09', TFT = '7353.69', StemGNN = '7298.96', MLPMultivariate = '7386.73', TiDE = '7321.63', DeepNPTS = '7358.93', y = '7430.0', min_within_quantile = '7298.96', max_within_quantile = '7458.07' WHERE ds = '2024-11-21 00:00:00'
-2024-11-25 17:26:03,719 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7353.64', Informer = '7336.61', LSTM = '7437.2', iTransformer = '7275.69', TSMixer = '7326.2', TSMixerx = '7354.65', PatchTST = '7317.2', RNN = '7451.53', GRU = '7427.21', TCN = '7426.26', BiTCN = '7326.61', DilatedRNN = '7405.67', MLP = '7325.8', DLinear = '7313.91', NLinear = '7368.82', TFT = '7343.28', StemGNN = '7302.4', MLPMultivariate = '7366.82', TiDE = '7299.49', DeepNPTS = '7360.79', y = '7426.67', min_within_quantile = '7275.69', max_within_quantile = '7451.53' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 17:26:03,719 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7353.64', Informer = '7336.61', LSTM = '7437.2', iTransformer = '7275.69', TSMixer = '7326.2', TSMixerx = '7354.65', PatchTST = '7317.2', RNN = '7451.53', GRU = '7427.21', TCN = '7426.26', BiTCN = '7326.61', DilatedRNN = '7405.67', MLP = '7325.8', DLinear = '7313.91', NLinear = '7368.82', TFT = '7343.28', StemGNN = '7302.4', MLPMultivariate = '7366.82', TiDE = '7299.49', DeepNPTS = '7360.79', y = '7426.67', min_within_quantile = '7275.69', max_within_quantile = '7451.53' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 17:26:03,723 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7440.7', Informer = '7406.99', LSTM = '7455.78', iTransformer = '7407.78', TSMixer = '7411.64', TSMixerx = '7419.53', PatchTST = '7436.11', RNN = '7432.08', GRU = '7441.29', TCN = '7491.83', BiTCN = '7431.49', DilatedRNN = '7442.25', MLP = '7411.43', DLinear = '7405.21', NLinear = '7422.46', TFT = '7404.0', StemGNN = '7324.65', MLPMultivariate = '7410.98', TiDE = '7411.23', DeepNPTS = '7425.01', y = 'nan', min_within_quantile = '7324.65', max_within_quantile = '7491.83' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 17:26:03,723 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7440.7', Informer = '7406.99', LSTM = '7455.78', iTransformer = '7407.78', TSMixer = '7411.64', TSMixerx = '7419.53', PatchTST = '7436.11', RNN = '7432.08', GRU = '7441.29', TCN = '7491.83', BiTCN = '7431.49', DilatedRNN = '7442.25', MLP = '7411.43', DLinear = '7405.21', NLinear = '7422.46', TFT = '7404.0', StemGNN = '7324.65', MLPMultivariate = '7410.98', TiDE = '7411.23', DeepNPTS = '7425.01', y = 'nan', min_within_quantile = '7324.65', max_within_quantile = '7491.83' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 17:26:03,727 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7422.57', Informer = '7386.64', LSTM = '7455.13', iTransformer = '7381.04', TSMixer = '7390.1', TSMixerx = '7403.35', PatchTST = '7419.92', RNN = '7455.79', GRU = '7432.64', TCN = '7463.68', BiTCN = '7430.11', DilatedRNN = '7423.93', MLP = '7408.97', DLinear = '7392.53', NLinear = '7390.62', TFT = '7391.05', StemGNN = '7319.54', MLPMultivariate = '7402.37', TiDE = '7392.94', DeepNPTS = '7423.61', y = 'nan', min_within_quantile = '7319.54', max_within_quantile = '7463.68' WHERE ds = '2024-11-26 00:00:00'
-2024-11-25 17:26:03,727 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7422.57', Informer = '7386.64', LSTM = '7455.13', iTransformer = '7381.04', TSMixer = '7390.1', TSMixerx = '7403.35', PatchTST = '7419.92', RNN = '7455.79', GRU = '7432.64', TCN = '7463.68', BiTCN = '7430.11', DilatedRNN = '7423.93', MLP = '7408.97', DLinear = '7392.53', NLinear = '7390.62', TFT = '7391.05', StemGNN = '7319.54', MLPMultivariate = '7402.37', TiDE = '7392.94', DeepNPTS = '7423.61', y = 'nan', min_within_quantile = '7319.54', max_within_quantile = '7463.68' WHERE ds = '2024-11-26 00:00:00'
-2024-11-25 17:26:03,730 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7414.72', Informer = '7408.37', LSTM = '7453.43', iTransformer = '7358.92', TSMixer = '7377.72', TSMixerx = '7419.47', PatchTST = '7430.08', RNN = '7455.72', GRU = '7440.96', TCN = '7438.4', BiTCN = '7431.67', DilatedRNN = '7423.74', MLP = '7389.97', DLinear = '7368.94', NLinear = '7374.83', TFT = '7387.64', StemGNN = '7318.4', MLPMultivariate = '7388.68', TiDE = '7374.93', DeepNPTS = '7420.75', y = 'nan', min_within_quantile = '7318.4', max_within_quantile = '7455.72' WHERE ds = '2024-11-27 00:00:00'
-2024-11-25 17:26:03,730 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7414.72', Informer = '7408.37', LSTM = '7453.43', iTransformer = '7358.92', TSMixer = '7377.72', TSMixerx = '7419.47', PatchTST = '7430.08', RNN = '7455.72', GRU = '7440.96', TCN = '7438.4', BiTCN = '7431.67', DilatedRNN = '7423.74', MLP = '7389.97', DLinear = '7368.94', NLinear = '7374.83', TFT = '7387.64', StemGNN = '7318.4', MLPMultivariate = '7388.68', TiDE = '7374.93', DeepNPTS = '7420.75', y = 'nan', min_within_quantile = '7318.4', max_within_quantile = '7455.72' WHERE ds = '2024-11-27 00:00:00'
-2024-11-25 17:26:03,735 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7421.91', Informer = '7434.42', LSTM = '7441.04', iTransformer = '7363.89', TSMixer = '7364.05', TSMixerx = '7411.79', PatchTST = '7424.91', RNN = '7452.44', GRU = '7442.79', TCN = '7431.15', BiTCN = '7422.26', DilatedRNN = '7417.26', MLP = '7370.89', DLinear = '7373.86', NLinear = '7362.26', TFT = '7383.9', StemGNN = '7313.52', MLPMultivariate = '7388.14', TiDE = '7351.54', DeepNPTS = '7413.91', y = 'nan', min_within_quantile = '7313.52', max_within_quantile = '7452.44' WHERE ds = '2024-11-28 00:00:00'
-2024-11-25 17:26:03,735 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7421.91', Informer = '7434.42', LSTM = '7441.04', iTransformer = '7363.89', TSMixer = '7364.05', TSMixerx = '7411.79', PatchTST = '7424.91', RNN = '7452.44', GRU = '7442.79', TCN = '7431.15', BiTCN = '7422.26', DilatedRNN = '7417.26', MLP = '7370.89', DLinear = '7373.86', NLinear = '7362.26', TFT = '7383.9', StemGNN = '7313.52', MLPMultivariate = '7388.14', TiDE = '7351.54', DeepNPTS = '7413.91', y = 'nan', min_within_quantile = '7313.52', max_within_quantile = '7452.44' WHERE ds = '2024-11-28 00:00:00'
-2024-11-25 17:28:12,101 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-25 17:28:12,101 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-25 17:28:12,103 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-25 17:28:12,103 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-25 17:28:41,394 - my_logger - INFO - 删除两月不更新特征前数据量：(2521, 355)
-2024-11-25 17:28:41,394 - my_logger - INFO - 删除两月不更新特征前数据量：(2521, 355)
-2024-11-25 17:28:41,779 - my_logger - INFO - 删除两月不更新特征后数据量：(2521, 310)
-2024-11-25 17:28:41,779 - my_logger - INFO - 删除两月不更新特征后数据量：(2521, 310)
-2024-11-25 17:28:41,782 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 310)
-2024-11-25 17:28:41,782 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 310)
-2024-11-25 17:28:41,784 - my_logger - INFO - 删除全为空值的列后数据量：(775, 310)
-2024-11-25 17:28:41,784 - my_logger - INFO - 删除全为空值的列后数据量：(775, 310)
-2024-11-25 17:28:43,440 - my_logger - INFO -                   日度(215)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-210               PE期货收盘价               
-211               PP连续-1月               
-212               PP连续-5月               
-213               PP连续-9月               
-214                     y               
-
-[215 rows x 2 columns]
-2024-11-25 17:28:43,440 - my_logger - INFO -                   日度(215)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-210               PE期货收盘价               
-211               PP连续-1月               
-212               PP连续-5月               
-213               PP连续-9月               
-214                     y               
-
-[215 rows x 2 columns]
-2024-11-25 17:28:43,459 - my_logger - INFO - 特征信息：总共有307个,日度(215),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 17:28:43,459 - my_logger - INFO - 特征信息：总共有307个,日度(215),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 17:28:43,462 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-25 17:28:43,462 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-25 17:28:44,028 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 17:28:44,028 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 17:28:44,031 - my_logger - INFO - 开始训练模型...
-2024-11-25 17:28:44,031 - my_logger - INFO - 开始训练模型...
-2024-11-25 17:28:44,032 - my_logger - INFO - 模型训练完成
-2024-11-25 17:28:44,032 - my_logger - INFO - 模型训练完成
-2024-11-25 17:28:44,033 - my_logger - INFO - 训练数据绘图ing
-2024-11-25 17:28:44,033 - my_logger - INFO - 训练数据绘图ing
-2024-11-25 17:28:44,781 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-25 00:00:00', NHITS = '7440.7007', Informer = '7406.9907', LSTM = '7455.779', iTransformer = '7407.7847', TSMixer = '7411.6357', TSMixerx = '7419.533', PatchTST = '7436.1084', RNN = '7432.0806', GRU = '7441.294', TCN = '7491.834', BiTCN = '7431.4907', DilatedRNN = '7442.2485', MLP = '7411.426', DLinear = '7405.2144', NLinear = '7422.461', TFT = '7404.0024', StemGNN = '7324.653', MLPMultivariate = '7410.977', TiDE = '7411.2256', DeepNPTS = '7425.0083' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 17:28:44,781 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-25 00:00:00', NHITS = '7440.7007', Informer = '7406.9907', LSTM = '7455.779', iTransformer = '7407.7847', TSMixer = '7411.6357', TSMixerx = '7419.533', PatchTST = '7436.1084', RNN = '7432.0806', GRU = '7441.294', TCN = '7491.834', BiTCN = '7431.4907', DilatedRNN = '7442.2485', MLP = '7411.426', DLinear = '7405.2144', NLinear = '7422.461', TFT = '7404.0024', StemGNN = '7324.653', MLPMultivariate = '7410.977', TiDE = '7411.2256', DeepNPTS = '7425.0083' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 17:28:45,060 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.76', Informer = '7291.24', LSTM = '7371.61', iTransformer = '7345.57', TSMixer = '7280.01', TSMixerx = '7281.39', PatchTST = '7264.79', RNN = '7272.59', GRU = '7340.42', TCN = '7411.86', BiTCN = '7303.16', DilatedRNN = '7345.0', MLP = '7281.15', DLinear = '7277.24', NLinear = '7261.16', TFT = '7283.5', StemGNN = '7269.53', MLPMultivariate = '7279.63', TiDE = '7279.09', DeepNPTS = '7271.77', y = '7242.5', min_within_quantile = '7261.16', max_within_quantile = '7411.86' WHERE ds = '2024-02-02 00:00:00'
-2024-11-25 17:28:45,060 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.76', Informer = '7291.24', LSTM = '7371.61', iTransformer = '7345.57', TSMixer = '7280.01', TSMixerx = '7281.39', PatchTST = '7264.79', RNN = '7272.59', GRU = '7340.42', TCN = '7411.86', BiTCN = '7303.16', DilatedRNN = '7345.0', MLP = '7281.15', DLinear = '7277.24', NLinear = '7261.16', TFT = '7283.5', StemGNN = '7269.53', MLPMultivariate = '7279.63', TiDE = '7279.09', DeepNPTS = '7271.77', y = '7242.5', min_within_quantile = '7261.16', max_within_quantile = '7411.86' WHERE ds = '2024-02-02 00:00:00'
-2024-11-25 17:28:45,065 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7241.74', Informer = '7243.19', LSTM = '7349.09', iTransformer = '7285.05', TSMixer = '7244.99', TSMixerx = '7255.34', PatchTST = '7234.49', RNN = '7239.26', GRU = '7316.72', TCN = '7392.48', BiTCN = '7278.45', DilatedRNN = '7322.16', MLP = '7246.36', DLinear = '7244.19', NLinear = '7240.8', TFT = '7210.9', StemGNN = '7265.12', MLPMultivariate = '7232.47', TiDE = '7244.08', DeepNPTS = '7301.79', y = '7240.0', min_within_quantile = '7210.9', max_within_quantile = '7392.48' WHERE ds = '2024-02-04 00:00:00'
-2024-11-25 17:28:45,065 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7241.74', Informer = '7243.19', LSTM = '7349.09', iTransformer = '7285.05', TSMixer = '7244.99', TSMixerx = '7255.34', PatchTST = '7234.49', RNN = '7239.26', GRU = '7316.72', TCN = '7392.48', BiTCN = '7278.45', DilatedRNN = '7322.16', MLP = '7246.36', DLinear = '7244.19', NLinear = '7240.8', TFT = '7210.9', StemGNN = '7265.12', MLPMultivariate = '7232.47', TiDE = '7244.08', DeepNPTS = '7301.79', y = '7240.0', min_within_quantile = '7210.9', max_within_quantile = '7392.48' WHERE ds = '2024-02-04 00:00:00'
-2024-11-25 17:28:45,068 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7233.59', Informer = '7237.45', LSTM = '7348.15', iTransformer = '7260.67', TSMixer = '7232.47', TSMixerx = '7235.52', PatchTST = '7227.98', RNN = '7239.73', GRU = '7318.04', TCN = '7378.93', BiTCN = '7258.91', DilatedRNN = '7318.83', MLP = '7241.68', DLinear = '7229.4', NLinear = '7231.87', TFT = '7197.2', StemGNN = '7260.54', MLPMultivariate = '7221.45', TiDE = '7235.74', DeepNPTS = '7307.94', y = '7227.5', min_within_quantile = '7197.2', max_within_quantile = '7378.93' WHERE ds = '2024-02-05 00:00:00'
-2024-11-25 17:28:45,068 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7233.59', Informer = '7237.45', LSTM = '7348.15', iTransformer = '7260.67', TSMixer = '7232.47', TSMixerx = '7235.52', PatchTST = '7227.98', RNN = '7239.73', GRU = '7318.04', TCN = '7378.93', BiTCN = '7258.91', DilatedRNN = '7318.83', MLP = '7241.68', DLinear = '7229.4', NLinear = '7231.87', TFT = '7197.2', StemGNN = '7260.54', MLPMultivariate = '7221.45', TiDE = '7235.74', DeepNPTS = '7307.94', y = '7227.5', min_within_quantile = '7197.2', max_within_quantile = '7378.93' WHERE ds = '2024-02-05 00:00:00'
-2024-11-25 17:28:45,072 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7223.33', Informer = '7219.58', LSTM = '7338.29', iTransformer = '7243.23', TSMixer = '7220.34', TSMixerx = '7223.02', PatchTST = '7209.64', RNN = '7230.95', GRU = '7305.82', TCN = '7368.15', BiTCN = '7236.67', DilatedRNN = '7310.08', MLP = '7233.32', DLinear = '7211.32', NLinear = '7216.73', TFT = '7170.77', StemGNN = '7255.42', MLPMultivariate = '7208.78', TiDE = '7222.9', DeepNPTS = '7302.89', y = '7246.67', min_within_quantile = '7170.77', max_within_quantile = '7368.15' WHERE ds = '2024-02-06 00:00:00'
-2024-11-25 17:28:45,072 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7223.33', Informer = '7219.58', LSTM = '7338.29', iTransformer = '7243.23', TSMixer = '7220.34', TSMixerx = '7223.02', PatchTST = '7209.64', RNN = '7230.95', GRU = '7305.82', TCN = '7368.15', BiTCN = '7236.67', DilatedRNN = '7310.08', MLP = '7233.32', DLinear = '7211.32', NLinear = '7216.73', TFT = '7170.77', StemGNN = '7255.42', MLPMultivariate = '7208.78', TiDE = '7222.9', DeepNPTS = '7302.89', y = '7246.67', min_within_quantile = '7170.77', max_within_quantile = '7368.15' WHERE ds = '2024-02-06 00:00:00'
-2024-11-25 17:28:45,076 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7235.54', Informer = '7207.51', LSTM = '7352.68', iTransformer = '7221.87', TSMixer = '7234.58', TSMixerx = '7242.35', PatchTST = '7235.69', RNN = '7253.35', GRU = '7323.68', TCN = '7374.32', BiTCN = '7222.98', DilatedRNN = '7324.79', MLP = '7249.85', DLinear = '7235.61', NLinear = '7234.64', TFT = '7199.92', StemGNN = '7251.49', MLPMultivariate = '7193.5', TiDE = '7236.83', DeepNPTS = '7264.04', y = '7255.0', min_within_quantile = '7193.5', max_within_quantile = '7374.32' WHERE ds = '2024-02-07 00:00:00'
-2024-11-25 17:28:45,076 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7235.54', Informer = '7207.51', LSTM = '7352.68', iTransformer = '7221.87', TSMixer = '7234.58', TSMixerx = '7242.35', PatchTST = '7235.69', RNN = '7253.35', GRU = '7323.68', TCN = '7374.32', BiTCN = '7222.98', DilatedRNN = '7324.79', MLP = '7249.85', DLinear = '7235.61', NLinear = '7234.64', TFT = '7199.92', StemGNN = '7251.49', MLPMultivariate = '7193.5', TiDE = '7236.83', DeepNPTS = '7264.04', y = '7255.0', min_within_quantile = '7193.5', max_within_quantile = '7374.32' WHERE ds = '2024-02-07 00:00:00'
-2024-11-25 17:28:45,080 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.08', Informer = '7214.77', LSTM = '7357.28', iTransformer = '7206.78', TSMixer = '7250.53', TSMixerx = '7248.01', PatchTST = '7248.01', RNN = '7263.69', GRU = '7326.24', TCN = '7377.97', BiTCN = '7215.38', DilatedRNN = '7330.58', MLP = '7254.22', DLinear = '7248.44', NLinear = '7255.2', TFT = '7211.56', StemGNN = '7248.13', MLPMultivariate = '7188.24', TiDE = '7250.05', DeepNPTS = '7240.76', y = '7270.0', min_within_quantile = '7188.24', max_within_quantile = '7377.97' WHERE ds = '2024-02-08 00:00:00'
-2024-11-25 17:28:45,080 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.08', Informer = '7214.77', LSTM = '7357.28', iTransformer = '7206.78', TSMixer = '7250.53', TSMixerx = '7248.01', PatchTST = '7248.01', RNN = '7263.69', GRU = '7326.24', TCN = '7377.97', BiTCN = '7215.38', DilatedRNN = '7330.58', MLP = '7254.22', DLinear = '7248.44', NLinear = '7255.2', TFT = '7211.56', StemGNN = '7248.13', MLPMultivariate = '7188.24', TiDE = '7250.05', DeepNPTS = '7240.76', y = '7270.0', min_within_quantile = '7188.24', max_within_quantile = '7377.97' WHERE ds = '2024-02-08 00:00:00'
-2024-11-25 17:28:45,084 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7259.39', Informer = '7213.71', LSTM = '7368.49', iTransformer = '7200.57', TSMixer = '7264.89', TSMixerx = '7253.14', PatchTST = '7265.54', RNN = '7275.33', GRU = '7339.23', TCN = '7385.78', BiTCN = '7216.06', DilatedRNN = '7340.57', MLP = '7257.06', DLinear = '7256.91', NLinear = '7270.58', TFT = '7238.16', StemGNN = '7245.64', MLPMultivariate = '7185.42', TiDE = '7269.49', DeepNPTS = '7227.96', y = '7336.67', min_within_quantile = '7185.42', max_within_quantile = '7385.78' WHERE ds = '2024-02-18 00:00:00'
-2024-11-25 17:28:45,084 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7259.39', Informer = '7213.71', LSTM = '7368.49', iTransformer = '7200.57', TSMixer = '7264.89', TSMixerx = '7253.14', PatchTST = '7265.54', RNN = '7275.33', GRU = '7339.23', TCN = '7385.78', BiTCN = '7216.06', DilatedRNN = '7340.57', MLP = '7257.06', DLinear = '7256.91', NLinear = '7270.58', TFT = '7238.16', StemGNN = '7245.64', MLPMultivariate = '7185.42', TiDE = '7269.49', DeepNPTS = '7227.96', y = '7336.67', min_within_quantile = '7185.42', max_within_quantile = '7385.78' WHERE ds = '2024-02-18 00:00:00'
-2024-11-25 17:28:45,087 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7325.23', Informer = '7286.37', LSTM = '7417.65', iTransformer = '7262.9', TSMixer = '7321.81', TSMixerx = '7302.53', PatchTST = '7334.84', RNN = '7350.27', GRU = '7395.1', TCN = '7427.24', BiTCN = '7278.28', DilatedRNN = '7386.7', MLP = '7292.64', DLinear = '7325.68', NLinear = '7349.57', TFT = '7318.93', StemGNN = '7245.06', MLPMultivariate = '7227.91', TiDE = '7323.83', DeepNPTS = '7317.33', y = '7350.0', min_within_quantile = '7227.91', max_within_quantile = '7427.24' WHERE ds = '2024-02-19 00:00:00'
-2024-11-25 17:28:45,087 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7325.23', Informer = '7286.37', LSTM = '7417.65', iTransformer = '7262.9', TSMixer = '7321.81', TSMixerx = '7302.53', PatchTST = '7334.84', RNN = '7350.27', GRU = '7395.1', TCN = '7427.24', BiTCN = '7278.28', DilatedRNN = '7386.7', MLP = '7292.64', DLinear = '7325.68', NLinear = '7349.57', TFT = '7318.93', StemGNN = '7245.06', MLPMultivariate = '7227.91', TiDE = '7323.83', DeepNPTS = '7317.33', y = '7350.0', min_within_quantile = '7227.91', max_within_quantile = '7427.24' WHERE ds = '2024-02-19 00:00:00'
-2024-11-25 17:28:45,091 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7339.88', Informer = '7324.69', LSTM = '7424.29', iTransformer = '7296.74', TSMixer = '7342.21', TSMixerx = '7361.08', PatchTST = '7361.73', RNN = '7359.69', GRU = '7396.44', TCN = '7432.01', BiTCN = '7347.12', DilatedRNN = '7396.12', MLP = '7318.69', DLinear = '7341.37', NLinear = '7355.82', TFT = '7336.45', StemGNN = '7244.78', MLPMultivariate = '7274.91', TiDE = '7342.59', DeepNPTS = '7342.19', y = '7335.0', min_within_quantile = '7244.78', max_within_quantile = '7432.01' WHERE ds = '2024-02-20 00:00:00'
-2024-11-25 17:28:45,091 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7339.88', Informer = '7324.69', LSTM = '7424.29', iTransformer = '7296.74', TSMixer = '7342.21', TSMixerx = '7361.08', PatchTST = '7361.73', RNN = '7359.69', GRU = '7396.44', TCN = '7432.01', BiTCN = '7347.12', DilatedRNN = '7396.12', MLP = '7318.69', DLinear = '7341.37', NLinear = '7355.82', TFT = '7336.45', StemGNN = '7244.78', MLPMultivariate = '7274.91', TiDE = '7342.59', DeepNPTS = '7342.19', y = '7335.0', min_within_quantile = '7244.78', max_within_quantile = '7432.01' WHERE ds = '2024-02-20 00:00:00'
-2024-11-25 17:28:45,095 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7335.52', Informer = '7299.71', LSTM = '7414.47', iTransformer = '7303.06', TSMixer = '7337.03', TSMixerx = '7402.93', PatchTST = '7337.13', RNN = '7334.02', GRU = '7386.18', TCN = '7430.95', BiTCN = '7376.48', DilatedRNN = '7390.37', MLP = '7332.29', DLinear = '7346.27', NLinear = '7335.22', TFT = '7329.83', StemGNN = '7244.23', MLPMultivariate = '7288.65', TiDE = '7331.46', DeepNPTS = '7333.34', y = '7297.5', min_within_quantile = '7244.23', max_within_quantile = '7430.95' WHERE ds = '2024-02-21 00:00:00'
-2024-11-25 17:28:45,095 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7335.52', Informer = '7299.71', LSTM = '7414.47', iTransformer = '7303.06', TSMixer = '7337.03', TSMixerx = '7402.93', PatchTST = '7337.13', RNN = '7334.02', GRU = '7386.18', TCN = '7430.95', BiTCN = '7376.48', DilatedRNN = '7390.37', MLP = '7332.29', DLinear = '7346.27', NLinear = '7335.22', TFT = '7329.83', StemGNN = '7244.23', MLPMultivariate = '7288.65', TiDE = '7331.46', DeepNPTS = '7333.34', y = '7297.5', min_within_quantile = '7244.23', max_within_quantile = '7430.95' WHERE ds = '2024-02-21 00:00:00'
-2024-11-25 17:28:45,097 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7298.65', Informer = '7292.26', LSTM = '7386.83', iTransformer = '7274.07', TSMixer = '7304.39', TSMixerx = '7347.16', PatchTST = '7289.56', RNN = '7293.35', GRU = '7355.95', TCN = '7416.57', BiTCN = '7359.6', DilatedRNN = '7365.58', MLP = '7320.29', DLinear = '7309.49', NLinear = '7294.54', TFT = '7258.35', StemGNN = '7242.81', MLPMultivariate = '7263.62', TiDE = '7296.49', DeepNPTS = '7301.66', y = '7285.0', min_within_quantile = '7242.81', max_within_quantile = '7416.57' WHERE ds = '2024-02-22 00:00:00'
-2024-11-25 17:28:45,097 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7298.65', Informer = '7292.26', LSTM = '7386.83', iTransformer = '7274.07', TSMixer = '7304.39', TSMixerx = '7347.16', PatchTST = '7289.56', RNN = '7293.35', GRU = '7355.95', TCN = '7416.57', BiTCN = '7359.6', DilatedRNN = '7365.58', MLP = '7320.29', DLinear = '7309.49', NLinear = '7294.54', TFT = '7258.35', StemGNN = '7242.81', MLPMultivariate = '7263.62', TiDE = '7296.49', DeepNPTS = '7301.66', y = '7285.0', min_within_quantile = '7242.81', max_within_quantile = '7416.57' WHERE ds = '2024-02-22 00:00:00'
-2024-11-25 17:28:45,099 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7290.68', Informer = '7297.03', LSTM = '7379.48', iTransformer = '7244.4', TSMixer = '7286.08', TSMixerx = '7312.3', PatchTST = '7278.29', RNN = '7278.67', GRU = '7350.97', TCN = '7404.99', BiTCN = '7335.18', DilatedRNN = '7353.4', MLP = '7313.97', DLinear = '7291.54', NLinear = '7280.86', TFT = '7255.98', StemGNN = '7241.47', MLPMultivariate = '7246.8', TiDE = '7282.43', DeepNPTS = '7302.35', y = '7306.67', min_within_quantile = '7241.47', max_within_quantile = '7404.99' WHERE ds = '2024-02-23 00:00:00'
-2024-11-25 17:28:45,099 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7290.68', Informer = '7297.03', LSTM = '7379.48', iTransformer = '7244.4', TSMixer = '7286.08', TSMixerx = '7312.3', PatchTST = '7278.29', RNN = '7278.67', GRU = '7350.97', TCN = '7404.99', BiTCN = '7335.18', DilatedRNN = '7353.4', MLP = '7313.97', DLinear = '7291.54', NLinear = '7280.86', TFT = '7255.98', StemGNN = '7241.47', MLPMultivariate = '7246.8', TiDE = '7282.43', DeepNPTS = '7302.35', y = '7306.67', min_within_quantile = '7241.47', max_within_quantile = '7404.99' WHERE ds = '2024-02-23 00:00:00'
-2024-11-25 17:28:45,101 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7311.94', Informer = '7345.33', LSTM = '7395.41', iTransformer = '7233.58', TSMixer = '7295.73', TSMixerx = '7308.59', PatchTST = '7306.23', RNN = '7307.71', GRU = '7369.64', TCN = '7414.18', BiTCN = '7345.39', DilatedRNN = '7364.4', MLP = '7342.14', DLinear = '7295.41', NLinear = '7305.0', TFT = '7278.45', StemGNN = '7241.52', MLPMultivariate = '7283.35', TiDE = '7297.1', DeepNPTS = '7372.79', y = '7292.5', min_within_quantile = '7233.58', max_within_quantile = '7414.18' WHERE ds = '2024-02-26 00:00:00'
-2024-11-25 17:28:45,101 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7311.94', Informer = '7345.33', LSTM = '7395.41', iTransformer = '7233.58', TSMixer = '7295.73', TSMixerx = '7308.59', PatchTST = '7306.23', RNN = '7307.71', GRU = '7369.64', TCN = '7414.18', BiTCN = '7345.39', DilatedRNN = '7364.4', MLP = '7342.14', DLinear = '7295.41', NLinear = '7305.0', TFT = '7278.45', StemGNN = '7241.52', MLPMultivariate = '7283.35', TiDE = '7297.1', DeepNPTS = '7372.79', y = '7292.5', min_within_quantile = '7233.58', max_within_quantile = '7414.18' WHERE ds = '2024-02-26 00:00:00'
-2024-11-25 17:28:45,104 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7306.37', Informer = '7332.44', LSTM = '7383.31', iTransformer = '7232.83', TSMixer = '7288.34', TSMixerx = '7306.04', PatchTST = '7304.01', RNN = '7293.75', GRU = '7352.97', TCN = '7404.35', BiTCN = '7329.65', DilatedRNN = '7353.96', MLP = '7336.71', DLinear = '7287.73', NLinear = '7284.19', TFT = '7250.14', StemGNN = '7241.89', MLPMultivariate = '7288.82', TiDE = '7288.67', DeepNPTS = '7377.31', y = '7306.67', min_within_quantile = '7232.83', max_within_quantile = '7404.35' WHERE ds = '2024-02-27 00:00:00'
-2024-11-25 17:28:45,104 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7306.37', Informer = '7332.44', LSTM = '7383.31', iTransformer = '7232.83', TSMixer = '7288.34', TSMixerx = '7306.04', PatchTST = '7304.01', RNN = '7293.75', GRU = '7352.97', TCN = '7404.35', BiTCN = '7329.65', DilatedRNN = '7353.96', MLP = '7336.71', DLinear = '7287.73', NLinear = '7284.19', TFT = '7250.14', StemGNN = '7241.89', MLPMultivariate = '7288.82', TiDE = '7288.67', DeepNPTS = '7377.31', y = '7306.67', min_within_quantile = '7232.83', max_within_quantile = '7404.35' WHERE ds = '2024-02-27 00:00:00'
-2024-11-25 17:28:45,107 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7331.77', Informer = '7333.02', LSTM = '7395.92', iTransformer = '7353.83', TSMixer = '7300.75', TSMixerx = '7316.07', PatchTST = '7341.65', RNN = '7309.59', GRU = '7369.7', TCN = '7407.74', BiTCN = '7330.2', DilatedRNN = '7367.3', MLP = '7336.94', DLinear = '7309.69', NLinear = '7306.65', TFT = '7282.66', StemGNN = '7243.0', MLPMultivariate = '7306.07', TiDE = '7306.7', DeepNPTS = '7366.79', y = '7353.33', min_within_quantile = '7243.0', max_within_quantile = '7407.74' WHERE ds = '2024-02-28 00:00:00'
-2024-11-25 17:28:45,107 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7331.77', Informer = '7333.02', LSTM = '7395.92', iTransformer = '7353.83', TSMixer = '7300.75', TSMixerx = '7316.07', PatchTST = '7341.65', RNN = '7309.59', GRU = '7369.7', TCN = '7407.74', BiTCN = '7330.2', DilatedRNN = '7367.3', MLP = '7336.94', DLinear = '7309.69', NLinear = '7306.65', TFT = '7282.66', StemGNN = '7243.0', MLPMultivariate = '7306.07', TiDE = '7306.7', DeepNPTS = '7366.79', y = '7353.33', min_within_quantile = '7243.0', max_within_quantile = '7407.74' WHERE ds = '2024-02-28 00:00:00'
-2024-11-25 17:28:45,109 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.02', Informer = '7369.75', LSTM = '7429.27', iTransformer = '7319.7', TSMixer = '7339.49', TSMixerx = '7345.22', PatchTST = '7384.17', RNN = '7365.24', GRU = '7406.44', TCN = '7425.74', BiTCN = '7344.67', DilatedRNN = '7398.24', MLP = '7360.25', DLinear = '7343.59', NLinear = '7360.55', TFT = '7371.17', StemGNN = '7244.44', MLPMultivariate = '7333.06', TiDE = '7345.11', DeepNPTS = '7372.5', y = '7325.0', min_within_quantile = '7244.44', max_within_quantile = '7429.27' WHERE ds = '2024-02-29 00:00:00'
-2024-11-25 17:28:45,109 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.02', Informer = '7369.75', LSTM = '7429.27', iTransformer = '7319.7', TSMixer = '7339.49', TSMixerx = '7345.22', PatchTST = '7384.17', RNN = '7365.24', GRU = '7406.44', TCN = '7425.74', BiTCN = '7344.67', DilatedRNN = '7398.24', MLP = '7360.25', DLinear = '7343.59', NLinear = '7360.55', TFT = '7371.17', StemGNN = '7244.44', MLPMultivariate = '7333.06', TiDE = '7345.11', DeepNPTS = '7372.5', y = '7325.0', min_within_quantile = '7244.44', max_within_quantile = '7429.27' WHERE ds = '2024-02-29 00:00:00'
-2024-11-25 17:28:45,112 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7324.46', Informer = '7328.61', LSTM = '7405.85', iTransformer = '7280.27', TSMixer = '7317.92', TSMixerx = '7320.19', PatchTST = '7327.04', RNN = '7323.29', GRU = '7374.99', TCN = '7412.99', BiTCN = '7313.7', DilatedRNN = '7377.09', MLP = '7327.18', DLinear = '7311.1', NLinear = '7327.11', TFT = '7305.03', StemGNN = '7246.07', MLPMultivariate = '7307.84', TiDE = '7319.23', DeepNPTS = '7328.24', y = '7343.33', min_within_quantile = '7246.07', max_within_quantile = '7412.99' WHERE ds = '2024-03-01 00:00:00'
-2024-11-25 17:28:45,112 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7324.46', Informer = '7328.61', LSTM = '7405.85', iTransformer = '7280.27', TSMixer = '7317.92', TSMixerx = '7320.19', PatchTST = '7327.04', RNN = '7323.29', GRU = '7374.99', TCN = '7412.99', BiTCN = '7313.7', DilatedRNN = '7377.09', MLP = '7327.18', DLinear = '7311.1', NLinear = '7327.11', TFT = '7305.03', StemGNN = '7246.07', MLPMultivariate = '7307.84', TiDE = '7319.23', DeepNPTS = '7328.24', y = '7343.33', min_within_quantile = '7246.07', max_within_quantile = '7412.99' WHERE ds = '2024-03-01 00:00:00'
-2024-11-25 17:28:45,114 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7339.6', Informer = '7348.98', LSTM = '7422.92', iTransformer = '7271.6', TSMixer = '7329.28', TSMixerx = '7358.78', PatchTST = '7328.53', RNN = '7342.99', GRU = '7399.43', TCN = '7441.33', BiTCN = '7305.66', DilatedRNN = '7393.88', MLP = '7316.95', DLinear = '7331.71', NLinear = '7335.31', TFT = '7351.46', StemGNN = '7247.63', MLPMultivariate = '7299.46', TiDE = '7330.48', DeepNPTS = '7343.17', y = '7330.0', min_within_quantile = '7247.63', max_within_quantile = '7441.33' WHERE ds = '2024-03-04 00:00:00'
-2024-11-25 17:28:45,114 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7339.6', Informer = '7348.98', LSTM = '7422.92', iTransformer = '7271.6', TSMixer = '7329.28', TSMixerx = '7358.78', PatchTST = '7328.53', RNN = '7342.99', GRU = '7399.43', TCN = '7441.33', BiTCN = '7305.66', DilatedRNN = '7393.88', MLP = '7316.95', DLinear = '7331.71', NLinear = '7335.31', TFT = '7351.46', StemGNN = '7247.63', MLPMultivariate = '7299.46', TiDE = '7330.48', DeepNPTS = '7343.17', y = '7330.0', min_within_quantile = '7247.63', max_within_quantile = '7441.33' WHERE ds = '2024-03-04 00:00:00'
-2024-11-25 17:28:45,116 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7312.32', Informer = '7343.39', LSTM = '7410.4', iTransformer = '7261.17', TSMixer = '7318.18', TSMixerx = '7345.45', PatchTST = '7299.98', RNN = '7331.46', GRU = '7381.52', TCN = '7446.68', BiTCN = '7300.65', DilatedRNN = '7382.86', MLP = '7306.2', DLinear = '7320.88', NLinear = '7319.74', TFT = '7299.79', StemGNN = '7248.49', MLPMultivariate = '7289.25', TiDE = '7317.06', DeepNPTS = '7329.14', y = '7310.0', min_within_quantile = '7248.49', max_within_quantile = '7446.68' WHERE ds = '2024-03-05 00:00:00'
-2024-11-25 17:28:45,116 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7312.32', Informer = '7343.39', LSTM = '7410.4', iTransformer = '7261.17', TSMixer = '7318.18', TSMixerx = '7345.45', PatchTST = '7299.98', RNN = '7331.46', GRU = '7381.52', TCN = '7446.68', BiTCN = '7300.65', DilatedRNN = '7382.86', MLP = '7306.2', DLinear = '7320.88', NLinear = '7319.74', TFT = '7299.79', StemGNN = '7248.49', MLPMultivariate = '7289.25', TiDE = '7317.06', DeepNPTS = '7329.14', y = '7310.0', min_within_quantile = '7248.49', max_within_quantile = '7446.68' WHERE ds = '2024-03-05 00:00:00'
-2024-11-25 17:28:45,118 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7298.23', Informer = '7334.77', LSTM = '7397.01', iTransformer = '7257.72', TSMixer = '7301.42', TSMixerx = '7327.31', PatchTST = '7291.47', RNN = '7302.48', GRU = '7368.86', TCN = '7446.03', BiTCN = '7297.72', DilatedRNN = '7369.57', MLP = '7302.67', DLinear = '7303.32', NLinear = '7295.14', TFT = '7289.08', StemGNN = '7248.59', MLPMultivariate = '7277.38', TiDE = '7298.75', DeepNPTS = '7298.03', y = '7297.5', min_within_quantile = '7248.59', max_within_quantile = '7446.03' WHERE ds = '2024-03-06 00:00:00'
-2024-11-25 17:28:45,118 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7298.23', Informer = '7334.77', LSTM = '7397.01', iTransformer = '7257.72', TSMixer = '7301.42', TSMixerx = '7327.31', PatchTST = '7291.47', RNN = '7302.48', GRU = '7368.86', TCN = '7446.03', BiTCN = '7297.72', DilatedRNN = '7369.57', MLP = '7302.67', DLinear = '7303.32', NLinear = '7295.14', TFT = '7289.08', StemGNN = '7248.59', MLPMultivariate = '7277.38', TiDE = '7298.75', DeepNPTS = '7298.03', y = '7297.5', min_within_quantile = '7248.59', max_within_quantile = '7446.03' WHERE ds = '2024-03-06 00:00:00'
-2024-11-25 17:28:45,120 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7290.4', Informer = '7317.82', LSTM = '7388.14', iTransformer = '7253.68', TSMixer = '7292.6', TSMixerx = '7322.56', PatchTST = '7297.48', RNN = '7295.38', GRU = '7359.67', TCN = '7432.33', BiTCN = '7298.8', DilatedRNN = '7363.05', MLP = '7311.89', DLinear = '7286.26', NLinear = '7295.37', TFT = '7285.45', StemGNN = '7248.4', MLPMultivariate = '7275.01', TiDE = '7287.21', DeepNPTS = '7298.23', y = '7290.0', min_within_quantile = '7248.4', max_within_quantile = '7432.33' WHERE ds = '2024-03-07 00:00:00'
-2024-11-25 17:28:45,120 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7290.4', Informer = '7317.82', LSTM = '7388.14', iTransformer = '7253.68', TSMixer = '7292.6', TSMixerx = '7322.56', PatchTST = '7297.48', RNN = '7295.38', GRU = '7359.67', TCN = '7432.33', BiTCN = '7298.8', DilatedRNN = '7363.05', MLP = '7311.89', DLinear = '7286.26', NLinear = '7295.37', TFT = '7285.45', StemGNN = '7248.4', MLPMultivariate = '7275.01', TiDE = '7287.21', DeepNPTS = '7298.23', y = '7290.0', min_within_quantile = '7248.4', max_within_quantile = '7432.33' WHERE ds = '2024-03-07 00:00:00'
-2024-11-25 17:28:45,123 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7289.67', Informer = '7309.88', LSTM = '7382.79', iTransformer = '7241.08', TSMixer = '7289.03', TSMixerx = '7294.85', PatchTST = '7287.23', RNN = '7288.83', GRU = '7354.14', TCN = '7421.85', BiTCN = '7285.28', DilatedRNN = '7356.44', MLP = '7285.56', DLinear = '7282.94', NLinear = '7288.31', TFT = '7280.14', StemGNN = '7248.08', MLPMultivariate = '7268.99', TiDE = '7287.23', DeepNPTS = '7290.92', y = '7295.0', min_within_quantile = '7241.08', max_within_quantile = '7421.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-25 17:28:45,123 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7289.67', Informer = '7309.88', LSTM = '7382.79', iTransformer = '7241.08', TSMixer = '7289.03', TSMixerx = '7294.85', PatchTST = '7287.23', RNN = '7288.83', GRU = '7354.14', TCN = '7421.85', BiTCN = '7285.28', DilatedRNN = '7356.44', MLP = '7285.56', DLinear = '7282.94', NLinear = '7288.31', TFT = '7280.14', StemGNN = '7248.08', MLPMultivariate = '7268.99', TiDE = '7287.23', DeepNPTS = '7290.92', y = '7295.0', min_within_quantile = '7241.08', max_within_quantile = '7421.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-25 17:28:45,126 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7287.66', Informer = '7301.36', LSTM = '7386.72', iTransformer = '7238.18', TSMixer = '7293.28', TSMixerx = '7290.12', PatchTST = '7298.67', RNN = '7295.23', GRU = '7358.98', TCN = '7415.45', BiTCN = '7283.84', DilatedRNN = '7358.79', MLP = '7274.1', DLinear = '7290.01', NLinear = '7297.48', TFT = '7282.95', StemGNN = '7248.13', MLPMultivariate = '7274.05', TiDE = '7292.62', DeepNPTS = '7284.41', y = '7285.0', min_within_quantile = '7238.18', max_within_quantile = '7415.45' WHERE ds = '2024-03-11 00:00:00'
-2024-11-25 17:28:45,126 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7287.66', Informer = '7301.36', LSTM = '7386.72', iTransformer = '7238.18', TSMixer = '7293.28', TSMixerx = '7290.12', PatchTST = '7298.67', RNN = '7295.23', GRU = '7358.98', TCN = '7415.45', BiTCN = '7283.84', DilatedRNN = '7358.79', MLP = '7274.1', DLinear = '7290.01', NLinear = '7297.48', TFT = '7282.95', StemGNN = '7248.13', MLPMultivariate = '7274.05', TiDE = '7292.62', DeepNPTS = '7284.41', y = '7285.0', min_within_quantile = '7238.18', max_within_quantile = '7415.45' WHERE ds = '2024-03-11 00:00:00'
-2024-11-25 17:28:45,128 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7275.53', Informer = '7318.03', LSTM = '7378.83', iTransformer = '7239.03', TSMixer = '7282.57', TSMixerx = '7293.58', PatchTST = '7280.15', RNN = '7285.68', GRU = '7348.7', TCN = '7387.92', BiTCN = '7283.64', DilatedRNN = '7352.45', MLP = '7267.67', DLinear = '7281.4', NLinear = '7279.6', TFT = '7272.3', StemGNN = '7249.6', MLPMultivariate = '7274.28', TiDE = '7277.58', DeepNPTS = '7281.71', y = '7283.33', min_within_quantile = '7239.03', max_within_quantile = '7387.92' WHERE ds = '2024-03-12 00:00:00'
-2024-11-25 17:28:45,128 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7275.53', Informer = '7318.03', LSTM = '7378.83', iTransformer = '7239.03', TSMixer = '7282.57', TSMixerx = '7293.58', PatchTST = '7280.15', RNN = '7285.68', GRU = '7348.7', TCN = '7387.92', BiTCN = '7283.64', DilatedRNN = '7352.45', MLP = '7267.67', DLinear = '7281.4', NLinear = '7279.6', TFT = '7272.3', StemGNN = '7249.6', MLPMultivariate = '7274.28', TiDE = '7277.58', DeepNPTS = '7281.71', y = '7283.33', min_within_quantile = '7239.03', max_within_quantile = '7387.92' WHERE ds = '2024-03-12 00:00:00'
-2024-11-25 17:28:45,130 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7270.42', Informer = '7291.53', LSTM = '7378.39', iTransformer = '7250.33', TSMixer = '7279.07', TSMixerx = '7307.47', PatchTST = '7285.4', RNN = '7283.84', GRU = '7349.39', TCN = '7386.99', BiTCN = '7280.16', DilatedRNN = '7352.89', MLP = '7274.41', DLinear = '7291.91', NLinear = '7280.67', TFT = '7268.81', StemGNN = '7251.45', MLPMultivariate = '7271.6', TiDE = '7275.38', DeepNPTS = '7253.8', y = '7285.0', min_within_quantile = '7250.33', max_within_quantile = '7386.99' WHERE ds = '2024-03-13 00:00:00'
-2024-11-25 17:28:45,130 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7270.42', Informer = '7291.53', LSTM = '7378.39', iTransformer = '7250.33', TSMixer = '7279.07', TSMixerx = '7307.47', PatchTST = '7285.4', RNN = '7283.84', GRU = '7349.39', TCN = '7386.99', BiTCN = '7280.16', DilatedRNN = '7352.89', MLP = '7274.41', DLinear = '7291.91', NLinear = '7280.67', TFT = '7268.81', StemGNN = '7251.45', MLPMultivariate = '7271.6', TiDE = '7275.38', DeepNPTS = '7253.8', y = '7285.0', min_within_quantile = '7250.33', max_within_quantile = '7386.99' WHERE ds = '2024-03-13 00:00:00'
-2024-11-25 17:28:45,133 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7281.67', Informer = '7274.36', LSTM = '7379.3', iTransformer = '7256.56', TSMixer = '7280.06', TSMixerx = '7286.6', PatchTST = '7293.77', RNN = '7286.92', GRU = '7350.08', TCN = '7382.22', BiTCN = '7286.98', DilatedRNN = '7353.03', MLP = '7282.63', DLinear = '7277.67', NLinear = '7289.27', TFT = '7292.56', StemGNN = '7255.98', MLPMultivariate = '7277.15', TiDE = '7283.54', DeepNPTS = '7262.09', y = '7277.5', min_within_quantile = '7255.98', max_within_quantile = '7382.22' WHERE ds = '2024-03-14 00:00:00'
-2024-11-25 17:28:45,133 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7281.67', Informer = '7274.36', LSTM = '7379.3', iTransformer = '7256.56', TSMixer = '7280.06', TSMixerx = '7286.6', PatchTST = '7293.77', RNN = '7286.92', GRU = '7350.08', TCN = '7382.22', BiTCN = '7286.98', DilatedRNN = '7353.03', MLP = '7282.63', DLinear = '7277.67', NLinear = '7289.27', TFT = '7292.56', StemGNN = '7255.98', MLPMultivariate = '7277.15', TiDE = '7283.54', DeepNPTS = '7262.09', y = '7277.5', min_within_quantile = '7255.98', max_within_quantile = '7382.22' WHERE ds = '2024-03-14 00:00:00'
-2024-11-25 17:28:45,134 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7274.82', Informer = '7277.45', LSTM = '7373.63', iTransformer = '7252.86', TSMixer = '7271.34', TSMixerx = '7272.03', PatchTST = '7274.89', RNN = '7277.8', GRU = '7343.38', TCN = '7380.81', BiTCN = '7274.86', DilatedRNN = '7347.01', MLP = '7273.82', DLinear = '7264.81', NLinear = '7267.96', TFT = '7280.58', StemGNN = '7259.21', MLPMultivariate = '7275.9', TiDE = '7277.28', DeepNPTS = '7269.54', y = '7353.33', min_within_quantile = '7252.86', max_within_quantile = '7380.81' WHERE ds = '2024-03-15 00:00:00'
-2024-11-25 17:28:45,134 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7274.82', Informer = '7277.45', LSTM = '7373.63', iTransformer = '7252.86', TSMixer = '7271.34', TSMixerx = '7272.03', PatchTST = '7274.89', RNN = '7277.8', GRU = '7343.38', TCN = '7380.81', BiTCN = '7274.86', DilatedRNN = '7347.01', MLP = '7273.82', DLinear = '7264.81', NLinear = '7267.96', TFT = '7280.58', StemGNN = '7259.21', MLPMultivariate = '7275.9', TiDE = '7277.28', DeepNPTS = '7269.54', y = '7353.33', min_within_quantile = '7252.86', max_within_quantile = '7380.81' WHERE ds = '2024-03-15 00:00:00'
-2024-11-25 17:28:45,138 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7345.04', Informer = '7353.65', LSTM = '7430.67', iTransformer = '7280.07', TSMixer = '7325.75', TSMixerx = '7294.54', PatchTST = '7350.49', RNN = '7366.4', GRU = '7411.22', TCN = '7429.66', BiTCN = '7318.81', DilatedRNN = '7400.3', MLP = '7312.59', DLinear = '7332.68', NLinear = '7354.59', TFT = '7350.28', StemGNN = '7261.97', MLPMultivariate = '7293.99', TiDE = '7326.84', DeepNPTS = '7353.18', y = '7387.5', min_within_quantile = '7261.97', max_within_quantile = '7430.67' WHERE ds = '2024-03-18 00:00:00'
-2024-11-25 17:28:45,138 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7345.04', Informer = '7353.65', LSTM = '7430.67', iTransformer = '7280.07', TSMixer = '7325.75', TSMixerx = '7294.54', PatchTST = '7350.49', RNN = '7366.4', GRU = '7411.22', TCN = '7429.66', BiTCN = '7318.81', DilatedRNN = '7400.3', MLP = '7312.59', DLinear = '7332.68', NLinear = '7354.59', TFT = '7350.28', StemGNN = '7261.97', MLPMultivariate = '7293.99', TiDE = '7326.84', DeepNPTS = '7353.18', y = '7387.5', min_within_quantile = '7261.97', max_within_quantile = '7430.67' WHERE ds = '2024-03-18 00:00:00'
-2024-11-25 17:28:45,141 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7390.21', Informer = '7382.23', LSTM = '7451.16', iTransformer = '7309.21', TSMixer = '7363.82', TSMixerx = '7399.02', PatchTST = '7377.29', RNN = '7403.79', GRU = '7426.8', TCN = '7458.86', BiTCN = '7334.71', DilatedRNN = '7422.29', MLP = '7371.35', DLinear = '7354.22', NLinear = '7391.04', TFT = '7362.41', StemGNN = '7262.61', MLPMultivariate = '7320.22', TiDE = '7359.48', DeepNPTS = '7387.3', y = '7435.0', min_within_quantile = '7262.61', max_within_quantile = '7458.86' WHERE ds = '2024-03-19 00:00:00'
-2024-11-25 17:28:45,141 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7390.21', Informer = '7382.23', LSTM = '7451.16', iTransformer = '7309.21', TSMixer = '7363.82', TSMixerx = '7399.02', PatchTST = '7377.29', RNN = '7403.79', GRU = '7426.8', TCN = '7458.86', BiTCN = '7334.71', DilatedRNN = '7422.29', MLP = '7371.35', DLinear = '7354.22', NLinear = '7391.04', TFT = '7362.41', StemGNN = '7262.61', MLPMultivariate = '7320.22', TiDE = '7359.48', DeepNPTS = '7387.3', y = '7435.0', min_within_quantile = '7262.61', max_within_quantile = '7458.86' WHERE ds = '2024-03-19 00:00:00'
-2024-11-25 17:28:45,144 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7434.07', Informer = '7397.83', LSTM = '7486.53', iTransformer = '7343.72', TSMixer = '7415.93', TSMixerx = '7420.05', PatchTST = '7443.59', RNN = '7449.04', GRU = '7468.04', TCN = '7536.65', BiTCN = '7358.61', DilatedRNN = '7460.32', MLP = '7416.7', DLinear = '7419.89', NLinear = '7441.07', TFT = '7388.0', StemGNN = '7262.18', MLPMultivariate = '7363.34', TiDE = '7415.36', DeepNPTS = '7434.63', y = '7460.0', min_within_quantile = '7262.18', max_within_quantile = '7536.65' WHERE ds = '2024-03-20 00:00:00'
-2024-11-25 17:28:45,144 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7434.07', Informer = '7397.83', LSTM = '7486.53', iTransformer = '7343.72', TSMixer = '7415.93', TSMixerx = '7420.05', PatchTST = '7443.59', RNN = '7449.04', GRU = '7468.04', TCN = '7536.65', BiTCN = '7358.61', DilatedRNN = '7460.32', MLP = '7416.7', DLinear = '7419.89', NLinear = '7441.07', TFT = '7388.0', StemGNN = '7262.18', MLPMultivariate = '7363.34', TiDE = '7415.36', DeepNPTS = '7434.63', y = '7460.0', min_within_quantile = '7262.18', max_within_quantile = '7536.65' WHERE ds = '2024-03-20 00:00:00'
-2024-11-25 17:28:45,146 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7451.33', Informer = '7389.27', LSTM = '7501.35', iTransformer = '7380.74', TSMixer = '7451.87', TSMixerx = '7460.72', PatchTST = '7470.17', RNN = '7476.11', GRU = '7482.15', TCN = '7585.42', BiTCN = '7369.51', DilatedRNN = '7481.02', MLP = '7439.24', DLinear = '7464.88', NLinear = '7467.61', TFT = '7399.88', StemGNN = '7263.0', MLPMultivariate = '7407.27', TiDE = '7452.5', DeepNPTS = '7458.99', y = '7422.5', min_within_quantile = '7263.0', max_within_quantile = '7585.42' WHERE ds = '2024-03-21 00:00:00'
-2024-11-25 17:28:45,146 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7451.33', Informer = '7389.27', LSTM = '7501.35', iTransformer = '7380.74', TSMixer = '7451.87', TSMixerx = '7460.72', PatchTST = '7470.17', RNN = '7476.11', GRU = '7482.15', TCN = '7585.42', BiTCN = '7369.51', DilatedRNN = '7481.02', MLP = '7439.24', DLinear = '7464.88', NLinear = '7467.61', TFT = '7399.88', StemGNN = '7263.0', MLPMultivariate = '7407.27', TiDE = '7452.5', DeepNPTS = '7458.99', y = '7422.5', min_within_quantile = '7263.0', max_within_quantile = '7585.42' WHERE ds = '2024-03-21 00:00:00'
-2024-11-25 17:28:45,149 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7406.55', Informer = '7373.94', LSTM = '7472.66', iTransformer = '7397.92', TSMixer = '7420.83', TSMixerx = '7429.45', PatchTST = '7387.92', RNN = '7418.85', GRU = '7448.64', TCN = '7524.81', BiTCN = '7337.73', DilatedRNN = '7451.92', MLP = '7407.85', DLinear = '7433.31', NLinear = '7422.83', TFT = '7398.64', StemGNN = '7265.75', MLPMultivariate = '7392.03', TiDE = '7425.31', DeepNPTS = '7422.19', y = '7402.5', min_within_quantile = '7265.75', max_within_quantile = '7524.81' WHERE ds = '2024-03-22 00:00:00'
-2024-11-25 17:28:45,149 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7406.55', Informer = '7373.94', LSTM = '7472.66', iTransformer = '7397.92', TSMixer = '7420.83', TSMixerx = '7429.45', PatchTST = '7387.92', RNN = '7418.85', GRU = '7448.64', TCN = '7524.81', BiTCN = '7337.73', DilatedRNN = '7451.92', MLP = '7407.85', DLinear = '7433.31', NLinear = '7422.83', TFT = '7398.64', StemGNN = '7265.75', MLPMultivariate = '7392.03', TiDE = '7425.31', DeepNPTS = '7422.19', y = '7402.5', min_within_quantile = '7265.75', max_within_quantile = '7524.81' WHERE ds = '2024-03-22 00:00:00'
-2024-11-25 17:28:45,151 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7391.64', Informer = '7325.28', LSTM = '7461.17', iTransformer = '7393.97', TSMixer = '7387.76', TSMixerx = '7369.43', PatchTST = '7365.92', RNN = '7393.09', GRU = '7439.85', TCN = '7507.91', BiTCN = '7313.56', DilatedRNN = '7438.16', MLP = '7376.85', DLinear = '7416.57', NLinear = '7401.09', TFT = '7381.14', StemGNN = '7266.82', MLPMultivariate = '7371.35', TiDE = '7396.5', DeepNPTS = '7399.49', y = '7372.5', min_within_quantile = '7266.82', max_within_quantile = '7507.91' WHERE ds = '2024-03-25 00:00:00'
-2024-11-25 17:28:45,151 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7391.64', Informer = '7325.28', LSTM = '7461.17', iTransformer = '7393.97', TSMixer = '7387.76', TSMixerx = '7369.43', PatchTST = '7365.92', RNN = '7393.09', GRU = '7439.85', TCN = '7507.91', BiTCN = '7313.56', DilatedRNN = '7438.16', MLP = '7376.85', DLinear = '7416.57', NLinear = '7401.09', TFT = '7381.14', StemGNN = '7266.82', MLPMultivariate = '7371.35', TiDE = '7396.5', DeepNPTS = '7399.49', y = '7372.5', min_within_quantile = '7266.82', max_within_quantile = '7507.91' WHERE ds = '2024-03-25 00:00:00'
-2024-11-25 17:28:45,153 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7346.88', Informer = '7323.17', LSTM = '7439.18', iTransformer = '7334.84', TSMixer = '7354.43', TSMixerx = '7339.4', PatchTST = '7339.95', RNN = '7361.9', GRU = '7414.83', TCN = '7461.94', BiTCN = '7304.57', DilatedRNN = '7414.13', MLP = '7346.79', DLinear = '7371.6', NLinear = '7358.8', TFT = '7343.21', StemGNN = '7267.58', MLPMultivariate = '7348.96', TiDE = '7358.84', DeepNPTS = '7328.65', y = '7365.0', min_within_quantile = '7267.58', max_within_quantile = '7461.94' WHERE ds = '2024-03-26 00:00:00'
-2024-11-25 17:28:45,153 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7346.88', Informer = '7323.17', LSTM = '7439.18', iTransformer = '7334.84', TSMixer = '7354.43', TSMixerx = '7339.4', PatchTST = '7339.95', RNN = '7361.9', GRU = '7414.83', TCN = '7461.94', BiTCN = '7304.57', DilatedRNN = '7414.13', MLP = '7346.79', DLinear = '7371.6', NLinear = '7358.8', TFT = '7343.21', StemGNN = '7267.58', MLPMultivariate = '7348.96', TiDE = '7358.84', DeepNPTS = '7328.65', y = '7365.0', min_within_quantile = '7267.58', max_within_quantile = '7461.94' WHERE ds = '2024-03-26 00:00:00'
-2024-11-25 17:28:45,156 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7337.9', Informer = '7324.08', LSTM = '7436.17', iTransformer = '7313.24', TSMixer = '7346.88', TSMixerx = '7322.41', PatchTST = '7342.69', RNN = '7355.23', GRU = '7413.55', TCN = '7452.62', BiTCN = '7312.91', DilatedRNN = '7407.79', MLP = '7332.73', DLinear = '7353.88', NLinear = '7351.98', TFT = '7331.26', StemGNN = '7268.36', MLPMultivariate = '7336.68', TiDE = '7359.92', DeepNPTS = '7319.03', y = '7345.0', min_within_quantile = '7268.36', max_within_quantile = '7452.62' WHERE ds = '2024-03-27 00:00:00'
-2024-11-25 17:28:45,156 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7337.9', Informer = '7324.08', LSTM = '7436.17', iTransformer = '7313.24', TSMixer = '7346.88', TSMixerx = '7322.41', PatchTST = '7342.69', RNN = '7355.23', GRU = '7413.55', TCN = '7452.62', BiTCN = '7312.91', DilatedRNN = '7407.79', MLP = '7332.73', DLinear = '7353.88', NLinear = '7351.98', TFT = '7331.26', StemGNN = '7268.36', MLPMultivariate = '7336.68', TiDE = '7359.92', DeepNPTS = '7319.03', y = '7345.0', min_within_quantile = '7268.36', max_within_quantile = '7452.62' WHERE ds = '2024-03-27 00:00:00'
-2024-11-25 17:28:45,158 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7325.03', Informer = '7359.14', LSTM = '7421.34', iTransformer = '7301.39', TSMixer = '7332.52', TSMixerx = '7310.32', PatchTST = '7336.8', RNN = '7340.52', GRU = '7395.31', TCN = '7425.37', BiTCN = '7329.53', DilatedRNN = '7393.65', MLP = '7311.09', DLinear = '7338.4', NLinear = '7331.14', TFT = '7319.22', StemGNN = '7269.08', MLPMultivariate = '7322.39', TiDE = '7342.72', DeepNPTS = '7307.83', y = '7345.0', min_within_quantile = '7269.08', max_within_quantile = '7425.37' WHERE ds = '2024-03-28 00:00:00'
-2024-11-25 17:28:45,158 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7325.03', Informer = '7359.14', LSTM = '7421.34', iTransformer = '7301.39', TSMixer = '7332.52', TSMixerx = '7310.32', PatchTST = '7336.8', RNN = '7340.52', GRU = '7395.31', TCN = '7425.37', BiTCN = '7329.53', DilatedRNN = '7393.65', MLP = '7311.09', DLinear = '7338.4', NLinear = '7331.14', TFT = '7319.22', StemGNN = '7269.08', MLPMultivariate = '7322.39', TiDE = '7342.72', DeepNPTS = '7307.83', y = '7345.0', min_within_quantile = '7269.08', max_within_quantile = '7425.37' WHERE ds = '2024-03-28 00:00:00'
-2024-11-25 17:28:45,161 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7341.99', Informer = '7329.45', LSTM = '7423.09', iTransformer = '7296.48', TSMixer = '7329.01', TSMixerx = '7301.72', PatchTST = '7337.06', RNN = '7342.55', GRU = '7398.87', TCN = '7421.52', BiTCN = '7324.25', DilatedRNN = '7394.78', MLP = '7302.9', DLinear = '7326.32', NLinear = '7335.04', TFT = '7317.02', StemGNN = '7270.23', MLPMultivariate = '7317.0', TiDE = '7332.39', DeepNPTS = '7297.89', y = '7345.0', min_within_quantile = '7270.23', max_within_quantile = '7423.09' WHERE ds = '2024-03-29 00:00:00'
-2024-11-25 17:28:45,161 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7341.99', Informer = '7329.45', LSTM = '7423.09', iTransformer = '7296.48', TSMixer = '7329.01', TSMixerx = '7301.72', PatchTST = '7337.06', RNN = '7342.55', GRU = '7398.87', TCN = '7421.52', BiTCN = '7324.25', DilatedRNN = '7394.78', MLP = '7302.9', DLinear = '7326.32', NLinear = '7335.04', TFT = '7317.02', StemGNN = '7270.23', MLPMultivariate = '7317.0', TiDE = '7332.39', DeepNPTS = '7297.89', y = '7345.0', min_within_quantile = '7270.23', max_within_quantile = '7423.09' WHERE ds = '2024-03-29 00:00:00'
-2024-11-25 17:28:45,163 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.55', Informer = '7317.88', LSTM = '7422.55', iTransformer = '7304.17', TSMixer = '7326.74', TSMixerx = '7315.43', PatchTST = '7330.65', RNN = '7344.6', GRU = '7397.06', TCN = '7415.69', BiTCN = '7330.89', DilatedRNN = '7394.48', MLP = '7303.02', DLinear = '7327.26', NLinear = '7339.21', TFT = '7317.63', StemGNN = '7271.13', MLPMultivariate = '7319.52', TiDE = '7331.22', DeepNPTS = '7279.05', y = '7360.0', min_within_quantile = '7271.13', max_within_quantile = '7422.55' WHERE ds = '2024-04-01 00:00:00'
-2024-11-25 17:28:45,163 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.55', Informer = '7317.88', LSTM = '7422.55', iTransformer = '7304.17', TSMixer = '7326.74', TSMixerx = '7315.43', PatchTST = '7330.65', RNN = '7344.6', GRU = '7397.06', TCN = '7415.69', BiTCN = '7330.89', DilatedRNN = '7394.48', MLP = '7303.02', DLinear = '7327.26', NLinear = '7339.21', TFT = '7317.63', StemGNN = '7271.13', MLPMultivariate = '7319.52', TiDE = '7331.22', DeepNPTS = '7279.05', y = '7360.0', min_within_quantile = '7271.13', max_within_quantile = '7422.55' WHERE ds = '2024-04-01 00:00:00'
-2024-11-25 17:28:45,166 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7355.73', Informer = '7319.31', LSTM = '7433.9', iTransformer = '7307.89', TSMixer = '7334.47', TSMixerx = '7336.23', PatchTST = '7343.25', RNN = '7361.45', GRU = '7410.36', TCN = '7419.88', BiTCN = '7331.99', DilatedRNN = '7404.81', MLP = '7303.75', DLinear = '7332.88', NLinear = '7350.85', TFT = '7327.93', StemGNN = '7271.92', MLPMultivariate = '7320.37', TiDE = '7333.91', DeepNPTS = '7329.05', y = '7380.0', min_within_quantile = '7271.92', max_within_quantile = '7433.9' WHERE ds = '2024-04-02 00:00:00'
-2024-11-25 17:28:45,166 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7355.73', Informer = '7319.31', LSTM = '7433.9', iTransformer = '7307.89', TSMixer = '7334.47', TSMixerx = '7336.23', PatchTST = '7343.25', RNN = '7361.45', GRU = '7410.36', TCN = '7419.88', BiTCN = '7331.99', DilatedRNN = '7404.81', MLP = '7303.75', DLinear = '7332.88', NLinear = '7350.85', TFT = '7327.93', StemGNN = '7271.92', MLPMultivariate = '7320.37', TiDE = '7333.91', DeepNPTS = '7329.05', y = '7380.0', min_within_quantile = '7271.92', max_within_quantile = '7433.9' WHERE ds = '2024-04-02 00:00:00'
-2024-11-25 17:28:45,168 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7379.54', Informer = '7379.58', LSTM = '7447.47', iTransformer = '7306.54', TSMixer = '7353.11', TSMixerx = '7368.04', PatchTST = '7347.95', RNN = '7385.81', GRU = '7424.77', TCN = '7453.6', BiTCN = '7350.8', DilatedRNN = '7421.16', MLP = '7319.72', DLinear = '7343.96', NLinear = '7372.46', TFT = '7334.18', StemGNN = '7273.22', MLPMultivariate = '7329.05', TiDE = '7348.21', DeepNPTS = '7376.53', y = '7397.5', min_within_quantile = '7273.22', max_within_quantile = '7453.6' WHERE ds = '2024-04-03 00:00:00'
-2024-11-25 17:28:45,168 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7379.54', Informer = '7379.58', LSTM = '7447.47', iTransformer = '7306.54', TSMixer = '7353.11', TSMixerx = '7368.04', PatchTST = '7347.95', RNN = '7385.81', GRU = '7424.77', TCN = '7453.6', BiTCN = '7350.8', DilatedRNN = '7421.16', MLP = '7319.72', DLinear = '7343.96', NLinear = '7372.46', TFT = '7334.18', StemGNN = '7273.22', MLPMultivariate = '7329.05', TiDE = '7348.21', DeepNPTS = '7376.53', y = '7397.5', min_within_quantile = '7273.22', max_within_quantile = '7453.6' WHERE ds = '2024-04-03 00:00:00'
-2024-11-25 17:28:45,171 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7398.88', Informer = '7438.32', LSTM = '7459.43', iTransformer = '7307.01', TSMixer = '7377.25', TSMixerx = '7373.61', PatchTST = '7374.73', RNN = '7404.09', GRU = '7437.51', TCN = '7469.39', BiTCN = '7371.3', DilatedRNN = '7434.85', MLP = '7341.97', DLinear = '7378.72', NLinear = '7389.85', TFT = '7364.22', StemGNN = '7275.66', MLPMultivariate = '7347.99', TiDE = '7377.65', DeepNPTS = '7395.86', y = '7437.5', min_within_quantile = '7275.66', max_within_quantile = '7469.39' WHERE ds = '2024-04-07 00:00:00'
-2024-11-25 17:28:45,171 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7398.88', Informer = '7438.32', LSTM = '7459.43', iTransformer = '7307.01', TSMixer = '7377.25', TSMixerx = '7373.61', PatchTST = '7374.73', RNN = '7404.09', GRU = '7437.51', TCN = '7469.39', BiTCN = '7371.3', DilatedRNN = '7434.85', MLP = '7341.97', DLinear = '7378.72', NLinear = '7389.85', TFT = '7364.22', StemGNN = '7275.66', MLPMultivariate = '7347.99', TiDE = '7377.65', DeepNPTS = '7395.86', y = '7437.5', min_within_quantile = '7275.66', max_within_quantile = '7469.39' WHERE ds = '2024-04-07 00:00:00'
-2024-11-25 17:28:45,173 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7444.28', Informer = '7484.37', LSTM = '7488.05', iTransformer = '7325.72', TSMixer = '7417.71', TSMixerx = '7437.38', PatchTST = '7429.42', RNN = '7448.9', GRU = '7470.09', TCN = '7533.97', BiTCN = '7396.86', DilatedRNN = '7465.03', MLP = '7370.57', DLinear = '7416.24', NLinear = '7438.01', TFT = '7419.01', StemGNN = '7279.59', MLPMultivariate = '7390.81', TiDE = '7417.71', DeepNPTS = '7437.19', y = '7490.0', min_within_quantile = '7279.59', max_within_quantile = '7533.97' WHERE ds = '2024-04-08 00:00:00'
-2024-11-25 17:28:45,173 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7444.28', Informer = '7484.37', LSTM = '7488.05', iTransformer = '7325.72', TSMixer = '7417.71', TSMixerx = '7437.38', PatchTST = '7429.42', RNN = '7448.9', GRU = '7470.09', TCN = '7533.97', BiTCN = '7396.86', DilatedRNN = '7465.03', MLP = '7370.57', DLinear = '7416.24', NLinear = '7438.01', TFT = '7419.01', StemGNN = '7279.59', MLPMultivariate = '7390.81', TiDE = '7417.71', DeepNPTS = '7437.19', y = '7490.0', min_within_quantile = '7279.59', max_within_quantile = '7533.97' WHERE ds = '2024-04-08 00:00:00'
-2024-11-25 17:28:45,176 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7509.21', Informer = '7484.5', LSTM = '7523.41', iTransformer = '7434.79', TSMixer = '7471.24', TSMixerx = '7481.93', PatchTST = '7511.91', RNN = '7505.19', GRU = '7510.43', TCN = '7627.06', BiTCN = '7416.24', DilatedRNN = '7504.47', MLP = '7418.06', DLinear = '7477.31', NLinear = '7497.37', TFT = '7459.21', StemGNN = '7282.72', MLPMultivariate = '7449.74', TiDE = '7469.86', DeepNPTS = '7488.95', y = '7507.5', min_within_quantile = '7282.72', max_within_quantile = '7627.06' WHERE ds = '2024-04-09 00:00:00'
-2024-11-25 17:28:45,176 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7509.21', Informer = '7484.5', LSTM = '7523.41', iTransformer = '7434.79', TSMixer = '7471.24', TSMixerx = '7481.93', PatchTST = '7511.91', RNN = '7505.19', GRU = '7510.43', TCN = '7627.06', BiTCN = '7416.24', DilatedRNN = '7504.47', MLP = '7418.06', DLinear = '7477.31', NLinear = '7497.37', TFT = '7459.21', StemGNN = '7282.72', MLPMultivariate = '7449.74', TiDE = '7469.86', DeepNPTS = '7488.95', y = '7507.5', min_within_quantile = '7282.72', max_within_quantile = '7627.06' WHERE ds = '2024-04-09 00:00:00'
-2024-11-25 17:28:45,179 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7527.79', Informer = '7485.47', LSTM = '7532.64', iTransformer = '7552.08', TSMixer = '7495.1', TSMixerx = '7523.3', PatchTST = '7523.77', RNN = '7518.22', GRU = '7518.49', TCN = '7624.54', BiTCN = '7427.48', DilatedRNN = '7517.28', MLP = '7461.92', DLinear = '7502.92', NLinear = '7514.14', TFT = '7480.17', StemGNN = '7286.85', MLPMultivariate = '7492.22', TiDE = '7492.52', DeepNPTS = '7504.37', y = '7497.5', min_within_quantile = '7286.85', max_within_quantile = '7624.54' WHERE ds = '2024-04-10 00:00:00'
-2024-11-25 17:28:45,179 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7527.79', Informer = '7485.47', LSTM = '7532.64', iTransformer = '7552.08', TSMixer = '7495.1', TSMixerx = '7523.3', PatchTST = '7523.77', RNN = '7518.22', GRU = '7518.49', TCN = '7624.54', BiTCN = '7427.48', DilatedRNN = '7517.28', MLP = '7461.92', DLinear = '7502.92', NLinear = '7514.14', TFT = '7480.17', StemGNN = '7286.85', MLPMultivariate = '7492.22', TiDE = '7492.52', DeepNPTS = '7504.37', y = '7497.5', min_within_quantile = '7286.85', max_within_quantile = '7624.54' WHERE ds = '2024-04-10 00:00:00'
-2024-11-25 17:28:45,181 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7493.91', Informer = '7435.15', LSTM = '7524.28', iTransformer = '7559.16', TSMixer = '7490.59', TSMixerx = '7524.42', PatchTST = '7479.18', RNN = '7501.04', GRU = '7509.35', TCN = '7599.77', BiTCN = '7405.08', DilatedRNN = '7510.2', MLP = '7433.25', DLinear = '7504.89', NLinear = '7504.69', TFT = '7476.21', StemGNN = '7290.85', MLPMultivariate = '7475.3', TiDE = '7496.43', DeepNPTS = '7492.14', y = '7497.5', min_within_quantile = '7290.85', max_within_quantile = '7599.77' WHERE ds = '2024-04-11 00:00:00'
-2024-11-25 17:28:45,181 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7493.91', Informer = '7435.15', LSTM = '7524.28', iTransformer = '7559.16', TSMixer = '7490.59', TSMixerx = '7524.42', PatchTST = '7479.18', RNN = '7501.04', GRU = '7509.35', TCN = '7599.77', BiTCN = '7405.08', DilatedRNN = '7510.2', MLP = '7433.25', DLinear = '7504.89', NLinear = '7504.69', TFT = '7476.21', StemGNN = '7290.85', MLPMultivariate = '7475.3', TiDE = '7496.43', DeepNPTS = '7492.14', y = '7497.5', min_within_quantile = '7290.85', max_within_quantile = '7599.77' WHERE ds = '2024-04-11 00:00:00'
-2024-11-25 17:28:45,183 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7474.59', Informer = '7434.98', LSTM = '7524.88', iTransformer = '7508.02', TSMixer = '7479.57', TSMixerx = '7490.56', PatchTST = '7479.42', RNN = '7497.37', GRU = '7512.34', TCN = '7567.31', BiTCN = '7402.17', DilatedRNN = '7509.49', MLP = '7432.18', DLinear = '7516.27', NLinear = '7493.79', TFT = '7454.36', StemGNN = '7294.96', MLPMultivariate = '7468.48', TiDE = '7490.05', DeepNPTS = '7433.75', y = '7506.67', min_within_quantile = '7294.96', max_within_quantile = '7567.31' WHERE ds = '2024-04-12 00:00:00'
-2024-11-25 17:28:45,183 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7474.59', Informer = '7434.98', LSTM = '7524.88', iTransformer = '7508.02', TSMixer = '7479.57', TSMixerx = '7490.56', PatchTST = '7479.42', RNN = '7497.37', GRU = '7512.34', TCN = '7567.31', BiTCN = '7402.17', DilatedRNN = '7509.49', MLP = '7432.18', DLinear = '7516.27', NLinear = '7493.79', TFT = '7454.36', StemGNN = '7294.96', MLPMultivariate = '7468.48', TiDE = '7490.05', DeepNPTS = '7433.75', y = '7506.67', min_within_quantile = '7294.96', max_within_quantile = '7567.31' WHERE ds = '2024-04-12 00:00:00'
-2024-11-25 17:28:45,186 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7468.5', Informer = '7463.88', LSTM = '7531.07', iTransformer = '7509.68', TSMixer = '7475.7', TSMixerx = '7407.63', PatchTST = '7469.24', RNN = '7504.41', GRU = '7520.1', TCN = '7553.06', BiTCN = '7404.14', DilatedRNN = '7513.66', MLP = '7439.02', DLinear = '7500.73', NLinear = '7503.83', TFT = '7416.14', StemGNN = '7298.55', MLPMultivariate = '7466.32', TiDE = '7489.47', DeepNPTS = '7473.84', y = '7482.5', min_within_quantile = '7298.55', max_within_quantile = '7553.06' WHERE ds = '2024-04-15 00:00:00'
-2024-11-25 17:28:45,186 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7468.5', Informer = '7463.88', LSTM = '7531.07', iTransformer = '7509.68', TSMixer = '7475.7', TSMixerx = '7407.63', PatchTST = '7469.24', RNN = '7504.41', GRU = '7520.1', TCN = '7553.06', BiTCN = '7404.14', DilatedRNN = '7513.66', MLP = '7439.02', DLinear = '7500.73', NLinear = '7503.83', TFT = '7416.14', StemGNN = '7298.55', MLPMultivariate = '7466.32', TiDE = '7489.47', DeepNPTS = '7473.84', y = '7482.5', min_within_quantile = '7298.55', max_within_quantile = '7553.06' WHERE ds = '2024-04-15 00:00:00'
-2024-11-25 17:28:45,187 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7442.52', Informer = '7524.17', LSTM = '7512.46', iTransformer = '7483.61', TSMixer = '7452.02', TSMixerx = '7390.86', PatchTST = '7429.71', RNN = '7475.43', GRU = '7497.21', TCN = '7519.57', BiTCN = '7399.61', DilatedRNN = '7492.75', MLP = '7412.4', DLinear = '7463.9', NLinear = '7464.52', TFT = '7391.04', StemGNN = '7300.03', MLPMultivariate = '7434.93', TiDE = '7469.24', DeepNPTS = '7359.21', y = '7495.0', min_within_quantile = '7300.03', max_within_quantile = '7524.17' WHERE ds = '2024-04-16 00:00:00'
-2024-11-25 17:28:45,187 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7442.52', Informer = '7524.17', LSTM = '7512.46', iTransformer = '7483.61', TSMixer = '7452.02', TSMixerx = '7390.86', PatchTST = '7429.71', RNN = '7475.43', GRU = '7497.21', TCN = '7519.57', BiTCN = '7399.61', DilatedRNN = '7492.75', MLP = '7412.4', DLinear = '7463.9', NLinear = '7464.52', TFT = '7391.04', StemGNN = '7300.03', MLPMultivariate = '7434.93', TiDE = '7469.24', DeepNPTS = '7359.21', y = '7495.0', min_within_quantile = '7300.03', max_within_quantile = '7524.17' WHERE ds = '2024-04-16 00:00:00'
-2024-11-25 17:28:45,190 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7451.07', Informer = '7550.8', LSTM = '7524.56', iTransformer = '7490.03', TSMixer = '7456.48', TSMixerx = '7380.51', PatchTST = '7451.85', RNN = '7494.78', GRU = '7514.28', TCN = '7539.52', BiTCN = '7404.66', DilatedRNN = '7504.01', MLP = '7410.28', DLinear = '7470.56', NLinear = '7480.26', TFT = '7395.61', StemGNN = '7301.15', MLPMultivariate = '7440.26', TiDE = '7465.12', DeepNPTS = '7380.12', y = '7497.5', min_within_quantile = '7301.15', max_within_quantile = '7550.8' WHERE ds = '2024-04-17 00:00:00'
-2024-11-25 17:28:45,190 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7451.07', Informer = '7550.8', LSTM = '7524.56', iTransformer = '7490.03', TSMixer = '7456.48', TSMixerx = '7380.51', PatchTST = '7451.85', RNN = '7494.78', GRU = '7514.28', TCN = '7539.52', BiTCN = '7404.66', DilatedRNN = '7504.01', MLP = '7410.28', DLinear = '7470.56', NLinear = '7480.26', TFT = '7395.61', StemGNN = '7301.15', MLPMultivariate = '7440.26', TiDE = '7465.12', DeepNPTS = '7380.12', y = '7497.5', min_within_quantile = '7301.15', max_within_quantile = '7550.8' WHERE ds = '2024-04-17 00:00:00'
-2024-11-25 17:28:45,193 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.66', Informer = '7503.4', LSTM = '7524.5', iTransformer = '7468.81', TSMixer = '7459.76', TSMixerx = '7385.92', PatchTST = '7442.99', RNN = '7500.19', GRU = '7512.1', TCN = '7532.3', BiTCN = '7411.08', DilatedRNN = '7503.89', MLP = '7417.93', DLinear = '7465.77', NLinear = '7490.32', TFT = '7403.65', StemGNN = '7303.0', MLPMultivariate = '7453.34', TiDE = '7473.29', DeepNPTS = '7489.16', y = '7497.5', min_within_quantile = '7303.0', max_within_quantile = '7532.3' WHERE ds = '2024-04-18 00:00:00'
-2024-11-25 17:28:45,193 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.66', Informer = '7503.4', LSTM = '7524.5', iTransformer = '7468.81', TSMixer = '7459.76', TSMixerx = '7385.92', PatchTST = '7442.99', RNN = '7500.19', GRU = '7512.1', TCN = '7532.3', BiTCN = '7411.08', DilatedRNN = '7503.89', MLP = '7417.93', DLinear = '7465.77', NLinear = '7490.32', TFT = '7403.65', StemGNN = '7303.0', MLPMultivariate = '7453.34', TiDE = '7473.29', DeepNPTS = '7489.16', y = '7497.5', min_within_quantile = '7303.0', max_within_quantile = '7532.3' WHERE ds = '2024-04-18 00:00:00'
-2024-11-25 17:28:45,195 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7467.65', Informer = '7489.07', LSTM = '7525.13', iTransformer = '7307.31', TSMixer = '7460.81', TSMixerx = '7424.35', PatchTST = '7435.96', RNN = '7495.89', GRU = '7513.11', TCN = '7517.37', BiTCN = '7417.42', DilatedRNN = '7503.02', MLP = '7407.39', DLinear = '7472.23', NLinear = '7481.39', TFT = '7407.39', StemGNN = '7306.72', MLPMultivariate = '7364.83', TiDE = '7464.98', DeepNPTS = '7494.04', y = '7527.5', min_within_quantile = '7306.72', max_within_quantile = '7525.13' WHERE ds = '2024-04-19 00:00:00'
-2024-11-25 17:28:45,195 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7467.65', Informer = '7489.07', LSTM = '7525.13', iTransformer = '7307.31', TSMixer = '7460.81', TSMixerx = '7424.35', PatchTST = '7435.96', RNN = '7495.89', GRU = '7513.11', TCN = '7517.37', BiTCN = '7417.42', DilatedRNN = '7503.02', MLP = '7407.39', DLinear = '7472.23', NLinear = '7481.39', TFT = '7407.39', StemGNN = '7306.72', MLPMultivariate = '7364.83', TiDE = '7464.98', DeepNPTS = '7494.04', y = '7527.5', min_within_quantile = '7306.72', max_within_quantile = '7525.13' WHERE ds = '2024-04-19 00:00:00'
-2024-11-25 17:28:45,197 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7497.78', Informer = '7532.46', LSTM = '7547.54', iTransformer = '7283.75', TSMixer = '7487.13', TSMixerx = '7461.74', PatchTST = '7479.89', RNN = '7533.02', GRU = '7539.29', TCN = '7569.82', BiTCN = '7440.02', DilatedRNN = '7528.36', MLP = '7435.37', DLinear = '7481.29', NLinear = '7525.8', TFT = '7420.22', StemGNN = '7311.05', MLPMultivariate = '7390.11', TiDE = '7483.89', DeepNPTS = '7523.3', y = '7527.5', min_within_quantile = '7283.75', max_within_quantile = '7569.82' WHERE ds = '2024-04-22 00:00:00'
-2024-11-25 17:28:45,197 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7497.78', Informer = '7532.46', LSTM = '7547.54', iTransformer = '7283.75', TSMixer = '7487.13', TSMixerx = '7461.74', PatchTST = '7479.89', RNN = '7533.02', GRU = '7539.29', TCN = '7569.82', BiTCN = '7440.02', DilatedRNN = '7528.36', MLP = '7435.37', DLinear = '7481.29', NLinear = '7525.8', TFT = '7420.22', StemGNN = '7311.05', MLPMultivariate = '7390.11', TiDE = '7483.89', DeepNPTS = '7523.3', y = '7527.5', min_within_quantile = '7283.75', max_within_quantile = '7569.82' WHERE ds = '2024-04-22 00:00:00'
-2024-11-25 17:28:45,201 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7511.9', Informer = '7522.29', LSTM = '7544.32', iTransformer = '7258.76', TSMixer = '7500.05', TSMixerx = '7522.14', PatchTST = '7495.4', RNN = '7530.59', GRU = '7533.16', TCN = '7581.08', BiTCN = '7446.86', DilatedRNN = '7526.82', MLP = '7449.73', DLinear = '7504.57', NLinear = '7514.41', TFT = '7421.39', StemGNN = '7314.71', MLPMultivariate = '7422.09', TiDE = '7501.74', DeepNPTS = '7525.61', y = '7510.0', min_within_quantile = '7258.76', max_within_quantile = '7581.08' WHERE ds = '2024-04-23 00:00:00'
-2024-11-25 17:28:45,201 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7511.9', Informer = '7522.29', LSTM = '7544.32', iTransformer = '7258.76', TSMixer = '7500.05', TSMixerx = '7522.14', PatchTST = '7495.4', RNN = '7530.59', GRU = '7533.16', TCN = '7581.08', BiTCN = '7446.86', DilatedRNN = '7526.82', MLP = '7449.73', DLinear = '7504.57', NLinear = '7514.41', TFT = '7421.39', StemGNN = '7314.71', MLPMultivariate = '7422.09', TiDE = '7501.74', DeepNPTS = '7525.61', y = '7510.0', min_within_quantile = '7258.76', max_within_quantile = '7581.08' WHERE ds = '2024-04-23 00:00:00'
-2024-11-25 17:28:45,204 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7504.27', Informer = '7499.5', LSTM = '7531.97', iTransformer = '7277.19', TSMixer = '7492.46', TSMixerx = '7520.43', PatchTST = '7482.69', RNN = '7506.73', GRU = '7519.8', TCN = '7569.62', BiTCN = '7440.99', DilatedRNN = '7514.68', MLP = '7460.15', DLinear = '7501.35', NLinear = '7490.7', TFT = '7417.82', StemGNN = '7319.64', MLPMultivariate = '7421.83', TiDE = '7489.4', DeepNPTS = '7509.19', y = '7487.5', min_within_quantile = '7277.19', max_within_quantile = '7569.62' WHERE ds = '2024-04-24 00:00:00'
-2024-11-25 17:28:45,204 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7504.27', Informer = '7499.5', LSTM = '7531.97', iTransformer = '7277.19', TSMixer = '7492.46', TSMixerx = '7520.43', PatchTST = '7482.69', RNN = '7506.73', GRU = '7519.8', TCN = '7569.62', BiTCN = '7440.99', DilatedRNN = '7514.68', MLP = '7460.15', DLinear = '7501.35', NLinear = '7490.7', TFT = '7417.82', StemGNN = '7319.64', MLPMultivariate = '7421.83', TiDE = '7489.4', DeepNPTS = '7509.19', y = '7487.5', min_within_quantile = '7277.19', max_within_quantile = '7569.62' WHERE ds = '2024-04-24 00:00:00'
-2024-11-25 17:28:45,207 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7486.25', Informer = '7489.61', LSTM = '7516.55', iTransformer = '7305.9', TSMixer = '7474.53', TSMixerx = '7548.24', PatchTST = '7469.55', RNN = '7482.66', GRU = '7502.99', TCN = '7547.37', BiTCN = '7439.33', DilatedRNN = '7499.65', MLP = '7465.73', DLinear = '7476.84', NLinear = '7477.29', TFT = '7416.24', StemGNN = '7324.2', MLPMultivariate = '7439.34', TiDE = '7467.09', DeepNPTS = '7487.12', y = '7487.5', min_within_quantile = '7305.9', max_within_quantile = '7548.24' WHERE ds = '2024-04-25 00:00:00'
-2024-11-25 17:28:45,207 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7486.25', Informer = '7489.61', LSTM = '7516.55', iTransformer = '7305.9', TSMixer = '7474.53', TSMixerx = '7548.24', PatchTST = '7469.55', RNN = '7482.66', GRU = '7502.99', TCN = '7547.37', BiTCN = '7439.33', DilatedRNN = '7499.65', MLP = '7465.73', DLinear = '7476.84', NLinear = '7477.29', TFT = '7416.24', StemGNN = '7324.2', MLPMultivariate = '7439.34', TiDE = '7467.09', DeepNPTS = '7487.12', y = '7487.5', min_within_quantile = '7305.9', max_within_quantile = '7548.24' WHERE ds = '2024-04-25 00:00:00'
-2024-11-25 17:28:45,209 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7485.26', Informer = '7485.22', LSTM = '7518.37', iTransformer = '7294.92', TSMixer = '7474.39', TSMixerx = '7559.39', PatchTST = '7484.3', RNN = '7480.52', GRU = '7506.77', TCN = '7537.21', BiTCN = '7450.98', DilatedRNN = '7499.39', MLP = '7474.18', DLinear = '7488.34', NLinear = '7480.68', TFT = '7419.76', StemGNN = '7326.86', MLPMultivariate = '7430.49', TiDE = '7470.35', DeepNPTS = '7486.91', y = '7502.5', min_within_quantile = '7294.92', max_within_quantile = '7559.39' WHERE ds = '2024-04-26 00:00:00'
-2024-11-25 17:28:45,209 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7485.26', Informer = '7485.22', LSTM = '7518.37', iTransformer = '7294.92', TSMixer = '7474.39', TSMixerx = '7559.39', PatchTST = '7484.3', RNN = '7480.52', GRU = '7506.77', TCN = '7537.21', BiTCN = '7450.98', DilatedRNN = '7499.39', MLP = '7474.18', DLinear = '7488.34', NLinear = '7480.68', TFT = '7419.76', StemGNN = '7326.86', MLPMultivariate = '7430.49', TiDE = '7470.35', DeepNPTS = '7486.91', y = '7502.5', min_within_quantile = '7294.92', max_within_quantile = '7559.39' WHERE ds = '2024-04-26 00:00:00'
-2024-11-25 17:28:45,212 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7495.97', Informer = '7562.73', LSTM = '7529.16', iTransformer = '7287.19', TSMixer = '7488.16', TSMixerx = '7561.48', PatchTST = '7512.93', RNN = '7501.6', GRU = '7518.83', TCN = '7538.35', BiTCN = '7476.58', DilatedRNN = '7510.21', MLP = '7486.65', DLinear = '7480.4', NLinear = '7502.99', TFT = '7418.23', StemGNN = '7330.91', MLPMultivariate = '7436.96', TiDE = '7488.76', DeepNPTS = '7501.64', y = '7527.5', min_within_quantile = '7287.19', max_within_quantile = '7562.73' WHERE ds = '2024-04-28 00:00:00'
-2024-11-25 17:28:45,212 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7495.97', Informer = '7562.73', LSTM = '7529.16', iTransformer = '7287.19', TSMixer = '7488.16', TSMixerx = '7561.48', PatchTST = '7512.93', RNN = '7501.6', GRU = '7518.83', TCN = '7538.35', BiTCN = '7476.58', DilatedRNN = '7510.21', MLP = '7486.65', DLinear = '7480.4', NLinear = '7502.99', TFT = '7418.23', StemGNN = '7330.91', MLPMultivariate = '7436.96', TiDE = '7488.76', DeepNPTS = '7501.64', y = '7527.5', min_within_quantile = '7287.19', max_within_quantile = '7562.73' WHERE ds = '2024-04-28 00:00:00'
-2024-11-25 17:28:45,214 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7515.91', Informer = '7624.48', LSTM = '7546.91', iTransformer = '7279.48', TSMixer = '7510.22', TSMixerx = '7576.79', PatchTST = '7545.4', RNN = '7532.25', GRU = '7538.1', TCN = '7551.5', BiTCN = '7498.8', DilatedRNN = '7530.96', MLP = '7492.32', DLinear = '7507.14', NLinear = '7521.29', TFT = '7443.08', StemGNN = '7334.25', MLPMultivariate = '7455.0', TiDE = '7510.59', DeepNPTS = '7523.06', y = '7537.5', min_within_quantile = '7279.48', max_within_quantile = '7624.48' WHERE ds = '2024-04-29 00:00:00'
-2024-11-25 17:28:45,214 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7515.91', Informer = '7624.48', LSTM = '7546.91', iTransformer = '7279.48', TSMixer = '7510.22', TSMixerx = '7576.79', PatchTST = '7545.4', RNN = '7532.25', GRU = '7538.1', TCN = '7551.5', BiTCN = '7498.8', DilatedRNN = '7530.96', MLP = '7492.32', DLinear = '7507.14', NLinear = '7521.29', TFT = '7443.08', StemGNN = '7334.25', MLPMultivariate = '7455.0', TiDE = '7510.59', DeepNPTS = '7523.06', y = '7537.5', min_within_quantile = '7279.48', max_within_quantile = '7624.48' WHERE ds = '2024-04-29 00:00:00'
-2024-11-25 17:28:45,216 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7522.52', Informer = '7628.2', LSTM = '7552.62', iTransformer = '7346.42', TSMixer = '7519.13', TSMixerx = '7545.64', PatchTST = '7560.92', RNN = '7543.43', GRU = '7542.47', TCN = '7560.26', BiTCN = '7514.21', DilatedRNN = '7540.41', MLP = '7507.21', DLinear = '7532.45', NLinear = '7533.48', TFT = '7450.2', StemGNN = '7338.4', MLPMultivariate = '7478.6', TiDE = '7515.86', DeepNPTS = '7531.5', y = '7532.5', min_within_quantile = '7338.4', max_within_quantile = '7628.2' WHERE ds = '2024-04-30 00:00:00'
-2024-11-25 17:28:45,216 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7522.52', Informer = '7628.2', LSTM = '7552.62', iTransformer = '7346.42', TSMixer = '7519.13', TSMixerx = '7545.64', PatchTST = '7560.92', RNN = '7543.43', GRU = '7542.47', TCN = '7560.26', BiTCN = '7514.21', DilatedRNN = '7540.41', MLP = '7507.21', DLinear = '7532.45', NLinear = '7533.48', TFT = '7450.2', StemGNN = '7338.4', MLPMultivariate = '7478.6', TiDE = '7515.86', DeepNPTS = '7531.5', y = '7532.5', min_within_quantile = '7338.4', max_within_quantile = '7628.2' WHERE ds = '2024-04-30 00:00:00'
-2024-11-25 17:28:45,219 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7520.02', Informer = '7615.18', LSTM = '7547.94', iTransformer = '7367.74', TSMixer = '7512.47', TSMixerx = '7552.5', PatchTST = '7531.26', RNN = '7534.56', GRU = '7537.41', TCN = '7534.05', BiTCN = '7504.78', DilatedRNN = '7535.56', MLP = '7504.68', DLinear = '7517.42', NLinear = '7531.49', TFT = '7448.33', StemGNN = '7343.92', MLPMultivariate = '7466.23', TiDE = '7513.53', DeepNPTS = '7458.82', y = '7502.5', min_within_quantile = '7343.92', max_within_quantile = '7615.18' WHERE ds = '2024-05-06 00:00:00'
-2024-11-25 17:28:45,219 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7520.02', Informer = '7615.18', LSTM = '7547.94', iTransformer = '7367.74', TSMixer = '7512.47', TSMixerx = '7552.5', PatchTST = '7531.26', RNN = '7534.56', GRU = '7537.41', TCN = '7534.05', BiTCN = '7504.78', DilatedRNN = '7535.56', MLP = '7504.68', DLinear = '7517.42', NLinear = '7531.49', TFT = '7448.33', StemGNN = '7343.92', MLPMultivariate = '7466.23', TiDE = '7513.53', DeepNPTS = '7458.82', y = '7502.5', min_within_quantile = '7343.92', max_within_quantile = '7615.18' WHERE ds = '2024-05-06 00:00:00'
-2024-11-25 17:28:45,221 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7490.75', Informer = '7544.09', LSTM = '7525.55', iTransformer = '7360.35', TSMixer = '7482.29', TSMixerx = '7505.21', PatchTST = '7494.13', RNN = '7496.38', GRU = '7512.44', TCN = '7508.45', BiTCN = '7484.02', DilatedRNN = '7511.55', MLP = '7464.48', DLinear = '7491.48', NLinear = '7489.19', TFT = '7435.35', StemGNN = '7350.48', MLPMultivariate = '7427.34', TiDE = '7479.37', DeepNPTS = '7385.34', y = '7475.0', min_within_quantile = '7350.48', max_within_quantile = '7544.09' WHERE ds = '2024-05-07 00:00:00'
-2024-11-25 17:28:45,221 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7490.75', Informer = '7544.09', LSTM = '7525.55', iTransformer = '7360.35', TSMixer = '7482.29', TSMixerx = '7505.21', PatchTST = '7494.13', RNN = '7496.38', GRU = '7512.44', TCN = '7508.45', BiTCN = '7484.02', DilatedRNN = '7511.55', MLP = '7464.48', DLinear = '7491.48', NLinear = '7489.19', TFT = '7435.35', StemGNN = '7350.48', MLPMultivariate = '7427.34', TiDE = '7479.37', DeepNPTS = '7385.34', y = '7475.0', min_within_quantile = '7350.48', max_within_quantile = '7544.09' WHERE ds = '2024-05-07 00:00:00'
-2024-11-25 17:28:45,224 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7465.21', Informer = '7463.71', LSTM = '7508.1', iTransformer = '7314.5', TSMixer = '7451.67', TSMixerx = '7474.96', PatchTST = '7460.93', RNN = '7462.15', GRU = '7493.8', TCN = '7485.64', BiTCN = '7457.34', DilatedRNN = '7490.37', MLP = '7436.19', DLinear = '7457.4', NLinear = '7468.88', TFT = '7427.27', StemGNN = '7357.57', MLPMultivariate = '7294.83', TiDE = '7451.49', DeepNPTS = '7412.37', y = '7512.5', min_within_quantile = '7294.83', max_within_quantile = '7508.1' WHERE ds = '2024-05-08 00:00:00'
-2024-11-25 17:28:45,224 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7465.21', Informer = '7463.71', LSTM = '7508.1', iTransformer = '7314.5', TSMixer = '7451.67', TSMixerx = '7474.96', PatchTST = '7460.93', RNN = '7462.15', GRU = '7493.8', TCN = '7485.64', BiTCN = '7457.34', DilatedRNN = '7490.37', MLP = '7436.19', DLinear = '7457.4', NLinear = '7468.88', TFT = '7427.27', StemGNN = '7357.57', MLPMultivariate = '7294.83', TiDE = '7451.49', DeepNPTS = '7412.37', y = '7512.5', min_within_quantile = '7294.83', max_within_quantile = '7508.1' WHERE ds = '2024-05-08 00:00:00'
-2024-11-25 17:28:45,226 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7502.46', Informer = '7479.3', LSTM = '7537.79', iTransformer = '7298.47', TSMixer = '7473.98', TSMixerx = '7514.62', PatchTST = '7490.37', RNN = '7511.61', GRU = '7531.07', TCN = '7516.06', BiTCN = '7467.68', DilatedRNN = '7518.55', MLP = '7443.93', DLinear = '7476.07', NLinear = '7497.96', TFT = '7460.86', StemGNN = '7365.0', MLPMultivariate = '7273.3', TiDE = '7475.34', DeepNPTS = '7507.1', y = '7505.0', min_within_quantile = '7273.3', max_within_quantile = '7537.79' WHERE ds = '2024-05-09 00:00:00'
-2024-11-25 17:28:45,226 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7502.46', Informer = '7479.3', LSTM = '7537.79', iTransformer = '7298.47', TSMixer = '7473.98', TSMixerx = '7514.62', PatchTST = '7490.37', RNN = '7511.61', GRU = '7531.07', TCN = '7516.06', BiTCN = '7467.68', DilatedRNN = '7518.55', MLP = '7443.93', DLinear = '7476.07', NLinear = '7497.96', TFT = '7460.86', StemGNN = '7365.0', MLPMultivariate = '7273.3', TiDE = '7475.34', DeepNPTS = '7507.1', y = '7505.0', min_within_quantile = '7273.3', max_within_quantile = '7537.79' WHERE ds = '2024-05-09 00:00:00'
-2024-11-25 17:28:45,228 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7504.89', Informer = '7470.37', LSTM = '7528.36', iTransformer = '7280.79', TSMixer = '7477.09', TSMixerx = '7486.53', PatchTST = '7471.01', RNN = '7506.09', GRU = '7515.31', TCN = '7521.28', BiTCN = '7467.61', DilatedRNN = '7510.47', MLP = '7439.12', DLinear = '7475.61', NLinear = '7496.91', TFT = '7472.9', StemGNN = '7373.5', MLPMultivariate = '7230.71', TiDE = '7469.32', DeepNPTS = '7502.97', y = '7477.5', min_within_quantile = '7230.71', max_within_quantile = '7528.36' WHERE ds = '2024-05-10 00:00:00'
-2024-11-25 17:28:45,228 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7504.89', Informer = '7470.37', LSTM = '7528.36', iTransformer = '7280.79', TSMixer = '7477.09', TSMixerx = '7486.53', PatchTST = '7471.01', RNN = '7506.09', GRU = '7515.31', TCN = '7521.28', BiTCN = '7467.61', DilatedRNN = '7510.47', MLP = '7439.12', DLinear = '7475.61', NLinear = '7496.91', TFT = '7472.9', StemGNN = '7373.5', MLPMultivariate = '7230.71', TiDE = '7469.32', DeepNPTS = '7502.97', y = '7477.5', min_within_quantile = '7230.71', max_within_quantile = '7528.36' WHERE ds = '2024-05-10 00:00:00'
-2024-11-25 17:28:45,230 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7479.01', Informer = '7440.38', LSTM = '7510.4', iTransformer = '7270.46', TSMixer = '7464.68', TSMixerx = '7482.19', PatchTST = '7462.48', RNN = '7472.86', GRU = '7495.14', TCN = '7501.23', BiTCN = '7456.51', DilatedRNN = '7493.0', MLP = '7431.41', DLinear = '7464.92', NLinear = '7469.54', TFT = '7447.08', StemGNN = '7382.32', MLPMultivariate = '7232.7', TiDE = '7461.23', DeepNPTS = '7478.14', y = '7475.0', min_within_quantile = '7232.7', max_within_quantile = '7510.4' WHERE ds = '2024-05-11 00:00:00'
-2024-11-25 17:28:45,230 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7479.01', Informer = '7440.38', LSTM = '7510.4', iTransformer = '7270.46', TSMixer = '7464.68', TSMixerx = '7482.19', PatchTST = '7462.48', RNN = '7472.86', GRU = '7495.14', TCN = '7501.23', BiTCN = '7456.51', DilatedRNN = '7493.0', MLP = '7431.41', DLinear = '7464.92', NLinear = '7469.54', TFT = '7447.08', StemGNN = '7382.32', MLPMultivariate = '7232.7', TiDE = '7461.23', DeepNPTS = '7478.14', y = '7475.0', min_within_quantile = '7232.7', max_within_quantile = '7510.4' WHERE ds = '2024-05-11 00:00:00'
-2024-11-25 17:28:45,232 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7494.17', Informer = '7422.18', LSTM = '7510.57', iTransformer = '7272.96', TSMixer = '7468.91', TSMixerx = '7464.44', PatchTST = '7465.47', RNN = '7475.03', GRU = '7497.06', TCN = '7493.72', BiTCN = '7453.21', DilatedRNN = '7492.95', MLP = '7436.06', DLinear = '7479.65', NLinear = '7472.74', TFT = '7456.98', StemGNN = '7391.54', MLPMultivariate = '7278.73', TiDE = '7464.15', DeepNPTS = '7476.08', y = '7485.0', min_within_quantile = '7272.96', max_within_quantile = '7510.57' WHERE ds = '2024-05-13 00:00:00'
-2024-11-25 17:28:45,232 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7494.17', Informer = '7422.18', LSTM = '7510.57', iTransformer = '7272.96', TSMixer = '7468.91', TSMixerx = '7464.44', PatchTST = '7465.47', RNN = '7475.03', GRU = '7497.06', TCN = '7493.72', BiTCN = '7453.21', DilatedRNN = '7492.95', MLP = '7436.06', DLinear = '7479.65', NLinear = '7472.74', TFT = '7456.98', StemGNN = '7391.54', MLPMultivariate = '7278.73', TiDE = '7464.15', DeepNPTS = '7476.08', y = '7485.0', min_within_quantile = '7272.96', max_within_quantile = '7510.57' WHERE ds = '2024-05-13 00:00:00'
-2024-11-25 17:28:45,235 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7490.05', Informer = '7459.35', LSTM = '7517.47', iTransformer = '7292.0', TSMixer = '7475.44', TSMixerx = '7488.99', PatchTST = '7467.43', RNN = '7482.22', GRU = '7505.0', TCN = '7491.7', BiTCN = '7449.48', DilatedRNN = '7495.8', MLP = '7462.32', DLinear = '7482.8', NLinear = '7493.18', TFT = '7467.48', StemGNN = '7402.29', MLPMultivariate = '7311.51', TiDE = '7473.03', DeepNPTS = '7484.51', y = '7507.5', min_within_quantile = '7292.0', max_within_quantile = '7517.47' WHERE ds = '2024-05-14 00:00:00'
-2024-11-25 17:28:45,235 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7490.05', Informer = '7459.35', LSTM = '7517.47', iTransformer = '7292.0', TSMixer = '7475.44', TSMixerx = '7488.99', PatchTST = '7467.43', RNN = '7482.22', GRU = '7505.0', TCN = '7491.7', BiTCN = '7449.48', DilatedRNN = '7495.8', MLP = '7462.32', DLinear = '7482.8', NLinear = '7493.18', TFT = '7467.48', StemGNN = '7402.29', MLPMultivariate = '7311.51', TiDE = '7473.03', DeepNPTS = '7484.51', y = '7507.5', min_within_quantile = '7292.0', max_within_quantile = '7517.47' WHERE ds = '2024-05-14 00:00:00'
-2024-11-25 17:28:45,238 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7505.51', Informer = '7479.1', LSTM = '7533.49', iTransformer = '7342.85', TSMixer = '7496.99', TSMixerx = '7543.64', PatchTST = '7489.92', RNN = '7509.08', GRU = '7523.17', TCN = '7504.63', BiTCN = '7472.61', DilatedRNN = '7513.79', MLP = '7495.91', DLinear = '7500.53', NLinear = '7504.59', TFT = '7490.61', StemGNN = '7407.93', MLPMultivariate = '7341.56', TiDE = '7495.6', DeepNPTS = '7507.27', y = '7510.0', min_within_quantile = '7341.56', max_within_quantile = '7543.64' WHERE ds = '2024-05-15 00:00:00'
-2024-11-25 17:28:45,238 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7505.51', Informer = '7479.1', LSTM = '7533.49', iTransformer = '7342.85', TSMixer = '7496.99', TSMixerx = '7543.64', PatchTST = '7489.92', RNN = '7509.08', GRU = '7523.17', TCN = '7504.63', BiTCN = '7472.61', DilatedRNN = '7513.79', MLP = '7495.91', DLinear = '7500.53', NLinear = '7504.59', TFT = '7490.61', StemGNN = '7407.93', MLPMultivariate = '7341.56', TiDE = '7495.6', DeepNPTS = '7507.27', y = '7510.0', min_within_quantile = '7341.56', max_within_quantile = '7543.64' WHERE ds = '2024-05-15 00:00:00'
-2024-11-25 17:28:45,240 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7502.35', Informer = '7498.85', LSTM = '7533.47', iTransformer = '7349.43', TSMixer = '7507.07', TSMixerx = '7552.25', PatchTST = '7494.65', RNN = '7515.69', GRU = '7521.24', TCN = '7520.24', BiTCN = '7496.29', DilatedRNN = '7517.91', MLP = '7505.36', DLinear = '7509.93', NLinear = '7500.98', TFT = '7496.63', StemGNN = '7411.73', MLPMultivariate = '7332.62', TiDE = '7504.28', DeepNPTS = '7509.08', y = '7525.0', min_within_quantile = '7332.62', max_within_quantile = '7552.25' WHERE ds = '2024-05-16 00:00:00'
-2024-11-25 17:28:45,240 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7502.35', Informer = '7498.85', LSTM = '7533.47', iTransformer = '7349.43', TSMixer = '7507.07', TSMixerx = '7552.25', PatchTST = '7494.65', RNN = '7515.69', GRU = '7521.24', TCN = '7520.24', BiTCN = '7496.29', DilatedRNN = '7517.91', MLP = '7505.36', DLinear = '7509.93', NLinear = '7500.98', TFT = '7496.63', StemGNN = '7411.73', MLPMultivariate = '7332.62', TiDE = '7504.28', DeepNPTS = '7509.08', y = '7525.0', min_within_quantile = '7332.62', max_within_quantile = '7552.25' WHERE ds = '2024-05-16 00:00:00'
-2024-11-25 17:28:45,243 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7515.81', Informer = '7493.88', LSTM = '7544.87', iTransformer = '7371.63', TSMixer = '7519.93', TSMixerx = '7578.68', PatchTST = '7520.25', RNN = '7529.74', GRU = '7535.34', TCN = '7559.65', BiTCN = '7517.23', DilatedRNN = '7530.73', MLP = '7515.29', DLinear = '7521.65', NLinear = '7521.52', TFT = '7513.67', StemGNN = '7413.52', MLPMultivariate = '7344.5', TiDE = '7515.28', DeepNPTS = '7458.27', y = '7587.5', min_within_quantile = '7344.5', max_within_quantile = '7578.68' WHERE ds = '2024-05-17 00:00:00'
-2024-11-25 17:28:45,243 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7515.81', Informer = '7493.88', LSTM = '7544.87', iTransformer = '7371.63', TSMixer = '7519.93', TSMixerx = '7578.68', PatchTST = '7520.25', RNN = '7529.74', GRU = '7535.34', TCN = '7559.65', BiTCN = '7517.23', DilatedRNN = '7530.73', MLP = '7515.29', DLinear = '7521.65', NLinear = '7521.52', TFT = '7513.67', StemGNN = '7413.52', MLPMultivariate = '7344.5', TiDE = '7515.28', DeepNPTS = '7458.27', y = '7587.5', min_within_quantile = '7344.5', max_within_quantile = '7578.68' WHERE ds = '2024-05-17 00:00:00'
-2024-11-25 17:28:45,245 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7585.31', Informer = '7612.47', LSTM = '7596.32', iTransformer = '7418.88', TSMixer = '7568.41', TSMixerx = '7594.8', PatchTST = '7603.39', RNN = '7596.08', GRU = '7589.06', TCN = '7638.46', BiTCN = '7561.32', DilatedRNN = '7578.94', MLP = '7579.88', DLinear = '7560.62', NLinear = '7595.4', TFT = '7586.71', StemGNN = '7414.08', MLPMultivariate = '7380.63', TiDE = '7568.85', DeepNPTS = '7582.93', y = '7670.0', min_within_quantile = '7380.63', max_within_quantile = '7638.46' WHERE ds = '2024-05-20 00:00:00'
-2024-11-25 17:28:45,245 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7585.31', Informer = '7612.47', LSTM = '7596.32', iTransformer = '7418.88', TSMixer = '7568.41', TSMixerx = '7594.8', PatchTST = '7603.39', RNN = '7596.08', GRU = '7589.06', TCN = '7638.46', BiTCN = '7561.32', DilatedRNN = '7578.94', MLP = '7579.88', DLinear = '7560.62', NLinear = '7595.4', TFT = '7586.71', StemGNN = '7414.08', MLPMultivariate = '7380.63', TiDE = '7568.85', DeepNPTS = '7582.93', y = '7670.0', min_within_quantile = '7380.63', max_within_quantile = '7638.46' WHERE ds = '2024-05-20 00:00:00'
-2024-11-25 17:28:45,248 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7680.16', Informer = '7705.88', LSTM = '7673.03', iTransformer = '7440.37', TSMixer = '7638.34', TSMixerx = '7638.54', PatchTST = '7689.84', RNN = '7701.25', GRU = '7672.27', TCN = '7723.09', BiTCN = '7592.08', DilatedRNN = '7660.82', MLP = '7679.96', DLinear = '7642.92', NLinear = '7677.48', TFT = '7641.0', StemGNN = '7413.99', MLPMultivariate = '7472.35', TiDE = '7642.75', DeepNPTS = '7667.83', y = '7677.5', min_within_quantile = '7413.99', max_within_quantile = '7723.09' WHERE ds = '2024-05-21 00:00:00'
-2024-11-25 17:28:45,248 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7680.16', Informer = '7705.88', LSTM = '7673.03', iTransformer = '7440.37', TSMixer = '7638.34', TSMixerx = '7638.54', PatchTST = '7689.84', RNN = '7701.25', GRU = '7672.27', TCN = '7723.09', BiTCN = '7592.08', DilatedRNN = '7660.82', MLP = '7679.96', DLinear = '7642.92', NLinear = '7677.48', TFT = '7641.0', StemGNN = '7413.99', MLPMultivariate = '7472.35', TiDE = '7642.75', DeepNPTS = '7667.83', y = '7677.5', min_within_quantile = '7413.99', max_within_quantile = '7723.09' WHERE ds = '2024-05-21 00:00:00'
-2024-11-25 17:28:45,250 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7698.86', Informer = '7686.67', LSTM = '7669.4', iTransformer = '7439.25', TSMixer = '7657.28', TSMixerx = '7686.7', PatchTST = '7664.3', RNN = '7700.12', GRU = '7660.55', TCN = '7728.22', BiTCN = '7579.34', DilatedRNN = '7665.66', MLP = '7687.48', DLinear = '7658.32', NLinear = '7679.26', TFT = '7651.28', StemGNN = '7415.62', MLPMultivariate = '7450.84', TiDE = '7658.39', DeepNPTS = '7671.11', y = '7677.5', min_within_quantile = '7415.62', max_within_quantile = '7728.22' WHERE ds = '2024-05-22 00:00:00'
-2024-11-25 17:28:45,250 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7698.86', Informer = '7686.67', LSTM = '7669.4', iTransformer = '7439.25', TSMixer = '7657.28', TSMixerx = '7686.7', PatchTST = '7664.3', RNN = '7700.12', GRU = '7660.55', TCN = '7728.22', BiTCN = '7579.34', DilatedRNN = '7665.66', MLP = '7687.48', DLinear = '7658.32', NLinear = '7679.26', TFT = '7651.28', StemGNN = '7415.62', MLPMultivariate = '7450.84', TiDE = '7658.39', DeepNPTS = '7671.11', y = '7677.5', min_within_quantile = '7415.62', max_within_quantile = '7728.22' WHERE ds = '2024-05-22 00:00:00'
-2024-11-25 17:28:45,252 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7694.73', Informer = '7699.76', LSTM = '7668.47', iTransformer = '7456.81', TSMixer = '7655.07', TSMixerx = '7761.17', PatchTST = '7647.98', RNN = '7685.28', GRU = '7664.45', TCN = '7719.24', BiTCN = '7564.39', DilatedRNN = '7667.12', MLP = '7658.72', DLinear = '7665.99', NLinear = '7670.2', TFT = '7665.32', StemGNN = '7419.85', MLPMultivariate = '7480.79', TiDE = '7658.95', DeepNPTS = '7625.35', y = '7645.0', min_within_quantile = '7419.85', max_within_quantile = '7761.17' WHERE ds = '2024-05-23 00:00:00'
-2024-11-25 17:28:45,252 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7694.73', Informer = '7699.76', LSTM = '7668.47', iTransformer = '7456.81', TSMixer = '7655.07', TSMixerx = '7761.17', PatchTST = '7647.98', RNN = '7685.28', GRU = '7664.45', TCN = '7719.24', BiTCN = '7564.39', DilatedRNN = '7667.12', MLP = '7658.72', DLinear = '7665.99', NLinear = '7670.2', TFT = '7665.32', StemGNN = '7419.85', MLPMultivariate = '7480.79', TiDE = '7658.95', DeepNPTS = '7625.35', y = '7645.0', min_within_quantile = '7419.85', max_within_quantile = '7761.17' WHERE ds = '2024-05-23 00:00:00'
-2024-11-25 17:28:45,254 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7648.45', Informer = '7616.18', LSTM = '7629.58', iTransformer = '7454.64', TSMixer = '7619.11', TSMixerx = '7749.11', PatchTST = '7602.05', RNN = '7629.39', GRU = '7622.75', TCN = '7683.57', BiTCN = '7547.5', DilatedRNN = '7625.02', MLP = '7602.54', DLinear = '7648.28', NLinear = '7636.47', TFT = '7618.62', StemGNN = '7426.05', MLPMultivariate = '7450.28', TiDE = '7622.44', DeepNPTS = '7601.46', y = '7630.0', min_within_quantile = '7426.05', max_within_quantile = '7749.11' WHERE ds = '2024-05-24 00:00:00'
-2024-11-25 17:28:45,254 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7648.45', Informer = '7616.18', LSTM = '7629.58', iTransformer = '7454.64', TSMixer = '7619.11', TSMixerx = '7749.11', PatchTST = '7602.05', RNN = '7629.39', GRU = '7622.75', TCN = '7683.57', BiTCN = '7547.5', DilatedRNN = '7625.02', MLP = '7602.54', DLinear = '7648.28', NLinear = '7636.47', TFT = '7618.62', StemGNN = '7426.05', MLPMultivariate = '7450.28', TiDE = '7622.44', DeepNPTS = '7601.46', y = '7630.0', min_within_quantile = '7426.05', max_within_quantile = '7749.11' WHERE ds = '2024-05-24 00:00:00'
-2024-11-25 17:28:45,258 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7623.48', Informer = '7592.54', LSTM = '7619.28', iTransformer = '7428.96', TSMixer = '7597.88', TSMixerx = '7658.79', PatchTST = '7585.54', RNN = '7602.09', GRU = '7616.29', TCN = '7669.08', BiTCN = '7527.81', DilatedRNN = '7602.32', MLP = '7565.19', DLinear = '7609.98', NLinear = '7620.24', TFT = '7554.08', StemGNN = '7434.43', MLPMultivariate = '7423.9', TiDE = '7604.93', DeepNPTS = '7617.23', y = '7650.0', min_within_quantile = '7423.9', max_within_quantile = '7669.08' WHERE ds = '2024-05-27 00:00:00'
-2024-11-25 17:28:45,258 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7623.48', Informer = '7592.54', LSTM = '7619.28', iTransformer = '7428.96', TSMixer = '7597.88', TSMixerx = '7658.79', PatchTST = '7585.54', RNN = '7602.09', GRU = '7616.29', TCN = '7669.08', BiTCN = '7527.81', DilatedRNN = '7602.32', MLP = '7565.19', DLinear = '7609.98', NLinear = '7620.24', TFT = '7554.08', StemGNN = '7434.43', MLPMultivariate = '7423.9', TiDE = '7604.93', DeepNPTS = '7617.23', y = '7650.0', min_within_quantile = '7423.9', max_within_quantile = '7669.08' WHERE ds = '2024-05-27 00:00:00'
-2024-11-25 17:28:45,260 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7635.28', Informer = '7636.18', LSTM = '7641.9', iTransformer = '7437.01', TSMixer = '7611.36', TSMixerx = '7613.04', PatchTST = '7591.25', RNN = '7636.9', GRU = '7642.92', TCN = '7723.32', BiTCN = '7534.48', DilatedRNN = '7625.4', MLP = '7555.91', DLinear = '7618.46', NLinear = '7634.92', TFT = '7547.65', StemGNN = '7443.18', MLPMultivariate = '7429.74', TiDE = '7621.69', DeepNPTS = '7644.29', y = '7690.0', min_within_quantile = '7429.74', max_within_quantile = '7723.32' WHERE ds = '2024-05-28 00:00:00'
-2024-11-25 17:28:45,260 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7635.28', Informer = '7636.18', LSTM = '7641.9', iTransformer = '7437.01', TSMixer = '7611.36', TSMixerx = '7613.04', PatchTST = '7591.25', RNN = '7636.9', GRU = '7642.92', TCN = '7723.32', BiTCN = '7534.48', DilatedRNN = '7625.4', MLP = '7555.91', DLinear = '7618.46', NLinear = '7634.92', TFT = '7547.65', StemGNN = '7443.18', MLPMultivariate = '7429.74', TiDE = '7621.69', DeepNPTS = '7644.29', y = '7690.0', min_within_quantile = '7429.74', max_within_quantile = '7723.32' WHERE ds = '2024-05-28 00:00:00'
-2024-11-25 17:28:45,262 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7672.74', Informer = '7633.56', LSTM = '7684.05', iTransformer = '7528.32', TSMixer = '7650.45', TSMixerx = '7688.61', PatchTST = '7626.96', RNN = '7701.58', GRU = '7688.7', TCN = '7782.45', BiTCN = '7562.19', DilatedRNN = '7670.77', MLP = '7578.69', DLinear = '7660.35', NLinear = '7672.33', TFT = '7577.42', StemGNN = '7451.84', MLPMultivariate = '7468.19', TiDE = '7664.2', DeepNPTS = '7675.41', y = '7690.0', min_within_quantile = '7451.84', max_within_quantile = '7782.45' WHERE ds = '2024-05-29 00:00:00'
-2024-11-25 17:28:45,262 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7672.74', Informer = '7633.56', LSTM = '7684.05', iTransformer = '7528.32', TSMixer = '7650.45', TSMixerx = '7688.61', PatchTST = '7626.96', RNN = '7701.58', GRU = '7688.7', TCN = '7782.45', BiTCN = '7562.19', DilatedRNN = '7670.77', MLP = '7578.69', DLinear = '7660.35', NLinear = '7672.33', TFT = '7577.42', StemGNN = '7451.84', MLPMultivariate = '7468.19', TiDE = '7664.2', DeepNPTS = '7675.41', y = '7690.0', min_within_quantile = '7451.84', max_within_quantile = '7782.45' WHERE ds = '2024-05-29 00:00:00'
-2024-11-25 17:28:45,264 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7654.1', Informer = '7684.07', LSTM = '7678.12', iTransformer = '7541.67', TSMixer = '7659.66', TSMixerx = '7729.29', PatchTST = '7624.52', RNN = '7704.72', GRU = '7676.98', TCN = '7779.26', BiTCN = '7579.58', DilatedRNN = '7671.92', MLP = '7582.24', DLinear = '7666.96', NLinear = '7677.91', TFT = '7594.99', StemGNN = '7460.23', MLPMultivariate = '7495.73', TiDE = '7672.25', DeepNPTS = '7667.67', y = '7716.67', min_within_quantile = '7460.23', max_within_quantile = '7779.26' WHERE ds = '2024-05-30 00:00:00'
-2024-11-25 17:28:45,264 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7654.1', Informer = '7684.07', LSTM = '7678.12', iTransformer = '7541.67', TSMixer = '7659.66', TSMixerx = '7729.29', PatchTST = '7624.52', RNN = '7704.72', GRU = '7676.98', TCN = '7779.26', BiTCN = '7579.58', DilatedRNN = '7671.92', MLP = '7582.24', DLinear = '7666.96', NLinear = '7677.91', TFT = '7594.99', StemGNN = '7460.23', MLPMultivariate = '7495.73', TiDE = '7672.25', DeepNPTS = '7667.67', y = '7716.67', min_within_quantile = '7460.23', max_within_quantile = '7779.26' WHERE ds = '2024-05-30 00:00:00'
-2024-11-25 17:28:45,267 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.27', Informer = '7688.36', LSTM = '7709.91', iTransformer = '7545.66', TSMixer = '7682.7', TSMixerx = '7689.07', PatchTST = '7663.72', RNN = '7741.18', GRU = '7716.75', TCN = '7796.91', BiTCN = '7603.56', DilatedRNN = '7706.31', MLP = '7608.99', DLinear = '7704.17', NLinear = '7713.34', TFT = '7595.06', StemGNN = '7467.27', MLPMultivariate = '7548.03', TiDE = '7691.61', DeepNPTS = '7693.02', y = '7740.0', min_within_quantile = '7467.27', max_within_quantile = '7796.91' WHERE ds = '2024-05-31 00:00:00'
-2024-11-25 17:28:45,267 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.27', Informer = '7688.36', LSTM = '7709.91', iTransformer = '7545.66', TSMixer = '7682.7', TSMixerx = '7689.07', PatchTST = '7663.72', RNN = '7741.18', GRU = '7716.75', TCN = '7796.91', BiTCN = '7603.56', DilatedRNN = '7706.31', MLP = '7608.99', DLinear = '7704.17', NLinear = '7713.34', TFT = '7595.06', StemGNN = '7467.27', MLPMultivariate = '7548.03', TiDE = '7691.61', DeepNPTS = '7693.02', y = '7740.0', min_within_quantile = '7467.27', max_within_quantile = '7796.91' WHERE ds = '2024-05-31 00:00:00'
-2024-11-25 17:28:45,270 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7702.89', Informer = '7687.78', LSTM = '7730.39', iTransformer = '7565.92', TSMixer = '7702.51', TSMixerx = '7678.21', PatchTST = '7698.71', RNN = '7768.16', GRU = '7739.78', TCN = '7802.96', BiTCN = '7623.76', DilatedRNN = '7729.22', MLP = '7646.33', DLinear = '7716.21', NLinear = '7741.67', TFT = '7607.83', StemGNN = '7473.28', MLPMultivariate = '7605.06', TiDE = '7709.22', DeepNPTS = '7727.81', y = '7720.0', min_within_quantile = '7473.28', max_within_quantile = '7802.96' WHERE ds = '2024-06-03 00:00:00'
-2024-11-25 17:28:45,270 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7702.89', Informer = '7687.78', LSTM = '7730.39', iTransformer = '7565.92', TSMixer = '7702.51', TSMixerx = '7678.21', PatchTST = '7698.71', RNN = '7768.16', GRU = '7739.78', TCN = '7802.96', BiTCN = '7623.76', DilatedRNN = '7729.22', MLP = '7646.33', DLinear = '7716.21', NLinear = '7741.67', TFT = '7607.83', StemGNN = '7473.28', MLPMultivariate = '7605.06', TiDE = '7709.22', DeepNPTS = '7727.81', y = '7720.0', min_within_quantile = '7473.28', max_within_quantile = '7802.96' WHERE ds = '2024-06-03 00:00:00'
-2024-11-25 17:28:45,272 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7696.45', Informer = '7719.77', LSTM = '7702.07', iTransformer = '7563.73', TSMixer = '7689.31', TSMixerx = '7703.56', PatchTST = '7673.59', RNN = '7720.68', GRU = '7705.27', TCN = '7791.84', BiTCN = '7619.96', DilatedRNN = '7697.91', MLP = '7630.0', DLinear = '7684.81', NLinear = '7701.14', TFT = '7603.86', StemGNN = '7478.13', MLPMultivariate = '7609.6', TiDE = '7698.05', DeepNPTS = '7718.95', y = '7650.0', min_within_quantile = '7478.13', max_within_quantile = '7791.84' WHERE ds = '2024-06-04 00:00:00'
-2024-11-25 17:28:45,272 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7696.45', Informer = '7719.77', LSTM = '7702.07', iTransformer = '7563.73', TSMixer = '7689.31', TSMixerx = '7703.56', PatchTST = '7673.59', RNN = '7720.68', GRU = '7705.27', TCN = '7791.84', BiTCN = '7619.96', DilatedRNN = '7697.91', MLP = '7630.0', DLinear = '7684.81', NLinear = '7701.14', TFT = '7603.86', StemGNN = '7478.13', MLPMultivariate = '7609.6', TiDE = '7698.05', DeepNPTS = '7718.95', y = '7650.0', min_within_quantile = '7478.13', max_within_quantile = '7791.84' WHERE ds = '2024-06-04 00:00:00'
-2024-11-25 17:28:45,275 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7642.69', Informer = '7663.56', LSTM = '7626.45', iTransformer = '7528.37', TSMixer = '7629.66', TSMixerx = '7668.93', PatchTST = '7610.55', RNN = '7622.92', GRU = '7622.57', TCN = '7725.94', BiTCN = '7597.73', DilatedRNN = '7617.74', MLP = '7596.54', DLinear = '7644.32', NLinear = '7617.92', TFT = '7579.07', StemGNN = '7481.54', MLPMultivariate = '7538.05', TiDE = '7629.27', DeepNPTS = '7650.15', y = '7620.0', min_within_quantile = '7481.54', max_within_quantile = '7725.94' WHERE ds = '2024-06-05 00:00:00'
-2024-11-25 17:28:45,275 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7642.69', Informer = '7663.56', LSTM = '7626.45', iTransformer = '7528.37', TSMixer = '7629.66', TSMixerx = '7668.93', PatchTST = '7610.55', RNN = '7622.92', GRU = '7622.57', TCN = '7725.94', BiTCN = '7597.73', DilatedRNN = '7617.74', MLP = '7596.54', DLinear = '7644.32', NLinear = '7617.92', TFT = '7579.07', StemGNN = '7481.54', MLPMultivariate = '7538.05', TiDE = '7629.27', DeepNPTS = '7650.15', y = '7620.0', min_within_quantile = '7481.54', max_within_quantile = '7725.94' WHERE ds = '2024-06-05 00:00:00'
-2024-11-25 17:28:45,277 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7634.74', Informer = '7659.39', LSTM = '7607.58', iTransformer = '7509.72', TSMixer = '7597.59', TSMixerx = '7690.64', PatchTST = '7610.48', RNN = '7592.94', GRU = '7607.31', TCN = '7648.04', BiTCN = '7587.1', DilatedRNN = '7592.81', MLP = '7593.09', DLinear = '7613.26', NLinear = '7598.03', TFT = '7595.39', StemGNN = '7484.23', MLPMultivariate = '7491.53', TiDE = '7586.05', DeepNPTS = '7619.32', y = '7600.0', min_within_quantile = '7484.23', max_within_quantile = '7690.64' WHERE ds = '2024-06-06 00:00:00'
-2024-11-25 17:28:45,277 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7634.74', Informer = '7659.39', LSTM = '7607.58', iTransformer = '7509.72', TSMixer = '7597.59', TSMixerx = '7690.64', PatchTST = '7610.48', RNN = '7592.94', GRU = '7607.31', TCN = '7648.04', BiTCN = '7587.1', DilatedRNN = '7592.81', MLP = '7593.09', DLinear = '7613.26', NLinear = '7598.03', TFT = '7595.39', StemGNN = '7484.23', MLPMultivariate = '7491.53', TiDE = '7586.05', DeepNPTS = '7619.32', y = '7600.0', min_within_quantile = '7484.23', max_within_quantile = '7690.64' WHERE ds = '2024-06-06 00:00:00'
-2024-11-25 17:28:45,280 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7617.12', Informer = '7610.01', LSTM = '7591.8', iTransformer = '7498.52', TSMixer = '7582.46', TSMixerx = '7650.32', PatchTST = '7621.19', RNN = '7576.67', GRU = '7589.4', TCN = '7599.79', BiTCN = '7580.89', DilatedRNN = '7574.45', MLP = '7592.76', DLinear = '7572.69', NLinear = '7587.91', TFT = '7577.3', StemGNN = '7487.19', MLPMultivariate = '7470.38', TiDE = '7575.11', DeepNPTS = '7600.84', y = '7606.67', min_within_quantile = '7470.38', max_within_quantile = '7650.32' WHERE ds = '2024-06-07 00:00:00'
-2024-11-25 17:28:45,280 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7617.12', Informer = '7610.01', LSTM = '7591.8', iTransformer = '7498.52', TSMixer = '7582.46', TSMixerx = '7650.32', PatchTST = '7621.19', RNN = '7576.67', GRU = '7589.4', TCN = '7599.79', BiTCN = '7580.89', DilatedRNN = '7574.45', MLP = '7592.76', DLinear = '7572.69', NLinear = '7587.91', TFT = '7577.3', StemGNN = '7487.19', MLPMultivariate = '7470.38', TiDE = '7575.11', DeepNPTS = '7600.84', y = '7606.67', min_within_quantile = '7470.38', max_within_quantile = '7650.32' WHERE ds = '2024-06-07 00:00:00'
-2024-11-25 17:28:45,282 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7611.94', Informer = '7633.09', LSTM = '7603.6', iTransformer = '7493.56', TSMixer = '7591.12', TSMixerx = '7632.76', PatchTST = '7620.96', RNN = '7591.12', GRU = '7600.96', TCN = '7620.96', BiTCN = '7583.22', DilatedRNN = '7583.42', MLP = '7583.54', DLinear = '7582.77', NLinear = '7602.66', TFT = '7577.2', StemGNN = '7490.31', MLPMultivariate = '7481.58', TiDE = '7592.15', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7481.58', max_within_quantile = '7633.09' WHERE ds = '2024-06-11 00:00:00'
-2024-11-25 17:28:45,282 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7611.94', Informer = '7633.09', LSTM = '7603.6', iTransformer = '7493.56', TSMixer = '7591.12', TSMixerx = '7632.76', PatchTST = '7620.96', RNN = '7591.12', GRU = '7600.96', TCN = '7620.96', BiTCN = '7583.22', DilatedRNN = '7583.42', MLP = '7583.54', DLinear = '7582.77', NLinear = '7602.66', TFT = '7577.2', StemGNN = '7490.31', MLPMultivariate = '7481.58', TiDE = '7592.15', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7481.58', max_within_quantile = '7633.09' WHERE ds = '2024-06-11 00:00:00'
-2024-11-25 17:28:45,284 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7613.38', Informer = '7652.18', LSTM = '7616.68', iTransformer = '7483.28', TSMixer = '7607.61', TSMixerx = '7638.63', PatchTST = '7629.52', RNN = '7618.94', GRU = '7612.19', TCN = '7660.15', BiTCN = '7602.21', DilatedRNN = '7602.57', MLP = '7581.66', DLinear = '7605.89', NLinear = '7614.25', TFT = '7572.99', StemGNN = '7493.3', MLPMultivariate = '7498.66', TiDE = '7606.73', DeepNPTS = '7617.93', y = '7673.33', min_within_quantile = '7483.28', max_within_quantile = '7660.15' WHERE ds = '2024-06-12 00:00:00'
-2024-11-25 17:28:45,284 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7613.38', Informer = '7652.18', LSTM = '7616.68', iTransformer = '7483.28', TSMixer = '7607.61', TSMixerx = '7638.63', PatchTST = '7629.52', RNN = '7618.94', GRU = '7612.19', TCN = '7660.15', BiTCN = '7602.21', DilatedRNN = '7602.57', MLP = '7581.66', DLinear = '7605.89', NLinear = '7614.25', TFT = '7572.99', StemGNN = '7493.3', MLPMultivariate = '7498.66', TiDE = '7606.73', DeepNPTS = '7617.93', y = '7673.33', min_within_quantile = '7483.28', max_within_quantile = '7660.15' WHERE ds = '2024-06-12 00:00:00'
-2024-11-25 17:28:45,286 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7668.2', Informer = '7725.86', LSTM = '7672.95', iTransformer = '7576.9', TSMixer = '7650.81', TSMixerx = '7681.37', PatchTST = '7678.68', RNN = '7694.77', GRU = '7675.37', TCN = '7720.72', BiTCN = '7631.78', DilatedRNN = '7665.12', MLP = '7621.41', DLinear = '7662.01', NLinear = '7678.85', TFT = '7613.25', StemGNN = '7497.74', MLPMultivariate = '7540.82', TiDE = '7648.21', DeepNPTS = '7672.11', y = '7690.0', min_within_quantile = '7497.74', max_within_quantile = '7725.86' WHERE ds = '2024-06-13 00:00:00'
-2024-11-25 17:28:45,286 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7668.2', Informer = '7725.86', LSTM = '7672.95', iTransformer = '7576.9', TSMixer = '7650.81', TSMixerx = '7681.37', PatchTST = '7678.68', RNN = '7694.77', GRU = '7675.37', TCN = '7720.72', BiTCN = '7631.78', DilatedRNN = '7665.12', MLP = '7621.41', DLinear = '7662.01', NLinear = '7678.85', TFT = '7613.25', StemGNN = '7497.74', MLPMultivariate = '7540.82', TiDE = '7648.21', DeepNPTS = '7672.11', y = '7690.0', min_within_quantile = '7497.74', max_within_quantile = '7725.86' WHERE ds = '2024-06-13 00:00:00'
-2024-11-25 17:28:45,288 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7688.97', Informer = '7723.6', LSTM = '7682.49', iTransformer = '7639.26', TSMixer = '7669.08', TSMixerx = '7730.77', PatchTST = '7688.48', RNN = '7714.08', GRU = '7679.92', TCN = '7722.99', BiTCN = '7657.59', DilatedRNN = '7681.26', MLP = '7657.69', DLinear = '7683.32', NLinear = '7694.44', TFT = '7624.94', StemGNN = '7501.77', MLPMultivariate = '7579.2', TiDE = '7667.22', DeepNPTS = '7688.38', y = '7690.0', min_within_quantile = '7501.77', max_within_quantile = '7730.77' WHERE ds = '2024-06-14 00:00:00'
-2024-11-25 17:28:45,288 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7688.97', Informer = '7723.6', LSTM = '7682.49', iTransformer = '7639.26', TSMixer = '7669.08', TSMixerx = '7730.77', PatchTST = '7688.48', RNN = '7714.08', GRU = '7679.92', TCN = '7722.99', BiTCN = '7657.59', DilatedRNN = '7681.26', MLP = '7657.69', DLinear = '7683.32', NLinear = '7694.44', TFT = '7624.94', StemGNN = '7501.77', MLPMultivariate = '7579.2', TiDE = '7667.22', DeepNPTS = '7688.38', y = '7690.0', min_within_quantile = '7501.77', max_within_quantile = '7730.77' WHERE ds = '2024-06-14 00:00:00'
-2024-11-25 17:28:45,291 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7702.75', Informer = '7743.2', LSTM = '7680.26', iTransformer = '7606.05', TSMixer = '7673.18', TSMixerx = '7770.84', PatchTST = '7685.93', RNN = '7698.41', GRU = '7678.56', TCN = '7718.09', BiTCN = '7676.33', DilatedRNN = '7680.22', MLP = '7670.84', DLinear = '7678.4', NLinear = '7688.88', TFT = '7643.54', StemGNN = '7505.94', MLPMultivariate = '7603.83', TiDE = '7671.66', DeepNPTS = '7678.96', y = '7656.67', min_within_quantile = '7505.94', max_within_quantile = '7770.84' WHERE ds = '2024-06-17 00:00:00'
-2024-11-25 17:28:45,291 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7702.75', Informer = '7743.2', LSTM = '7680.26', iTransformer = '7606.05', TSMixer = '7673.18', TSMixerx = '7770.84', PatchTST = '7685.93', RNN = '7698.41', GRU = '7678.56', TCN = '7718.09', BiTCN = '7676.33', DilatedRNN = '7680.22', MLP = '7670.84', DLinear = '7678.4', NLinear = '7688.88', TFT = '7643.54', StemGNN = '7505.94', MLPMultivariate = '7603.83', TiDE = '7671.66', DeepNPTS = '7678.96', y = '7656.67', min_within_quantile = '7505.94', max_within_quantile = '7770.84' WHERE ds = '2024-06-17 00:00:00'
-2024-11-25 17:28:45,294 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7668.99', Informer = '7708.37', LSTM = '7640.73', iTransformer = '7514.17', TSMixer = '7643.87', TSMixerx = '7691.71', PatchTST = '7650.44', RNN = '7642.54', GRU = '7635.29', TCN = '7677.14', BiTCN = '7664.74', DilatedRNN = '7638.76', MLP = '7635.66', DLinear = '7647.59', NLinear = '7648.63', TFT = '7617.83', StemGNN = '7510.3', MLPMultivariate = '7576.42', TiDE = '7644.72', DeepNPTS = '7653.86', y = '7656.67', min_within_quantile = '7510.3', max_within_quantile = '7708.37' WHERE ds = '2024-06-18 00:00:00'
-2024-11-25 17:28:45,294 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7668.99', Informer = '7708.37', LSTM = '7640.73', iTransformer = '7514.17', TSMixer = '7643.87', TSMixerx = '7691.71', PatchTST = '7650.44', RNN = '7642.54', GRU = '7635.29', TCN = '7677.14', BiTCN = '7664.74', DilatedRNN = '7638.76', MLP = '7635.66', DLinear = '7647.59', NLinear = '7648.63', TFT = '7617.83', StemGNN = '7510.3', MLPMultivariate = '7576.42', TiDE = '7644.72', DeepNPTS = '7653.86', y = '7656.67', min_within_quantile = '7510.3', max_within_quantile = '7708.37' WHERE ds = '2024-06-18 00:00:00'
-2024-11-25 17:28:45,296 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7691.18', Informer = '7745.72', LSTM = '7646.26', iTransformer = '7601.36', TSMixer = '7632.72', TSMixerx = '7640.09', PatchTST = '7657.11', RNN = '7634.98', GRU = '7646.54', TCN = '7665.58', BiTCN = '7653.72', DilatedRNN = '7634.75', MLP = '7628.78', DLinear = '7636.86', NLinear = '7647.25', TFT = '7627.6', StemGNN = '7513.44', MLPMultivariate = '7628.77', TiDE = '7626.58', DeepNPTS = '7646.61', y = '7670.0', min_within_quantile = '7513.44', max_within_quantile = '7745.72' WHERE ds = '2024-06-19 00:00:00'
-2024-11-25 17:28:45,296 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7691.18', Informer = '7745.72', LSTM = '7646.26', iTransformer = '7601.36', TSMixer = '7632.72', TSMixerx = '7640.09', PatchTST = '7657.11', RNN = '7634.98', GRU = '7646.54', TCN = '7665.58', BiTCN = '7653.72', DilatedRNN = '7634.75', MLP = '7628.78', DLinear = '7636.86', NLinear = '7647.25', TFT = '7627.6', StemGNN = '7513.44', MLPMultivariate = '7628.77', TiDE = '7626.58', DeepNPTS = '7646.61', y = '7670.0', min_within_quantile = '7513.44', max_within_quantile = '7745.72' WHERE ds = '2024-06-19 00:00:00'
-2024-11-25 17:28:45,298 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7718.97', Informer = '7752.12', LSTM = '7659.66', iTransformer = '7711.48', TSMixer = '7641.15', TSMixerx = '7693.33', PatchTST = '7669.69', RNN = '7659.4', GRU = '7661.6', TCN = '7687.98', BiTCN = '7641.96', DilatedRNN = '7650.63', MLP = '7679.31', DLinear = '7641.12', NLinear = '7662.87', TFT = '7640.89', StemGNN = '7516.77', MLPMultivariate = '7714.1', TiDE = '7627.53', DeepNPTS = '7668.4', y = '7680.0', min_within_quantile = '7516.77', max_within_quantile = '7752.12' WHERE ds = '2024-06-20 00:00:00'
-2024-11-25 17:28:45,298 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7718.97', Informer = '7752.12', LSTM = '7659.66', iTransformer = '7711.48', TSMixer = '7641.15', TSMixerx = '7693.33', PatchTST = '7669.69', RNN = '7659.4', GRU = '7661.6', TCN = '7687.98', BiTCN = '7641.96', DilatedRNN = '7650.63', MLP = '7679.31', DLinear = '7641.12', NLinear = '7662.87', TFT = '7640.89', StemGNN = '7516.77', MLPMultivariate = '7714.1', TiDE = '7627.53', DeepNPTS = '7668.4', y = '7680.0', min_within_quantile = '7516.77', max_within_quantile = '7752.12' WHERE ds = '2024-06-20 00:00:00'
-2024-11-25 17:28:45,300 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7715.4', Informer = '7731.31', LSTM = '7669.79', iTransformer = '7717.89', TSMixer = '7659.71', TSMixerx = '7694.0', PatchTST = '7674.88', RNN = '7678.38', GRU = '7671.39', TCN = '7699.59', BiTCN = '7631.2', DilatedRNN = '7661.68', MLP = '7675.61', DLinear = '7664.85', NLinear = '7676.44', TFT = '7645.92', StemGNN = '7521.11', MLPMultivariate = '7711.61', TiDE = '7650.17', DeepNPTS = '7675.61', y = '7680.0', min_within_quantile = '7521.11', max_within_quantile = '7731.31' WHERE ds = '2024-06-21 00:00:00'
-2024-11-25 17:28:45,300 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7715.4', Informer = '7731.31', LSTM = '7669.79', iTransformer = '7717.89', TSMixer = '7659.71', TSMixerx = '7694.0', PatchTST = '7674.88', RNN = '7678.38', GRU = '7671.39', TCN = '7699.59', BiTCN = '7631.2', DilatedRNN = '7661.68', MLP = '7675.61', DLinear = '7664.85', NLinear = '7676.44', TFT = '7645.92', StemGNN = '7521.11', MLPMultivariate = '7711.61', TiDE = '7650.17', DeepNPTS = '7675.61', y = '7680.0', min_within_quantile = '7521.11', max_within_quantile = '7731.31' WHERE ds = '2024-06-21 00:00:00'
-2024-11-25 17:28:45,302 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7686.33', Informer = '7694.57', LSTM = '7668.56', iTransformer = '7597.92', TSMixer = '7671.78', TSMixerx = '7647.56', PatchTST = '7665.37', RNN = '7685.28', GRU = '7668.85', TCN = '7696.91', BiTCN = '7627.38', DilatedRNN = '7663.75', MLP = '7645.79', DLinear = '7671.87', NLinear = '7683.32', TFT = '7644.86', StemGNN = '7526.85', MLPMultivariate = '7688.01', TiDE = '7671.03', DeepNPTS = '7674.54', y = '7680.0', min_within_quantile = '7526.85', max_within_quantile = '7696.91' WHERE ds = '2024-06-24 00:00:00'
-2024-11-25 17:28:45,302 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7686.33', Informer = '7694.57', LSTM = '7668.56', iTransformer = '7597.92', TSMixer = '7671.78', TSMixerx = '7647.56', PatchTST = '7665.37', RNN = '7685.28', GRU = '7668.85', TCN = '7696.91', BiTCN = '7627.38', DilatedRNN = '7663.75', MLP = '7645.79', DLinear = '7671.87', NLinear = '7683.32', TFT = '7644.86', StemGNN = '7526.85', MLPMultivariate = '7688.01', TiDE = '7671.03', DeepNPTS = '7674.54', y = '7680.0', min_within_quantile = '7526.85', max_within_quantile = '7696.91' WHERE ds = '2024-06-24 00:00:00'
-2024-11-25 17:28:45,306 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7665.52', Informer = '7709.56', LSTM = '7668.59', iTransformer = '7577.72', TSMixer = '7671.42', TSMixerx = '7656.53', PatchTST = '7658.14', RNN = '7683.03', GRU = '7669.38', TCN = '7703.91', BiTCN = '7623.07', DilatedRNN = '7663.15', MLP = '7634.31', DLinear = '7682.65', NLinear = '7680.2', TFT = '7641.54', StemGNN = '7532.86', MLPMultivariate = '7678.85', TiDE = '7676.8', DeepNPTS = '7674.8', y = '7693.33', min_within_quantile = '7532.86', max_within_quantile = '7709.56' WHERE ds = '2024-06-25 00:00:00'
-2024-11-25 17:28:45,306 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7665.52', Informer = '7709.56', LSTM = '7668.59', iTransformer = '7577.72', TSMixer = '7671.42', TSMixerx = '7656.53', PatchTST = '7658.14', RNN = '7683.03', GRU = '7669.38', TCN = '7703.91', BiTCN = '7623.07', DilatedRNN = '7663.15', MLP = '7634.31', DLinear = '7682.65', NLinear = '7680.2', TFT = '7641.54', StemGNN = '7532.86', MLPMultivariate = '7678.85', TiDE = '7676.8', DeepNPTS = '7674.8', y = '7693.33', min_within_quantile = '7532.86', max_within_quantile = '7709.56' WHERE ds = '2024-06-25 00:00:00'
-2024-11-25 17:28:45,308 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7671.96', Informer = '7715.52', LSTM = '7683.3', iTransformer = '7586.25', TSMixer = '7675.02', TSMixerx = '7683.18', PatchTST = '7663.18', RNN = '7697.19', GRU = '7686.8', TCN = '7721.56', BiTCN = '7625.45', DilatedRNN = '7677.1', MLP = '7644.65', DLinear = '7704.71', NLinear = '7696.05', TFT = '7649.18', StemGNN = '7538.33', MLPMultivariate = '7690.86', TiDE = '7682.41', DeepNPTS = '7689.09', y = '7716.67', min_within_quantile = '7538.33', max_within_quantile = '7721.56' WHERE ds = '2024-06-26 00:00:00'
-2024-11-25 17:28:45,308 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7671.96', Informer = '7715.52', LSTM = '7683.3', iTransformer = '7586.25', TSMixer = '7675.02', TSMixerx = '7683.18', PatchTST = '7663.18', RNN = '7697.19', GRU = '7686.8', TCN = '7721.56', BiTCN = '7625.45', DilatedRNN = '7677.1', MLP = '7644.65', DLinear = '7704.71', NLinear = '7696.05', TFT = '7649.18', StemGNN = '7538.33', MLPMultivariate = '7690.86', TiDE = '7682.41', DeepNPTS = '7689.09', y = '7716.67', min_within_quantile = '7538.33', max_within_quantile = '7721.56' WHERE ds = '2024-06-26 00:00:00'
-2024-11-25 17:28:45,311 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7703.01', Informer = '7742.53', LSTM = '7707.52', iTransformer = '7652.17', TSMixer = '7689.92', TSMixerx = '7818.58', PatchTST = '7677.76', RNN = '7729.65', GRU = '7714.67', TCN = '7750.92', BiTCN = '7662.26', DilatedRNN = '7702.04', MLP = '7655.83', DLinear = '7700.59', NLinear = '7711.06', TFT = '7652.92', StemGNN = '7542.72', MLPMultivariate = '7692.48', TiDE = '7691.56', DeepNPTS = '7699.8', y = '7723.33', min_within_quantile = '7542.72', max_within_quantile = '7818.58' WHERE ds = '2024-06-27 00:00:00'
-2024-11-25 17:28:45,311 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7703.01', Informer = '7742.53', LSTM = '7707.52', iTransformer = '7652.17', TSMixer = '7689.92', TSMixerx = '7818.58', PatchTST = '7677.76', RNN = '7729.65', GRU = '7714.67', TCN = '7750.92', BiTCN = '7662.26', DilatedRNN = '7702.04', MLP = '7655.83', DLinear = '7700.59', NLinear = '7711.06', TFT = '7652.92', StemGNN = '7542.72', MLPMultivariate = '7692.48', TiDE = '7691.56', DeepNPTS = '7699.8', y = '7723.33', min_within_quantile = '7542.72', max_within_quantile = '7818.58' WHERE ds = '2024-06-27 00:00:00'
-2024-11-25 17:28:45,313 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7712.85', Informer = '7704.65', LSTM = '7710.88', iTransformer = '7706.31', TSMixer = '7699.74', TSMixerx = '7823.54', PatchTST = '7684.22', RNN = '7737.79', GRU = '7716.84', TCN = '7763.68', BiTCN = '7688.47', DilatedRNN = '7707.55', MLP = '7667.67', DLinear = '7689.85', NLinear = '7713.34', TFT = '7654.94', StemGNN = '7546.84', MLPMultivariate = '7687.07', TiDE = '7699.69', DeepNPTS = '7649.63', y = '7730.0', min_within_quantile = '7546.84', max_within_quantile = '7823.54' WHERE ds = '2024-06-28 00:00:00'
-2024-11-25 17:28:45,313 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7712.85', Informer = '7704.65', LSTM = '7710.88', iTransformer = '7706.31', TSMixer = '7699.74', TSMixerx = '7823.54', PatchTST = '7684.22', RNN = '7737.79', GRU = '7716.84', TCN = '7763.68', BiTCN = '7688.47', DilatedRNN = '7707.55', MLP = '7667.67', DLinear = '7689.85', NLinear = '7713.34', TFT = '7654.94', StemGNN = '7546.84', MLPMultivariate = '7687.07', TiDE = '7699.69', DeepNPTS = '7649.63', y = '7730.0', min_within_quantile = '7546.84', max_within_quantile = '7823.54' WHERE ds = '2024-06-28 00:00:00'
-2024-11-25 17:28:45,316 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7733.42', Informer = '7743.2', LSTM = '7717.54', iTransformer = '7631.48', TSMixer = '7709.64', TSMixerx = '7784.27', PatchTST = '7712.86', RNN = '7745.12', GRU = '7725.86', TCN = '7759.22', BiTCN = '7722.15', DilatedRNN = '7716.8', MLP = '7697.69', DLinear = '7704.62', NLinear = '7718.76', TFT = '7661.79', StemGNN = '7551.45', MLPMultivariate = '7708.97', TiDE = '7714.89', DeepNPTS = '7673.29', y = '7763.33', min_within_quantile = '7551.45', max_within_quantile = '7784.27' WHERE ds = '2024-07-01 00:00:00'
-2024-11-25 17:28:45,316 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7733.42', Informer = '7743.2', LSTM = '7717.54', iTransformer = '7631.48', TSMixer = '7709.64', TSMixerx = '7784.27', PatchTST = '7712.86', RNN = '7745.12', GRU = '7725.86', TCN = '7759.22', BiTCN = '7722.15', DilatedRNN = '7716.8', MLP = '7697.69', DLinear = '7704.62', NLinear = '7718.76', TFT = '7661.79', StemGNN = '7551.45', MLPMultivariate = '7708.97', TiDE = '7714.89', DeepNPTS = '7673.29', y = '7763.33', min_within_quantile = '7551.45', max_within_quantile = '7784.27' WHERE ds = '2024-07-01 00:00:00'
-2024-11-25 17:28:45,318 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7777.35', Informer = '7833.21', LSTM = '7756.37', iTransformer = '7625.18', TSMixer = '7736.62', TSMixerx = '7754.62', PatchTST = '7765.79', RNN = '7794.51', GRU = '7772.97', TCN = '7764.55', BiTCN = '7734.89', DilatedRNN = '7756.52', MLP = '7740.86', DLinear = '7740.93', NLinear = '7753.89', TFT = '7701.43', StemGNN = '7557.82', MLPMultivariate = '7796.03', TiDE = '7736.97', DeepNPTS = '7742.19', y = '7780.0', min_within_quantile = '7557.82', max_within_quantile = '7833.21' WHERE ds = '2024-07-02 00:00:00'
-2024-11-25 17:28:45,318 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7777.35', Informer = '7833.21', LSTM = '7756.37', iTransformer = '7625.18', TSMixer = '7736.62', TSMixerx = '7754.62', PatchTST = '7765.79', RNN = '7794.51', GRU = '7772.97', TCN = '7764.55', BiTCN = '7734.89', DilatedRNN = '7756.52', MLP = '7740.86', DLinear = '7740.93', NLinear = '7753.89', TFT = '7701.43', StemGNN = '7557.82', MLPMultivariate = '7796.03', TiDE = '7736.97', DeepNPTS = '7742.19', y = '7780.0', min_within_quantile = '7557.82', max_within_quantile = '7833.21' WHERE ds = '2024-07-02 00:00:00'
-2024-11-25 17:28:45,320 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7793.05', Informer = '7885.29', LSTM = '7769.56', iTransformer = '7660.08', TSMixer = '7749.06', TSMixerx = '7757.67', PatchTST = '7760.5', RNN = '7814.17', GRU = '7785.07', TCN = '7776.79', BiTCN = '7729.0', DilatedRNN = '7771.71', MLP = '7742.1', DLinear = '7748.2', NLinear = '7775.49', TFT = '7731.81', StemGNN = '7566.34', MLPMultivariate = '7809.81', TiDE = '7739.48', DeepNPTS = '7774.14', y = '7800.0', min_within_quantile = '7566.34', max_within_quantile = '7885.29' WHERE ds = '2024-07-03 00:00:00'
-2024-11-25 17:28:45,320 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7793.05', Informer = '7885.29', LSTM = '7769.56', iTransformer = '7660.08', TSMixer = '7749.06', TSMixerx = '7757.67', PatchTST = '7760.5', RNN = '7814.17', GRU = '7785.07', TCN = '7776.79', BiTCN = '7729.0', DilatedRNN = '7771.71', MLP = '7742.1', DLinear = '7748.2', NLinear = '7775.49', TFT = '7731.81', StemGNN = '7566.34', MLPMultivariate = '7809.81', TiDE = '7739.48', DeepNPTS = '7774.14', y = '7800.0', min_within_quantile = '7566.34', max_within_quantile = '7885.29' WHERE ds = '2024-07-03 00:00:00'
-2024-11-25 17:28:45,323 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7815.67', Informer = '7877.75', LSTM = '7792.46', iTransformer = '7698.08', TSMixer = '7771.5', TSMixerx = '7817.96', PatchTST = '7788.1', RNN = '7843.38', GRU = '7810.04', TCN = '7803.12', BiTCN = '7719.77', DilatedRNN = '7797.33', MLP = '7745.44', DLinear = '7770.51', NLinear = '7793.83', TFT = '7752.93', StemGNN = '7572.65', MLPMultivariate = '7817.66', TiDE = '7768.63', DeepNPTS = '7786.72', y = '7800.0', min_within_quantile = '7572.65', max_within_quantile = '7877.75' WHERE ds = '2024-07-04 00:00:00'
-2024-11-25 17:28:45,323 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7815.67', Informer = '7877.75', LSTM = '7792.46', iTransformer = '7698.08', TSMixer = '7771.5', TSMixerx = '7817.96', PatchTST = '7788.1', RNN = '7843.38', GRU = '7810.04', TCN = '7803.12', BiTCN = '7719.77', DilatedRNN = '7797.33', MLP = '7745.44', DLinear = '7770.51', NLinear = '7793.83', TFT = '7752.93', StemGNN = '7572.65', MLPMultivariate = '7817.66', TiDE = '7768.63', DeepNPTS = '7786.72', y = '7800.0', min_within_quantile = '7572.65', max_within_quantile = '7877.75' WHERE ds = '2024-07-04 00:00:00'
-2024-11-25 17:28:45,326 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7814.57', Informer = '7874.78', LSTM = '7785.93', iTransformer = '7691.69', TSMixer = '7779.42', TSMixerx = '7893.99', PatchTST = '7787.79', RNN = '7841.67', GRU = '7803.42', TCN = '7810.6', BiTCN = '7703.61', DilatedRNN = '7796.57', MLP = '7742.43', DLinear = '7785.46', NLinear = '7790.56', TFT = '7744.75', StemGNN = '7580.04', MLPMultivariate = '7787.22', TiDE = '7783.15', DeepNPTS = '7774.05', y = '7766.67', min_within_quantile = '7580.04', max_within_quantile = '7893.99' WHERE ds = '2024-07-05 00:00:00'
-2024-11-25 17:28:45,326 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7814.57', Informer = '7874.78', LSTM = '7785.93', iTransformer = '7691.69', TSMixer = '7779.42', TSMixerx = '7893.99', PatchTST = '7787.79', RNN = '7841.67', GRU = '7803.42', TCN = '7810.6', BiTCN = '7703.61', DilatedRNN = '7796.57', MLP = '7742.43', DLinear = '7785.46', NLinear = '7790.56', TFT = '7744.75', StemGNN = '7580.04', MLPMultivariate = '7787.22', TiDE = '7783.15', DeepNPTS = '7774.05', y = '7766.67', min_within_quantile = '7580.04', max_within_quantile = '7893.99' WHERE ds = '2024-07-05 00:00:00'
-2024-11-25 17:28:45,328 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7766.38', Informer = '7766.68', LSTM = '7742.46', iTransformer = '7680.77', TSMixer = '7752.83', TSMixerx = '7872.05', PatchTST = '7747.42', RNN = '7775.19', GRU = '7757.46', TCN = '7783.46', BiTCN = '7685.1', DilatedRNN = '7749.29', MLP = '7708.51', DLinear = '7772.08', NLinear = '7757.71', TFT = '7723.99', StemGNN = '7590.38', MLPMultivariate = '7718.86', TiDE = '7757.73', DeepNPTS = '7755.95', y = '7746.67', min_within_quantile = '7590.38', max_within_quantile = '7872.05' WHERE ds = '2024-07-08 00:00:00'
-2024-11-25 17:28:45,328 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7766.38', Informer = '7766.68', LSTM = '7742.46', iTransformer = '7680.77', TSMixer = '7752.83', TSMixerx = '7872.05', PatchTST = '7747.42', RNN = '7775.19', GRU = '7757.46', TCN = '7783.46', BiTCN = '7685.1', DilatedRNN = '7749.29', MLP = '7708.51', DLinear = '7772.08', NLinear = '7757.71', TFT = '7723.99', StemGNN = '7590.38', MLPMultivariate = '7718.86', TiDE = '7757.73', DeepNPTS = '7755.95', y = '7746.67', min_within_quantile = '7590.38', max_within_quantile = '7872.05' WHERE ds = '2024-07-08 00:00:00'
-2024-11-25 17:28:45,330 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7725.56', Informer = '7746.0', LSTM = '7724.66', iTransformer = '7674.87', TSMixer = '7727.57', TSMixerx = '7840.04', PatchTST = '7719.68', RNN = '7742.05', GRU = '7740.73', TCN = '7764.74', BiTCN = '7690.16', DilatedRNN = '7726.68', MLP = '7678.45', DLinear = '7742.49', NLinear = '7737.88', TFT = '7714.42', StemGNN = '7601.74', MLPMultivariate = '7707.87', TiDE = '7731.23', DeepNPTS = '7745.96', y = '7720.0', min_within_quantile = '7601.74', max_within_quantile = '7840.04' WHERE ds = '2024-07-09 00:00:00'
-2024-11-25 17:28:45,330 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7725.56', Informer = '7746.0', LSTM = '7724.66', iTransformer = '7674.87', TSMixer = '7727.57', TSMixerx = '7840.04', PatchTST = '7719.68', RNN = '7742.05', GRU = '7740.73', TCN = '7764.74', BiTCN = '7690.16', DilatedRNN = '7726.68', MLP = '7678.45', DLinear = '7742.49', NLinear = '7737.88', TFT = '7714.42', StemGNN = '7601.74', MLPMultivariate = '7707.87', TiDE = '7731.23', DeepNPTS = '7745.96', y = '7720.0', min_within_quantile = '7601.74', max_within_quantile = '7840.04' WHERE ds = '2024-07-09 00:00:00'
-2024-11-25 17:28:45,332 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7689.71', Informer = '7680.7', LSTM = '7696.23', iTransformer = '7625.04', TSMixer = '7703.02', TSMixerx = '7752.99', PatchTST = '7693.72', RNN = '7704.65', GRU = '7707.71', TCN = '7728.3', BiTCN = '7684.02', DilatedRNN = '7692.74', MLP = '7649.39', DLinear = '7705.47', NLinear = '7706.5', TFT = '7682.82', StemGNN = '7612.97', MLPMultivariate = '7688.19', TiDE = '7704.91', DeepNPTS = '7711.5', y = '7693.33', min_within_quantile = '7612.97', max_within_quantile = '7752.99' WHERE ds = '2024-07-10 00:00:00'
-2024-11-25 17:28:45,332 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7689.71', Informer = '7680.7', LSTM = '7696.23', iTransformer = '7625.04', TSMixer = '7703.02', TSMixerx = '7752.99', PatchTST = '7693.72', RNN = '7704.65', GRU = '7707.71', TCN = '7728.3', BiTCN = '7684.02', DilatedRNN = '7692.74', MLP = '7649.39', DLinear = '7705.47', NLinear = '7706.5', TFT = '7682.82', StemGNN = '7612.97', MLPMultivariate = '7688.19', TiDE = '7704.91', DeepNPTS = '7711.5', y = '7693.33', min_within_quantile = '7612.97', max_within_quantile = '7752.99' WHERE ds = '2024-07-10 00:00:00'
-2024-11-25 17:28:45,335 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7666.56', Informer = '7627.17', LSTM = '7672.3', iTransformer = '7639.91', TSMixer = '7677.05', TSMixerx = '7709.77', PatchTST = '7684.25', RNN = '7670.65', GRU = '7679.98', TCN = '7697.21', BiTCN = '7678.23', DilatedRNN = '7661.87', MLP = '7643.46', DLinear = '7675.11', NLinear = '7679.45', TFT = '7668.4', StemGNN = '7622.69', MLPMultivariate = '7777.12', TiDE = '7681.51', DeepNPTS = '7694.03', y = '7686.67', min_within_quantile = '7622.69', max_within_quantile = '7777.12' WHERE ds = '2024-07-11 00:00:00'
-2024-11-25 17:28:45,335 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7666.56', Informer = '7627.17', LSTM = '7672.3', iTransformer = '7639.91', TSMixer = '7677.05', TSMixerx = '7709.77', PatchTST = '7684.25', RNN = '7670.65', GRU = '7679.98', TCN = '7697.21', BiTCN = '7678.23', DilatedRNN = '7661.87', MLP = '7643.46', DLinear = '7675.11', NLinear = '7679.45', TFT = '7668.4', StemGNN = '7622.69', MLPMultivariate = '7777.12', TiDE = '7681.51', DeepNPTS = '7694.03', y = '7686.67', min_within_quantile = '7622.69', max_within_quantile = '7777.12' WHERE ds = '2024-07-11 00:00:00'
-2024-11-25 17:28:45,338 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7670.48', Informer = '7625.11', LSTM = '7670.88', iTransformer = '7595.57', TSMixer = '7670.76', TSMixerx = '7672.59', PatchTST = '7677.61', RNN = '7676.93', GRU = '7678.01', TCN = '7704.56', BiTCN = '7671.76', DilatedRNN = '7662.49', MLP = '7644.97', DLinear = '7673.68', NLinear = '7672.04', TFT = '7650.33', StemGNN = '7632.85', MLPMultivariate = '7769.78', TiDE = '7671.87', DeepNPTS = '7661.17', y = '7680.0', min_within_quantile = '7595.57', max_within_quantile = '7769.78' WHERE ds = '2024-07-12 00:00:00'
-2024-11-25 17:28:45,338 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7670.48', Informer = '7625.11', LSTM = '7670.88', iTransformer = '7595.57', TSMixer = '7670.76', TSMixerx = '7672.59', PatchTST = '7677.61', RNN = '7676.93', GRU = '7678.01', TCN = '7704.56', BiTCN = '7671.76', DilatedRNN = '7662.49', MLP = '7644.97', DLinear = '7673.68', NLinear = '7672.04', TFT = '7650.33', StemGNN = '7632.85', MLPMultivariate = '7769.78', TiDE = '7671.87', DeepNPTS = '7661.17', y = '7680.0', min_within_quantile = '7595.57', max_within_quantile = '7769.78' WHERE ds = '2024-07-12 00:00:00'
-2024-11-25 17:28:45,340 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7675.21', Informer = '7612.81', LSTM = '7665.47', iTransformer = '7622.48', TSMixer = '7663.81', TSMixerx = '7645.65', PatchTST = '7662.7', RNN = '7674.24', GRU = '7669.63', TCN = '7719.38', BiTCN = '7666.83', DilatedRNN = '7657.44', MLP = '7652.59', DLinear = '7668.21', NLinear = '7666.85', TFT = '7673.2', StemGNN = '7642.34', MLPMultivariate = '7756.22', TiDE = '7662.18', DeepNPTS = '7675.25', y = '7680.0', min_within_quantile = '7612.81', max_within_quantile = '7756.22' WHERE ds = '2024-07-15 00:00:00'
-2024-11-25 17:28:45,340 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7675.21', Informer = '7612.81', LSTM = '7665.47', iTransformer = '7622.48', TSMixer = '7663.81', TSMixerx = '7645.65', PatchTST = '7662.7', RNN = '7674.24', GRU = '7669.63', TCN = '7719.38', BiTCN = '7666.83', DilatedRNN = '7657.44', MLP = '7652.59', DLinear = '7668.21', NLinear = '7666.85', TFT = '7673.2', StemGNN = '7642.34', MLPMultivariate = '7756.22', TiDE = '7662.18', DeepNPTS = '7675.25', y = '7680.0', min_within_quantile = '7612.81', max_within_quantile = '7756.22' WHERE ds = '2024-07-15 00:00:00'
-2024-11-25 17:28:45,343 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7675.22', Informer = '7648.81', LSTM = '7668.13', iTransformer = '7637.65', TSMixer = '7664.85', TSMixerx = '7659.63', PatchTST = '7659.0', RNN = '7677.15', GRU = '7671.31', TCN = '7738.53', BiTCN = '7662.54', DilatedRNN = '7660.45', MLP = '7648.2', DLinear = '7663.08', NLinear = '7674.94', TFT = '7683.17', StemGNN = '7647.09', MLPMultivariate = '7735.84', TiDE = '7663.58', DeepNPTS = '7673.45', y = '7666.67', min_within_quantile = '7637.65', max_within_quantile = '7738.53' WHERE ds = '2024-07-16 00:00:00'
-2024-11-25 17:28:45,343 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7675.22', Informer = '7648.81', LSTM = '7668.13', iTransformer = '7637.65', TSMixer = '7664.85', TSMixerx = '7659.63', PatchTST = '7659.0', RNN = '7677.15', GRU = '7671.31', TCN = '7738.53', BiTCN = '7662.54', DilatedRNN = '7660.45', MLP = '7648.2', DLinear = '7663.08', NLinear = '7674.94', TFT = '7683.17', StemGNN = '7647.09', MLPMultivariate = '7735.84', TiDE = '7663.58', DeepNPTS = '7673.45', y = '7666.67', min_within_quantile = '7637.65', max_within_quantile = '7738.53' WHERE ds = '2024-07-16 00:00:00'
-2024-11-25 17:28:45,345 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7667.08', Informer = '7658.21', LSTM = '7653.35', iTransformer = '7636.15', TSMixer = '7655.64', TSMixerx = '7650.85', PatchTST = '7657.71', RNN = '7660.91', GRU = '7652.64', TCN = '7738.04', BiTCN = '7653.61', DilatedRNN = '7646.33', MLP = '7647.49', DLinear = '7651.19', NLinear = '7657.73', TFT = '7687.84', StemGNN = '7646.97', MLPMultivariate = '7730.52', TiDE = '7654.45', DeepNPTS = '7668.55', y = '7660.0', min_within_quantile = '7636.15', max_within_quantile = '7738.04' WHERE ds = '2024-07-17 00:00:00'
-2024-11-25 17:28:45,345 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7667.08', Informer = '7658.21', LSTM = '7653.35', iTransformer = '7636.15', TSMixer = '7655.64', TSMixerx = '7650.85', PatchTST = '7657.71', RNN = '7660.91', GRU = '7652.64', TCN = '7738.04', BiTCN = '7653.61', DilatedRNN = '7646.33', MLP = '7647.49', DLinear = '7651.19', NLinear = '7657.73', TFT = '7687.84', StemGNN = '7646.97', MLPMultivariate = '7730.52', TiDE = '7654.45', DeepNPTS = '7668.55', y = '7660.0', min_within_quantile = '7636.15', max_within_quantile = '7738.04' WHERE ds = '2024-07-17 00:00:00'
-2024-11-25 17:28:45,348 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7671.42', Informer = '7663.67', LSTM = '7648.87', iTransformer = '7644.63', TSMixer = '7650.11', TSMixerx = '7671.19', PatchTST = '7655.08', RNN = '7648.6', GRU = '7648.22', TCN = '7725.68', BiTCN = '7652.1', DilatedRNN = '7640.21', MLP = '7654.52', DLinear = '7653.55', NLinear = '7656.35', TFT = '7671.18', StemGNN = '7646.34', MLPMultivariate = '7724.26', TiDE = '7644.07', DeepNPTS = '7666.62', y = '7656.67', min_within_quantile = '7640.21', max_within_quantile = '7725.68' WHERE ds = '2024-07-18 00:00:00'
-2024-11-25 17:28:45,348 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7671.42', Informer = '7663.67', LSTM = '7648.87', iTransformer = '7644.63', TSMixer = '7650.11', TSMixerx = '7671.19', PatchTST = '7655.08', RNN = '7648.6', GRU = '7648.22', TCN = '7725.68', BiTCN = '7652.1', DilatedRNN = '7640.21', MLP = '7654.52', DLinear = '7653.55', NLinear = '7656.35', TFT = '7671.18', StemGNN = '7646.34', MLPMultivariate = '7724.26', TiDE = '7644.07', DeepNPTS = '7666.62', y = '7656.67', min_within_quantile = '7640.21', max_within_quantile = '7725.68' WHERE ds = '2024-07-18 00:00:00'
-2024-11-25 17:28:45,350 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7673.38', Informer = '7662.81', LSTM = '7645.91', iTransformer = '7635.03', TSMixer = '7650.84', TSMixerx = '7691.84', PatchTST = '7657.41', RNN = '7645.19', GRU = '7644.79', TCN = '7710.2', BiTCN = '7654.19', DilatedRNN = '7637.67', MLP = '7654.17', DLinear = '7649.19', NLinear = '7661.01', TFT = '7658.45', StemGNN = '7645.59', MLPMultivariate = '7730.67', TiDE = '7645.69', DeepNPTS = '7669.43', y = '7656.67', min_within_quantile = '7635.03', max_within_quantile = '7730.67' WHERE ds = '2024-07-19 00:00:00'
-2024-11-25 17:28:45,350 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7673.38', Informer = '7662.81', LSTM = '7645.91', iTransformer = '7635.03', TSMixer = '7650.84', TSMixerx = '7691.84', PatchTST = '7657.41', RNN = '7645.19', GRU = '7644.79', TCN = '7710.2', BiTCN = '7654.19', DilatedRNN = '7637.67', MLP = '7654.17', DLinear = '7649.19', NLinear = '7661.01', TFT = '7658.45', StemGNN = '7645.59', MLPMultivariate = '7730.67', TiDE = '7645.69', DeepNPTS = '7669.43', y = '7656.67', min_within_quantile = '7635.03', max_within_quantile = '7730.67' WHERE ds = '2024-07-19 00:00:00'
-2024-11-25 17:28:45,352 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7675.31', Informer = '7661.68', LSTM = '7646.75', iTransformer = '7606.68', TSMixer = '7658.91', TSMixerx = '7665.73', PatchTST = '7658.72', RNN = '7645.68', GRU = '7645.46', TCN = '7695.63', BiTCN = '7654.54', DilatedRNN = '7638.13', MLP = '7658.05', DLinear = '7663.3', NLinear = '7659.9', TFT = '7654.87', StemGNN = '7646.1', MLPMultivariate = '7732.23', TiDE = '7652.65', DeepNPTS = '7685.11', y = '7640.0', min_within_quantile = '7606.68', max_within_quantile = '7732.23' WHERE ds = '2024-07-22 00:00:00'
-2024-11-25 17:28:45,352 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7675.31', Informer = '7661.68', LSTM = '7646.75', iTransformer = '7606.68', TSMixer = '7658.91', TSMixerx = '7665.73', PatchTST = '7658.72', RNN = '7645.68', GRU = '7645.46', TCN = '7695.63', BiTCN = '7654.54', DilatedRNN = '7638.13', MLP = '7658.05', DLinear = '7663.3', NLinear = '7659.9', TFT = '7654.87', StemGNN = '7646.1', MLPMultivariate = '7732.23', TiDE = '7652.65', DeepNPTS = '7685.11', y = '7640.0', min_within_quantile = '7606.68', max_within_quantile = '7732.23' WHERE ds = '2024-07-22 00:00:00'
-2024-11-25 17:28:45,355 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7655.07', Informer = '7635.92', LSTM = '7628.95', iTransformer = '7675.52', TSMixer = '7649.45', TSMixerx = '7666.07', PatchTST = '7650.56', RNN = '7625.95', GRU = '7624.49', TCN = '7668.14', BiTCN = '7653.74', DilatedRNN = '7620.65', MLP = '7661.12', DLinear = '7648.3', NLinear = '7643.22', TFT = '7631.41', StemGNN = '7646.62', MLPMultivariate = '7718.05', TiDE = '7642.74', DeepNPTS = '7686.79', y = '7623.33', min_within_quantile = '7620.65', max_within_quantile = '7718.05' WHERE ds = '2024-07-23 00:00:00'
-2024-11-25 17:28:45,355 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7655.07', Informer = '7635.92', LSTM = '7628.95', iTransformer = '7675.52', TSMixer = '7649.45', TSMixerx = '7666.07', PatchTST = '7650.56', RNN = '7625.95', GRU = '7624.49', TCN = '7668.14', BiTCN = '7653.74', DilatedRNN = '7620.65', MLP = '7661.12', DLinear = '7648.3', NLinear = '7643.22', TFT = '7631.41', StemGNN = '7646.62', MLPMultivariate = '7718.05', TiDE = '7642.74', DeepNPTS = '7686.79', y = '7623.33', min_within_quantile = '7620.65', max_within_quantile = '7718.05' WHERE ds = '2024-07-23 00:00:00'
-2024-11-25 17:28:45,358 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7637.15', Informer = '7613.38', LSTM = '7614.83', iTransformer = '7621.22', TSMixer = '7634.84', TSMixerx = '7636.8', PatchTST = '7635.67', RNN = '7607.85', GRU = '7610.19', TCN = '7646.73', BiTCN = '7647.11', DilatedRNN = '7602.95', MLP = '7661.91', DLinear = '7630.75', NLinear = '7625.53', TFT = '7612.71', StemGNN = '7645.27', MLPMultivariate = '7702.03', TiDE = '7628.94', DeepNPTS = '7670.2', y = '7623.33', min_within_quantile = '7602.95', max_within_quantile = '7702.03' WHERE ds = '2024-07-24 00:00:00'
-2024-11-25 17:28:45,358 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7637.15', Informer = '7613.38', LSTM = '7614.83', iTransformer = '7621.22', TSMixer = '7634.84', TSMixerx = '7636.8', PatchTST = '7635.67', RNN = '7607.85', GRU = '7610.19', TCN = '7646.73', BiTCN = '7647.11', DilatedRNN = '7602.95', MLP = '7661.91', DLinear = '7630.75', NLinear = '7625.53', TFT = '7612.71', StemGNN = '7645.27', MLPMultivariate = '7702.03', TiDE = '7628.94', DeepNPTS = '7670.2', y = '7623.33', min_within_quantile = '7602.95', max_within_quantile = '7702.03' WHERE ds = '2024-07-24 00:00:00'
-2024-11-25 17:28:45,360 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7628.03', Informer = '7606.55', LSTM = '7617.16', iTransformer = '7614.58', TSMixer = '7629.18', TSMixerx = '7618.28', PatchTST = '7619.98', RNN = '7610.22', GRU = '7613.45', TCN = '7652.32', BiTCN = '7635.52', DilatedRNN = '7603.64', MLP = '7658.55', DLinear = '7640.1', NLinear = '7628.21', TFT = '7609.65', StemGNN = '7642.58', MLPMultivariate = '7688.94', TiDE = '7625.99', DeepNPTS = '7657.31', y = '7616.67', min_within_quantile = '7603.64', max_within_quantile = '7688.94' WHERE ds = '2024-07-25 00:00:00'
-2024-11-25 17:28:45,360 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7628.03', Informer = '7606.55', LSTM = '7617.16', iTransformer = '7614.58', TSMixer = '7629.18', TSMixerx = '7618.28', PatchTST = '7619.98', RNN = '7610.22', GRU = '7613.45', TCN = '7652.32', BiTCN = '7635.52', DilatedRNN = '7603.64', MLP = '7658.55', DLinear = '7640.1', NLinear = '7628.21', TFT = '7609.65', StemGNN = '7642.58', MLPMultivariate = '7688.94', TiDE = '7625.99', DeepNPTS = '7657.31', y = '7616.67', min_within_quantile = '7603.64', max_within_quantile = '7688.94' WHERE ds = '2024-07-25 00:00:00'
-2024-11-25 17:28:45,362 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7611.11', Informer = '7599.25', LSTM = '7610.59', iTransformer = '7624.58', TSMixer = '7620.97', TSMixerx = '7638.6', PatchTST = '7603.39', RNN = '7603.94', GRU = '7604.93', TCN = '7648.75', BiTCN = '7620.04', DilatedRNN = '7596.26', MLP = '7640.1', DLinear = '7627.85', NLinear = '7615.85', TFT = '7599.86', StemGNN = '7639.6', MLPMultivariate = '7669.72', TiDE = '7616.48', DeepNPTS = '7640.4', y = '7606.67', min_within_quantile = '7596.26', max_within_quantile = '7669.72' WHERE ds = '2024-07-26 00:00:00'
-2024-11-25 17:28:45,362 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7611.11', Informer = '7599.25', LSTM = '7610.59', iTransformer = '7624.58', TSMixer = '7620.97', TSMixerx = '7638.6', PatchTST = '7603.39', RNN = '7603.94', GRU = '7604.93', TCN = '7648.75', BiTCN = '7620.04', DilatedRNN = '7596.26', MLP = '7640.1', DLinear = '7627.85', NLinear = '7615.85', TFT = '7599.86', StemGNN = '7639.6', MLPMultivariate = '7669.72', TiDE = '7616.48', DeepNPTS = '7640.4', y = '7606.67', min_within_quantile = '7596.26', max_within_quantile = '7669.72' WHERE ds = '2024-07-26 00:00:00'
-2024-11-25 17:28:45,365 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7603.3', Informer = '7600.72', LSTM = '7602.4', iTransformer = '7626.07', TSMixer = '7608.39', TSMixerx = '7641.4', PatchTST = '7602.9', RNN = '7595.74', GRU = '7595.78', TCN = '7639.67', BiTCN = '7607.43', DilatedRNN = '7588.55', MLP = '7624.01', DLinear = '7601.76', NLinear = '7604.88', TFT = '7586.06', StemGNN = '7635.69', MLPMultivariate = '7647.2', TiDE = '7605.79', DeepNPTS = '7624.13', y = '7593.33', min_within_quantile = '7586.06', max_within_quantile = '7647.2' WHERE ds = '2024-07-29 00:00:00'
-2024-11-25 17:28:45,365 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7603.3', Informer = '7600.72', LSTM = '7602.4', iTransformer = '7626.07', TSMixer = '7608.39', TSMixerx = '7641.4', PatchTST = '7602.9', RNN = '7595.74', GRU = '7595.78', TCN = '7639.67', BiTCN = '7607.43', DilatedRNN = '7588.55', MLP = '7624.01', DLinear = '7601.76', NLinear = '7604.88', TFT = '7586.06', StemGNN = '7635.69', MLPMultivariate = '7647.2', TiDE = '7605.79', DeepNPTS = '7624.13', y = '7593.33', min_within_quantile = '7586.06', max_within_quantile = '7647.2' WHERE ds = '2024-07-29 00:00:00'
-2024-11-25 17:28:45,368 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7586.22', Informer = '7604.28', LSTM = '7590.88', iTransformer = '7603.55', TSMixer = '7592.37', TSMixerx = '7636.32', PatchTST = '7597.28', RNN = '7584.99', GRU = '7583.81', TCN = '7619.3', BiTCN = '7593.78', DilatedRNN = '7577.29', MLP = '7607.94', DLinear = '7588.06', NLinear = '7592.28', TFT = '7570.23', StemGNN = '7631.03', MLPMultivariate = '7628.78', TiDE = '7591.25', DeepNPTS = '7623.44', y = '7593.33', min_within_quantile = '7570.23', max_within_quantile = '7636.32' WHERE ds = '2024-07-30 00:00:00'
-2024-11-25 17:28:45,368 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7586.22', Informer = '7604.28', LSTM = '7590.88', iTransformer = '7603.55', TSMixer = '7592.37', TSMixerx = '7636.32', PatchTST = '7597.28', RNN = '7584.99', GRU = '7583.81', TCN = '7619.3', BiTCN = '7593.78', DilatedRNN = '7577.29', MLP = '7607.94', DLinear = '7588.06', NLinear = '7592.28', TFT = '7570.23', StemGNN = '7631.03', MLPMultivariate = '7628.78', TiDE = '7591.25', DeepNPTS = '7623.44', y = '7593.33', min_within_quantile = '7570.23', max_within_quantile = '7636.32' WHERE ds = '2024-07-30 00:00:00'
-2024-11-25 17:28:45,370 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7578.76', Informer = '7582.31', LSTM = '7592.9', iTransformer = '7569.34', TSMixer = '7586.28', TSMixerx = '7627.75', PatchTST = '7588.68', RNN = '7584.67', GRU = '7586.29', TCN = '7611.09', BiTCN = '7575.38', DilatedRNN = '7576.95', MLP = '7578.27', DLinear = '7581.35', NLinear = '7595.51', TFT = '7564.33', StemGNN = '7626.67', MLPMultivariate = '7605.44', TiDE = '7585.04', DeepNPTS = '7617.02', y = '7583.33', min_within_quantile = '7564.33', max_within_quantile = '7627.75' WHERE ds = '2024-07-31 00:00:00'
-2024-11-25 17:28:45,370 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7578.76', Informer = '7582.31', LSTM = '7592.9', iTransformer = '7569.34', TSMixer = '7586.28', TSMixerx = '7627.75', PatchTST = '7588.68', RNN = '7584.67', GRU = '7586.29', TCN = '7611.09', BiTCN = '7575.38', DilatedRNN = '7576.95', MLP = '7578.27', DLinear = '7581.35', NLinear = '7595.51', TFT = '7564.33', StemGNN = '7626.67', MLPMultivariate = '7605.44', TiDE = '7585.04', DeepNPTS = '7617.02', y = '7583.33', min_within_quantile = '7564.33', max_within_quantile = '7627.75' WHERE ds = '2024-07-31 00:00:00'
-2024-11-25 17:28:45,373 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7560.72', Informer = '7574.36', LSTM = '7583.4', iTransformer = '7548.79', TSMixer = '7576.85', TSMixerx = '7602.49', PatchTST = '7571.56', RNN = '7575.48', GRU = '7575.94', TCN = '7585.09', BiTCN = '7560.99', DilatedRNN = '7567.93', MLP = '7548.02', DLinear = '7573.66', NLinear = '7580.31', TFT = '7553.26', StemGNN = '7623.36', MLPMultivariate = '7578.57', TiDE = '7572.53', DeepNPTS = '7607.33', y = '7620.0', min_within_quantile = '7548.02', max_within_quantile = '7623.36' WHERE ds = '2024-08-01 00:00:00'
-2024-11-25 17:28:45,373 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7560.72', Informer = '7574.36', LSTM = '7583.4', iTransformer = '7548.79', TSMixer = '7576.85', TSMixerx = '7602.49', PatchTST = '7571.56', RNN = '7575.48', GRU = '7575.94', TCN = '7585.09', BiTCN = '7560.99', DilatedRNN = '7567.93', MLP = '7548.02', DLinear = '7573.66', NLinear = '7580.31', TFT = '7553.26', StemGNN = '7623.36', MLPMultivariate = '7578.57', TiDE = '7572.53', DeepNPTS = '7607.33', y = '7620.0', min_within_quantile = '7548.02', max_within_quantile = '7623.36' WHERE ds = '2024-08-01 00:00:00'
-2024-11-25 17:28:45,375 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7593.17', Informer = '7581.27', LSTM = '7620.91', iTransformer = '7556.45', TSMixer = '7606.21', TSMixerx = '7593.81', PatchTST = '7599.15', RNN = '7616.85', GRU = '7617.29', TCN = '7647.68', BiTCN = '7569.59', DilatedRNN = '7602.17', MLP = '7553.31', DLinear = '7605.38', NLinear = '7622.83', TFT = '7589.68', StemGNN = '7623.36', MLPMultivariate = '7617.55', TiDE = '7602.67', DeepNPTS = '7600.54', y = '7623.33', min_within_quantile = '7553.31', max_within_quantile = '7647.68' WHERE ds = '2024-08-02 00:00:00'
-2024-11-25 17:28:45,375 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7593.17', Informer = '7581.27', LSTM = '7620.91', iTransformer = '7556.45', TSMixer = '7606.21', TSMixerx = '7593.81', PatchTST = '7599.15', RNN = '7616.85', GRU = '7617.29', TCN = '7647.68', BiTCN = '7569.59', DilatedRNN = '7602.17', MLP = '7553.31', DLinear = '7605.38', NLinear = '7622.83', TFT = '7589.68', StemGNN = '7623.36', MLPMultivariate = '7617.55', TiDE = '7602.67', DeepNPTS = '7600.54', y = '7623.33', min_within_quantile = '7553.31', max_within_quantile = '7647.68' WHERE ds = '2024-08-02 00:00:00'
-2024-11-25 17:28:45,377 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7596.9', Informer = '7579.23', LSTM = '7618.19', iTransformer = '7567.54', TSMixer = '7620.75', TSMixerx = '7616.18', PatchTST = '7603.39', RNN = '7622.09', GRU = '7609.75', TCN = '7660.62', BiTCN = '7585.43', DilatedRNN = '7604.76', MLP = '7573.62', DLinear = '7612.06', NLinear = '7624.3', TFT = '7592.15', StemGNN = '7624.55', MLPMultivariate = '7642.78', TiDE = '7619.87', DeepNPTS = '7612.78', y = '7610.0', min_within_quantile = '7567.54', max_within_quantile = '7660.62' WHERE ds = '2024-08-05 00:00:00'
-2024-11-25 17:28:45,377 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7596.9', Informer = '7579.23', LSTM = '7618.19', iTransformer = '7567.54', TSMixer = '7620.75', TSMixerx = '7616.18', PatchTST = '7603.39', RNN = '7622.09', GRU = '7609.75', TCN = '7660.62', BiTCN = '7585.43', DilatedRNN = '7604.76', MLP = '7573.62', DLinear = '7612.06', NLinear = '7624.3', TFT = '7592.15', StemGNN = '7624.55', MLPMultivariate = '7642.78', TiDE = '7619.87', DeepNPTS = '7612.78', y = '7610.0', min_within_quantile = '7567.54', max_within_quantile = '7660.62' WHERE ds = '2024-08-05 00:00:00'
-2024-11-25 17:28:45,380 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7589.63', Informer = '7580.23', LSTM = '7605.78', iTransformer = '7576.32', TSMixer = '7618.17', TSMixerx = '7616.56', PatchTST = '7603.22', RNN = '7600.9', GRU = '7597.09', TCN = '7631.65', BiTCN = '7594.35', DilatedRNN = '7592.02', MLP = '7596.6', DLinear = '7622.93', NLinear = '7607.33', TFT = '7578.52', StemGNN = '7624.73', MLPMultivariate = '7662.72', TiDE = '7620.38', DeepNPTS = '7589.8', y = '7596.67', min_within_quantile = '7576.32', max_within_quantile = '7662.72' WHERE ds = '2024-08-06 00:00:00'
-2024-11-25 17:28:45,380 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7589.63', Informer = '7580.23', LSTM = '7605.78', iTransformer = '7576.32', TSMixer = '7618.17', TSMixerx = '7616.56', PatchTST = '7603.22', RNN = '7600.9', GRU = '7597.09', TCN = '7631.65', BiTCN = '7594.35', DilatedRNN = '7592.02', MLP = '7596.6', DLinear = '7622.93', NLinear = '7607.33', TFT = '7578.52', StemGNN = '7624.73', MLPMultivariate = '7662.72', TiDE = '7620.38', DeepNPTS = '7589.8', y = '7596.67', min_within_quantile = '7576.32', max_within_quantile = '7662.72' WHERE ds = '2024-08-06 00:00:00'
-2024-11-25 17:28:45,383 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7576.32', Informer = '7563.5', LSTM = '7593.74', iTransformer = '7566.21', TSMixer = '7606.13', TSMixerx = '7610.06', PatchTST = '7584.71', RNN = '7588.96', GRU = '7585.77', TCN = '7608.61', BiTCN = '7594.59', DilatedRNN = '7582.28', MLP = '7592.82', DLinear = '7612.05', NLinear = '7596.54', TFT = '7584.99', StemGNN = '7623.5', MLPMultivariate = '7648.15', TiDE = '7601.08', DeepNPTS = '7614.44', y = '7586.67', min_within_quantile = '7563.5', max_within_quantile = '7648.15' WHERE ds = '2024-08-07 00:00:00'
-2024-11-25 17:28:45,383 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7576.32', Informer = '7563.5', LSTM = '7593.74', iTransformer = '7566.21', TSMixer = '7606.13', TSMixerx = '7610.06', PatchTST = '7584.71', RNN = '7588.96', GRU = '7585.77', TCN = '7608.61', BiTCN = '7594.59', DilatedRNN = '7582.28', MLP = '7592.82', DLinear = '7612.05', NLinear = '7596.54', TFT = '7584.99', StemGNN = '7623.5', MLPMultivariate = '7648.15', TiDE = '7601.08', DeepNPTS = '7614.44', y = '7586.67', min_within_quantile = '7563.5', max_within_quantile = '7648.15' WHERE ds = '2024-08-07 00:00:00'
-2024-11-25 17:28:45,385 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7568.6', Informer = '7563.38', LSTM = '7585.7', iTransformer = '7553.38', TSMixer = '7593.91', TSMixerx = '7592.17', PatchTST = '7573.87', RNN = '7574.28', GRU = '7578.87', TCN = '7581.67', BiTCN = '7588.92', DilatedRNN = '7570.48', MLP = '7569.77', DLinear = '7589.12', NLinear = '7587.08', TFT = '7582.39', StemGNN = '7619.79', MLPMultivariate = '7614.06', TiDE = '7587.93', DeepNPTS = '7606.67', y = '7583.33', min_within_quantile = '7553.38', max_within_quantile = '7619.79' WHERE ds = '2024-08-08 00:00:00'
-2024-11-25 17:28:45,385 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7568.6', Informer = '7563.38', LSTM = '7585.7', iTransformer = '7553.38', TSMixer = '7593.91', TSMixerx = '7592.17', PatchTST = '7573.87', RNN = '7574.28', GRU = '7578.87', TCN = '7581.67', BiTCN = '7588.92', DilatedRNN = '7570.48', MLP = '7569.77', DLinear = '7589.12', NLinear = '7587.08', TFT = '7582.39', StemGNN = '7619.79', MLPMultivariate = '7614.06', TiDE = '7587.93', DeepNPTS = '7606.67', y = '7583.33', min_within_quantile = '7553.38', max_within_quantile = '7619.79' WHERE ds = '2024-08-08 00:00:00'
-2024-11-25 17:28:45,387 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7575.48', Informer = '7565.25', LSTM = '7584.02', iTransformer = '7556.81', TSMixer = '7586.92', TSMixerx = '7590.01', PatchTST = '7576.53', RNN = '7572.49', GRU = '7577.45', TCN = '7577.44', BiTCN = '7583.82', DilatedRNN = '7568.17', MLP = '7567.84', DLinear = '7579.86', NLinear = '7581.39', TFT = '7577.33', StemGNN = '7615.64', MLPMultivariate = '7585.01', TiDE = '7584.95', DeepNPTS = '7604.7', y = '7583.33', min_within_quantile = '7556.81', max_within_quantile = '7615.64' WHERE ds = '2024-08-09 00:00:00'
-2024-11-25 17:28:45,387 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7575.48', Informer = '7565.25', LSTM = '7584.02', iTransformer = '7556.81', TSMixer = '7586.92', TSMixerx = '7590.01', PatchTST = '7576.53', RNN = '7572.49', GRU = '7577.45', TCN = '7577.44', BiTCN = '7583.82', DilatedRNN = '7568.17', MLP = '7567.84', DLinear = '7579.86', NLinear = '7581.39', TFT = '7577.33', StemGNN = '7615.64', MLPMultivariate = '7585.01', TiDE = '7584.95', DeepNPTS = '7604.7', y = '7583.33', min_within_quantile = '7556.81', max_within_quantile = '7615.64' WHERE ds = '2024-08-09 00:00:00'
-2024-11-25 17:28:45,390 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7582.12', Informer = '7548.67', LSTM = '7584.68', iTransformer = '7562.79', TSMixer = '7587.89', TSMixerx = '7581.61', PatchTST = '7576.13', RNN = '7577.62', GRU = '7577.72', TCN = '7580.97', BiTCN = '7581.47', DilatedRNN = '7569.79', MLP = '7565.28', DLinear = '7579.1', NLinear = '7578.67', TFT = '7573.28', StemGNN = '7611.64', MLPMultivariate = '7565.15', TiDE = '7587.22', DeepNPTS = '7597.04', y = '7586.67', min_within_quantile = '7548.67', max_within_quantile = '7611.64' WHERE ds = '2024-08-12 00:00:00'
-2024-11-25 17:28:45,390 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7582.12', Informer = '7548.67', LSTM = '7584.68', iTransformer = '7562.79', TSMixer = '7587.89', TSMixerx = '7581.61', PatchTST = '7576.13', RNN = '7577.62', GRU = '7577.72', TCN = '7580.97', BiTCN = '7581.47', DilatedRNN = '7569.79', MLP = '7565.28', DLinear = '7579.1', NLinear = '7578.67', TFT = '7573.28', StemGNN = '7611.64', MLPMultivariate = '7565.15', TiDE = '7587.22', DeepNPTS = '7597.04', y = '7586.67', min_within_quantile = '7548.67', max_within_quantile = '7611.64' WHERE ds = '2024-08-12 00:00:00'
-2024-11-25 17:28:45,392 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7583.99', Informer = '7551.58', LSTM = '7588.06', iTransformer = '7651.38', TSMixer = '7589.81', TSMixerx = '7575.18', PatchTST = '7581.14', RNN = '7582.61', GRU = '7580.69', TCN = '7588.0', BiTCN = '7581.66', DilatedRNN = '7573.64', MLP = '7571.69', DLinear = '7587.97', NLinear = '7583.01', TFT = '7582.84', StemGNN = '7608.71', MLPMultivariate = '7574.15', TiDE = '7589.78', DeepNPTS = '7600.35', y = '7593.33', min_within_quantile = '7551.58', max_within_quantile = '7651.38' WHERE ds = '2024-08-13 00:00:00'
-2024-11-25 17:28:45,392 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7583.99', Informer = '7551.58', LSTM = '7588.06', iTransformer = '7651.38', TSMixer = '7589.81', TSMixerx = '7575.18', PatchTST = '7581.14', RNN = '7582.61', GRU = '7580.69', TCN = '7588.0', BiTCN = '7581.66', DilatedRNN = '7573.64', MLP = '7571.69', DLinear = '7587.97', NLinear = '7583.01', TFT = '7582.84', StemGNN = '7608.71', MLPMultivariate = '7574.15', TiDE = '7589.78', DeepNPTS = '7600.35', y = '7593.33', min_within_quantile = '7551.58', max_within_quantile = '7651.38' WHERE ds = '2024-08-13 00:00:00'
-2024-11-25 17:28:45,395 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7591.68', Informer = '7544.55', LSTM = '7594.08', iTransformer = '7709.71', TSMixer = '7593.98', TSMixerx = '7564.28', PatchTST = '7586.02', RNN = '7589.63', GRU = '7586.13', TCN = '7583.4', BiTCN = '7579.56', DilatedRNN = '7579.32', MLP = '7585.78', DLinear = '7589.75', NLinear = '7594.71', TFT = '7596.22', StemGNN = '7606.19', MLPMultivariate = '7571.69', TiDE = '7592.8', DeepNPTS = '7603.56', y = '7590.0', min_within_quantile = '7544.55', max_within_quantile = '7709.71' WHERE ds = '2024-08-14 00:00:00'
-2024-11-25 17:28:45,395 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7591.68', Informer = '7544.55', LSTM = '7594.08', iTransformer = '7709.71', TSMixer = '7593.98', TSMixerx = '7564.28', PatchTST = '7586.02', RNN = '7589.63', GRU = '7586.13', TCN = '7583.4', BiTCN = '7579.56', DilatedRNN = '7579.32', MLP = '7585.78', DLinear = '7589.75', NLinear = '7594.71', TFT = '7596.22', StemGNN = '7606.19', MLPMultivariate = '7571.69', TiDE = '7592.8', DeepNPTS = '7603.56', y = '7590.0', min_within_quantile = '7544.55', max_within_quantile = '7709.71' WHERE ds = '2024-08-14 00:00:00'
-2024-11-25 17:28:45,397 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7588.66', Informer = '7546.33', LSTM = '7589.98', iTransformer = '7745.14', TSMixer = '7587.14', TSMixerx = '7567.42', PatchTST = '7582.26', RNN = '7585.14', GRU = '7581.54', TCN = '7574.96', BiTCN = '7573.27', DilatedRNN = '7575.23', MLP = '7584.27', DLinear = '7579.0', NLinear = '7586.84', TFT = '7595.28', StemGNN = '7603.21', MLPMultivariate = '7564.36', TiDE = '7586.52', DeepNPTS = '7606.48', y = '7583.33', min_within_quantile = '7546.33', max_within_quantile = '7745.14' WHERE ds = '2024-08-15 00:00:00'
-2024-11-25 17:28:45,397 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7588.66', Informer = '7546.33', LSTM = '7589.98', iTransformer = '7745.14', TSMixer = '7587.14', TSMixerx = '7567.42', PatchTST = '7582.26', RNN = '7585.14', GRU = '7581.54', TCN = '7574.96', BiTCN = '7573.27', DilatedRNN = '7575.23', MLP = '7584.27', DLinear = '7579.0', NLinear = '7586.84', TFT = '7595.28', StemGNN = '7603.21', MLPMultivariate = '7564.36', TiDE = '7586.52', DeepNPTS = '7606.48', y = '7583.33', min_within_quantile = '7546.33', max_within_quantile = '7745.14' WHERE ds = '2024-08-15 00:00:00'
-2024-11-25 17:28:45,400 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7537.8', LSTM = '7584.38', iTransformer = '7683.01', TSMixer = '7579.44', TSMixerx = '7575.1', PatchTST = '7576.76', RNN = '7576.88', GRU = '7576.34', TCN = '7566.93', BiTCN = '7571.85', DilatedRNN = '7570.02', MLP = '7578.86', DLinear = '7577.75', NLinear = '7580.91', TFT = '7590.87', StemGNN = '7599.78', MLPMultivariate = '7561.79', TiDE = '7578.11', DeepNPTS = '7597.8', y = '7583.33', min_within_quantile = '7537.8', max_within_quantile = '7683.01' WHERE ds = '2024-08-16 00:00:00'
-2024-11-25 17:28:45,400 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7537.8', LSTM = '7584.38', iTransformer = '7683.01', TSMixer = '7579.44', TSMixerx = '7575.1', PatchTST = '7576.76', RNN = '7576.88', GRU = '7576.34', TCN = '7566.93', BiTCN = '7571.85', DilatedRNN = '7570.02', MLP = '7578.86', DLinear = '7577.75', NLinear = '7580.91', TFT = '7590.87', StemGNN = '7599.78', MLPMultivariate = '7561.79', TiDE = '7578.11', DeepNPTS = '7597.8', y = '7583.33', min_within_quantile = '7537.8', max_within_quantile = '7683.01' WHERE ds = '2024-08-16 00:00:00'
-2024-11-25 17:28:45,401 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7581.7', Informer = '7548.32', LSTM = '7585.0', iTransformer = '7652.36', TSMixer = '7577.55', TSMixerx = '7584.4', PatchTST = '7581.2', RNN = '7577.25', GRU = '7577.56', TCN = '7567.26', BiTCN = '7572.46', DilatedRNN = '7569.96', MLP = '7579.83', DLinear = '7575.86', NLinear = '7578.62', TFT = '7589.58', StemGNN = '7596.43', MLPMultivariate = '7564.37', TiDE = '7578.88', DeepNPTS = '7597.45', y = '7570.0', min_within_quantile = '7548.32', max_within_quantile = '7652.36' WHERE ds = '2024-08-19 00:00:00'
-2024-11-25 17:28:45,401 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7581.7', Informer = '7548.32', LSTM = '7585.0', iTransformer = '7652.36', TSMixer = '7577.55', TSMixerx = '7584.4', PatchTST = '7581.2', RNN = '7577.25', GRU = '7577.56', TCN = '7567.26', BiTCN = '7572.46', DilatedRNN = '7569.96', MLP = '7579.83', DLinear = '7575.86', NLinear = '7578.62', TFT = '7589.58', StemGNN = '7596.43', MLPMultivariate = '7564.37', TiDE = '7578.88', DeepNPTS = '7597.45', y = '7570.0', min_within_quantile = '7548.32', max_within_quantile = '7652.36' WHERE ds = '2024-08-19 00:00:00'
-2024-11-25 17:28:45,404 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7568.48', Informer = '7544.81', LSTM = '7572.92', iTransformer = '7650.35', TSMixer = '7568.09', TSMixerx = '7569.45', PatchTST = '7568.14', RNN = '7562.65', GRU = '7564.75', TCN = '7559.27', BiTCN = '7571.64', DilatedRNN = '7559.58', MLP = '7572.89', DLinear = '7567.44', NLinear = '7562.38', TFT = '7582.87', StemGNN = '7592.5', MLPMultivariate = '7545.92', TiDE = '7564.44', DeepNPTS = '7591.53', y = '7570.0', min_within_quantile = '7544.81', max_within_quantile = '7650.35' WHERE ds = '2024-08-20 00:00:00'
-2024-11-25 17:28:45,404 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7568.48', Informer = '7544.81', LSTM = '7572.92', iTransformer = '7650.35', TSMixer = '7568.09', TSMixerx = '7569.45', PatchTST = '7568.14', RNN = '7562.65', GRU = '7564.75', TCN = '7559.27', BiTCN = '7571.64', DilatedRNN = '7559.58', MLP = '7572.89', DLinear = '7567.44', NLinear = '7562.38', TFT = '7582.87', StemGNN = '7592.5', MLPMultivariate = '7545.92', TiDE = '7564.44', DeepNPTS = '7591.53', y = '7570.0', min_within_quantile = '7544.81', max_within_quantile = '7650.35' WHERE ds = '2024-08-20 00:00:00'
-2024-11-25 17:28:45,406 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7569.81', Informer = '7555.4', LSTM = '7574.92', iTransformer = '7671.09', TSMixer = '7569.2', TSMixerx = '7561.7', PatchTST = '7575.62', RNN = '7563.65', GRU = '7567.9', TCN = '7561.83', BiTCN = '7572.45', DilatedRNN = '7560.54', MLP = '7576.96', DLinear = '7565.77', NLinear = '7567.52', TFT = '7581.25', StemGNN = '7588.5', MLPMultivariate = '7533.07', TiDE = '7566.58', DeepNPTS = '7585.69', y = '7570.0', min_within_quantile = '7533.07', max_within_quantile = '7671.09' WHERE ds = '2024-08-21 00:00:00'
-2024-11-25 17:28:45,406 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7569.81', Informer = '7555.4', LSTM = '7574.92', iTransformer = '7671.09', TSMixer = '7569.2', TSMixerx = '7561.7', PatchTST = '7575.62', RNN = '7563.65', GRU = '7567.9', TCN = '7561.83', BiTCN = '7572.45', DilatedRNN = '7560.54', MLP = '7576.96', DLinear = '7565.77', NLinear = '7567.52', TFT = '7581.25', StemGNN = '7588.5', MLPMultivariate = '7533.07', TiDE = '7566.58', DeepNPTS = '7585.69', y = '7570.0', min_within_quantile = '7533.07', max_within_quantile = '7671.09' WHERE ds = '2024-08-21 00:00:00'
-2024-11-25 17:28:45,410 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.1', Informer = '7556.71', LSTM = '7574.57', iTransformer = '7689.44', TSMixer = '7573.09', TSMixerx = '7558.5', PatchTST = '7576.66', RNN = '7566.01', GRU = '7566.91', TCN = '7559.81', BiTCN = '7572.76', DilatedRNN = '7560.23', MLP = '7579.51', DLinear = '7567.95', NLinear = '7571.8', TFT = '7578.96', StemGNN = '7584.49', MLPMultivariate = '7528.16', TiDE = '7571.94', DeepNPTS = '7587.22', y = '7590.0', min_within_quantile = '7528.16', max_within_quantile = '7689.44' WHERE ds = '2024-08-22 00:00:00'
-2024-11-25 17:28:45,410 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.1', Informer = '7556.71', LSTM = '7574.57', iTransformer = '7689.44', TSMixer = '7573.09', TSMixerx = '7558.5', PatchTST = '7576.66', RNN = '7566.01', GRU = '7566.91', TCN = '7559.81', BiTCN = '7572.76', DilatedRNN = '7560.23', MLP = '7579.51', DLinear = '7567.95', NLinear = '7571.8', TFT = '7578.96', StemGNN = '7584.49', MLPMultivariate = '7528.16', TiDE = '7571.94', DeepNPTS = '7587.22', y = '7590.0', min_within_quantile = '7528.16', max_within_quantile = '7689.44' WHERE ds = '2024-08-22 00:00:00'
-2024-11-25 17:28:45,412 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7592.93', Informer = '7585.57', LSTM = '7593.21', iTransformer = '7696.87', TSMixer = '7591.3', TSMixerx = '7564.66', PatchTST = '7598.8', RNN = '7586.66', GRU = '7586.0', TCN = '7584.84', BiTCN = '7577.59', DilatedRNN = '7575.81', MLP = '7593.1', DLinear = '7591.21', NLinear = '7591.61', TFT = '7587.58', StemGNN = '7581.6', MLPMultivariate = '7549.73', TiDE = '7591.7', DeepNPTS = '7595.53', y = '7583.33', min_within_quantile = '7549.73', max_within_quantile = '7696.87' WHERE ds = '2024-08-23 00:00:00'
-2024-11-25 17:28:45,412 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7592.93', Informer = '7585.57', LSTM = '7593.21', iTransformer = '7696.87', TSMixer = '7591.3', TSMixerx = '7564.66', PatchTST = '7598.8', RNN = '7586.66', GRU = '7586.0', TCN = '7584.84', BiTCN = '7577.59', DilatedRNN = '7575.81', MLP = '7593.1', DLinear = '7591.21', NLinear = '7591.61', TFT = '7587.58', StemGNN = '7581.6', MLPMultivariate = '7549.73', TiDE = '7591.7', DeepNPTS = '7595.53', y = '7583.33', min_within_quantile = '7549.73', max_within_quantile = '7696.87' WHERE ds = '2024-08-23 00:00:00'
-2024-11-25 17:28:45,414 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7584.08', Informer = '7573.77', LSTM = '7584.14', iTransformer = '7672.27', TSMixer = '7589.71', TSMixerx = '7576.72', PatchTST = '7586.29', RNN = '7581.02', GRU = '7574.82', TCN = '7570.0', BiTCN = '7578.88', DilatedRNN = '7570.4', MLP = '7593.49', DLinear = '7590.69', NLinear = '7586.13', TFT = '7581.27', StemGNN = '7578.58', MLPMultivariate = '7559.0', TiDE = '7587.87', DeepNPTS = '7598.88', y = '7583.33', min_within_quantile = '7559.0', max_within_quantile = '7672.27' WHERE ds = '2024-08-26 00:00:00'
-2024-11-25 17:28:45,414 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7584.08', Informer = '7573.77', LSTM = '7584.14', iTransformer = '7672.27', TSMixer = '7589.71', TSMixerx = '7576.72', PatchTST = '7586.29', RNN = '7581.02', GRU = '7574.82', TCN = '7570.0', BiTCN = '7578.88', DilatedRNN = '7570.4', MLP = '7593.49', DLinear = '7590.69', NLinear = '7586.13', TFT = '7581.27', StemGNN = '7578.58', MLPMultivariate = '7559.0', TiDE = '7587.87', DeepNPTS = '7598.88', y = '7583.33', min_within_quantile = '7559.0', max_within_quantile = '7672.27' WHERE ds = '2024-08-26 00:00:00'
-2024-11-25 17:28:45,416 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7576.44', Informer = '7567.34', LSTM = '7585.7', iTransformer = '7652.19', TSMixer = '7589.99', TSMixerx = '7580.66', PatchTST = '7583.79', RNN = '7578.73', GRU = '7577.74', TCN = '7568.17', BiTCN = '7579.21', DilatedRNN = '7571.43', MLP = '7592.89', DLinear = '7594.36', NLinear = '7582.48', TFT = '7569.62', StemGNN = '7576.19', MLPMultivariate = '7567.88', TiDE = '7589.56', DeepNPTS = '7604.15', y = '7610.0', min_within_quantile = '7567.34', max_within_quantile = '7652.19' WHERE ds = '2024-08-27 00:00:00'
-2024-11-25 17:28:45,416 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7576.44', Informer = '7567.34', LSTM = '7585.7', iTransformer = '7652.19', TSMixer = '7589.99', TSMixerx = '7580.66', PatchTST = '7583.79', RNN = '7578.73', GRU = '7577.74', TCN = '7568.17', BiTCN = '7579.21', DilatedRNN = '7571.43', MLP = '7592.89', DLinear = '7594.36', NLinear = '7582.48', TFT = '7569.62', StemGNN = '7576.19', MLPMultivariate = '7567.88', TiDE = '7589.56', DeepNPTS = '7604.15', y = '7610.0', min_within_quantile = '7567.34', max_within_quantile = '7652.19' WHERE ds = '2024-08-27 00:00:00'
-2024-11-25 17:28:45,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7599.23', Informer = '7574.85', LSTM = '7610.62', iTransformer = '7638.7', TSMixer = '7608.03', TSMixerx = '7602.28', PatchTST = '7609.23', RNN = '7607.81', GRU = '7604.31', TCN = '7607.27', BiTCN = '7596.77', DilatedRNN = '7595.42', MLP = '7607.96', DLinear = '7607.42', NLinear = '7612.9', TFT = '7605.96', StemGNN = '7575.62', MLPMultivariate = '7605.92', TiDE = '7606.32', DeepNPTS = '7622.59', y = '7610.0', min_within_quantile = '7574.85', max_within_quantile = '7638.7' WHERE ds = '2024-08-28 00:00:00'
-2024-11-25 17:28:45,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7599.23', Informer = '7574.85', LSTM = '7610.62', iTransformer = '7638.7', TSMixer = '7608.03', TSMixerx = '7602.28', PatchTST = '7609.23', RNN = '7607.81', GRU = '7604.31', TCN = '7607.27', BiTCN = '7596.77', DilatedRNN = '7595.42', MLP = '7607.96', DLinear = '7607.42', NLinear = '7612.9', TFT = '7605.96', StemGNN = '7575.62', MLPMultivariate = '7605.92', TiDE = '7606.32', DeepNPTS = '7622.59', y = '7610.0', min_within_quantile = '7574.85', max_within_quantile = '7638.7' WHERE ds = '2024-08-28 00:00:00'
-2024-11-25 17:28:45,421 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7599.83', Informer = '7576.59', LSTM = '7606.59', iTransformer = '7628.36', TSMixer = '7610.41', TSMixerx = '7599.37', PatchTST = '7603.55', RNN = '7603.59', GRU = '7597.45', TCN = '7611.61', BiTCN = '7606.32', DilatedRNN = '7591.82', MLP = '7606.33', DLinear = '7600.22', NLinear = '7610.62', TFT = '7603.71', StemGNN = '7576.4', MLPMultivariate = '7611.65', TiDE = '7611.12', DeepNPTS = '7604.81', y = '7613.33', min_within_quantile = '7576.4', max_within_quantile = '7628.36' WHERE ds = '2024-08-29 00:00:00'
-2024-11-25 17:28:45,421 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7599.83', Informer = '7576.59', LSTM = '7606.59', iTransformer = '7628.36', TSMixer = '7610.41', TSMixerx = '7599.37', PatchTST = '7603.55', RNN = '7603.59', GRU = '7597.45', TCN = '7611.61', BiTCN = '7606.32', DilatedRNN = '7591.82', MLP = '7606.33', DLinear = '7600.22', NLinear = '7610.62', TFT = '7603.71', StemGNN = '7576.4', MLPMultivariate = '7611.65', TiDE = '7611.12', DeepNPTS = '7604.81', y = '7613.33', min_within_quantile = '7576.4', max_within_quantile = '7628.36' WHERE ds = '2024-08-29 00:00:00'
-2024-11-25 17:28:45,424 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7602.99', Informer = '7598.01', LSTM = '7610.65', iTransformer = '7630.5', TSMixer = '7612.26', TSMixerx = '7592.83', PatchTST = '7607.59', RNN = '7605.78', GRU = '7603.23', TCN = '7640.12', BiTCN = '7619.62', DilatedRNN = '7596.03', MLP = '7611.98', DLinear = '7612.82', NLinear = '7607.28', TFT = '7606.49', StemGNN = '7578.39', MLPMultivariate = '7625.02', TiDE = '7613.39', DeepNPTS = '7606.54', y = '7606.67', min_within_quantile = '7578.39', max_within_quantile = '7640.12' WHERE ds = '2024-08-30 00:00:00'
-2024-11-25 17:28:45,424 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7602.99', Informer = '7598.01', LSTM = '7610.65', iTransformer = '7630.5', TSMixer = '7612.26', TSMixerx = '7592.83', PatchTST = '7607.59', RNN = '7605.78', GRU = '7603.23', TCN = '7640.12', BiTCN = '7619.62', DilatedRNN = '7596.03', MLP = '7611.98', DLinear = '7612.82', NLinear = '7607.28', TFT = '7606.49', StemGNN = '7578.39', MLPMultivariate = '7625.02', TiDE = '7613.39', DeepNPTS = '7606.54', y = '7606.67', min_within_quantile = '7578.39', max_within_quantile = '7640.12' WHERE ds = '2024-08-30 00:00:00'
-2024-11-25 17:28:45,426 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7597.78', Informer = '7601.86', LSTM = '7602.68', iTransformer = '7643.49', TSMixer = '7606.09', TSMixerx = '7606.55', PatchTST = '7600.45', RNN = '7600.13', GRU = '7594.45', TCN = '7628.29', BiTCN = '7618.57', DilatedRNN = '7589.71', MLP = '7617.37', DLinear = '7604.6', NLinear = '7607.87', TFT = '7599.7', StemGNN = '7579.63', MLPMultivariate = '7626.89', TiDE = '7600.81', DeepNPTS = '7593.39', y = '7583.33', min_within_quantile = '7579.63', max_within_quantile = '7643.49' WHERE ds = '2024-09-02 00:00:00'
-2024-11-25 17:28:45,426 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7597.78', Informer = '7601.86', LSTM = '7602.68', iTransformer = '7643.49', TSMixer = '7606.09', TSMixerx = '7606.55', PatchTST = '7600.45', RNN = '7600.13', GRU = '7594.45', TCN = '7628.29', BiTCN = '7618.57', DilatedRNN = '7589.71', MLP = '7617.37', DLinear = '7604.6', NLinear = '7607.87', TFT = '7599.7', StemGNN = '7579.63', MLPMultivariate = '7626.89', TiDE = '7600.81', DeepNPTS = '7593.39', y = '7583.33', min_within_quantile = '7579.63', max_within_quantile = '7643.49' WHERE ds = '2024-09-02 00:00:00'
-2024-11-25 17:28:45,429 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.24', Informer = '7583.49', LSTM = '7581.5', iTransformer = '7681.06', TSMixer = '7584.15', TSMixerx = '7596.61', PatchTST = '7580.76', RNN = '7571.35', GRU = '7573.62', TCN = '7583.67', BiTCN = '7604.78', DilatedRNN = '7567.29', MLP = '7601.22', DLinear = '7579.81', NLinear = '7580.35', TFT = '7561.24', StemGNN = '7579.96', MLPMultivariate = '7598.71', TiDE = '7581.59', DeepNPTS = '7589.39', y = '7562.5', min_within_quantile = '7561.24', max_within_quantile = '7681.06' WHERE ds = '2024-09-03 00:00:00'
-2024-11-25 17:28:45,429 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.24', Informer = '7583.49', LSTM = '7581.5', iTransformer = '7681.06', TSMixer = '7584.15', TSMixerx = '7596.61', PatchTST = '7580.76', RNN = '7571.35', GRU = '7573.62', TCN = '7583.67', BiTCN = '7604.78', DilatedRNN = '7567.29', MLP = '7601.22', DLinear = '7579.81', NLinear = '7580.35', TFT = '7561.24', StemGNN = '7579.96', MLPMultivariate = '7598.71', TiDE = '7581.59', DeepNPTS = '7589.39', y = '7562.5', min_within_quantile = '7561.24', max_within_quantile = '7681.06' WHERE ds = '2024-09-03 00:00:00'
-2024-11-25 17:28:45,431 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7561.26', Informer = '7571.7', LSTM = '7566.22', iTransformer = '7673.49', TSMixer = '7565.0', TSMixerx = '7585.29', PatchTST = '7560.37', RNN = '7550.91', GRU = '7559.27', TCN = '7547.77', BiTCN = '7591.85', DilatedRNN = '7552.36', MLP = '7579.72', DLinear = '7564.1', NLinear = '7561.89', TFT = '7550.53', StemGNN = '7578.78', MLPMultivariate = '7572.66', TiDE = '7562.9', DeepNPTS = '7595.86', y = '7535.0', min_within_quantile = '7547.77', max_within_quantile = '7673.49' WHERE ds = '2024-09-04 00:00:00'
-2024-11-25 17:28:45,431 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7561.26', Informer = '7571.7', LSTM = '7566.22', iTransformer = '7673.49', TSMixer = '7565.0', TSMixerx = '7585.29', PatchTST = '7560.37', RNN = '7550.91', GRU = '7559.27', TCN = '7547.77', BiTCN = '7591.85', DilatedRNN = '7552.36', MLP = '7579.72', DLinear = '7564.1', NLinear = '7561.89', TFT = '7550.53', StemGNN = '7578.78', MLPMultivariate = '7572.66', TiDE = '7562.9', DeepNPTS = '7595.86', y = '7535.0', min_within_quantile = '7547.77', max_within_quantile = '7673.49' WHERE ds = '2024-09-04 00:00:00'
-2024-11-25 17:28:45,433 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7541.96', Informer = '7546.25', LSTM = '7545.91', iTransformer = '7601.11', TSMixer = '7539.15', TSMixerx = '7562.17', PatchTST = '7533.38', RNN = '7523.14', GRU = '7538.31', TCN = '7517.74', BiTCN = '7576.53', DilatedRNN = '7531.08', MLP = '7557.9', DLinear = '7535.37', NLinear = '7526.93', TFT = '7533.5', StemGNN = '7575.32', MLPMultivariate = '7547.46', TiDE = '7536.3', DeepNPTS = '7596.97', y = '7475.0', min_within_quantile = '7517.74', max_within_quantile = '7601.11' WHERE ds = '2024-09-05 00:00:00'
-2024-11-25 17:28:45,433 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7541.96', Informer = '7546.25', LSTM = '7545.91', iTransformer = '7601.11', TSMixer = '7539.15', TSMixerx = '7562.17', PatchTST = '7533.38', RNN = '7523.14', GRU = '7538.31', TCN = '7517.74', BiTCN = '7576.53', DilatedRNN = '7531.08', MLP = '7557.9', DLinear = '7535.37', NLinear = '7526.93', TFT = '7533.5', StemGNN = '7575.32', MLPMultivariate = '7547.46', TiDE = '7536.3', DeepNPTS = '7596.97', y = '7475.0', min_within_quantile = '7517.74', max_within_quantile = '7601.11' WHERE ds = '2024-09-05 00:00:00'
-2024-11-25 17:28:45,435 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7489.63', Informer = '7511.52', LSTM = '7504.51', iTransformer = '7559.07', TSMixer = '7484.63', TSMixerx = '7535.0', PatchTST = '7471.48', RNN = '7455.02', GRU = '7489.94', TCN = '7476.73', BiTCN = '7548.14', DilatedRNN = '7487.43', MLP = '7515.5', DLinear = '7485.55', NLinear = '7465.61', TFT = '7508.9', StemGNN = '7566.84', MLPMultivariate = '7501.95', TiDE = '7482.04', DeepNPTS = '7584.6', y = '7442.5', min_within_quantile = '7455.02', max_within_quantile = '7584.6' WHERE ds = '2024-09-06 00:00:00'
-2024-11-25 17:28:45,435 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7489.63', Informer = '7511.52', LSTM = '7504.51', iTransformer = '7559.07', TSMixer = '7484.63', TSMixerx = '7535.0', PatchTST = '7471.48', RNN = '7455.02', GRU = '7489.94', TCN = '7476.73', BiTCN = '7548.14', DilatedRNN = '7487.43', MLP = '7515.5', DLinear = '7485.55', NLinear = '7465.61', TFT = '7508.9', StemGNN = '7566.84', MLPMultivariate = '7501.95', TiDE = '7482.04', DeepNPTS = '7584.6', y = '7442.5', min_within_quantile = '7455.02', max_within_quantile = '7584.6' WHERE ds = '2024-09-06 00:00:00'
-2024-11-25 17:28:45,438 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7466.09', Informer = '7499.98', LSTM = '7486.92', iTransformer = '7516.83', TSMixer = '7445.61', TSMixerx = '7504.92', PatchTST = '7452.12', RNN = '7426.23', GRU = '7471.59', TCN = '7453.85', BiTCN = '7515.0', DilatedRNN = '7467.48', MLP = '7491.42', DLinear = '7447.04', NLinear = '7431.19', TFT = '7491.42', StemGNN = '7555.85', MLPMultivariate = '7455.17', TiDE = '7446.53', DeepNPTS = '7562.6', y = '7422.5', min_within_quantile = '7426.23', max_within_quantile = '7562.6' WHERE ds = '2024-09-09 00:00:00'
-2024-11-25 17:28:45,438 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7466.09', Informer = '7499.98', LSTM = '7486.92', iTransformer = '7516.83', TSMixer = '7445.61', TSMixerx = '7504.92', PatchTST = '7452.12', RNN = '7426.23', GRU = '7471.59', TCN = '7453.85', BiTCN = '7515.0', DilatedRNN = '7467.48', MLP = '7491.42', DLinear = '7447.04', NLinear = '7431.19', TFT = '7491.42', StemGNN = '7555.85', MLPMultivariate = '7455.17', TiDE = '7446.53', DeepNPTS = '7562.6', y = '7422.5', min_within_quantile = '7426.23', max_within_quantile = '7562.6' WHERE ds = '2024-09-09 00:00:00'
-2024-11-25 17:28:45,441 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7447.5', Informer = '7476.24', LSTM = '7474.17', iTransformer = '7497.33', TSMixer = '7420.4', TSMixerx = '7486.28', PatchTST = '7433.41', RNN = '7411.82', GRU = '7456.59', TCN = '7441.83', BiTCN = '7486.63', DilatedRNN = '7453.27', MLP = '7463.25', DLinear = '7422.07', NLinear = '7418.79', TFT = '7476.59', StemGNN = '7544.11', MLPMultivariate = '7395.18', TiDE = '7422.37', DeepNPTS = '7535.02', y = '7412.5', min_within_quantile = '7395.18', max_within_quantile = '7544.11' WHERE ds = '2024-09-10 00:00:00'
-2024-11-25 17:28:45,441 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7447.5', Informer = '7476.24', LSTM = '7474.17', iTransformer = '7497.33', TSMixer = '7420.4', TSMixerx = '7486.28', PatchTST = '7433.41', RNN = '7411.82', GRU = '7456.59', TCN = '7441.83', BiTCN = '7486.63', DilatedRNN = '7453.27', MLP = '7463.25', DLinear = '7422.07', NLinear = '7418.79', TFT = '7476.59', StemGNN = '7544.11', MLPMultivariate = '7395.18', TiDE = '7422.37', DeepNPTS = '7535.02', y = '7412.5', min_within_quantile = '7395.18', max_within_quantile = '7544.11' WHERE ds = '2024-09-10 00:00:00'
-2024-11-25 17:28:45,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7432.78', Informer = '7464.81', LSTM = '7468.76', iTransformer = '7470.12', TSMixer = '7406.76', TSMixerx = '7479.6', PatchTST = '7421.39', RNN = '7405.11', GRU = '7449.94', TCN = '7435.27', BiTCN = '7458.3', DilatedRNN = '7446.13', MLP = '7437.23', DLinear = '7406.55', NLinear = '7412.35', TFT = '7471.43', StemGNN = '7532.5', MLPMultivariate = '7340.02', TiDE = '7417.08', DeepNPTS = '7475.01', y = '7387.5', min_within_quantile = '7340.02', max_within_quantile = '7532.5' WHERE ds = '2024-09-11 00:00:00'
-2024-11-25 17:28:45,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7432.78', Informer = '7464.81', LSTM = '7468.76', iTransformer = '7470.12', TSMixer = '7406.76', TSMixerx = '7479.6', PatchTST = '7421.39', RNN = '7405.11', GRU = '7449.94', TCN = '7435.27', BiTCN = '7458.3', DilatedRNN = '7446.13', MLP = '7437.23', DLinear = '7406.55', NLinear = '7412.35', TFT = '7471.43', StemGNN = '7532.5', MLPMultivariate = '7340.02', TiDE = '7417.08', DeepNPTS = '7475.01', y = '7387.5', min_within_quantile = '7340.02', max_within_quantile = '7532.5' WHERE ds = '2024-09-11 00:00:00'
-2024-11-25 17:28:45,446 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7402.89', Informer = '7437.08', LSTM = '7450.94', iTransformer = '7439.63', TSMixer = '7384.5', TSMixerx = '7463.92', PatchTST = '7396.57', RNN = '7382.38', GRU = '7428.31', TCN = '7425.78', BiTCN = '7426.75', DilatedRNN = '7430.71', MLP = '7407.88', DLinear = '7384.34', NLinear = '7382.07', TFT = '7456.33', StemGNN = '7519.65', MLPMultivariate = '7419.16', TiDE = '7392.12', DeepNPTS = '7442.51', y = '7380.0', min_within_quantile = '7382.07', max_within_quantile = '7519.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-25 17:28:45,446 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7402.89', Informer = '7437.08', LSTM = '7450.94', iTransformer = '7439.63', TSMixer = '7384.5', TSMixerx = '7463.92', PatchTST = '7396.57', RNN = '7382.38', GRU = '7428.31', TCN = '7425.78', BiTCN = '7426.75', DilatedRNN = '7430.71', MLP = '7407.88', DLinear = '7384.34', NLinear = '7382.07', TFT = '7456.33', StemGNN = '7519.65', MLPMultivariate = '7419.16', TiDE = '7392.12', DeepNPTS = '7442.51', y = '7380.0', min_within_quantile = '7382.07', max_within_quantile = '7519.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-25 17:28:45,448 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7384.51', Informer = '7415.32', LSTM = '7447.47', iTransformer = '7399.2', TSMixer = '7373.99', TSMixerx = '7449.88', PatchTST = '7392.23', RNN = '7376.44', GRU = '7425.54', TCN = '7426.15', BiTCN = '7404.07', DilatedRNN = '7427.15', MLP = '7384.62', DLinear = '7380.96', NLinear = '7379.75', TFT = '7444.59', StemGNN = '7507.34', MLPMultivariate = '7450.93', TiDE = '7379.25', DeepNPTS = '7422.51', y = '7395.0', min_within_quantile = '7373.99', max_within_quantile = '7507.34' WHERE ds = '2024-09-13 00:00:00'
-2024-11-25 17:28:45,448 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7384.51', Informer = '7415.32', LSTM = '7447.47', iTransformer = '7399.2', TSMixer = '7373.99', TSMixerx = '7449.88', PatchTST = '7392.23', RNN = '7376.44', GRU = '7425.54', TCN = '7426.15', BiTCN = '7404.07', DilatedRNN = '7427.15', MLP = '7384.62', DLinear = '7380.96', NLinear = '7379.75', TFT = '7444.59', StemGNN = '7507.34', MLPMultivariate = '7450.93', TiDE = '7379.25', DeepNPTS = '7422.51', y = '7395.0', min_within_quantile = '7373.99', max_within_quantile = '7507.34' WHERE ds = '2024-09-13 00:00:00'
-2024-11-25 17:28:45,451 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7393.56', Informer = '7403.35', LSTM = '7458.35', iTransformer = '7371.42', TSMixer = '7385.5', TSMixerx = '7435.0', PatchTST = '7406.04', RNN = '7396.8', GRU = '7437.88', TCN = '7436.59', BiTCN = '7399.24', DilatedRNN = '7437.17', MLP = '7377.61', DLinear = '7394.26', NLinear = '7400.64', TFT = '7438.28', StemGNN = '7497.29', MLPMultivariate = '7499.0', TiDE = '7389.05', DeepNPTS = '7412.51', y = '7375.0', min_within_quantile = '7371.42', max_within_quantile = '7499.0' WHERE ds = '2024-09-14 00:00:00'
-2024-11-25 17:28:45,451 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7393.56', Informer = '7403.35', LSTM = '7458.35', iTransformer = '7371.42', TSMixer = '7385.5', TSMixerx = '7435.0', PatchTST = '7406.04', RNN = '7396.8', GRU = '7437.88', TCN = '7436.59', BiTCN = '7399.24', DilatedRNN = '7437.17', MLP = '7377.61', DLinear = '7394.26', NLinear = '7400.64', TFT = '7438.28', StemGNN = '7497.29', MLPMultivariate = '7499.0', TiDE = '7389.05', DeepNPTS = '7412.51', y = '7375.0', min_within_quantile = '7371.42', max_within_quantile = '7499.0' WHERE ds = '2024-09-14 00:00:00'
-2024-11-25 17:28:45,454 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7365.26', Informer = '7383.99', LSTM = '7442.36', iTransformer = '7336.79', TSMixer = '7375.49', TSMixerx = '7413.77', PatchTST = '7382.44', RNN = '7371.58', GRU = '7417.13', TCN = '7429.11', BiTCN = '7392.17', DilatedRNN = '7422.15', MLP = '7354.07', DLinear = '7374.53', NLinear = '7380.29', TFT = '7420.3', StemGNN = '7486.34', MLPMultivariate = '7483.45', TiDE = '7378.04', DeepNPTS = '7387.54', y = '7342.5', min_within_quantile = '7336.79', max_within_quantile = '7486.34' WHERE ds = '2024-09-18 00:00:00'
-2024-11-25 17:28:45,454 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7365.26', Informer = '7383.99', LSTM = '7442.36', iTransformer = '7336.79', TSMixer = '7375.49', TSMixerx = '7413.77', PatchTST = '7382.44', RNN = '7371.58', GRU = '7417.13', TCN = '7429.11', BiTCN = '7392.17', DilatedRNN = '7422.15', MLP = '7354.07', DLinear = '7374.53', NLinear = '7380.29', TFT = '7420.3', StemGNN = '7486.34', MLPMultivariate = '7483.45', TiDE = '7378.04', DeepNPTS = '7387.54', y = '7342.5', min_within_quantile = '7336.79', max_within_quantile = '7486.34' WHERE ds = '2024-09-18 00:00:00'
-2024-11-25 17:28:45,456 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7330.19', Informer = '7369.05', LSTM = '7420.33', iTransformer = '7290.32', TSMixer = '7351.73', TSMixerx = '7402.29', PatchTST = '7365.84', RNN = '7334.38', GRU = '7393.34', TCN = '7418.46', BiTCN = '7384.82', DilatedRNN = '7401.74', MLP = '7341.01', DLinear = '7356.31', NLinear = '7341.04', TFT = '7398.6', StemGNN = '7473.6', MLPMultivariate = '7450.0', TiDE = '7352.91', DeepNPTS = '7380.04', y = '7325.0', min_within_quantile = '7290.32', max_within_quantile = '7473.6' WHERE ds = '2024-09-19 00:00:00'
-2024-11-25 17:28:45,456 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7330.19', Informer = '7369.05', LSTM = '7420.33', iTransformer = '7290.32', TSMixer = '7351.73', TSMixerx = '7402.29', PatchTST = '7365.84', RNN = '7334.38', GRU = '7393.34', TCN = '7418.46', BiTCN = '7384.82', DilatedRNN = '7401.74', MLP = '7341.01', DLinear = '7356.31', NLinear = '7341.04', TFT = '7398.6', StemGNN = '7473.6', MLPMultivariate = '7450.0', TiDE = '7352.91', DeepNPTS = '7380.04', y = '7325.0', min_within_quantile = '7290.32', max_within_quantile = '7473.6' WHERE ds = '2024-09-19 00:00:00'
-2024-11-25 17:28:45,458 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7314.66', Informer = '7352.42', LSTM = '7408.76', iTransformer = '7246.78', TSMixer = '7335.16', TSMixerx = '7390.93', PatchTST = '7352.08', RNN = '7319.05', GRU = '7382.02', TCN = '7406.14', BiTCN = '7380.64', DilatedRNN = '7389.04', MLP = '7332.68', DLinear = '7340.1', NLinear = '7332.8', TFT = '7374.13', StemGNN = '7460.38', MLPMultivariate = '7432.95', TiDE = '7334.42', DeepNPTS = '7394.96', y = '7340.0', min_within_quantile = '7246.78', max_within_quantile = '7460.38' WHERE ds = '2024-09-20 00:00:00'
-2024-11-25 17:28:45,458 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7314.66', Informer = '7352.42', LSTM = '7408.76', iTransformer = '7246.78', TSMixer = '7335.16', TSMixerx = '7390.93', PatchTST = '7352.08', RNN = '7319.05', GRU = '7382.02', TCN = '7406.14', BiTCN = '7380.64', DilatedRNN = '7389.04', MLP = '7332.68', DLinear = '7340.1', NLinear = '7332.8', TFT = '7374.13', StemGNN = '7460.38', MLPMultivariate = '7432.95', TiDE = '7334.42', DeepNPTS = '7394.96', y = '7340.0', min_within_quantile = '7246.78', max_within_quantile = '7460.38' WHERE ds = '2024-09-20 00:00:00'
-2024-11-25 17:28:45,460 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7335.17', Informer = '7346.36', LSTM = '7420.08', iTransformer = '7242.01', TSMixer = '7343.49', TSMixerx = '7400.05', PatchTST = '7359.49', RNN = '7338.17', GRU = '7396.13', TCN = '7407.17', BiTCN = '7380.12', DilatedRNN = '7396.06', MLP = '7340.1', DLinear = '7346.39', NLinear = '7346.32', TFT = '7369.65', StemGNN = '7449.24', MLPMultivariate = '7419.86', TiDE = '7340.97', DeepNPTS = '7376.88', y = '7310.0', min_within_quantile = '7242.01', max_within_quantile = '7449.24' WHERE ds = '2024-09-23 00:00:00'
-2024-11-25 17:28:45,460 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7335.17', Informer = '7346.36', LSTM = '7420.08', iTransformer = '7242.01', TSMixer = '7343.49', TSMixerx = '7400.05', PatchTST = '7359.49', RNN = '7338.17', GRU = '7396.13', TCN = '7407.17', BiTCN = '7380.12', DilatedRNN = '7396.06', MLP = '7340.1', DLinear = '7346.39', NLinear = '7346.32', TFT = '7369.65', StemGNN = '7449.24', MLPMultivariate = '7419.86', TiDE = '7340.97', DeepNPTS = '7376.88', y = '7310.0', min_within_quantile = '7242.01', max_within_quantile = '7449.24' WHERE ds = '2024-09-23 00:00:00'
-2024-11-25 17:28:45,463 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7323.98', Informer = '7317.65', LSTM = '7396.06', iTransformer = '7225.89', TSMixer = '7323.72', TSMixerx = '7370.23', PatchTST = '7334.52', RNN = '7305.66', GRU = '7366.06', TCN = '7392.59', BiTCN = '7370.78', DilatedRNN = '7374.1', MLP = '7324.64', DLinear = '7317.17', NLinear = '7316.57', TFT = '7362.89', StemGNN = '7436.63', MLPMultivariate = '7440.97', TiDE = '7314.44', DeepNPTS = '7357.87', y = '7280.0', min_within_quantile = '7225.89', max_within_quantile = '7440.97' WHERE ds = '2024-09-24 00:00:00'
-2024-11-25 17:28:45,463 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7323.98', Informer = '7317.65', LSTM = '7396.06', iTransformer = '7225.89', TSMixer = '7323.72', TSMixerx = '7370.23', PatchTST = '7334.52', RNN = '7305.66', GRU = '7366.06', TCN = '7392.59', BiTCN = '7370.78', DilatedRNN = '7374.1', MLP = '7324.64', DLinear = '7317.17', NLinear = '7316.57', TFT = '7362.89', StemGNN = '7436.63', MLPMultivariate = '7440.97', TiDE = '7314.44', DeepNPTS = '7357.87', y = '7280.0', min_within_quantile = '7225.89', max_within_quantile = '7440.97' WHERE ds = '2024-09-24 00:00:00'
-2024-11-25 17:28:45,466 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7314.26', Informer = '7299.03', LSTM = '7376.15', iTransformer = '7187.35', TSMixer = '7299.21', TSMixerx = '7332.71', PatchTST = '7319.58', RNN = '7274.32', GRU = '7346.07', TCN = '7382.7', BiTCN = '7355.89', DilatedRNN = '7355.2', MLP = '7324.7', DLinear = '7291.75', NLinear = '7280.14', TFT = '7333.37', StemGNN = '7422.64', MLPMultivariate = '7428.39', TiDE = '7297.17', DeepNPTS = '7338.48', y = '7315.0', min_within_quantile = '7187.35', max_within_quantile = '7428.39' WHERE ds = '2024-09-25 00:00:00'
-2024-11-25 17:28:45,466 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7314.26', Informer = '7299.03', LSTM = '7376.15', iTransformer = '7187.35', TSMixer = '7299.21', TSMixerx = '7332.71', PatchTST = '7319.58', RNN = '7274.32', GRU = '7346.07', TCN = '7382.7', BiTCN = '7355.89', DilatedRNN = '7355.2', MLP = '7324.7', DLinear = '7291.75', NLinear = '7280.14', TFT = '7333.37', StemGNN = '7422.64', MLPMultivariate = '7428.39', TiDE = '7297.17', DeepNPTS = '7338.48', y = '7315.0', min_within_quantile = '7187.35', max_within_quantile = '7428.39' WHERE ds = '2024-09-25 00:00:00'
-2024-11-25 17:28:45,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7353.52', Informer = '7308.69', LSTM = '7403.15', iTransformer = '7195.72', TSMixer = '7320.98', TSMixerx = '7328.64', PatchTST = '7343.93', RNN = '7319.92', GRU = '7379.19', TCN = '7393.04', BiTCN = '7358.28', DilatedRNN = '7377.01', MLP = '7342.43', DLinear = '7327.26', NLinear = '7321.72', TFT = '7349.28', StemGNN = '7411.97', MLPMultivariate = '7390.42', TiDE = '7321.01', DeepNPTS = '7352.88', y = '7310.0', min_within_quantile = '7195.72', max_within_quantile = '7411.97' WHERE ds = '2024-09-26 00:00:00'
-2024-11-25 17:28:45,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7353.52', Informer = '7308.69', LSTM = '7403.15', iTransformer = '7195.72', TSMixer = '7320.98', TSMixerx = '7328.64', PatchTST = '7343.93', RNN = '7319.92', GRU = '7379.19', TCN = '7393.04', BiTCN = '7358.28', DilatedRNN = '7377.01', MLP = '7342.43', DLinear = '7327.26', NLinear = '7321.72', TFT = '7349.28', StemGNN = '7411.97', MLPMultivariate = '7390.42', TiDE = '7321.01', DeepNPTS = '7352.88', y = '7310.0', min_within_quantile = '7195.72', max_within_quantile = '7411.97' WHERE ds = '2024-09-26 00:00:00'
-2024-11-25 17:28:45,471 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7353.79', Informer = '7296.4', LSTM = '7396.25', iTransformer = '7205.98', TSMixer = '7314.26', TSMixerx = '7316.01', PatchTST = '7325.85', RNN = '7311.8', GRU = '7366.7', TCN = '7387.11', BiTCN = '7348.46', DilatedRNN = '7369.16', MLP = '7330.61', DLinear = '7306.15', NLinear = '7313.2', TFT = '7338.49', StemGNN = '7401.59', MLPMultivariate = '7358.17', TiDE = '7311.38', DeepNPTS = '7324.4', y = '7310.0', min_within_quantile = '7205.98', max_within_quantile = '7401.59' WHERE ds = '2024-09-27 00:00:00'
-2024-11-25 17:28:45,471 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7353.79', Informer = '7296.4', LSTM = '7396.25', iTransformer = '7205.98', TSMixer = '7314.26', TSMixerx = '7316.01', PatchTST = '7325.85', RNN = '7311.8', GRU = '7366.7', TCN = '7387.11', BiTCN = '7348.46', DilatedRNN = '7369.16', MLP = '7330.61', DLinear = '7306.15', NLinear = '7313.2', TFT = '7338.49', StemGNN = '7401.59', MLPMultivariate = '7358.17', TiDE = '7311.38', DeepNPTS = '7324.4', y = '7310.0', min_within_quantile = '7205.98', max_within_quantile = '7401.59' WHERE ds = '2024-09-27 00:00:00'
-2024-11-25 17:28:45,473 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7354.5', Informer = '7291.41', LSTM = '7398.01', iTransformer = '7160.87', TSMixer = '7313.48', TSMixerx = '7312.32', PatchTST = '7323.8', RNN = '7308.55', GRU = '7370.63', TCN = '7389.75', BiTCN = '7342.0', DilatedRNN = '7372.22', MLP = '7319.83', DLinear = '7304.69', NLinear = '7308.12', TFT = '7332.92', StemGNN = '7391.53', MLPMultivariate = '7356.74', TiDE = '7309.09', DeepNPTS = '7305.98', y = '7365.0', min_within_quantile = '7160.87', max_within_quantile = '7398.01' WHERE ds = '2024-09-29 00:00:00'
-2024-11-25 17:28:45,473 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7354.5', Informer = '7291.41', LSTM = '7398.01', iTransformer = '7160.87', TSMixer = '7313.48', TSMixerx = '7312.32', PatchTST = '7323.8', RNN = '7308.55', GRU = '7370.63', TCN = '7389.75', BiTCN = '7342.0', DilatedRNN = '7372.22', MLP = '7319.83', DLinear = '7304.69', NLinear = '7308.12', TFT = '7332.92', StemGNN = '7391.53', MLPMultivariate = '7356.74', TiDE = '7309.09', DeepNPTS = '7305.98', y = '7365.0', min_within_quantile = '7160.87', max_within_quantile = '7398.01' WHERE ds = '2024-09-29 00:00:00'
-2024-11-25 17:28:45,476 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7387.99', Informer = '7338.09', LSTM = '7438.41', iTransformer = '7271.48', TSMixer = '7358.82', TSMixerx = '7356.66', PatchTST = '7354.36', RNN = '7378.08', GRU = '7417.41', TCN = '7426.11', BiTCN = '7347.6', DilatedRNN = '7411.12', MLP = '7338.72', DLinear = '7353.68', NLinear = '7370.84', TFT = '7372.52', StemGNN = '7385.03', MLPMultivariate = '7458.54', TiDE = '7357.73', DeepNPTS = '7349.79', y = '7420.0', min_within_quantile = '7271.48', max_within_quantile = '7458.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-25 17:28:45,476 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7387.99', Informer = '7338.09', LSTM = '7438.41', iTransformer = '7271.48', TSMixer = '7358.82', TSMixerx = '7356.66', PatchTST = '7354.36', RNN = '7378.08', GRU = '7417.41', TCN = '7426.11', BiTCN = '7347.6', DilatedRNN = '7411.12', MLP = '7338.72', DLinear = '7353.68', NLinear = '7370.84', TFT = '7372.52', StemGNN = '7385.03', MLPMultivariate = '7458.54', TiDE = '7357.73', DeepNPTS = '7349.79', y = '7420.0', min_within_quantile = '7271.48', max_within_quantile = '7458.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-25 17:28:45,478 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7408.06', Informer = '7394.87', LSTM = '7475.58', iTransformer = '7332.26', TSMixer = '7413.15', TSMixerx = '7415.71', PatchTST = '7403.89', RNN = '7436.39', GRU = '7455.63', TCN = '7469.95', BiTCN = '7374.3', DilatedRNN = '7447.17', MLP = '7371.05', DLinear = '7399.2', NLinear = '7426.6', TFT = '7409.08', StemGNN = '7381.25', MLPMultivariate = '7570.07', TiDE = '7413.49', DeepNPTS = '7388.12', y = '7602.5', min_within_quantile = '7332.26', max_within_quantile = '7570.07' WHERE ds = '2024-10-08 00:00:00'
-2024-11-25 17:28:45,478 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7408.06', Informer = '7394.87', LSTM = '7475.58', iTransformer = '7332.26', TSMixer = '7413.15', TSMixerx = '7415.71', PatchTST = '7403.89', RNN = '7436.39', GRU = '7455.63', TCN = '7469.95', BiTCN = '7374.3', DilatedRNN = '7447.17', MLP = '7371.05', DLinear = '7399.2', NLinear = '7426.6', TFT = '7409.08', StemGNN = '7381.25', MLPMultivariate = '7570.07', TiDE = '7413.49', DeepNPTS = '7388.12', y = '7602.5', min_within_quantile = '7332.26', max_within_quantile = '7570.07' WHERE ds = '2024-10-08 00:00:00'
-2024-11-25 17:28:45,481 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7601.78', Informer = '7679.49', LSTM = '7618.38', iTransformer = '7593.42', TSMixer = '7593.1', TSMixerx = '7560.64', PatchTST = '7622.45', RNN = '7642.7', GRU = '7620.44', TCN = '7710.11', BiTCN = '7621.97', DilatedRNN = '7592.27', MLP = '7571.08', DLinear = '7566.25', NLinear = '7619.94', TFT = '7620.58', StemGNN = '7381.26', MLPMultivariate = '7709.32', TiDE = '7575.24', DeepNPTS = '7601.4', y = '7602.5', min_within_quantile = '7381.26', max_within_quantile = '7710.11' WHERE ds = '2024-10-09 00:00:00'
-2024-11-25 17:28:45,481 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7601.78', Informer = '7679.49', LSTM = '7618.38', iTransformer = '7593.42', TSMixer = '7593.1', TSMixerx = '7560.64', PatchTST = '7622.45', RNN = '7642.7', GRU = '7620.44', TCN = '7710.11', BiTCN = '7621.97', DilatedRNN = '7592.27', MLP = '7571.08', DLinear = '7566.25', NLinear = '7619.94', TFT = '7620.58', StemGNN = '7381.26', MLPMultivariate = '7709.32', TiDE = '7575.24', DeepNPTS = '7601.4', y = '7602.5', min_within_quantile = '7381.26', max_within_quantile = '7710.11' WHERE ds = '2024-10-09 00:00:00'
-2024-11-25 17:28:45,484 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7587.86', Informer = '7697.31', LSTM = '7599.87', iTransformer = '7641.53', TSMixer = '7627.72', TSMixerx = '7576.47', PatchTST = '7627.14', RNN = '7630.67', GRU = '7577.75', TCN = '7724.6', BiTCN = '7694.19', DilatedRNN = '7587.98', MLP = '7630.59', DLinear = '7599.3', NLinear = '7610.45', TFT = '7629.26', StemGNN = '7381.32', MLPMultivariate = '7806.59', TiDE = '7601.21', DeepNPTS = '7602.27', y = '7585.0', min_within_quantile = '7381.32', max_within_quantile = '7806.59' WHERE ds = '2024-10-10 00:00:00'
-2024-11-25 17:28:45,484 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7587.86', Informer = '7697.31', LSTM = '7599.87', iTransformer = '7641.53', TSMixer = '7627.72', TSMixerx = '7576.47', PatchTST = '7627.14', RNN = '7630.67', GRU = '7577.75', TCN = '7724.6', BiTCN = '7694.19', DilatedRNN = '7587.98', MLP = '7630.59', DLinear = '7599.3', NLinear = '7610.45', TFT = '7629.26', StemGNN = '7381.32', MLPMultivariate = '7806.59', TiDE = '7601.21', DeepNPTS = '7602.27', y = '7585.0', min_within_quantile = '7381.32', max_within_quantile = '7806.59' WHERE ds = '2024-10-10 00:00:00'
-2024-11-25 17:28:45,487 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7622.11', Informer = '7692.47', LSTM = '7587.06', iTransformer = '7695.37', TSMixer = '7624.83', TSMixerx = '7691.46', PatchTST = '7636.4', RNN = '7582.18', GRU = '7573.92', TCN = '7724.94', BiTCN = '7704.39', DilatedRNN = '7576.89', MLP = '7670.08', DLinear = '7602.45', NLinear = '7586.05', TFT = '7619.21', StemGNN = '7381.33', MLPMultivariate = '7800.57', TiDE = '7598.16', DeepNPTS = '7584.22', y = '7575.0', min_within_quantile = '7381.33', max_within_quantile = '7800.57' WHERE ds = '2024-10-11 00:00:00'
-2024-11-25 17:28:45,487 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7622.11', Informer = '7692.47', LSTM = '7587.06', iTransformer = '7695.37', TSMixer = '7624.83', TSMixerx = '7691.46', PatchTST = '7636.4', RNN = '7582.18', GRU = '7573.92', TCN = '7724.94', BiTCN = '7704.39', DilatedRNN = '7576.89', MLP = '7670.08', DLinear = '7602.45', NLinear = '7586.05', TFT = '7619.21', StemGNN = '7381.33', MLPMultivariate = '7800.57', TiDE = '7598.16', DeepNPTS = '7584.22', y = '7575.0', min_within_quantile = '7381.33', max_within_quantile = '7800.57' WHERE ds = '2024-10-11 00:00:00'
-2024-11-25 17:28:45,489 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7642.35', Informer = '7667.67', LSTM = '7576.18', iTransformer = '7921.09', TSMixer = '7601.41', TSMixerx = '7721.89', PatchTST = '7613.71', RNN = '7573.93', GRU = '7566.27', TCN = '7697.38', BiTCN = '7705.23', DilatedRNN = '7567.59', MLP = '7695.82', DLinear = '7589.01', NLinear = '7575.59', TFT = '7648.71', StemGNN = '7381.27', MLPMultivariate = '7695.7', TiDE = '7574.56', DeepNPTS = '7578.3', y = '7576.67', min_within_quantile = '7381.27', max_within_quantile = '7921.09' WHERE ds = '2024-10-12 00:00:00'
-2024-11-25 17:28:45,489 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7642.35', Informer = '7667.67', LSTM = '7576.18', iTransformer = '7921.09', TSMixer = '7601.41', TSMixerx = '7721.89', PatchTST = '7613.71', RNN = '7573.93', GRU = '7566.27', TCN = '7697.38', BiTCN = '7705.23', DilatedRNN = '7567.59', MLP = '7695.82', DLinear = '7589.01', NLinear = '7575.59', TFT = '7648.71', StemGNN = '7381.27', MLPMultivariate = '7695.7', TiDE = '7574.56', DeepNPTS = '7578.3', y = '7576.67', min_within_quantile = '7381.27', max_within_quantile = '7921.09' WHERE ds = '2024-10-12 00:00:00'
-2024-11-25 17:28:45,492 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7689.26', Informer = '7697.95', LSTM = '7578.13', iTransformer = '7803.33', TSMixer = '7571.18', TSMixerx = '7689.82', PatchTST = '7569.98', RNN = '7555.1', GRU = '7571.28', TCN = '7657.01', BiTCN = '7679.71', DilatedRNN = '7558.35', MLP = '7695.61', DLinear = '7570.72', NLinear = '7567.23', TFT = '7711.45', StemGNN = '7381.21', MLPMultivariate = '7663.31', TiDE = '7559.36', DeepNPTS = '7568.49', y = '7565.0', min_within_quantile = '7555.1', max_within_quantile = '7803.33' WHERE ds = '2024-10-14 00:00:00'
-2024-11-25 17:28:45,492 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7689.26', Informer = '7697.95', LSTM = '7578.13', iTransformer = '7803.33', TSMixer = '7571.18', TSMixerx = '7689.82', PatchTST = '7569.98', RNN = '7555.1', GRU = '7571.28', TCN = '7657.01', BiTCN = '7679.71', DilatedRNN = '7558.35', MLP = '7695.61', DLinear = '7570.72', NLinear = '7567.23', TFT = '7711.45', StemGNN = '7381.21', MLPMultivariate = '7663.31', TiDE = '7559.36', DeepNPTS = '7568.49', y = '7565.0', min_within_quantile = '7555.1', max_within_quantile = '7803.33' WHERE ds = '2024-10-14 00:00:00'
-2024-11-25 17:28:45,495 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7643.75', Informer = '7624.52', LSTM = '7567.88', iTransformer = '7706.2', TSMixer = '7544.78', TSMixerx = '7584.73', PatchTST = '7533.74', RNN = '7551.6', GRU = '7560.2', TCN = '7668.05', BiTCN = '7661.67', DilatedRNN = '7550.46', MLP = '7620.45', DLinear = '7536.33', NLinear = '7545.02', TFT = '7716.3', StemGNN = '7381.03', MLPMultivariate = '7634.0', TiDE = '7550.05', DeepNPTS = '7541.62', y = '7527.5', min_within_quantile = '7381.03', max_within_quantile = '7716.3' WHERE ds = '2024-10-15 00:00:00'
-2024-11-25 17:28:45,495 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7643.75', Informer = '7624.52', LSTM = '7567.88', iTransformer = '7706.2', TSMixer = '7544.78', TSMixerx = '7584.73', PatchTST = '7533.74', RNN = '7551.6', GRU = '7560.2', TCN = '7668.05', BiTCN = '7661.67', DilatedRNN = '7550.46', MLP = '7620.45', DLinear = '7536.33', NLinear = '7545.02', TFT = '7716.3', StemGNN = '7381.03', MLPMultivariate = '7634.0', TiDE = '7550.05', DeepNPTS = '7541.62', y = '7527.5', min_within_quantile = '7381.03', max_within_quantile = '7716.3' WHERE ds = '2024-10-15 00:00:00'
-2024-11-25 17:28:45,497 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7518.42', Informer = '7590.61', LSTM = '7539.7', iTransformer = '7614.68', TSMixer = '7517.91', TSMixerx = '7508.52', PatchTST = '7496.84', RNN = '7520.21', GRU = '7530.39', TCN = '7612.54', BiTCN = '7598.76', DilatedRNN = '7523.05', MLP = '7536.27', DLinear = '7511.34', NLinear = '7492.71', TFT = '7581.04', StemGNN = '7380.39', MLPMultivariate = '7651.77', TiDE = '7525.69', DeepNPTS = '7510.7', y = '7477.5', min_within_quantile = '7380.39', max_within_quantile = '7651.77' WHERE ds = '2024-10-16 00:00:00'
-2024-11-25 17:28:45,497 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7518.42', Informer = '7590.61', LSTM = '7539.7', iTransformer = '7614.68', TSMixer = '7517.91', TSMixerx = '7508.52', PatchTST = '7496.84', RNN = '7520.21', GRU = '7530.39', TCN = '7612.54', BiTCN = '7598.76', DilatedRNN = '7523.05', MLP = '7536.27', DLinear = '7511.34', NLinear = '7492.71', TFT = '7581.04', StemGNN = '7380.39', MLPMultivariate = '7651.77', TiDE = '7525.69', DeepNPTS = '7510.7', y = '7477.5', min_within_quantile = '7380.39', max_within_quantile = '7651.77' WHERE ds = '2024-10-16 00:00:00'
-2024-11-25 17:28:45,500 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7468.46', Informer = '7539.85', LSTM = '7506.93', iTransformer = '7539.68', TSMixer = '7467.98', TSMixerx = '7449.7', PatchTST = '7469.42', RNN = '7462.88', GRU = '7493.3', TCN = '7523.6', BiTCN = '7539.15', DilatedRNN = '7487.79', MLP = '7493.4', DLinear = '7476.45', NLinear = '7451.48', TFT = '7434.6', StemGNN = '7378.75', MLPMultivariate = '7622.52', TiDE = '7476.42', DeepNPTS = '7453.91', y = '7467.5', min_within_quantile = '7378.75', max_within_quantile = '7622.52' WHERE ds = '2024-10-17 00:00:00'
-2024-11-25 17:28:45,500 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7468.46', Informer = '7539.85', LSTM = '7506.93', iTransformer = '7539.68', TSMixer = '7467.98', TSMixerx = '7449.7', PatchTST = '7469.42', RNN = '7462.88', GRU = '7493.3', TCN = '7523.6', BiTCN = '7539.15', DilatedRNN = '7487.79', MLP = '7493.4', DLinear = '7476.45', NLinear = '7451.48', TFT = '7434.6', StemGNN = '7378.75', MLPMultivariate = '7622.52', TiDE = '7476.42', DeepNPTS = '7453.91', y = '7467.5', min_within_quantile = '7378.75', max_within_quantile = '7622.52' WHERE ds = '2024-10-17 00:00:00'
-2024-11-25 17:28:45,502 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7447.83', Informer = '7529.24', LSTM = '7504.49', iTransformer = '7490.14', TSMixer = '7442.95', TSMixerx = '7413.65', PatchTST = '7471.81', RNN = '7455.92', GRU = '7492.38', TCN = '7469.19', BiTCN = '7493.49', DilatedRNN = '7480.96', MLP = '7482.89', DLinear = '7440.25', NLinear = '7459.95', TFT = '7439.58', StemGNN = '7376.92', MLPMultivariate = '7604.61', TiDE = '7448.94', DeepNPTS = '7485.81', y = '7370.0', min_within_quantile = '7376.92', max_within_quantile = '7604.61' WHERE ds = '2024-10-18 00:00:00'
-2024-11-25 17:28:45,502 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7447.83', Informer = '7529.24', LSTM = '7504.49', iTransformer = '7490.14', TSMixer = '7442.95', TSMixerx = '7413.65', PatchTST = '7471.81', RNN = '7455.92', GRU = '7492.38', TCN = '7469.19', BiTCN = '7493.49', DilatedRNN = '7480.96', MLP = '7482.89', DLinear = '7440.25', NLinear = '7459.95', TFT = '7439.58', StemGNN = '7376.92', MLPMultivariate = '7604.61', TiDE = '7448.94', DeepNPTS = '7485.81', y = '7370.0', min_within_quantile = '7376.92', max_within_quantile = '7604.61' WHERE ds = '2024-10-18 00:00:00'
-2024-11-25 17:28:45,504 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7342.19', Informer = '7415.86', LSTM = '7432.39', iTransformer = '7436.52', TSMixer = '7353.65', TSMixerx = '7367.94', PatchTST = '7340.1', RNN = '7345.03', GRU = '7405.87', TCN = '7417.5', BiTCN = '7400.88', DilatedRNN = '7409.26', MLP = '7397.39', DLinear = '7347.94', NLinear = '7346.68', TFT = '7376.67', StemGNN = '7371.64', MLPMultivariate = '7476.46', TiDE = '7350.77', DeepNPTS = '7469.52', y = '7362.5', min_within_quantile = '7340.1', max_within_quantile = '7476.46' WHERE ds = '2024-10-21 00:00:00'
-2024-11-25 17:28:45,504 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7342.19', Informer = '7415.86', LSTM = '7432.39', iTransformer = '7436.52', TSMixer = '7353.65', TSMixerx = '7367.94', PatchTST = '7340.1', RNN = '7345.03', GRU = '7405.87', TCN = '7417.5', BiTCN = '7400.88', DilatedRNN = '7409.26', MLP = '7397.39', DLinear = '7347.94', NLinear = '7346.68', TFT = '7376.67', StemGNN = '7371.64', MLPMultivariate = '7476.46', TiDE = '7350.77', DeepNPTS = '7469.52', y = '7362.5', min_within_quantile = '7340.1', max_within_quantile = '7476.46' WHERE ds = '2024-10-21 00:00:00'
-2024-11-25 17:28:45,507 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7328.28', Informer = '7431.3', LSTM = '7436.81', iTransformer = '7402.06', TSMixer = '7335.13', TSMixerx = '7350.6', PatchTST = '7333.01', RNN = '7346.72', GRU = '7417.59', TCN = '7415.49', BiTCN = '7356.66', DilatedRNN = '7409.2', MLP = '7375.37', DLinear = '7327.7', NLinear = '7338.94', TFT = '7386.7', StemGNN = '7366.22', MLPMultivariate = '7432.85', TiDE = '7337.65', DeepNPTS = '7426.75', y = '7346.67', min_within_quantile = '7327.7', max_within_quantile = '7436.81' WHERE ds = '2024-10-22 00:00:00'
-2024-11-25 17:28:45,507 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7328.28', Informer = '7431.3', LSTM = '7436.81', iTransformer = '7402.06', TSMixer = '7335.13', TSMixerx = '7350.6', PatchTST = '7333.01', RNN = '7346.72', GRU = '7417.59', TCN = '7415.49', BiTCN = '7356.66', DilatedRNN = '7409.2', MLP = '7375.37', DLinear = '7327.7', NLinear = '7338.94', TFT = '7386.7', StemGNN = '7366.22', MLPMultivariate = '7432.85', TiDE = '7337.65', DeepNPTS = '7426.75', y = '7346.67', min_within_quantile = '7327.7', max_within_quantile = '7436.81' WHERE ds = '2024-10-22 00:00:00'
-2024-11-25 17:28:45,510 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7316.1', Informer = '7342.36', LSTM = '7422.7', iTransformer = '7370.99', TSMixer = '7318.65', TSMixerx = '7347.57', PatchTST = '7296.77', RNN = '7344.71', GRU = '7397.44', TCN = '7405.44', BiTCN = '7309.39', DilatedRNN = '7397.46', MLP = '7351.49', DLinear = '7307.42', NLinear = '7315.22', TFT = '7359.32', StemGNN = '7360.26', MLPMultivariate = '7504.19', TiDE = '7324.89', DeepNPTS = '7412.1', y = '7357.5', min_within_quantile = '7296.77', max_within_quantile = '7504.19' WHERE ds = '2024-10-23 00:00:00'
-2024-11-25 17:28:45,510 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7316.1', Informer = '7342.36', LSTM = '7422.7', iTransformer = '7370.99', TSMixer = '7318.65', TSMixerx = '7347.57', PatchTST = '7296.77', RNN = '7344.71', GRU = '7397.44', TCN = '7405.44', BiTCN = '7309.39', DilatedRNN = '7397.46', MLP = '7351.49', DLinear = '7307.42', NLinear = '7315.22', TFT = '7359.32', StemGNN = '7360.26', MLPMultivariate = '7504.19', TiDE = '7324.89', DeepNPTS = '7412.1', y = '7357.5', min_within_quantile = '7296.77', max_within_quantile = '7504.19' WHERE ds = '2024-10-23 00:00:00'
-2024-11-25 17:28:45,513 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7328.17', Informer = '7363.03', LSTM = '7432.98', iTransformer = '7347.16', TSMixer = '7329.41', TSMixerx = '7356.26', PatchTST = '7318.49', RNN = '7354.29', GRU = '7410.66', TCN = '7423.95', BiTCN = '7295.56', DilatedRNN = '7406.64', MLP = '7340.87', DLinear = '7343.58', NLinear = '7342.17', TFT = '7349.49', StemGNN = '7355.08', MLPMultivariate = '7584.65', TiDE = '7328.65', DeepNPTS = '7372.69', y = '7352.5', min_within_quantile = '7295.56', max_within_quantile = '7584.65' WHERE ds = '2024-10-24 00:00:00'
-2024-11-25 17:28:45,513 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7328.17', Informer = '7363.03', LSTM = '7432.98', iTransformer = '7347.16', TSMixer = '7329.41', TSMixerx = '7356.26', PatchTST = '7318.49', RNN = '7354.29', GRU = '7410.66', TCN = '7423.95', BiTCN = '7295.56', DilatedRNN = '7406.64', MLP = '7340.87', DLinear = '7343.58', NLinear = '7342.17', TFT = '7349.49', StemGNN = '7355.08', MLPMultivariate = '7584.65', TiDE = '7328.65', DeepNPTS = '7372.69', y = '7352.5', min_within_quantile = '7295.56', max_within_quantile = '7584.65' WHERE ds = '2024-10-24 00:00:00'
-2024-11-25 17:28:45,515 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7329.58', Informer = '7307.3', LSTM = '7427.9', iTransformer = '7329.27', TSMixer = '7342.32', TSMixerx = '7352.18', PatchTST = '7363.88', RNN = '7355.26', GRU = '7401.97', TCN = '7428.59', BiTCN = '7289.58', DilatedRNN = '7406.95', MLP = '7338.36', DLinear = '7337.05', NLinear = '7356.96', TFT = '7327.41', StemGNN = '7349.93', MLPMultivariate = '7666.35', TiDE = '7339.12', DeepNPTS = '7362.68', y = '7372.5', min_within_quantile = '7289.58', max_within_quantile = '7428.59' WHERE ds = '2024-10-25 00:00:00'
-2024-11-25 17:28:45,515 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7329.58', Informer = '7307.3', LSTM = '7427.9', iTransformer = '7329.27', TSMixer = '7342.32', TSMixerx = '7352.18', PatchTST = '7363.88', RNN = '7355.26', GRU = '7401.97', TCN = '7428.59', BiTCN = '7289.58', DilatedRNN = '7406.95', MLP = '7338.36', DLinear = '7337.05', NLinear = '7356.96', TFT = '7327.41', StemGNN = '7349.93', MLPMultivariate = '7666.35', TiDE = '7339.12', DeepNPTS = '7362.68', y = '7372.5', min_within_quantile = '7289.58', max_within_quantile = '7428.59' WHERE ds = '2024-10-25 00:00:00'
-2024-11-25 17:28:45,518 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7349.07', Informer = '7335.23', LSTM = '7443.43', iTransformer = '7353.53', TSMixer = '7374.37', TSMixerx = '7339.27', PatchTST = '7398.44', RNN = '7376.06', GRU = '7421.31', TCN = '7439.24', BiTCN = '7304.94', DilatedRNN = '7421.57', MLP = '7367.61', DLinear = '7369.73', NLinear = '7383.37', TFT = '7328.97', StemGNN = '7345.92', MLPMultivariate = '7647.86', TiDE = '7375.17', DeepNPTS = '7346.87', y = '7373.33', min_within_quantile = '7304.94', max_within_quantile = '7443.43' WHERE ds = '2024-10-28 00:00:00'
-2024-11-25 17:28:45,518 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7349.07', Informer = '7335.23', LSTM = '7443.43', iTransformer = '7353.53', TSMixer = '7374.37', TSMixerx = '7339.27', PatchTST = '7398.44', RNN = '7376.06', GRU = '7421.31', TCN = '7439.24', BiTCN = '7304.94', DilatedRNN = '7421.57', MLP = '7367.61', DLinear = '7369.73', NLinear = '7383.37', TFT = '7328.97', StemGNN = '7345.92', MLPMultivariate = '7647.86', TiDE = '7375.17', DeepNPTS = '7346.87', y = '7373.33', min_within_quantile = '7304.94', max_within_quantile = '7443.43' WHERE ds = '2024-10-28 00:00:00'
-2024-11-25 17:28:45,519 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7371.94', Informer = '7315.6', LSTM = '7442.14', iTransformer = '7596.75', TSMixer = '7382.77', TSMixerx = '7392.34', PatchTST = '7380.17', RNN = '7375.12', GRU = '7417.23', TCN = '7439.38', BiTCN = '7337.48', DilatedRNN = '7421.91', MLP = '7375.57', DLinear = '7398.13', NLinear = '7391.33', TFT = '7329.01', StemGNN = '7342.42', MLPMultivariate = '7586.51', TiDE = '7383.43', DeepNPTS = '7358.42', y = '7380.0', min_within_quantile = '7315.6', max_within_quantile = '7596.75' WHERE ds = '2024-10-29 00:00:00'
-2024-11-25 17:28:45,519 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7371.94', Informer = '7315.6', LSTM = '7442.14', iTransformer = '7596.75', TSMixer = '7382.77', TSMixerx = '7392.34', PatchTST = '7380.17', RNN = '7375.12', GRU = '7417.23', TCN = '7439.38', BiTCN = '7337.48', DilatedRNN = '7421.91', MLP = '7375.57', DLinear = '7398.13', NLinear = '7391.33', TFT = '7329.01', StemGNN = '7342.42', MLPMultivariate = '7586.51', TiDE = '7383.43', DeepNPTS = '7358.42', y = '7380.0', min_within_quantile = '7315.6', max_within_quantile = '7596.75' WHERE ds = '2024-10-29 00:00:00'
-2024-11-25 17:28:45,522 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7384.5', Informer = '7351.3', LSTM = '7447.51', iTransformer = '7516.77', TSMixer = '7389.46', TSMixerx = '7445.73', PatchTST = '7383.48', RNN = '7380.29', GRU = '7424.58', TCN = '7429.07', BiTCN = '7388.24', DilatedRNN = '7428.72', MLP = '7390.92', DLinear = '7393.59', NLinear = '7389.75', TFT = '7350.55', StemGNN = '7339.54', MLPMultivariate = '7519.05', TiDE = '7368.5', DeepNPTS = '7356.88', y = '7330.0', min_within_quantile = '7339.54', max_within_quantile = '7519.05' WHERE ds = '2024-10-30 00:00:00'
-2024-11-25 17:28:45,522 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7384.5', Informer = '7351.3', LSTM = '7447.51', iTransformer = '7516.77', TSMixer = '7389.46', TSMixerx = '7445.73', PatchTST = '7383.48', RNN = '7380.29', GRU = '7424.58', TCN = '7429.07', BiTCN = '7388.24', DilatedRNN = '7428.72', MLP = '7390.92', DLinear = '7393.59', NLinear = '7389.75', TFT = '7350.55', StemGNN = '7339.54', MLPMultivariate = '7519.05', TiDE = '7368.5', DeepNPTS = '7356.88', y = '7330.0', min_within_quantile = '7339.54', max_within_quantile = '7519.05' WHERE ds = '2024-10-30 00:00:00'
-2024-11-25 17:28:45,525 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7327.23', Informer = '7288.39', LSTM = '7409.56', iTransformer = '7335.54', TSMixer = '7351.44', TSMixerx = '7386.44', PatchTST = '7342.59', RNN = '7322.79', GRU = '7379.23', TCN = '7415.01', BiTCN = '7359.43', DilatedRNN = '7394.15', MLP = '7386.25', DLinear = '7358.17', NLinear = '7338.4', TFT = '7292.65', StemGNN = '7335.02', MLPMultivariate = '7477.89', TiDE = '7332.95', DeepNPTS = '7398.17', y = '7340.0', min_within_quantile = '7288.39', max_within_quantile = '7477.89' WHERE ds = '2024-10-31 00:00:00'
-2024-11-25 17:28:45,525 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7327.23', Informer = '7288.39', LSTM = '7409.56', iTransformer = '7335.54', TSMixer = '7351.44', TSMixerx = '7386.44', PatchTST = '7342.59', RNN = '7322.79', GRU = '7379.23', TCN = '7415.01', BiTCN = '7359.43', DilatedRNN = '7394.15', MLP = '7386.25', DLinear = '7358.17', NLinear = '7338.4', TFT = '7292.65', StemGNN = '7335.02', MLPMultivariate = '7477.89', TiDE = '7332.95', DeepNPTS = '7398.17', y = '7340.0', min_within_quantile = '7288.39', max_within_quantile = '7477.89' WHERE ds = '2024-10-31 00:00:00'
-2024-11-25 17:28:45,529 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7322.6', Informer = '7371.96', LSTM = '7420.86', iTransformer = '7334.93', TSMixer = '7351.36', TSMixerx = '7337.23', PatchTST = '7357.66', RNN = '7335.26', GRU = '7397.79', TCN = '7413.96', BiTCN = '7370.36', DilatedRNN = '7399.68', MLP = '7406.5', DLinear = '7355.38', NLinear = '7345.56', TFT = '7311.47', StemGNN = '7331.37', MLPMultivariate = '7453.73', TiDE = '7346.34', DeepNPTS = '7397.43', y = '7363.33', min_within_quantile = '7311.47', max_within_quantile = '7453.73' WHERE ds = '2024-11-01 00:00:00'
-2024-11-25 17:28:45,529 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7322.6', Informer = '7371.96', LSTM = '7420.86', iTransformer = '7334.93', TSMixer = '7351.36', TSMixerx = '7337.23', PatchTST = '7357.66', RNN = '7335.26', GRU = '7397.79', TCN = '7413.96', BiTCN = '7370.36', DilatedRNN = '7399.68', MLP = '7406.5', DLinear = '7355.38', NLinear = '7345.56', TFT = '7311.47', StemGNN = '7331.37', MLPMultivariate = '7453.73', TiDE = '7346.34', DeepNPTS = '7397.43', y = '7363.33', min_within_quantile = '7311.47', max_within_quantile = '7453.73' WHERE ds = '2024-11-01 00:00:00'
-2024-11-25 17:28:45,530 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7350.24', Informer = '7412.2', LSTM = '7435.6', iTransformer = '7347.57', TSMixer = '7362.38', TSMixerx = '7338.97', PatchTST = '7377.67', RNN = '7368.39', GRU = '7412.11', TCN = '7422.61', BiTCN = '7392.8', DilatedRNN = '7411.35', MLP = '7429.9', DLinear = '7348.76', NLinear = '7364.08', TFT = '7348.24', StemGNN = '7328.76', MLPMultivariate = '7423.61', TiDE = '7362.26', DeepNPTS = '7432.94', y = '7360.0', min_within_quantile = '7328.76', max_within_quantile = '7435.6' WHERE ds = '2024-11-04 00:00:00'
-2024-11-25 17:28:45,530 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7350.24', Informer = '7412.2', LSTM = '7435.6', iTransformer = '7347.57', TSMixer = '7362.38', TSMixerx = '7338.97', PatchTST = '7377.67', RNN = '7368.39', GRU = '7412.11', TCN = '7422.61', BiTCN = '7392.8', DilatedRNN = '7411.35', MLP = '7429.9', DLinear = '7348.76', NLinear = '7364.08', TFT = '7348.24', StemGNN = '7328.76', MLPMultivariate = '7423.61', TiDE = '7362.26', DeepNPTS = '7432.94', y = '7360.0', min_within_quantile = '7328.76', max_within_quantile = '7435.6' WHERE ds = '2024-11-04 00:00:00'
-2024-11-25 17:28:45,532 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7341.32', Informer = '7403.45', LSTM = '7432.38', iTransformer = '7346.31', TSMixer = '7351.92', TSMixerx = '7399.55', PatchTST = '7381.86', RNN = '7359.55', GRU = '7406.81', TCN = '7415.29', BiTCN = '7381.08', DilatedRNN = '7406.65', MLP = '7419.28', DLinear = '7363.51', NLinear = '7364.03', TFT = '7348.01', StemGNN = '7326.1', MLPMultivariate = '7421.71', TiDE = '7350.4', DeepNPTS = '7430.0', y = '7357.5', min_within_quantile = '7326.1', max_within_quantile = '7432.38' WHERE ds = '2024-11-05 00:00:00'
-2024-11-25 17:28:45,532 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7341.32', Informer = '7403.45', LSTM = '7432.38', iTransformer = '7346.31', TSMixer = '7351.92', TSMixerx = '7399.55', PatchTST = '7381.86', RNN = '7359.55', GRU = '7406.81', TCN = '7415.29', BiTCN = '7381.08', DilatedRNN = '7406.65', MLP = '7419.28', DLinear = '7363.51', NLinear = '7364.03', TFT = '7348.01', StemGNN = '7326.1', MLPMultivariate = '7421.71', TiDE = '7350.4', DeepNPTS = '7430.0', y = '7357.5', min_within_quantile = '7326.1', max_within_quantile = '7432.38' WHERE ds = '2024-11-05 00:00:00'
-2024-11-25 17:28:45,535 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7342.7', Informer = '7379.48', LSTM = '7431.43', iTransformer = '7325.04', TSMixer = '7345.92', TSMixerx = '7401.42', PatchTST = '7365.39', RNN = '7358.68', GRU = '7406.36', TCN = '7413.96', BiTCN = '7350.11', DilatedRNN = '7407.09', MLP = '7368.85', DLinear = '7345.97', NLinear = '7365.12', TFT = '7347.75', StemGNN = '7323.35', MLPMultivariate = '7370.36', TiDE = '7337.4', DeepNPTS = '7406.72', y = '7383.33', min_within_quantile = '7323.35', max_within_quantile = '7431.43' WHERE ds = '2024-11-06 00:00:00'
-2024-11-25 17:28:45,535 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7342.7', Informer = '7379.48', LSTM = '7431.43', iTransformer = '7325.04', TSMixer = '7345.92', TSMixerx = '7401.42', PatchTST = '7365.39', RNN = '7358.68', GRU = '7406.36', TCN = '7413.96', BiTCN = '7350.11', DilatedRNN = '7407.09', MLP = '7368.85', DLinear = '7345.97', NLinear = '7365.12', TFT = '7347.75', StemGNN = '7323.35', MLPMultivariate = '7370.36', TiDE = '7337.4', DeepNPTS = '7406.72', y = '7383.33', min_within_quantile = '7323.35', max_within_quantile = '7431.43' WHERE ds = '2024-11-06 00:00:00'
-2024-11-25 17:28:45,538 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7361.85', Informer = '7376.82', LSTM = '7450.25', iTransformer = '7314.2', TSMixer = '7366.01', TSMixerx = '7408.66', PatchTST = '7375.19', RNN = '7389.31', GRU = '7428.86', TCN = '7425.76', BiTCN = '7357.23', DilatedRNN = '7424.3', MLP = '7355.54', DLinear = '7358.0', NLinear = '7389.64', TFT = '7367.46', StemGNN = '7321.63', MLPMultivariate = '7379.98', TiDE = '7364.09', DeepNPTS = '7363.7', y = '7366.67', min_within_quantile = '7314.2', max_within_quantile = '7450.25' WHERE ds = '2024-11-07 00:00:00'
-2024-11-25 17:28:45,538 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7361.85', Informer = '7376.82', LSTM = '7450.25', iTransformer = '7314.2', TSMixer = '7366.01', TSMixerx = '7408.66', PatchTST = '7375.19', RNN = '7389.31', GRU = '7428.86', TCN = '7425.76', BiTCN = '7357.23', DilatedRNN = '7424.3', MLP = '7355.54', DLinear = '7358.0', NLinear = '7389.64', TFT = '7367.46', StemGNN = '7321.63', MLPMultivariate = '7379.98', TiDE = '7364.09', DeepNPTS = '7363.7', y = '7366.67', min_within_quantile = '7314.2', max_within_quantile = '7450.25' WHERE ds = '2024-11-07 00:00:00'
-2024-11-25 17:28:45,541 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.41', Informer = '7315.01', LSTM = '7436.08', iTransformer = '7302.99', TSMixer = '7356.0', TSMixerx = '7365.51', PatchTST = '7338.29', RNN = '7364.19', GRU = '7409.51', TCN = '7418.2', BiTCN = '7349.11', DilatedRNN = '7409.37', MLP = '7353.97', DLinear = '7365.93', NLinear = '7362.72', TFT = '7355.07', StemGNN = '7319.76', MLPMultivariate = '7416.53', TiDE = '7356.06', DeepNPTS = '7362.91', y = '7383.33', min_within_quantile = '7302.99', max_within_quantile = '7436.08' WHERE ds = '2024-11-08 00:00:00'
-2024-11-25 17:28:45,541 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.41', Informer = '7315.01', LSTM = '7436.08', iTransformer = '7302.99', TSMixer = '7356.0', TSMixerx = '7365.51', PatchTST = '7338.29', RNN = '7364.19', GRU = '7409.51', TCN = '7418.2', BiTCN = '7349.11', DilatedRNN = '7409.37', MLP = '7353.97', DLinear = '7365.93', NLinear = '7362.72', TFT = '7355.07', StemGNN = '7319.76', MLPMultivariate = '7416.53', TiDE = '7356.06', DeepNPTS = '7362.91', y = '7383.33', min_within_quantile = '7302.99', max_within_quantile = '7436.08' WHERE ds = '2024-11-08 00:00:00'
-2024-11-25 17:28:45,543 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7370.4', Informer = '7295.31', LSTM = '7450.37', iTransformer = '7303.38', TSMixer = '7368.27', TSMixerx = '7371.47', PatchTST = '7340.48', RNN = '7383.68', GRU = '7429.25', TCN = '7438.82', BiTCN = '7360.53', DilatedRNN = '7423.31', MLP = '7367.64', DLinear = '7350.49', NLinear = '7374.88', TFT = '7361.41', StemGNN = '7318.79', MLPMultivariate = '7446.76', TiDE = '7358.47', DeepNPTS = '7363.16', y = '7340.0', min_within_quantile = '7295.31', max_within_quantile = '7450.37' WHERE ds = '2024-11-11 00:00:00'
-2024-11-25 17:28:45,543 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7370.4', Informer = '7295.31', LSTM = '7450.37', iTransformer = '7303.38', TSMixer = '7368.27', TSMixerx = '7371.47', PatchTST = '7340.48', RNN = '7383.68', GRU = '7429.25', TCN = '7438.82', BiTCN = '7360.53', DilatedRNN = '7423.31', MLP = '7367.64', DLinear = '7350.49', NLinear = '7374.88', TFT = '7361.41', StemGNN = '7318.79', MLPMultivariate = '7446.76', TiDE = '7358.47', DeepNPTS = '7363.16', y = '7340.0', min_within_quantile = '7295.31', max_within_quantile = '7450.37' WHERE ds = '2024-11-11 00:00:00'
-2024-11-25 17:28:45,546 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7327.88', Informer = '7234.36', LSTM = '7416.22', iTransformer = '7298.64', TSMixer = '7344.54', TSMixerx = '7352.78', PatchTST = '7299.86', RNN = '7335.63', GRU = '7386.56', TCN = '7436.34', BiTCN = '7359.84', DilatedRNN = '7390.64', MLP = '7339.69', DLinear = '7347.06', NLinear = '7329.01', TFT = '7311.03', StemGNN = '7316.53', MLPMultivariate = '7430.11', TiDE = '7335.26', DeepNPTS = '7372.1', y = '7306.67', min_within_quantile = '7234.36', max_within_quantile = '7436.34' WHERE ds = '2024-11-12 00:00:00'
-2024-11-25 17:28:45,546 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7327.88', Informer = '7234.36', LSTM = '7416.22', iTransformer = '7298.64', TSMixer = '7344.54', TSMixerx = '7352.78', PatchTST = '7299.86', RNN = '7335.63', GRU = '7386.56', TCN = '7436.34', BiTCN = '7359.84', DilatedRNN = '7390.64', MLP = '7339.69', DLinear = '7347.06', NLinear = '7329.01', TFT = '7311.03', StemGNN = '7316.53', MLPMultivariate = '7430.11', TiDE = '7335.26', DeepNPTS = '7372.1', y = '7306.67', min_within_quantile = '7234.36', max_within_quantile = '7436.34' WHERE ds = '2024-11-12 00:00:00'
-2024-11-25 17:28:45,548 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7293.75', Informer = '7222.33', LSTM = '7395.0', iTransformer = '7303.12', TSMixer = '7315.56', TSMixerx = '7330.61', PatchTST = '7299.39', RNN = '7294.96', GRU = '7367.16', TCN = '7413.16', BiTCN = '7354.2', DilatedRNN = '7368.64', MLP = '7341.22', DLinear = '7321.57', NLinear = '7292.03', TFT = '7278.37', StemGNN = '7313.46', MLPMultivariate = '7413.3', TiDE = '7309.92', DeepNPTS = '7368.12', y = '7323.33', min_within_quantile = '7222.33', max_within_quantile = '7413.3' WHERE ds = '2024-11-13 00:00:00'
-2024-11-25 17:28:45,548 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7293.75', Informer = '7222.33', LSTM = '7395.0', iTransformer = '7303.12', TSMixer = '7315.56', TSMixerx = '7330.61', PatchTST = '7299.39', RNN = '7294.96', GRU = '7367.16', TCN = '7413.16', BiTCN = '7354.2', DilatedRNN = '7368.64', MLP = '7341.22', DLinear = '7321.57', NLinear = '7292.03', TFT = '7278.37', StemGNN = '7313.46', MLPMultivariate = '7413.3', TiDE = '7309.92', DeepNPTS = '7368.12', y = '7323.33', min_within_quantile = '7222.33', max_within_quantile = '7413.3' WHERE ds = '2024-11-13 00:00:00'
-2024-11-25 17:28:45,550 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7311.79', Informer = '7247.7', LSTM = '7408.33', iTransformer = '7308.28', TSMixer = '7323.93', TSMixerx = '7352.86', PatchTST = '7332.45', RNN = '7323.25', GRU = '7383.86', TCN = '7419.8', BiTCN = '7346.99', DilatedRNN = '7379.9', MLP = '7354.45', DLinear = '7303.14', NLinear = '7323.51', TFT = '7305.42', StemGNN = '7311.4', MLPMultivariate = '7412.5', TiDE = '7321.54', DeepNPTS = '7360.62', y = '7353.33', min_within_quantile = '7247.7', max_within_quantile = '7419.8' WHERE ds = '2024-11-14 00:00:00'
-2024-11-25 17:28:45,550 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7311.79', Informer = '7247.7', LSTM = '7408.33', iTransformer = '7308.28', TSMixer = '7323.93', TSMixerx = '7352.86', PatchTST = '7332.45', RNN = '7323.25', GRU = '7383.86', TCN = '7419.8', BiTCN = '7346.99', DilatedRNN = '7379.9', MLP = '7354.45', DLinear = '7303.14', NLinear = '7323.51', TFT = '7305.42', StemGNN = '7311.4', MLPMultivariate = '7412.5', TiDE = '7321.54', DeepNPTS = '7360.62', y = '7353.33', min_within_quantile = '7247.7', max_within_quantile = '7419.8' WHERE ds = '2024-11-14 00:00:00'
-2024-11-25 17:28:45,552 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7319.68', Informer = '7284.53', LSTM = '7428.81', iTransformer = '7313.95', TSMixer = '7347.07', TSMixerx = '7322.87', PatchTST = '7354.39', RNN = '7358.35', GRU = '7405.38', TCN = '7427.56', BiTCN = '7340.19', DilatedRNN = '7398.84', MLP = '7369.0', DLinear = '7342.98', NLinear = '7354.87', TFT = '7342.94', StemGNN = '7310.14', MLPMultivariate = '7414.84', TiDE = '7342.98', DeepNPTS = '7357.97', y = '7393.33', min_within_quantile = '7284.53', max_within_quantile = '7428.81' WHERE ds = '2024-11-15 00:00:00'
-2024-11-25 17:28:45,552 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7319.68', Informer = '7284.53', LSTM = '7428.81', iTransformer = '7313.95', TSMixer = '7347.07', TSMixerx = '7322.87', PatchTST = '7354.39', RNN = '7358.35', GRU = '7405.38', TCN = '7427.56', BiTCN = '7340.19', DilatedRNN = '7398.84', MLP = '7369.0', DLinear = '7342.98', NLinear = '7354.87', TFT = '7342.94', StemGNN = '7310.14', MLPMultivariate = '7414.84', TiDE = '7342.98', DeepNPTS = '7357.97', y = '7393.33', min_within_quantile = '7284.53', max_within_quantile = '7428.81' WHERE ds = '2024-11-15 00:00:00'
-2024-11-25 17:28:45,555 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7369.85', Informer = '7357.13', LSTM = '7457.2', iTransformer = '7375.93', TSMixer = '7390.23', TSMixerx = '7362.16', PatchTST = '7391.84', RNN = '7404.33', GRU = '7436.34', TCN = '7456.57', BiTCN = '7364.09', DilatedRNN = '7430.0', MLP = '7387.04', DLinear = '7371.61', NLinear = '7400.09', TFT = '7383.62', StemGNN = '7310.65', MLPMultivariate = '7445.21', TiDE = '7390.35', DeepNPTS = '7371.28', y = '7363.33', min_within_quantile = '7310.65', max_within_quantile = '7457.2' WHERE ds = '2024-11-18 00:00:00'
-2024-11-25 17:28:45,555 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7369.85', Informer = '7357.13', LSTM = '7457.2', iTransformer = '7375.93', TSMixer = '7390.23', TSMixerx = '7362.16', PatchTST = '7391.84', RNN = '7404.33', GRU = '7436.34', TCN = '7456.57', BiTCN = '7364.09', DilatedRNN = '7430.0', MLP = '7387.04', DLinear = '7371.61', NLinear = '7400.09', TFT = '7383.62', StemGNN = '7310.65', MLPMultivariate = '7445.21', TiDE = '7390.35', DeepNPTS = '7371.28', y = '7363.33', min_within_quantile = '7310.65', max_within_quantile = '7457.2' WHERE ds = '2024-11-18 00:00:00'
-2024-11-25 17:28:45,558 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7359.15', Informer = '7375.48', LSTM = '7458.51', iTransformer = '7341.49', TSMixer = '7377.94', TSMixerx = '7366.39', PatchTST = '7394.69', RNN = '7445.63', GRU = '7430.13', TCN = '7466.19', BiTCN = '7356.74', DilatedRNN = '7411.99', MLP = '7377.77', DLinear = '7365.6', NLinear = '7376.27', TFT = '7375.41', StemGNN = '7305.28', MLPMultivariate = '7422.22', TiDE = '7377.65', DeepNPTS = '7365.46', y = '7370.0', min_within_quantile = '7305.28', max_within_quantile = '7466.19' WHERE ds = '2024-11-19 00:00:00'
-2024-11-25 17:28:45,558 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7359.15', Informer = '7375.48', LSTM = '7458.51', iTransformer = '7341.49', TSMixer = '7377.94', TSMixerx = '7366.39', PatchTST = '7394.69', RNN = '7445.63', GRU = '7430.13', TCN = '7466.19', BiTCN = '7356.74', DilatedRNN = '7411.99', MLP = '7377.77', DLinear = '7365.6', NLinear = '7376.27', TFT = '7375.41', StemGNN = '7305.28', MLPMultivariate = '7422.22', TiDE = '7377.65', DeepNPTS = '7365.46', y = '7370.0', min_within_quantile = '7305.28', max_within_quantile = '7466.19' WHERE ds = '2024-11-19 00:00:00'
-2024-11-25 17:28:45,560 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7362.62', Informer = '7351.23', LSTM = '7456.38', iTransformer = '7308.27', TSMixer = '7380.61', TSMixerx = '7353.71', PatchTST = '7381.17', RNN = '7446.78', GRU = '7443.38', TCN = '7447.63', BiTCN = '7353.04', DilatedRNN = '7413.24', MLP = '7370.46', DLinear = '7371.66', NLinear = '7373.41', TFT = '7364.26', StemGNN = '7304.08', MLPMultivariate = '7398.96', TiDE = '7357.4', DeepNPTS = '7367.49', y = '7406.67', min_within_quantile = '7304.08', max_within_quantile = '7456.38' WHERE ds = '2024-11-20 00:00:00'
-2024-11-25 17:28:45,560 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7362.62', Informer = '7351.23', LSTM = '7456.38', iTransformer = '7308.27', TSMixer = '7380.61', TSMixerx = '7353.71', PatchTST = '7381.17', RNN = '7446.78', GRU = '7443.38', TCN = '7447.63', BiTCN = '7353.04', DilatedRNN = '7413.24', MLP = '7370.46', DLinear = '7371.66', NLinear = '7373.41', TFT = '7364.26', StemGNN = '7304.08', MLPMultivariate = '7398.96', TiDE = '7357.4', DeepNPTS = '7367.49', y = '7406.67', min_within_quantile = '7304.08', max_within_quantile = '7456.38' WHERE ds = '2024-11-20 00:00:00'
-2024-11-25 17:28:45,562 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7354.85', Informer = '7346.24', LSTM = '7442.15', iTransformer = '7300.34', TSMixer = '7359.81', TSMixerx = '7363.03', PatchTST = '7371.89', RNN = '7449.58', GRU = '7446.84', TCN = '7458.07', BiTCN = '7342.97', DilatedRNN = '7407.59', MLP = '7341.86', DLinear = '7332.68', NLinear = '7364.09', TFT = '7353.69', StemGNN = '7298.96', MLPMultivariate = '7386.73', TiDE = '7321.63', DeepNPTS = '7358.93', y = '7430.0', min_within_quantile = '7298.96', max_within_quantile = '7458.07' WHERE ds = '2024-11-21 00:00:00'
-2024-11-25 17:28:45,562 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7354.85', Informer = '7346.24', LSTM = '7442.15', iTransformer = '7300.34', TSMixer = '7359.81', TSMixerx = '7363.03', PatchTST = '7371.89', RNN = '7449.58', GRU = '7446.84', TCN = '7458.07', BiTCN = '7342.97', DilatedRNN = '7407.59', MLP = '7341.86', DLinear = '7332.68', NLinear = '7364.09', TFT = '7353.69', StemGNN = '7298.96', MLPMultivariate = '7386.73', TiDE = '7321.63', DeepNPTS = '7358.93', y = '7430.0', min_within_quantile = '7298.96', max_within_quantile = '7458.07' WHERE ds = '2024-11-21 00:00:00'
-2024-11-25 17:28:45,565 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7353.64', Informer = '7336.61', LSTM = '7437.2', iTransformer = '7275.69', TSMixer = '7326.2', TSMixerx = '7354.65', PatchTST = '7317.2', RNN = '7451.53', GRU = '7427.21', TCN = '7426.26', BiTCN = '7326.61', DilatedRNN = '7405.67', MLP = '7325.8', DLinear = '7313.91', NLinear = '7368.82', TFT = '7343.28', StemGNN = '7302.4', MLPMultivariate = '7366.82', TiDE = '7299.49', DeepNPTS = '7360.79', y = '7426.67', min_within_quantile = '7275.69', max_within_quantile = '7451.53' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 17:28:45,565 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7353.64', Informer = '7336.61', LSTM = '7437.2', iTransformer = '7275.69', TSMixer = '7326.2', TSMixerx = '7354.65', PatchTST = '7317.2', RNN = '7451.53', GRU = '7427.21', TCN = '7426.26', BiTCN = '7326.61', DilatedRNN = '7405.67', MLP = '7325.8', DLinear = '7313.91', NLinear = '7368.82', TFT = '7343.28', StemGNN = '7302.4', MLPMultivariate = '7366.82', TiDE = '7299.49', DeepNPTS = '7360.79', y = '7426.67', min_within_quantile = '7275.69', max_within_quantile = '7451.53' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 17:28:45,568 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7440.7', Informer = '7406.99', LSTM = '7455.78', iTransformer = '7407.78', TSMixer = '7411.64', TSMixerx = '7419.53', PatchTST = '7436.11', RNN = '7432.08', GRU = '7441.29', TCN = '7491.83', BiTCN = '7431.49', DilatedRNN = '7442.25', MLP = '7411.43', DLinear = '7405.21', NLinear = '7422.46', TFT = '7404.0', StemGNN = '7324.65', MLPMultivariate = '7410.98', TiDE = '7411.23', DeepNPTS = '7425.01', y = 'nan', min_within_quantile = '7324.65', max_within_quantile = '7491.83' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 17:28:45,568 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7440.7', Informer = '7406.99', LSTM = '7455.78', iTransformer = '7407.78', TSMixer = '7411.64', TSMixerx = '7419.53', PatchTST = '7436.11', RNN = '7432.08', GRU = '7441.29', TCN = '7491.83', BiTCN = '7431.49', DilatedRNN = '7442.25', MLP = '7411.43', DLinear = '7405.21', NLinear = '7422.46', TFT = '7404.0', StemGNN = '7324.65', MLPMultivariate = '7410.98', TiDE = '7411.23', DeepNPTS = '7425.01', y = 'nan', min_within_quantile = '7324.65', max_within_quantile = '7491.83' WHERE ds = '2024-11-25 00:00:00'
-2024-11-25 17:28:45,570 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7422.57', Informer = '7386.64', LSTM = '7455.13', iTransformer = '7381.04', TSMixer = '7390.1', TSMixerx = '7403.35', PatchTST = '7419.92', RNN = '7455.79', GRU = '7432.64', TCN = '7463.68', BiTCN = '7430.11', DilatedRNN = '7423.93', MLP = '7408.97', DLinear = '7392.53', NLinear = '7390.62', TFT = '7391.05', StemGNN = '7319.54', MLPMultivariate = '7402.37', TiDE = '7392.94', DeepNPTS = '7423.61', y = 'nan', min_within_quantile = '7319.54', max_within_quantile = '7463.68' WHERE ds = '2024-11-26 00:00:00'
-2024-11-25 17:28:45,570 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7422.57', Informer = '7386.64', LSTM = '7455.13', iTransformer = '7381.04', TSMixer = '7390.1', TSMixerx = '7403.35', PatchTST = '7419.92', RNN = '7455.79', GRU = '7432.64', TCN = '7463.68', BiTCN = '7430.11', DilatedRNN = '7423.93', MLP = '7408.97', DLinear = '7392.53', NLinear = '7390.62', TFT = '7391.05', StemGNN = '7319.54', MLPMultivariate = '7402.37', TiDE = '7392.94', DeepNPTS = '7423.61', y = 'nan', min_within_quantile = '7319.54', max_within_quantile = '7463.68' WHERE ds = '2024-11-26 00:00:00'
-2024-11-25 17:28:45,573 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7414.72', Informer = '7408.37', LSTM = '7453.43', iTransformer = '7358.92', TSMixer = '7377.72', TSMixerx = '7419.47', PatchTST = '7430.08', RNN = '7455.72', GRU = '7440.96', TCN = '7438.4', BiTCN = '7431.67', DilatedRNN = '7423.74', MLP = '7389.97', DLinear = '7368.94', NLinear = '7374.83', TFT = '7387.64', StemGNN = '7318.4', MLPMultivariate = '7388.68', TiDE = '7374.93', DeepNPTS = '7420.75', y = 'nan', min_within_quantile = '7318.4', max_within_quantile = '7455.72' WHERE ds = '2024-11-27 00:00:00'
-2024-11-25 17:28:45,573 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7414.72', Informer = '7408.37', LSTM = '7453.43', iTransformer = '7358.92', TSMixer = '7377.72', TSMixerx = '7419.47', PatchTST = '7430.08', RNN = '7455.72', GRU = '7440.96', TCN = '7438.4', BiTCN = '7431.67', DilatedRNN = '7423.74', MLP = '7389.97', DLinear = '7368.94', NLinear = '7374.83', TFT = '7387.64', StemGNN = '7318.4', MLPMultivariate = '7388.68', TiDE = '7374.93', DeepNPTS = '7420.75', y = 'nan', min_within_quantile = '7318.4', max_within_quantile = '7455.72' WHERE ds = '2024-11-27 00:00:00'
-2024-11-25 17:28:45,576 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7421.91', Informer = '7434.42', LSTM = '7441.04', iTransformer = '7363.89', TSMixer = '7364.05', TSMixerx = '7411.79', PatchTST = '7424.91', RNN = '7452.44', GRU = '7442.79', TCN = '7431.15', BiTCN = '7422.26', DilatedRNN = '7417.26', MLP = '7370.89', DLinear = '7373.86', NLinear = '7362.26', TFT = '7383.9', StemGNN = '7313.52', MLPMultivariate = '7388.14', TiDE = '7351.54', DeepNPTS = '7413.91', y = 'nan', min_within_quantile = '7313.52', max_within_quantile = '7452.44' WHERE ds = '2024-11-28 00:00:00'
-2024-11-25 17:28:45,576 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7421.91', Informer = '7434.42', LSTM = '7441.04', iTransformer = '7363.89', TSMixer = '7364.05', TSMixerx = '7411.79', PatchTST = '7424.91', RNN = '7452.44', GRU = '7442.79', TCN = '7431.15', BiTCN = '7422.26', DilatedRNN = '7417.26', MLP = '7370.89', DLinear = '7373.86', NLinear = '7362.26', TFT = '7383.9', StemGNN = '7313.52', MLPMultivariate = '7388.14', TiDE = '7351.54', DeepNPTS = '7413.91', y = 'nan', min_within_quantile = '7313.52', max_within_quantile = '7452.44' WHERE ds = '2024-11-28 00:00:00'
-2024-11-25 17:28:46,824 - my_logger - INFO - 训练数据绘图end
-2024-11-25 17:28:46,824 - my_logger - INFO - 训练数据绘图end
-2024-11-25 17:28:46,825 - my_logger - INFO - 制作报告ing
-2024-11-25 17:28:46,825 - my_logger - INFO - 制作报告ing
-2024-11-25 17:28:46,938 - my_logger - INFO - 开始绘制价差类指标的相关性直方图
-2024-11-25 17:28:46,938 - my_logger - INFO - 开始绘制价差类指标的相关性直方图
-2024-11-25 17:28:48,809 - my_logger - INFO - 价差类指标的相关性总和为：11.023891256160478
-2024-11-25 17:28:48,809 - my_logger - INFO - 价差类指标的相关性总和为：11.023891256160478
-2024-11-25 17:28:48,810 - my_logger - INFO - 开始绘制价格类指标的相关性直方图
-2024-11-25 17:28:48,810 - my_logger - INFO - 开始绘制价格类指标的相关性直方图
-2024-11-25 17:28:50,492 - my_logger - INFO - 价格类指标的相关性总和为：87.76277389578601
-2024-11-25 17:28:50,492 - my_logger - INFO - 价格类指标的相关性总和为：87.76277389578601
-2024-11-25 17:28:50,493 - my_logger - INFO - 开始绘制供应类指标的相关性直方图
-2024-11-25 17:28:50,493 - my_logger - INFO - 开始绘制供应类指标的相关性直方图
-2024-11-25 17:28:52,163 - my_logger - INFO - 供应类指标的相关性总和为：19.723414513070658
-2024-11-25 17:28:52,163 - my_logger - INFO - 供应类指标的相关性总和为：19.723414513070658
-2024-11-25 17:28:52,164 - my_logger - INFO - 开始绘制其他类指标的相关性直方图
-2024-11-25 17:28:52,164 - my_logger - INFO - 开始绘制其他类指标的相关性直方图
-2024-11-25 17:28:54,110 - my_logger - INFO - 其他类指标的相关性总和为：12.059627975868423
-2024-11-25 17:28:54,110 - my_logger - INFO - 其他类指标的相关性总和为：12.059627975868423
-2024-11-25 17:28:54,113 - my_logger - INFO - 开始绘制库存类指标的相关性直方图
-2024-11-25 17:28:54,113 - my_logger - INFO - 开始绘制库存类指标的相关性直方图
-2024-11-25 17:28:55,781 - my_logger - INFO - 库存类指标的相关性总和为：11.272817587731986
-2024-11-25 17:28:55,781 - my_logger - INFO - 库存类指标的相关性总和为：11.272817587731986
-2024-11-25 17:28:55,782 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图
-2024-11-25 17:28:55,782 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图
-2024-11-25 17:28:56,265 - my_logger - INFO - 进出口类指标的相关性总和为：1.6186883915910082
-2024-11-25 17:28:56,265 - my_logger - INFO - 进出口类指标的相关性总和为：1.6186883915910082
-2024-11-25 17:28:56,267 - my_logger - INFO - 开始绘制需求类指标的相关性直方图
-2024-11-25 17:28:56,267 - my_logger - INFO - 开始绘制需求类指标的相关性直方图
-2024-11-25 17:28:57,471 - my_logger - INFO - 需求类指标的相关性总和为：5.951645849523404
-2024-11-25 17:28:57,471 - my_logger - INFO - 需求类指标的相关性总和为：5.951645849523404
-2024-11-25 17:28:57,473 - my_logger - INFO - 开始绘制相关性总和的气泡图
-2024-11-25 17:28:57,473 - my_logger - INFO - 开始绘制相关性总和的气泡图
-2024-11-25 17:28:57,790 - my_logger - INFO - 绘制相关性总和的气泡图结束
-2024-11-25 17:28:57,790 - my_logger - INFO - 绘制相关性总和的气泡图结束
-2024-11-25 17:29:00,685 - my_logger - INFO - 制作报告end
-2024-11-25 17:29:00,685 - my_logger - INFO - 制作报告end
-2024-11-25 17:29:00,686 - my_logger - INFO - 模型训练完成
-2024-11-25 17:29:00,686 - my_logger - INFO - 模型训练完成
-2024-11-25 22:42:00,605 - my_logger - INFO - 从eta获取数据...
-2024-11-25 22:42:01,181 - my_logger - INFO - 跳过指标 美国:东海岸地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-25 22:42:01,375 - my_logger - INFO - 跳过指标 美国:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-25 22:42:01,528 - my_logger - INFO - 跳过指标 美国:洛基山地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-25 22:42:01,682 - my_logger - INFO - 跳过指标 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-25 22:42:01,852 - my_logger - INFO - 跳过指标 美国:西海岸地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-25 22:42:02,011 - my_logger - INFO - 跳过指标 美国:中西部地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-25 22:42:02,773 - my_logger - INFO - 跳过指标 中国航班执行数/7DMA
-2024-11-25 22:42:03,126 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差负值
-2024-11-25 22:42:03,126 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差
-2024-11-25 22:42:03,342 - my_logger - INFO - 跳过指标 美国汽油产量（周度）1周环差
-2024-11-25 22:42:04,334 - my_logger - INFO - 跳过指标 美国原油周度表需/4WMA
-2024-11-25 22:42:04,334 - my_logger - INFO - 跳过指标 美国油品表需/4WMA
-2024-11-25 22:42:04,335 - my_logger - INFO - 跳过指标 美国油品表需4周环差
-2024-11-25 22:42:04,489 - my_logger - INFO - 跳过指标 道琼斯旅游与休闲/标普500
-2024-11-25 22:42:04,490 - my_logger - INFO - 跳过指标 DOE-柴油产量1周环差
-2024-11-25 22:42:04,491 - my_logger - INFO - 跳过指标 DOE-美国汽油产量1周环差
-2024-11-25 22:42:04,491 - my_logger - INFO - 跳过指标 美国航煤表需一周环差负值
-2024-11-25 22:42:04,492 - my_logger - INFO - 跳过指标 美国馏分油表需一周环差负值
-2024-11-25 22:42:04,493 - my_logger - INFO - 跳过指标 美国汽油表需一周环差负值
-2024-11-25 22:42:04,493 - my_logger - INFO - 跳过指标 欧洲汽油裂差
-2024-11-25 22:42:04,494 - my_logger - INFO - 跳过指标 欧洲柴油裂差
-2024-11-25 22:42:04,809 - my_logger - INFO - 跳过指标 中国主营炼厂产能利用率1周环差
-2024-11-25 22:42:05,218 - my_logger - INFO - 跳过指标 美国零售拥堵指数（周环比）/3WMA
-2024-11-25 22:42:05,218 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差
-2024-11-25 22:42:06,140 - my_logger - INFO - 跳过指标 美国炼厂原油输入量4周均值
-2024-11-25 22:42:07,024 - my_logger - INFO - 跳过指标 美国柴油期货裂差
-2024-11-25 22:42:07,025 - my_logger - INFO - 跳过指标 美国墨西哥湾柴油裂差
-2024-11-25 22:42:07,114 - my_logger - INFO - 跳过指标 美国纽约港柴油裂差
-2024-11-25 22:42:07,115 - my_logger - INFO - 跳过指标 欧洲柴油期货裂差
-2024-11-25 22:42:07,116 - my_logger - INFO - 跳过指标 西北欧轻柴油裂差
-2024-11-25 22:42:07,117 - my_logger - INFO - 跳过指标 新加坡柴油裂差
-2024-11-25 22:42:07,117 - my_logger - INFO - 跳过指标 美国汽油期货裂差
-2024-11-25 22:42:07,118 - my_logger - INFO - 跳过指标 美国墨西哥湾汽油裂差
-2024-11-25 22:42:07,119 - my_logger - INFO - 跳过指标 美国纽约港汽油裂差
-2024-11-25 22:42:07,119 - my_logger - INFO - 跳过指标 欧洲鹿特丹汽油裂差
-2024-11-25 22:42:07,120 - my_logger - INFO - 跳过指标 新加坡汽油裂差
-2024-11-25 22:42:09,502 - my_logger - INFO - 跳过指标 美国汽柴航煤4周平均表需
-2024-11-25 22:42:10,877 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差/65DMA
-2024-11-25 22:42:10,878 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差/65DMA
-2024-11-25 22:42:10,879 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/65DMA
-2024-11-25 22:42:10,880 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/65DMA
-2024-11-25 22:42:10,880 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差
-2024-11-25 22:42:10,881 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差
-2024-11-25 22:42:10,882 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA
-2024-11-25 22:42:10,882 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA
-2024-11-25 22:42:13,393 - my_logger - INFO - 跳过指标 Brent连1合约价格/2DMA
-2024-11-25 22:42:13,393 - my_logger - INFO - 跳过指标 Brent连1合约价格/7DMA
-2024-11-25 22:42:13,394 - my_logger - INFO - 跳过指标 Brent连1合约价格/23DMA
-2024-11-25 22:42:13,395 - my_logger - INFO - 跳过指标 库欣原油库存超季节性/5年拟合残差/WTI c1-c6
-2024-11-25 22:42:13,395 - my_logger - INFO - 跳过指标 Brent连1合约价格/5DMA
-2024-11-25 22:42:13,396 - my_logger - INFO - 跳过指标 Brent c1-c2超季节性/3年
-2024-11-25 22:42:13,397 - my_logger - INFO - 跳过指标 PP主力收盘价拟合残差/期货收盘价（活跃）：布伦特原油
-2024-11-25 22:42:13,397 - my_logger - INFO - 跳过指标 Brent连1合约价格/11DMA
-2024-11-25 22:42:13,398 - my_logger - INFO - 跳过指标 山东地炼柴油裂解价差拟合残差/期货结算价（活跃）：布伦特原油
-2024-11-25 22:42:13,399 - my_logger - INFO - 跳过指标 山东地炼汽油裂解价差拟合残差/
-2024-11-25 22:42:13,400 - my_logger - INFO - 跳过指标 原油(中国胜利)拟合残差/布伦特原油
-2024-11-25 22:42:13,401 - my_logger - INFO - 跳过指标 Brent连1合约价格/21DMA
-2024-11-25 22:42:13,401 - my_logger - INFO - 跳过指标 Brent连1合约价格/14DMA
-2024-11-25 22:42:13,402 - my_logger - INFO - 跳过指标 Brent连1合约价格/16DMA
-2024-11-25 22:42:13,403 - my_logger - INFO - 跳过指标 Brent连1-连12
-2024-11-25 22:42:19,781 - my_logger - INFO - 跳过指标 WTI c1-c36
-2024-11-25 22:42:19,782 - my_logger - INFO - 跳过指标 WTI c1-c24
-2024-11-25 22:42:19,782 - my_logger - INFO - 跳过指标 WTI c1-c12
-2024-11-25 22:42:21,836 - my_logger - INFO - 跳过指标 Brent c1-c36
-2024-11-25 22:42:21,837 - my_logger - INFO - 跳过指标 Brent c1-c24
-2024-11-25 22:42:21,838 - my_logger - INFO - 跳过指标 Brent c1-c12
-2024-11-25 22:42:25,048 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环差
-2024-11-25 22:42:25,049 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环比
-2024-11-25 22:42:25,050 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/美国标普500指数
-2024-11-25 22:42:25,416 - my_logger - INFO - 跳过指标 Dubai连2合约价格
-2024-11-25 22:42:25,416 - my_logger - INFO - 跳过指标 Dubai连4合约价格
-2024-11-25 22:42:25,762 - my_logger - INFO - 跳过指标 美国RBOB期货2212月份合约价格
-2024-11-25 22:42:25,763 - my_logger - INFO - 跳过指标 美国RBOB期货2301月份合约价格
-2024-11-25 22:42:25,764 - my_logger - INFO - 跳过指标 美国RBOB期货2306月份合约价格
-2024-11-25 22:42:27,190 - my_logger - INFO - 跳过指标 Dubai连7合约价格
-2024-11-25 22:42:27,191 - my_logger - INFO - 跳过指标 Dubai连9合约价格
-2024-11-25 22:42:27,192 - my_logger - INFO - 跳过指标 迪拜连7-连9月差
-2024-11-25 22:42:28,094 - my_logger - INFO - 跳过指标 Brent连2
-2024-11-25 22:42:28,095 - my_logger - INFO - 跳过指标 WTI连2合约价格
-2024-11-25 22:42:28,729 - my_logger - INFO - 跳过指标 WTI连4合约价格
-2024-11-25 22:42:29,487 - my_logger - INFO - 跳过指标 Brent连4合约价格
-2024-11-25 22:42:30,800 - my_logger - INFO - 跳过指标 WTI连7合约价格
-2024-11-25 22:42:31,012 - my_logger - INFO - 跳过指标 WTI连12合约价格
-2024-11-25 22:42:31,302 - my_logger - INFO - 跳过指标 布伦特连24合约价格
-2024-11-25 22:42:31,767 - my_logger - INFO - 跳过指标 Brent连6合约价格
-2024-11-25 22:42:31,768 - my_logger - INFO - 跳过指标 Brent连12合约价格
-2024-11-25 22:42:31,769 - my_logger - INFO - 跳过指标 Brent连9合约
-2024-11-25 22:42:31,770 - my_logger - INFO - 跳过指标 brent连3合约
-2024-11-25 22:42:31,770 - my_logger - INFO - 跳过指标 Brent连5
-2024-11-25 22:42:31,771 - my_logger - INFO - 跳过指标 Brent连10合约
-2024-11-25 22:42:31,772 - my_logger - INFO - 跳过指标 Brent连11合约
-2024-11-25 22:42:31,772 - my_logger - INFO - 跳过指标 WTI连3合约价格
-2024-11-25 22:42:31,772 - my_logger - INFO - 跳过指标 Brent 连7合约价格
-2024-11-25 22:42:31,773 - my_logger - INFO - 跳过指标 Brent连8合约价格
-2024-11-25 22:42:31,774 - my_logger - INFO - 跳过指标 Brent连13
-2024-11-25 22:42:32,331 - my_logger - INFO - 跳过指标 ICE Brent c15
-2024-11-25 22:42:32,332 - my_logger - INFO - 跳过指标 ICE Brent c16
-2024-11-25 22:42:32,333 - my_logger - INFO - 跳过指标 ICE Brent c17
-2024-11-25 22:42:32,334 - my_logger - INFO - 跳过指标 ICE Brent c18
-2024-11-25 22:42:32,335 - my_logger - INFO - 跳过指标 ICE Brent c19
-2024-11-25 22:42:32,335 - my_logger - INFO - 跳过指标 ICE Brent c20
-2024-11-25 22:42:32,570 - my_logger - INFO - 跳过指标 ICE Brent c21
-2024-11-25 22:42:32,570 - my_logger - INFO - 跳过指标 ICE Brent c22
-2024-11-25 22:42:32,571 - my_logger - INFO - 跳过指标 ICE Brent c23
-2024-11-25 22:42:32,572 - my_logger - INFO - 跳过指标 ICE Brent c25
-2024-11-25 22:42:32,573 - my_logger - INFO - 跳过指标 ICE Brent c26
-2024-11-25 22:42:32,573 - my_logger - INFO - 跳过指标 ICE Brent c27
-2024-11-25 22:42:32,574 - my_logger - INFO - 跳过指标 ICE Brent c28
-2024-11-25 22:42:32,574 - my_logger - INFO - 跳过指标 ICE Brent c29
-2024-11-25 22:42:32,576 - my_logger - INFO - 跳过指标 ICE Brent c30
-2024-11-25 22:42:32,576 - my_logger - INFO - 跳过指标 ICE Brent c31
-2024-11-25 22:42:32,577 - my_logger - INFO - 跳过指标 ICE Brent c32
-2024-11-25 22:42:32,578 - my_logger - INFO - 跳过指标 ICE Brent c33
-2024-11-25 22:42:32,578 - my_logger - INFO - 跳过指标 ICE Brent c34
-2024-11-25 22:42:32,579 - my_logger - INFO - 跳过指标 ICE Brent c35
-2024-11-25 22:42:32,580 - my_logger - INFO - 跳过指标 ICE Brent c36
-2024-11-25 22:42:33,383 - my_logger - INFO - 跳过指标 NYMWX WTI c6
-2024-11-25 22:42:33,384 - my_logger - INFO - 跳过指标 NYMWX WTI c8
-2024-11-25 22:42:33,384 - my_logger - INFO - 跳过指标 NYMWX WTI c9
-2024-11-25 22:42:33,385 - my_logger - INFO - 跳过指标 NYMWX WTI c10
-2024-11-25 22:42:33,386 - my_logger - INFO - 跳过指标 NYMWX WTI c11
-2024-11-25 22:42:33,386 - my_logger - INFO - 跳过指标 NYMWX WTI c13
-2024-11-25 22:42:33,388 - my_logger - INFO - 跳过指标 NYMWX WTI c14
-2024-11-25 22:42:33,389 - my_logger - INFO - 跳过指标 NYMWX WTI c15
-2024-11-25 22:42:33,390 - my_logger - INFO - 跳过指标 NYMWX WTI c16
-2024-11-25 22:42:33,390 - my_logger - INFO - 跳过指标 NYMWX WTI c17
-2024-11-25 22:42:33,391 - my_logger - INFO - 跳过指标 NYMWX WTI c18
-2024-11-25 22:42:33,392 - my_logger - INFO - 跳过指标 NYMWX WTI c19
-2024-11-25 22:42:33,392 - my_logger - INFO - 跳过指标 NYMWX WTI c20
-2024-11-25 22:42:33,393 - my_logger - INFO - 跳过指标 NYMWX WTI c21
-2024-11-25 22:42:33,394 - my_logger - INFO - 跳过指标 NYMWX WTI c22
-2024-11-25 22:42:33,394 - my_logger - INFO - 跳过指标 NYMWX WTI c23
-2024-11-25 22:42:33,395 - my_logger - INFO - 跳过指标 NYMWX WTI c25
-2024-11-25 22:42:33,396 - my_logger - INFO - 跳过指标 NYMWX WTI c26
-2024-11-25 22:42:33,396 - my_logger - INFO - 跳过指标 NYMWX WTI c27
-2024-11-25 22:42:33,397 - my_logger - INFO - 跳过指标 NYMWX WTI c28
-2024-11-25 22:42:33,398 - my_logger - INFO - 跳过指标 NYMWX WTI c29
-2024-11-25 22:42:33,399 - my_logger - INFO - 跳过指标 NYMWX WTI c30
-2024-11-25 22:42:33,399 - my_logger - INFO - 跳过指标 NYMWX WTI c31
-2024-11-25 22:42:33,400 - my_logger - INFO - 跳过指标 NYMWX WTI c32
-2024-11-25 22:42:33,400 - my_logger - INFO - 跳过指标 NYMWX WTI c33
-2024-11-25 22:42:33,401 - my_logger - INFO - 跳过指标 NYMWX WTI c34
-2024-11-25 22:42:33,402 - my_logger - INFO - 跳过指标 NYMWX WTI c35
-2024-11-25 22:42:33,402 - my_logger - INFO - 跳过指标 NYMWX WTI c36
-2024-11-25 22:42:33,638 - my_logger - INFO - 跳过指标 INE SC c2
-2024-11-25 22:42:33,639 - my_logger - INFO - 跳过指标 INE SC c3
-2024-11-25 22:42:33,640 - my_logger - INFO - 跳过指标 INE SC c4
-2024-11-25 22:42:33,641 - my_logger - INFO - 跳过指标 INE SC c5
-2024-11-25 22:42:33,642 - my_logger - INFO - 跳过指标 INE SC c6
-2024-11-25 22:42:33,642 - my_logger - INFO - 跳过指标 INE SC c7
-2024-11-25 22:42:33,642 - my_logger - INFO - 跳过指标 INE SC c8
-2024-11-25 22:42:33,643 - my_logger - INFO - 跳过指标 INE SC c9
-2024-11-25 22:42:33,644 - my_logger - INFO - 跳过指标 INE SC c10
-2024-11-25 22:42:33,644 - my_logger - INFO - 跳过指标 INE SC c11
-2024-11-25 22:42:33,645 - my_logger - INFO - 跳过指标 INE SC c12
-2024-11-25 22:42:33,646 - my_logger - INFO - 跳过指标 INE SC c13
-2024-11-25 22:42:33,647 - my_logger - INFO - 跳过指标 INE SC c14
-2024-11-25 22:42:33,648 - my_logger - INFO - 跳过指标 INE SC c15
-2024-11-25 22:42:33,648 - my_logger - INFO - 跳过指标 INE SC c16
-2024-11-25 22:42:33,649 - my_logger - INFO - 跳过指标 INE SC c17
-2024-11-25 22:42:33,650 - my_logger - INFO - 跳过指标 INE SC c18
-2024-11-25 22:42:33,651 - my_logger - INFO - 跳过指标 INE SC c19
-2024-11-25 22:42:33,651 - my_logger - INFO - 跳过指标 INE SC c20
-2024-11-25 22:42:33,653 - my_logger - INFO - 跳过指标 EFS c1
-2024-11-25 22:42:33,653 - my_logger - INFO - 跳过指标 EFS c2
-2024-11-25 22:42:33,654 - my_logger - INFO - 跳过指标 EFS c3
-2024-11-25 22:42:33,654 - my_logger - INFO - 跳过指标 EFS c4
-2024-11-25 22:42:33,655 - my_logger - INFO - 跳过指标 EFS c5
-2024-11-25 22:42:33,656 - my_logger - INFO - 跳过指标 EFS c6
-2024-11-25 22:42:33,656 - my_logger - INFO - 跳过指标 Dubai Swap c15
-2024-11-25 22:42:33,657 - my_logger - INFO - 跳过指标 Dubai Swap c16
-2024-11-25 22:42:33,658 - my_logger - INFO - 跳过指标 Dubai Swap c17
-2024-11-25 22:42:33,658 - my_logger - INFO - 跳过指标 Dubai Swap c18
-2024-11-25 22:42:33,659 - my_logger - INFO - 跳过指标 Dubai Swap c19
-2024-11-25 22:42:33,660 - my_logger - INFO - 跳过指标 Dubai Swap c20
-2024-11-25 22:42:33,660 - my_logger - INFO - 跳过指标 Dubai Swap c21
-2024-11-25 22:42:33,661 - my_logger - INFO - 跳过指标 Dubai Swap c22
-2024-11-25 22:42:33,830 - my_logger - INFO - 跳过指标 Oman Swap c2
-2024-11-25 22:42:33,832 - my_logger - INFO - 跳过指标 Oman Swap c3
-2024-11-25 22:42:33,833 - my_logger - INFO - 跳过指标 Oman Swap c4
-2024-11-25 22:42:33,833 - my_logger - INFO - 跳过指标 Oman Swap c5
-2024-11-25 22:42:33,834 - my_logger - INFO - 跳过指标 Oman Swap c6
-2024-11-25 22:42:33,834 - my_logger - INFO - 跳过指标 Oman Swap c7
-2024-11-25 22:42:33,835 - my_logger - INFO - 跳过指标 Oman Swap c8
-2024-11-25 22:42:33,836 - my_logger - INFO - 跳过指标 Oman Swap c9
-2024-11-25 22:42:33,836 - my_logger - INFO - 跳过指标 Oman Swap c10
-2024-11-25 22:42:33,837 - my_logger - INFO - 跳过指标 Oman Swap c11
-2024-11-25 22:42:33,837 - my_logger - INFO - 跳过指标 Oman Swap c12
-2024-11-25 22:42:33,838 - my_logger - INFO - 跳过指标 Oman Swap c13
-2024-11-25 22:42:33,838 - my_logger - INFO - 跳过指标 Oman Swap c14
-2024-11-25 22:42:33,839 - my_logger - INFO - 跳过指标 Oman Swap c15
-2024-11-25 22:42:33,840 - my_logger - INFO - 跳过指标 Oman Swap c16
-2024-11-25 22:42:33,840 - my_logger - INFO - 跳过指标 Oman Swap c17
-2024-11-25 22:42:33,842 - my_logger - INFO - 跳过指标 Oman Swap c18
-2024-11-25 22:42:33,842 - my_logger - INFO - 跳过指标 Oman Swap c19
-2024-11-25 22:42:33,843 - my_logger - INFO - 跳过指标 Oman Swap c20
-2024-11-25 22:42:33,844 - my_logger - INFO - 跳过指标 Oman Swap c21
-2024-11-25 22:42:33,844 - my_logger - INFO - 跳过指标 Oman Swap c22
-2024-11-25 22:42:33,845 - my_logger - INFO - 跳过指标 Oman Swap c23
-2024-11-25 22:42:33,846 - my_logger - INFO - 跳过指标 Oman Swap c24
-2024-11-25 22:42:33,846 - my_logger - INFO - 跳过指标 Oman Swap c25
-2024-11-25 22:42:33,846 - my_logger - INFO - 跳过指标 Oman Swap c26
-2024-11-25 22:42:33,847 - my_logger - INFO - 跳过指标 Oman Swap c27
-2024-11-25 22:42:33,848 - my_logger - INFO - 跳过指标 Oman Swap c28
-2024-11-25 22:42:33,848 - my_logger - INFO - 跳过指标 Oman Swap c29
-2024-11-25 22:42:33,849 - my_logger - INFO - 跳过指标 Oman Swap c30
-2024-11-25 22:42:33,850 - my_logger - INFO - 跳过指标 Oman Swap c31
-2024-11-25 22:42:33,850 - my_logger - INFO - 跳过指标 Oman Swap c32
-2024-11-25 22:42:33,851 - my_logger - INFO - 跳过指标 Oman Swap c33
-2024-11-25 22:42:33,852 - my_logger - INFO - 跳过指标 Oman Swap c34
-2024-11-25 22:42:33,853 - my_logger - INFO - 跳过指标 Oman Swap c35
-2024-11-25 22:42:33,854 - my_logger - INFO - 跳过指标 Oman Swap c36
-2024-11-25 22:42:33,854 - my_logger - INFO - 跳过指标 Oman Swap c37
-2024-11-25 22:42:33,855 - my_logger - INFO - 跳过指标 Oman Swap c38
-2024-11-25 22:42:34,311 - my_logger - INFO - 跳过指标 DME Oman c2
-2024-11-25 22:42:34,312 - my_logger - INFO - 跳过指标 DME Oman c3
-2024-11-25 22:42:34,313 - my_logger - INFO - 跳过指标 DME Oman c4
-2024-11-25 22:42:34,313 - my_logger - INFO - 跳过指标 DME Oman c5
-2024-11-25 22:42:34,314 - my_logger - INFO - 跳过指标 DME Oman c6
-2024-11-25 22:42:34,522 - my_logger - INFO - 跳过指标 Murban Futures c2
-2024-11-25 22:42:34,523 - my_logger - INFO - 跳过指标 Murban Futures c3
-2024-11-25 22:42:34,524 - my_logger - INFO - 跳过指标 Murban Futures c4
-2024-11-25 22:42:34,525 - my_logger - INFO - 跳过指标 Murban Futures c5
-2024-11-25 22:42:34,525 - my_logger - INFO - 跳过指标 Murban Futures c6
-2024-11-25 22:42:42,976 - my_logger - INFO - 跳过指标 EFS c1-c2
-2024-11-25 22:42:42,976 - my_logger - INFO - 跳过指标 TD3C 运费 c1-c2
-2024-11-25 22:42:45,020 - my_logger - INFO - 跳过指标 SC c1-c2/7DMA
-2024-11-25 22:42:45,149 - my_logger - INFO - 跳过指标 美国柴油裂差-美国汽油裂差
-2024-11-25 22:42:45,150 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算)
-2024-11-25 22:42:49,747 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算B)
-2024-11-25 22:42:49,991 - my_logger - INFO - 跳过指标 WTI c1-c2 (结算B)
-2024-11-25 22:42:50,225 - my_logger - INFO - 跳过指标 DME Oman c1 02:30收盘价预估
-2024-11-25 22:42:50,225 - my_logger - INFO - 跳过指标 DME Oman c2 02:30收盘价预估
-2024-11-25 22:42:50,625 - my_logger - INFO - 跳过指标 Brent连1合约价格/12DMA
-2024-11-25 22:42:53,696 - my_logger - INFO - 跳过指标 美国成品车用汽油库存1周环差
-2024-11-25 22:42:53,697 - my_logger - INFO - 跳过指标 美国PADD1原油库存1周环差
-2024-11-25 22:42:53,698 - my_logger - INFO - 跳过指标 美国PADD3原油库存1周环差
-2024-11-25 22:42:53,698 - my_logger - INFO - 跳过指标 美国PADD2原油库存1周环差
-2024-11-25 22:42:53,699 - my_logger - INFO - 跳过指标 美国PADD5原油库存1周环差
-2024-11-25 22:42:53,700 - my_logger - INFO - 跳过指标 美国PADD4原油库存1周环差
-2024-11-25 22:42:55,550 - my_logger - INFO - 跳过指标 库欣原油库存1周环差
-2024-11-25 22:42:55,788 - my_logger - INFO - 跳过指标 美国战略储备原油库存1周环差
-2024-11-25 22:42:55,789 - my_logger - INFO - 跳过指标 美国商业原油库存1周环差
-2024-11-25 22:43:01,183 - my_logger - INFO - 跳过指标 中东原油成本+运费
-2024-11-25 22:43:02,718 - my_logger - INFO - 跳过指标 Brent原油现货价格/8DMA
-2024-11-25 22:43:02,718 - my_logger - INFO - 跳过指标 现货价:原油:英国布伦特Dtd/8DMA
-2024-11-25 22:43:23,997 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent 连2-连3
-2024-11-25 22:43:23,998 - my_logger - INFO - 跳过指标 BrentC1-C21日环差
-2024-11-25 22:43:34,121 - my_logger - INFO - 跳过指标 OMAN原油中质远期现货DES价30DMA
-2024-11-25 22:43:35,780 - my_logger - INFO - 跳过指标 VLCC原油运价（中东至日本）
-2024-11-25 22:43:41,007 - my_logger - INFO - 跳过指标 中东-中国原油运费
-2024-11-25 22:43:44,509 - my_logger - INFO - 跳过指标 波斯湾到中国VLCC原油运费（美元/天）
-2024-11-25 22:43:44,510 - my_logger - INFO - 跳过指标 波斯湾到新加坡VLCC油轮运费
-2024-11-25 22:43:46,804 - my_logger - INFO - 跳过指标 原油波动率
-2024-11-25 22:43:56,187 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/DFL
-2024-11-25 22:43:56,872 - my_logger - INFO - 跳过指标 SC c3-阿曼到岸入罐成本/7DMA
-2024-11-25 22:44:08,271 - my_logger - INFO - 跳过指标 美国汽油净进口（周度）1周环差
-2024-11-25 22:44:08,815 - my_logger - INFO - 跳过指标 美国代表性页岩油公司股价
-2024-11-25 22:44:09,145 - my_logger - INFO - 跳过指标 美国国内周度原油产量1周环差
-2024-11-25 22:44:09,146 - my_logger - INFO - 跳过指标 EIA周度NGL产量同比
-2024-11-25 22:44:09,147 - my_logger - INFO - 跳过指标 美国原油活跃钻机数同比
-2024-11-25 22:44:09,293 - my_logger - INFO - 跳过指标 原油：主营炼厂：产能利用率：中国（周）日度变频
-2024-11-25 22:44:09,642 - my_logger - INFO - 跳过指标 美国原油周度调整项/4WMA
-2024-11-25 22:44:09,643 - my_logger - INFO - 跳过指标 美国FCC装置检修量
-2024-11-25 22:44:09,644 - my_logger - INFO - 跳过指标 美国VDU装置检修量
-2024-11-25 22:44:09,901 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量
-2024-11-25 22:44:09,902 - my_logger - INFO - 跳过指标 美国炼厂部分装置检修量
-2024-11-25 22:44:10,037 - my_logger - INFO - 跳过指标 俄罗斯CDU装置检修量
-2024-11-25 22:44:10,292 - my_logger - INFO - 跳过指标 法国CDU检修量
-2024-11-25 22:44:10,293 - my_logger - INFO - 跳过指标 法国CDU检修量/7DMA
-2024-11-25 22:44:10,294 - my_logger - INFO - 跳过指标 法国CDU检修量超季节性/5年
-2024-11-25 22:44:10,464 - my_logger - INFO - 跳过指标 美国FCC装置检修量超季节性/3年
-2024-11-25 22:44:10,466 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量
-2024-11-25 22:44:10,467 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量/7DMA
-2024-11-25 22:44:10,467 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量
-2024-11-25 22:44:10,468 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量/7DMA
-2024-11-25 22:44:10,468 - my_logger - INFO - 跳过指标 美国FCC装置检修量/7DMA
-2024-11-25 22:44:10,469 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量超季节性/3年
-2024-11-25 22:44:10,469 - my_logger - INFO - 跳过指标 中国CDU检修量
-2024-11-25 22:44:10,892 - my_logger - INFO - 跳过指标 全球加氢装置检修（千桶/日）
-2024-11-25 22:44:10,893 - my_logger - INFO - 跳过指标 全球重整装置检修（千桶/日）
-2024-11-25 22:44:10,893 - my_logger - INFO - 跳过指标 全球CDU装置检修（千桶/日）
-2024-11-25 22:44:11,918 - my_logger - INFO - 跳过指标 西北欧CDU装置检修量
-2024-11-25 22:44:11,919 - my_logger - INFO - 跳过指标 地中海国家CDU装置检修量
-2024-11-25 22:44:11,920 - my_logger - INFO - 跳过指标 东欧CDU装置检修量
-2024-11-25 22:44:11,920 - my_logger - INFO - 跳过指标 欧洲CDU装置检修量
-2024-11-25 22:44:16,265 - my_logger - INFO - 跳过指标 美国原油活跃钻机数1周环差
-2024-11-25 22:44:17,465 - my_logger - INFO - 跳过指标 页岩油公司EOG 股价
-2024-11-25 22:44:17,466 - my_logger - INFO - 跳过指标 康菲石油公司股价
-2024-11-25 22:44:17,466 - my_logger - INFO - 跳过指标 Pioneer公司股价
-2024-11-25 22:44:17,467 - my_logger - INFO - 跳过指标 HESS公司股价
-2024-11-25 22:44:17,467 - my_logger - INFO - 跳过指标 西方石油公司股价
-2024-11-25 22:44:17,468 - my_logger - INFO - 跳过指标 Coterra公司股价
-2024-11-25 22:44:17,468 - my_logger - INFO - 跳过指标 Concho Resources 公司股价
-2024-11-25 22:44:17,469 - my_logger - INFO - 跳过指标 Black Stone Minerals LP股价
-2024-11-25 22:44:17,470 - my_logger - INFO - 跳过指标 Continental Resources Inc股价
-2024-11-25 22:44:17,470 - my_logger - INFO - 跳过指标 Diamondback Energy Inc股价
-2024-11-25 22:44:17,945 - my_logger - INFO - 跳过指标 戴文能源股价
-2024-11-25 22:44:19,040 - my_logger - INFO - 跳过指标 亚洲主要国家4周平均原油海运进口合计
-2024-11-25 22:44:19,041 - my_logger - INFO - 跳过指标 DOE-航煤净进口1周环差
-2024-11-25 22:44:19,042 - my_logger - INFO - 跳过指标 DOE-美国馏分燃料油净进口1周环差
-2024-11-25 22:44:19,042 - my_logger - INFO - 跳过指标 DOE-美国汽油净进口1周环差
-2024-11-25 22:44:19,043 - my_logger - INFO - 跳过指标 美国原油周度净进口1周环差
-2024-11-25 22:44:20,612 - my_logger - INFO - 跳过指标 美国原油总出口4周平均
-2024-11-25 22:44:21,650 - my_logger - INFO - 跳过指标 中东至中国原油运费
-2024-11-25 22:44:22,942 - my_logger - INFO - 跳过指标 DoC4周平均原油海运出口
-2024-11-25 22:44:22,943 - my_logger - INFO - 跳过指标 FSU-阿塞拜疆4周平均原油海运出口
-2024-11-25 22:44:22,944 - my_logger - INFO - 跳过指标 FSU-俄罗斯4周平均原油海运出口
-2024-11-25 22:44:22,944 - my_logger - INFO - 跳过指标 FSU-哈萨克斯坦4周平均原油海运出口
-2024-11-25 22:44:22,945 - my_logger - INFO - 跳过指标 FSU-土库曼斯坦4周平均原油海运出口
-2024-11-25 22:44:22,946 - my_logger - INFO - 跳过指标 Non-OPEC DoC4周平均原油海运出口
-2024-11-25 22:44:22,947 - my_logger - INFO - 跳过指标 OPEC4周平均原油海运出口
-2024-11-25 22:44:22,947 - my_logger - INFO - 跳过指标 OPEC豁免国4周平均原油海运出口
-2024-11-25 22:44:22,948 - my_logger - INFO - 跳过指标 OPEC减产国4周平均原油海运出口
-2024-11-25 22:44:22,949 - my_logger - INFO - 跳过指标 北非-阿尔及利亚4周平均原油海运出口
-2024-11-25 22:44:22,950 - my_logger - INFO - 跳过指标 北非-埃及4周平均原油海运出口
-2024-11-25 22:44:22,950 - my_logger - INFO - 跳过指标 北非-利比亚4周平均原油海运出口
-2024-11-25 22:44:22,951 - my_logger - INFO - 跳过指标 北非-苏丹4周平均原油海运出口
-2024-11-25 22:44:22,952 - my_logger - INFO - 跳过指标 北美-加拿大4周平均原油海运出口
-2024-11-25 22:44:22,952 - my_logger - INFO - 跳过指标 北美-美国4周平均原油海运出口
-2024-11-25 22:44:22,953 - my_logger - INFO - 跳过指标 拉美-阿根廷4周平均原油海运出口
-2024-11-25 22:44:22,953 - my_logger - INFO - 跳过指标 拉美-巴拿马4周平均原油海运出口
-2024-11-25 22:44:22,954 - my_logger - INFO - 跳过指标 拉美-巴西4周平均原油海运出口
-2024-11-25 22:44:22,955 - my_logger - INFO - 跳过指标 拉美-多巴哥岛4周平均原油海运出口
-2024-11-25 22:44:22,955 - my_logger - INFO - 跳过指标 拉美-厄瓜多尔4周平均原油海运出口
-2024-11-25 22:44:22,956 - my_logger - INFO - 跳过指标 拉美-哥伦比亚4周平均原油海运出口
-2024-11-25 22:44:22,956 - my_logger - INFO - 跳过指标 拉美-圭亚那4周平均原油海运出口
-2024-11-25 22:44:22,957 - my_logger - INFO - 跳过指标 拉美-墨西哥4周平均原油海运出口
-2024-11-25 22:44:22,957 - my_logger - INFO - 跳过指标 拉美-委内瑞拉4周平均原油海运出口
-2024-11-25 22:44:22,957 - my_logger - INFO - 跳过指标 欧洲-挪威4周平均原油海运出口
-2024-11-25 22:44:22,959 - my_logger - INFO - 跳过指标 欧洲-英国4周平均原油海运出口
-2024-11-25 22:44:22,960 - my_logger - INFO - 跳过指标 西非-安哥拉4周平均原油海运出口
-2024-11-25 22:44:22,960 - my_logger - INFO - 跳过指标 西非-几内亚4周平均原油海运出口
-2024-11-25 22:44:22,961 - my_logger - INFO - 跳过指标 西非-加纳4周平均原油海运出口
-2024-11-25 22:44:22,962 - my_logger - INFO - 跳过指标 西非-尼日利亚4周平均原油海运出口
-2024-11-25 22:44:22,962 - my_logger - INFO - 跳过指标 亚太-澳大利亚4周平均原油海运出口
-2024-11-25 22:44:22,963 - my_logger - INFO - 跳过指标 亚太-马来西亚4周平均原油海运出口
-2024-11-25 22:44:22,964 - my_logger - INFO - 跳过指标 亚太-文莱4周平均原油海运出口
-2024-11-25 22:44:22,964 - my_logger - INFO - 跳过指标 亚太-印尼4周平均原油海运出口
-2024-11-25 22:44:22,965 - my_logger - INFO - 跳过指标 中东-阿联酋4周平均原油海运出口
-2024-11-25 22:44:22,966 - my_logger - INFO - 跳过指标 中东-阿曼4周平均原油海运出口
-2024-11-25 22:44:22,982 - my_logger - INFO - 跳过指标 中东-巴林4周平均原油海运出口
-2024-11-25 22:44:22,993 - my_logger - INFO - 跳过指标 中东-卡塔尔4周平均原油海运出口
-2024-11-25 22:44:22,994 - my_logger - INFO - 跳过指标 中东-科威特4周平均原油海运出口
-2024-11-25 22:44:22,995 - my_logger - INFO - 跳过指标 中东-沙特4周平均原油海运出口
-2024-11-25 22:44:23,003 - my_logger - INFO - 跳过指标 中东-也门4周平均原油海运出口
-2024-11-25 22:44:23,004 - my_logger - INFO - 跳过指标 中东-伊拉克4周平均原油海运出口
-2024-11-25 22:44:23,005 - my_logger - INFO - 跳过指标 中东-伊朗4周平均原油海运出口
-2024-11-25 22:44:23,005 - my_logger - INFO - 跳过指标 中西非-刚果布4周平均原油海运出口
-2024-11-25 22:44:23,006 - my_logger - INFO - 跳过指标 中西非-加蓬4周平均原油海运出口
-2024-11-25 22:44:23,007 - my_logger - INFO - 跳过指标 中西非-喀麦隆4周平均原油海运出口
-2024-11-25 22:44:23,008 - my_logger - INFO - 跳过指标 中国4周平均原油海运进口
-2024-11-25 22:44:23,009 - my_logger - INFO - 跳过指标 印度4周平均原油海运进口
-2024-11-25 22:44:23,010 - my_logger - INFO - 跳过指标 韩国4周平均原油海运进口
-2024-11-25 22:44:23,010 - my_logger - INFO - 跳过指标 日本4周平均原油海运进口
-2024-11-25 22:44:23,011 - my_logger - INFO - 跳过指标 新加坡4周平均原油海运进口
-2024-11-25 22:44:23,011 - my_logger - INFO - 跳过指标 泰国4周平均原油海运进口
-2024-11-25 22:44:23,013 - my_logger - INFO - 跳过指标 中国台湾4周平均原油海运进口
-2024-11-25 22:44:23,013 - my_logger - INFO - 跳过指标 马来西亚4周平均原油海运进口
-2024-11-25 22:44:23,014 - my_logger - INFO - 跳过指标 印尼4周平均原油海运进口
-2024-11-25 22:44:23,015 - my_logger - INFO - 跳过指标 缅甸4周平均原油海运进口
-2024-11-25 22:44:23,016 - my_logger - INFO - 跳过指标 越南4周平均原油海运进口
-2024-11-25 22:44:23,016 - my_logger - INFO - 跳过指标 巴基斯坦4周平均原油海运进口
-2024-11-25 22:44:23,017 - my_logger - INFO - 跳过指标 美国4周平均原油海运进口
-2024-11-25 22:44:23,018 - my_logger - INFO - 跳过指标 加拿大4周平均原油海运进口
-2024-11-25 22:44:23,018 - my_logger - INFO - 跳过指标 巴拿马4周平均原油海运进口
-2024-11-25 22:44:23,019 - my_logger - INFO - 跳过指标 巴西4周平均原油海运进口
-2024-11-25 22:44:23,020 - my_logger - INFO - 跳过指标 智利4周平均原油海运进口
-2024-11-25 22:44:23,020 - my_logger - INFO - 跳过指标 意大利4周平均原油海运进口
-2024-11-25 22:44:23,022 - my_logger - INFO - 跳过指标 荷兰4周平均原油海运进口
-2024-11-25 22:44:23,022 - my_logger - INFO - 跳过指标 西班牙4周平均原油海运进口
-2024-11-25 22:44:23,023 - my_logger - INFO - 跳过指标 法国4周平均原油海运进口
-2024-11-25 22:44:23,023 - my_logger - INFO - 跳过指标 英国4周平均原油海运进口
-2024-11-25 22:44:23,024 - my_logger - INFO - 跳过指标 希腊4周平均原油海运进口
-2024-11-25 22:44:23,025 - my_logger - INFO - 跳过指标 德国4周平均原油海运进口
-2024-11-25 22:44:23,025 - my_logger - INFO - 跳过指标 波兰4周平均原油海运进口
-2024-11-25 22:44:23,026 - my_logger - INFO - 跳过指标 瑞典4周平均原油海运进口
-2024-11-25 22:44:23,027 - my_logger - INFO - 跳过指标 葡萄牙4周平均原油海运进口
-2024-11-25 22:44:23,027 - my_logger - INFO - 跳过指标 芬兰4周平均原油海运进口
-2024-11-25 22:44:23,028 - my_logger - INFO - 跳过指标 立陶宛4周平均原油海运进口
-2024-11-25 22:44:23,028 - my_logger - INFO - 跳过指标 罗马尼亚4周平均原油海运进口
-2024-11-25 22:44:23,029 - my_logger - INFO - 跳过指标 埃及4周平均原油海运进口
-2024-11-25 22:44:23,029 - my_logger - INFO - 跳过指标 土耳其4周平均原油海运进口
-2024-11-25 22:44:23,030 - my_logger - INFO - 跳过指标 南非4周平均原油海运进口
-2024-11-25 22:44:23,030 - my_logger - INFO - 跳过指标 以色列4周平均原油海运进口
-2024-11-25 22:44:23,031 - my_logger - INFO - 跳过指标 阿联酋4周平均原油海运进口
-2024-11-25 22:44:23,031 - my_logger - INFO - 跳过指标 澳大利亚4周平均原油海运进口
-2024-11-25 22:44:34,602 - my_logger - INFO - 跳过指标 日本周度原油海运进口
-2024-11-25 22:44:36,422 - my_logger - INFO - 跳过指标 中东-阿联酋周度原油海运出口/4WMA
-2024-11-25 22:44:36,423 - my_logger - INFO - 跳过指标 中东-伊朗周度原油海运出口/4WMA
-2024-11-25 22:44:36,424 - my_logger - INFO - 跳过指标 中东-卡塔尔周度原油海运出口/4WMA
-2024-11-25 22:44:36,515 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口/4WMA
-2024-11-25 22:44:36,516 - my_logger - INFO - 跳过指标 美国原油海运出口/4WMA
-2024-11-25 22:44:36,516 - my_logger - INFO - 跳过指标 iraq/4WMA
-2024-11-25 22:44:36,517 - my_logger - INFO - 跳过指标 Venezuela/4WMA
-2024-11-25 22:44:36,518 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口/4WMA
-2024-11-25 22:44:36,518 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口/4WMA
-2024-11-25 22:44:36,519 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口/4WMA
-2024-11-25 22:44:36,520 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口
-2024-11-25 22:44:36,521 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口
-2024-11-25 22:44:36,521 - my_logger - INFO - 跳过指标 Kpler-OPEC+（除OPEC）原油海运出口
-2024-11-25 22:44:36,522 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口
-2024-11-25 22:44:36,522 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口
-2024-11-25 22:44:36,523 - my_logger - INFO - 跳过指标 Kpler-阿联酋原油海运出口
-2024-11-25 22:44:36,524 - my_logger - INFO - 跳过指标 Kpler-科威特原油海运出口
-2024-11-25 22:44:36,524 - my_logger - INFO - 跳过指标 美国原油海运出口
-2024-11-25 22:44:36,580 - my_logger - INFO - 跳过指标 欧洲原油海运进口/4WMA
-2024-11-25 22:44:36,581 - my_logger - INFO - 跳过指标 日本原油海运进口
-2024-11-25 22:44:36,581 - my_logger - INFO - 跳过指标 德国原油海运进口
-2024-11-25 22:44:36,582 - my_logger - INFO - 跳过指标 欧洲原油海运进口
-2024-11-25 22:44:36,582 - my_logger - INFO - 跳过指标 印度原油海运进口
-2024-11-25 22:44:36,583 - my_logger - INFO - 跳过指标 中国原油海运进口
-2024-11-25 22:44:36,676 - my_logger - INFO - 跳过指标 美国汽油库存超季节性3年百分比
-2024-11-25 22:44:36,677 - my_logger - INFO - 跳过指标 SCvsBrent
-2024-11-25 22:44:36,677 - my_logger - INFO - 跳过指标 WTI连1合约价格与美国汽油裂解价差(领先17天)60天滚动相关性
-2024-11-25 22:44:36,678 - my_logger - INFO - 跳过指标 美国汽油裂解价差拟合残差/NYMEX RBOB汽油与美国汽油裂解价差(领先18天)90天滚动相关性
-2024-11-25 22:44:36,678 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数与Brent连1合约价格2周滚动相关性
-2024-11-25 22:44:36,680 - my_logger - INFO - 跳过指标 美国原油库存与汽油库存比值
-2024-11-25 22:44:36,681 - my_logger - INFO - 跳过指标 山东独立炼厂综合炼油利润与Brent连1合约价格(领先4天)60天滚动相关性
-2024-11-25 22:44:36,681 - my_logger - INFO - 跳过指标 Brent c1/Comex铜 c1
-2024-11-25 22:44:36,682 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差*-1
-2024-11-25 22:44:36,683 - my_logger - INFO - 跳过指标 地缘政治风险指数/30DMA
-2024-11-25 22:44:36,683 - my_logger - INFO - 跳过指标 地缘政治风险指数/14DMA
-2024-11-25 22:44:36,684 - my_logger - INFO - 跳过指标 地缘政治风险指数/7DMA
-2024-11-25 22:44:36,684 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/GPRD_MA30
-2024-11-25 22:44:36,685 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/WTI连1-连4
-2024-11-25 22:44:36,686 - my_logger - INFO - 跳过指标 美国RBOB/CBOB库存比
-2024-11-25 22:44:36,686 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数
-2024-11-25 22:44:36,687 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent连1-连2月差
-2024-11-25 22:44:36,688 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/BRENT 211裂解价差150天滚动相关性
-2024-11-25 22:44:36,688 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/DFL150天滚动相关性
-2024-11-25 22:44:36,688 - my_logger - INFO - 跳过指标 库欣/商业原油库存-美国
-2024-11-25 22:44:36,747 - my_logger - INFO - 跳过指标 印度成品油海运进口/4WMA
-2024-11-25 22:44:36,747 - my_logger - INFO - 跳过指标 中国成品油海运进口/4WMA
-2024-11-25 22:44:36,748 - my_logger - INFO - 跳过指标 欧洲成品油海运进口/4WMA
-2024-11-25 22:44:36,749 - my_logger - INFO - 跳过指标 印度成品油海运进口
-2024-11-25 22:44:36,749 - my_logger - INFO - 跳过指标 中国汽油海运进口
-2024-11-25 22:44:36,749 - my_logger - INFO - 跳过指标 印度柴油海运进口
-2024-11-25 22:44:36,751 - my_logger - INFO - 跳过指标 印度汽油海运进口
-2024-11-25 22:44:36,752 - my_logger - INFO - 跳过指标 中国柴油海运进口
-2024-11-25 22:44:36,752 - my_logger - INFO - 跳过指标 中国成品油海运进口
-2024-11-25 22:44:36,753 - my_logger - INFO - 跳过指标 欧洲航煤海运进口
-2024-11-25 22:44:36,753 - my_logger - INFO - 跳过指标 欧洲燃料油海运进口
-2024-11-25 22:44:36,754 - my_logger - INFO - 跳过指标 欧洲石脑油海运进口
-2024-11-25 22:44:36,755 - my_logger - INFO - 跳过指标 欧洲汽油海运进口
-2024-11-25 22:44:36,755 - my_logger - INFO - 跳过指标 欧洲柴油海运进口
-2024-11-25 22:44:36,756 - my_logger - INFO - 跳过指标 欧洲成品油海运进口
-2024-11-25 22:44:36,815 - my_logger - INFO - 跳过指标 美国柴油海运出口/4WMA
-2024-11-25 22:44:36,816 - my_logger - INFO - 跳过指标 美国汽油海运出口
-2024-11-25 22:44:36,817 - my_logger - INFO - 跳过指标 俄罗斯柴油海运出口
-2024-11-25 22:44:36,817 - my_logger - INFO - 跳过指标 俄罗斯成品油海运出口
-2024-11-25 22:44:36,818 - my_logger - INFO - 跳过指标 美国柴油海运出口
-2024-11-25 22:44:36,819 - my_logger - INFO - 跳过指标 美国成品油海运出口
-2024-11-25 22:44:36,820 - my_logger - INFO - 跳过指标 俄罗斯汽油海运出口
-2024-11-25 22:44:38,039 - my_logger - INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855', 'W000825', 'W000826', 'G.IPE']
-2024-11-25 22:44:38,040 - my_logger - INFO - ovx index
-2024-11-25 22:44:38,527 - my_logger - INFO - dxy curncy
-2024-11-25 22:44:39,202 - my_logger - INFO - C2403128043
-2024-11-25 22:44:39,825 - my_logger - INFO - C2403150124
-2024-11-25 22:44:40,564 - my_logger - INFO - FVHCM1 INDEX
-2024-11-25 22:44:40,951 - my_logger - INFO - doedtprd index
-2024-11-25 22:44:41,207 - my_logger - INFO - CFFDQMMN INDEX
-2024-11-25 22:44:41,405 - my_logger - INFO - C2403083739
-2024-11-25 22:44:41,618 - my_logger - INFO - C2404167878
-2024-11-25 22:44:41,818 - my_logger - INFO - lmcads03 lme comdty
-2024-11-25 22:44:42,213 - my_logger - INFO - GC1 COMB Comdty
-2024-11-25 22:44:42,916 - my_logger - INFO - C2404167855
-2024-11-25 22:44:43,569 - my_logger - INFO - W000825
-2024-11-25 22:44:43,865 - my_logger - INFO - W000826
-2024-11-25 22:44:44,168 - my_logger - INFO - G.IPE
-2024-11-25 22:44:44,610 - my_logger - INFO -              date  美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值  美国:炼油厂的投入与使用情况:开工率:当周值  美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值  ...  C2404167855  W000825  W000826   G.IPE
-8290   2024-11-25                           NaN                     NaN                           NaN  ...      37.5614      NaN      NaN     NaN
-10776  2024-11-24                           NaN                     NaN                           NaN  ...          NaN      NaN      NaN     NaN
-11272  2024-11-23                           NaN                     NaN                           NaN  ...          NaN      NaN      NaN     NaN
-1734   2024-11-22                           NaN                     NaN                           NaN  ...      38.0713      NaN      NaN     NaN
-8291   2024-11-21                           NaN                     NaN                           NaN  ...      38.1583      NaN      NaN  683.75
-
-[5 rows x 511 columns]
-2024-11-25 22:47:16,776 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-25 22:47:16,782 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-25 22:47:16,786 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-25 22:47:16,790 - my_logger - INFO - Column 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-25 22:47:16,793 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-25 22:47:16,798 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-25 22:47:16,802 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15
-2024-11-25 22:47:16,806 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-22
-2024-11-25 22:47:16,809 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10
-2024-11-25 22:47:16,812 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15
-2024-11-25 22:47:16,816 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15
-2024-11-25 22:47:16,821 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15
-2024-11-25 22:47:16,825 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-25 22:47:16,829 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-25 22:47:16,832 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-25 22:47:16,835 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-22
-2024-11-25 22:47:16,838 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04
-2024-11-25 22:47:16,841 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04
-2024-11-25 22:47:16,844 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15
-2024-11-25 22:47:16,849 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15
-2024-11-25 22:47:16,852 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-22
-2024-11-25 22:47:16,855 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-22
-2024-11-25 22:47:16,859 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15
-2024-11-25 22:47:16,862 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-22
-2024-11-25 22:47:16,865 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15
-2024-11-25 22:47:16,870 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15
-2024-11-25 22:47:16,872 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15
-2024-11-25 22:47:16,876 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15
-2024-11-25 22:47:16,879 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15
-2024-11-25 22:47:16,883 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15
-2024-11-25 22:47:16,887 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15
-2024-11-25 22:47:16,890 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24
-2024-11-25 22:47:16,894 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31
-2024-11-25 22:47:16,898 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-25
-2024-11-25 22:47:16,902 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-25
-2024-11-25 22:47:16,906 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-25
-2024-11-25 22:47:16,909 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-25 22:47:16,912 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-25 22:47:16,915 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-25 22:47:16,919 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-25
-2024-11-25 22:47:16,923 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-25
-2024-11-25 22:47:16,927 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-25
-2024-11-25 22:47:16,931 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-25
-2024-11-25 22:47:16,936 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-25
-2024-11-25 22:47:16,939 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-25
-2024-11-25 22:47:16,942 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-21
-2024-11-25 22:47:16,946 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-25
-2024-11-25 22:47:16,950 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-25
-2024-11-25 22:47:16,954 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-25
-2024-11-25 22:47:16,957 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-25
-2024-11-25 22:47:16,962 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-22
-2024-11-25 22:47:16,965 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-22
-2024-11-25 22:47:16,968 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-25
-2024-11-25 22:47:16,972 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-25
-2024-11-25 22:47:16,976 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-25
-2024-11-25 22:47:16,979 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-25
-2024-11-25 22:47:16,983 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-25
-2024-11-25 22:47:16,986 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-25
-2024-11-25 22:47:17,002 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-25
-2024-11-25 22:47:17,023 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-25
-2024-11-25 22:47:17,027 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-25
-2024-11-25 22:47:17,031 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-25
-2024-11-25 22:47:17,035 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-25
-2024-11-25 22:47:17,039 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-25
-2024-11-25 22:47:17,043 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-25
-2024-11-25 22:47:17,046 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-25
-2024-11-25 22:47:17,050 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-22
-2024-11-25 22:47:17,053 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-22
-2024-11-25 22:47:17,057 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-22
-2024-11-25 22:47:17,061 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-22
-2024-11-25 22:47:17,067 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-20
-2024-11-25 22:47:17,071 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-25
-2024-11-25 22:47:17,075 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-25
-2024-11-25 22:47:17,079 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-25
-2024-11-25 22:47:17,083 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-25
-2024-11-25 22:47:17,087 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-25
-2024-11-25 22:47:17,090 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-25
-2024-11-25 22:47:17,094 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-25
-2024-11-25 22:47:17,097 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-25
-2024-11-25 22:47:17,101 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-25
-2024-11-25 22:47:17,106 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-25
-2024-11-25 22:47:17,110 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31
-2024-11-25 22:47:17,113 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-25
-2024-11-25 22:47:17,116 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03
-2024-11-25 22:47:17,120 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28
-2024-11-25 22:47:17,123 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-25
-2024-11-25 22:47:17,127 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-25
-2024-11-25 22:47:17,130 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-25
-2024-11-25 22:47:17,135 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-25
-2024-11-25 22:47:17,138 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-25
-2024-11-25 22:47:17,141 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-21
-2024-11-25 22:47:17,145 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16
-2024-11-25 22:47:17,149 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-25
-2024-11-25 22:47:17,152 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-21
-2024-11-25 22:47:17,156 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31
-2024-11-25 22:47:17,159 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31
-2024-11-25 22:47:17,162 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-25
-2024-11-25 22:47:17,167 - my_logger - INFO - Column y was last updated at 2024-11-25
-2024-11-25 22:47:17,171 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-22
-2024-11-25 22:47:17,175 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-25
-2024-11-25 22:47:17,177 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-25
-2024-11-25 22:47:17,181 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-25
-2024-11-25 22:47:17,185 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-25
-2024-11-25 22:47:17,189 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-22
-2024-11-25 22:47:17,193 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-25
-2024-11-25 22:47:17,197 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-25
-2024-11-25 22:47:17,201 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-25
-2024-11-25 22:47:17,205 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-25
-2024-11-25 22:47:17,208 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-25
-2024-11-25 22:47:17,211 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-25
-2024-11-25 22:47:17,216 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-25
-2024-11-25 22:47:17,220 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-22
-2024-11-25 22:47:17,224 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-25
-2024-11-25 22:47:17,227 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-25
-2024-11-25 22:47:17,231 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-25
-2024-11-25 22:47:17,235 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-22
-2024-11-25 22:47:17,238 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,241 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,244 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-25
-2024-11-25 22:47:17,247 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,251 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,255 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,258 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,261 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,265 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-25
-2024-11-25 22:47:17,269 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-25 22:47:17,272 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-25 22:47:17,276 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-25 22:47:17,279 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-25
-2024-11-25 22:47:17,283 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-25
-2024-11-25 22:47:17,287 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-25
-2024-11-25 22:47:17,290 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-25
-2024-11-25 22:47:17,292 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18
-2024-11-25 22:47:17,297 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18
-2024-11-25 22:47:17,301 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18
-2024-11-25 22:47:17,305 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-24
-2024-11-25 22:47:17,308 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18
-2024-11-25 22:47:17,312 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-25
-2024-11-25 22:47:17,315 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-25
-2024-11-25 22:47:17,319 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-22
-2024-11-25 22:47:17,322 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-22
-2024-11-25 22:47:17,326 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-22
-2024-11-25 22:47:17,329 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-22
-2024-11-25 22:47:17,333 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-24
-2024-11-25 22:47:17,335 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-24
-2024-11-25 22:47:17,339 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-24
-2024-11-25 22:47:17,343 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31
-2024-11-25 22:47:17,347 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31
-2024-11-25 22:47:17,350 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-22
-2024-11-25 22:47:17,354 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-24
-2024-11-25 22:47:17,356 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-24
-2024-11-25 22:47:17,360 - my_logger - INFO - Column EFS M1 was last updated at 2024-11-25
-2024-11-25 22:47:17,364 - my_logger - INFO - Column EFS M2 was last updated at 2024-11-25
-2024-11-25 22:47:17,368 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15
-2024-11-25 22:47:17,370 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15
-2024-11-25 22:47:17,375 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,378 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,382 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15
-2024-11-25 22:47:17,386 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-15
-2024-11-25 22:47:17,391 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-25 22:47:17,394 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-25 22:47:17,398 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15
-2024-11-25 22:47:17,402 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15
-2024-11-25 22:47:17,405 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15
-2024-11-25 22:47:17,408 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-25 22:47:17,411 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20
-2024-11-25 22:47:17,415 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21
-2024-11-25 22:47:17,419 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-20
-2024-11-25 22:47:17,421 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,425 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15
-2024-11-25 22:47:17,429 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,431 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24
-2024-11-25 22:47:17,435 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-15
-2024-11-25 22:47:17,438 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04
-2024-11-25 22:47:17,443 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-22
-2024-11-25 22:47:17,446 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-22
-2024-11-25 22:47:17,450 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24
-2024-11-25 22:47:17,453 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-21
-2024-11-25 22:47:17,457 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-21
-2024-11-25 22:47:17,459 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-21
-2024-11-25 22:47:17,464 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-22
-2024-11-25 22:47:17,468 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15
-2024-11-25 22:47:17,471 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,473 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,477 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,480 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,483 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,487 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,491 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,494 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,498 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15
-2024-11-25 22:47:17,502 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15
-2024-11-25 22:47:17,506 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15
-2024-11-25 22:47:17,508 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,512 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,516 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15
-2024-11-25 22:47:17,519 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15
-2024-11-25 22:47:17,522 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,524 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-25
-2024-11-25 22:47:17,527 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-25
-2024-11-25 22:47:17,531 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-25
-2024-11-25 22:47:17,534 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-25
-2024-11-25 22:47:17,537 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-25
-2024-11-25 22:47:17,541 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-18
-2024-11-25 22:47:17,544 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-20
-2024-11-25 22:47:17,548 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-22
-2024-11-25 22:47:17,552 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-22
-2024-11-25 22:47:17,555 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-22
-2024-11-25 22:47:17,559 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-25
-2024-11-25 22:47:17,562 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-25
-2024-11-25 22:47:17,567 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-25
-2024-11-25 22:47:17,571 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-22
-2024-11-25 22:47:17,574 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-22
-2024-11-25 22:47:17,578 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-22
-2024-11-25 22:47:17,581 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-22
-2024-11-25 22:47:17,585 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-25
-2024-11-25 22:47:17,588 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-25
-2024-11-25 22:47:17,591 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-25
-2024-11-25 22:47:17,595 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-25
-2024-11-25 22:47:17,598 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-22
-2024-11-25 22:47:17,602 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-25
-2024-11-25 22:47:17,606 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-25
-2024-11-25 22:47:17,610 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-25
-2024-11-25 22:47:17,613 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-25
-2024-11-25 22:47:17,617 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-25
-2024-11-25 22:47:17,621 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-25
-2024-11-25 22:47:17,624 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-22
-2024-11-25 22:47:17,627 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-22
-2024-11-25 22:47:17,629 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-25
-2024-11-25 22:47:17,634 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-22
-2024-11-25 22:47:17,637 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-25
-2024-11-25 22:47:17,640 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-25
-2024-11-25 22:47:17,643 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-22
-2024-11-25 22:47:17,646 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-22
-2024-11-25 22:47:17,650 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-25
-2024-11-25 22:47:17,654 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-22
-2024-11-25 22:47:17,657 - my_logger - INFO - Column DFL was last updated at 2024-11-22
-2024-11-25 22:47:17,661 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-25
-2024-11-25 22:47:17,664 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-25
-2024-11-25 22:47:17,670 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-25
-2024-11-25 22:47:17,673 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-25
-2024-11-25 22:47:17,677 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-25
-2024-11-25 22:47:17,680 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-25
-2024-11-25 22:47:17,684 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-25
-2024-11-25 22:47:17,688 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-25
-2024-11-25 22:47:17,691 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-25
-2024-11-25 22:47:17,694 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-25
-2024-11-25 22:47:17,698 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-25
-2024-11-25 22:47:17,701 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-25
-2024-11-25 22:47:17,705 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-25
-2024-11-25 22:47:17,708 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-22
-2024-11-25 22:47:17,711 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-25
-2024-11-25 22:47:17,716 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-25
-2024-11-25 22:47:17,720 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-22
-2024-11-25 22:47:17,722 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-22
-2024-11-25 22:47:17,725 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-22
-2024-11-25 22:47:17,729 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-25
-2024-11-25 22:47:17,732 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-25
-2024-11-25 22:47:17,736 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-25
-2024-11-25 22:47:17,739 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-25
-2024-11-25 22:47:17,743 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-24
-2024-11-25 22:47:17,745 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-22
-2024-11-25 22:47:17,750 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-22
-2024-11-25 22:47:17,753 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-22
-2024-11-25 22:47:17,755 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-22
-2024-11-25 22:47:17,758 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-22
-2024-11-25 22:47:17,762 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-22
-2024-11-25 22:47:17,766 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31
-2024-11-25 22:47:17,770 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-22
-2024-11-25 22:47:17,774 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-21
-2024-11-25 22:47:17,777 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-25
-2024-11-25 22:47:17,781 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-25
-2024-11-25 22:47:17,785 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-25
-2024-11-25 22:47:17,789 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-21
-2024-11-25 22:47:17,792 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-25
-2024-11-25 22:47:17,795 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-22
-2024-11-25 22:47:17,800 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-25
-2024-11-25 22:47:17,803 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-25
-2024-11-25 22:47:17,806 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-25
-2024-11-25 22:47:17,809 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-25
-2024-11-25 22:47:17,811 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-21
-2024-11-25 22:47:17,816 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-25
-2024-11-25 22:47:17,819 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-19
-2024-11-25 22:47:17,822 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-25
-2024-11-25 22:47:17,827 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-25
-2024-11-25 22:47:17,830 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-25
-2024-11-25 22:47:17,834 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-25
-2024-11-25 22:47:17,838 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-25
-2024-11-25 22:47:17,843 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-22
-2024-11-25 22:47:17,846 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-22
-2024-11-25 22:47:17,850 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18
-2024-11-25 22:47:17,853 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18
-2024-11-25 22:47:17,856 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-25
-2024-11-25 22:47:17,859 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-22
-2024-11-25 22:47:17,863 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-25
-2024-11-25 22:47:17,866 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-25
-2024-11-25 22:47:17,871 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-25
-2024-11-25 22:47:17,874 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-25
-2024-11-25 22:47:17,877 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-25
-2024-11-25 22:47:17,881 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-25
-2024-11-25 22:47:17,886 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-25
-2024-11-25 22:47:17,889 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-25
-2024-11-25 22:47:17,892 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-25
-2024-11-25 22:47:17,895 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-25
-2024-11-25 22:47:17,899 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-25
-2024-11-25 22:47:17,903 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-22
-2024-11-25 22:47:17,907 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-22
-2024-11-25 22:47:17,910 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-25
-2024-11-25 22:47:17,914 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-25
-2024-11-25 22:47:17,918 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-25
-2024-11-25 22:47:17,922 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-25
-2024-11-25 22:47:17,924 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-25
-2024-11-25 22:47:17,928 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-25
-2024-11-25 22:47:17,932 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-25
-2024-11-25 22:47:17,936 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-24
-2024-11-25 22:47:17,939 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-24
-2024-11-25 22:47:17,942 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-24
-2024-11-25 22:47:17,945 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-24
-2024-11-25 22:47:17,949 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,952 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,955 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-25
-2024-11-25 22:47:17,958 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-24
-2024-11-25 22:47:17,962 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-23
-2024-11-25 22:47:17,966 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-25
-2024-11-25 22:47:17,970 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-25
-2024-11-25 22:47:17,973 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-25
-2024-11-25 22:47:17,976 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-25
-2024-11-25 22:47:17,981 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-22
-2024-11-25 22:47:17,984 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-22
-2024-11-25 22:47:17,987 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-22
-2024-11-25 22:47:17,991 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-25
-2024-11-25 22:47:17,995 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-25
-2024-11-25 22:47:17,999 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-25
-2024-11-25 22:47:18,002 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-25
-2024-11-25 22:47:18,006 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-25 22:47:18,009 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-25 22:47:18,013 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-25 22:47:18,018 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-25 22:47:18,021 - my_logger - INFO - Column WTI连1-连6月差 was last updated at 2024-11-25
-2024-11-25 22:47:18,024 - my_logger - INFO - Column WTI连2-连3月差 was last updated at 2024-11-25
-2024-11-25 22:47:18,028 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15
-2024-11-25 22:47:18,031 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15
-2024-11-25 22:47:18,035 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15
-2024-11-25 22:47:18,038 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-22
-2024-11-25 22:47:18,042 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31
-2024-11-25 22:47:18,046 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-22
-2024-11-25 22:47:18,049 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-22
-2024-11-25 22:47:18,052 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-22
-2024-11-25 22:47:18,056 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15
-2024-11-25 22:47:18,059 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,062 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-22
-2024-11-25 22:47:18,066 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-22
-2024-11-25 22:47:18,069 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-22
-2024-11-25 22:47:18,072 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-22
-2024-11-25 22:47:18,075 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15
-2024-11-25 22:47:18,078 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15
-2024-11-25 22:47:18,081 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-22
-2024-11-25 22:47:18,086 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-22
-2024-11-25 22:47:18,089 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-22
-2024-11-25 22:47:18,092 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,096 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,100 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,104 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,107 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,110 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,114 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,117 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,121 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,124 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,127 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,131 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,135 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-22
-2024-11-25 22:47:18,138 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-22
-2024-11-25 22:47:18,140 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-22
-2024-11-25 22:47:18,143 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-22
-2024-11-25 22:47:18,145 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-22
-2024-11-25 22:47:18,149 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-22
-2024-11-25 22:47:18,153 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27
-2024-11-25 22:47:18,157 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,159 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,163 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,167 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15
-2024-11-25 22:47:18,171 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-22
-2024-11-25 22:47:18,175 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15
-2024-11-25 22:47:18,177 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-22
-2024-11-25 22:47:18,182 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15
-2024-11-25 22:47:18,185 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15
-2024-11-25 22:47:18,189 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-22
-2024-11-25 22:47:18,192 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-22
-2024-11-25 22:47:18,196 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15
-2024-11-25 22:47:18,200 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15
-2024-11-25 22:47:18,203 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15
-2024-11-25 22:47:18,205 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15
-2024-11-25 22:47:18,209 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15
-2024-11-25 22:47:18,211 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15
-2024-11-25 22:47:18,217 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15
-2024-11-25 22:47:18,256 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15
-2024-11-25 22:47:18,260 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15
-2024-11-25 22:47:18,264 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15
-2024-11-25 22:47:18,273 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15
-2024-11-25 22:47:18,278 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15
-2024-11-25 22:47:18,282 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-22
-2024-11-25 22:47:18,286 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-22
-2024-11-25 22:47:18,290 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15
-2024-11-25 22:47:18,294 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15
-2024-11-25 22:47:18,297 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15
-2024-11-25 22:47:18,301 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15
-2024-11-25 22:47:18,304 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15
-2024-11-25 22:47:18,308 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15
-2024-11-25 22:47:18,312 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25
-2024-11-25 22:47:18,315 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,319 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,323 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,328 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,331 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,335 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,339 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,343 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,346 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,351 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,354 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,357 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,361 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,365 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,368 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,371 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,374 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27
-2024-11-25 22:47:18,378 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,380 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,384 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,387 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,391 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,393 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28
-2024-11-25 22:47:18,397 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,401 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,404 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,407 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,411 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,416 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,419 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,422 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,425 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,430 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,433 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,437 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10
-2024-11-25 22:47:18,439 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,441 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,445 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,449 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,453 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,456 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,460 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,463 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,467 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,471 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,474 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-17
-2024-11-25 22:47:18,478 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,482 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,485 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,488 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,493 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,497 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,500 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,504 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,507 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,511 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,515 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,518 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,521 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,525 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,529 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,532 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,536 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,540 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,544 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,547 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,552 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,555 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,558 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,562 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,566 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,569 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,572 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,575 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,579 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,582 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,585 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,589 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,592 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,595 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,599 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-17
-2024-11-25 22:47:18,603 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-25
-2024-11-25 22:47:18,606 - my_logger - INFO - Column ovx index was last updated at 2024-11-22
-2024-11-25 22:47:18,610 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-25
-2024-11-25 22:47:18,614 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-25
-2024-11-25 22:47:18,618 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-25
-2024-11-25 22:47:18,622 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-25
-2024-11-25 22:47:18,625 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15
-2024-11-25 22:47:18,630 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-19
-2024-11-25 22:47:18,633 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-19
-2024-11-25 22:47:18,636 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-19
-2024-11-25 22:47:18,640 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-22
-2024-11-25 22:47:18,644 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-25
-2024-11-25 22:47:18,648 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-25
-2024-11-25 22:47:18,651 - my_logger - INFO - Column W000825 was last updated at 2024-11-04
-2024-11-25 22:47:18,655 - my_logger - INFO - Column W000826 was last updated at 2024-11-04
-2024-11-25 22:47:18,658 - my_logger - INFO - Column G.IPE was last updated at 2024-11-21
-2024-11-25 22:47:18,682 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv
-2024-11-25 22:47:18,685 - my_logger - INFO - 删除预警的特征前数据量：(4347, 511)
-2024-11-25 22:47:18,691 - my_logger - INFO - 删除预警的特征后数据量：(4347, 391)
-2024-11-25 22:47:18,692 - my_logger - INFO - 删除两月不更新特征前数据量：(4347, 391)
-2024-11-25 22:47:20,535 - my_logger - INFO - 删除两月不更新特征后数据量：(4347, 388)
-2024-11-25 22:47:20,694 - my_logger - INFO - 删除预测列为空值的行后数据量：(86, 388)
-2024-11-25 22:47:20,701 - my_logger - INFO - 删除全为空值的列后数据量：(86, 388)
-2024-11-25 22:47:23,071 - my_logger - INFO -                月度(387)
-0            EIA美国油品需求
-1              中国汽柴油表需
-2    DOE-美国汽油产量超季节性/3年
-3           美国汽油表需（周度）
-4           美国汽油产量（周度）
-..                 ...
-382     CFFDQMMN INDEX
-383        C2403083739
-384        C2404167878
-385    GC1 COMB Comdty
-386        C2404167855
-
-[387 rows x 1 columns]
-2024-11-25 22:47:23,085 - my_logger - INFO - 特征信息：总共有385个,月度(387), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 22:47:23,088 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-26 10:19:21,599 - my_logger - INFO - 从eta获取数据...
-2024-11-26 10:19:22,153 - my_logger - INFO - 跳过指标 美国:东海岸地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:19:22,339 - my_logger - INFO - 跳过指标 美国:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:19:22,489 - my_logger - INFO - 跳过指标 美国:洛基山地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:19:22,658 - my_logger - INFO - 跳过指标 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:19:22,825 - my_logger - INFO - 跳过指标 美国:西海岸地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:19:22,977 - my_logger - INFO - 跳过指标 美国:中西部地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:19:23,794 - my_logger - INFO - 跳过指标 中国航班执行数/7DMA
-2024-11-26 10:19:24,193 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差负值
-2024-11-26 10:19:24,193 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差
-2024-11-26 10:19:24,414 - my_logger - INFO - 跳过指标 美国汽油产量（周度）1周环差
-2024-11-26 10:19:25,410 - my_logger - INFO - 跳过指标 美国原油周度表需/4WMA
-2024-11-26 10:19:25,411 - my_logger - INFO - 跳过指标 美国油品表需/4WMA
-2024-11-26 10:19:25,411 - my_logger - INFO - 跳过指标 美国油品表需4周环差
-2024-11-26 10:19:25,600 - my_logger - INFO - 跳过指标 道琼斯旅游与休闲/标普500
-2024-11-26 10:19:25,601 - my_logger - INFO - 跳过指标 DOE-柴油产量1周环差
-2024-11-26 10:19:25,601 - my_logger - INFO - 跳过指标 DOE-美国汽油产量1周环差
-2024-11-26 10:19:25,602 - my_logger - INFO - 跳过指标 美国航煤表需一周环差负值
-2024-11-26 10:19:25,602 - my_logger - INFO - 跳过指标 美国馏分油表需一周环差负值
-2024-11-26 10:19:25,603 - my_logger - INFO - 跳过指标 美国汽油表需一周环差负值
-2024-11-26 10:19:25,603 - my_logger - INFO - 跳过指标 欧洲汽油裂差
-2024-11-26 10:19:25,603 - my_logger - INFO - 跳过指标 欧洲柴油裂差
-2024-11-26 10:19:25,933 - my_logger - INFO - 跳过指标 中国主营炼厂产能利用率1周环差
-2024-11-26 10:19:26,379 - my_logger - INFO - 跳过指标 美国零售拥堵指数（周环比）/3WMA
-2024-11-26 10:19:26,381 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差
-2024-11-26 10:19:27,381 - my_logger - INFO - 跳过指标 美国炼厂原油输入量4周均值
-2024-11-26 10:19:28,283 - my_logger - INFO - 跳过指标 美国柴油期货裂差
-2024-11-26 10:19:28,284 - my_logger - INFO - 跳过指标 美国墨西哥湾柴油裂差
-2024-11-26 10:19:28,381 - my_logger - INFO - 跳过指标 美国纽约港柴油裂差
-2024-11-26 10:19:28,382 - my_logger - INFO - 跳过指标 欧洲柴油期货裂差
-2024-11-26 10:19:28,382 - my_logger - INFO - 跳过指标 西北欧轻柴油裂差
-2024-11-26 10:19:28,382 - my_logger - INFO - 跳过指标 新加坡柴油裂差
-2024-11-26 10:19:28,384 - my_logger - INFO - 跳过指标 美国汽油期货裂差
-2024-11-26 10:19:28,384 - my_logger - INFO - 跳过指标 美国墨西哥湾汽油裂差
-2024-11-26 10:19:28,384 - my_logger - INFO - 跳过指标 美国纽约港汽油裂差
-2024-11-26 10:19:28,385 - my_logger - INFO - 跳过指标 欧洲鹿特丹汽油裂差
-2024-11-26 10:19:28,385 - my_logger - INFO - 跳过指标 新加坡汽油裂差
-2024-11-26 10:19:30,837 - my_logger - INFO - 跳过指标 美国汽柴航煤4周平均表需
-2024-11-26 10:19:32,417 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差/65DMA
-2024-11-26 10:19:32,418 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差/65DMA
-2024-11-26 10:19:32,418 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/65DMA
-2024-11-26 10:19:32,419 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/65DMA
-2024-11-26 10:19:32,419 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差
-2024-11-26 10:19:32,420 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差
-2024-11-26 10:19:32,420 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA
-2024-11-26 10:19:32,420 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA
-2024-11-26 10:19:35,300 - my_logger - INFO - 跳过指标 Brent连1合约价格/2DMA
-2024-11-26 10:19:35,300 - my_logger - INFO - 跳过指标 Brent连1合约价格/7DMA
-2024-11-26 10:19:35,301 - my_logger - INFO - 跳过指标 Brent连1合约价格/23DMA
-2024-11-26 10:19:35,301 - my_logger - INFO - 跳过指标 库欣原油库存超季节性/5年拟合残差/WTI c1-c6
-2024-11-26 10:19:35,301 - my_logger - INFO - 跳过指标 Brent连1合约价格/5DMA
-2024-11-26 10:19:35,302 - my_logger - INFO - 跳过指标 Brent c1-c2超季节性/3年
-2024-11-26 10:19:35,302 - my_logger - INFO - 跳过指标 PP主力收盘价拟合残差/期货收盘价（活跃）：布伦特原油
-2024-11-26 10:19:35,303 - my_logger - INFO - 跳过指标 Brent连1合约价格/11DMA
-2024-11-26 10:19:35,303 - my_logger - INFO - 跳过指标 山东地炼柴油裂解价差拟合残差/期货结算价（活跃）：布伦特原油
-2024-11-26 10:19:35,304 - my_logger - INFO - 跳过指标 山东地炼汽油裂解价差拟合残差/
-2024-11-26 10:19:35,304 - my_logger - INFO - 跳过指标 原油(中国胜利)拟合残差/布伦特原油
-2024-11-26 10:19:35,305 - my_logger - INFO - 跳过指标 Brent连1合约价格/21DMA
-2024-11-26 10:19:35,305 - my_logger - INFO - 跳过指标 Brent连1合约价格/14DMA
-2024-11-26 10:19:35,305 - my_logger - INFO - 跳过指标 Brent连1合约价格/16DMA
-2024-11-26 10:19:35,306 - my_logger - INFO - 跳过指标 Brent连1-连12
-2024-11-26 10:19:41,597 - my_logger - INFO - 跳过指标 WTI c1-c36
-2024-11-26 10:19:41,598 - my_logger - INFO - 跳过指标 WTI c1-c24
-2024-11-26 10:19:41,599 - my_logger - INFO - 跳过指标 WTI c1-c12
-2024-11-26 10:19:43,548 - my_logger - INFO - 跳过指标 Brent c1-c36
-2024-11-26 10:19:43,548 - my_logger - INFO - 跳过指标 Brent c1-c24
-2024-11-26 10:19:43,549 - my_logger - INFO - 跳过指标 Brent c1-c12
-2024-11-26 10:19:46,784 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环差
-2024-11-26 10:19:46,784 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环比
-2024-11-26 10:19:46,785 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/美国标普500指数
-2024-11-26 10:19:47,128 - my_logger - INFO - 跳过指标 Dubai连2合约价格
-2024-11-26 10:19:47,129 - my_logger - INFO - 跳过指标 Dubai连4合约价格
-2024-11-26 10:19:47,450 - my_logger - INFO - 跳过指标 美国RBOB期货2212月份合约价格
-2024-11-26 10:19:47,452 - my_logger - INFO - 跳过指标 美国RBOB期货2301月份合约价格
-2024-11-26 10:19:47,452 - my_logger - INFO - 跳过指标 美国RBOB期货2306月份合约价格
-2024-11-26 10:19:48,867 - my_logger - INFO - 跳过指标 Dubai连7合约价格
-2024-11-26 10:19:48,868 - my_logger - INFO - 跳过指标 Dubai连9合约价格
-2024-11-26 10:19:48,868 - my_logger - INFO - 跳过指标 迪拜连7-连9月差
-2024-11-26 10:19:49,754 - my_logger - INFO - 跳过指标 Brent连2
-2024-11-26 10:19:49,755 - my_logger - INFO - 跳过指标 WTI连2合约价格
-2024-11-26 10:19:50,382 - my_logger - INFO - 跳过指标 WTI连4合约价格
-2024-11-26 10:19:51,005 - my_logger - INFO - 跳过指标 Brent连4合约价格
-2024-11-26 10:19:52,169 - my_logger - INFO - 跳过指标 WTI连7合约价格
-2024-11-26 10:19:52,372 - my_logger - INFO - 跳过指标 WTI连12合约价格
-2024-11-26 10:19:52,645 - my_logger - INFO - 跳过指标 布伦特连24合约价格
-2024-11-26 10:19:53,072 - my_logger - INFO - 跳过指标 Brent连6合约价格
-2024-11-26 10:19:53,073 - my_logger - INFO - 跳过指标 Brent连12合约价格
-2024-11-26 10:19:53,074 - my_logger - INFO - 跳过指标 Brent连9合约
-2024-11-26 10:19:53,074 - my_logger - INFO - 跳过指标 brent连3合约
-2024-11-26 10:19:53,075 - my_logger - INFO - 跳过指标 Brent连5
-2024-11-26 10:19:53,075 - my_logger - INFO - 跳过指标 Brent连10合约
-2024-11-26 10:19:53,075 - my_logger - INFO - 跳过指标 Brent连11合约
-2024-11-26 10:19:53,076 - my_logger - INFO - 跳过指标 WTI连3合约价格
-2024-11-26 10:19:53,076 - my_logger - INFO - 跳过指标 Brent 连7合约价格
-2024-11-26 10:19:53,076 - my_logger - INFO - 跳过指标 Brent连8合约价格
-2024-11-26 10:19:53,077 - my_logger - INFO - 跳过指标 Brent连13
-2024-11-26 10:19:53,568 - my_logger - INFO - 跳过指标 ICE Brent c15
-2024-11-26 10:19:53,568 - my_logger - INFO - 跳过指标 ICE Brent c16
-2024-11-26 10:19:53,569 - my_logger - INFO - 跳过指标 ICE Brent c17
-2024-11-26 10:19:53,569 - my_logger - INFO - 跳过指标 ICE Brent c18
-2024-11-26 10:19:53,570 - my_logger - INFO - 跳过指标 ICE Brent c19
-2024-11-26 10:19:53,570 - my_logger - INFO - 跳过指标 ICE Brent c20
-2024-11-26 10:19:53,787 - my_logger - INFO - 跳过指标 ICE Brent c21
-2024-11-26 10:19:53,788 - my_logger - INFO - 跳过指标 ICE Brent c22
-2024-11-26 10:19:53,789 - my_logger - INFO - 跳过指标 ICE Brent c23
-2024-11-26 10:19:53,789 - my_logger - INFO - 跳过指标 ICE Brent c25
-2024-11-26 10:19:53,789 - my_logger - INFO - 跳过指标 ICE Brent c26
-2024-11-26 10:19:53,790 - my_logger - INFO - 跳过指标 ICE Brent c27
-2024-11-26 10:19:53,790 - my_logger - INFO - 跳过指标 ICE Brent c28
-2024-11-26 10:19:53,791 - my_logger - INFO - 跳过指标 ICE Brent c29
-2024-11-26 10:19:53,791 - my_logger - INFO - 跳过指标 ICE Brent c30
-2024-11-26 10:19:53,792 - my_logger - INFO - 跳过指标 ICE Brent c31
-2024-11-26 10:19:53,792 - my_logger - INFO - 跳过指标 ICE Brent c32
-2024-11-26 10:19:53,792 - my_logger - INFO - 跳过指标 ICE Brent c33
-2024-11-26 10:19:53,792 - my_logger - INFO - 跳过指标 ICE Brent c34
-2024-11-26 10:19:53,793 - my_logger - INFO - 跳过指标 ICE Brent c35
-2024-11-26 10:19:53,793 - my_logger - INFO - 跳过指标 ICE Brent c36
-2024-11-26 10:19:54,481 - my_logger - INFO - 跳过指标 NYMWX WTI c6
-2024-11-26 10:19:54,482 - my_logger - INFO - 跳过指标 NYMWX WTI c8
-2024-11-26 10:19:54,483 - my_logger - INFO - 跳过指标 NYMWX WTI c9
-2024-11-26 10:19:54,483 - my_logger - INFO - 跳过指标 NYMWX WTI c10
-2024-11-26 10:19:54,484 - my_logger - INFO - 跳过指标 NYMWX WTI c11
-2024-11-26 10:19:54,484 - my_logger - INFO - 跳过指标 NYMWX WTI c13
-2024-11-26 10:19:54,484 - my_logger - INFO - 跳过指标 NYMWX WTI c14
-2024-11-26 10:19:54,485 - my_logger - INFO - 跳过指标 NYMWX WTI c15
-2024-11-26 10:19:54,485 - my_logger - INFO - 跳过指标 NYMWX WTI c16
-2024-11-26 10:19:54,486 - my_logger - INFO - 跳过指标 NYMWX WTI c17
-2024-11-26 10:19:54,486 - my_logger - INFO - 跳过指标 NYMWX WTI c18
-2024-11-26 10:19:54,487 - my_logger - INFO - 跳过指标 NYMWX WTI c19
-2024-11-26 10:19:54,487 - my_logger - INFO - 跳过指标 NYMWX WTI c20
-2024-11-26 10:19:54,488 - my_logger - INFO - 跳过指标 NYMWX WTI c21
-2024-11-26 10:19:54,488 - my_logger - INFO - 跳过指标 NYMWX WTI c22
-2024-11-26 10:19:54,489 - my_logger - INFO - 跳过指标 NYMWX WTI c23
-2024-11-26 10:19:54,489 - my_logger - INFO - 跳过指标 NYMWX WTI c25
-2024-11-26 10:19:54,489 - my_logger - INFO - 跳过指标 NYMWX WTI c26
-2024-11-26 10:19:54,490 - my_logger - INFO - 跳过指标 NYMWX WTI c27
-2024-11-26 10:19:54,490 - my_logger - INFO - 跳过指标 NYMWX WTI c28
-2024-11-26 10:19:54,491 - my_logger - INFO - 跳过指标 NYMWX WTI c29
-2024-11-26 10:19:54,491 - my_logger - INFO - 跳过指标 NYMWX WTI c30
-2024-11-26 10:19:54,491 - my_logger - INFO - 跳过指标 NYMWX WTI c31
-2024-11-26 10:19:54,492 - my_logger - INFO - 跳过指标 NYMWX WTI c32
-2024-11-26 10:19:54,492 - my_logger - INFO - 跳过指标 NYMWX WTI c33
-2024-11-26 10:19:54,493 - my_logger - INFO - 跳过指标 NYMWX WTI c34
-2024-11-26 10:19:54,493 - my_logger - INFO - 跳过指标 NYMWX WTI c35
-2024-11-26 10:19:54,494 - my_logger - INFO - 跳过指标 NYMWX WTI c36
-2024-11-26 10:19:54,727 - my_logger - INFO - 跳过指标 INE SC c2
-2024-11-26 10:19:54,727 - my_logger - INFO - 跳过指标 INE SC c3
-2024-11-26 10:19:54,728 - my_logger - INFO - 跳过指标 INE SC c4
-2024-11-26 10:19:54,728 - my_logger - INFO - 跳过指标 INE SC c5
-2024-11-26 10:19:54,729 - my_logger - INFO - 跳过指标 INE SC c6
-2024-11-26 10:19:54,729 - my_logger - INFO - 跳过指标 INE SC c7
-2024-11-26 10:19:54,729 - my_logger - INFO - 跳过指标 INE SC c8
-2024-11-26 10:19:54,730 - my_logger - INFO - 跳过指标 INE SC c9
-2024-11-26 10:19:54,730 - my_logger - INFO - 跳过指标 INE SC c10
-2024-11-26 10:19:54,730 - my_logger - INFO - 跳过指标 INE SC c11
-2024-11-26 10:19:54,732 - my_logger - INFO - 跳过指标 INE SC c12
-2024-11-26 10:19:54,732 - my_logger - INFO - 跳过指标 INE SC c13
-2024-11-26 10:19:54,732 - my_logger - INFO - 跳过指标 INE SC c14
-2024-11-26 10:19:54,733 - my_logger - INFO - 跳过指标 INE SC c15
-2024-11-26 10:19:54,733 - my_logger - INFO - 跳过指标 INE SC c16
-2024-11-26 10:19:54,734 - my_logger - INFO - 跳过指标 INE SC c17
-2024-11-26 10:19:54,734 - my_logger - INFO - 跳过指标 INE SC c18
-2024-11-26 10:19:54,735 - my_logger - INFO - 跳过指标 INE SC c19
-2024-11-26 10:19:54,735 - my_logger - INFO - 跳过指标 INE SC c20
-2024-11-26 10:19:54,736 - my_logger - INFO - 跳过指标 EFS c1
-2024-11-26 10:19:54,736 - my_logger - INFO - 跳过指标 EFS c2
-2024-11-26 10:19:54,737 - my_logger - INFO - 跳过指标 EFS c3
-2024-11-26 10:19:54,737 - my_logger - INFO - 跳过指标 EFS c4
-2024-11-26 10:19:54,738 - my_logger - INFO - 跳过指标 EFS c5
-2024-11-26 10:19:54,738 - my_logger - INFO - 跳过指标 EFS c6
-2024-11-26 10:19:54,738 - my_logger - INFO - 跳过指标 Dubai Swap c15
-2024-11-26 10:19:54,739 - my_logger - INFO - 跳过指标 Dubai Swap c16
-2024-11-26 10:19:54,739 - my_logger - INFO - 跳过指标 Dubai Swap c17
-2024-11-26 10:19:54,740 - my_logger - INFO - 跳过指标 Dubai Swap c18
-2024-11-26 10:19:54,740 - my_logger - INFO - 跳过指标 Dubai Swap c19
-2024-11-26 10:19:54,740 - my_logger - INFO - 跳过指标 Dubai Swap c20
-2024-11-26 10:19:54,741 - my_logger - INFO - 跳过指标 Dubai Swap c21
-2024-11-26 10:19:54,741 - my_logger - INFO - 跳过指标 Dubai Swap c22
-2024-11-26 10:19:54,914 - my_logger - INFO - 跳过指标 Oman Swap c2
-2024-11-26 10:19:54,915 - my_logger - INFO - 跳过指标 Oman Swap c3
-2024-11-26 10:19:54,916 - my_logger - INFO - 跳过指标 Oman Swap c4
-2024-11-26 10:19:54,917 - my_logger - INFO - 跳过指标 Oman Swap c5
-2024-11-26 10:19:54,918 - my_logger - INFO - 跳过指标 Oman Swap c6
-2024-11-26 10:19:54,918 - my_logger - INFO - 跳过指标 Oman Swap c7
-2024-11-26 10:19:54,919 - my_logger - INFO - 跳过指标 Oman Swap c8
-2024-11-26 10:19:54,920 - my_logger - INFO - 跳过指标 Oman Swap c9
-2024-11-26 10:19:54,920 - my_logger - INFO - 跳过指标 Oman Swap c10
-2024-11-26 10:19:54,920 - my_logger - INFO - 跳过指标 Oman Swap c11
-2024-11-26 10:19:54,921 - my_logger - INFO - 跳过指标 Oman Swap c12
-2024-11-26 10:19:54,921 - my_logger - INFO - 跳过指标 Oman Swap c13
-2024-11-26 10:19:54,922 - my_logger - INFO - 跳过指标 Oman Swap c14
-2024-11-26 10:19:54,922 - my_logger - INFO - 跳过指标 Oman Swap c15
-2024-11-26 10:19:54,923 - my_logger - INFO - 跳过指标 Oman Swap c16
-2024-11-26 10:19:54,923 - my_logger - INFO - 跳过指标 Oman Swap c17
-2024-11-26 10:19:54,924 - my_logger - INFO - 跳过指标 Oman Swap c18
-2024-11-26 10:19:54,924 - my_logger - INFO - 跳过指标 Oman Swap c19
-2024-11-26 10:19:54,925 - my_logger - INFO - 跳过指标 Oman Swap c20
-2024-11-26 10:19:54,925 - my_logger - INFO - 跳过指标 Oman Swap c21
-2024-11-26 10:19:54,926 - my_logger - INFO - 跳过指标 Oman Swap c22
-2024-11-26 10:19:54,926 - my_logger - INFO - 跳过指标 Oman Swap c23
-2024-11-26 10:19:54,926 - my_logger - INFO - 跳过指标 Oman Swap c24
-2024-11-26 10:19:54,928 - my_logger - INFO - 跳过指标 Oman Swap c25
-2024-11-26 10:19:54,928 - my_logger - INFO - 跳过指标 Oman Swap c26
-2024-11-26 10:19:54,929 - my_logger - INFO - 跳过指标 Oman Swap c27
-2024-11-26 10:19:54,929 - my_logger - INFO - 跳过指标 Oman Swap c28
-2024-11-26 10:19:54,930 - my_logger - INFO - 跳过指标 Oman Swap c29
-2024-11-26 10:19:54,930 - my_logger - INFO - 跳过指标 Oman Swap c30
-2024-11-26 10:19:54,931 - my_logger - INFO - 跳过指标 Oman Swap c31
-2024-11-26 10:19:54,932 - my_logger - INFO - 跳过指标 Oman Swap c32
-2024-11-26 10:19:54,932 - my_logger - INFO - 跳过指标 Oman Swap c33
-2024-11-26 10:19:54,932 - my_logger - INFO - 跳过指标 Oman Swap c34
-2024-11-26 10:19:54,933 - my_logger - INFO - 跳过指标 Oman Swap c35
-2024-11-26 10:19:54,933 - my_logger - INFO - 跳过指标 Oman Swap c36
-2024-11-26 10:19:54,934 - my_logger - INFO - 跳过指标 Oman Swap c37
-2024-11-26 10:19:54,934 - my_logger - INFO - 跳过指标 Oman Swap c38
-2024-11-26 10:19:55,335 - my_logger - INFO - 跳过指标 DME Oman c2
-2024-11-26 10:19:55,336 - my_logger - INFO - 跳过指标 DME Oman c3
-2024-11-26 10:19:55,336 - my_logger - INFO - 跳过指标 DME Oman c4
-2024-11-26 10:19:55,337 - my_logger - INFO - 跳过指标 DME Oman c5
-2024-11-26 10:19:55,337 - my_logger - INFO - 跳过指标 DME Oman c6
-2024-11-26 10:19:55,541 - my_logger - INFO - 跳过指标 Murban Futures c2
-2024-11-26 10:19:55,542 - my_logger - INFO - 跳过指标 Murban Futures c3
-2024-11-26 10:19:55,543 - my_logger - INFO - 跳过指标 Murban Futures c4
-2024-11-26 10:19:55,543 - my_logger - INFO - 跳过指标 Murban Futures c5
-2024-11-26 10:19:55,544 - my_logger - INFO - 跳过指标 Murban Futures c6
-2024-11-26 10:20:03,256 - my_logger - INFO - 跳过指标 EFS c1-c2
-2024-11-26 10:20:03,257 - my_logger - INFO - 跳过指标 TD3C 运费 c1-c2
-2024-11-26 10:20:05,357 - my_logger - INFO - 跳过指标 SC c1-c2/7DMA
-2024-11-26 10:20:05,489 - my_logger - INFO - 跳过指标 美国柴油裂差-美国汽油裂差
-2024-11-26 10:20:05,490 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算)
-2024-11-26 10:20:09,630 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算B)
-2024-11-26 10:20:09,833 - my_logger - INFO - 跳过指标 WTI c1-c2 (结算B)
-2024-11-26 10:20:10,031 - my_logger - INFO - 跳过指标 DME Oman c1 02:30收盘价预估
-2024-11-26 10:20:10,031 - my_logger - INFO - 跳过指标 DME Oman c2 02:30收盘价预估
-2024-11-26 10:20:10,422 - my_logger - INFO - 跳过指标 Brent连1合约价格/12DMA
-2024-11-26 10:20:13,380 - my_logger - INFO - 跳过指标 美国成品车用汽油库存1周环差
-2024-11-26 10:20:13,381 - my_logger - INFO - 跳过指标 美国PADD1原油库存1周环差
-2024-11-26 10:20:13,381 - my_logger - INFO - 跳过指标 美国PADD3原油库存1周环差
-2024-11-26 10:20:13,382 - my_logger - INFO - 跳过指标 美国PADD2原油库存1周环差
-2024-11-26 10:20:13,382 - my_logger - INFO - 跳过指标 美国PADD5原油库存1周环差
-2024-11-26 10:20:13,383 - my_logger - INFO - 跳过指标 美国PADD4原油库存1周环差
-2024-11-26 10:20:15,084 - my_logger - INFO - 跳过指标 库欣原油库存1周环差
-2024-11-26 10:20:15,317 - my_logger - INFO - 跳过指标 美国战略储备原油库存1周环差
-2024-11-26 10:20:15,318 - my_logger - INFO - 跳过指标 美国商业原油库存1周环差
-2024-11-26 10:20:20,430 - my_logger - INFO - 跳过指标 中东原油成本+运费
-2024-11-26 10:20:21,945 - my_logger - INFO - 跳过指标 Brent原油现货价格/8DMA
-2024-11-26 10:20:21,945 - my_logger - INFO - 跳过指标 现货价:原油:英国布伦特Dtd/8DMA
-2024-11-26 10:20:41,955 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent 连2-连3
-2024-11-26 10:20:41,955 - my_logger - INFO - 跳过指标 BrentC1-C21日环差
-2024-11-26 10:20:51,268 - my_logger - INFO - 跳过指标 OMAN原油中质远期现货DES价30DMA
-2024-11-26 10:20:52,745 - my_logger - INFO - 跳过指标 VLCC原油运价（中东至日本）
-2024-11-26 10:20:57,274 - my_logger - INFO - 跳过指标 中东-中国原油运费
-2024-11-26 10:21:00,691 - my_logger - INFO - 跳过指标 波斯湾到中国VLCC原油运费（美元/天）
-2024-11-26 10:21:00,691 - my_logger - INFO - 跳过指标 波斯湾到新加坡VLCC油轮运费
-2024-11-26 10:21:02,776 - my_logger - INFO - 跳过指标 原油波动率
-2024-11-26 10:21:11,753 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/DFL
-2024-11-26 10:21:12,442 - my_logger - INFO - 跳过指标 SC c3-阿曼到岸入罐成本/7DMA
-2024-11-26 10:21:22,697 - my_logger - INFO - 跳过指标 美国汽油净进口（周度）1周环差
-2024-11-26 10:21:23,118 - my_logger - INFO - 跳过指标 美国代表性页岩油公司股价
-2024-11-26 10:21:23,341 - my_logger - INFO - 跳过指标 美国国内周度原油产量1周环差
-2024-11-26 10:21:23,342 - my_logger - INFO - 跳过指标 EIA周度NGL产量同比
-2024-11-26 10:21:23,342 - my_logger - INFO - 跳过指标 美国原油活跃钻机数同比
-2024-11-26 10:21:23,466 - my_logger - INFO - 跳过指标 原油：主营炼厂：产能利用率：中国（周）日度变频
-2024-11-26 10:21:23,724 - my_logger - INFO - 跳过指标 美国原油周度调整项/4WMA
-2024-11-26 10:21:23,725 - my_logger - INFO - 跳过指标 美国FCC装置检修量
-2024-11-26 10:21:23,726 - my_logger - INFO - 跳过指标 美国VDU装置检修量
-2024-11-26 10:21:23,979 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量
-2024-11-26 10:21:23,979 - my_logger - INFO - 跳过指标 美国炼厂部分装置检修量
-2024-11-26 10:21:24,104 - my_logger - INFO - 跳过指标 俄罗斯CDU装置检修量
-2024-11-26 10:21:24,364 - my_logger - INFO - 跳过指标 法国CDU检修量
-2024-11-26 10:21:24,365 - my_logger - INFO - 跳过指标 法国CDU检修量/7DMA
-2024-11-26 10:21:24,365 - my_logger - INFO - 跳过指标 法国CDU检修量超季节性/5年
-2024-11-26 10:21:24,542 - my_logger - INFO - 跳过指标 美国FCC装置检修量超季节性/3年
-2024-11-26 10:21:24,542 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量
-2024-11-26 10:21:24,543 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量/7DMA
-2024-11-26 10:21:24,543 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量
-2024-11-26 10:21:24,544 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量/7DMA
-2024-11-26 10:21:24,544 - my_logger - INFO - 跳过指标 美国FCC装置检修量/7DMA
-2024-11-26 10:21:24,545 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量超季节性/3年
-2024-11-26 10:21:24,545 - my_logger - INFO - 跳过指标 中国CDU检修量
-2024-11-26 10:21:24,954 - my_logger - INFO - 跳过指标 全球加氢装置检修（千桶/日）
-2024-11-26 10:21:24,955 - my_logger - INFO - 跳过指标 全球重整装置检修（千桶/日）
-2024-11-26 10:21:24,956 - my_logger - INFO - 跳过指标 全球CDU装置检修（千桶/日）
-2024-11-26 10:21:25,938 - my_logger - INFO - 跳过指标 西北欧CDU装置检修量
-2024-11-26 10:21:25,939 - my_logger - INFO - 跳过指标 地中海国家CDU装置检修量
-2024-11-26 10:21:25,939 - my_logger - INFO - 跳过指标 东欧CDU装置检修量
-2024-11-26 10:21:25,940 - my_logger - INFO - 跳过指标 欧洲CDU装置检修量
-2024-11-26 10:21:30,174 - my_logger - INFO - 跳过指标 美国原油活跃钻机数1周环差
-2024-11-26 10:21:31,338 - my_logger - INFO - 跳过指标 页岩油公司EOG 股价
-2024-11-26 10:21:31,339 - my_logger - INFO - 跳过指标 康菲石油公司股价
-2024-11-26 10:21:31,339 - my_logger - INFO - 跳过指标 Pioneer公司股价
-2024-11-26 10:21:31,340 - my_logger - INFO - 跳过指标 HESS公司股价
-2024-11-26 10:21:31,340 - my_logger - INFO - 跳过指标 西方石油公司股价
-2024-11-26 10:21:31,340 - my_logger - INFO - 跳过指标 Coterra公司股价
-2024-11-26 10:21:31,340 - my_logger - INFO - 跳过指标 Concho Resources 公司股价
-2024-11-26 10:21:31,341 - my_logger - INFO - 跳过指标 Black Stone Minerals LP股价
-2024-11-26 10:21:31,341 - my_logger - INFO - 跳过指标 Continental Resources Inc股价
-2024-11-26 10:21:31,342 - my_logger - INFO - 跳过指标 Diamondback Energy Inc股价
-2024-11-26 10:21:31,790 - my_logger - INFO - 跳过指标 戴文能源股价
-2024-11-26 10:21:32,852 - my_logger - INFO - 跳过指标 亚洲主要国家4周平均原油海运进口合计
-2024-11-26 10:21:32,852 - my_logger - INFO - 跳过指标 DOE-航煤净进口1周环差
-2024-11-26 10:21:32,853 - my_logger - INFO - 跳过指标 DOE-美国馏分燃料油净进口1周环差
-2024-11-26 10:21:32,853 - my_logger - INFO - 跳过指标 DOE-美国汽油净进口1周环差
-2024-11-26 10:21:32,854 - my_logger - INFO - 跳过指标 美国原油周度净进口1周环差
-2024-11-26 10:21:34,297 - my_logger - INFO - 跳过指标 美国原油总出口4周平均
-2024-11-26 10:21:35,258 - my_logger - INFO - 跳过指标 中东至中国原油运费
-2024-11-26 10:21:36,505 - my_logger - INFO - 跳过指标 DoC4周平均原油海运出口
-2024-11-26 10:21:36,506 - my_logger - INFO - 跳过指标 FSU-阿塞拜疆4周平均原油海运出口
-2024-11-26 10:21:36,506 - my_logger - INFO - 跳过指标 FSU-俄罗斯4周平均原油海运出口
-2024-11-26 10:21:36,507 - my_logger - INFO - 跳过指标 FSU-哈萨克斯坦4周平均原油海运出口
-2024-11-26 10:21:36,507 - my_logger - INFO - 跳过指标 FSU-土库曼斯坦4周平均原油海运出口
-2024-11-26 10:21:36,507 - my_logger - INFO - 跳过指标 Non-OPEC DoC4周平均原油海运出口
-2024-11-26 10:21:36,508 - my_logger - INFO - 跳过指标 OPEC4周平均原油海运出口
-2024-11-26 10:21:36,508 - my_logger - INFO - 跳过指标 OPEC豁免国4周平均原油海运出口
-2024-11-26 10:21:36,509 - my_logger - INFO - 跳过指标 OPEC减产国4周平均原油海运出口
-2024-11-26 10:21:36,509 - my_logger - INFO - 跳过指标 北非-阿尔及利亚4周平均原油海运出口
-2024-11-26 10:21:36,510 - my_logger - INFO - 跳过指标 北非-埃及4周平均原油海运出口
-2024-11-26 10:21:36,510 - my_logger - INFO - 跳过指标 北非-利比亚4周平均原油海运出口
-2024-11-26 10:21:36,510 - my_logger - INFO - 跳过指标 北非-苏丹4周平均原油海运出口
-2024-11-26 10:21:36,511 - my_logger - INFO - 跳过指标 北美-加拿大4周平均原油海运出口
-2024-11-26 10:21:36,511 - my_logger - INFO - 跳过指标 北美-美国4周平均原油海运出口
-2024-11-26 10:21:36,512 - my_logger - INFO - 跳过指标 拉美-阿根廷4周平均原油海运出口
-2024-11-26 10:21:36,512 - my_logger - INFO - 跳过指标 拉美-巴拿马4周平均原油海运出口
-2024-11-26 10:21:36,512 - my_logger - INFO - 跳过指标 拉美-巴西4周平均原油海运出口
-2024-11-26 10:21:36,513 - my_logger - INFO - 跳过指标 拉美-多巴哥岛4周平均原油海运出口
-2024-11-26 10:21:36,513 - my_logger - INFO - 跳过指标 拉美-厄瓜多尔4周平均原油海运出口
-2024-11-26 10:21:36,514 - my_logger - INFO - 跳过指标 拉美-哥伦比亚4周平均原油海运出口
-2024-11-26 10:21:36,514 - my_logger - INFO - 跳过指标 拉美-圭亚那4周平均原油海运出口
-2024-11-26 10:21:36,514 - my_logger - INFO - 跳过指标 拉美-墨西哥4周平均原油海运出口
-2024-11-26 10:21:36,515 - my_logger - INFO - 跳过指标 拉美-委内瑞拉4周平均原油海运出口
-2024-11-26 10:21:36,515 - my_logger - INFO - 跳过指标 欧洲-挪威4周平均原油海运出口
-2024-11-26 10:21:36,516 - my_logger - INFO - 跳过指标 欧洲-英国4周平均原油海运出口
-2024-11-26 10:21:36,516 - my_logger - INFO - 跳过指标 西非-安哥拉4周平均原油海运出口
-2024-11-26 10:21:36,517 - my_logger - INFO - 跳过指标 西非-几内亚4周平均原油海运出口
-2024-11-26 10:21:36,517 - my_logger - INFO - 跳过指标 西非-加纳4周平均原油海运出口
-2024-11-26 10:21:36,518 - my_logger - INFO - 跳过指标 西非-尼日利亚4周平均原油海运出口
-2024-11-26 10:21:36,518 - my_logger - INFO - 跳过指标 亚太-澳大利亚4周平均原油海运出口
-2024-11-26 10:21:36,519 - my_logger - INFO - 跳过指标 亚太-马来西亚4周平均原油海运出口
-2024-11-26 10:21:36,519 - my_logger - INFO - 跳过指标 亚太-文莱4周平均原油海运出口
-2024-11-26 10:21:36,519 - my_logger - INFO - 跳过指标 亚太-印尼4周平均原油海运出口
-2024-11-26 10:21:36,520 - my_logger - INFO - 跳过指标 中东-阿联酋4周平均原油海运出口
-2024-11-26 10:21:36,520 - my_logger - INFO - 跳过指标 中东-阿曼4周平均原油海运出口
-2024-11-26 10:21:36,521 - my_logger - INFO - 跳过指标 中东-巴林4周平均原油海运出口
-2024-11-26 10:21:36,521 - my_logger - INFO - 跳过指标 中东-卡塔尔4周平均原油海运出口
-2024-11-26 10:21:36,522 - my_logger - INFO - 跳过指标 中东-科威特4周平均原油海运出口
-2024-11-26 10:21:36,522 - my_logger - INFO - 跳过指标 中东-沙特4周平均原油海运出口
-2024-11-26 10:21:36,522 - my_logger - INFO - 跳过指标 中东-也门4周平均原油海运出口
-2024-11-26 10:21:36,522 - my_logger - INFO - 跳过指标 中东-伊拉克4周平均原油海运出口
-2024-11-26 10:21:36,524 - my_logger - INFO - 跳过指标 中东-伊朗4周平均原油海运出口
-2024-11-26 10:21:36,524 - my_logger - INFO - 跳过指标 中西非-刚果布4周平均原油海运出口
-2024-11-26 10:21:36,525 - my_logger - INFO - 跳过指标 中西非-加蓬4周平均原油海运出口
-2024-11-26 10:21:36,525 - my_logger - INFO - 跳过指标 中西非-喀麦隆4周平均原油海运出口
-2024-11-26 10:21:36,526 - my_logger - INFO - 跳过指标 中国4周平均原油海运进口
-2024-11-26 10:21:36,526 - my_logger - INFO - 跳过指标 印度4周平均原油海运进口
-2024-11-26 10:21:36,526 - my_logger - INFO - 跳过指标 韩国4周平均原油海运进口
-2024-11-26 10:21:36,527 - my_logger - INFO - 跳过指标 日本4周平均原油海运进口
-2024-11-26 10:21:36,527 - my_logger - INFO - 跳过指标 新加坡4周平均原油海运进口
-2024-11-26 10:21:36,527 - my_logger - INFO - 跳过指标 泰国4周平均原油海运进口
-2024-11-26 10:21:36,528 - my_logger - INFO - 跳过指标 中国台湾4周平均原油海运进口
-2024-11-26 10:21:36,528 - my_logger - INFO - 跳过指标 马来西亚4周平均原油海运进口
-2024-11-26 10:21:36,529 - my_logger - INFO - 跳过指标 印尼4周平均原油海运进口
-2024-11-26 10:21:36,529 - my_logger - INFO - 跳过指标 缅甸4周平均原油海运进口
-2024-11-26 10:21:36,530 - my_logger - INFO - 跳过指标 越南4周平均原油海运进口
-2024-11-26 10:21:36,530 - my_logger - INFO - 跳过指标 巴基斯坦4周平均原油海运进口
-2024-11-26 10:21:36,530 - my_logger - INFO - 跳过指标 美国4周平均原油海运进口
-2024-11-26 10:21:36,531 - my_logger - INFO - 跳过指标 加拿大4周平均原油海运进口
-2024-11-26 10:21:36,531 - my_logger - INFO - 跳过指标 巴拿马4周平均原油海运进口
-2024-11-26 10:21:36,532 - my_logger - INFO - 跳过指标 巴西4周平均原油海运进口
-2024-11-26 10:21:36,532 - my_logger - INFO - 跳过指标 智利4周平均原油海运进口
-2024-11-26 10:21:36,533 - my_logger - INFO - 跳过指标 意大利4周平均原油海运进口
-2024-11-26 10:21:36,533 - my_logger - INFO - 跳过指标 荷兰4周平均原油海运进口
-2024-11-26 10:21:36,534 - my_logger - INFO - 跳过指标 西班牙4周平均原油海运进口
-2024-11-26 10:21:36,534 - my_logger - INFO - 跳过指标 法国4周平均原油海运进口
-2024-11-26 10:21:36,534 - my_logger - INFO - 跳过指标 英国4周平均原油海运进口
-2024-11-26 10:21:36,535 - my_logger - INFO - 跳过指标 希腊4周平均原油海运进口
-2024-11-26 10:21:36,535 - my_logger - INFO - 跳过指标 德国4周平均原油海运进口
-2024-11-26 10:21:36,535 - my_logger - INFO - 跳过指标 波兰4周平均原油海运进口
-2024-11-26 10:21:36,537 - my_logger - INFO - 跳过指标 瑞典4周平均原油海运进口
-2024-11-26 10:21:36,537 - my_logger - INFO - 跳过指标 葡萄牙4周平均原油海运进口
-2024-11-26 10:21:36,538 - my_logger - INFO - 跳过指标 芬兰4周平均原油海运进口
-2024-11-26 10:21:36,538 - my_logger - INFO - 跳过指标 立陶宛4周平均原油海运进口
-2024-11-26 10:21:36,538 - my_logger - INFO - 跳过指标 罗马尼亚4周平均原油海运进口
-2024-11-26 10:21:36,539 - my_logger - INFO - 跳过指标 埃及4周平均原油海运进口
-2024-11-26 10:21:36,539 - my_logger - INFO - 跳过指标 土耳其4周平均原油海运进口
-2024-11-26 10:21:36,540 - my_logger - INFO - 跳过指标 南非4周平均原油海运进口
-2024-11-26 10:21:36,540 - my_logger - INFO - 跳过指标 以色列4周平均原油海运进口
-2024-11-26 10:21:36,541 - my_logger - INFO - 跳过指标 阿联酋4周平均原油海运进口
-2024-11-26 10:21:36,541 - my_logger - INFO - 跳过指标 澳大利亚4周平均原油海运进口
-2024-11-26 10:21:47,624 - my_logger - INFO - 跳过指标 日本周度原油海运进口
-2024-11-26 10:21:49,363 - my_logger - INFO - 跳过指标 中东-阿联酋周度原油海运出口/4WMA
-2024-11-26 10:21:49,364 - my_logger - INFO - 跳过指标 中东-伊朗周度原油海运出口/4WMA
-2024-11-26 10:21:49,364 - my_logger - INFO - 跳过指标 中东-卡塔尔周度原油海运出口/4WMA
-2024-11-26 10:21:49,449 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口/4WMA
-2024-11-26 10:21:49,450 - my_logger - INFO - 跳过指标 美国原油海运出口/4WMA
-2024-11-26 10:21:49,450 - my_logger - INFO - 跳过指标 iraq/4WMA
-2024-11-26 10:21:49,450 - my_logger - INFO - 跳过指标 Venezuela/4WMA
-2024-11-26 10:21:49,450 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口/4WMA
-2024-11-26 10:21:49,452 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口/4WMA
-2024-11-26 10:21:49,452 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口/4WMA
-2024-11-26 10:21:49,453 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口
-2024-11-26 10:21:49,453 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口
-2024-11-26 10:21:49,454 - my_logger - INFO - 跳过指标 Kpler-OPEC+（除OPEC）原油海运出口
-2024-11-26 10:21:49,454 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口
-2024-11-26 10:21:49,454 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口
-2024-11-26 10:21:49,455 - my_logger - INFO - 跳过指标 Kpler-阿联酋原油海运出口
-2024-11-26 10:21:49,455 - my_logger - INFO - 跳过指标 Kpler-科威特原油海运出口
-2024-11-26 10:21:49,456 - my_logger - INFO - 跳过指标 美国原油海运出口
-2024-11-26 10:21:49,513 - my_logger - INFO - 跳过指标 欧洲原油海运进口/4WMA
-2024-11-26 10:21:49,514 - my_logger - INFO - 跳过指标 日本原油海运进口
-2024-11-26 10:21:49,514 - my_logger - INFO - 跳过指标 德国原油海运进口
-2024-11-26 10:21:49,514 - my_logger - INFO - 跳过指标 欧洲原油海运进口
-2024-11-26 10:21:49,515 - my_logger - INFO - 跳过指标 印度原油海运进口
-2024-11-26 10:21:49,515 - my_logger - INFO - 跳过指标 中国原油海运进口
-2024-11-26 10:21:49,600 - my_logger - INFO - 跳过指标 美国汽油库存超季节性3年百分比
-2024-11-26 10:21:49,600 - my_logger - INFO - 跳过指标 SCvsBrent
-2024-11-26 10:21:49,600 - my_logger - INFO - 跳过指标 WTI连1合约价格与美国汽油裂解价差(领先17天)60天滚动相关性
-2024-11-26 10:21:49,601 - my_logger - INFO - 跳过指标 美国汽油裂解价差拟合残差/NYMEX RBOB汽油与美国汽油裂解价差(领先18天)90天滚动相关性
-2024-11-26 10:21:49,601 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数与Brent连1合约价格2周滚动相关性
-2024-11-26 10:21:49,602 - my_logger - INFO - 跳过指标 美国原油库存与汽油库存比值
-2024-11-26 10:21:49,602 - my_logger - INFO - 跳过指标 山东独立炼厂综合炼油利润与Brent连1合约价格(领先4天)60天滚动相关性
-2024-11-26 10:21:49,603 - my_logger - INFO - 跳过指标 Brent c1/Comex铜 c1
-2024-11-26 10:21:49,603 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差*-1
-2024-11-26 10:21:49,603 - my_logger - INFO - 跳过指标 地缘政治风险指数/30DMA
-2024-11-26 10:21:49,604 - my_logger - INFO - 跳过指标 地缘政治风险指数/14DMA
-2024-11-26 10:21:49,604 - my_logger - INFO - 跳过指标 地缘政治风险指数/7DMA
-2024-11-26 10:21:49,605 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/GPRD_MA30
-2024-11-26 10:21:49,605 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/WTI连1-连4
-2024-11-26 10:21:49,605 - my_logger - INFO - 跳过指标 美国RBOB/CBOB库存比
-2024-11-26 10:21:49,606 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数
-2024-11-26 10:21:49,606 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent连1-连2月差
-2024-11-26 10:21:49,607 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/BRENT 211裂解价差150天滚动相关性
-2024-11-26 10:21:49,607 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/DFL150天滚动相关性
-2024-11-26 10:21:49,607 - my_logger - INFO - 跳过指标 库欣/商业原油库存-美国
-2024-11-26 10:21:49,669 - my_logger - INFO - 跳过指标 印度成品油海运进口/4WMA
-2024-11-26 10:21:49,669 - my_logger - INFO - 跳过指标 中国成品油海运进口/4WMA
-2024-11-26 10:21:49,670 - my_logger - INFO - 跳过指标 欧洲成品油海运进口/4WMA
-2024-11-26 10:21:49,670 - my_logger - INFO - 跳过指标 印度成品油海运进口
-2024-11-26 10:21:49,671 - my_logger - INFO - 跳过指标 中国汽油海运进口
-2024-11-26 10:21:49,671 - my_logger - INFO - 跳过指标 印度柴油海运进口
-2024-11-26 10:21:49,671 - my_logger - INFO - 跳过指标 印度汽油海运进口
-2024-11-26 10:21:49,673 - my_logger - INFO - 跳过指标 中国柴油海运进口
-2024-11-26 10:21:49,673 - my_logger - INFO - 跳过指标 中国成品油海运进口
-2024-11-26 10:21:49,674 - my_logger - INFO - 跳过指标 欧洲航煤海运进口
-2024-11-26 10:21:49,674 - my_logger - INFO - 跳过指标 欧洲燃料油海运进口
-2024-11-26 10:21:49,675 - my_logger - INFO - 跳过指标 欧洲石脑油海运进口
-2024-11-26 10:21:49,675 - my_logger - INFO - 跳过指标 欧洲汽油海运进口
-2024-11-26 10:21:49,676 - my_logger - INFO - 跳过指标 欧洲柴油海运进口
-2024-11-26 10:21:49,676 - my_logger - INFO - 跳过指标 欧洲成品油海运进口
-2024-11-26 10:21:49,732 - my_logger - INFO - 跳过指标 美国柴油海运出口/4WMA
-2024-11-26 10:21:49,733 - my_logger - INFO - 跳过指标 美国汽油海运出口
-2024-11-26 10:21:49,733 - my_logger - INFO - 跳过指标 俄罗斯柴油海运出口
-2024-11-26 10:21:49,734 - my_logger - INFO - 跳过指标 俄罗斯成品油海运出口
-2024-11-26 10:21:49,734 - my_logger - INFO - 跳过指标 美国柴油海运出口
-2024-11-26 10:21:49,734 - my_logger - INFO - 跳过指标 美国成品油海运出口
-2024-11-26 10:21:49,735 - my_logger - INFO - 跳过指标 俄罗斯汽油海运出口
-2024-11-26 10:21:50,838 - my_logger - INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855', 'W000825', 'W000826', 'G.IPE', 'S5131019', 'ID00135604', 'FSGAM1 Index', 'S5120408', 'ID00136724']
-2024-11-26 10:21:50,840 - my_logger - INFO - ovx index
-2024-11-26 10:21:51,291 - my_logger - INFO - dxy curncy
-2024-11-26 10:21:51,899 - my_logger - INFO - C2403128043
-2024-11-26 10:21:52,522 - my_logger - INFO - C2403150124
-2024-11-26 10:21:53,214 - my_logger - INFO - FVHCM1 INDEX
-2024-11-26 10:21:53,584 - my_logger - INFO - doedtprd index
-2024-11-26 10:21:53,819 - my_logger - INFO - CFFDQMMN INDEX
-2024-11-26 10:21:54,050 - my_logger - INFO - C2403083739
-2024-11-26 10:21:54,242 - my_logger - INFO - C2404167878
-2024-11-26 10:21:54,438 - my_logger - INFO - lmcads03 lme comdty
-2024-11-26 10:21:54,838 - my_logger - INFO - GC1 COMB Comdty
-2024-11-26 10:21:55,482 - my_logger - INFO - C2404167855
-2024-11-26 10:21:56,115 - my_logger - INFO - W000825
-2024-11-26 10:21:56,413 - my_logger - INFO - W000826
-2024-11-26 10:21:56,741 - my_logger - INFO - G.IPE
-2024-11-26 10:21:57,123 - my_logger - INFO - S5131019
-2024-11-26 10:21:57,460 - my_logger - INFO - ID00135604
-2024-11-26 10:21:57,783 - my_logger - INFO - FSGAM1 Index
-2024-11-26 10:21:58,111 - my_logger - INFO - S5120408
-2024-11-26 10:21:58,463 - my_logger - INFO - ID00136724
-2024-11-26 10:21:59,018 - my_logger - INFO -              date  美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值  美国:炼油厂的投入与使用情况:开工率:当周值  美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值  ...  ID00135604  FSGAM1 Index  S5120408  ID00136724
-9430   2024-11-26                           NaN                     NaN                           NaN  ...         NaN           NaN       NaN         NaN
-8290   2024-11-25                           NaN                     NaN                           NaN  ...         NaN        79.084       NaN         NaN
-11271  2024-11-24                           NaN                     NaN                           NaN  ...         NaN           NaN       NaN         NaN
-11272  2024-11-23                           NaN                     NaN                           NaN  ...         NaN           NaN       NaN         NaN
-1734   2024-11-22                           NaN                     NaN                           NaN  ...       91.25        81.067       NaN       87.02
-
-[5 rows x 516 columns]
-2024-11-26 10:23:25,773 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:23:25,776 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:23:25,778 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:23:25,780 - my_logger - INFO - Column 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:23:25,782 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:23:25,785 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:23:25,787 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15
-2024-11-26 10:23:25,789 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-22
-2024-11-26 10:23:25,791 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10
-2024-11-26 10:23:25,793 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15
-2024-11-26 10:23:25,795 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15
-2024-11-26 10:23:25,797 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15
-2024-11-26 10:23:25,800 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-26 10:23:25,802 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-26 10:23:25,804 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-26 10:23:25,806 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-22
-2024-11-26 10:23:25,808 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04
-2024-11-26 10:23:25,810 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04
-2024-11-26 10:23:25,812 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15
-2024-11-26 10:23:25,814 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15
-2024-11-26 10:23:25,817 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-22
-2024-11-26 10:23:25,819 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-22
-2024-11-26 10:23:25,822 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15
-2024-11-26 10:23:25,825 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-22
-2024-11-26 10:23:25,827 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:23:25,829 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:23:25,831 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:23:25,833 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:23:25,835 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:23:25,837 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15
-2024-11-26 10:23:25,840 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15
-2024-11-26 10:23:25,843 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24
-2024-11-26 10:23:25,844 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31
-2024-11-26 10:23:25,846 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-25
-2024-11-26 10:23:25,849 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-25
-2024-11-26 10:23:25,851 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-25
-2024-11-26 10:23:25,853 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-26 10:23:25,855 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-26 10:23:25,857 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-26 10:23:25,860 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-25
-2024-11-26 10:23:25,862 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-25
-2024-11-26 10:23:25,865 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-25
-2024-11-26 10:23:25,867 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-25
-2024-11-26 10:23:25,869 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-25
-2024-11-26 10:23:25,871 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-25
-2024-11-26 10:23:25,874 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-21
-2024-11-26 10:23:25,876 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-25
-2024-11-26 10:23:25,878 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-25
-2024-11-26 10:23:25,881 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-25
-2024-11-26 10:23:25,883 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-25
-2024-11-26 10:23:25,885 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-25
-2024-11-26 10:23:25,888 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:23:25,890 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:23:25,892 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:23:25,896 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-25
-2024-11-26 10:23:25,898 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:23:25,900 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-25
-2024-11-26 10:23:25,902 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-25
-2024-11-26 10:23:25,904 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-25
-2024-11-26 10:23:25,906 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-25
-2024-11-26 10:23:25,908 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-25
-2024-11-26 10:23:25,909 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-25
-2024-11-26 10:23:25,913 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-25
-2024-11-26 10:23:25,916 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-25
-2024-11-26 10:23:25,918 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-25
-2024-11-26 10:23:25,922 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:23:25,924 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:23:25,926 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-25
-2024-11-26 10:23:25,929 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-25
-2024-11-26 10:23:25,931 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-25
-2024-11-26 10:23:25,933 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-20
-2024-11-26 10:23:25,935 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-25
-2024-11-26 10:23:25,937 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-25
-2024-11-26 10:23:25,939 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-26
-2024-11-26 10:23:25,941 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-25
-2024-11-26 10:23:25,944 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-25
-2024-11-26 10:23:25,946 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-25
-2024-11-26 10:23:25,948 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-25
-2024-11-26 10:23:25,950 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-25
-2024-11-26 10:23:25,952 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-25
-2024-11-26 10:23:25,955 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-25
-2024-11-26 10:23:25,958 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31
-2024-11-26 10:23:25,960 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-25
-2024-11-26 10:23:25,963 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03
-2024-11-26 10:23:25,965 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28
-2024-11-26 10:23:25,967 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-25
-2024-11-26 10:23:25,970 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-25
-2024-11-26 10:23:25,971 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-25
-2024-11-26 10:23:25,974 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-26
-2024-11-26 10:23:25,976 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-25
-2024-11-26 10:23:25,978 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-21
-2024-11-26 10:23:25,981 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16
-2024-11-26 10:23:25,983 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-25
-2024-11-26 10:23:25,985 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-21
-2024-11-26 10:23:25,988 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31
-2024-11-26 10:23:25,990 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31
-2024-11-26 10:23:25,992 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-26
-2024-11-26 10:23:25,995 - my_logger - INFO - Column y was last updated at 2024-11-25
-2024-11-26 10:23:25,998 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-22
-2024-11-26 10:23:25,999 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-25
-2024-11-26 10:23:26,001 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-25
-2024-11-26 10:23:26,003 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-26
-2024-11-26 10:23:26,006 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-25
-2024-11-26 10:23:26,008 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-25
-2024-11-26 10:23:26,010 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-25
-2024-11-26 10:23:26,013 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-25
-2024-11-26 10:23:26,015 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-25
-2024-11-26 10:23:26,017 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-25
-2024-11-26 10:23:26,019 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-25
-2024-11-26 10:23:26,022 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-25
-2024-11-26 10:23:26,024 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-25
-2024-11-26 10:23:26,026 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-25
-2024-11-26 10:23:26,029 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-25
-2024-11-26 10:23:26,031 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-25
-2024-11-26 10:23:26,033 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-25
-2024-11-26 10:23:26,035 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,037 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,039 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,042 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-26
-2024-11-26 10:23:26,043 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,046 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,048 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,050 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,052 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,055 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-25
-2024-11-26 10:23:26,057 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-26 10:23:26,059 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-26 10:23:26,061 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-26 10:23:26,064 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-25
-2024-11-26 10:23:26,066 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-25
-2024-11-26 10:23:26,068 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-25
-2024-11-26 10:23:26,069 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-25
-2024-11-26 10:23:26,072 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18
-2024-11-26 10:23:26,074 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18
-2024-11-26 10:23:26,076 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18
-2024-11-26 10:23:26,078 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-25
-2024-11-26 10:23:26,081 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18
-2024-11-26 10:23:26,083 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-25
-2024-11-26 10:23:26,085 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-25
-2024-11-26 10:23:26,087 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:23:26,089 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:23:26,092 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:23:26,094 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:23:26,097 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,099 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,101 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,103 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31
-2024-11-26 10:23:26,105 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31
-2024-11-26 10:23:26,107 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-25
-2024-11-26 10:23:26,109 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-25
-2024-11-26 10:23:26,111 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-25
-2024-11-26 10:23:26,113 - my_logger - INFO - Column EFS M1 was last updated at 2024-11-25
-2024-11-26 10:23:26,116 - my_logger - INFO - Column EFS M2 was last updated at 2024-11-25
-2024-11-26 10:23:26,118 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15
-2024-11-26 10:23:26,120 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15
-2024-11-26 10:23:26,122 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,124 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,127 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15
-2024-11-26 10:23:26,130 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-15
-2024-11-26 10:23:26,133 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:23:26,135 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:23:26,136 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15
-2024-11-26 10:23:26,138 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15
-2024-11-26 10:23:26,140 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15
-2024-11-26 10:23:26,142 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:23:26,145 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20
-2024-11-26 10:23:26,148 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21
-2024-11-26 10:23:26,150 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-20
-2024-11-26 10:23:26,152 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,153 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15
-2024-11-26 10:23:26,155 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,157 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24
-2024-11-26 10:23:26,159 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-15
-2024-11-26 10:23:26,163 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04
-2024-11-26 10:23:26,165 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-22
-2024-11-26 10:23:26,167 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-22
-2024-11-26 10:23:26,168 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24
-2024-11-26 10:23:26,170 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-21
-2024-11-26 10:23:26,172 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-21
-2024-11-26 10:23:26,173 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-21
-2024-11-26 10:23:26,176 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-22
-2024-11-26 10:23:26,178 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15
-2024-11-26 10:23:26,180 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,182 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,184 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,186 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,188 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,190 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,193 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,196 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,197 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15
-2024-11-26 10:23:26,199 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15
-2024-11-26 10:23:26,201 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15
-2024-11-26 10:23:26,203 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,205 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,207 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15
-2024-11-26 10:23:26,210 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15
-2024-11-26 10:23:26,213 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,215 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-25
-2024-11-26 10:23:26,217 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-25
-2024-11-26 10:23:26,218 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-25
-2024-11-26 10:23:26,221 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-25
-2024-11-26 10:23:26,223 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,225 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-18
-2024-11-26 10:23:26,228 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-20
-2024-11-26 10:23:26,230 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-25
-2024-11-26 10:23:26,233 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-25
-2024-11-26 10:23:26,235 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-25
-2024-11-26 10:23:26,236 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:23:26,239 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:23:26,241 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:23:26,243 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:23:26,246 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-25
-2024-11-26 10:23:26,248 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:23:26,250 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-25
-2024-11-26 10:23:26,252 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:23:26,254 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-25
-2024-11-26 10:23:26,256 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:23:26,258 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-25
-2024-11-26 10:23:26,260 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:23:26,263 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-25
-2024-11-26 10:23:26,265 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:23:26,267 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-25
-2024-11-26 10:23:26,269 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:23:26,272 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-25
-2024-11-26 10:23:26,274 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:23:26,276 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:23:26,279 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-22
-2024-11-26 10:23:26,283 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,287 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-25
-2024-11-26 10:23:26,290 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-25
-2024-11-26 10:23:26,296 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-25
-2024-11-26 10:23:26,299 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-25
-2024-11-26 10:23:26,303 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-22
-2024-11-26 10:23:26,306 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-25
-2024-11-26 10:23:26,308 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,311 - my_logger - INFO - Column DFL was last updated at 2024-11-25
-2024-11-26 10:23:26,315 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-25
-2024-11-26 10:23:26,319 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-26
-2024-11-26 10:23:26,321 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-25
-2024-11-26 10:23:26,324 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,326 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-25
-2024-11-26 10:23:26,328 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-25
-2024-11-26 10:23:26,330 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-25
-2024-11-26 10:23:26,332 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-25
-2024-11-26 10:23:26,335 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-25
-2024-11-26 10:23:26,337 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-25
-2024-11-26 10:23:26,339 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-25
-2024-11-26 10:23:26,341 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,344 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-26
-2024-11-26 10:23:26,348 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-22
-2024-11-26 10:23:26,351 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:23:26,353 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:23:26,356 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-22
-2024-11-26 10:23:26,358 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-22
-2024-11-26 10:23:26,360 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-25
-2024-11-26 10:23:26,362 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-26
-2024-11-26 10:23:26,365 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:23:26,368 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-25
-2024-11-26 10:23:26,370 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-26
-2024-11-26 10:23:26,372 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:23:26,374 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-22
-2024-11-26 10:23:26,376 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-22
-2024-11-26 10:23:26,379 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-25
-2024-11-26 10:23:26,382 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-22
-2024-11-26 10:23:26,384 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-25
-2024-11-26 10:23:26,387 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-22
-2024-11-26 10:23:26,389 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31
-2024-11-26 10:23:26,390 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-22
-2024-11-26 10:23:26,392 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-22
-2024-11-26 10:23:26,395 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,398 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,399 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,402 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-22
-2024-11-26 10:23:26,403 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,405 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,408 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,410 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-25
-2024-11-26 10:23:26,413 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-25
-2024-11-26 10:23:26,415 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-25
-2024-11-26 10:23:26,417 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-21
-2024-11-26 10:23:26,419 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-25
-2024-11-26 10:23:26,421 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-19
-2024-11-26 10:23:26,423 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-26
-2024-11-26 10:23:26,426 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-25
-2024-11-26 10:23:26,429 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-25
-2024-11-26 10:23:26,431 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-25
-2024-11-26 10:23:26,433 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-25
-2024-11-26 10:23:26,437 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-25
-2024-11-26 10:23:26,438 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-25
-2024-11-26 10:23:26,441 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18
-2024-11-26 10:23:26,443 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18
-2024-11-26 10:23:26,446 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-25
-2024-11-26 10:23:26,448 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-22
-2024-11-26 10:23:26,451 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-25
-2024-11-26 10:23:26,453 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-25
-2024-11-26 10:23:26,455 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-25
-2024-11-26 10:23:26,457 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-25
-2024-11-26 10:23:26,459 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-25
-2024-11-26 10:23:26,462 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-25
-2024-11-26 10:23:26,464 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-25
-2024-11-26 10:23:26,466 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-25
-2024-11-26 10:23:26,467 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-25
-2024-11-26 10:23:26,470 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-25
-2024-11-26 10:23:26,472 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-25
-2024-11-26 10:23:26,475 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-25
-2024-11-26 10:23:26,476 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-25
-2024-11-26 10:23:26,480 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-25
-2024-11-26 10:23:26,482 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-25
-2024-11-26 10:23:26,484 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-25
-2024-11-26 10:23:26,486 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:23:26,488 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:23:26,490 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:23:26,493 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:23:26,495 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:23:26,497 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:23:26,499 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:23:26,501 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:23:26,504 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,506 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,508 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-25
-2024-11-26 10:23:26,510 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-25
-2024-11-26 10:23:26,512 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-24
-2024-11-26 10:23:26,515 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-25
-2024-11-26 10:23:26,517 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-25
-2024-11-26 10:23:26,520 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-25
-2024-11-26 10:23:26,522 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-25
-2024-11-26 10:23:26,524 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-25
-2024-11-26 10:23:26,526 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-25
-2024-11-26 10:23:26,530 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-25
-2024-11-26 10:23:26,532 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-25
-2024-11-26 10:23:26,534 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-25
-2024-11-26 10:23:26,536 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:23:26,538 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-25
-2024-11-26 10:23:26,540 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:23:26,542 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:23:26,544 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:23:26,547 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:23:26,549 - my_logger - INFO - Column WTI连1-连6月差 was last updated at 2024-11-25
-2024-11-26 10:23:26,551 - my_logger - INFO - Column WTI连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:23:26,554 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15
-2024-11-26 10:23:26,556 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15
-2024-11-26 10:23:26,558 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:23:26,560 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-22
-2024-11-26 10:23:26,563 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31
-2024-11-26 10:23:26,565 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-22
-2024-11-26 10:23:26,568 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-22
-2024-11-26 10:23:26,569 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-22
-2024-11-26 10:23:26,571 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15
-2024-11-26 10:23:26,573 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,575 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-22
-2024-11-26 10:23:26,578 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-22
-2024-11-26 10:23:26,581 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-22
-2024-11-26 10:23:26,583 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-22
-2024-11-26 10:23:26,585 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15
-2024-11-26 10:23:26,588 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15
-2024-11-26 10:23:26,589 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-22
-2024-11-26 10:23:26,591 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-22
-2024-11-26 10:23:26,593 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:23:26,595 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,598 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,600 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,602 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,604 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,606 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,607 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,609 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,612 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,614 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,616 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,619 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,622 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:23:26,624 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:23:26,626 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:23:26,629 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:23:26,631 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:23:26,633 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:23:26,635 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27
-2024-11-26 10:23:26,637 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,639 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,641 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,643 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15
-2024-11-26 10:23:26,647 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-22
-2024-11-26 10:23:26,649 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15
-2024-11-26 10:23:26,652 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:23:26,654 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15
-2024-11-26 10:23:26,656 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15
-2024-11-26 10:23:26,658 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-22
-2024-11-26 10:23:26,661 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-22
-2024-11-26 10:23:26,663 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15
-2024-11-26 10:23:26,665 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15
-2024-11-26 10:23:26,667 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15
-2024-11-26 10:23:26,670 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15
-2024-11-26 10:23:26,672 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15
-2024-11-26 10:23:26,674 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15
-2024-11-26 10:23:26,677 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15
-2024-11-26 10:23:26,679 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15
-2024-11-26 10:23:26,681 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15
-2024-11-26 10:23:26,683 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15
-2024-11-26 10:23:26,686 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15
-2024-11-26 10:23:26,688 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15
-2024-11-26 10:23:26,689 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-25
-2024-11-26 10:23:26,693 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-22
-2024-11-26 10:23:26,695 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15
-2024-11-26 10:23:26,697 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15
-2024-11-26 10:23:26,699 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15
-2024-11-26 10:23:26,702 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15
-2024-11-26 10:23:26,704 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15
-2024-11-26 10:23:26,706 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15
-2024-11-26 10:23:26,708 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25
-2024-11-26 10:23:26,710 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,713 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,715 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,717 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,719 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,721 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,723 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,725 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,727 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,730 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,732 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,734 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,735 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,737 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,740 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,742 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,744 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27
-2024-11-26 10:23:26,747 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,749 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,751 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,752 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,754 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,757 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28
-2024-11-26 10:23:26,759 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,761 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,764 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,766 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,767 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,769 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,771 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,773 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,775 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,777 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,780 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,782 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10
-2024-11-26 10:23:26,785 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,786 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,789 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,791 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,793 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,796 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,798 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,800 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,802 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,804 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,806 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:23:26,807 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,810 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,813 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,815 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,817 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,819 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,821 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,822 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,824 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,826 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,829 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,831 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,833 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,836 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,837 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,839 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,841 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,843 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,844 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,848 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,849 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,852 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,854 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,856 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,858 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,859 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,862 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,864 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,866 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,868 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,870 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,872 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,874 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,876 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,878 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:23:26,881 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-25
-2024-11-26 10:23:26,883 - my_logger - INFO - Column ovx index was last updated at 2024-11-25
-2024-11-26 10:23:26,885 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-25
-2024-11-26 10:23:26,887 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-25
-2024-11-26 10:23:26,889 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-25
-2024-11-26 10:23:26,891 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-25
-2024-11-26 10:23:26,893 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15
-2024-11-26 10:23:26,895 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-19
-2024-11-26 10:23:26,897 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-19
-2024-11-26 10:23:26,899 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-19
-2024-11-26 10:23:26,901 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-22
-2024-11-26 10:23:26,903 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-25
-2024-11-26 10:23:26,906 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-25
-2024-11-26 10:23:26,908 - my_logger - INFO - Column W000825 was last updated at 2024-11-04
-2024-11-26 10:23:26,909 - my_logger - INFO - Column W000826 was last updated at 2024-11-04
-2024-11-26 10:23:26,911 - my_logger - INFO - Column G.IPE was last updated at 2024-11-21
-2024-11-26 10:23:26,914 - my_logger - INFO - Column S5131019 was last updated at 2024-11-20
-2024-11-26 10:23:26,916 - my_logger - INFO - Column ID00135604 was last updated at 2024-11-22
-2024-11-26 10:23:26,919 - my_logger - INFO - Column FSGAM1 Index was last updated at 2024-11-25
-2024-11-26 10:23:26,921 - my_logger - INFO - Column S5120408 was last updated at 2024-11-20
-2024-11-26 10:23:26,924 - my_logger - INFO - Column ID00136724 was last updated at 2024-11-22
-2024-11-26 10:23:26,930 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv
-2024-11-26 10:23:26,932 - my_logger - INFO - 删除预警的特征前数据量：(4348, 516)
-2024-11-26 10:23:26,938 - my_logger - INFO - 删除预警的特征后数据量：(4348, 444)
-2024-11-26 10:23:26,938 - my_logger - INFO - 删除两月不更新特征前数据量：(4348, 444)
-2024-11-26 10:23:27,455 - my_logger - INFO - 删除两月不更新特征后数据量：(4348, 440)
-2024-11-26 10:23:27,470 - my_logger - INFO - 删除预测列为空值的行后数据量：(86, 440)
-2024-11-26 10:23:27,471 - my_logger - INFO - 删除全为空值的列后数据量：(86, 440)
-2024-11-26 10:23:28,353 - my_logger - INFO -                             29天(1)            月度(438)
-0    阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估)          EIA美国油品需求
-1                                             中国汽柴油表需
-2                                   DOE-美国汽油产量超季节性/3年
-3                                          美国汽油表需（周度）
-4                                          美国汽油产量（周度）
-..                             ...                ...
-433                                       C2403083739
-434                                       C2404167878
-435                                   GC1 COMB Comdty
-436                                       C2404167855
-437                                      FSGAM1 Index
-
-[438 rows x 2 columns]
-2024-11-26 10:23:28,364 - my_logger - INFO - 特征信息：总共有437个,29天(1),月度(438), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-26 10:23:28,366 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-26 10:30:55,388 - my_logger - INFO - 从eta获取数据...
-2024-11-26 10:30:55,875 - my_logger - INFO - 跳过指标 美国:东海岸地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:30:56,069 - my_logger - INFO - 跳过指标 美国:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:30:56,235 - my_logger - INFO - 跳过指标 美国:洛基山地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:30:56,387 - my_logger - INFO - 跳过指标 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:30:56,532 - my_logger - INFO - 跳过指标 美国:西海岸地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:30:56,681 - my_logger - INFO - 跳过指标 美国:中西部地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:30:57,505 - my_logger - INFO - 跳过指标 中国航班执行数/7DMA
-2024-11-26 10:30:57,877 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差负值
-2024-11-26 10:30:57,878 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差
-2024-11-26 10:30:58,101 - my_logger - INFO - 跳过指标 美国汽油产量（周度）1周环差
-2024-11-26 10:30:59,099 - my_logger - INFO - 跳过指标 美国原油周度表需/4WMA
-2024-11-26 10:30:59,100 - my_logger - INFO - 跳过指标 美国油品表需/4WMA
-2024-11-26 10:30:59,100 - my_logger - INFO - 跳过指标 美国油品表需4周环差
-2024-11-26 10:30:59,307 - my_logger - INFO - 跳过指标 道琼斯旅游与休闲/标普500
-2024-11-26 10:30:59,307 - my_logger - INFO - 跳过指标 DOE-柴油产量1周环差
-2024-11-26 10:30:59,308 - my_logger - INFO - 跳过指标 DOE-美国汽油产量1周环差
-2024-11-26 10:30:59,308 - my_logger - INFO - 跳过指标 美国航煤表需一周环差负值
-2024-11-26 10:30:59,309 - my_logger - INFO - 跳过指标 美国馏分油表需一周环差负值
-2024-11-26 10:30:59,309 - my_logger - INFO - 跳过指标 美国汽油表需一周环差负值
-2024-11-26 10:30:59,310 - my_logger - INFO - 跳过指标 欧洲汽油裂差
-2024-11-26 10:30:59,311 - my_logger - INFO - 跳过指标 欧洲柴油裂差
-2024-11-26 10:30:59,625 - my_logger - INFO - 跳过指标 中国主营炼厂产能利用率1周环差
-2024-11-26 10:31:00,056 - my_logger - INFO - 跳过指标 美国零售拥堵指数（周环比）/3WMA
-2024-11-26 10:31:00,056 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差
-2024-11-26 10:31:01,050 - my_logger - INFO - 跳过指标 美国炼厂原油输入量4周均值
-2024-11-26 10:31:02,033 - my_logger - INFO - 跳过指标 美国柴油期货裂差
-2024-11-26 10:31:02,034 - my_logger - INFO - 跳过指标 美国墨西哥湾柴油裂差
-2024-11-26 10:31:02,119 - my_logger - INFO - 跳过指标 美国纽约港柴油裂差
-2024-11-26 10:31:02,119 - my_logger - INFO - 跳过指标 欧洲柴油期货裂差
-2024-11-26 10:31:02,120 - my_logger - INFO - 跳过指标 西北欧轻柴油裂差
-2024-11-26 10:31:02,120 - my_logger - INFO - 跳过指标 新加坡柴油裂差
-2024-11-26 10:31:02,120 - my_logger - INFO - 跳过指标 美国汽油期货裂差
-2024-11-26 10:31:02,120 - my_logger - INFO - 跳过指标 美国墨西哥湾汽油裂差
-2024-11-26 10:31:02,122 - my_logger - INFO - 跳过指标 美国纽约港汽油裂差
-2024-11-26 10:31:02,123 - my_logger - INFO - 跳过指标 欧洲鹿特丹汽油裂差
-2024-11-26 10:31:02,123 - my_logger - INFO - 跳过指标 新加坡汽油裂差
-2024-11-26 10:31:04,594 - my_logger - INFO - 跳过指标 美国汽柴航煤4周平均表需
-2024-11-26 10:31:06,126 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差/65DMA
-2024-11-26 10:31:06,127 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差/65DMA
-2024-11-26 10:31:06,127 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/65DMA
-2024-11-26 10:31:06,128 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/65DMA
-2024-11-26 10:31:06,128 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差
-2024-11-26 10:31:06,129 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差
-2024-11-26 10:31:06,129 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA
-2024-11-26 10:31:06,129 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA
-2024-11-26 10:31:09,046 - my_logger - INFO - 跳过指标 Brent连1合约价格/2DMA
-2024-11-26 10:31:09,047 - my_logger - INFO - 跳过指标 Brent连1合约价格/7DMA
-2024-11-26 10:31:09,047 - my_logger - INFO - 跳过指标 Brent连1合约价格/23DMA
-2024-11-26 10:31:09,048 - my_logger - INFO - 跳过指标 库欣原油库存超季节性/5年拟合残差/WTI c1-c6
-2024-11-26 10:31:09,048 - my_logger - INFO - 跳过指标 Brent连1合约价格/5DMA
-2024-11-26 10:31:09,049 - my_logger - INFO - 跳过指标 Brent c1-c2超季节性/3年
-2024-11-26 10:31:09,049 - my_logger - INFO - 跳过指标 PP主力收盘价拟合残差/期货收盘价（活跃）：布伦特原油
-2024-11-26 10:31:09,050 - my_logger - INFO - 跳过指标 Brent连1合约价格/11DMA
-2024-11-26 10:31:09,050 - my_logger - INFO - 跳过指标 山东地炼柴油裂解价差拟合残差/期货结算价（活跃）：布伦特原油
-2024-11-26 10:31:09,050 - my_logger - INFO - 跳过指标 山东地炼汽油裂解价差拟合残差/
-2024-11-26 10:31:09,050 - my_logger - INFO - 跳过指标 原油(中国胜利)拟合残差/布伦特原油
-2024-11-26 10:31:09,051 - my_logger - INFO - 跳过指标 Brent连1合约价格/21DMA
-2024-11-26 10:31:09,051 - my_logger - INFO - 跳过指标 Brent连1合约价格/14DMA
-2024-11-26 10:31:09,052 - my_logger - INFO - 跳过指标 Brent连1合约价格/16DMA
-2024-11-26 10:31:09,052 - my_logger - INFO - 跳过指标 Brent连1-连12
-2024-11-26 10:31:15,376 - my_logger - INFO - 跳过指标 WTI c1-c36
-2024-11-26 10:31:15,377 - my_logger - INFO - 跳过指标 WTI c1-c24
-2024-11-26 10:31:15,377 - my_logger - INFO - 跳过指标 WTI c1-c12
-2024-11-26 10:31:17,251 - my_logger - INFO - 跳过指标 Brent c1-c36
-2024-11-26 10:31:17,251 - my_logger - INFO - 跳过指标 Brent c1-c24
-2024-11-26 10:31:17,252 - my_logger - INFO - 跳过指标 Brent c1-c12
-2024-11-26 10:31:20,540 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环差
-2024-11-26 10:31:20,541 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环比
-2024-11-26 10:31:20,541 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/美国标普500指数
-2024-11-26 10:31:21,107 - my_logger - INFO - 跳过指标 Dubai连2合约价格
-2024-11-26 10:31:21,108 - my_logger - INFO - 跳过指标 Dubai连4合约价格
-2024-11-26 10:31:21,432 - my_logger - INFO - 跳过指标 美国RBOB期货2212月份合约价格
-2024-11-26 10:31:21,433 - my_logger - INFO - 跳过指标 美国RBOB期货2301月份合约价格
-2024-11-26 10:31:21,433 - my_logger - INFO - 跳过指标 美国RBOB期货2306月份合约价格
-2024-11-26 10:31:22,798 - my_logger - INFO - 跳过指标 Dubai连7合约价格
-2024-11-26 10:31:22,799 - my_logger - INFO - 跳过指标 Dubai连9合约价格
-2024-11-26 10:31:22,799 - my_logger - INFO - 跳过指标 迪拜连7-连9月差
-2024-11-26 10:31:23,679 - my_logger - INFO - 跳过指标 Brent连2
-2024-11-26 10:31:23,680 - my_logger - INFO - 跳过指标 WTI连2合约价格
-2024-11-26 10:31:24,300 - my_logger - INFO - 跳过指标 WTI连4合约价格
-2024-11-26 10:31:24,930 - my_logger - INFO - 跳过指标 Brent连4合约价格
-2024-11-26 10:31:26,098 - my_logger - INFO - 跳过指标 WTI连7合约价格
-2024-11-26 10:31:26,294 - my_logger - INFO - 跳过指标 WTI连12合约价格
-2024-11-26 10:31:26,554 - my_logger - INFO - 跳过指标 布伦特连24合约价格
-2024-11-26 10:31:26,985 - my_logger - INFO - 跳过指标 Brent连6合约价格
-2024-11-26 10:31:26,985 - my_logger - INFO - 跳过指标 Brent连12合约价格
-2024-11-26 10:31:26,986 - my_logger - INFO - 跳过指标 Brent连9合约
-2024-11-26 10:31:26,986 - my_logger - INFO - 跳过指标 brent连3合约
-2024-11-26 10:31:26,986 - my_logger - INFO - 跳过指标 Brent连5
-2024-11-26 10:31:26,986 - my_logger - INFO - 跳过指标 Brent连10合约
-2024-11-26 10:31:26,988 - my_logger - INFO - 跳过指标 Brent连11合约
-2024-11-26 10:31:26,988 - my_logger - INFO - 跳过指标 WTI连3合约价格
-2024-11-26 10:31:26,989 - my_logger - INFO - 跳过指标 Brent 连7合约价格
-2024-11-26 10:31:26,989 - my_logger - INFO - 跳过指标 Brent连8合约价格
-2024-11-26 10:31:26,990 - my_logger - INFO - 跳过指标 Brent连13
-2024-11-26 10:31:27,429 - my_logger - INFO - 跳过指标 ICE Brent c15
-2024-11-26 10:31:27,430 - my_logger - INFO - 跳过指标 ICE Brent c16
-2024-11-26 10:31:27,430 - my_logger - INFO - 跳过指标 ICE Brent c17
-2024-11-26 10:31:27,431 - my_logger - INFO - 跳过指标 ICE Brent c18
-2024-11-26 10:31:27,431 - my_logger - INFO - 跳过指标 ICE Brent c19
-2024-11-26 10:31:27,431 - my_logger - INFO - 跳过指标 ICE Brent c20
-2024-11-26 10:31:27,662 - my_logger - INFO - 跳过指标 ICE Brent c21
-2024-11-26 10:31:27,662 - my_logger - INFO - 跳过指标 ICE Brent c22
-2024-11-26 10:31:27,662 - my_logger - INFO - 跳过指标 ICE Brent c23
-2024-11-26 10:31:27,663 - my_logger - INFO - 跳过指标 ICE Brent c25
-2024-11-26 10:31:27,663 - my_logger - INFO - 跳过指标 ICE Brent c26
-2024-11-26 10:31:27,664 - my_logger - INFO - 跳过指标 ICE Brent c27
-2024-11-26 10:31:27,664 - my_logger - INFO - 跳过指标 ICE Brent c28
-2024-11-26 10:31:27,665 - my_logger - INFO - 跳过指标 ICE Brent c29
-2024-11-26 10:31:27,665 - my_logger - INFO - 跳过指标 ICE Brent c30
-2024-11-26 10:31:27,665 - my_logger - INFO - 跳过指标 ICE Brent c31
-2024-11-26 10:31:27,666 - my_logger - INFO - 跳过指标 ICE Brent c32
-2024-11-26 10:31:27,666 - my_logger - INFO - 跳过指标 ICE Brent c33
-2024-11-26 10:31:27,667 - my_logger - INFO - 跳过指标 ICE Brent c34
-2024-11-26 10:31:27,667 - my_logger - INFO - 跳过指标 ICE Brent c35
-2024-11-26 10:31:27,667 - my_logger - INFO - 跳过指标 ICE Brent c36
-2024-11-26 10:31:28,277 - my_logger - INFO - 跳过指标 NYMWX WTI c6
-2024-11-26 10:31:28,279 - my_logger - INFO - 跳过指标 NYMWX WTI c8
-2024-11-26 10:31:28,279 - my_logger - INFO - 跳过指标 NYMWX WTI c9
-2024-11-26 10:31:28,280 - my_logger - INFO - 跳过指标 NYMWX WTI c10
-2024-11-26 10:31:28,280 - my_logger - INFO - 跳过指标 NYMWX WTI c11
-2024-11-26 10:31:28,281 - my_logger - INFO - 跳过指标 NYMWX WTI c13
-2024-11-26 10:31:28,281 - my_logger - INFO - 跳过指标 NYMWX WTI c14
-2024-11-26 10:31:28,282 - my_logger - INFO - 跳过指标 NYMWX WTI c15
-2024-11-26 10:31:28,282 - my_logger - INFO - 跳过指标 NYMWX WTI c16
-2024-11-26 10:31:28,282 - my_logger - INFO - 跳过指标 NYMWX WTI c17
-2024-11-26 10:31:28,283 - my_logger - INFO - 跳过指标 NYMWX WTI c18
-2024-11-26 10:31:28,283 - my_logger - INFO - 跳过指标 NYMWX WTI c19
-2024-11-26 10:31:28,284 - my_logger - INFO - 跳过指标 NYMWX WTI c20
-2024-11-26 10:31:28,284 - my_logger - INFO - 跳过指标 NYMWX WTI c21
-2024-11-26 10:31:28,285 - my_logger - INFO - 跳过指标 NYMWX WTI c22
-2024-11-26 10:31:28,285 - my_logger - INFO - 跳过指标 NYMWX WTI c23
-2024-11-26 10:31:28,286 - my_logger - INFO - 跳过指标 NYMWX WTI c25
-2024-11-26 10:31:28,286 - my_logger - INFO - 跳过指标 NYMWX WTI c26
-2024-11-26 10:31:28,287 - my_logger - INFO - 跳过指标 NYMWX WTI c27
-2024-11-26 10:31:28,287 - my_logger - INFO - 跳过指标 NYMWX WTI c28
-2024-11-26 10:31:28,287 - my_logger - INFO - 跳过指标 NYMWX WTI c29
-2024-11-26 10:31:28,288 - my_logger - INFO - 跳过指标 NYMWX WTI c30
-2024-11-26 10:31:28,288 - my_logger - INFO - 跳过指标 NYMWX WTI c31
-2024-11-26 10:31:28,288 - my_logger - INFO - 跳过指标 NYMWX WTI c32
-2024-11-26 10:31:28,290 - my_logger - INFO - 跳过指标 NYMWX WTI c33
-2024-11-26 10:31:28,290 - my_logger - INFO - 跳过指标 NYMWX WTI c34
-2024-11-26 10:31:28,290 - my_logger - INFO - 跳过指标 NYMWX WTI c35
-2024-11-26 10:31:28,290 - my_logger - INFO - 跳过指标 NYMWX WTI c36
-2024-11-26 10:31:28,520 - my_logger - INFO - 跳过指标 INE SC c2
-2024-11-26 10:31:28,520 - my_logger - INFO - 跳过指标 INE SC c3
-2024-11-26 10:31:28,521 - my_logger - INFO - 跳过指标 INE SC c4
-2024-11-26 10:31:28,521 - my_logger - INFO - 跳过指标 INE SC c5
-2024-11-26 10:31:28,522 - my_logger - INFO - 跳过指标 INE SC c6
-2024-11-26 10:31:28,522 - my_logger - INFO - 跳过指标 INE SC c7
-2024-11-26 10:31:28,523 - my_logger - INFO - 跳过指标 INE SC c8
-2024-11-26 10:31:28,523 - my_logger - INFO - 跳过指标 INE SC c9
-2024-11-26 10:31:28,523 - my_logger - INFO - 跳过指标 INE SC c10
-2024-11-26 10:31:28,524 - my_logger - INFO - 跳过指标 INE SC c11
-2024-11-26 10:31:28,524 - my_logger - INFO - 跳过指标 INE SC c12
-2024-11-26 10:31:28,525 - my_logger - INFO - 跳过指标 INE SC c13
-2024-11-26 10:31:28,525 - my_logger - INFO - 跳过指标 INE SC c14
-2024-11-26 10:31:28,525 - my_logger - INFO - 跳过指标 INE SC c15
-2024-11-26 10:31:28,526 - my_logger - INFO - 跳过指标 INE SC c16
-2024-11-26 10:31:28,526 - my_logger - INFO - 跳过指标 INE SC c17
-2024-11-26 10:31:28,527 - my_logger - INFO - 跳过指标 INE SC c18
-2024-11-26 10:31:28,527 - my_logger - INFO - 跳过指标 INE SC c19
-2024-11-26 10:31:28,528 - my_logger - INFO - 跳过指标 INE SC c20
-2024-11-26 10:31:28,528 - my_logger - INFO - 跳过指标 EFS c1
-2024-11-26 10:31:28,529 - my_logger - INFO - 跳过指标 EFS c2
-2024-11-26 10:31:28,529 - my_logger - INFO - 跳过指标 EFS c3
-2024-11-26 10:31:28,530 - my_logger - INFO - 跳过指标 EFS c4
-2024-11-26 10:31:28,530 - my_logger - INFO - 跳过指标 EFS c5
-2024-11-26 10:31:28,531 - my_logger - INFO - 跳过指标 EFS c6
-2024-11-26 10:31:28,531 - my_logger - INFO - 跳过指标 Dubai Swap c15
-2024-11-26 10:31:28,532 - my_logger - INFO - 跳过指标 Dubai Swap c16
-2024-11-26 10:31:28,532 - my_logger - INFO - 跳过指标 Dubai Swap c17
-2024-11-26 10:31:28,533 - my_logger - INFO - 跳过指标 Dubai Swap c18
-2024-11-26 10:31:28,533 - my_logger - INFO - 跳过指标 Dubai Swap c19
-2024-11-26 10:31:28,533 - my_logger - INFO - 跳过指标 Dubai Swap c20
-2024-11-26 10:31:28,533 - my_logger - INFO - 跳过指标 Dubai Swap c21
-2024-11-26 10:31:28,534 - my_logger - INFO - 跳过指标 Dubai Swap c22
-2024-11-26 10:31:28,689 - my_logger - INFO - 跳过指标 Oman Swap c2
-2024-11-26 10:31:28,690 - my_logger - INFO - 跳过指标 Oman Swap c3
-2024-11-26 10:31:28,690 - my_logger - INFO - 跳过指标 Oman Swap c4
-2024-11-26 10:31:28,691 - my_logger - INFO - 跳过指标 Oman Swap c5
-2024-11-26 10:31:28,691 - my_logger - INFO - 跳过指标 Oman Swap c6
-2024-11-26 10:31:28,691 - my_logger - INFO - 跳过指标 Oman Swap c7
-2024-11-26 10:31:28,692 - my_logger - INFO - 跳过指标 Oman Swap c8
-2024-11-26 10:31:28,692 - my_logger - INFO - 跳过指标 Oman Swap c9
-2024-11-26 10:31:28,693 - my_logger - INFO - 跳过指标 Oman Swap c10
-2024-11-26 10:31:28,693 - my_logger - INFO - 跳过指标 Oman Swap c11
-2024-11-26 10:31:28,694 - my_logger - INFO - 跳过指标 Oman Swap c12
-2024-11-26 10:31:28,694 - my_logger - INFO - 跳过指标 Oman Swap c13
-2024-11-26 10:31:28,695 - my_logger - INFO - 跳过指标 Oman Swap c14
-2024-11-26 10:31:28,695 - my_logger - INFO - 跳过指标 Oman Swap c15
-2024-11-26 10:31:28,696 - my_logger - INFO - 跳过指标 Oman Swap c16
-2024-11-26 10:31:28,696 - my_logger - INFO - 跳过指标 Oman Swap c17
-2024-11-26 10:31:28,696 - my_logger - INFO - 跳过指标 Oman Swap c18
-2024-11-26 10:31:28,697 - my_logger - INFO - 跳过指标 Oman Swap c19
-2024-11-26 10:31:28,697 - my_logger - INFO - 跳过指标 Oman Swap c20
-2024-11-26 10:31:28,698 - my_logger - INFO - 跳过指标 Oman Swap c21
-2024-11-26 10:31:28,698 - my_logger - INFO - 跳过指标 Oman Swap c22
-2024-11-26 10:31:28,698 - my_logger - INFO - 跳过指标 Oman Swap c23
-2024-11-26 10:31:28,700 - my_logger - INFO - 跳过指标 Oman Swap c24
-2024-11-26 10:31:28,700 - my_logger - INFO - 跳过指标 Oman Swap c25
-2024-11-26 10:31:28,700 - my_logger - INFO - 跳过指标 Oman Swap c26
-2024-11-26 10:31:28,701 - my_logger - INFO - 跳过指标 Oman Swap c27
-2024-11-26 10:31:28,701 - my_logger - INFO - 跳过指标 Oman Swap c28
-2024-11-26 10:31:28,702 - my_logger - INFO - 跳过指标 Oman Swap c29
-2024-11-26 10:31:28,702 - my_logger - INFO - 跳过指标 Oman Swap c30
-2024-11-26 10:31:28,703 - my_logger - INFO - 跳过指标 Oman Swap c31
-2024-11-26 10:31:28,703 - my_logger - INFO - 跳过指标 Oman Swap c32
-2024-11-26 10:31:28,703 - my_logger - INFO - 跳过指标 Oman Swap c33
-2024-11-26 10:31:28,704 - my_logger - INFO - 跳过指标 Oman Swap c34
-2024-11-26 10:31:28,704 - my_logger - INFO - 跳过指标 Oman Swap c35
-2024-11-26 10:31:28,704 - my_logger - INFO - 跳过指标 Oman Swap c36
-2024-11-26 10:31:28,705 - my_logger - INFO - 跳过指标 Oman Swap c37
-2024-11-26 10:31:28,705 - my_logger - INFO - 跳过指标 Oman Swap c38
-2024-11-26 10:31:29,083 - my_logger - INFO - 跳过指标 DME Oman c2
-2024-11-26 10:31:29,084 - my_logger - INFO - 跳过指标 DME Oman c3
-2024-11-26 10:31:29,085 - my_logger - INFO - 跳过指标 DME Oman c4
-2024-11-26 10:31:29,085 - my_logger - INFO - 跳过指标 DME Oman c5
-2024-11-26 10:31:29,086 - my_logger - INFO - 跳过指标 DME Oman c6
-2024-11-26 10:31:29,240 - my_logger - INFO - 跳过指标 Murban Futures c2
-2024-11-26 10:31:29,241 - my_logger - INFO - 跳过指标 Murban Futures c3
-2024-11-26 10:31:29,242 - my_logger - INFO - 跳过指标 Murban Futures c4
-2024-11-26 10:31:29,242 - my_logger - INFO - 跳过指标 Murban Futures c5
-2024-11-26 10:31:29,242 - my_logger - INFO - 跳过指标 Murban Futures c6
-2024-11-26 10:31:37,026 - my_logger - INFO - 跳过指标 EFS c1-c2
-2024-11-26 10:31:37,027 - my_logger - INFO - 跳过指标 TD3C 运费 c1-c2
-2024-11-26 10:31:38,946 - my_logger - INFO - 跳过指标 SC c1-c2/7DMA
-2024-11-26 10:31:39,070 - my_logger - INFO - 跳过指标 美国柴油裂差-美国汽油裂差
-2024-11-26 10:31:39,071 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算)
-2024-11-26 10:31:43,144 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算B)
-2024-11-26 10:31:43,351 - my_logger - INFO - 跳过指标 WTI c1-c2 (结算B)
-2024-11-26 10:31:43,547 - my_logger - INFO - 跳过指标 DME Oman c1 02:30收盘价预估
-2024-11-26 10:31:43,548 - my_logger - INFO - 跳过指标 DME Oman c2 02:30收盘价预估
-2024-11-26 10:31:43,914 - my_logger - INFO - 跳过指标 Brent连1合约价格/12DMA
-2024-11-26 10:31:46,783 - my_logger - INFO - 跳过指标 美国成品车用汽油库存1周环差
-2024-11-26 10:31:46,784 - my_logger - INFO - 跳过指标 美国PADD1原油库存1周环差
-2024-11-26 10:31:46,785 - my_logger - INFO - 跳过指标 美国PADD3原油库存1周环差
-2024-11-26 10:31:46,785 - my_logger - INFO - 跳过指标 美国PADD2原油库存1周环差
-2024-11-26 10:31:46,785 - my_logger - INFO - 跳过指标 美国PADD5原油库存1周环差
-2024-11-26 10:31:46,786 - my_logger - INFO - 跳过指标 美国PADD4原油库存1周环差
-2024-11-26 10:31:48,449 - my_logger - INFO - 跳过指标 库欣原油库存1周环差
-2024-11-26 10:31:48,676 - my_logger - INFO - 跳过指标 美国战略储备原油库存1周环差
-2024-11-26 10:31:48,676 - my_logger - INFO - 跳过指标 美国商业原油库存1周环差
-2024-11-26 10:31:53,597 - my_logger - INFO - 跳过指标 中东原油成本+运费
-2024-11-26 10:31:55,033 - my_logger - INFO - 跳过指标 Brent原油现货价格/8DMA
-2024-11-26 10:31:55,033 - my_logger - INFO - 跳过指标 现货价:原油:英国布伦特Dtd/8DMA
-2024-11-26 10:32:14,890 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent 连2-连3
-2024-11-26 10:32:14,890 - my_logger - INFO - 跳过指标 BrentC1-C21日环差
-2024-11-26 10:32:24,243 - my_logger - INFO - 跳过指标 OMAN原油中质远期现货DES价30DMA
-2024-11-26 10:32:25,780 - my_logger - INFO - 跳过指标 VLCC原油运价（中东至日本）
-2024-11-26 10:32:30,536 - my_logger - INFO - 跳过指标 中东-中国原油运费
-2024-11-26 10:32:33,839 - my_logger - INFO - 跳过指标 波斯湾到中国VLCC原油运费（美元/天）
-2024-11-26 10:32:33,840 - my_logger - INFO - 跳过指标 波斯湾到新加坡VLCC油轮运费
-2024-11-26 10:32:35,921 - my_logger - INFO - 跳过指标 原油波动率
-2024-11-26 10:32:44,506 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/DFL
-2024-11-26 10:32:45,181 - my_logger - INFO - 跳过指标 SC c3-阿曼到岸入罐成本/7DMA
-2024-11-26 10:32:55,068 - my_logger - INFO - 跳过指标 美国汽油净进口（周度）1周环差
-2024-11-26 10:32:55,504 - my_logger - INFO - 跳过指标 美国代表性页岩油公司股价
-2024-11-26 10:32:55,714 - my_logger - INFO - 跳过指标 美国国内周度原油产量1周环差
-2024-11-26 10:32:55,715 - my_logger - INFO - 跳过指标 EIA周度NGL产量同比
-2024-11-26 10:32:55,715 - my_logger - INFO - 跳过指标 美国原油活跃钻机数同比
-2024-11-26 10:32:55,848 - my_logger - INFO - 跳过指标 原油：主营炼厂：产能利用率：中国（周）日度变频
-2024-11-26 10:32:56,095 - my_logger - INFO - 跳过指标 美国原油周度调整项/4WMA
-2024-11-26 10:32:56,096 - my_logger - INFO - 跳过指标 美国FCC装置检修量
-2024-11-26 10:32:56,096 - my_logger - INFO - 跳过指标 美国VDU装置检修量
-2024-11-26 10:32:56,322 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量
-2024-11-26 10:32:56,323 - my_logger - INFO - 跳过指标 美国炼厂部分装置检修量
-2024-11-26 10:32:56,443 - my_logger - INFO - 跳过指标 俄罗斯CDU装置检修量
-2024-11-26 10:32:56,673 - my_logger - INFO - 跳过指标 法国CDU检修量
-2024-11-26 10:32:56,673 - my_logger - INFO - 跳过指标 法国CDU检修量/7DMA
-2024-11-26 10:32:56,674 - my_logger - INFO - 跳过指标 法国CDU检修量超季节性/5年
-2024-11-26 10:32:56,841 - my_logger - INFO - 跳过指标 美国FCC装置检修量超季节性/3年
-2024-11-26 10:32:56,841 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量
-2024-11-26 10:32:56,842 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量/7DMA
-2024-11-26 10:32:56,842 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量
-2024-11-26 10:32:56,843 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量/7DMA
-2024-11-26 10:32:56,843 - my_logger - INFO - 跳过指标 美国FCC装置检修量/7DMA
-2024-11-26 10:32:56,844 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量超季节性/3年
-2024-11-26 10:32:56,844 - my_logger - INFO - 跳过指标 中国CDU检修量
-2024-11-26 10:32:57,237 - my_logger - INFO - 跳过指标 全球加氢装置检修（千桶/日）
-2024-11-26 10:32:57,238 - my_logger - INFO - 跳过指标 全球重整装置检修（千桶/日）
-2024-11-26 10:32:57,239 - my_logger - INFO - 跳过指标 全球CDU装置检修（千桶/日）
-2024-11-26 10:32:58,199 - my_logger - INFO - 跳过指标 西北欧CDU装置检修量
-2024-11-26 10:32:58,199 - my_logger - INFO - 跳过指标 地中海国家CDU装置检修量
-2024-11-26 10:32:58,200 - my_logger - INFO - 跳过指标 东欧CDU装置检修量
-2024-11-26 10:32:58,200 - my_logger - INFO - 跳过指标 欧洲CDU装置检修量
-2024-11-26 10:33:02,383 - my_logger - INFO - 跳过指标 美国原油活跃钻机数1周环差
-2024-11-26 10:33:03,522 - my_logger - INFO - 跳过指标 页岩油公司EOG 股价
-2024-11-26 10:33:03,523 - my_logger - INFO - 跳过指标 康菲石油公司股价
-2024-11-26 10:33:03,523 - my_logger - INFO - 跳过指标 Pioneer公司股价
-2024-11-26 10:33:03,523 - my_logger - INFO - 跳过指标 HESS公司股价
-2024-11-26 10:33:03,524 - my_logger - INFO - 跳过指标 西方石油公司股价
-2024-11-26 10:33:03,524 - my_logger - INFO - 跳过指标 Coterra公司股价
-2024-11-26 10:33:03,525 - my_logger - INFO - 跳过指标 Concho Resources 公司股价
-2024-11-26 10:33:03,525 - my_logger - INFO - 跳过指标 Black Stone Minerals LP股价
-2024-11-26 10:33:03,526 - my_logger - INFO - 跳过指标 Continental Resources Inc股价
-2024-11-26 10:33:03,526 - my_logger - INFO - 跳过指标 Diamondback Energy Inc股价
-2024-11-26 10:33:03,971 - my_logger - INFO - 跳过指标 戴文能源股价
-2024-11-26 10:33:05,005 - my_logger - INFO - 跳过指标 亚洲主要国家4周平均原油海运进口合计
-2024-11-26 10:33:05,005 - my_logger - INFO - 跳过指标 DOE-航煤净进口1周环差
-2024-11-26 10:33:05,007 - my_logger - INFO - 跳过指标 DOE-美国馏分燃料油净进口1周环差
-2024-11-26 10:33:05,007 - my_logger - INFO - 跳过指标 DOE-美国汽油净进口1周环差
-2024-11-26 10:33:05,008 - my_logger - INFO - 跳过指标 美国原油周度净进口1周环差
-2024-11-26 10:33:06,424 - my_logger - INFO - 跳过指标 美国原油总出口4周平均
-2024-11-26 10:33:07,417 - my_logger - INFO - 跳过指标 中东至中国原油运费
-2024-11-26 10:33:08,613 - my_logger - INFO - 跳过指标 DoC4周平均原油海运出口
-2024-11-26 10:33:08,613 - my_logger - INFO - 跳过指标 FSU-阿塞拜疆4周平均原油海运出口
-2024-11-26 10:33:08,614 - my_logger - INFO - 跳过指标 FSU-俄罗斯4周平均原油海运出口
-2024-11-26 10:33:08,614 - my_logger - INFO - 跳过指标 FSU-哈萨克斯坦4周平均原油海运出口
-2024-11-26 10:33:08,615 - my_logger - INFO - 跳过指标 FSU-土库曼斯坦4周平均原油海运出口
-2024-11-26 10:33:08,615 - my_logger - INFO - 跳过指标 Non-OPEC DoC4周平均原油海运出口
-2024-11-26 10:33:08,616 - my_logger - INFO - 跳过指标 OPEC4周平均原油海运出口
-2024-11-26 10:33:08,616 - my_logger - INFO - 跳过指标 OPEC豁免国4周平均原油海运出口
-2024-11-26 10:33:08,617 - my_logger - INFO - 跳过指标 OPEC减产国4周平均原油海运出口
-2024-11-26 10:33:08,617 - my_logger - INFO - 跳过指标 北非-阿尔及利亚4周平均原油海运出口
-2024-11-26 10:33:08,617 - my_logger - INFO - 跳过指标 北非-埃及4周平均原油海运出口
-2024-11-26 10:33:08,618 - my_logger - INFO - 跳过指标 北非-利比亚4周平均原油海运出口
-2024-11-26 10:33:08,618 - my_logger - INFO - 跳过指标 北非-苏丹4周平均原油海运出口
-2024-11-26 10:33:08,619 - my_logger - INFO - 跳过指标 北美-加拿大4周平均原油海运出口
-2024-11-26 10:33:08,619 - my_logger - INFO - 跳过指标 北美-美国4周平均原油海运出口
-2024-11-26 10:33:08,620 - my_logger - INFO - 跳过指标 拉美-阿根廷4周平均原油海运出口
-2024-11-26 10:33:08,620 - my_logger - INFO - 跳过指标 拉美-巴拿马4周平均原油海运出口
-2024-11-26 10:33:08,620 - my_logger - INFO - 跳过指标 拉美-巴西4周平均原油海运出口
-2024-11-26 10:33:08,621 - my_logger - INFO - 跳过指标 拉美-多巴哥岛4周平均原油海运出口
-2024-11-26 10:33:08,621 - my_logger - INFO - 跳过指标 拉美-厄瓜多尔4周平均原油海运出口
-2024-11-26 10:33:08,621 - my_logger - INFO - 跳过指标 拉美-哥伦比亚4周平均原油海运出口
-2024-11-26 10:33:08,623 - my_logger - INFO - 跳过指标 拉美-圭亚那4周平均原油海运出口
-2024-11-26 10:33:08,623 - my_logger - INFO - 跳过指标 拉美-墨西哥4周平均原油海运出口
-2024-11-26 10:33:08,623 - my_logger - INFO - 跳过指标 拉美-委内瑞拉4周平均原油海运出口
-2024-11-26 10:33:08,624 - my_logger - INFO - 跳过指标 欧洲-挪威4周平均原油海运出口
-2024-11-26 10:33:08,624 - my_logger - INFO - 跳过指标 欧洲-英国4周平均原油海运出口
-2024-11-26 10:33:08,625 - my_logger - INFO - 跳过指标 西非-安哥拉4周平均原油海运出口
-2024-11-26 10:33:08,625 - my_logger - INFO - 跳过指标 西非-几内亚4周平均原油海运出口
-2024-11-26 10:33:08,626 - my_logger - INFO - 跳过指标 西非-加纳4周平均原油海运出口
-2024-11-26 10:33:08,626 - my_logger - INFO - 跳过指标 西非-尼日利亚4周平均原油海运出口
-2024-11-26 10:33:08,627 - my_logger - INFO - 跳过指标 亚太-澳大利亚4周平均原油海运出口
-2024-11-26 10:33:08,627 - my_logger - INFO - 跳过指标 亚太-马来西亚4周平均原油海运出口
-2024-11-26 10:33:08,627 - my_logger - INFO - 跳过指标 亚太-文莱4周平均原油海运出口
-2024-11-26 10:33:08,628 - my_logger - INFO - 跳过指标 亚太-印尼4周平均原油海运出口
-2024-11-26 10:33:08,628 - my_logger - INFO - 跳过指标 中东-阿联酋4周平均原油海运出口
-2024-11-26 10:33:08,629 - my_logger - INFO - 跳过指标 中东-阿曼4周平均原油海运出口
-2024-11-26 10:33:08,629 - my_logger - INFO - 跳过指标 中东-巴林4周平均原油海运出口
-2024-11-26 10:33:08,630 - my_logger - INFO - 跳过指标 中东-卡塔尔4周平均原油海运出口
-2024-11-26 10:33:08,630 - my_logger - INFO - 跳过指标 中东-科威特4周平均原油海运出口
-2024-11-26 10:33:08,631 - my_logger - INFO - 跳过指标 中东-沙特4周平均原油海运出口
-2024-11-26 10:33:08,631 - my_logger - INFO - 跳过指标 中东-也门4周平均原油海运出口
-2024-11-26 10:33:08,631 - my_logger - INFO - 跳过指标 中东-伊拉克4周平均原油海运出口
-2024-11-26 10:33:08,632 - my_logger - INFO - 跳过指标 中东-伊朗4周平均原油海运出口
-2024-11-26 10:33:08,632 - my_logger - INFO - 跳过指标 中西非-刚果布4周平均原油海运出口
-2024-11-26 10:33:08,632 - my_logger - INFO - 跳过指标 中西非-加蓬4周平均原油海运出口
-2024-11-26 10:33:08,633 - my_logger - INFO - 跳过指标 中西非-喀麦隆4周平均原油海运出口
-2024-11-26 10:33:08,633 - my_logger - INFO - 跳过指标 中国4周平均原油海运进口
-2024-11-26 10:33:08,633 - my_logger - INFO - 跳过指标 印度4周平均原油海运进口
-2024-11-26 10:33:08,634 - my_logger - INFO - 跳过指标 韩国4周平均原油海运进口
-2024-11-26 10:33:08,635 - my_logger - INFO - 跳过指标 日本4周平均原油海运进口
-2024-11-26 10:33:08,635 - my_logger - INFO - 跳过指标 新加坡4周平均原油海运进口
-2024-11-26 10:33:08,635 - my_logger - INFO - 跳过指标 泰国4周平均原油海运进口
-2024-11-26 10:33:08,635 - my_logger - INFO - 跳过指标 中国台湾4周平均原油海运进口
-2024-11-26 10:33:08,636 - my_logger - INFO - 跳过指标 马来西亚4周平均原油海运进口
-2024-11-26 10:33:08,636 - my_logger - INFO - 跳过指标 印尼4周平均原油海运进口
-2024-11-26 10:33:08,637 - my_logger - INFO - 跳过指标 缅甸4周平均原油海运进口
-2024-11-26 10:33:08,637 - my_logger - INFO - 跳过指标 越南4周平均原油海运进口
-2024-11-26 10:33:08,637 - my_logger - INFO - 跳过指标 巴基斯坦4周平均原油海运进口
-2024-11-26 10:33:08,638 - my_logger - INFO - 跳过指标 美国4周平均原油海运进口
-2024-11-26 10:33:08,638 - my_logger - INFO - 跳过指标 加拿大4周平均原油海运进口
-2024-11-26 10:33:08,639 - my_logger - INFO - 跳过指标 巴拿马4周平均原油海运进口
-2024-11-26 10:33:08,639 - my_logger - INFO - 跳过指标 巴西4周平均原油海运进口
-2024-11-26 10:33:08,639 - my_logger - INFO - 跳过指标 智利4周平均原油海运进口
-2024-11-26 10:33:08,640 - my_logger - INFO - 跳过指标 意大利4周平均原油海运进口
-2024-11-26 10:33:08,640 - my_logger - INFO - 跳过指标 荷兰4周平均原油海运进口
-2024-11-26 10:33:08,641 - my_logger - INFO - 跳过指标 西班牙4周平均原油海运进口
-2024-11-26 10:33:08,641 - my_logger - INFO - 跳过指标 法国4周平均原油海运进口
-2024-11-26 10:33:08,642 - my_logger - INFO - 跳过指标 英国4周平均原油海运进口
-2024-11-26 10:33:08,642 - my_logger - INFO - 跳过指标 希腊4周平均原油海运进口
-2024-11-26 10:33:08,642 - my_logger - INFO - 跳过指标 德国4周平均原油海运进口
-2024-11-26 10:33:08,642 - my_logger - INFO - 跳过指标 波兰4周平均原油海运进口
-2024-11-26 10:33:08,644 - my_logger - INFO - 跳过指标 瑞典4周平均原油海运进口
-2024-11-26 10:33:08,644 - my_logger - INFO - 跳过指标 葡萄牙4周平均原油海运进口
-2024-11-26 10:33:08,645 - my_logger - INFO - 跳过指标 芬兰4周平均原油海运进口
-2024-11-26 10:33:08,645 - my_logger - INFO - 跳过指标 立陶宛4周平均原油海运进口
-2024-11-26 10:33:08,646 - my_logger - INFO - 跳过指标 罗马尼亚4周平均原油海运进口
-2024-11-26 10:33:08,646 - my_logger - INFO - 跳过指标 埃及4周平均原油海运进口
-2024-11-26 10:33:08,647 - my_logger - INFO - 跳过指标 土耳其4周平均原油海运进口
-2024-11-26 10:33:08,647 - my_logger - INFO - 跳过指标 南非4周平均原油海运进口
-2024-11-26 10:33:08,647 - my_logger - INFO - 跳过指标 以色列4周平均原油海运进口
-2024-11-26 10:33:08,648 - my_logger - INFO - 跳过指标 阿联酋4周平均原油海运进口
-2024-11-26 10:33:08,648 - my_logger - INFO - 跳过指标 澳大利亚4周平均原油海运进口
-2024-11-26 10:33:19,200 - my_logger - INFO - 跳过指标 日本周度原油海运进口
-2024-11-26 10:33:20,912 - my_logger - INFO - 跳过指标 中东-阿联酋周度原油海运出口/4WMA
-2024-11-26 10:33:20,913 - my_logger - INFO - 跳过指标 中东-伊朗周度原油海运出口/4WMA
-2024-11-26 10:33:20,914 - my_logger - INFO - 跳过指标 中东-卡塔尔周度原油海运出口/4WMA
-2024-11-26 10:33:21,002 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口/4WMA
-2024-11-26 10:33:21,003 - my_logger - INFO - 跳过指标 美国原油海运出口/4WMA
-2024-11-26 10:33:21,003 - my_logger - INFO - 跳过指标 iraq/4WMA
-2024-11-26 10:33:21,004 - my_logger - INFO - 跳过指标 Venezuela/4WMA
-2024-11-26 10:33:21,004 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口/4WMA
-2024-11-26 10:33:21,005 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口/4WMA
-2024-11-26 10:33:21,005 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口/4WMA
-2024-11-26 10:33:21,006 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口
-2024-11-26 10:33:21,006 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口
-2024-11-26 10:33:21,007 - my_logger - INFO - 跳过指标 Kpler-OPEC+（除OPEC）原油海运出口
-2024-11-26 10:33:21,007 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口
-2024-11-26 10:33:21,008 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口
-2024-11-26 10:33:21,008 - my_logger - INFO - 跳过指标 Kpler-阿联酋原油海运出口
-2024-11-26 10:33:21,008 - my_logger - INFO - 跳过指标 Kpler-科威特原油海运出口
-2024-11-26 10:33:21,009 - my_logger - INFO - 跳过指标 美国原油海运出口
-2024-11-26 10:33:21,067 - my_logger - INFO - 跳过指标 欧洲原油海运进口/4WMA
-2024-11-26 10:33:21,068 - my_logger - INFO - 跳过指标 日本原油海运进口
-2024-11-26 10:33:21,068 - my_logger - INFO - 跳过指标 德国原油海运进口
-2024-11-26 10:33:21,069 - my_logger - INFO - 跳过指标 欧洲原油海运进口
-2024-11-26 10:33:21,069 - my_logger - INFO - 跳过指标 印度原油海运进口
-2024-11-26 10:33:21,070 - my_logger - INFO - 跳过指标 中国原油海运进口
-2024-11-26 10:33:21,153 - my_logger - INFO - 跳过指标 美国汽油库存超季节性3年百分比
-2024-11-26 10:33:21,155 - my_logger - INFO - 跳过指标 SCvsBrent
-2024-11-26 10:33:21,155 - my_logger - INFO - 跳过指标 WTI连1合约价格与美国汽油裂解价差(领先17天)60天滚动相关性
-2024-11-26 10:33:21,155 - my_logger - INFO - 跳过指标 美国汽油裂解价差拟合残差/NYMEX RBOB汽油与美国汽油裂解价差(领先18天)90天滚动相关性
-2024-11-26 10:33:21,156 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数与Brent连1合约价格2周滚动相关性
-2024-11-26 10:33:21,156 - my_logger - INFO - 跳过指标 美国原油库存与汽油库存比值
-2024-11-26 10:33:21,157 - my_logger - INFO - 跳过指标 山东独立炼厂综合炼油利润与Brent连1合约价格(领先4天)60天滚动相关性
-2024-11-26 10:33:21,157 - my_logger - INFO - 跳过指标 Brent c1/Comex铜 c1
-2024-11-26 10:33:21,157 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差*-1
-2024-11-26 10:33:21,158 - my_logger - INFO - 跳过指标 地缘政治风险指数/30DMA
-2024-11-26 10:33:21,158 - my_logger - INFO - 跳过指标 地缘政治风险指数/14DMA
-2024-11-26 10:33:21,159 - my_logger - INFO - 跳过指标 地缘政治风险指数/7DMA
-2024-11-26 10:33:21,159 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/GPRD_MA30
-2024-11-26 10:33:21,160 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/WTI连1-连4
-2024-11-26 10:33:21,160 - my_logger - INFO - 跳过指标 美国RBOB/CBOB库存比
-2024-11-26 10:33:21,161 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数
-2024-11-26 10:33:21,161 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent连1-连2月差
-2024-11-26 10:33:21,161 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/BRENT 211裂解价差150天滚动相关性
-2024-11-26 10:33:21,162 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/DFL150天滚动相关性
-2024-11-26 10:33:21,162 - my_logger - INFO - 跳过指标 库欣/商业原油库存-美国
-2024-11-26 10:33:21,222 - my_logger - INFO - 跳过指标 印度成品油海运进口/4WMA
-2024-11-26 10:33:21,222 - my_logger - INFO - 跳过指标 中国成品油海运进口/4WMA
-2024-11-26 10:33:21,223 - my_logger - INFO - 跳过指标 欧洲成品油海运进口/4WMA
-2024-11-26 10:33:21,223 - my_logger - INFO - 跳过指标 印度成品油海运进口
-2024-11-26 10:33:21,223 - my_logger - INFO - 跳过指标 中国汽油海运进口
-2024-11-26 10:33:21,224 - my_logger - INFO - 跳过指标 印度柴油海运进口
-2024-11-26 10:33:21,224 - my_logger - INFO - 跳过指标 印度汽油海运进口
-2024-11-26 10:33:21,225 - my_logger - INFO - 跳过指标 中国柴油海运进口
-2024-11-26 10:33:21,225 - my_logger - INFO - 跳过指标 中国成品油海运进口
-2024-11-26 10:33:21,226 - my_logger - INFO - 跳过指标 欧洲航煤海运进口
-2024-11-26 10:33:21,226 - my_logger - INFO - 跳过指标 欧洲燃料油海运进口
-2024-11-26 10:33:21,227 - my_logger - INFO - 跳过指标 欧洲石脑油海运进口
-2024-11-26 10:33:21,227 - my_logger - INFO - 跳过指标 欧洲汽油海运进口
-2024-11-26 10:33:21,227 - my_logger - INFO - 跳过指标 欧洲柴油海运进口
-2024-11-26 10:33:21,228 - my_logger - INFO - 跳过指标 欧洲成品油海运进口
-2024-11-26 10:33:21,285 - my_logger - INFO - 跳过指标 美国柴油海运出口/4WMA
-2024-11-26 10:33:21,286 - my_logger - INFO - 跳过指标 美国汽油海运出口
-2024-11-26 10:33:21,286 - my_logger - INFO - 跳过指标 俄罗斯柴油海运出口
-2024-11-26 10:33:21,287 - my_logger - INFO - 跳过指标 俄罗斯成品油海运出口
-2024-11-26 10:33:21,287 - my_logger - INFO - 跳过指标 美国柴油海运出口
-2024-11-26 10:33:21,288 - my_logger - INFO - 跳过指标 美国成品油海运出口
-2024-11-26 10:33:21,288 - my_logger - INFO - 跳过指标 俄罗斯汽油海运出口
-2024-11-26 10:33:22,361 - my_logger - INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855', 'W000825', 'W000826', 'G.IPE', 'S5131019', 'ID00135604', 'FSGAM1 Index', 'S5120408', 'ID00136724']
-2024-11-26 10:33:22,362 - my_logger - INFO - ovx index
-2024-11-26 10:33:22,817 - my_logger - INFO - dxy curncy
-2024-11-26 10:33:23,434 - my_logger - INFO - C2403128043
-2024-11-26 10:33:24,004 - my_logger - INFO - C2403150124
-2024-11-26 10:33:24,701 - my_logger - INFO - FVHCM1 INDEX
-2024-11-26 10:33:25,058 - my_logger - INFO - doedtprd index
-2024-11-26 10:33:25,293 - my_logger - INFO - CFFDQMMN INDEX
-2024-11-26 10:33:25,495 - my_logger - INFO - C2403083739
-2024-11-26 10:33:25,677 - my_logger - INFO - C2404167878
-2024-11-26 10:33:25,869 - my_logger - INFO - lmcads03 lme comdty
-2024-11-26 10:33:26,256 - my_logger - INFO - GC1 COMB Comdty
-2024-11-26 10:33:26,867 - my_logger - INFO - C2404167855
-2024-11-26 10:33:27,488 - my_logger - INFO - W000825
-2024-11-26 10:33:27,772 - my_logger - INFO - W000826
-2024-11-26 10:33:28,056 - my_logger - INFO - G.IPE
-2024-11-26 10:33:28,406 - my_logger - INFO - S5131019
-2024-11-26 10:33:28,744 - my_logger - INFO - ID00135604
-2024-11-26 10:33:29,028 - my_logger - INFO - FSGAM1 Index
-2024-11-26 10:33:29,346 - my_logger - INFO - S5120408
-2024-11-26 10:33:29,700 - my_logger - INFO - ID00136724
-2024-11-26 10:33:30,224 - my_logger - INFO -              date  美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值  美国:炼油厂的投入与使用情况:开工率:当周值  美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值  ...  ID00135604  FSGAM1 Index  S5120408  ID00136724
-9430   2024-11-26                           NaN                     NaN                           NaN  ...         NaN           NaN       NaN         NaN
-8290   2024-11-25                           NaN                     NaN                           NaN  ...         NaN        79.084       NaN         NaN
-11271  2024-11-24                           NaN                     NaN                           NaN  ...         NaN           NaN       NaN         NaN
-11272  2024-11-23                           NaN                     NaN                           NaN  ...         NaN           NaN       NaN         NaN
-1734   2024-11-22                           NaN                     NaN                           NaN  ...       91.25        81.067       NaN       87.02
-
-[5 rows x 516 columns]
-2024-11-26 10:34:56,073 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:34:56,077 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:34:56,080 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:34:56,082 - my_logger - INFO - Column 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:34:56,085 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:34:56,088 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:34:56,091 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15
-2024-11-26 10:34:56,094 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-22
-2024-11-26 10:34:56,096 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10
-2024-11-26 10:34:56,100 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15
-2024-11-26 10:34:56,103 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15
-2024-11-26 10:34:56,105 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15
-2024-11-26 10:34:56,107 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-26 10:34:56,109 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-26 10:34:56,113 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-26 10:34:56,116 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-22
-2024-11-26 10:34:56,118 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04
-2024-11-26 10:34:56,121 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04
-2024-11-26 10:34:56,124 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15
-2024-11-26 10:34:56,127 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15
-2024-11-26 10:34:56,130 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-22
-2024-11-26 10:34:56,133 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-22
-2024-11-26 10:34:56,135 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15
-2024-11-26 10:34:56,137 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-22
-2024-11-26 10:34:56,141 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:34:56,143 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:34:56,146 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:34:56,148 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:34:56,151 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:34:56,153 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15
-2024-11-26 10:34:56,156 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15
-2024-11-26 10:34:56,159 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24
-2024-11-26 10:34:56,161 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31
-2024-11-26 10:34:56,164 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-25
-2024-11-26 10:34:56,167 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-25
-2024-11-26 10:34:56,169 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-25
-2024-11-26 10:34:56,172 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-26 10:34:56,175 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-26 10:34:56,177 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-26 10:34:56,180 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-25
-2024-11-26 10:34:56,183 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-25
-2024-11-26 10:34:56,185 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-25
-2024-11-26 10:34:56,188 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-25
-2024-11-26 10:34:56,190 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-25
-2024-11-26 10:34:56,193 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-25
-2024-11-26 10:34:56,196 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-21
-2024-11-26 10:34:56,199 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-25
-2024-11-26 10:34:56,201 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-25
-2024-11-26 10:34:56,204 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-25
-2024-11-26 10:34:56,206 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-25
-2024-11-26 10:34:56,208 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-25
-2024-11-26 10:34:56,211 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:34:56,214 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:34:56,216 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:34:56,219 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,221 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,224 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-25
-2024-11-26 10:34:56,227 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-25
-2024-11-26 10:34:56,230 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,234 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-25
-2024-11-26 10:34:56,236 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-25
-2024-11-26 10:34:56,238 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-25
-2024-11-26 10:34:56,241 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-25
-2024-11-26 10:34:56,244 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-25
-2024-11-26 10:34:56,247 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-25
-2024-11-26 10:34:56,250 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,252 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,255 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,257 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-25
-2024-11-26 10:34:56,260 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-25
-2024-11-26 10:34:56,263 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-20
-2024-11-26 10:34:56,266 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-25
-2024-11-26 10:34:56,268 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-25
-2024-11-26 10:34:56,271 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-26
-2024-11-26 10:34:56,273 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-25
-2024-11-26 10:34:56,275 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-25
-2024-11-26 10:34:56,278 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-25
-2024-11-26 10:34:56,281 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-25
-2024-11-26 10:34:56,283 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-25
-2024-11-26 10:34:56,286 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-25
-2024-11-26 10:34:56,288 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,290 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31
-2024-11-26 10:34:56,292 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-25
-2024-11-26 10:34:56,296 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03
-2024-11-26 10:34:56,298 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28
-2024-11-26 10:34:56,301 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-25
-2024-11-26 10:34:56,303 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-25
-2024-11-26 10:34:56,305 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-25
-2024-11-26 10:34:56,308 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-26
-2024-11-26 10:34:56,310 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-25
-2024-11-26 10:34:56,314 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-21
-2024-11-26 10:34:56,316 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16
-2024-11-26 10:34:56,319 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-25
-2024-11-26 10:34:56,321 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-21
-2024-11-26 10:34:56,323 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31
-2024-11-26 10:34:56,326 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31
-2024-11-26 10:34:56,330 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-26
-2024-11-26 10:34:56,332 - my_logger - INFO - Column y was last updated at 2024-11-25
-2024-11-26 10:34:56,334 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-22
-2024-11-26 10:34:56,337 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-25
-2024-11-26 10:34:56,339 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-25
-2024-11-26 10:34:56,340 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-26
-2024-11-26 10:34:56,342 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-25
-2024-11-26 10:34:56,345 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-25
-2024-11-26 10:34:56,347 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-25
-2024-11-26 10:34:56,348 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-25
-2024-11-26 10:34:56,349 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-25
-2024-11-26 10:34:56,352 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-25
-2024-11-26 10:34:56,354 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-25
-2024-11-26 10:34:56,356 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-25
-2024-11-26 10:34:56,358 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-25
-2024-11-26 10:34:56,360 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-25
-2024-11-26 10:34:56,362 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-25
-2024-11-26 10:34:56,364 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-25
-2024-11-26 10:34:56,366 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-25
-2024-11-26 10:34:56,368 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,370 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,371 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,373 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-26
-2024-11-26 10:34:56,375 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,377 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,379 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,381 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,383 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,385 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-25
-2024-11-26 10:34:56,387 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-26 10:34:56,389 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-26 10:34:56,391 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-26 10:34:56,392 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-25
-2024-11-26 10:34:56,394 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-25
-2024-11-26 10:34:56,397 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-25
-2024-11-26 10:34:56,398 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-25
-2024-11-26 10:34:56,400 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18
-2024-11-26 10:34:56,402 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18
-2024-11-26 10:34:56,404 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18
-2024-11-26 10:34:56,406 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-25
-2024-11-26 10:34:56,407 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18
-2024-11-26 10:34:56,410 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-25
-2024-11-26 10:34:56,412 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-25
-2024-11-26 10:34:56,414 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:34:56,416 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:34:56,418 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:34:56,420 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:34:56,421 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,424 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,426 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,428 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31
-2024-11-26 10:34:56,430 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31
-2024-11-26 10:34:56,432 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-25
-2024-11-26 10:34:56,434 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-25
-2024-11-26 10:34:56,436 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-25
-2024-11-26 10:34:56,437 - my_logger - INFO - Column EFS M1 was last updated at 2024-11-25
-2024-11-26 10:34:56,439 - my_logger - INFO - Column EFS M2 was last updated at 2024-11-25
-2024-11-26 10:34:56,441 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15
-2024-11-26 10:34:56,442 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15
-2024-11-26 10:34:56,445 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,447 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,449 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15
-2024-11-26 10:34:56,451 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-15
-2024-11-26 10:34:56,452 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:34:56,455 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:34:56,456 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15
-2024-11-26 10:34:56,458 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15
-2024-11-26 10:34:56,460 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15
-2024-11-26 10:34:56,462 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:34:56,464 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20
-2024-11-26 10:34:56,466 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21
-2024-11-26 10:34:56,469 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-20
-2024-11-26 10:34:56,471 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,472 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15
-2024-11-26 10:34:56,474 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,476 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24
-2024-11-26 10:34:56,478 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-15
-2024-11-26 10:34:56,481 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04
-2024-11-26 10:34:56,483 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-22
-2024-11-26 10:34:56,484 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-22
-2024-11-26 10:34:56,485 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24
-2024-11-26 10:34:56,487 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-21
-2024-11-26 10:34:56,489 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-21
-2024-11-26 10:34:56,491 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-21
-2024-11-26 10:34:56,493 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-22
-2024-11-26 10:34:56,496 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15
-2024-11-26 10:34:56,498 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,499 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,501 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,502 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,504 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,506 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,507 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,509 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,512 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15
-2024-11-26 10:34:56,514 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15
-2024-11-26 10:34:56,517 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15
-2024-11-26 10:34:56,518 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,520 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,522 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15
-2024-11-26 10:34:56,524 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15
-2024-11-26 10:34:56,526 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,528 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-25
-2024-11-26 10:34:56,529 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-25
-2024-11-26 10:34:56,532 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-25
-2024-11-26 10:34:56,534 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-25
-2024-11-26 10:34:56,536 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,537 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-18
-2024-11-26 10:34:56,539 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-20
-2024-11-26 10:34:56,541 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-25
-2024-11-26 10:34:56,543 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-25
-2024-11-26 10:34:56,545 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-25
-2024-11-26 10:34:56,547 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:34:56,549 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:34:56,551 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:34:56,553 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:34:56,554 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-25
-2024-11-26 10:34:56,556 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:34:56,559 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-25
-2024-11-26 10:34:56,561 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:34:56,563 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-25
-2024-11-26 10:34:56,565 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:34:56,567 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-25
-2024-11-26 10:34:56,568 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:34:56,571 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-25
-2024-11-26 10:34:56,573 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:34:56,575 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-25
-2024-11-26 10:34:56,576 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:34:56,578 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-25
-2024-11-26 10:34:56,581 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:34:56,583 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:34:56,585 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-22
-2024-11-26 10:34:56,587 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,589 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-25
-2024-11-26 10:34:56,591 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-25
-2024-11-26 10:34:56,592 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,595 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-25
-2024-11-26 10:34:56,598 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-22
-2024-11-26 10:34:56,600 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-25
-2024-11-26 10:34:56,601 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,603 - my_logger - INFO - Column DFL was last updated at 2024-11-25
-2024-11-26 10:34:56,605 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-25
-2024-11-26 10:34:56,608 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-26
-2024-11-26 10:34:56,609 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-25
-2024-11-26 10:34:56,611 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,614 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,616 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-25
-2024-11-26 10:34:56,617 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,620 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,622 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,624 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-25
-2024-11-26 10:34:56,626 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-25
-2024-11-26 10:34:56,629 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,631 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-26
-2024-11-26 10:34:56,633 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-22
-2024-11-26 10:34:56,635 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:34:56,637 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:34:56,639 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-22
-2024-11-26 10:34:56,641 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-22
-2024-11-26 10:34:56,643 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-25
-2024-11-26 10:34:56,645 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-26
-2024-11-26 10:34:56,648 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:34:56,650 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-25
-2024-11-26 10:34:56,652 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-26
-2024-11-26 10:34:56,653 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:34:56,655 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-22
-2024-11-26 10:34:56,657 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-22
-2024-11-26 10:34:56,659 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-25
-2024-11-26 10:34:56,661 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-22
-2024-11-26 10:34:56,664 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-25
-2024-11-26 10:34:56,666 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-22
-2024-11-26 10:34:56,668 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31
-2024-11-26 10:34:56,669 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-22
-2024-11-26 10:34:56,671 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-22
-2024-11-26 10:34:56,673 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,675 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,677 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,680 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-22
-2024-11-26 10:34:56,682 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,683 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,686 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,688 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-25
-2024-11-26 10:34:56,690 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-25
-2024-11-26 10:34:56,691 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-25
-2024-11-26 10:34:56,693 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-21
-2024-11-26 10:34:56,696 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-25
-2024-11-26 10:34:56,699 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-19
-2024-11-26 10:34:56,710 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-26
-2024-11-26 10:34:56,715 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-25
-2024-11-26 10:34:56,718 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-25
-2024-11-26 10:34:56,722 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-25
-2024-11-26 10:34:56,725 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-25
-2024-11-26 10:34:56,732 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-25
-2024-11-26 10:34:56,734 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-25
-2024-11-26 10:34:56,736 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18
-2024-11-26 10:34:56,739 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18
-2024-11-26 10:34:56,743 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-25
-2024-11-26 10:34:56,745 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-22
-2024-11-26 10:34:56,747 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-25
-2024-11-26 10:34:56,750 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-25
-2024-11-26 10:34:56,751 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-25
-2024-11-26 10:34:56,753 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-25
-2024-11-26 10:34:56,755 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-25
-2024-11-26 10:34:56,757 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-25
-2024-11-26 10:34:56,759 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-25
-2024-11-26 10:34:56,761 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-25
-2024-11-26 10:34:56,763 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-25
-2024-11-26 10:34:56,765 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-25
-2024-11-26 10:34:56,768 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-25
-2024-11-26 10:34:56,769 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-25
-2024-11-26 10:34:56,771 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-25
-2024-11-26 10:34:56,773 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-25
-2024-11-26 10:34:56,775 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-25
-2024-11-26 10:34:56,776 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-25
-2024-11-26 10:34:56,778 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:34:56,782 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:34:56,783 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:34:56,785 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:34:56,787 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:34:56,789 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:34:56,791 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:34:56,793 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:34:56,795 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,797 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,800 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-25
-2024-11-26 10:34:56,802 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-25
-2024-11-26 10:34:56,804 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-24
-2024-11-26 10:34:56,806 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-25
-2024-11-26 10:34:56,808 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-25
-2024-11-26 10:34:56,809 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-25
-2024-11-26 10:34:56,812 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-25
-2024-11-26 10:34:56,815 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-25
-2024-11-26 10:34:56,817 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-25
-2024-11-26 10:34:56,818 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-25
-2024-11-26 10:34:56,820 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-25
-2024-11-26 10:34:56,822 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-25
-2024-11-26 10:34:56,824 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:34:56,826 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-25
-2024-11-26 10:34:56,828 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:34:56,830 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:34:56,831 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:34:56,834 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:34:56,836 - my_logger - INFO - Column WTI连1-连6月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,838 - my_logger - INFO - Column WTI连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:34:56,839 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15
-2024-11-26 10:34:56,841 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15
-2024-11-26 10:34:56,843 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:34:56,845 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-22
-2024-11-26 10:34:56,847 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31
-2024-11-26 10:34:56,849 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-22
-2024-11-26 10:34:56,851 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-22
-2024-11-26 10:34:56,852 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-22
-2024-11-26 10:34:56,855 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15
-2024-11-26 10:34:56,857 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,859 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-22
-2024-11-26 10:34:56,861 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-22
-2024-11-26 10:34:56,863 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-22
-2024-11-26 10:34:56,864 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-22
-2024-11-26 10:34:56,866 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15
-2024-11-26 10:34:56,868 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15
-2024-11-26 10:34:56,870 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-22
-2024-11-26 10:34:56,873 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-22
-2024-11-26 10:34:56,874 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:34:56,876 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,879 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,881 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,883 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,886 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,888 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,890 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,891 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,893 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,896 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,897 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,900 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,901 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:34:56,903 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:34:56,904 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:34:56,907 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:34:56,909 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:34:56,911 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:34:56,914 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27
-2024-11-26 10:34:56,917 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,919 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,921 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,923 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15
-2024-11-26 10:34:56,925 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-22
-2024-11-26 10:34:56,928 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15
-2024-11-26 10:34:56,931 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:34:56,933 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15
-2024-11-26 10:34:56,935 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15
-2024-11-26 10:34:56,937 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-22
-2024-11-26 10:34:56,938 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-22
-2024-11-26 10:34:56,940 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15
-2024-11-26 10:34:56,942 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15
-2024-11-26 10:34:56,946 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15
-2024-11-26 10:34:56,947 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15
-2024-11-26 10:34:56,949 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15
-2024-11-26 10:34:56,951 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15
-2024-11-26 10:34:56,953 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15
-2024-11-26 10:34:56,955 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15
-2024-11-26 10:34:56,956 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15
-2024-11-26 10:34:56,959 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15
-2024-11-26 10:34:56,961 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15
-2024-11-26 10:34:56,963 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15
-2024-11-26 10:34:56,965 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-25
-2024-11-26 10:34:56,967 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-22
-2024-11-26 10:34:56,968 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15
-2024-11-26 10:34:56,970 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15
-2024-11-26 10:34:56,972 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15
-2024-11-26 10:34:56,974 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15
-2024-11-26 10:34:56,976 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15
-2024-11-26 10:34:56,978 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15
-2024-11-26 10:34:56,981 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25
-2024-11-26 10:34:56,983 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:56,984 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:56,986 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:56,988 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:56,989 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:56,991 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:56,993 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:56,995 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:56,997 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:56,999 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,001 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,003 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,005 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,007 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,009 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,010 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,013 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27
-2024-11-26 10:34:57,015 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,017 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,018 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,020 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,022 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,024 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28
-2024-11-26 10:34:57,026 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,029 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,031 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,032 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,034 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,035 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,037 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,039 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,041 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,043 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,046 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,048 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10
-2024-11-26 10:34:57,049 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,051 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,052 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,054 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,056 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,058 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,060 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,063 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,065 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,066 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,069 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:34:57,071 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,073 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,075 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,077 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,080 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,083 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,085 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,086 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,089 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,091 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,093 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,096 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,097 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,099 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,101 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,103 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,106 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,107 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,109 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,112 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,114 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,115 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,117 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,119 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,121 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,123 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,125 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,126 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,129 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,131 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,133 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,135 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,136 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,138 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,140 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:34:57,142 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-25
-2024-11-26 10:34:57,144 - my_logger - INFO - Column ovx index was last updated at 2024-11-25
-2024-11-26 10:34:57,147 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-25
-2024-11-26 10:34:57,149 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-25
-2024-11-26 10:34:57,151 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-25
-2024-11-26 10:34:57,153 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-25
-2024-11-26 10:34:57,155 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15
-2024-11-26 10:34:57,157 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-19
-2024-11-26 10:34:57,158 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-19
-2024-11-26 10:34:57,160 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-19
-2024-11-26 10:34:57,163 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-22
-2024-11-26 10:34:57,165 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-25
-2024-11-26 10:34:57,166 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-25
-2024-11-26 10:34:57,169 - my_logger - INFO - Column W000825 was last updated at 2024-11-04
-2024-11-26 10:34:57,170 - my_logger - INFO - Column W000826 was last updated at 2024-11-04
-2024-11-26 10:34:57,172 - my_logger - INFO - Column G.IPE was last updated at 2024-11-21
-2024-11-26 10:34:57,174 - my_logger - INFO - Column S5131019 was last updated at 2024-11-20
-2024-11-26 10:34:57,175 - my_logger - INFO - Column ID00135604 was last updated at 2024-11-22
-2024-11-26 10:34:57,178 - my_logger - INFO - Column FSGAM1 Index was last updated at 2024-11-25
-2024-11-26 10:34:57,180 - my_logger - INFO - Column S5120408 was last updated at 2024-11-20
-2024-11-26 10:34:57,183 - my_logger - INFO - Column ID00136724 was last updated at 2024-11-22
-2024-11-26 10:34:57,187 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv
-2024-11-26 10:34:57,189 - my_logger - INFO - 删除预警的特征前数据量：(4348, 516)
-2024-11-26 10:34:57,195 - my_logger - INFO - 删除预警的特征后数据量：(4348, 444)
-2024-11-26 10:34:57,196 - my_logger - INFO - 删除两月不更新特征前数据量：(4348, 444)
-2024-11-26 10:34:57,697 - my_logger - INFO - 删除两月不更新特征后数据量：(4348, 440)
-2024-11-26 10:34:57,713 - my_logger - INFO - 删除预测列为空值的行后数据量：(86, 440)
-2024-11-26 10:34:57,714 - my_logger - INFO - 删除全为空值的列后数据量：(86, 440)
-2024-11-26 10:34:58,586 - my_logger - INFO -                             29天(2)            月度(437)
-0                        SC主力-理论估值          EIA美国油品需求
-1    阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估)            中国汽柴油表需
-2                                   DOE-美国汽油产量超季节性/3年
-3                                          美国汽油表需（周度）
-4                                          美国汽油产量（周度）
-..                             ...                ...
-432                                       C2403083739
-433                                       C2404167878
-434                                   GC1 COMB Comdty
-435                                       C2404167855
-436                                      FSGAM1 Index
-
-[437 rows x 2 columns]
-2024-11-26 10:34:58,596 - my_logger - INFO - 特征信息：总共有437个,29天(2),月度(437), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-26 10:34:58,598 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-26 10:34:58,975 - my_logger - INFO - 开始训练模型...
-2024-11-26 10:34:58,982 - my_logger - INFO - Training set head:
-2024-11-26 10:34:58,983 - my_logger - INFO -            ds  EIA美国油品需求   中国汽柴油表需  DOE-美国汽油产量超季节性/3年  美国汽油表需（周度）  ...  is_quarter_start  is_quarter_end  is_year_start  is_year_end  unique_id
-57 2017-10-31   35418.75  732.4702         194.464275    65434.25  ...               0.0             0.0            0.0          0.0          1
-58 2017-11-30   36699.75  732.4702         218.357150    64727.25  ...               0.0             0.0            0.0          0.0          1
-59 2017-12-31   37693.00  732.4702         100.219040    63765.80  ...               0.0             1.0            0.0          1.0          1
-60 2018-01-31   37459.50  732.4702         281.464300    61640.25  ...               0.0             0.0            0.0          0.0          1
-61 2018-02-28   36546.50  732.4702         207.226200    63054.25  ...               0.0             0.0            0.0          0.0          1
-
-[5 rows x 455 columns]
-2024-11-26 10:34:59,239 - my_logger - INFO - 
-Testing set head:
-2024-11-26 10:34:59,239 - my_logger - INFO -            ds  EIA美国油品需求   中国汽柴油表需  DOE-美国汽油产量超季节性/3年  美国汽油表需（周度）  ...  is_quarter_start  is_quarter_end  is_year_start  is_year_end  unique_id
-66 2018-07-31   38299.50  732.4702         154.964300    67737.25  ...               0.0             0.0            0.0          0.0          1
-67 2018-08-31   39030.00  732.4702         -13.361900    67121.60  ...               0.0             0.0            0.0          0.0          1
-68 2018-09-30   37538.75  732.4702         162.678550    65226.00  ...               0.0             1.0            0.0          0.0          1
-69 2018-10-31   36916.75  732.4702         173.154775    64480.50  ...               0.0             0.0            0.0          0.0          1
-70 2018-11-30   37992.80  732.4702         -92.923800    63757.40  ...               0.0             0.0            0.0          0.0          1
-
-[5 rows x 455 columns]
-2024-11-26 10:43:56,543 - my_logger - INFO - 从eta获取数据...
-2024-11-26 10:43:57,002 - my_logger - INFO - 跳过指标 美国:东海岸地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:43:57,198 - my_logger - INFO - 跳过指标 美国:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:43:57,347 - my_logger - INFO - 跳过指标 美国:洛基山地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:43:57,507 - my_logger - INFO - 跳过指标 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:43:57,651 - my_logger - INFO - 跳过指标 美国:西海岸地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:43:57,795 - my_logger - INFO - 跳过指标 美国:中西部地区:炼油厂的投入与使用情况:开工率:四周均值
-2024-11-26 10:43:58,618 - my_logger - INFO - 跳过指标 中国航班执行数/7DMA
-2024-11-26 10:43:58,979 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差负值
-2024-11-26 10:43:58,980 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差
-2024-11-26 10:43:59,197 - my_logger - INFO - 跳过指标 美国汽油产量（周度）1周环差
-2024-11-26 10:44:00,232 - my_logger - INFO - 跳过指标 美国原油周度表需/4WMA
-2024-11-26 10:44:00,232 - my_logger - INFO - 跳过指标 美国油品表需/4WMA
-2024-11-26 10:44:00,233 - my_logger - INFO - 跳过指标 美国油品表需4周环差
-2024-11-26 10:44:00,441 - my_logger - INFO - 跳过指标 道琼斯旅游与休闲/标普500
-2024-11-26 10:44:00,442 - my_logger - INFO - 跳过指标 DOE-柴油产量1周环差
-2024-11-26 10:44:00,442 - my_logger - INFO - 跳过指标 DOE-美国汽油产量1周环差
-2024-11-26 10:44:00,443 - my_logger - INFO - 跳过指标 美国航煤表需一周环差负值
-2024-11-26 10:44:00,443 - my_logger - INFO - 跳过指标 美国馏分油表需一周环差负值
-2024-11-26 10:44:00,444 - my_logger - INFO - 跳过指标 美国汽油表需一周环差负值
-2024-11-26 10:44:00,444 - my_logger - INFO - 跳过指标 欧洲汽油裂差
-2024-11-26 10:44:00,445 - my_logger - INFO - 跳过指标 欧洲柴油裂差
-2024-11-26 10:44:00,791 - my_logger - INFO - 跳过指标 中国主营炼厂产能利用率1周环差
-2024-11-26 10:44:01,209 - my_logger - INFO - 跳过指标 美国零售拥堵指数（周环比）/3WMA
-2024-11-26 10:44:01,209 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差
-2024-11-26 10:44:02,200 - my_logger - INFO - 跳过指标 美国炼厂原油输入量4周均值
-2024-11-26 10:44:03,132 - my_logger - INFO - 跳过指标 美国柴油期货裂差
-2024-11-26 10:44:03,133 - my_logger - INFO - 跳过指标 美国墨西哥湾柴油裂差
-2024-11-26 10:44:03,221 - my_logger - INFO - 跳过指标 美国纽约港柴油裂差
-2024-11-26 10:44:03,222 - my_logger - INFO - 跳过指标 欧洲柴油期货裂差
-2024-11-26 10:44:03,222 - my_logger - INFO - 跳过指标 西北欧轻柴油裂差
-2024-11-26 10:44:03,223 - my_logger - INFO - 跳过指标 新加坡柴油裂差
-2024-11-26 10:44:03,223 - my_logger - INFO - 跳过指标 美国汽油期货裂差
-2024-11-26 10:44:03,224 - my_logger - INFO - 跳过指标 美国墨西哥湾汽油裂差
-2024-11-26 10:44:03,224 - my_logger - INFO - 跳过指标 美国纽约港汽油裂差
-2024-11-26 10:44:03,224 - my_logger - INFO - 跳过指标 欧洲鹿特丹汽油裂差
-2024-11-26 10:44:03,225 - my_logger - INFO - 跳过指标 新加坡汽油裂差
-2024-11-26 10:44:05,689 - my_logger - INFO - 跳过指标 美国汽柴航煤4周平均表需
-2024-11-26 10:44:07,334 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差/65DMA
-2024-11-26 10:44:07,335 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差/65DMA
-2024-11-26 10:44:07,335 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/65DMA
-2024-11-26 10:44:07,335 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/65DMA
-2024-11-26 10:44:07,336 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差
-2024-11-26 10:44:07,336 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差
-2024-11-26 10:44:07,337 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA
-2024-11-26 10:44:07,337 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA
-2024-11-26 10:44:10,410 - my_logger - INFO - 跳过指标 Brent连1合约价格/2DMA
-2024-11-26 10:44:10,410 - my_logger - INFO - 跳过指标 Brent连1合约价格/7DMA
-2024-11-26 10:44:10,410 - my_logger - INFO - 跳过指标 Brent连1合约价格/23DMA
-2024-11-26 10:44:10,411 - my_logger - INFO - 跳过指标 库欣原油库存超季节性/5年拟合残差/WTI c1-c6
-2024-11-26 10:44:10,411 - my_logger - INFO - 跳过指标 Brent连1合约价格/5DMA
-2024-11-26 10:44:10,411 - my_logger - INFO - 跳过指标 Brent c1-c2超季节性/3年
-2024-11-26 10:44:10,412 - my_logger - INFO - 跳过指标 PP主力收盘价拟合残差/期货收盘价（活跃）：布伦特原油
-2024-11-26 10:44:10,412 - my_logger - INFO - 跳过指标 Brent连1合约价格/11DMA
-2024-11-26 10:44:10,413 - my_logger - INFO - 跳过指标 山东地炼柴油裂解价差拟合残差/期货结算价（活跃）：布伦特原油
-2024-11-26 10:44:10,413 - my_logger - INFO - 跳过指标 山东地炼汽油裂解价差拟合残差/
-2024-11-26 10:44:10,414 - my_logger - INFO - 跳过指标 原油(中国胜利)拟合残差/布伦特原油
-2024-11-26 10:44:10,414 - my_logger - INFO - 跳过指标 Brent连1合约价格/21DMA
-2024-11-26 10:44:10,414 - my_logger - INFO - 跳过指标 Brent连1合约价格/14DMA
-2024-11-26 10:44:10,415 - my_logger - INFO - 跳过指标 Brent连1合约价格/16DMA
-2024-11-26 10:44:10,415 - my_logger - INFO - 跳过指标 Brent连1-连12
-2024-11-26 10:44:16,964 - my_logger - INFO - 跳过指标 WTI c1-c36
-2024-11-26 10:44:16,964 - my_logger - INFO - 跳过指标 WTI c1-c24
-2024-11-26 10:44:16,965 - my_logger - INFO - 跳过指标 WTI c1-c12
-2024-11-26 10:44:18,903 - my_logger - INFO - 跳过指标 Brent c1-c36
-2024-11-26 10:44:18,903 - my_logger - INFO - 跳过指标 Brent c1-c24
-2024-11-26 10:44:18,903 - my_logger - INFO - 跳过指标 Brent c1-c12
-2024-11-26 10:44:22,139 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环差
-2024-11-26 10:44:22,140 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环比
-2024-11-26 10:44:22,140 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/美国标普500指数
-2024-11-26 10:44:22,456 - my_logger - INFO - 跳过指标 Dubai连2合约价格
-2024-11-26 10:44:22,457 - my_logger - INFO - 跳过指标 Dubai连4合约价格
-2024-11-26 10:44:22,780 - my_logger - INFO - 跳过指标 美国RBOB期货2212月份合约价格
-2024-11-26 10:44:22,781 - my_logger - INFO - 跳过指标 美国RBOB期货2301月份合约价格
-2024-11-26 10:44:22,781 - my_logger - INFO - 跳过指标 美国RBOB期货2306月份合约价格
-2024-11-26 10:44:24,186 - my_logger - INFO - 跳过指标 Dubai连7合约价格
-2024-11-26 10:44:24,187 - my_logger - INFO - 跳过指标 Dubai连9合约价格
-2024-11-26 10:44:24,187 - my_logger - INFO - 跳过指标 迪拜连7-连9月差
-2024-11-26 10:44:25,071 - my_logger - INFO - 跳过指标 Brent连2
-2024-11-26 10:44:25,072 - my_logger - INFO - 跳过指标 WTI连2合约价格
-2024-11-26 10:44:25,715 - my_logger - INFO - 跳过指标 WTI连4合约价格
-2024-11-26 10:44:26,326 - my_logger - INFO - 跳过指标 Brent连4合约价格
-2024-11-26 10:44:27,465 - my_logger - INFO - 跳过指标 WTI连7合约价格
-2024-11-26 10:44:27,662 - my_logger - INFO - 跳过指标 WTI连12合约价格
-2024-11-26 10:44:27,934 - my_logger - INFO - 跳过指标 布伦特连24合约价格
-2024-11-26 10:44:28,364 - my_logger - INFO - 跳过指标 Brent连6合约价格
-2024-11-26 10:44:28,365 - my_logger - INFO - 跳过指标 Brent连12合约价格
-2024-11-26 10:44:28,365 - my_logger - INFO - 跳过指标 Brent连9合约
-2024-11-26 10:44:28,366 - my_logger - INFO - 跳过指标 brent连3合约
-2024-11-26 10:44:28,367 - my_logger - INFO - 跳过指标 Brent连5
-2024-11-26 10:44:28,367 - my_logger - INFO - 跳过指标 Brent连10合约
-2024-11-26 10:44:28,368 - my_logger - INFO - 跳过指标 Brent连11合约
-2024-11-26 10:44:28,368 - my_logger - INFO - 跳过指标 WTI连3合约价格
-2024-11-26 10:44:28,368 - my_logger - INFO - 跳过指标 Brent 连7合约价格
-2024-11-26 10:44:28,369 - my_logger - INFO - 跳过指标 Brent连8合约价格
-2024-11-26 10:44:28,369 - my_logger - INFO - 跳过指标 Brent连13
-2024-11-26 10:44:28,847 - my_logger - INFO - 跳过指标 ICE Brent c15
-2024-11-26 10:44:28,848 - my_logger - INFO - 跳过指标 ICE Brent c16
-2024-11-26 10:44:28,848 - my_logger - INFO - 跳过指标 ICE Brent c17
-2024-11-26 10:44:28,849 - my_logger - INFO - 跳过指标 ICE Brent c18
-2024-11-26 10:44:28,849 - my_logger - INFO - 跳过指标 ICE Brent c19
-2024-11-26 10:44:28,850 - my_logger - INFO - 跳过指标 ICE Brent c20
-2024-11-26 10:44:29,069 - my_logger - INFO - 跳过指标 ICE Brent c21
-2024-11-26 10:44:29,070 - my_logger - INFO - 跳过指标 ICE Brent c22
-2024-11-26 10:44:29,070 - my_logger - INFO - 跳过指标 ICE Brent c23
-2024-11-26 10:44:29,071 - my_logger - INFO - 跳过指标 ICE Brent c25
-2024-11-26 10:44:29,071 - my_logger - INFO - 跳过指标 ICE Brent c26
-2024-11-26 10:44:29,071 - my_logger - INFO - 跳过指标 ICE Brent c27
-2024-11-26 10:44:29,072 - my_logger - INFO - 跳过指标 ICE Brent c28
-2024-11-26 10:44:29,073 - my_logger - INFO - 跳过指标 ICE Brent c29
-2024-11-26 10:44:29,073 - my_logger - INFO - 跳过指标 ICE Brent c30
-2024-11-26 10:44:29,074 - my_logger - INFO - 跳过指标 ICE Brent c31
-2024-11-26 10:44:29,074 - my_logger - INFO - 跳过指标 ICE Brent c32
-2024-11-26 10:44:29,075 - my_logger - INFO - 跳过指标 ICE Brent c33
-2024-11-26 10:44:29,075 - my_logger - INFO - 跳过指标 ICE Brent c34
-2024-11-26 10:44:29,075 - my_logger - INFO - 跳过指标 ICE Brent c35
-2024-11-26 10:44:29,076 - my_logger - INFO - 跳过指标 ICE Brent c36
-2024-11-26 10:44:29,708 - my_logger - INFO - 跳过指标 NYMWX WTI c6
-2024-11-26 10:44:29,709 - my_logger - INFO - 跳过指标 NYMWX WTI c8
-2024-11-26 10:44:29,709 - my_logger - INFO - 跳过指标 NYMWX WTI c9
-2024-11-26 10:44:29,710 - my_logger - INFO - 跳过指标 NYMWX WTI c10
-2024-11-26 10:44:29,710 - my_logger - INFO - 跳过指标 NYMWX WTI c11
-2024-11-26 10:44:29,711 - my_logger - INFO - 跳过指标 NYMWX WTI c13
-2024-11-26 10:44:29,711 - my_logger - INFO - 跳过指标 NYMWX WTI c14
-2024-11-26 10:44:29,712 - my_logger - INFO - 跳过指标 NYMWX WTI c15
-2024-11-26 10:44:29,712 - my_logger - INFO - 跳过指标 NYMWX WTI c16
-2024-11-26 10:44:29,713 - my_logger - INFO - 跳过指标 NYMWX WTI c17
-2024-11-26 10:44:29,714 - my_logger - INFO - 跳过指标 NYMWX WTI c18
-2024-11-26 10:44:29,714 - my_logger - INFO - 跳过指标 NYMWX WTI c19
-2024-11-26 10:44:29,715 - my_logger - INFO - 跳过指标 NYMWX WTI c20
-2024-11-26 10:44:29,715 - my_logger - INFO - 跳过指标 NYMWX WTI c21
-2024-11-26 10:44:29,716 - my_logger - INFO - 跳过指标 NYMWX WTI c22
-2024-11-26 10:44:29,716 - my_logger - INFO - 跳过指标 NYMWX WTI c23
-2024-11-26 10:44:29,716 - my_logger - INFO - 跳过指标 NYMWX WTI c25
-2024-11-26 10:44:29,717 - my_logger - INFO - 跳过指标 NYMWX WTI c26
-2024-11-26 10:44:29,717 - my_logger - INFO - 跳过指标 NYMWX WTI c27
-2024-11-26 10:44:29,718 - my_logger - INFO - 跳过指标 NYMWX WTI c28
-2024-11-26 10:44:29,718 - my_logger - INFO - 跳过指标 NYMWX WTI c29
-2024-11-26 10:44:29,719 - my_logger - INFO - 跳过指标 NYMWX WTI c30
-2024-11-26 10:44:29,719 - my_logger - INFO - 跳过指标 NYMWX WTI c31
-2024-11-26 10:44:29,720 - my_logger - INFO - 跳过指标 NYMWX WTI c32
-2024-11-26 10:44:29,720 - my_logger - INFO - 跳过指标 NYMWX WTI c33
-2024-11-26 10:44:29,720 - my_logger - INFO - 跳过指标 NYMWX WTI c34
-2024-11-26 10:44:29,721 - my_logger - INFO - 跳过指标 NYMWX WTI c35
-2024-11-26 10:44:29,721 - my_logger - INFO - 跳过指标 NYMWX WTI c36
-2024-11-26 10:44:29,945 - my_logger - INFO - 跳过指标 INE SC c2
-2024-11-26 10:44:29,946 - my_logger - INFO - 跳过指标 INE SC c3
-2024-11-26 10:44:29,946 - my_logger - INFO - 跳过指标 INE SC c4
-2024-11-26 10:44:29,946 - my_logger - INFO - 跳过指标 INE SC c5
-2024-11-26 10:44:29,947 - my_logger - INFO - 跳过指标 INE SC c6
-2024-11-26 10:44:29,947 - my_logger - INFO - 跳过指标 INE SC c7
-2024-11-26 10:44:29,948 - my_logger - INFO - 跳过指标 INE SC c8
-2024-11-26 10:44:29,948 - my_logger - INFO - 跳过指标 INE SC c9
-2024-11-26 10:44:29,948 - my_logger - INFO - 跳过指标 INE SC c10
-2024-11-26 10:44:29,949 - my_logger - INFO - 跳过指标 INE SC c11
-2024-11-26 10:44:29,949 - my_logger - INFO - 跳过指标 INE SC c12
-2024-11-26 10:44:29,950 - my_logger - INFO - 跳过指标 INE SC c13
-2024-11-26 10:44:29,950 - my_logger - INFO - 跳过指标 INE SC c14
-2024-11-26 10:44:29,951 - my_logger - INFO - 跳过指标 INE SC c15
-2024-11-26 10:44:29,951 - my_logger - INFO - 跳过指标 INE SC c16
-2024-11-26 10:44:29,951 - my_logger - INFO - 跳过指标 INE SC c17
-2024-11-26 10:44:29,952 - my_logger - INFO - 跳过指标 INE SC c18
-2024-11-26 10:44:29,952 - my_logger - INFO - 跳过指标 INE SC c19
-2024-11-26 10:44:29,953 - my_logger - INFO - 跳过指标 INE SC c20
-2024-11-26 10:44:29,953 - my_logger - INFO - 跳过指标 EFS c1
-2024-11-26 10:44:29,953 - my_logger - INFO - 跳过指标 EFS c2
-2024-11-26 10:44:29,954 - my_logger - INFO - 跳过指标 EFS c3
-2024-11-26 10:44:29,954 - my_logger - INFO - 跳过指标 EFS c4
-2024-11-26 10:44:29,955 - my_logger - INFO - 跳过指标 EFS c5
-2024-11-26 10:44:29,955 - my_logger - INFO - 跳过指标 EFS c6
-2024-11-26 10:44:29,956 - my_logger - INFO - 跳过指标 Dubai Swap c15
-2024-11-26 10:44:29,956 - my_logger - INFO - 跳过指标 Dubai Swap c16
-2024-11-26 10:44:29,957 - my_logger - INFO - 跳过指标 Dubai Swap c17
-2024-11-26 10:44:29,957 - my_logger - INFO - 跳过指标 Dubai Swap c18
-2024-11-26 10:44:29,957 - my_logger - INFO - 跳过指标 Dubai Swap c19
-2024-11-26 10:44:29,958 - my_logger - INFO - 跳过指标 Dubai Swap c20
-2024-11-26 10:44:29,958 - my_logger - INFO - 跳过指标 Dubai Swap c21
-2024-11-26 10:44:29,960 - my_logger - INFO - 跳过指标 Dubai Swap c22
-2024-11-26 10:44:30,123 - my_logger - INFO - 跳过指标 Oman Swap c2
-2024-11-26 10:44:30,124 - my_logger - INFO - 跳过指标 Oman Swap c3
-2024-11-26 10:44:30,124 - my_logger - INFO - 跳过指标 Oman Swap c4
-2024-11-26 10:44:30,125 - my_logger - INFO - 跳过指标 Oman Swap c5
-2024-11-26 10:44:30,125 - my_logger - INFO - 跳过指标 Oman Swap c6
-2024-11-26 10:44:30,126 - my_logger - INFO - 跳过指标 Oman Swap c7
-2024-11-26 10:44:30,126 - my_logger - INFO - 跳过指标 Oman Swap c8
-2024-11-26 10:44:30,127 - my_logger - INFO - 跳过指标 Oman Swap c9
-2024-11-26 10:44:30,127 - my_logger - INFO - 跳过指标 Oman Swap c10
-2024-11-26 10:44:30,128 - my_logger - INFO - 跳过指标 Oman Swap c11
-2024-11-26 10:44:30,128 - my_logger - INFO - 跳过指标 Oman Swap c12
-2024-11-26 10:44:30,129 - my_logger - INFO - 跳过指标 Oman Swap c13
-2024-11-26 10:44:30,129 - my_logger - INFO - 跳过指标 Oman Swap c14
-2024-11-26 10:44:30,130 - my_logger - INFO - 跳过指标 Oman Swap c15
-2024-11-26 10:44:30,130 - my_logger - INFO - 跳过指标 Oman Swap c16
-2024-11-26 10:44:30,130 - my_logger - INFO - 跳过指标 Oman Swap c17
-2024-11-26 10:44:30,130 - my_logger - INFO - 跳过指标 Oman Swap c18
-2024-11-26 10:44:30,131 - my_logger - INFO - 跳过指标 Oman Swap c19
-2024-11-26 10:44:30,131 - my_logger - INFO - 跳过指标 Oman Swap c20
-2024-11-26 10:44:30,132 - my_logger - INFO - 跳过指标 Oman Swap c21
-2024-11-26 10:44:30,132 - my_logger - INFO - 跳过指标 Oman Swap c22
-2024-11-26 10:44:30,133 - my_logger - INFO - 跳过指标 Oman Swap c23
-2024-11-26 10:44:30,133 - my_logger - INFO - 跳过指标 Oman Swap c24
-2024-11-26 10:44:30,133 - my_logger - INFO - 跳过指标 Oman Swap c25
-2024-11-26 10:44:30,134 - my_logger - INFO - 跳过指标 Oman Swap c26
-2024-11-26 10:44:30,134 - my_logger - INFO - 跳过指标 Oman Swap c27
-2024-11-26 10:44:30,135 - my_logger - INFO - 跳过指标 Oman Swap c28
-2024-11-26 10:44:30,135 - my_logger - INFO - 跳过指标 Oman Swap c29
-2024-11-26 10:44:30,136 - my_logger - INFO - 跳过指标 Oman Swap c30
-2024-11-26 10:44:30,136 - my_logger - INFO - 跳过指标 Oman Swap c31
-2024-11-26 10:44:30,137 - my_logger - INFO - 跳过指标 Oman Swap c32
-2024-11-26 10:44:30,138 - my_logger - INFO - 跳过指标 Oman Swap c33
-2024-11-26 10:44:30,138 - my_logger - INFO - 跳过指标 Oman Swap c34
-2024-11-26 10:44:30,139 - my_logger - INFO - 跳过指标 Oman Swap c35
-2024-11-26 10:44:30,139 - my_logger - INFO - 跳过指标 Oman Swap c36
-2024-11-26 10:44:30,139 - my_logger - INFO - 跳过指标 Oman Swap c37
-2024-11-26 10:44:30,140 - my_logger - INFO - 跳过指标 Oman Swap c38
-2024-11-26 10:44:30,518 - my_logger - INFO - 跳过指标 DME Oman c2
-2024-11-26 10:44:30,518 - my_logger - INFO - 跳过指标 DME Oman c3
-2024-11-26 10:44:30,519 - my_logger - INFO - 跳过指标 DME Oman c4
-2024-11-26 10:44:30,519 - my_logger - INFO - 跳过指标 DME Oman c5
-2024-11-26 10:44:30,520 - my_logger - INFO - 跳过指标 DME Oman c6
-2024-11-26 10:44:30,684 - my_logger - INFO - 跳过指标 Murban Futures c2
-2024-11-26 10:44:30,684 - my_logger - INFO - 跳过指标 Murban Futures c3
-2024-11-26 10:44:30,685 - my_logger - INFO - 跳过指标 Murban Futures c4
-2024-11-26 10:44:30,685 - my_logger - INFO - 跳过指标 Murban Futures c5
-2024-11-26 10:44:30,686 - my_logger - INFO - 跳过指标 Murban Futures c6
-2024-11-26 10:44:38,257 - my_logger - INFO - 跳过指标 EFS c1-c2
-2024-11-26 10:44:38,258 - my_logger - INFO - 跳过指标 TD3C 运费 c1-c2
-2024-11-26 10:44:40,229 - my_logger - INFO - 跳过指标 SC c1-c2/7DMA
-2024-11-26 10:44:40,352 - my_logger - INFO - 跳过指标 美国柴油裂差-美国汽油裂差
-2024-11-26 10:44:40,353 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算)
-2024-11-26 10:44:44,441 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算B)
-2024-11-26 10:44:44,657 - my_logger - INFO - 跳过指标 WTI c1-c2 (结算B)
-2024-11-26 10:44:44,865 - my_logger - INFO - 跳过指标 DME Oman c1 02:30收盘价预估
-2024-11-26 10:44:44,865 - my_logger - INFO - 跳过指标 DME Oman c2 02:30收盘价预估
-2024-11-26 10:44:45,231 - my_logger - INFO - 跳过指标 Brent连1合约价格/12DMA
-2024-11-26 10:44:48,143 - my_logger - INFO - 跳过指标 美国成品车用汽油库存1周环差
-2024-11-26 10:44:48,145 - my_logger - INFO - 跳过指标 美国PADD1原油库存1周环差
-2024-11-26 10:44:48,145 - my_logger - INFO - 跳过指标 美国PADD3原油库存1周环差
-2024-11-26 10:44:48,146 - my_logger - INFO - 跳过指标 美国PADD2原油库存1周环差
-2024-11-26 10:44:48,146 - my_logger - INFO - 跳过指标 美国PADD5原油库存1周环差
-2024-11-26 10:44:48,147 - my_logger - INFO - 跳过指标 美国PADD4原油库存1周环差
-2024-11-26 10:44:49,839 - my_logger - INFO - 跳过指标 库欣原油库存1周环差
-2024-11-26 10:44:50,082 - my_logger - INFO - 跳过指标 美国战略储备原油库存1周环差
-2024-11-26 10:44:50,082 - my_logger - INFO - 跳过指标 美国商业原油库存1周环差
-2024-11-26 10:44:55,024 - my_logger - INFO - 跳过指标 中东原油成本+运费
-2024-11-26 10:44:56,460 - my_logger - INFO - 跳过指标 Brent原油现货价格/8DMA
-2024-11-26 10:44:56,461 - my_logger - INFO - 跳过指标 现货价:原油:英国布伦特Dtd/8DMA
-2024-11-26 10:45:16,437 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent 连2-连3
-2024-11-26 10:45:16,438 - my_logger - INFO - 跳过指标 BrentC1-C21日环差
-2024-11-26 10:45:25,600 - my_logger - INFO - 跳过指标 OMAN原油中质远期现货DES价30DMA
-2024-11-26 10:45:27,140 - my_logger - INFO - 跳过指标 VLCC原油运价（中东至日本）
-2024-11-26 10:45:31,682 - my_logger - INFO - 跳过指标 中东-中国原油运费
-2024-11-26 10:45:34,924 - my_logger - INFO - 跳过指标 波斯湾到中国VLCC原油运费（美元/天）
-2024-11-26 10:45:34,925 - my_logger - INFO - 跳过指标 波斯湾到新加坡VLCC油轮运费
-2024-11-26 10:45:36,937 - my_logger - INFO - 跳过指标 原油波动率
-2024-11-26 10:45:45,496 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/DFL
-2024-11-26 10:45:46,147 - my_logger - INFO - 跳过指标 SC c3-阿曼到岸入罐成本/7DMA
-2024-11-26 10:45:55,956 - my_logger - INFO - 跳过指标 美国汽油净进口（周度）1周环差
-2024-11-26 10:45:56,389 - my_logger - INFO - 跳过指标 美国代表性页岩油公司股价
-2024-11-26 10:45:56,614 - my_logger - INFO - 跳过指标 美国国内周度原油产量1周环差
-2024-11-26 10:45:56,614 - my_logger - INFO - 跳过指标 EIA周度NGL产量同比
-2024-11-26 10:45:56,615 - my_logger - INFO - 跳过指标 美国原油活跃钻机数同比
-2024-11-26 10:45:56,737 - my_logger - INFO - 跳过指标 原油：主营炼厂：产能利用率：中国（周）日度变频
-2024-11-26 10:45:56,985 - my_logger - INFO - 跳过指标 美国原油周度调整项/4WMA
-2024-11-26 10:45:56,986 - my_logger - INFO - 跳过指标 美国FCC装置检修量
-2024-11-26 10:45:56,986 - my_logger - INFO - 跳过指标 美国VDU装置检修量
-2024-11-26 10:45:57,215 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量
-2024-11-26 10:45:57,216 - my_logger - INFO - 跳过指标 美国炼厂部分装置检修量
-2024-11-26 10:45:57,339 - my_logger - INFO - 跳过指标 俄罗斯CDU装置检修量
-2024-11-26 10:45:57,565 - my_logger - INFO - 跳过指标 法国CDU检修量
-2024-11-26 10:45:57,565 - my_logger - INFO - 跳过指标 法国CDU检修量/7DMA
-2024-11-26 10:45:57,566 - my_logger - INFO - 跳过指标 法国CDU检修量超季节性/5年
-2024-11-26 10:45:57,725 - my_logger - INFO - 跳过指标 美国FCC装置检修量超季节性/3年
-2024-11-26 10:45:57,726 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量
-2024-11-26 10:45:57,726 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量/7DMA
-2024-11-26 10:45:57,727 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量
-2024-11-26 10:45:57,727 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量/7DMA
-2024-11-26 10:45:57,727 - my_logger - INFO - 跳过指标 美国FCC装置检修量/7DMA
-2024-11-26 10:45:57,728 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量超季节性/3年
-2024-11-26 10:45:57,728 - my_logger - INFO - 跳过指标 中国CDU检修量
-2024-11-26 10:45:58,131 - my_logger - INFO - 跳过指标 全球加氢装置检修（千桶/日）
-2024-11-26 10:45:58,131 - my_logger - INFO - 跳过指标 全球重整装置检修（千桶/日）
-2024-11-26 10:45:58,132 - my_logger - INFO - 跳过指标 全球CDU装置检修（千桶/日）
-2024-11-26 10:45:59,075 - my_logger - INFO - 跳过指标 西北欧CDU装置检修量
-2024-11-26 10:45:59,075 - my_logger - INFO - 跳过指标 地中海国家CDU装置检修量
-2024-11-26 10:45:59,076 - my_logger - INFO - 跳过指标 东欧CDU装置检修量
-2024-11-26 10:45:59,076 - my_logger - INFO - 跳过指标 欧洲CDU装置检修量
-2024-11-26 10:46:03,225 - my_logger - INFO - 跳过指标 美国原油活跃钻机数1周环差
-2024-11-26 10:46:04,347 - my_logger - INFO - 跳过指标 页岩油公司EOG 股价
-2024-11-26 10:46:04,348 - my_logger - INFO - 跳过指标 康菲石油公司股价
-2024-11-26 10:46:04,349 - my_logger - INFO - 跳过指标 Pioneer公司股价
-2024-11-26 10:46:04,349 - my_logger - INFO - 跳过指标 HESS公司股价
-2024-11-26 10:46:04,349 - my_logger - INFO - 跳过指标 西方石油公司股价
-2024-11-26 10:46:04,350 - my_logger - INFO - 跳过指标 Coterra公司股价
-2024-11-26 10:46:04,350 - my_logger - INFO - 跳过指标 Concho Resources 公司股价
-2024-11-26 10:46:04,351 - my_logger - INFO - 跳过指标 Black Stone Minerals LP股价
-2024-11-26 10:46:04,351 - my_logger - INFO - 跳过指标 Continental Resources Inc股价
-2024-11-26 10:46:04,352 - my_logger - INFO - 跳过指标 Diamondback Energy Inc股价
-2024-11-26 10:46:04,780 - my_logger - INFO - 跳过指标 戴文能源股价
-2024-11-26 10:46:05,787 - my_logger - INFO - 跳过指标 亚洲主要国家4周平均原油海运进口合计
-2024-11-26 10:46:05,788 - my_logger - INFO - 跳过指标 DOE-航煤净进口1周环差
-2024-11-26 10:46:05,788 - my_logger - INFO - 跳过指标 DOE-美国馏分燃料油净进口1周环差
-2024-11-26 10:46:05,790 - my_logger - INFO - 跳过指标 DOE-美国汽油净进口1周环差
-2024-11-26 10:46:05,790 - my_logger - INFO - 跳过指标 美国原油周度净进口1周环差
-2024-11-26 10:46:07,220 - my_logger - INFO - 跳过指标 美国原油总出口4周平均
-2024-11-26 10:46:08,169 - my_logger - INFO - 跳过指标 中东至中国原油运费
-2024-11-26 10:46:09,404 - my_logger - INFO - 跳过指标 DoC4周平均原油海运出口
-2024-11-26 10:46:09,405 - my_logger - INFO - 跳过指标 FSU-阿塞拜疆4周平均原油海运出口
-2024-11-26 10:46:09,406 - my_logger - INFO - 跳过指标 FSU-俄罗斯4周平均原油海运出口
-2024-11-26 10:46:09,406 - my_logger - INFO - 跳过指标 FSU-哈萨克斯坦4周平均原油海运出口
-2024-11-26 10:46:09,407 - my_logger - INFO - 跳过指标 FSU-土库曼斯坦4周平均原油海运出口
-2024-11-26 10:46:09,407 - my_logger - INFO - 跳过指标 Non-OPEC DoC4周平均原油海运出口
-2024-11-26 10:46:09,408 - my_logger - INFO - 跳过指标 OPEC4周平均原油海运出口
-2024-11-26 10:46:09,408 - my_logger - INFO - 跳过指标 OPEC豁免国4周平均原油海运出口
-2024-11-26 10:46:09,408 - my_logger - INFO - 跳过指标 OPEC减产国4周平均原油海运出口
-2024-11-26 10:46:09,409 - my_logger - INFO - 跳过指标 北非-阿尔及利亚4周平均原油海运出口
-2024-11-26 10:46:09,409 - my_logger - INFO - 跳过指标 北非-埃及4周平均原油海运出口
-2024-11-26 10:46:09,409 - my_logger - INFO - 跳过指标 北非-利比亚4周平均原油海运出口
-2024-11-26 10:46:09,411 - my_logger - INFO - 跳过指标 北非-苏丹4周平均原油海运出口
-2024-11-26 10:46:09,411 - my_logger - INFO - 跳过指标 北美-加拿大4周平均原油海运出口
-2024-11-26 10:46:09,411 - my_logger - INFO - 跳过指标 北美-美国4周平均原油海运出口
-2024-11-26 10:46:09,412 - my_logger - INFO - 跳过指标 拉美-阿根廷4周平均原油海运出口
-2024-11-26 10:46:09,412 - my_logger - INFO - 跳过指标 拉美-巴拿马4周平均原油海运出口
-2024-11-26 10:46:09,412 - my_logger - INFO - 跳过指标 拉美-巴西4周平均原油海运出口
-2024-11-26 10:46:09,414 - my_logger - INFO - 跳过指标 拉美-多巴哥岛4周平均原油海运出口
-2024-11-26 10:46:09,414 - my_logger - INFO - 跳过指标 拉美-厄瓜多尔4周平均原油海运出口
-2024-11-26 10:46:09,414 - my_logger - INFO - 跳过指标 拉美-哥伦比亚4周平均原油海运出口
-2024-11-26 10:46:09,415 - my_logger - INFO - 跳过指标 拉美-圭亚那4周平均原油海运出口
-2024-11-26 10:46:09,415 - my_logger - INFO - 跳过指标 拉美-墨西哥4周平均原油海运出口
-2024-11-26 10:46:09,416 - my_logger - INFO - 跳过指标 拉美-委内瑞拉4周平均原油海运出口
-2024-11-26 10:46:09,416 - my_logger - INFO - 跳过指标 欧洲-挪威4周平均原油海运出口
-2024-11-26 10:46:09,417 - my_logger - INFO - 跳过指标 欧洲-英国4周平均原油海运出口
-2024-11-26 10:46:09,417 - my_logger - INFO - 跳过指标 西非-安哥拉4周平均原油海运出口
-2024-11-26 10:46:09,417 - my_logger - INFO - 跳过指标 西非-几内亚4周平均原油海运出口
-2024-11-26 10:46:09,418 - my_logger - INFO - 跳过指标 西非-加纳4周平均原油海运出口
-2024-11-26 10:46:09,418 - my_logger - INFO - 跳过指标 西非-尼日利亚4周平均原油海运出口
-2024-11-26 10:46:09,419 - my_logger - INFO - 跳过指标 亚太-澳大利亚4周平均原油海运出口
-2024-11-26 10:46:09,419 - my_logger - INFO - 跳过指标 亚太-马来西亚4周平均原油海运出口
-2024-11-26 10:46:09,420 - my_logger - INFO - 跳过指标 亚太-文莱4周平均原油海运出口
-2024-11-26 10:46:09,420 - my_logger - INFO - 跳过指标 亚太-印尼4周平均原油海运出口
-2024-11-26 10:46:09,421 - my_logger - INFO - 跳过指标 中东-阿联酋4周平均原油海运出口
-2024-11-26 10:46:09,421 - my_logger - INFO - 跳过指标 中东-阿曼4周平均原油海运出口
-2024-11-26 10:46:09,422 - my_logger - INFO - 跳过指标 中东-巴林4周平均原油海运出口
-2024-11-26 10:46:09,422 - my_logger - INFO - 跳过指标 中东-卡塔尔4周平均原油海运出口
-2024-11-26 10:46:09,423 - my_logger - INFO - 跳过指标 中东-科威特4周平均原油海运出口
-2024-11-26 10:46:09,423 - my_logger - INFO - 跳过指标 中东-沙特4周平均原油海运出口
-2024-11-26 10:46:09,423 - my_logger - INFO - 跳过指标 中东-也门4周平均原油海运出口
-2024-11-26 10:46:09,423 - my_logger - INFO - 跳过指标 中东-伊拉克4周平均原油海运出口
-2024-11-26 10:46:09,424 - my_logger - INFO - 跳过指标 中东-伊朗4周平均原油海运出口
-2024-11-26 10:46:09,424 - my_logger - INFO - 跳过指标 中西非-刚果布4周平均原油海运出口
-2024-11-26 10:46:09,425 - my_logger - INFO - 跳过指标 中西非-加蓬4周平均原油海运出口
-2024-11-26 10:46:09,425 - my_logger - INFO - 跳过指标 中西非-喀麦隆4周平均原油海运出口
-2024-11-26 10:46:09,426 - my_logger - INFO - 跳过指标 中国4周平均原油海运进口
-2024-11-26 10:46:09,426 - my_logger - INFO - 跳过指标 印度4周平均原油海运进口
-2024-11-26 10:46:09,426 - my_logger - INFO - 跳过指标 韩国4周平均原油海运进口
-2024-11-26 10:46:09,427 - my_logger - INFO - 跳过指标 日本4周平均原油海运进口
-2024-11-26 10:46:09,427 - my_logger - INFO - 跳过指标 新加坡4周平均原油海运进口
-2024-11-26 10:46:09,428 - my_logger - INFO - 跳过指标 泰国4周平均原油海运进口
-2024-11-26 10:46:09,428 - my_logger - INFO - 跳过指标 中国台湾4周平均原油海运进口
-2024-11-26 10:46:09,429 - my_logger - INFO - 跳过指标 马来西亚4周平均原油海运进口
-2024-11-26 10:46:09,429 - my_logger - INFO - 跳过指标 印尼4周平均原油海运进口
-2024-11-26 10:46:09,430 - my_logger - INFO - 跳过指标 缅甸4周平均原油海运进口
-2024-11-26 10:46:09,430 - my_logger - INFO - 跳过指标 越南4周平均原油海运进口
-2024-11-26 10:46:09,431 - my_logger - INFO - 跳过指标 巴基斯坦4周平均原油海运进口
-2024-11-26 10:46:09,431 - my_logger - INFO - 跳过指标 美国4周平均原油海运进口
-2024-11-26 10:46:09,432 - my_logger - INFO - 跳过指标 加拿大4周平均原油海运进口
-2024-11-26 10:46:09,432 - my_logger - INFO - 跳过指标 巴拿马4周平均原油海运进口
-2024-11-26 10:46:09,433 - my_logger - INFO - 跳过指标 巴西4周平均原油海运进口
-2024-11-26 10:46:09,433 - my_logger - INFO - 跳过指标 智利4周平均原油海运进口
-2024-11-26 10:46:09,433 - my_logger - INFO - 跳过指标 意大利4周平均原油海运进口
-2024-11-26 10:46:09,435 - my_logger - INFO - 跳过指标 荷兰4周平均原油海运进口
-2024-11-26 10:46:09,435 - my_logger - INFO - 跳过指标 西班牙4周平均原油海运进口
-2024-11-26 10:46:09,435 - my_logger - INFO - 跳过指标 法国4周平均原油海运进口
-2024-11-26 10:46:09,436 - my_logger - INFO - 跳过指标 英国4周平均原油海运进口
-2024-11-26 10:46:09,436 - my_logger - INFO - 跳过指标 希腊4周平均原油海运进口
-2024-11-26 10:46:09,437 - my_logger - INFO - 跳过指标 德国4周平均原油海运进口
-2024-11-26 10:46:09,437 - my_logger - INFO - 跳过指标 波兰4周平均原油海运进口
-2024-11-26 10:46:09,438 - my_logger - INFO - 跳过指标 瑞典4周平均原油海运进口
-2024-11-26 10:46:09,438 - my_logger - INFO - 跳过指标 葡萄牙4周平均原油海运进口
-2024-11-26 10:46:09,439 - my_logger - INFO - 跳过指标 芬兰4周平均原油海运进口
-2024-11-26 10:46:09,439 - my_logger - INFO - 跳过指标 立陶宛4周平均原油海运进口
-2024-11-26 10:46:09,440 - my_logger - INFO - 跳过指标 罗马尼亚4周平均原油海运进口
-2024-11-26 10:46:09,440 - my_logger - INFO - 跳过指标 埃及4周平均原油海运进口
-2024-11-26 10:46:09,440 - my_logger - INFO - 跳过指标 土耳其4周平均原油海运进口
-2024-11-26 10:46:09,441 - my_logger - INFO - 跳过指标 南非4周平均原油海运进口
-2024-11-26 10:46:09,441 - my_logger - INFO - 跳过指标 以色列4周平均原油海运进口
-2024-11-26 10:46:09,441 - my_logger - INFO - 跳过指标 阿联酋4周平均原油海运进口
-2024-11-26 10:46:09,442 - my_logger - INFO - 跳过指标 澳大利亚4周平均原油海运进口
-2024-11-26 10:46:20,076 - my_logger - INFO - 跳过指标 日本周度原油海运进口
-2024-11-26 10:46:21,786 - my_logger - INFO - 跳过指标 中东-阿联酋周度原油海运出口/4WMA
-2024-11-26 10:46:21,787 - my_logger - INFO - 跳过指标 中东-伊朗周度原油海运出口/4WMA
-2024-11-26 10:46:21,788 - my_logger - INFO - 跳过指标 中东-卡塔尔周度原油海运出口/4WMA
-2024-11-26 10:46:21,870 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口/4WMA
-2024-11-26 10:46:21,871 - my_logger - INFO - 跳过指标 美国原油海运出口/4WMA
-2024-11-26 10:46:21,871 - my_logger - INFO - 跳过指标 iraq/4WMA
-2024-11-26 10:46:21,872 - my_logger - INFO - 跳过指标 Venezuela/4WMA
-2024-11-26 10:46:21,872 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口/4WMA
-2024-11-26 10:46:21,873 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口/4WMA
-2024-11-26 10:46:21,874 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口/4WMA
-2024-11-26 10:46:21,874 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口
-2024-11-26 10:46:21,875 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口
-2024-11-26 10:46:21,875 - my_logger - INFO - 跳过指标 Kpler-OPEC+（除OPEC）原油海运出口
-2024-11-26 10:46:21,875 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口
-2024-11-26 10:46:21,876 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口
-2024-11-26 10:46:21,876 - my_logger - INFO - 跳过指标 Kpler-阿联酋原油海运出口
-2024-11-26 10:46:21,877 - my_logger - INFO - 跳过指标 Kpler-科威特原油海运出口
-2024-11-26 10:46:21,877 - my_logger - INFO - 跳过指标 美国原油海运出口
-2024-11-26 10:46:21,935 - my_logger - INFO - 跳过指标 欧洲原油海运进口/4WMA
-2024-11-26 10:46:21,936 - my_logger - INFO - 跳过指标 日本原油海运进口
-2024-11-26 10:46:21,936 - my_logger - INFO - 跳过指标 德国原油海运进口
-2024-11-26 10:46:21,937 - my_logger - INFO - 跳过指标 欧洲原油海运进口
-2024-11-26 10:46:21,937 - my_logger - INFO - 跳过指标 印度原油海运进口
-2024-11-26 10:46:21,937 - my_logger - INFO - 跳过指标 中国原油海运进口
-2024-11-26 10:46:22,020 - my_logger - INFO - 跳过指标 美国汽油库存超季节性3年百分比
-2024-11-26 10:46:22,021 - my_logger - INFO - 跳过指标 SCvsBrent
-2024-11-26 10:46:22,021 - my_logger - INFO - 跳过指标 WTI连1合约价格与美国汽油裂解价差(领先17天)60天滚动相关性
-2024-11-26 10:46:22,022 - my_logger - INFO - 跳过指标 美国汽油裂解价差拟合残差/NYMEX RBOB汽油与美国汽油裂解价差(领先18天)90天滚动相关性
-2024-11-26 10:46:22,022 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数与Brent连1合约价格2周滚动相关性
-2024-11-26 10:46:22,022 - my_logger - INFO - 跳过指标 美国原油库存与汽油库存比值
-2024-11-26 10:46:22,023 - my_logger - INFO - 跳过指标 山东独立炼厂综合炼油利润与Brent连1合约价格(领先4天)60天滚动相关性
-2024-11-26 10:46:22,024 - my_logger - INFO - 跳过指标 Brent c1/Comex铜 c1
-2024-11-26 10:46:22,024 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差*-1
-2024-11-26 10:46:22,025 - my_logger - INFO - 跳过指标 地缘政治风险指数/30DMA
-2024-11-26 10:46:22,025 - my_logger - INFO - 跳过指标 地缘政治风险指数/14DMA
-2024-11-26 10:46:22,025 - my_logger - INFO - 跳过指标 地缘政治风险指数/7DMA
-2024-11-26 10:46:22,025 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/GPRD_MA30
-2024-11-26 10:46:22,026 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/WTI连1-连4
-2024-11-26 10:46:22,026 - my_logger - INFO - 跳过指标 美国RBOB/CBOB库存比
-2024-11-26 10:46:22,027 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数
-2024-11-26 10:46:22,027 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent连1-连2月差
-2024-11-26 10:46:22,028 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/BRENT 211裂解价差150天滚动相关性
-2024-11-26 10:46:22,028 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/DFL150天滚动相关性
-2024-11-26 10:46:22,029 - my_logger - INFO - 跳过指标 库欣/商业原油库存-美国
-2024-11-26 10:46:22,086 - my_logger - INFO - 跳过指标 印度成品油海运进口/4WMA
-2024-11-26 10:46:22,087 - my_logger - INFO - 跳过指标 中国成品油海运进口/4WMA
-2024-11-26 10:46:22,087 - my_logger - INFO - 跳过指标 欧洲成品油海运进口/4WMA
-2024-11-26 10:46:22,088 - my_logger - INFO - 跳过指标 印度成品油海运进口
-2024-11-26 10:46:22,088 - my_logger - INFO - 跳过指标 中国汽油海运进口
-2024-11-26 10:46:22,088 - my_logger - INFO - 跳过指标 印度柴油海运进口
-2024-11-26 10:46:22,088 - my_logger - INFO - 跳过指标 印度汽油海运进口
-2024-11-26 10:46:22,089 - my_logger - INFO - 跳过指标 中国柴油海运进口
-2024-11-26 10:46:22,089 - my_logger - INFO - 跳过指标 中国成品油海运进口
-2024-11-26 10:46:22,090 - my_logger - INFO - 跳过指标 欧洲航煤海运进口
-2024-11-26 10:46:22,090 - my_logger - INFO - 跳过指标 欧洲燃料油海运进口
-2024-11-26 10:46:22,091 - my_logger - INFO - 跳过指标 欧洲石脑油海运进口
-2024-11-26 10:46:22,091 - my_logger - INFO - 跳过指标 欧洲汽油海运进口
-2024-11-26 10:46:22,092 - my_logger - INFO - 跳过指标 欧洲柴油海运进口
-2024-11-26 10:46:22,092 - my_logger - INFO - 跳过指标 欧洲成品油海运进口
-2024-11-26 10:46:22,149 - my_logger - INFO - 跳过指标 美国柴油海运出口/4WMA
-2024-11-26 10:46:22,149 - my_logger - INFO - 跳过指标 美国汽油海运出口
-2024-11-26 10:46:22,150 - my_logger - INFO - 跳过指标 俄罗斯柴油海运出口
-2024-11-26 10:46:22,150 - my_logger - INFO - 跳过指标 俄罗斯成品油海运出口
-2024-11-26 10:46:22,151 - my_logger - INFO - 跳过指标 美国柴油海运出口
-2024-11-26 10:46:22,151 - my_logger - INFO - 跳过指标 美国成品油海运出口
-2024-11-26 10:46:22,152 - my_logger - INFO - 跳过指标 俄罗斯汽油海运出口
-2024-11-26 10:46:23,193 - my_logger - INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855', 'W000825', 'W000826', 'G.IPE', 'S5131019', 'ID00135604', 'FSGAM1 Index', 'S5120408', 'ID00136724']
-2024-11-26 10:46:23,194 - my_logger - INFO - ovx index
-2024-11-26 10:46:23,604 - my_logger - INFO - dxy curncy
-2024-11-26 10:46:24,162 - my_logger - INFO - C2403128043
-2024-11-26 10:46:24,773 - my_logger - INFO - C2403150124
-2024-11-26 10:46:25,447 - my_logger - INFO - FVHCM1 INDEX
-2024-11-26 10:46:25,801 - my_logger - INFO - doedtprd index
-2024-11-26 10:46:26,045 - my_logger - INFO - CFFDQMMN INDEX
-2024-11-26 10:46:26,220 - my_logger - INFO - C2403083739
-2024-11-26 10:46:26,409 - my_logger - INFO - C2404167878
-2024-11-26 10:46:26,598 - my_logger - INFO - lmcads03 lme comdty
-2024-11-26 10:46:26,968 - my_logger - INFO - GC1 COMB Comdty
-2024-11-26 10:46:27,586 - my_logger - INFO - C2404167855
-2024-11-26 10:46:28,205 - my_logger - INFO - W000825
-2024-11-26 10:46:28,499 - my_logger - INFO - W000826
-2024-11-26 10:46:28,777 - my_logger - INFO - G.IPE
-2024-11-26 10:46:29,135 - my_logger - INFO - S5131019
-2024-11-26 10:46:29,469 - my_logger - INFO - ID00135604
-2024-11-26 10:46:29,757 - my_logger - INFO - FSGAM1 Index
-2024-11-26 10:46:30,101 - my_logger - INFO - S5120408
-2024-11-26 10:46:30,437 - my_logger - INFO - ID00136724
-2024-11-26 10:46:30,967 - my_logger - INFO -              date  美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值  美国:炼油厂的投入与使用情况:开工率:当周值  美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值  ...  ID00135604  FSGAM1 Index  S5120408  ID00136724
-9430   2024-11-26                           NaN                     NaN                           NaN  ...         NaN           NaN       NaN         NaN
-8290   2024-11-25                           NaN                     NaN                           NaN  ...         NaN        79.084       NaN         NaN
-11271  2024-11-24                           NaN                     NaN                           NaN  ...         NaN           NaN       NaN         NaN
-11272  2024-11-23                           NaN                     NaN                           NaN  ...         NaN           NaN       NaN         NaN
-1734   2024-11-22                           NaN                     NaN                           NaN  ...       91.25        81.067       NaN       87.02
-
-[5 rows x 516 columns]
-2024-11-26 10:47:56,408 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:47:56,412 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:47:56,414 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:47:56,416 - my_logger - INFO - Column 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:47:56,418 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:47:56,421 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14
-2024-11-26 10:47:56,422 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15
-2024-11-26 10:47:56,424 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-22
-2024-11-26 10:47:56,426 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10
-2024-11-26 10:47:56,429 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15
-2024-11-26 10:47:56,431 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15
-2024-11-26 10:47:56,433 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15
-2024-11-26 10:47:56,435 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-26 10:47:56,436 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-26 10:47:56,438 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-22
-2024-11-26 10:47:56,440 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-22
-2024-11-26 10:47:56,442 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04
-2024-11-26 10:47:56,444 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04
-2024-11-26 10:47:56,446 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15
-2024-11-26 10:47:56,449 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15
-2024-11-26 10:47:56,450 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-22
-2024-11-26 10:47:56,453 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-22
-2024-11-26 10:47:56,455 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15
-2024-11-26 10:47:56,457 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-22
-2024-11-26 10:47:56,459 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:47:56,461 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:47:56,463 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:47:56,465 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:47:56,467 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15
-2024-11-26 10:47:56,468 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15
-2024-11-26 10:47:56,470 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15
-2024-11-26 10:47:56,472 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24
-2024-11-26 10:47:56,474 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31
-2024-11-26 10:47:56,476 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-25
-2024-11-26 10:47:56,479 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-25
-2024-11-26 10:47:56,481 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-25
-2024-11-26 10:47:56,484 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-26 10:47:56,485 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-26 10:47:56,487 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-25
-2024-11-26 10:47:56,489 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-25
-2024-11-26 10:47:56,491 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-25
-2024-11-26 10:47:56,493 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-25
-2024-11-26 10:47:56,496 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-25
-2024-11-26 10:47:56,498 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-25
-2024-11-26 10:47:56,500 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-25
-2024-11-26 10:47:56,502 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-21
-2024-11-26 10:47:56,503 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-25
-2024-11-26 10:47:56,505 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-25
-2024-11-26 10:47:56,507 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-25
-2024-11-26 10:47:56,509 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-25
-2024-11-26 10:47:56,511 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-25
-2024-11-26 10:47:56,513 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:47:56,516 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:47:56,518 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:47:56,520 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,522 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:47:56,524 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-25
-2024-11-26 10:47:56,526 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-25
-2024-11-26 10:47:56,528 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-25
-2024-11-26 10:47:56,530 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-25
-2024-11-26 10:47:56,531 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-25
-2024-11-26 10:47:56,533 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-25
-2024-11-26 10:47:56,536 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-25
-2024-11-26 10:47:56,538 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-25
-2024-11-26 10:47:56,539 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-25
-2024-11-26 10:47:56,541 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:47:56,543 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:47:56,545 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,549 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-25
-2024-11-26 10:47:56,551 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-25
-2024-11-26 10:47:56,553 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-20
-2024-11-26 10:47:56,555 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-25
-2024-11-26 10:47:56,556 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-25
-2024-11-26 10:47:56,558 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-26
-2024-11-26 10:47:56,560 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-25
-2024-11-26 10:47:56,562 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-25
-2024-11-26 10:47:56,565 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-25
-2024-11-26 10:47:56,566 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-25
-2024-11-26 10:47:56,569 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-25
-2024-11-26 10:47:56,571 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-25
-2024-11-26 10:47:56,573 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-25
-2024-11-26 10:47:56,574 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31
-2024-11-26 10:47:56,576 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-25
-2024-11-26 10:47:56,579 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03
-2024-11-26 10:47:56,581 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28
-2024-11-26 10:47:56,583 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-25
-2024-11-26 10:47:56,585 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-25
-2024-11-26 10:47:56,587 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-25
-2024-11-26 10:47:56,589 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-26
-2024-11-26 10:47:56,591 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-25
-2024-11-26 10:47:56,592 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-21
-2024-11-26 10:47:56,594 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16
-2024-11-26 10:47:56,596 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-25
-2024-11-26 10:47:56,599 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-21
-2024-11-26 10:47:56,601 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31
-2024-11-26 10:47:56,603 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31
-2024-11-26 10:47:56,604 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-26
-2024-11-26 10:47:56,606 - my_logger - INFO - Column y was last updated at 2024-11-25
-2024-11-26 10:47:56,608 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-22
-2024-11-26 10:47:56,611 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-25
-2024-11-26 10:47:56,613 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-25
-2024-11-26 10:47:56,615 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-26
-2024-11-26 10:47:56,617 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-25
-2024-11-26 10:47:56,619 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-25
-2024-11-26 10:47:56,621 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-25
-2024-11-26 10:47:56,622 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-25
-2024-11-26 10:47:56,625 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-25
-2024-11-26 10:47:56,627 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-25
-2024-11-26 10:47:56,629 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-25
-2024-11-26 10:47:56,631 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-25
-2024-11-26 10:47:56,632 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-25
-2024-11-26 10:47:56,635 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-25
-2024-11-26 10:47:56,637 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-25
-2024-11-26 10:47:56,639 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-25
-2024-11-26 10:47:56,641 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-25
-2024-11-26 10:47:56,642 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,645 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,647 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,649 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-26
-2024-11-26 10:47:56,651 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,653 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,654 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,656 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,657 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,659 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-25
-2024-11-26 10:47:56,662 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-26 10:47:56,665 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-26 10:47:56,667 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-25
-2024-11-26 10:47:56,669 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-25
-2024-11-26 10:47:56,670 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-25
-2024-11-26 10:47:56,672 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-25
-2024-11-26 10:47:56,674 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-25
-2024-11-26 10:47:56,675 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18
-2024-11-26 10:47:56,678 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18
-2024-11-26 10:47:56,680 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18
-2024-11-26 10:47:56,682 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-25
-2024-11-26 10:47:56,685 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18
-2024-11-26 10:47:56,687 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-25
-2024-11-26 10:47:56,689 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-25
-2024-11-26 10:47:56,690 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:47:56,692 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:47:56,695 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:47:56,697 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-25
-2024-11-26 10:47:56,699 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,700 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,702 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,704 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31
-2024-11-26 10:47:56,706 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31
-2024-11-26 10:47:56,708 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-25
-2024-11-26 10:47:56,710 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-25
-2024-11-26 10:47:56,712 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-25
-2024-11-26 10:47:56,715 - my_logger - INFO - Column EFS M1 was last updated at 2024-11-25
-2024-11-26 10:47:56,716 - my_logger - INFO - Column EFS M2 was last updated at 2024-11-25
-2024-11-26 10:47:56,718 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15
-2024-11-26 10:47:56,720 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15
-2024-11-26 10:47:56,722 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,724 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,725 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15
-2024-11-26 10:47:56,729 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-15
-2024-11-26 10:47:56,731 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:47:56,733 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:47:56,735 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15
-2024-11-26 10:47:56,736 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15
-2024-11-26 10:47:56,739 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15
-2024-11-26 10:47:56,741 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:47:56,742 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20
-2024-11-26 10:47:56,745 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21
-2024-11-26 10:47:56,747 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-20
-2024-11-26 10:47:56,748 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,750 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15
-2024-11-26 10:47:56,753 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,754 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24
-2024-11-26 10:47:56,756 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-15
-2024-11-26 10:47:56,758 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04
-2024-11-26 10:47:56,760 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-22
-2024-11-26 10:47:56,762 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-22
-2024-11-26 10:47:56,764 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24
-2024-11-26 10:47:56,766 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-21
-2024-11-26 10:47:56,768 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-21
-2024-11-26 10:47:56,769 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-21
-2024-11-26 10:47:56,771 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-22
-2024-11-26 10:47:56,774 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15
-2024-11-26 10:47:56,776 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,778 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,780 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,781 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,784 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,786 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,788 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,790 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,792 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15
-2024-11-26 10:47:56,794 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15
-2024-11-26 10:47:56,796 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15
-2024-11-26 10:47:56,798 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,800 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,801 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15
-2024-11-26 10:47:56,803 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15
-2024-11-26 10:47:56,805 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:56,807 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-25
-2024-11-26 10:47:56,809 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-25
-2024-11-26 10:47:56,811 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-25
-2024-11-26 10:47:56,813 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-25
-2024-11-26 10:47:56,815 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,817 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-18
-2024-11-26 10:47:56,819 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-20
-2024-11-26 10:47:56,821 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-25
-2024-11-26 10:47:56,824 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-25
-2024-11-26 10:47:56,826 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-25
-2024-11-26 10:47:56,828 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:47:56,830 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:47:56,832 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:47:56,834 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:47:56,836 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-25
-2024-11-26 10:47:56,838 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:47:56,839 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-25
-2024-11-26 10:47:56,841 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:47:56,843 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-25
-2024-11-26 10:47:56,846 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:47:56,848 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-25
-2024-11-26 10:47:56,850 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:47:56,852 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-25
-2024-11-26 10:47:56,854 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:47:56,855 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-25
-2024-11-26 10:47:56,858 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-25
-2024-11-26 10:47:56,860 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-25
-2024-11-26 10:47:56,862 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-25
-2024-11-26 10:47:56,865 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-25
-2024-11-26 10:47:56,866 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-22
-2024-11-26 10:47:56,869 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,870 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-25
-2024-11-26 10:47:56,872 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-25
-2024-11-26 10:47:56,874 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-25
-2024-11-26 10:47:56,875 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-25
-2024-11-26 10:47:56,878 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-22
-2024-11-26 10:47:56,880 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-25
-2024-11-26 10:47:56,882 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,884 - my_logger - INFO - Column DFL was last updated at 2024-11-25
-2024-11-26 10:47:56,886 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-25
-2024-11-26 10:47:56,889 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-26
-2024-11-26 10:47:56,891 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-25
-2024-11-26 10:47:56,893 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,895 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-25
-2024-11-26 10:47:56,897 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-25
-2024-11-26 10:47:56,899 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-25
-2024-11-26 10:47:56,901 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-25
-2024-11-26 10:47:56,903 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-25
-2024-11-26 10:47:56,904 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-25
-2024-11-26 10:47:56,906 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-25
-2024-11-26 10:47:56,908 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,910 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-26
-2024-11-26 10:47:56,913 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-22
-2024-11-26 10:47:56,915 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:47:56,916 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:47:56,918 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-22
-2024-11-26 10:47:56,921 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-22
-2024-11-26 10:47:56,922 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-25
-2024-11-26 10:47:56,924 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-26
-2024-11-26 10:47:56,926 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:47:56,928 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-25
-2024-11-26 10:47:56,930 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-26
-2024-11-26 10:47:56,932 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-26
-2024-11-26 10:47:56,934 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-22
-2024-11-26 10:47:56,936 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-22
-2024-11-26 10:47:56,938 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-25
-2024-11-26 10:47:56,940 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-22
-2024-11-26 10:47:56,941 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-25
-2024-11-26 10:47:56,944 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-22
-2024-11-26 10:47:56,946 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31
-2024-11-26 10:47:56,949 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-22
-2024-11-26 10:47:56,950 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-22
-2024-11-26 10:47:56,954 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,955 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,957 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,959 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-22
-2024-11-26 10:47:56,961 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,964 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,966 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,968 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-25
-2024-11-26 10:47:56,970 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-25
-2024-11-26 10:47:56,971 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-25
-2024-11-26 10:47:56,973 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-21
-2024-11-26 10:47:56,975 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-25
-2024-11-26 10:47:56,977 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-19
-2024-11-26 10:47:56,979 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-26
-2024-11-26 10:47:56,981 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-25
-2024-11-26 10:47:56,983 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-25
-2024-11-26 10:47:56,985 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-25
-2024-11-26 10:47:56,987 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-25
-2024-11-26 10:47:56,991 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-25
-2024-11-26 10:47:56,992 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-25
-2024-11-26 10:47:56,995 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18
-2024-11-26 10:47:56,997 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18
-2024-11-26 10:47:56,999 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-25
-2024-11-26 10:47:57,001 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-22
-2024-11-26 10:47:57,003 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-25
-2024-11-26 10:47:57,005 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-25
-2024-11-26 10:47:57,007 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-25
-2024-11-26 10:47:57,008 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-25
-2024-11-26 10:47:57,011 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-25
-2024-11-26 10:47:57,013 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-25
-2024-11-26 10:47:57,015 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-25
-2024-11-26 10:47:57,017 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-25
-2024-11-26 10:47:57,019 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-25
-2024-11-26 10:47:57,021 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-25
-2024-11-26 10:47:57,022 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-25
-2024-11-26 10:47:57,025 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-25
-2024-11-26 10:47:57,028 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-25
-2024-11-26 10:47:57,030 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-25
-2024-11-26 10:47:57,032 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-25
-2024-11-26 10:47:57,034 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-25
-2024-11-26 10:47:57,036 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:47:57,038 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:47:57,039 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:47:57,041 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-26
-2024-11-26 10:47:57,043 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:47:57,046 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:47:57,048 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:47:57,050 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-25
-2024-11-26 10:47:57,051 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:57,054 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:57,055 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-25
-2024-11-26 10:47:57,057 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-25
-2024-11-26 10:47:57,060 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-24
-2024-11-26 10:47:57,063 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-25
-2024-11-26 10:47:57,064 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-25
-2024-11-26 10:47:57,066 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-25
-2024-11-26 10:47:57,068 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-25
-2024-11-26 10:47:57,069 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-25
-2024-11-26 10:47:57,071 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-25
-2024-11-26 10:47:57,073 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-25
-2024-11-26 10:47:57,076 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-25
-2024-11-26 10:47:57,079 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-25
-2024-11-26 10:47:57,081 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-25
-2024-11-26 10:47:57,083 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-25
-2024-11-26 10:47:57,084 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:47:57,086 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:47:57,088 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:47:57,090 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30
-2024-11-26 10:47:57,092 - my_logger - INFO - Column WTI连1-连6月差 was last updated at 2024-11-25
-2024-11-26 10:47:57,094 - my_logger - INFO - Column WTI连2-连3月差 was last updated at 2024-11-25
-2024-11-26 10:47:57,097 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15
-2024-11-26 10:47:57,099 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15
-2024-11-26 10:47:57,101 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15
-2024-11-26 10:47:57,102 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-22
-2024-11-26 10:47:57,104 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31
-2024-11-26 10:47:57,106 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-22
-2024-11-26 10:47:57,108 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-22
-2024-11-26 10:47:57,110 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-22
-2024-11-26 10:47:57,117 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15
-2024-11-26 10:47:57,123 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,126 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-22
-2024-11-26 10:47:57,129 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-22
-2024-11-26 10:47:57,132 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-22
-2024-11-26 10:47:57,135 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-22
-2024-11-26 10:47:57,138 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15
-2024-11-26 10:47:57,142 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15
-2024-11-26 10:47:57,144 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-22
-2024-11-26 10:47:57,147 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-22
-2024-11-26 10:47:57,149 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:47:57,152 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,156 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,159 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,162 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,164 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,166 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,168 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,170 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,172 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,174 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,176 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,178 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,180 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:47:57,183 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:47:57,185 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:47:57,187 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:47:57,189 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:47:57,190 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-22
-2024-11-26 10:47:57,192 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27
-2024-11-26 10:47:57,194 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,197 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,199 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,200 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15
-2024-11-26 10:47:57,203 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-22
-2024-11-26 10:47:57,205 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15
-2024-11-26 10:47:57,206 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-22
-2024-11-26 10:47:57,208 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15
-2024-11-26 10:47:57,211 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15
-2024-11-26 10:47:57,214 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-22
-2024-11-26 10:47:57,216 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-22
-2024-11-26 10:47:57,219 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15
-2024-11-26 10:47:57,221 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15
-2024-11-26 10:47:57,222 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15
-2024-11-26 10:47:57,225 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15
-2024-11-26 10:47:57,229 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15
-2024-11-26 10:47:57,231 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15
-2024-11-26 10:47:57,233 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15
-2024-11-26 10:47:57,235 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15
-2024-11-26 10:47:57,237 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15
-2024-11-26 10:47:57,239 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15
-2024-11-26 10:47:57,241 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15
-2024-11-26 10:47:57,243 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15
-2024-11-26 10:47:57,246 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-25
-2024-11-26 10:47:57,249 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-22
-2024-11-26 10:47:57,251 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15
-2024-11-26 10:47:57,255 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15
-2024-11-26 10:47:57,258 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15
-2024-11-26 10:47:57,261 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15
-2024-11-26 10:47:57,265 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15
-2024-11-26 10:47:57,266 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15
-2024-11-26 10:47:57,269 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25
-2024-11-26 10:47:57,271 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,273 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,277 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,280 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,282 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,284 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,286 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,288 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,291 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,295 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,297 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,299 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,301 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,303 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,305 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,308 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,311 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27
-2024-11-26 10:47:57,314 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,316 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,319 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,321 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,323 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,326 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28
-2024-11-26 10:47:57,328 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,330 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,333 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,335 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,336 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,338 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,340 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,343 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,345 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,347 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,349 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,351 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10
-2024-11-26 10:47:57,354 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,356 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,357 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,359 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,362 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,364 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,366 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,368 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,370 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,371 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,373 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-17
-2024-11-26 10:47:57,375 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,377 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,380 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,382 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,383 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,385 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,387 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,389 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,391 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,392 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,395 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,397 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,399 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,401 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,404 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,406 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,407 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,409 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,412 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,414 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,416 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,418 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,420 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,422 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,424 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,426 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,428 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,430 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,432 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,433 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,436 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,438 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,440 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,441 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,443 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-17
-2024-11-26 10:47:57,447 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-25
-2024-11-26 10:47:57,449 - my_logger - INFO - Column ovx index was last updated at 2024-11-25
-2024-11-26 10:47:57,450 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-25
-2024-11-26 10:47:57,452 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-25
-2024-11-26 10:47:57,454 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-25
-2024-11-26 10:47:57,456 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-25
-2024-11-26 10:47:57,458 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15
-2024-11-26 10:47:57,461 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-19
-2024-11-26 10:47:57,463 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-19
-2024-11-26 10:47:57,465 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-19
-2024-11-26 10:47:57,467 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-22
-2024-11-26 10:47:57,469 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-25
-2024-11-26 10:47:57,471 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-25
-2024-11-26 10:47:57,472 - my_logger - INFO - Column W000825 was last updated at 2024-11-04
-2024-11-26 10:47:57,474 - my_logger - INFO - Column W000826 was last updated at 2024-11-04
-2024-11-26 10:47:57,475 - my_logger - INFO - Column G.IPE was last updated at 2024-11-21
-2024-11-26 10:47:57,478 - my_logger - INFO - Column S5131019 was last updated at 2024-11-20
-2024-11-26 10:47:57,481 - my_logger - INFO - Column ID00135604 was last updated at 2024-11-22
-2024-11-26 10:47:57,483 - my_logger - INFO - Column FSGAM1 Index was last updated at 2024-11-25
-2024-11-26 10:47:57,485 - my_logger - INFO - Column S5120408 was last updated at 2024-11-20
-2024-11-26 10:47:57,486 - my_logger - INFO - Column ID00136724 was last updated at 2024-11-22
-2024-11-26 10:47:57,490 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv
-2024-11-26 10:47:57,492 - my_logger - INFO - 删除预警的特征前数据量：(4348, 516)
-2024-11-26 10:47:57,498 - my_logger - INFO - 删除预警的特征后数据量：(4348, 444)
-2024-11-26 10:47:57,498 - my_logger - INFO - 删除两月不更新特征前数据量：(4348, 444)
-2024-11-26 10:47:58,018 - my_logger - INFO - 删除两月不更新特征后数据量：(4348, 440)
-2024-11-26 10:47:58,032 - my_logger - INFO - 删除预测列为空值的行后数据量：(143, 440)
-2024-11-26 10:47:58,034 - my_logger - INFO - 删除全为空值的列后数据量：(143, 440)
-2024-11-26 10:47:59,038 - my_logger - INFO -                           29天(2)            月度(437)
-0                   INE SC主力合约价格          EIA美国油品需求
-1    SC c3夜盘-阿曼入库湛江成本(Oman c1预估)            中国汽柴油表需
-2                                 DOE-美国汽油产量超季节性/3年
-3                                        美国汽油表需（周度）
-4                                        美国汽油产量（周度）
-..                           ...                ...
-432                                     C2403083739
-433                                     C2404167878
-434                                 GC1 COMB Comdty
-435                                     C2404167855
-436                                    FSGAM1 Index
-
-[437 rows x 2 columns]
-2024-11-26 10:47:59,049 - my_logger - INFO - 特征信息：总共有437个,29天(2),月度(437), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-26 10:47:59,050 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-26 10:47:59,461 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-30 00:00:00', y = '73.5035294117647' WHERE ds = '2024-11-30 00:00:00'
-2024-11-26 10:47:59,462 - my_logger - INFO - 开始训练模型...
-2024-11-26 10:47:59,469 - my_logger - INFO - Training set head:
-2024-11-26 10:47:59,470 - my_logger - INFO -           ds  EIA美国油品需求   中国汽柴油表需  DOE-美国汽油产量超季节性/3年  美国汽油表需（周度）  ...  is_quarter_start  is_quarter_end  is_year_start  is_year_end  unique_id
-0 2013-01-31   33020.00  732.4702          -9.559550    58208.50  ...               0.0             0.0            0.0          0.0          1
-1 2013-02-28   32905.00  732.4702           0.690475    59242.75  ...               0.0             0.0            0.0          0.0          1
-2 2013-03-31   32984.40  732.4702         -34.247600    59131.80  ...               0.0             1.0            0.0          0.0          1
-3 2013-04-30   33128.75  732.4702         -28.238100    59543.75  ...               0.0             0.0            0.0          0.0          1
-4 2013-05-31   33940.00  732.4702         -56.514280    60695.60  ...               0.0             0.0            0.0          0.0          1
-
-[5 rows x 455 columns]
-2024-11-26 10:47:59,728 - my_logger - INFO - 
-Testing set head:
-2024-11-26 10:47:59,728 - my_logger - INFO -            ds  EIA美国油品需求   中国汽柴油表需  DOE-美国汽油产量超季节性/3年  美国汽油表需（周度）  ...  is_quarter_start  is_quarter_end  is_year_start  is_year_end  unique_id
-15 2014-04-30   34121.25  732.4702          60.309525    60786.25  ...               0.0             0.0            0.0          0.0          1
-16 2014-05-31   34886.20  732.4702         269.028580    63697.20  ...               0.0             0.0            0.0          0.0          1
-17 2014-06-30   34414.00  732.4702          34.309500    62760.25  ...               0.0             1.0            0.0          0.0          1
-18 2014-07-31   35867.50  732.4702          51.083325    62632.50  ...               0.0             0.0            0.0          0.0          1
-19 2014-08-31   36235.60  732.4702         142.514300    63890.40  ...               0.0             0.0            0.0          0.0          1
-
-[5 rows x 455 columns]
-2024-11-26 11:06:20,195 - my_logger - INFO - 从eta获取数据...
-2024-11-26 11:06:20,195 - my_logger - INFO - 从eta获取数据...
-2024-11-26 11:06:58,918 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和
-2024-11-26 11:06:58,918 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和
-2024-11-26 11:06:58,919 - my_logger - INFO - 跳过指标 PP2409前20多单量
-2024-11-26 11:06:58,919 - my_logger - INFO - 跳过指标 PP2409前20多单量
-2024-11-26 11:06:58,920 - my_logger - INFO - 跳过指标 PP2409前20空单量
-2024-11-26 11:06:58,920 - my_logger - INFO - 跳过指标 PP2409前20空单量
-2024-11-26 11:07:17,684 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506']
-2024-11-26 11:07:17,684 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506']
-2024-11-26 11:07:17,685 - my_logger - INFO - lmcads03 lme comdty
-2024-11-26 11:07:17,685 - my_logger - INFO - lmcads03 lme comdty
-2024-11-26 11:07:18,041 - my_logger - INFO - GC1 COMB Comdty
-2024-11-26 11:07:18,041 - my_logger - INFO - GC1 COMB Comdty
-2024-11-26 11:07:18,660 - my_logger - INFO - C2404171822
-2024-11-26 11:07:18,660 - my_logger - INFO - C2404171822
-2024-11-26 11:07:19,345 - my_logger - INFO - dxy curncy
-2024-11-26 11:07:19,345 - my_logger - INFO - dxy curncy
-2024-11-26 11:07:19,943 - my_logger - INFO - S5443199 
-2024-11-26 11:07:19,943 - my_logger - INFO - S5443199 
-2024-11-26 11:07:20,246 - my_logger - INFO - S5479800
-2024-11-26 11:07:20,246 - my_logger - INFO - S5479800
-2024-11-26 11:07:20,516 - my_logger - INFO - S5443108
-2024-11-26 11:07:20,516 - my_logger - INFO - S5443108
-2024-11-26 11:07:20,815 - my_logger - INFO - H7358586
-2024-11-26 11:07:20,815 - my_logger - INFO - H7358586
-2024-11-26 11:07:20,980 - my_logger - INFO - LC3FM1 INDEX
-2024-11-26 11:07:20,980 - my_logger - INFO - LC3FM1 INDEX
-2024-11-26 11:07:21,253 - my_logger - INFO - CNY REGN Curncy
-2024-11-26 11:07:21,253 - my_logger - INFO - CNY REGN Curncy
-2024-11-26 11:07:22,094 - my_logger - INFO - s0105897
-2024-11-26 11:07:22,094 - my_logger - INFO - s0105897
-2024-11-26 11:07:22,546 - my_logger - INFO - M0067419
-2024-11-26 11:07:22,546 - my_logger - INFO - M0067419
-2024-11-26 11:07:22,948 - my_logger - INFO - M0066351
-2024-11-26 11:07:22,948 - my_logger - INFO - M0066351
-2024-11-26 11:07:23,339 - my_logger - INFO - S0266372
-2024-11-26 11:07:23,339 - my_logger - INFO - S0266372
-2024-11-26 11:07:23,632 - my_logger - INFO - S0266438
-2024-11-26 11:07:23,632 - my_logger - INFO - S0266438
-2024-11-26 11:07:23,910 - my_logger - INFO - S0266506
-2024-11-26 11:07:23,910 - my_logger - INFO - S0266506
-2024-11-26 11:07:24,237 - my_logger - INFO -             date  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  PE期货收盘价  PP连续-1月  PP连续-5月  PP连续-9月
-6560  2024-11-26                   NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN
-0     2024-11-25             -314.2882              NaN              NaN  ...   8395.0   7520.0   7516.0   7522.0
-6561  2024-11-24                   NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN
-6562  2024-11-23                   NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN
-1     2024-11-22             -321.2882              NaN              NaN  ...   8471.0   7513.0   7506.0   7506.0
-
-[5 rows x 358 columns]
-2024-11-26 11:07:24,237 - my_logger - INFO -             date  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  PE期货收盘价  PP连续-1月  PP连续-5月  PP连续-9月
-6560  2024-11-26                   NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN
-0     2024-11-25             -314.2882              NaN              NaN  ...   8395.0   7520.0   7516.0   7522.0
-6561  2024-11-24                   NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN
-6562  2024-11-23                   NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN
-1     2024-11-22             -321.2882              NaN              NaN  ...   8471.0   7513.0   7506.0   7506.0
-
-[5 rows x 358 columns]
-2024-11-26 11:08:22,280 - my_logger - INFO - 删除两月不更新特征前数据量：(2522, 355)
-2024-11-26 11:08:22,280 - my_logger - INFO - 删除两月不更新特征前数据量：(2522, 355)
-2024-11-26 11:08:22,672 - my_logger - INFO - 删除两月不更新特征后数据量：(2522, 307)
-2024-11-26 11:08:22,672 - my_logger - INFO - 删除两月不更新特征后数据量：(2522, 307)
-2024-11-26 11:08:22,676 - my_logger - INFO - 删除预测列为空值的行后数据量：(776, 307)
-2024-11-26 11:08:22,676 - my_logger - INFO - 删除预测列为空值的行后数据量：(776, 307)
-2024-11-26 11:08:22,678 - my_logger - INFO - 删除全为空值的列后数据量：(776, 307)
-2024-11-26 11:08:22,678 - my_logger - INFO - 删除全为空值的列后数据量：(776, 307)
-2024-11-26 11:08:24,367 - my_logger - INFO -                   日度(212)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-207               PE期货收盘价               
-208               PP连续-1月               
-209               PP连续-5月               
-210               PP连续-9月               
-211                     y               
-
-[212 rows x 2 columns]
-2024-11-26 11:08:24,367 - my_logger - INFO -                   日度(212)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-207               PE期货收盘价               
-208               PP连续-1月               
-209               PP连续-5月               
-210               PP连续-9月               
-211                     y               
-
-[212 rows x 2 columns]
-2024-11-26 11:08:24,387 - my_logger - INFO - 特征信息：总共有304个,日度(212),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-26 11:08:24,387 - my_logger - INFO - 特征信息：总共有304个,日度(212),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-26 11:08:24,390 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-26 11:08:24,390 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-26 11:08:24,995 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-25 00:00:00', y = '7406.666666666667' WHERE ds = '2024-11-25 00:00:00'
-2024-11-26 11:08:24,995 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-25 00:00:00', y = '7406.666666666667' WHERE ds = '2024-11-25 00:00:00'
-2024-11-26 11:08:24,999 - my_logger - INFO - 今天是周一，更新预测模型
-2024-11-26 11:08:24,999 - my_logger - INFO - 今天是周一，更新预测模型
-2024-11-26 11:08:25,015 - my_logger - INFO - 最近20天预测残差最低的模型名称：Informer
-2024-11-26 11:08:25,015 - my_logger - INFO - 最近20天预测残差最低的模型名称：Informer
-2024-11-26 11:08:25,019 - my_logger - INFO - 开始训练模型...
-2024-11-26 11:08:25,019 - my_logger - INFO - 开始训练模型...
-2024-11-26 11:08:25,029 - my_logger - INFO - Training set head:
-2024-11-26 11:08:25,029 - my_logger - INFO - Training set head:
-2024-11-26 11:08:25,030 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  ...  is_year_start  is_year_end  unique_id
-753 2021-10-19             -165.5689             57.0  ...            0.0          0.0          1
-752 2021-10-20             -165.5689            198.0  ...            0.0          0.0          1
-751 2021-10-21             -165.5689            215.0  ...            0.0          0.0          1
-750 2021-10-22             -165.5689            177.0  ...            0.0          0.0          1
-749 2021-10-25             -165.5689            298.0  ...            0.0          0.0          1
-
-[5 rows x 322 columns]
-2024-11-26 11:08:25,030 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  ...  is_year_start  is_year_end  unique_id
-753 2021-10-19             -165.5689             57.0  ...            0.0          0.0          1
-752 2021-10-20             -165.5689            198.0  ...            0.0          0.0          1
-751 2021-10-21             -165.5689            215.0  ...            0.0          0.0          1
-750 2021-10-22             -165.5689            177.0  ...            0.0          0.0          1
-749 2021-10-25             -165.5689            298.0  ...            0.0          0.0          1
-
-[5 rows x 322 columns]
-2024-11-26 11:08:25,451 - my_logger - INFO - 
-Testing set head:
-2024-11-26 11:08:25,451 - my_logger - INFO - 
-Testing set head:
-2024-11-26 11:08:25,452 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  ...  is_year_start  is_year_end  unique_id
-677 2022-02-10              176.3601             98.0  ...            0.0          0.0          1
-676 2022-02-11               23.7001            142.0  ...            0.0          0.0          1
-675 2022-02-14               10.1528            208.0  ...            0.0          0.0          1
-674 2022-02-15               87.2261            168.0  ...            0.0          0.0          1
-673 2022-02-16               25.7618             80.0  ...            0.0          0.0          1
-
-[5 rows x 322 columns]
-2024-11-26 11:08:25,452 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  ...  is_year_start  is_year_end  unique_id
-677 2022-02-10              176.3601             98.0  ...            0.0          0.0          1
-676 2022-02-11               23.7001            142.0  ...            0.0          0.0          1
-675 2022-02-14               10.1528            208.0  ...            0.0          0.0          1
-674 2022-02-15               87.2261            168.0  ...            0.0          0.0          1
-673 2022-02-16               25.7618             80.0  ...            0.0          0.0          1
-
-[5 rows x 322 columns]
-2024-11-26 11:15:09,600 - my_logger - INFO - 模型训练完成
-2024-11-26 11:15:09,600 - my_logger - INFO - 模型训练完成
-2024-11-26 11:15:09,601 - my_logger - INFO - 训练数据绘图ing
-2024-11-26 11:15:09,601 - my_logger - INFO - 训练数据绘图ing
-2024-11-26 11:15:10,656 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7238.95', Informer = '7232.56', LSTM = '7325.89', iTransformer = '7244.21', TSMixer = '7236.3', TSMixerx = '7268.09', PatchTST = '7234.29', RNN = '7225.27', GRU = '7350.34', TCN = '7363.49', BiTCN = '7270.52', DilatedRNN = '7327.55', MLP = '7248.99', DLinear = '7244.11', NLinear = '7240.9', TFT = '7240.43', StemGNN = '7267.2', MLPMultivariate = '7234.09', TiDE = '7243.05', DeepNPTS = '7295.92', y = '7240.0', min_within_quantile = '7225.27', max_within_quantile = '7363.49' WHERE ds = '2024-02-04 00:00:00'
-2024-11-26 11:15:10,656 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7238.95', Informer = '7232.56', LSTM = '7325.89', iTransformer = '7244.21', TSMixer = '7236.3', TSMixerx = '7268.09', PatchTST = '7234.29', RNN = '7225.27', GRU = '7350.34', TCN = '7363.49', BiTCN = '7270.52', DilatedRNN = '7327.55', MLP = '7248.99', DLinear = '7244.11', NLinear = '7240.9', TFT = '7240.43', StemGNN = '7267.2', MLPMultivariate = '7234.09', TiDE = '7243.05', DeepNPTS = '7295.92', y = '7240.0', min_within_quantile = '7225.27', max_within_quantile = '7363.49' WHERE ds = '2024-02-04 00:00:00'
-2024-11-26 11:15:10,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7237.23', Informer = '7235.8', LSTM = '7325.15', iTransformer = '7226.6', TSMixer = '7227.66', TSMixerx = '7245.14', PatchTST = '7230.45', RNN = '7229.25', GRU = '7352.05', TCN = '7355.86', BiTCN = '7251.67', DilatedRNN = '7324.02', MLP = '7243.59', DLinear = '7229.7', NLinear = '7232.38', TFT = '7237.16', StemGNN = '7262.64', MLPMultivariate = '7225.71', TiDE = '7236.75', DeepNPTS = '7307.1', y = '7227.5', min_within_quantile = '7225.71', max_within_quantile = '7355.86' WHERE ds = '2024-02-05 00:00:00'
-2024-11-26 11:15:10,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7237.23', Informer = '7235.8', LSTM = '7325.15', iTransformer = '7226.6', TSMixer = '7227.66', TSMixerx = '7245.14', PatchTST = '7230.45', RNN = '7229.25', GRU = '7352.05', TCN = '7355.86', BiTCN = '7251.67', DilatedRNN = '7324.02', MLP = '7243.59', DLinear = '7229.7', NLinear = '7232.38', TFT = '7237.16', StemGNN = '7262.64', MLPMultivariate = '7225.71', TiDE = '7236.75', DeepNPTS = '7307.1', y = '7227.5', min_within_quantile = '7225.71', max_within_quantile = '7355.86' WHERE ds = '2024-02-05 00:00:00'
-2024-11-26 11:15:10,666 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7225.56', Informer = '7217.55', LSTM = '7314.04', iTransformer = '7216.95', TSMixer = '7217.07', TSMixerx = '7227.63', PatchTST = '7211.84', RNN = '7221.57', GRU = '7340.58', TCN = '7350.5', BiTCN = '7231.05', DilatedRNN = '7315.09', MLP = '7235.24', DLinear = '7211.31', NLinear = '7217.41', TFT = '7226.1', StemGNN = '7257.54', MLPMultivariate = '7186.16', TiDE = '7222.48', DeepNPTS = '7283.79', y = '7246.67', min_within_quantile = '7186.16', max_within_quantile = '7350.5' WHERE ds = '2024-02-06 00:00:00'
-2024-11-26 11:15:10,666 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7225.56', Informer = '7217.55', LSTM = '7314.04', iTransformer = '7216.95', TSMixer = '7217.07', TSMixerx = '7227.63', PatchTST = '7211.84', RNN = '7221.57', GRU = '7340.58', TCN = '7350.5', BiTCN = '7231.05', DilatedRNN = '7315.09', MLP = '7235.24', DLinear = '7211.31', NLinear = '7217.41', TFT = '7226.1', StemGNN = '7257.54', MLPMultivariate = '7186.16', TiDE = '7222.48', DeepNPTS = '7283.79', y = '7246.67', min_within_quantile = '7186.16', max_within_quantile = '7350.5' WHERE ds = '2024-02-06 00:00:00'
-2024-11-26 11:15:10,672 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7243.69', Informer = '7211.77', LSTM = '7329.44', iTransformer = '7252.92', TSMixer = '7231.81', TSMixerx = '7236.11', PatchTST = '7237.48', RNN = '7239.1', GRU = '7357.68', TCN = '7359.31', BiTCN = '7218.99', DilatedRNN = '7329.49', MLP = '7245.73', DLinear = '7235.96', NLinear = '7235.11', TFT = '7240.57', StemGNN = '7253.62', MLPMultivariate = '7202.56', TiDE = '7235.61', DeepNPTS = '7246.34', y = '7255.0', min_within_quantile = '7202.56', max_within_quantile = '7359.31' WHERE ds = '2024-02-07 00:00:00'
-2024-11-26 11:15:10,672 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7243.69', Informer = '7211.77', LSTM = '7329.44', iTransformer = '7252.92', TSMixer = '7231.81', TSMixerx = '7236.11', PatchTST = '7237.48', RNN = '7239.1', GRU = '7357.68', TCN = '7359.31', BiTCN = '7218.99', DilatedRNN = '7329.49', MLP = '7245.73', DLinear = '7235.96', NLinear = '7235.11', TFT = '7240.57', StemGNN = '7253.62', MLPMultivariate = '7202.56', TiDE = '7235.61', DeepNPTS = '7246.34', y = '7255.0', min_within_quantile = '7202.56', max_within_quantile = '7359.31' WHERE ds = '2024-02-07 00:00:00'
-2024-11-26 11:15:10,676 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7255.22', Informer = '7219.01', LSTM = '7333.21', iTransformer = '7256.03', TSMixer = '7247.44', TSMixerx = '7244.27', PatchTST = '7250.09', RNN = '7248.23', GRU = '7359.54', TCN = '7366.53', BiTCN = '7213.56', DilatedRNN = '7335.24', MLP = '7254.37', DLinear = '7248.93', NLinear = '7255.53', TFT = '7247.65', StemGNN = '7250.25', MLPMultivariate = '7185.91', TiDE = '7248.84', DeepNPTS = '7243.06', y = '7270.0', min_within_quantile = '7185.91', max_within_quantile = '7366.53' WHERE ds = '2024-02-08 00:00:00'
-2024-11-26 11:15:10,676 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7255.22', Informer = '7219.01', LSTM = '7333.21', iTransformer = '7256.03', TSMixer = '7247.44', TSMixerx = '7244.27', PatchTST = '7250.09', RNN = '7248.23', GRU = '7359.54', TCN = '7366.53', BiTCN = '7213.56', DilatedRNN = '7335.24', MLP = '7254.37', DLinear = '7248.93', NLinear = '7255.53', TFT = '7247.65', StemGNN = '7250.25', MLPMultivariate = '7185.91', TiDE = '7248.84', DeepNPTS = '7243.06', y = '7270.0', min_within_quantile = '7185.91', max_within_quantile = '7366.53' WHERE ds = '2024-02-08 00:00:00'
-2024-11-26 11:15:10,682 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7260.18', Informer = '7212.44', LSTM = '7345.28', iTransformer = '7243.48', TSMixer = '7260.33', TSMixerx = '7251.91', PatchTST = '7268.95', RNN = '7257.34', GRU = '7371.93', TCN = '7373.27', BiTCN = '7217.07', DilatedRNN = '7345.26', MLP = '7259.09', DLinear = '7257.41', NLinear = '7270.76', TFT = '7262.1', StemGNN = '7247.75', MLPMultivariate = '7180.26', TiDE = '7269.66', DeepNPTS = '7228.85', y = '7336.67', min_within_quantile = '7180.26', max_within_quantile = '7373.27' WHERE ds = '2024-02-18 00:00:00'
-2024-11-26 11:15:10,682 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7260.18', Informer = '7212.44', LSTM = '7345.28', iTransformer = '7243.48', TSMixer = '7260.33', TSMixerx = '7251.91', PatchTST = '7268.95', RNN = '7257.34', GRU = '7371.93', TCN = '7373.27', BiTCN = '7217.07', DilatedRNN = '7345.26', MLP = '7259.09', DLinear = '7257.41', NLinear = '7270.76', TFT = '7262.1', StemGNN = '7247.75', MLPMultivariate = '7180.26', TiDE = '7269.66', DeepNPTS = '7228.85', y = '7336.67', min_within_quantile = '7180.26', max_within_quantile = '7373.27' WHERE ds = '2024-02-18 00:00:00'
-2024-11-26 11:15:10,687 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7327.83', Informer = '7286.22', LSTM = '7397.87', iTransformer = '7288.39', TSMixer = '7317.95', TSMixerx = '7324.26', PatchTST = '7343.17', RNN = '7330.69', GRU = '7423.0', TCN = '7401.98', BiTCN = '7288.86', DilatedRNN = '7390.55', MLP = '7296.8', DLinear = '7326.27', NLinear = '7349.72', TFT = '7347.73', StemGNN = '7247.15', MLPMultivariate = '7216.68', TiDE = '7325.54', DeepNPTS = '7332.43', y = '7350.0', min_within_quantile = '7216.68', max_within_quantile = '7423.0' WHERE ds = '2024-02-19 00:00:00'
-2024-11-26 11:15:10,687 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7327.83', Informer = '7286.22', LSTM = '7397.87', iTransformer = '7288.39', TSMixer = '7317.95', TSMixerx = '7324.26', PatchTST = '7343.17', RNN = '7330.69', GRU = '7423.0', TCN = '7401.98', BiTCN = '7288.86', DilatedRNN = '7390.55', MLP = '7296.8', DLinear = '7326.27', NLinear = '7349.72', TFT = '7347.73', StemGNN = '7247.15', MLPMultivariate = '7216.68', TiDE = '7325.54', DeepNPTS = '7332.43', y = '7350.0', min_within_quantile = '7216.68', max_within_quantile = '7423.0' WHERE ds = '2024-02-19 00:00:00'
-2024-11-26 11:15:10,692 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7350.41', Informer = '7318.82', LSTM = '7403.81', iTransformer = '7320.95', TSMixer = '7338.89', TSMixerx = '7372.9', PatchTST = '7365.23', RNN = '7339.58', GRU = '7422.67', TCN = '7410.94', BiTCN = '7356.88', DilatedRNN = '7399.62', MLP = '7321.79', DLinear = '7341.96', NLinear = '7355.92', TFT = '7351.14', StemGNN = '7246.86', MLPMultivariate = '7245.09', TiDE = '7343.31', DeepNPTS = '7349.02', y = '7335.0', min_within_quantile = '7245.09', max_within_quantile = '7422.67' WHERE ds = '2024-02-20 00:00:00'
-2024-11-26 11:15:10,692 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7350.41', Informer = '7318.82', LSTM = '7403.81', iTransformer = '7320.95', TSMixer = '7338.89', TSMixerx = '7372.9', PatchTST = '7365.23', RNN = '7339.58', GRU = '7422.67', TCN = '7410.94', BiTCN = '7356.88', DilatedRNN = '7399.62', MLP = '7321.79', DLinear = '7341.96', NLinear = '7355.92', TFT = '7351.14', StemGNN = '7246.86', MLPMultivariate = '7245.09', TiDE = '7343.31', DeepNPTS = '7349.02', y = '7335.0', min_within_quantile = '7245.09', max_within_quantile = '7422.67' WHERE ds = '2024-02-20 00:00:00'
-2024-11-26 11:15:10,697 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7344.19', Informer = '7326.81', LSTM = '7394.25', iTransformer = '7354.97', TSMixer = '7332.75', TSMixerx = '7393.92', PatchTST = '7336.33', RNN = '7305.55', GRU = '7413.2', TCN = '7408.08', BiTCN = '7378.49', DilatedRNN = '7394.1', MLP = '7326.81', DLinear = '7346.8', NLinear = '7335.19', TFT = '7335.96', StemGNN = '7246.29', MLPMultivariate = '7246.36', TiDE = '7332.78', DeepNPTS = '7335.42', y = '7297.5', min_within_quantile = '7246.29', max_within_quantile = '7413.2' WHERE ds = '2024-02-21 00:00:00'
-2024-11-26 11:15:10,697 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7344.19', Informer = '7326.81', LSTM = '7394.25', iTransformer = '7354.97', TSMixer = '7332.75', TSMixerx = '7393.92', PatchTST = '7336.33', RNN = '7305.55', GRU = '7413.2', TCN = '7408.08', BiTCN = '7378.49', DilatedRNN = '7394.1', MLP = '7326.81', DLinear = '7346.8', NLinear = '7335.19', TFT = '7335.96', StemGNN = '7246.29', MLPMultivariate = '7246.36', TiDE = '7332.78', DeepNPTS = '7335.42', y = '7297.5', min_within_quantile = '7246.29', max_within_quantile = '7413.2' WHERE ds = '2024-02-21 00:00:00'
-2024-11-26 11:15:10,702 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7301.63', Informer = '7295.76', LSTM = '7365.52', iTransformer = '7317.57', TSMixer = '7302.99', TSMixerx = '7345.16', PatchTST = '7293.07', RNN = '7270.01', GRU = '7385.74', TCN = '7388.65', BiTCN = '7355.85', DilatedRNN = '7369.93', MLP = '7309.65', DLinear = '7309.7', NLinear = '7294.35', TFT = '7286.79', StemGNN = '7244.84', MLPMultivariate = '7231.45', TiDE = '7297.05', DeepNPTS = '7298.31', y = '7285.0', min_within_quantile = '7231.45', max_within_quantile = '7388.65' WHERE ds = '2024-02-22 00:00:00'
-2024-11-26 11:15:10,702 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7301.63', Informer = '7295.76', LSTM = '7365.52', iTransformer = '7317.57', TSMixer = '7302.99', TSMixerx = '7345.16', PatchTST = '7293.07', RNN = '7270.01', GRU = '7385.74', TCN = '7388.65', BiTCN = '7355.85', DilatedRNN = '7369.93', MLP = '7309.65', DLinear = '7309.7', NLinear = '7294.35', TFT = '7286.79', StemGNN = '7244.84', MLPMultivariate = '7231.45', TiDE = '7297.05', DeepNPTS = '7298.31', y = '7285.0', min_within_quantile = '7231.45', max_within_quantile = '7388.65' WHERE ds = '2024-02-22 00:00:00'
-2024-11-26 11:15:10,707 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7285.73', Informer = '7294.6', LSTM = '7358.45', iTransformer = '7265.71', TSMixer = '7285.94', TSMixerx = '7308.99', PatchTST = '7279.06', RNN = '7264.78', GRU = '7381.95', TCN = '7372.86', BiTCN = '7332.67', DilatedRNN = '7358.02', MLP = '7302.22', DLinear = '7291.49', NLinear = '7280.57', TFT = '7276.96', StemGNN = '7243.42', MLPMultivariate = '7218.85', TiDE = '7284.31', DeepNPTS = '7289.07', y = '7306.67', min_within_quantile = '7218.85', max_within_quantile = '7381.95' WHERE ds = '2024-02-23 00:00:00'
-2024-11-26 11:15:10,707 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7285.73', Informer = '7294.6', LSTM = '7358.45', iTransformer = '7265.71', TSMixer = '7285.94', TSMixerx = '7308.99', PatchTST = '7279.06', RNN = '7264.78', GRU = '7381.95', TCN = '7372.86', BiTCN = '7332.67', DilatedRNN = '7358.02', MLP = '7302.22', DLinear = '7291.49', NLinear = '7280.57', TFT = '7276.96', StemGNN = '7243.42', MLPMultivariate = '7218.85', TiDE = '7284.31', DeepNPTS = '7289.07', y = '7306.67', min_within_quantile = '7218.85', max_within_quantile = '7381.95' WHERE ds = '2024-02-23 00:00:00'
-2024-11-26 11:15:10,712 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7302.75', Informer = '7329.63', LSTM = '7374.85', iTransformer = '7301.74', TSMixer = '7296.15', TSMixerx = '7307.75', PatchTST = '7302.76', RNN = '7296.47', GRU = '7398.88', TCN = '7376.44', BiTCN = '7339.78', DilatedRNN = '7368.99', MLP = '7331.28', DLinear = '7295.39', NLinear = '7304.64', TFT = '7287.78', StemGNN = '7243.37', MLPMultivariate = '7246.34', TiDE = '7298.44', DeepNPTS = '7350.98', y = '7292.5', min_within_quantile = '7243.37', max_within_quantile = '7398.88' WHERE ds = '2024-02-26 00:00:00'
-2024-11-26 11:15:10,712 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7302.75', Informer = '7329.63', LSTM = '7374.85', iTransformer = '7301.74', TSMixer = '7296.15', TSMixerx = '7307.75', PatchTST = '7302.76', RNN = '7296.47', GRU = '7398.88', TCN = '7376.44', BiTCN = '7339.78', DilatedRNN = '7368.99', MLP = '7331.28', DLinear = '7295.39', NLinear = '7304.64', TFT = '7287.78', StemGNN = '7243.37', MLPMultivariate = '7246.34', TiDE = '7298.44', DeepNPTS = '7350.98', y = '7292.5', min_within_quantile = '7243.37', max_within_quantile = '7398.88' WHERE ds = '2024-02-26 00:00:00'
-2024-11-26 11:15:10,717 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7296.6', Informer = '7322.23', LSTM = '7361.1', iTransformer = '7276.16', TSMixer = '7286.91', TSMixerx = '7317.14', PatchTST = '7297.27', RNN = '7279.33', GRU = '7383.4', TCN = '7376.64', BiTCN = '7319.25', DilatedRNN = '7358.82', MLP = '7331.97', DLinear = '7287.59', NLinear = '7283.78', TFT = '7274.05', StemGNN = '7243.59', MLPMultivariate = '7256.34', TiDE = '7290.24', DeepNPTS = '7394.97', y = '7306.67', min_within_quantile = '7243.59', max_within_quantile = '7394.97' WHERE ds = '2024-02-27 00:00:00'
-2024-11-26 11:15:10,717 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7296.6', Informer = '7322.23', LSTM = '7361.1', iTransformer = '7276.16', TSMixer = '7286.91', TSMixerx = '7317.14', PatchTST = '7297.27', RNN = '7279.33', GRU = '7383.4', TCN = '7376.64', BiTCN = '7319.25', DilatedRNN = '7358.82', MLP = '7331.97', DLinear = '7287.59', NLinear = '7283.78', TFT = '7274.05', StemGNN = '7243.59', MLPMultivariate = '7256.34', TiDE = '7290.24', DeepNPTS = '7394.97', y = '7306.67', min_within_quantile = '7243.59', max_within_quantile = '7394.97' WHERE ds = '2024-02-27 00:00:00'
-2024-11-26 11:15:10,723 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7336.67', Informer = '7349.34', LSTM = '7375.38', iTransformer = '7341.83', TSMixer = '7297.64', TSMixerx = '7334.48', PatchTST = '7335.34', RNN = '7287.8', GRU = '7399.13', TCN = '7386.71', BiTCN = '7321.67', DilatedRNN = '7371.94', MLP = '7336.81', DLinear = '7310.1', NLinear = '7306.06', TFT = '7293.63', StemGNN = '7244.56', MLPMultivariate = '7287.48', TiDE = '7306.56', DeepNPTS = '7398.86', y = '7353.33', min_within_quantile = '7244.56', max_within_quantile = '7399.13' WHERE ds = '2024-02-28 00:00:00'
-2024-11-26 11:15:10,723 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7336.67', Informer = '7349.34', LSTM = '7375.38', iTransformer = '7341.83', TSMixer = '7297.64', TSMixerx = '7334.48', PatchTST = '7335.34', RNN = '7287.8', GRU = '7399.13', TCN = '7386.71', BiTCN = '7321.67', DilatedRNN = '7371.94', MLP = '7336.81', DLinear = '7310.1', NLinear = '7306.06', TFT = '7293.63', StemGNN = '7244.56', MLPMultivariate = '7287.48', TiDE = '7306.56', DeepNPTS = '7398.86', y = '7353.33', min_within_quantile = '7244.56', max_within_quantile = '7399.13' WHERE ds = '2024-02-28 00:00:00'
-2024-11-26 11:15:10,728 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7362.61', Informer = '7395.11', LSTM = '7411.22', iTransformer = '7332.2', TSMixer = '7337.47', TSMixerx = '7334.12', PatchTST = '7375.83', RNN = '7345.48', GRU = '7432.26', TCN = '7403.72', BiTCN = '7341.44', DilatedRNN = '7402.25', MLP = '7357.28', DLinear = '7344.34', NLinear = '7360.06', TFT = '7316.5', StemGNN = '7245.9', MLPMultivariate = '7316.52', TiDE = '7344.05', DeepNPTS = '7350.82', y = '7325.0', min_within_quantile = '7245.9', max_within_quantile = '7432.26' WHERE ds = '2024-02-29 00:00:00'
-2024-11-26 11:15:10,728 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7362.61', Informer = '7395.11', LSTM = '7411.22', iTransformer = '7332.2', TSMixer = '7337.47', TSMixerx = '7334.12', PatchTST = '7375.83', RNN = '7345.48', GRU = '7432.26', TCN = '7403.72', BiTCN = '7341.44', DilatedRNN = '7402.25', MLP = '7357.28', DLinear = '7344.34', NLinear = '7360.06', TFT = '7316.5', StemGNN = '7245.9', MLPMultivariate = '7316.52', TiDE = '7344.05', DeepNPTS = '7350.82', y = '7325.0', min_within_quantile = '7245.9', max_within_quantile = '7432.26' WHERE ds = '2024-02-29 00:00:00'
-2024-11-26 11:15:10,733 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7324.44', Informer = '7352.3', LSTM = '7384.2', iTransformer = '7295.84', TSMixer = '7316.01', TSMixerx = '7329.57', PatchTST = '7327.66', RNN = '7304.89', GRU = '7402.47', TCN = '7392.14', BiTCN = '7312.08', DilatedRNN = '7381.91', MLP = '7325.9', DLinear = '7311.75', NLinear = '7326.97', TFT = '7296.9', StemGNN = '7247.39', MLPMultivariate = '7301.88', TiDE = '7319.46', DeepNPTS = '7295.33', y = '7343.33', min_within_quantile = '7247.39', max_within_quantile = '7402.47' WHERE ds = '2024-03-01 00:00:00'
-2024-11-26 11:15:10,733 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7324.44', Informer = '7352.3', LSTM = '7384.2', iTransformer = '7295.84', TSMixer = '7316.01', TSMixerx = '7329.57', PatchTST = '7327.66', RNN = '7304.89', GRU = '7402.47', TCN = '7392.14', BiTCN = '7312.08', DilatedRNN = '7381.91', MLP = '7325.9', DLinear = '7311.75', NLinear = '7326.97', TFT = '7296.9', StemGNN = '7247.39', MLPMultivariate = '7301.88', TiDE = '7319.46', DeepNPTS = '7295.33', y = '7343.33', min_within_quantile = '7247.39', max_within_quantile = '7402.47' WHERE ds = '2024-03-01 00:00:00'
-2024-11-26 11:15:10,737 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7340.32', Informer = '7350.96', LSTM = '7405.23', iTransformer = '7288.21', TSMixer = '7325.63', TSMixerx = '7362.11', PatchTST = '7326.33', RNN = '7316.44', GRU = '7425.82', TCN = '7403.59', BiTCN = '7306.81', DilatedRNN = '7398.3', MLP = '7317.93', DLinear = '7332.79', NLinear = '7335.31', TFT = '7307.88', StemGNN = '7248.85', MLPMultivariate = '7294.96', TiDE = '7331.22', DeepNPTS = '7298.8', y = '7330.0', min_within_quantile = '7248.85', max_within_quantile = '7425.82' WHERE ds = '2024-03-04 00:00:00'
-2024-11-26 11:15:10,737 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7340.32', Informer = '7350.96', LSTM = '7405.23', iTransformer = '7288.21', TSMixer = '7325.63', TSMixerx = '7362.11', PatchTST = '7326.33', RNN = '7316.44', GRU = '7425.82', TCN = '7403.59', BiTCN = '7306.81', DilatedRNN = '7398.3', MLP = '7317.93', DLinear = '7332.79', NLinear = '7335.31', TFT = '7307.88', StemGNN = '7248.85', MLPMultivariate = '7294.96', TiDE = '7331.22', DeepNPTS = '7298.8', y = '7330.0', min_within_quantile = '7248.85', max_within_quantile = '7425.82' WHERE ds = '2024-03-04 00:00:00'
-2024-11-26 11:15:10,743 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7312.81', Informer = '7348.33', LSTM = '7389.68', iTransformer = '7280.7', TSMixer = '7317.74', TSMixerx = '7348.47', PatchTST = '7300.77', RNN = '7314.01', GRU = '7408.36', TCN = '7400.03', BiTCN = '7303.22', DilatedRNN = '7387.58', MLP = '7303.89', DLinear = '7321.36', NLinear = '7319.92', TFT = '7299.73', StemGNN = '7249.64', MLPMultivariate = '7281.62', TiDE = '7318.22', DeepNPTS = '7280.81', y = '7310.0', min_within_quantile = '7249.64', max_within_quantile = '7408.36' WHERE ds = '2024-03-05 00:00:00'
-2024-11-26 11:15:10,743 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7312.81', Informer = '7348.33', LSTM = '7389.68', iTransformer = '7280.7', TSMixer = '7317.74', TSMixerx = '7348.47', PatchTST = '7300.77', RNN = '7314.01', GRU = '7408.36', TCN = '7400.03', BiTCN = '7303.22', DilatedRNN = '7387.58', MLP = '7303.89', DLinear = '7321.36', NLinear = '7319.92', TFT = '7299.73', StemGNN = '7249.64', MLPMultivariate = '7281.62', TiDE = '7318.22', DeepNPTS = '7280.81', y = '7310.0', min_within_quantile = '7249.64', max_within_quantile = '7408.36' WHERE ds = '2024-03-05 00:00:00'
-2024-11-26 11:15:10,748 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7300.5', Informer = '7343.94', LSTM = '7376.71', iTransformer = '7274.87', TSMixer = '7297.44', TSMixerx = '7334.66', PatchTST = '7292.04', RNN = '7285.16', GRU = '7397.51', TCN = '7390.5', BiTCN = '7302.32', DilatedRNN = '7374.45', MLP = '7298.31', DLinear = '7303.33', NLinear = '7295.04', TFT = '7289.87', StemGNN = '7249.7', MLPMultivariate = '7276.09', TiDE = '7297.63', DeepNPTS = '7255.34', y = '7297.5', min_within_quantile = '7249.7', max_within_quantile = '7397.51' WHERE ds = '2024-03-06 00:00:00'
-2024-11-26 11:15:10,748 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7300.5', Informer = '7343.94', LSTM = '7376.71', iTransformer = '7274.87', TSMixer = '7297.44', TSMixerx = '7334.66', PatchTST = '7292.04', RNN = '7285.16', GRU = '7397.51', TCN = '7390.5', BiTCN = '7302.32', DilatedRNN = '7374.45', MLP = '7298.31', DLinear = '7303.33', NLinear = '7295.04', TFT = '7289.87', StemGNN = '7249.7', MLPMultivariate = '7276.09', TiDE = '7297.63', DeepNPTS = '7255.34', y = '7297.5', min_within_quantile = '7249.7', max_within_quantile = '7397.51' WHERE ds = '2024-03-06 00:00:00'
-2024-11-26 11:15:10,753 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7292.61', Informer = '7314.62', LSTM = '7367.33', iTransformer = '7266.12', TSMixer = '7291.71', TSMixerx = '7325.4', PatchTST = '7299.88', RNN = '7277.12', GRU = '7389.36', TCN = '7384.07', BiTCN = '7301.65', DilatedRNN = '7367.9', MLP = '7310.14', DLinear = '7285.85', NLinear = '7295.09', TFT = '7286.86', StemGNN = '7249.48', MLPMultivariate = '7274.45', TiDE = '7284.64', DeepNPTS = '7282.4', y = '7290.0', min_within_quantile = '7249.48', max_within_quantile = '7389.36' WHERE ds = '2024-03-07 00:00:00'
-2024-11-26 11:15:10,753 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7292.61', Informer = '7314.62', LSTM = '7367.33', iTransformer = '7266.12', TSMixer = '7291.71', TSMixerx = '7325.4', PatchTST = '7299.88', RNN = '7277.12', GRU = '7389.36', TCN = '7384.07', BiTCN = '7301.65', DilatedRNN = '7367.9', MLP = '7310.14', DLinear = '7285.85', NLinear = '7295.09', TFT = '7286.86', StemGNN = '7249.48', MLPMultivariate = '7274.45', TiDE = '7284.64', DeepNPTS = '7282.4', y = '7290.0', min_within_quantile = '7249.48', max_within_quantile = '7389.36' WHERE ds = '2024-03-07 00:00:00'
-2024-11-26 11:15:10,757 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7290.3', Informer = '7305.3', LSTM = '7361.55', iTransformer = '7261.49', TSMixer = '7288.56', TSMixerx = '7307.53', PatchTST = '7287.22', RNN = '7274.75', GRU = '7384.65', TCN = '7378.0', BiTCN = '7287.54', DilatedRNN = '7361.34', MLP = '7286.41', DLinear = '7282.51', NLinear = '7288.16', TFT = '7280.01', StemGNN = '7249.16', MLPMultivariate = '7259.08', TiDE = '7285.18', DeepNPTS = '7285.59', y = '7295.0', min_within_quantile = '7249.16', max_within_quantile = '7384.65' WHERE ds = '2024-03-08 00:00:00'
-2024-11-26 11:15:10,757 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7290.3', Informer = '7305.3', LSTM = '7361.55', iTransformer = '7261.49', TSMixer = '7288.56', TSMixerx = '7307.53', PatchTST = '7287.22', RNN = '7274.75', GRU = '7384.65', TCN = '7378.0', BiTCN = '7287.54', DilatedRNN = '7361.34', MLP = '7286.41', DLinear = '7282.51', NLinear = '7288.16', TFT = '7280.01', StemGNN = '7249.16', MLPMultivariate = '7259.08', TiDE = '7285.18', DeepNPTS = '7285.59', y = '7295.0', min_within_quantile = '7249.16', max_within_quantile = '7384.65' WHERE ds = '2024-03-08 00:00:00'
-2024-11-26 11:15:10,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7289.01', Informer = '7296.13', LSTM = '7365.6', iTransformer = '7262.31', TSMixer = '7292.43', TSMixerx = '7294.42', PatchTST = '7298.18', RNN = '7279.59', GRU = '7389.18', TCN = '7379.96', BiTCN = '7286.55', DilatedRNN = '7363.58', MLP = '7275.13', DLinear = '7289.51', NLinear = '7297.36', TFT = '7278.41', StemGNN = '7249.21', MLPMultivariate = '7265.91', TiDE = '7292.35', DeepNPTS = '7269.82', y = '7285.0', min_within_quantile = '7249.21', max_within_quantile = '7389.18' WHERE ds = '2024-03-11 00:00:00'
-2024-11-26 11:15:10,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7289.01', Informer = '7296.13', LSTM = '7365.6', iTransformer = '7262.31', TSMixer = '7292.43', TSMixerx = '7294.42', PatchTST = '7298.18', RNN = '7279.59', GRU = '7389.18', TCN = '7379.96', BiTCN = '7286.55', DilatedRNN = '7363.58', MLP = '7275.13', DLinear = '7289.51', NLinear = '7297.36', TFT = '7278.41', StemGNN = '7249.21', MLPMultivariate = '7265.91', TiDE = '7292.35', DeepNPTS = '7269.82', y = '7285.0', min_within_quantile = '7249.21', max_within_quantile = '7389.18' WHERE ds = '2024-03-11 00:00:00'
-2024-11-26 11:15:10,768 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7272.94', Informer = '7318.75', LSTM = '7356.66', iTransformer = '7258.38', TSMixer = '7283.72', TSMixerx = '7298.43', PatchTST = '7277.49', RNN = '7268.94', GRU = '7379.81', TCN = '7372.5', BiTCN = '7286.68', DilatedRNN = '7357.32', MLP = '7271.84', DLinear = '7281.13', NLinear = '7279.46', TFT = '7270.76', StemGNN = '7250.66', MLPMultivariate = '7259.17', TiDE = '7276.73', DeepNPTS = '7233.86', y = '7283.33', min_within_quantile = '7233.86', max_within_quantile = '7379.81' WHERE ds = '2024-03-12 00:00:00'
-2024-11-26 11:15:10,768 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7272.94', Informer = '7318.75', LSTM = '7356.66', iTransformer = '7258.38', TSMixer = '7283.72', TSMixerx = '7298.43', PatchTST = '7277.49', RNN = '7268.94', GRU = '7379.81', TCN = '7372.5', BiTCN = '7286.68', DilatedRNN = '7357.32', MLP = '7271.84', DLinear = '7281.13', NLinear = '7279.46', TFT = '7270.76', StemGNN = '7250.66', MLPMultivariate = '7259.17', TiDE = '7276.73', DeepNPTS = '7233.86', y = '7283.33', min_within_quantile = '7233.86', max_within_quantile = '7379.81' WHERE ds = '2024-03-12 00:00:00'
-2024-11-26 11:15:10,773 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7267.42', Informer = '7287.01', LSTM = '7356.61', iTransformer = '7260.77', TSMixer = '7278.77', TSMixerx = '7312.25', PatchTST = '7283.03', RNN = '7266.25', GRU = '7380.73', TCN = '7373.06', BiTCN = '7282.22', DilatedRNN = '7357.56', MLP = '7280.21', DLinear = '7292.12', NLinear = '7280.61', TFT = '7274.14', StemGNN = '7252.49', MLPMultivariate = '7260.68', TiDE = '7275.42', DeepNPTS = '7223.8', y = '7285.0', min_within_quantile = '7223.8', max_within_quantile = '7380.73' WHERE ds = '2024-03-13 00:00:00'
-2024-11-26 11:15:10,773 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7267.42', Informer = '7287.01', LSTM = '7356.61', iTransformer = '7260.77', TSMixer = '7278.77', TSMixerx = '7312.25', PatchTST = '7283.03', RNN = '7266.25', GRU = '7380.73', TCN = '7373.06', BiTCN = '7282.22', DilatedRNN = '7357.56', MLP = '7280.21', DLinear = '7292.12', NLinear = '7280.61', TFT = '7274.14', StemGNN = '7252.49', MLPMultivariate = '7260.68', TiDE = '7275.42', DeepNPTS = '7223.8', y = '7285.0', min_within_quantile = '7223.8', max_within_quantile = '7380.73' WHERE ds = '2024-03-13 00:00:00'
-2024-11-26 11:15:10,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7284.35', Informer = '7264.32', LSTM = '7357.27', iTransformer = '7264.51', TSMixer = '7281.52', TSMixerx = '7298.32', PatchTST = '7289.67', RNN = '7270.02', GRU = '7381.28', TCN = '7371.43', BiTCN = '7290.5', DilatedRNN = '7357.67', MLP = '7287.64', DLinear = '7277.97', NLinear = '7289.33', TFT = '7286.9', StemGNN = '7256.94', MLPMultivariate = '7268.36', TiDE = '7284.03', DeepNPTS = '7224.07', y = '7277.5', min_within_quantile = '7224.07', max_within_quantile = '7381.28' WHERE ds = '2024-03-14 00:00:00'
-2024-11-26 11:15:10,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7284.35', Informer = '7264.32', LSTM = '7357.27', iTransformer = '7264.51', TSMixer = '7281.52', TSMixerx = '7298.32', PatchTST = '7289.67', RNN = '7270.02', GRU = '7381.28', TCN = '7371.43', BiTCN = '7290.5', DilatedRNN = '7357.67', MLP = '7287.64', DLinear = '7277.97', NLinear = '7289.33', TFT = '7286.9', StemGNN = '7256.94', MLPMultivariate = '7268.36', TiDE = '7284.03', DeepNPTS = '7224.07', y = '7277.5', min_within_quantile = '7224.07', max_within_quantile = '7381.28' WHERE ds = '2024-03-14 00:00:00'
-2024-11-26 11:15:10,783 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7277.08', Informer = '7268.96', LSTM = '7351.08', iTransformer = '7256.52', TSMixer = '7271.16', TSMixerx = '7271.16', PatchTST = '7268.52', RNN = '7261.85', GRU = '7375.11', TCN = '7370.06', BiTCN = '7277.6', DilatedRNN = '7351.81', MLP = '7272.51', DLinear = '7264.88', NLinear = '7268.01', TFT = '7275.2', StemGNN = '7260.13', MLPMultivariate = '7267.56', TiDE = '7277.34', DeepNPTS = '7254.29', y = '7353.33', min_within_quantile = '7254.29', max_within_quantile = '7375.11' WHERE ds = '2024-03-15 00:00:00'
-2024-11-26 11:15:14,022 - my_logger - INFO - 训练数据绘图end
diff --git a/logs/pricepredict.log.5 b/logs/pricepredict.log.5
deleted file mode 100644
index 6d81b4f..0000000
--- a/logs/pricepredict.log.5
+++ /dev/null
@@ -1,2529 +0,0 @@
-2024-11-22 16:44:10,123 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-22 16:44:10,123 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-22 16:44:10,126 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-22 16:44:10,126 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-22 16:46:09,392 - my_logger - INFO - 从eta获取数据...
-2024-11-22 16:46:09,392 - my_logger - INFO - 从eta获取数据...
-2024-11-22 16:46:58,956 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和
-2024-11-22 16:46:58,956 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和
-2024-11-22 16:46:58,958 - my_logger - INFO - 跳过指标 PP2409前20多单量
-2024-11-22 16:46:58,958 - my_logger - INFO - 跳过指标 PP2409前20多单量
-2024-11-22 16:46:58,958 - my_logger - INFO - 跳过指标 PP2409前20空单量
-2024-11-22 16:46:58,958 - my_logger - INFO - 跳过指标 PP2409前20空单量
-2024-11-22 16:47:22,725 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506']
-2024-11-22 16:47:22,725 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506']
-2024-11-22 16:47:22,727 - my_logger - INFO - lmcads03 lme comdty
-2024-11-22 16:47:22,727 - my_logger - INFO - lmcads03 lme comdty
-2024-11-22 16:47:23,168 - my_logger - INFO - GC1 COMB Comdty
-2024-11-22 16:47:23,168 - my_logger - INFO - GC1 COMB Comdty
-2024-11-22 16:47:23,845 - my_logger - INFO - C2404171822
-2024-11-22 16:47:23,845 - my_logger - INFO - C2404171822
-2024-11-22 16:47:24,602 - my_logger - INFO - dxy curncy
-2024-11-22 16:47:24,602 - my_logger - INFO - dxy curncy
-2024-11-22 16:47:25,262 - my_logger - INFO - S5443199 
-2024-11-22 16:47:25,262 - my_logger - INFO - S5443199 
-2024-11-22 16:47:25,620 - my_logger - INFO - S5479800
-2024-11-22 16:47:25,620 - my_logger - INFO - S5479800
-2024-11-22 16:47:25,913 - my_logger - INFO - S5443108
-2024-11-22 16:47:25,913 - my_logger - INFO - S5443108
-2024-11-22 16:47:26,267 - my_logger - INFO - H7358586
-2024-11-22 16:47:26,267 - my_logger - INFO - H7358586
-2024-11-22 16:47:26,478 - my_logger - INFO - LC3FM1 INDEX
-2024-11-22 16:47:26,478 - my_logger - INFO - LC3FM1 INDEX
-2024-11-22 16:47:26,800 - my_logger - INFO - CNY REGN Curncy
-2024-11-22 16:47:26,800 - my_logger - INFO - CNY REGN Curncy
-2024-11-22 16:47:27,792 - my_logger - INFO - s0105897
-2024-11-22 16:47:27,792 - my_logger - INFO - s0105897
-2024-11-22 16:47:28,266 - my_logger - INFO - M0067419
-2024-11-22 16:47:28,266 - my_logger - INFO - M0067419
-2024-11-22 16:47:28,696 - my_logger - INFO - M0066351
-2024-11-22 16:47:28,696 - my_logger - INFO - M0066351
-2024-11-22 16:47:29,153 - my_logger - INFO - S0266372
-2024-11-22 16:47:29,153 - my_logger - INFO - S0266372
-2024-11-22 16:47:29,497 - my_logger - INFO - S0266438
-2024-11-22 16:47:29,497 - my_logger - INFO - S0266438
-2024-11-22 16:47:29,860 - my_logger - INFO - S0266506
-2024-11-22 16:47:29,860 - my_logger - INFO - S0266506
-2024-11-22 16:47:30,250 - my_logger - INFO -             date  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  华东聚丙烯基差（折盘面收盘价）  ...  PVC期货主力  PE期货收盘价  PP连续-1月  PP连续-5月  PP连续-9月
-3922  2024-11-22                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-6465  2024-11-21                   NaN              NaN              NaN              NaN  ...   5308.0      NaN      NaN      NaN      NaN
-0     2024-11-20             -284.9682              NaN              NaN              NaN  ...   5282.0   8454.0   7528.0   7518.0   7505.0
-1     2024-11-19             -310.3906              NaN              NaN              NaN  ...   5292.0   8341.0   7490.0   7483.0   7479.0
-2     2024-11-18             -338.7818              NaN              NaN              NaN  ...   5284.0   8253.0   7436.0   7438.0   7445.0
-
-[5 rows x 357 columns]
-2024-11-22 16:47:30,250 - my_logger - INFO -             date  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  华东聚丙烯基差（折盘面收盘价）  ...  PVC期货主力  PE期货收盘价  PP连续-1月  PP连续-5月  PP连续-9月
-3922  2024-11-22                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-6465  2024-11-21                   NaN              NaN              NaN              NaN  ...   5308.0      NaN      NaN      NaN      NaN
-0     2024-11-20             -284.9682              NaN              NaN              NaN  ...   5282.0   8454.0   7528.0   7518.0   7505.0
-1     2024-11-19             -310.3906              NaN              NaN              NaN  ...   5292.0   8341.0   7490.0   7483.0   7479.0
-2     2024-11-18             -338.7818              NaN              NaN              NaN  ...   5284.0   8253.0   7436.0   7438.0   7445.0
-
-[5 rows x 357 columns]
-2024-11-22 16:48:27,210 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 16:48:27,210 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 16:48:27,598 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 16:48:27,598 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 16:48:27,601 - my_logger - INFO - 删除预测列为空值的行后数据量：(774, 311)
-2024-11-22 16:48:27,601 - my_logger - INFO - 删除预测列为空值的行后数据量：(774, 311)
-2024-11-22 16:48:27,603 - my_logger - INFO - 删除全为空值的列后数据量：(774, 311)
-2024-11-22 16:48:27,603 - my_logger - INFO - 删除全为空值的列后数据量：(774, 311)
-2024-11-22 16:48:29,302 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 16:48:29,302 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 16:48:29,321 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 16:48:29,321 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 16:48:29,324 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 16:48:29,324 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 16:48:30,142 - my_logger - INFO - 开始训练模型...
-2024-11-22 16:48:30,142 - my_logger - INFO - 开始训练模型...
-2024-11-22 16:48:30,154 - my_logger - INFO - Training set head:
-2024-11-22 16:48:30,154 - my_logger - INFO - Training set head:
-2024-11-22 16:48:30,155 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-750 2021-10-19             -165.5689             57.0            -93.0  ...             0.0            0.0          0.0          1
-749 2021-10-20             -165.5689            198.0             48.0  ...             0.0            0.0          0.0          1
-748 2021-10-21             -165.5689            215.0            -75.0  ...             0.0            0.0          0.0          1
-747 2021-10-22             -165.5689            177.0            -63.0  ...             0.0            0.0          0.0          1
-746 2021-10-25             -165.5689            298.0             -2.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 326 columns]
-2024-11-22 16:48:30,155 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-750 2021-10-19             -165.5689             57.0            -93.0  ...             0.0            0.0          0.0          1
-749 2021-10-20             -165.5689            198.0             48.0  ...             0.0            0.0          0.0          1
-748 2021-10-21             -165.5689            215.0            -75.0  ...             0.0            0.0          0.0          1
-747 2021-10-22             -165.5689            177.0            -63.0  ...             0.0            0.0          0.0          1
-746 2021-10-25             -165.5689            298.0             -2.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 326 columns]
-2024-11-22 16:48:30,673 - my_logger - INFO - 
-Testing set head:
-2024-11-22 16:48:30,673 - my_logger - INFO - 
-Testing set head:
-2024-11-22 16:48:30,674 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-600 2022-06-01              621.7030             22.0           -178.0  ...             0.0            0.0          0.0          1
-599 2022-06-02              552.9803             40.0           -160.0  ...             0.0            0.0          0.0          1
-598 2022-06-06              603.3724             74.0            -96.0  ...             0.0            0.0          0.0          1
-597 2022-06-07              637.3217             65.0           -105.0  ...             0.0            0.0          0.0          1
-596 2022-06-08              688.8880            -25.0           -165.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 326 columns]
-2024-11-22 16:48:30,674 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-600 2022-06-01              621.7030             22.0           -178.0  ...             0.0            0.0          0.0          1
-599 2022-06-02              552.9803             40.0           -160.0  ...             0.0            0.0          0.0          1
-598 2022-06-06              603.3724             74.0            -96.0  ...             0.0            0.0          0.0          1
-597 2022-06-07              637.3217             65.0           -105.0  ...             0.0            0.0          0.0          1
-596 2022-06-08              688.8880            -25.0           -165.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 326 columns]
-2024-11-22 16:54:00,156 - my_logger - INFO - 模型训练完成
-2024-11-22 16:54:00,156 - my_logger - INFO - 模型训练完成
-2024-11-22 16:54:00,157 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 16:54:00,157 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:07:41,207 - my_logger - INFO - 从eta获取数据...
-2024-11-22 17:07:41,207 - my_logger - INFO - 从eta获取数据...
-2024-11-22 17:08:31,868 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和
-2024-11-22 17:08:31,868 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和
-2024-11-22 17:08:31,870 - my_logger - INFO - 跳过指标 PP2409前20多单量
-2024-11-22 17:08:31,870 - my_logger - INFO - 跳过指标 PP2409前20多单量
-2024-11-22 17:08:31,870 - my_logger - INFO - 跳过指标 PP2409前20空单量
-2024-11-22 17:08:31,870 - my_logger - INFO - 跳过指标 PP2409前20空单量
-2024-11-22 17:08:55,444 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506']
-2024-11-22 17:08:55,444 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506']
-2024-11-22 17:08:55,445 - my_logger - INFO - lmcads03 lme comdty
-2024-11-22 17:08:55,445 - my_logger - INFO - lmcads03 lme comdty
-2024-11-22 17:08:55,893 - my_logger - INFO - GC1 COMB Comdty
-2024-11-22 17:08:55,893 - my_logger - INFO - GC1 COMB Comdty
-2024-11-22 17:08:56,590 - my_logger - INFO - C2404171822
-2024-11-22 17:08:56,590 - my_logger - INFO - C2404171822
-2024-11-22 17:08:57,388 - my_logger - INFO - dxy curncy
-2024-11-22 17:08:57,388 - my_logger - INFO - dxy curncy
-2024-11-22 17:08:58,019 - my_logger - INFO - S5443199 
-2024-11-22 17:08:58,019 - my_logger - INFO - S5443199 
-2024-11-22 17:08:58,368 - my_logger - INFO - S5479800
-2024-11-22 17:08:58,368 - my_logger - INFO - S5479800
-2024-11-22 17:08:58,665 - my_logger - INFO - S5443108
-2024-11-22 17:08:58,665 - my_logger - INFO - S5443108
-2024-11-22 17:08:59,037 - my_logger - INFO - H7358586
-2024-11-22 17:08:59,037 - my_logger - INFO - H7358586
-2024-11-22 17:08:59,241 - my_logger - INFO - LC3FM1 INDEX
-2024-11-22 17:08:59,241 - my_logger - INFO - LC3FM1 INDEX
-2024-11-22 17:08:59,565 - my_logger - INFO - CNY REGN Curncy
-2024-11-22 17:08:59,565 - my_logger - INFO - CNY REGN Curncy
-2024-11-22 17:09:00,490 - my_logger - INFO - s0105897
-2024-11-22 17:09:00,490 - my_logger - INFO - s0105897
-2024-11-22 17:09:01,000 - my_logger - INFO - M0067419
-2024-11-22 17:09:01,000 - my_logger - INFO - M0067419
-2024-11-22 17:09:01,433 - my_logger - INFO - M0066351
-2024-11-22 17:09:01,433 - my_logger - INFO - M0066351
-2024-11-22 17:09:01,900 - my_logger - INFO - S0266372
-2024-11-22 17:09:01,900 - my_logger - INFO - S0266372
-2024-11-22 17:09:02,244 - my_logger - INFO - S0266438
-2024-11-22 17:09:02,244 - my_logger - INFO - S0266438
-2024-11-22 17:09:02,580 - my_logger - INFO - S0266506
-2024-11-22 17:09:02,580 - my_logger - INFO - S0266506
-2024-11-22 17:09:02,964 - my_logger - INFO -             date  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  华东聚丙烯基差（折盘面收盘价）  ...  PVC期货主力  PE期货收盘价  PP连续-1月  PP连续-5月  PP连续-9月
-3922  2024-11-22                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-6465  2024-11-21                   NaN              NaN              NaN              NaN  ...   5308.0      NaN      NaN      NaN      NaN
-0     2024-11-20             -284.9682              NaN              NaN              NaN  ...   5282.0   8454.0   7528.0   7518.0   7505.0
-1     2024-11-19             -310.3906              NaN              NaN              NaN  ...   5292.0   8341.0   7490.0   7483.0   7479.0
-2     2024-11-18             -338.7818              NaN              NaN              NaN  ...   5284.0   8253.0   7436.0   7438.0   7445.0
-
-[5 rows x 357 columns]
-2024-11-22 17:09:02,964 - my_logger - INFO -             date  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  华东聚丙烯基差（折盘面收盘价）  ...  PVC期货主力  PE期货收盘价  PP连续-1月  PP连续-5月  PP连续-9月
-3922  2024-11-22                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-6465  2024-11-21                   NaN              NaN              NaN              NaN  ...   5308.0      NaN      NaN      NaN      NaN
-0     2024-11-20             -284.9682              NaN              NaN              NaN  ...   5282.0   8454.0   7528.0   7518.0   7505.0
-1     2024-11-19             -310.3906              NaN              NaN              NaN  ...   5292.0   8341.0   7490.0   7483.0   7479.0
-2     2024-11-18             -338.7818              NaN              NaN              NaN  ...   5284.0   8253.0   7436.0   7438.0   7445.0
-
-[5 rows x 357 columns]
-2024-11-22 17:10:00,542 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 17:10:00,542 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 17:10:00,935 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 17:10:00,935 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 17:10:00,938 - my_logger - INFO - 删除预测列为空值的行后数据量：(774, 311)
-2024-11-22 17:10:00,938 - my_logger - INFO - 删除预测列为空值的行后数据量：(774, 311)
-2024-11-22 17:10:00,940 - my_logger - INFO - 删除全为空值的列后数据量：(774, 311)
-2024-11-22 17:10:00,940 - my_logger - INFO - 删除全为空值的列后数据量：(774, 311)
-2024-11-22 17:10:02,696 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 17:10:02,696 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 17:10:02,716 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 17:10:02,716 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 17:10:02,719 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 17:10:02,719 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 17:10:03,344 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', y = '7430.0' WHERE ds = '2024-11-21 00:00:00'
-2024-11-22 17:10:03,344 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', y = '7430.0' WHERE ds = '2024-11-21 00:00:00'
-2024-11-22 17:10:03,349 - my_logger - INFO - 开始训练模型...
-2024-11-22 17:10:03,349 - my_logger - INFO - 开始训练模型...
-2024-11-22 17:10:03,361 - my_logger - INFO - Training set head:
-2024-11-22 17:10:03,361 - my_logger - INFO - Training set head:
-2024-11-22 17:10:03,362 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-750 2021-10-19             -165.5689             57.0            -93.0  ...             0.0            0.0          0.0          1
-749 2021-10-20             -165.5689            198.0             48.0  ...             0.0            0.0          0.0          1
-748 2021-10-21             -165.5689            215.0            -75.0  ...             0.0            0.0          0.0          1
-747 2021-10-22             -165.5689            177.0            -63.0  ...             0.0            0.0          0.0          1
-746 2021-10-25             -165.5689            298.0             -2.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 326 columns]
-2024-11-22 17:10:03,362 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-750 2021-10-19             -165.5689             57.0            -93.0  ...             0.0            0.0          0.0          1
-749 2021-10-20             -165.5689            198.0             48.0  ...             0.0            0.0          0.0          1
-748 2021-10-21             -165.5689            215.0            -75.0  ...             0.0            0.0          0.0          1
-747 2021-10-22             -165.5689            177.0            -63.0  ...             0.0            0.0          0.0          1
-746 2021-10-25             -165.5689            298.0             -2.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 326 columns]
-2024-11-22 17:10:03,865 - my_logger - INFO - 
-Testing set head:
-2024-11-22 17:10:03,865 - my_logger - INFO - 
-Testing set head:
-2024-11-22 17:10:03,866 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-600 2022-06-01              621.7030             22.0           -178.0  ...             0.0            0.0          0.0          1
-599 2022-06-02              552.9803             40.0           -160.0  ...             0.0            0.0          0.0          1
-598 2022-06-06              603.3724             74.0            -96.0  ...             0.0            0.0          0.0          1
-597 2022-06-07              637.3217             65.0           -105.0  ...             0.0            0.0          0.0          1
-596 2022-06-08              688.8880            -25.0           -165.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 326 columns]
-2024-11-22 17:10:03,866 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-600 2022-06-01              621.7030             22.0           -178.0  ...             0.0            0.0          0.0          1
-599 2022-06-02              552.9803             40.0           -160.0  ...             0.0            0.0          0.0          1
-598 2022-06-06              603.3724             74.0            -96.0  ...             0.0            0.0          0.0          1
-597 2022-06-07              637.3217             65.0           -105.0  ...             0.0            0.0          0.0          1
-596 2022-06-08              688.8880            -25.0           -165.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 326 columns]
-2024-11-22 17:15:41,458 - my_logger - INFO - 模型训练完成
-2024-11-22 17:15:41,458 - my_logger - INFO - 模型训练完成
-2024-11-22 17:15:41,465 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:15:41,465 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:18:53,342 - my_logger - INFO - 从eta获取数据...
-2024-11-22 17:18:53,342 - my_logger - INFO - 从eta获取数据...
-2024-11-22 17:19:42,737 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和
-2024-11-22 17:19:42,737 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和
-2024-11-22 17:19:42,738 - my_logger - INFO - 跳过指标 PP2409前20多单量
-2024-11-22 17:19:42,738 - my_logger - INFO - 跳过指标 PP2409前20多单量
-2024-11-22 17:19:42,739 - my_logger - INFO - 跳过指标 PP2409前20空单量
-2024-11-22 17:19:42,739 - my_logger - INFO - 跳过指标 PP2409前20空单量
-2024-11-22 17:20:06,377 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506']
-2024-11-22 17:20:06,377 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506']
-2024-11-22 17:20:06,379 - my_logger - INFO - lmcads03 lme comdty
-2024-11-22 17:20:06,379 - my_logger - INFO - lmcads03 lme comdty
-2024-11-22 17:20:06,794 - my_logger - INFO - GC1 COMB Comdty
-2024-11-22 17:20:06,794 - my_logger - INFO - GC1 COMB Comdty
-2024-11-22 17:20:07,655 - my_logger - INFO - C2404171822
-2024-11-22 17:20:07,655 - my_logger - INFO - C2404171822
-2024-11-22 17:20:08,593 - my_logger - INFO - dxy curncy
-2024-11-22 17:20:08,593 - my_logger - INFO - dxy curncy
-2024-11-22 17:20:09,393 - my_logger - INFO - S5443199 
-2024-11-22 17:20:09,393 - my_logger - INFO - S5443199 
-2024-11-22 17:20:09,854 - my_logger - INFO - S5479800
-2024-11-22 17:20:09,854 - my_logger - INFO - S5479800
-2024-11-22 17:20:10,190 - my_logger - INFO - S5443108
-2024-11-22 17:20:10,190 - my_logger - INFO - S5443108
-2024-11-22 17:20:10,581 - my_logger - INFO - H7358586
-2024-11-22 17:20:10,581 - my_logger - INFO - H7358586
-2024-11-22 17:20:10,781 - my_logger - INFO - LC3FM1 INDEX
-2024-11-22 17:20:10,781 - my_logger - INFO - LC3FM1 INDEX
-2024-11-22 17:20:11,133 - my_logger - INFO - CNY REGN Curncy
-2024-11-22 17:20:11,133 - my_logger - INFO - CNY REGN Curncy
-2024-11-22 17:20:12,245 - my_logger - INFO - s0105897
-2024-11-22 17:20:12,245 - my_logger - INFO - s0105897
-2024-11-22 17:20:12,836 - my_logger - INFO - M0067419
-2024-11-22 17:20:12,836 - my_logger - INFO - M0067419
-2024-11-22 17:20:13,331 - my_logger - INFO - M0066351
-2024-11-22 17:20:13,331 - my_logger - INFO - M0066351
-2024-11-22 17:20:13,888 - my_logger - INFO - S0266372
-2024-11-22 17:20:13,888 - my_logger - INFO - S0266372
-2024-11-22 17:20:14,239 - my_logger - INFO - S0266438
-2024-11-22 17:20:14,239 - my_logger - INFO - S0266438
-2024-11-22 17:20:14,590 - my_logger - INFO - S0266506
-2024-11-22 17:20:14,590 - my_logger - INFO - S0266506
-2024-11-22 17:20:15,078 - my_logger - INFO -             date  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  华东聚丙烯基差（折盘面收盘价）  ...  PVC期货主力  PE期货收盘价  PP连续-1月  PP连续-5月  PP连续-9月
-3922  2024-11-22                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-6465  2024-11-21                   NaN              NaN              NaN              NaN  ...   5308.0      NaN      NaN      NaN      NaN
-0     2024-11-20             -284.9682              NaN              NaN              NaN  ...   5282.0   8454.0   7528.0   7518.0   7505.0
-1     2024-11-19             -310.3906              NaN              NaN              NaN  ...   5292.0   8341.0   7490.0   7483.0   7479.0
-2     2024-11-18             -338.7818              NaN              NaN              NaN  ...   5284.0   8253.0   7436.0   7438.0   7445.0
-
-[5 rows x 357 columns]
-2024-11-22 17:20:15,078 - my_logger - INFO -             date  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  华东聚丙烯基差（折盘面收盘价）  ...  PVC期货主力  PE期货收盘价  PP连续-1月  PP连续-5月  PP连续-9月
-3922  2024-11-22                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-6465  2024-11-21                   NaN              NaN              NaN              NaN  ...   5308.0      NaN      NaN      NaN      NaN
-0     2024-11-20             -284.9682              NaN              NaN              NaN  ...   5282.0   8454.0   7528.0   7518.0   7505.0
-1     2024-11-19             -310.3906              NaN              NaN              NaN  ...   5292.0   8341.0   7490.0   7483.0   7479.0
-2     2024-11-18             -338.7818              NaN              NaN              NaN  ...   5284.0   8253.0   7436.0   7438.0   7445.0
-
-[5 rows x 357 columns]
-2024-11-22 17:21:12,097 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 17:21:12,097 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 17:21:12,493 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 17:21:12,493 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 17:21:12,495 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 311)
-2024-11-22 17:21:12,495 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 311)
-2024-11-22 17:21:12,497 - my_logger - INFO - 删除全为空值的列后数据量：(775, 311)
-2024-11-22 17:21:12,497 - my_logger - INFO - 删除全为空值的列后数据量：(775, 311)
-2024-11-22 17:21:14,201 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 17:21:14,201 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 17:21:14,224 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 17:21:14,224 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 17:21:14,226 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 17:21:14,226 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 17:21:14,931 - my_logger - INFO - 开始训练模型...
-2024-11-22 17:21:14,931 - my_logger - INFO - 开始训练模型...
-2024-11-22 17:21:14,932 - my_logger - INFO - 模型训练完成
-2024-11-22 17:21:14,932 - my_logger - INFO - 模型训练完成
-2024-11-22 17:21:14,933 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:21:14,933 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:21:15,748 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:21:15,748 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:21:17,296 - my_logger - INFO - 训练数据绘图end
-2024-11-22 17:21:17,296 - my_logger - INFO - 训练数据绘图end
-2024-11-22 17:21:17,297 - my_logger - INFO - 制作报告ing
-2024-11-22 17:21:17,297 - my_logger - INFO - 制作报告ing
-2024-11-22 17:34:29,628 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-22 17:34:29,628 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-22 17:34:29,629 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-22 17:34:29,629 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-22 17:34:57,812 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 17:34:57,812 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 17:34:58,212 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 17:34:58,212 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 17:34:58,215 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 311)
-2024-11-22 17:34:58,215 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 311)
-2024-11-22 17:34:58,217 - my_logger - INFO - 删除全为空值的列后数据量：(775, 311)
-2024-11-22 17:34:58,217 - my_logger - INFO - 删除全为空值的列后数据量：(775, 311)
-2024-11-22 17:34:59,957 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 17:34:59,957 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 17:34:59,977 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 17:34:59,977 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 17:34:59,980 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 17:34:59,980 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 17:35:00,572 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:35:00,572 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:35:00,574 - my_logger - INFO - 开始训练模型...
-2024-11-22 17:35:00,574 - my_logger - INFO - 开始训练模型...
-2024-11-22 17:35:00,575 - my_logger - INFO - 模型训练完成
-2024-11-22 17:35:00,575 - my_logger - INFO - 模型训练完成
-2024-11-22 17:35:00,577 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:35:00,577 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:35:01,376 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:35:01,376 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:35:01,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00'
-2024-11-22 17:35:01,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00'
-2024-11-22 17:35:01,663 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00'
-2024-11-22 17:35:01,663 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00'
-2024-11-22 17:35:01,666 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00'
-2024-11-22 17:35:01,666 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00'
-2024-11-22 17:35:01,667 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00'
-2024-11-22 17:35:01,667 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00'
-2024-11-22 17:35:01,671 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00'
-2024-11-22 17:35:01,671 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00'
-2024-11-22 17:35:01,673 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00'
-2024-11-22 17:35:01,673 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00'
-2024-11-22 17:35:01,676 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00'
-2024-11-22 17:35:01,676 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00'
-2024-11-22 17:35:01,678 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00'
-2024-11-22 17:35:01,678 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00'
-2024-11-22 17:35:01,680 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00'
-2024-11-22 17:35:01,680 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00'
-2024-11-22 17:35:01,682 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00'
-2024-11-22 17:35:01,682 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00'
-2024-11-22 17:35:01,684 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00'
-2024-11-22 17:35:01,684 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00'
-2024-11-22 17:35:01,687 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00'
-2024-11-22 17:35:01,687 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00'
-2024-11-22 17:35:01,690 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00'
-2024-11-22 17:35:01,690 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00'
-2024-11-22 17:35:01,692 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00'
-2024-11-22 17:35:01,692 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00'
-2024-11-22 17:35:01,694 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00'
-2024-11-22 17:35:01,694 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00'
-2024-11-22 17:35:01,696 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00'
-2024-11-22 17:35:01,696 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00'
-2024-11-22 17:35:01,698 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00'
-2024-11-22 17:35:01,698 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00'
-2024-11-22 17:35:01,700 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00'
-2024-11-22 17:35:01,700 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00'
-2024-11-22 17:35:01,703 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00'
-2024-11-22 17:35:01,703 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00'
-2024-11-22 17:35:01,705 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00'
-2024-11-22 17:35:01,705 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00'
-2024-11-22 17:35:01,708 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00'
-2024-11-22 17:35:01,708 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00'
-2024-11-22 17:35:01,710 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00'
-2024-11-22 17:35:01,710 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00'
-2024-11-22 17:35:01,712 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-22 17:35:01,712 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-22 17:35:01,714 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00'
-2024-11-22 17:35:01,714 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00'
-2024-11-22 17:35:01,717 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00'
-2024-11-22 17:35:01,717 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00'
-2024-11-22 17:35:01,719 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00'
-2024-11-22 17:35:01,719 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00'
-2024-11-22 17:35:01,722 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00'
-2024-11-22 17:35:01,722 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00'
-2024-11-22 17:35:01,724 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00'
-2024-11-22 17:35:01,724 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00'
-2024-11-22 17:35:01,726 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00'
-2024-11-22 17:35:01,726 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00'
-2024-11-22 17:35:01,728 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00'
-2024-11-22 17:35:01,728 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00'
-2024-11-22 17:35:01,730 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00'
-2024-11-22 17:35:01,730 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00'
-2024-11-22 17:35:01,733 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00'
-2024-11-22 17:35:01,733 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00'
-2024-11-22 17:35:01,735 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00'
-2024-11-22 17:35:01,735 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00'
-2024-11-22 17:35:01,738 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00'
-2024-11-22 17:35:01,738 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00'
-2024-11-22 17:35:01,740 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00'
-2024-11-22 17:35:01,740 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00'
-2024-11-22 17:35:01,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00'
-2024-11-22 17:35:01,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00'
-2024-11-22 17:35:01,744 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00'
-2024-11-22 17:35:01,744 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00'
-2024-11-22 17:35:01,747 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00'
-2024-11-22 17:35:01,747 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00'
-2024-11-22 17:35:01,749 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00'
-2024-11-22 17:35:01,749 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00'
-2024-11-22 17:35:01,751 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00'
-2024-11-22 17:35:01,751 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00'
-2024-11-22 17:35:01,754 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00'
-2024-11-22 17:35:01,754 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00'
-2024-11-22 17:35:01,756 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00'
-2024-11-22 17:35:01,756 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00'
-2024-11-22 17:35:01,759 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00'
-2024-11-22 17:35:01,759 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00'
-2024-11-22 17:35:01,761 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00'
-2024-11-22 17:35:01,761 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00'
-2024-11-22 17:35:01,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00'
-2024-11-22 17:35:01,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00'
-2024-11-22 17:35:01,765 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00'
-2024-11-22 17:35:01,765 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00'
-2024-11-22 17:35:01,767 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00'
-2024-11-22 17:35:01,767 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00'
-2024-11-22 17:35:01,770 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00'
-2024-11-22 17:35:01,770 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00'
-2024-11-22 17:35:01,772 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00'
-2024-11-22 17:35:01,772 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00'
-2024-11-22 17:35:01,775 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00'
-2024-11-22 17:35:01,775 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00'
-2024-11-22 17:35:01,776 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00'
-2024-11-22 17:35:01,776 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00'
-2024-11-22 17:35:01,779 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00'
-2024-11-22 17:35:01,779 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00'
-2024-11-22 17:35:01,782 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00'
-2024-11-22 17:35:01,782 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00'
-2024-11-22 17:35:01,784 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00'
-2024-11-22 17:35:01,784 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00'
-2024-11-22 17:35:01,786 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00'
-2024-11-22 17:35:01,786 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00'
-2024-11-22 17:35:01,788 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00'
-2024-11-22 17:35:01,788 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00'
-2024-11-22 17:35:01,790 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00'
-2024-11-22 17:35:01,790 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00'
-2024-11-22 17:35:01,792 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00'
-2024-11-22 17:35:01,792 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00'
-2024-11-22 17:35:01,795 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00'
-2024-11-22 17:35:01,795 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00'
-2024-11-22 17:35:01,797 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00'
-2024-11-22 17:35:01,797 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00'
-2024-11-22 17:35:01,800 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00'
-2024-11-22 17:35:01,800 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00'
-2024-11-22 17:35:01,802 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00'
-2024-11-22 17:35:01,802 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00'
-2024-11-22 17:35:01,805 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00'
-2024-11-22 17:35:01,805 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00'
-2024-11-22 17:35:01,807 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00'
-2024-11-22 17:35:01,807 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00'
-2024-11-22 17:35:01,809 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00'
-2024-11-22 17:35:01,809 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00'
-2024-11-22 17:35:01,811 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00'
-2024-11-22 17:35:01,811 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00'
-2024-11-22 17:35:01,813 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00'
-2024-11-22 17:35:01,813 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00'
-2024-11-22 17:35:01,815 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00'
-2024-11-22 17:35:01,815 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00'
-2024-11-22 17:35:01,818 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00'
-2024-11-22 17:35:01,818 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00'
-2024-11-22 17:35:01,821 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00'
-2024-11-22 17:35:01,821 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00'
-2024-11-22 17:35:01,823 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00'
-2024-11-22 17:35:01,823 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00'
-2024-11-22 17:35:01,825 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00'
-2024-11-22 17:35:01,825 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00'
-2024-11-22 17:35:01,827 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00'
-2024-11-22 17:35:01,827 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00'
-2024-11-22 17:35:01,829 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00'
-2024-11-22 17:35:01,829 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00'
-2024-11-22 17:35:01,831 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00'
-2024-11-22 17:35:01,831 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00'
-2024-11-22 17:35:01,834 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00'
-2024-11-22 17:35:01,834 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00'
-2024-11-22 17:35:01,837 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00'
-2024-11-22 17:35:01,837 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00'
-2024-11-22 17:35:01,839 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00'
-2024-11-22 17:35:01,839 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00'
-2024-11-22 17:35:01,841 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00'
-2024-11-22 17:35:01,841 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00'
-2024-11-22 17:35:01,843 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00'
-2024-11-22 17:35:01,843 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00'
-2024-11-22 17:35:01,846 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00'
-2024-11-22 17:35:01,846 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00'
-2024-11-22 17:35:01,848 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00'
-2024-11-22 17:35:01,848 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00'
-2024-11-22 17:35:01,850 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00'
-2024-11-22 17:35:01,850 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00'
-2024-11-22 17:35:01,853 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00'
-2024-11-22 17:35:01,853 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00'
-2024-11-22 17:35:01,856 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00'
-2024-11-22 17:35:01,856 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00'
-2024-11-22 17:35:01,858 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00'
-2024-11-22 17:35:01,858 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00'
-2024-11-22 17:35:01,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00'
-2024-11-22 17:35:01,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00'
-2024-11-22 17:35:01,863 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00'
-2024-11-22 17:35:01,863 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00'
-2024-11-22 17:35:01,865 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00'
-2024-11-22 17:35:01,865 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00'
-2024-11-22 17:35:01,866 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00'
-2024-11-22 17:35:01,866 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00'
-2024-11-22 17:35:01,869 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00'
-2024-11-22 17:35:01,869 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00'
-2024-11-22 17:35:01,871 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00'
-2024-11-22 17:35:01,871 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00'
-2024-11-22 17:35:01,874 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00'
-2024-11-22 17:35:01,874 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00'
-2024-11-22 17:35:01,876 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00'
-2024-11-22 17:35:01,876 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00'
-2024-11-22 17:35:01,878 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00'
-2024-11-22 17:35:01,878 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00'
-2024-11-22 17:35:01,880 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00'
-2024-11-22 17:35:01,880 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00'
-2024-11-22 17:35:01,882 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00'
-2024-11-22 17:35:01,882 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00'
-2024-11-22 17:35:01,885 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00'
-2024-11-22 17:35:01,885 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00'
-2024-11-22 17:35:01,888 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00'
-2024-11-22 17:35:01,888 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00'
-2024-11-22 17:35:01,890 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00'
-2024-11-22 17:35:01,890 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00'
-2024-11-22 17:35:01,892 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00'
-2024-11-22 17:35:01,892 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00'
-2024-11-22 17:35:01,895 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00'
-2024-11-22 17:35:01,895 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00'
-2024-11-22 17:35:01,897 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00'
-2024-11-22 17:35:01,897 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00'
-2024-11-22 17:35:01,899 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00'
-2024-11-22 17:35:01,899 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00'
-2024-11-22 17:35:01,901 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00'
-2024-11-22 17:35:01,901 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00'
-2024-11-22 17:35:01,904 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00'
-2024-11-22 17:35:01,904 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00'
-2024-11-22 17:35:01,906 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00'
-2024-11-22 17:35:01,906 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00'
-2024-11-22 17:35:01,907 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00'
-2024-11-22 17:35:01,907 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00'
-2024-11-22 17:35:01,911 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00'
-2024-11-22 17:35:01,911 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00'
-2024-11-22 17:35:01,913 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00'
-2024-11-22 17:35:01,913 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00'
-2024-11-22 17:35:01,915 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00'
-2024-11-22 17:35:01,915 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00'
-2024-11-22 17:35:01,917 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00'
-2024-11-22 17:35:01,917 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00'
-2024-11-22 17:35:01,920 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00'
-2024-11-22 17:35:01,920 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00'
-2024-11-22 17:35:01,922 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00'
-2024-11-22 17:35:01,922 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00'
-2024-11-22 17:35:01,925 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00'
-2024-11-22 17:35:01,925 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00'
-2024-11-22 17:35:01,928 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00'
-2024-11-22 17:35:01,928 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00'
-2024-11-22 17:35:01,930 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00'
-2024-11-22 17:35:01,930 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00'
-2024-11-22 17:35:01,932 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00'
-2024-11-22 17:35:01,932 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00'
-2024-11-22 17:35:01,934 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00'
-2024-11-22 17:35:01,934 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00'
-2024-11-22 17:35:01,937 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00'
-2024-11-22 17:35:01,937 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00'
-2024-11-22 17:35:01,939 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00'
-2024-11-22 17:35:01,939 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00'
-2024-11-22 17:35:01,942 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00'
-2024-11-22 17:35:01,942 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00'
-2024-11-22 17:35:01,944 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00'
-2024-11-22 17:35:01,944 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00'
-2024-11-22 17:35:01,947 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00'
-2024-11-22 17:35:01,947 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00'
-2024-11-22 17:35:01,949 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00'
-2024-11-22 17:35:01,949 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00'
-2024-11-22 17:35:01,951 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00'
-2024-11-22 17:35:01,951 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00'
-2024-11-22 17:35:01,953 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00'
-2024-11-22 17:35:01,953 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00'
-2024-11-22 17:35:01,955 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00'
-2024-11-22 17:35:01,955 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00'
-2024-11-22 17:35:01,958 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00'
-2024-11-22 17:35:01,958 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00'
-2024-11-22 17:35:01,960 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00'
-2024-11-22 17:35:01,960 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00'
-2024-11-22 17:35:01,963 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00'
-2024-11-22 17:35:01,963 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00'
-2024-11-22 17:35:01,965 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00'
-2024-11-22 17:35:01,965 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00'
-2024-11-22 17:35:01,967 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00'
-2024-11-22 17:35:01,967 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00'
-2024-11-22 17:35:01,970 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00'
-2024-11-22 17:35:01,970 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00'
-2024-11-22 17:35:01,977 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00'
-2024-11-22 17:35:01,977 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00'
-2024-11-22 17:35:01,980 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00'
-2024-11-22 17:35:01,980 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00'
-2024-11-22 17:35:01,984 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00'
-2024-11-22 17:35:01,984 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00'
-2024-11-22 17:35:01,989 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00'
-2024-11-22 17:35:01,989 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00'
-2024-11-22 17:35:01,993 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00'
-2024-11-22 17:35:01,993 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00'
-2024-11-22 17:35:01,997 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00'
-2024-11-22 17:35:01,997 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00'
-2024-11-22 17:35:02,001 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00'
-2024-11-22 17:35:02,001 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00'
-2024-11-22 17:35:02,004 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00'
-2024-11-22 17:35:02,004 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00'
-2024-11-22 17:35:02,008 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00'
-2024-11-22 17:35:02,008 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00'
-2024-11-22 17:35:02,012 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00'
-2024-11-22 17:35:02,012 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00'
-2024-11-22 17:35:02,016 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00'
-2024-11-22 17:35:02,016 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00'
-2024-11-22 17:35:02,019 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00'
-2024-11-22 17:35:02,019 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00'
-2024-11-22 17:35:02,022 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00'
-2024-11-22 17:35:02,022 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00'
-2024-11-22 17:35:02,025 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00'
-2024-11-22 17:35:02,025 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00'
-2024-11-22 17:35:02,027 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00'
-2024-11-22 17:35:02,027 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00'
-2024-11-22 17:35:02,029 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00'
-2024-11-22 17:35:02,029 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00'
-2024-11-22 17:35:02,031 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00'
-2024-11-22 17:35:02,031 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00'
-2024-11-22 17:35:02,034 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00'
-2024-11-22 17:35:02,034 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00'
-2024-11-22 17:35:02,037 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00'
-2024-11-22 17:35:02,037 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00'
-2024-11-22 17:35:02,039 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-22 17:35:02,039 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-22 17:35:02,042 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00'
-2024-11-22 17:35:02,042 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00'
-2024-11-22 17:35:02,045 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00'
-2024-11-22 17:35:02,045 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00'
-2024-11-22 17:35:02,047 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00'
-2024-11-22 17:35:02,047 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00'
-2024-11-22 17:35:02,049 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00'
-2024-11-22 17:35:02,049 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00'
-2024-11-22 17:35:02,052 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00'
-2024-11-22 17:35:02,052 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00'
-2024-11-22 17:35:02,054 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00'
-2024-11-22 17:35:02,054 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00'
-2024-11-22 17:35:02,057 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00'
-2024-11-22 17:35:02,057 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00'
-2024-11-22 17:35:02,060 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00'
-2024-11-22 17:35:02,060 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00'
-2024-11-22 17:35:02,062 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00'
-2024-11-22 17:35:02,062 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00'
-2024-11-22 17:35:02,064 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00'
-2024-11-22 17:35:02,064 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00'
-2024-11-22 17:35:02,067 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00'
-2024-11-22 17:35:02,067 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00'
-2024-11-22 17:35:02,069 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-22 17:35:02,069 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-22 17:35:02,072 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00'
-2024-11-22 17:35:02,072 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00'
-2024-11-22 17:35:02,074 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00'
-2024-11-22 17:35:02,074 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00'
-2024-11-22 17:35:02,076 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00'
-2024-11-22 17:35:02,076 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00'
-2024-11-22 17:35:02,078 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00'
-2024-11-22 17:35:02,078 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00'
-2024-11-22 17:35:02,080 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00'
-2024-11-22 17:35:02,080 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00'
-2024-11-22 17:35:02,082 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00'
-2024-11-22 17:35:02,082 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00'
-2024-11-22 17:35:02,085 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00'
-2024-11-22 17:35:02,085 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00'
-2024-11-22 17:35:02,088 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00'
-2024-11-22 17:35:02,088 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00'
-2024-11-22 17:35:02,090 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00'
-2024-11-22 17:35:02,090 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00'
-2024-11-22 17:35:02,092 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00'
-2024-11-22 17:35:02,092 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00'
-2024-11-22 17:35:02,095 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00'
-2024-11-22 17:35:02,095 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00'
-2024-11-22 17:35:02,097 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00'
-2024-11-22 17:35:02,097 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00'
-2024-11-22 17:35:02,100 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00'
-2024-11-22 17:35:02,100 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00'
-2024-11-22 17:35:02,102 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00'
-2024-11-22 17:35:02,102 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00'
-2024-11-22 17:35:02,104 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00'
-2024-11-22 17:35:02,104 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00'
-2024-11-22 17:35:02,106 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00'
-2024-11-22 17:35:02,106 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00'
-2024-11-22 17:35:02,108 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00'
-2024-11-22 17:35:02,108 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00'
-2024-11-22 17:35:02,110 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00'
-2024-11-22 17:35:02,110 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00'
-2024-11-22 17:35:02,113 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00'
-2024-11-22 17:35:02,113 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00'
-2024-11-22 17:35:02,115 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00'
-2024-11-22 17:35:02,115 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00'
-2024-11-22 17:35:02,116 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00'
-2024-11-22 17:35:02,116 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00'
-2024-11-22 17:35:02,120 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00'
-2024-11-22 17:35:02,120 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00'
-2024-11-22 17:35:02,123 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00'
-2024-11-22 17:35:02,123 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00'
-2024-11-22 17:35:02,125 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00'
-2024-11-22 17:35:02,125 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00'
-2024-11-22 17:35:02,127 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00'
-2024-11-22 17:35:02,127 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00'
-2024-11-22 17:35:02,130 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00'
-2024-11-22 17:35:02,130 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00'
-2024-11-22 17:35:02,132 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00'
-2024-11-22 17:35:02,132 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00'
-2024-11-22 17:35:02,134 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00'
-2024-11-22 17:35:02,134 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00'
-2024-11-22 17:35:02,137 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00'
-2024-11-22 17:35:02,137 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00'
-2024-11-22 17:35:02,139 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00'
-2024-11-22 17:35:02,139 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00'
-2024-11-22 17:35:02,141 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00'
-2024-11-22 17:35:02,141 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00'
-2024-11-22 17:35:02,144 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00'
-2024-11-22 17:35:02,144 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00'
-2024-11-22 17:35:02,146 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00'
-2024-11-22 17:35:02,146 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00'
-2024-11-22 17:35:02,149 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00'
-2024-11-22 17:35:02,149 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00'
-2024-11-22 17:35:02,151 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:35:02,151 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:35:02,156 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00'
-2024-11-22 17:35:02,156 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00'
-2024-11-22 17:35:02,162 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00'
-2024-11-22 17:35:02,162 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00'
-2024-11-22 17:35:02,167 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00'
-2024-11-22 17:35:02,167 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00'
-2024-11-22 17:35:02,172 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00'
-2024-11-22 17:35:02,172 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00'
-2024-11-22 17:35:03,430 - my_logger - INFO - 训练数据绘图end
-2024-11-22 17:35:03,430 - my_logger - INFO - 训练数据绘图end
-2024-11-22 17:35:03,431 - my_logger - INFO - 制作报告ing
-2024-11-22 17:35:03,431 - my_logger - INFO - 制作报告ing
-2024-11-22 17:36:43,673 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-22 17:36:43,673 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-22 17:36:43,674 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-22 17:36:43,674 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-22 17:37:12,213 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 17:37:12,213 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 17:37:12,621 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 17:37:12,621 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 17:37:12,624 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 311)
-2024-11-22 17:37:12,624 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 311)
-2024-11-22 17:37:12,626 - my_logger - INFO - 删除全为空值的列后数据量：(775, 311)
-2024-11-22 17:37:12,626 - my_logger - INFO - 删除全为空值的列后数据量：(775, 311)
-2024-11-22 17:37:14,286 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 17:37:14,286 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 17:37:14,307 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 17:37:14,307 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 17:37:14,310 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 17:37:14,310 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 17:37:14,883 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:37:14,883 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:37:14,885 - my_logger - INFO - 开始训练模型...
-2024-11-22 17:37:14,885 - my_logger - INFO - 开始训练模型...
-2024-11-22 17:37:14,886 - my_logger - INFO - 模型训练完成
-2024-11-22 17:37:14,886 - my_logger - INFO - 模型训练完成
-2024-11-22 17:37:14,887 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:37:14,887 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:37:15,646 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:37:15,646 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:37:15,931 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00'
-2024-11-22 17:37:15,931 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00'
-2024-11-22 17:37:15,934 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00'
-2024-11-22 17:37:15,934 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00'
-2024-11-22 17:37:15,938 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00'
-2024-11-22 17:37:15,938 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00'
-2024-11-22 17:37:15,941 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00'
-2024-11-22 17:37:15,941 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00'
-2024-11-22 17:37:15,943 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00'
-2024-11-22 17:37:15,943 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00'
-2024-11-22 17:37:15,945 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00'
-2024-11-22 17:37:15,945 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00'
-2024-11-22 17:37:15,947 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00'
-2024-11-22 17:37:15,947 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00'
-2024-11-22 17:37:15,949 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00'
-2024-11-22 17:37:15,949 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00'
-2024-11-22 17:37:15,951 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00'
-2024-11-22 17:37:15,951 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00'
-2024-11-22 17:37:15,954 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00'
-2024-11-22 17:37:15,954 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00'
-2024-11-22 17:37:15,957 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00'
-2024-11-22 17:37:15,957 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00'
-2024-11-22 17:37:15,959 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00'
-2024-11-22 17:37:15,959 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00'
-2024-11-22 17:37:15,961 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00'
-2024-11-22 17:37:15,961 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00'
-2024-11-22 17:37:15,964 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00'
-2024-11-22 17:37:15,964 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00'
-2024-11-22 17:37:15,966 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00'
-2024-11-22 17:37:15,966 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00'
-2024-11-22 17:37:15,969 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00'
-2024-11-22 17:37:15,969 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00'
-2024-11-22 17:37:15,972 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00'
-2024-11-22 17:37:15,972 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00'
-2024-11-22 17:37:15,974 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00'
-2024-11-22 17:37:15,974 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00'
-2024-11-22 17:37:15,976 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00'
-2024-11-22 17:37:15,976 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00'
-2024-11-22 17:37:15,979 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00'
-2024-11-22 17:37:15,979 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00'
-2024-11-22 17:37:15,981 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00'
-2024-11-22 17:37:15,981 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00'
-2024-11-22 17:37:15,983 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00'
-2024-11-22 17:37:15,983 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00'
-2024-11-22 17:37:15,987 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-22 17:37:15,987 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-22 17:37:15,989 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00'
-2024-11-22 17:37:15,989 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00'
-2024-11-22 17:37:15,991 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00'
-2024-11-22 17:37:15,991 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00'
-2024-11-22 17:37:15,994 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00'
-2024-11-22 17:37:15,994 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00'
-2024-11-22 17:37:15,996 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00'
-2024-11-22 17:37:15,996 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00'
-2024-11-22 17:37:15,998 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00'
-2024-11-22 17:37:15,998 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00'
-2024-11-22 17:37:16,001 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00'
-2024-11-22 17:37:16,001 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00'
-2024-11-22 17:37:16,003 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00'
-2024-11-22 17:37:16,003 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00'
-2024-11-22 17:37:16,006 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00'
-2024-11-22 17:37:16,006 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00'
-2024-11-22 17:37:16,008 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00'
-2024-11-22 17:37:16,008 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00'
-2024-11-22 17:37:16,011 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00'
-2024-11-22 17:37:16,011 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00'
-2024-11-22 17:37:16,013 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00'
-2024-11-22 17:37:16,013 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00'
-2024-11-22 17:37:16,016 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00'
-2024-11-22 17:37:16,016 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00'
-2024-11-22 17:37:16,018 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00'
-2024-11-22 17:37:16,018 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00'
-2024-11-22 17:37:16,020 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00'
-2024-11-22 17:37:16,020 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00'
-2024-11-22 17:37:16,023 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00'
-2024-11-22 17:37:16,023 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00'
-2024-11-22 17:37:16,025 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00'
-2024-11-22 17:37:16,025 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00'
-2024-11-22 17:37:16,028 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00'
-2024-11-22 17:37:16,028 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00'
-2024-11-22 17:37:16,030 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00'
-2024-11-22 17:37:16,030 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00'
-2024-11-22 17:37:16,033 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00'
-2024-11-22 17:37:16,033 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00'
-2024-11-22 17:37:16,035 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00'
-2024-11-22 17:37:16,035 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00'
-2024-11-22 17:37:16,039 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00'
-2024-11-22 17:37:16,039 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00'
-2024-11-22 17:37:16,041 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00'
-2024-11-22 17:37:16,041 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00'
-2024-11-22 17:37:16,043 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00'
-2024-11-22 17:37:16,043 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00'
-2024-11-22 17:37:16,046 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00'
-2024-11-22 17:37:16,046 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00'
-2024-11-22 17:37:16,048 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00'
-2024-11-22 17:37:16,048 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00'
-2024-11-22 17:37:16,050 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00'
-2024-11-22 17:37:16,050 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00'
-2024-11-22 17:37:16,053 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00'
-2024-11-22 17:37:16,053 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00'
-2024-11-22 17:37:16,056 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00'
-2024-11-22 17:37:16,056 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00'
-2024-11-22 17:37:16,058 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00'
-2024-11-22 17:37:16,058 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00'
-2024-11-22 17:37:16,061 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00'
-2024-11-22 17:37:16,061 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00'
-2024-11-22 17:37:16,064 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00'
-2024-11-22 17:37:16,064 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00'
-2024-11-22 17:37:16,066 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00'
-2024-11-22 17:37:16,066 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00'
-2024-11-22 17:37:16,069 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00'
-2024-11-22 17:37:16,069 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00'
-2024-11-22 17:37:16,071 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00'
-2024-11-22 17:37:16,071 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00'
-2024-11-22 17:37:16,074 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00'
-2024-11-22 17:37:16,074 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00'
-2024-11-22 17:37:16,076 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00'
-2024-11-22 17:37:16,076 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00'
-2024-11-22 17:37:16,079 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00'
-2024-11-22 17:37:16,079 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00'
-2024-11-22 17:37:16,082 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00'
-2024-11-22 17:37:16,082 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00'
-2024-11-22 17:37:16,084 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00'
-2024-11-22 17:37:16,084 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00'
-2024-11-22 17:37:16,088 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00'
-2024-11-22 17:37:16,088 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00'
-2024-11-22 17:37:16,090 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00'
-2024-11-22 17:37:16,090 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00'
-2024-11-22 17:37:16,106 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00'
-2024-11-22 17:37:16,106 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00'
-2024-11-22 17:37:16,111 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00'
-2024-11-22 17:37:16,111 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00'
-2024-11-22 17:37:16,114 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00'
-2024-11-22 17:37:16,114 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00'
-2024-11-22 17:37:16,118 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00'
-2024-11-22 17:37:16,118 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00'
-2024-11-22 17:37:16,121 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00'
-2024-11-22 17:37:16,121 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00'
-2024-11-22 17:37:16,124 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00'
-2024-11-22 17:37:16,124 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00'
-2024-11-22 17:37:16,126 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00'
-2024-11-22 17:37:16,126 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00'
-2024-11-22 17:37:16,130 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00'
-2024-11-22 17:37:16,130 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00'
-2024-11-22 17:37:16,133 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00'
-2024-11-22 17:37:16,133 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00'
-2024-11-22 17:37:16,136 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00'
-2024-11-22 17:37:16,136 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00'
-2024-11-22 17:37:16,139 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00'
-2024-11-22 17:37:16,139 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00'
-2024-11-22 17:37:16,142 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00'
-2024-11-22 17:37:16,142 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00'
-2024-11-22 17:37:16,144 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00'
-2024-11-22 17:37:16,144 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00'
-2024-11-22 17:37:16,146 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00'
-2024-11-22 17:37:16,146 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00'
-2024-11-22 17:37:16,148 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00'
-2024-11-22 17:37:16,148 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00'
-2024-11-22 17:37:16,150 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00'
-2024-11-22 17:37:16,150 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00'
-2024-11-22 17:37:16,153 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00'
-2024-11-22 17:37:16,153 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00'
-2024-11-22 17:37:16,156 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00'
-2024-11-22 17:37:16,156 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00'
-2024-11-22 17:37:16,158 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00'
-2024-11-22 17:37:16,158 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00'
-2024-11-22 17:37:16,160 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00'
-2024-11-22 17:37:16,160 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00'
-2024-11-22 17:37:16,162 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00'
-2024-11-22 17:37:16,162 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00'
-2024-11-22 17:37:16,165 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00'
-2024-11-22 17:37:16,165 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00'
-2024-11-22 17:37:16,167 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00'
-2024-11-22 17:37:16,167 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00'
-2024-11-22 17:37:16,171 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00'
-2024-11-22 17:37:16,171 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00'
-2024-11-22 17:37:16,173 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00'
-2024-11-22 17:37:16,173 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00'
-2024-11-22 17:37:16,176 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00'
-2024-11-22 17:37:16,176 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00'
-2024-11-22 17:37:16,178 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00'
-2024-11-22 17:37:16,178 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00'
-2024-11-22 17:37:16,180 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00'
-2024-11-22 17:37:16,180 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00'
-2024-11-22 17:37:16,183 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00'
-2024-11-22 17:37:16,183 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00'
-2024-11-22 17:37:16,186 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00'
-2024-11-22 17:37:16,186 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00'
-2024-11-22 17:37:16,189 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00'
-2024-11-22 17:37:16,189 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00'
-2024-11-22 17:37:16,191 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00'
-2024-11-22 17:37:16,191 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00'
-2024-11-22 17:37:16,194 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00'
-2024-11-22 17:37:16,194 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00'
-2024-11-22 17:37:16,196 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00'
-2024-11-22 17:37:16,196 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00'
-2024-11-22 17:37:16,199 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00'
-2024-11-22 17:37:16,199 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00'
-2024-11-22 17:37:16,202 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00'
-2024-11-22 17:37:16,202 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00'
-2024-11-22 17:37:16,204 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00'
-2024-11-22 17:37:16,204 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00'
-2024-11-22 17:37:16,207 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00'
-2024-11-22 17:37:16,207 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00'
-2024-11-22 17:37:16,209 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00'
-2024-11-22 17:37:16,209 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00'
-2024-11-22 17:37:16,212 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00'
-2024-11-22 17:37:16,212 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00'
-2024-11-22 17:37:16,214 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00'
-2024-11-22 17:37:16,214 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00'
-2024-11-22 17:37:16,217 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00'
-2024-11-22 17:37:16,217 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00'
-2024-11-22 17:37:16,220 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00'
-2024-11-22 17:37:16,220 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00'
-2024-11-22 17:37:16,223 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00'
-2024-11-22 17:37:16,223 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00'
-2024-11-22 17:37:16,225 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00'
-2024-11-22 17:37:16,225 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00'
-2024-11-22 17:37:16,227 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00'
-2024-11-22 17:37:16,227 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00'
-2024-11-22 17:37:16,230 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00'
-2024-11-22 17:37:16,230 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00'
-2024-11-22 17:37:16,232 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00'
-2024-11-22 17:37:16,232 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00'
-2024-11-22 17:37:16,235 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00'
-2024-11-22 17:37:16,235 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00'
-2024-11-22 17:37:16,238 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00'
-2024-11-22 17:37:16,238 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00'
-2024-11-22 17:37:16,240 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00'
-2024-11-22 17:37:16,240 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00'
-2024-11-22 17:37:16,243 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00'
-2024-11-22 17:37:16,243 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00'
-2024-11-22 17:37:16,245 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00'
-2024-11-22 17:37:16,245 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00'
-2024-11-22 17:37:16,247 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00'
-2024-11-22 17:37:16,247 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00'
-2024-11-22 17:37:16,250 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00'
-2024-11-22 17:37:16,250 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00'
-2024-11-22 17:37:16,252 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00'
-2024-11-22 17:37:16,252 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00'
-2024-11-22 17:37:16,255 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00'
-2024-11-22 17:37:16,255 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00'
-2024-11-22 17:37:16,257 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00'
-2024-11-22 17:37:16,257 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00'
-2024-11-22 17:37:16,259 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00'
-2024-11-22 17:37:16,259 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00'
-2024-11-22 17:37:16,261 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00'
-2024-11-22 17:37:16,261 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00'
-2024-11-22 17:37:16,264 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00'
-2024-11-22 17:37:16,264 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00'
-2024-11-22 17:37:16,266 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00'
-2024-11-22 17:37:16,266 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00'
-2024-11-22 17:37:16,270 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00'
-2024-11-22 17:37:16,270 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00'
-2024-11-22 17:37:16,272 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00'
-2024-11-22 17:37:16,272 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00'
-2024-11-22 17:37:16,275 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00'
-2024-11-22 17:37:16,275 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00'
-2024-11-22 17:37:16,277 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00'
-2024-11-22 17:37:16,277 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00'
-2024-11-22 17:37:16,279 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00'
-2024-11-22 17:37:16,279 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00'
-2024-11-22 17:37:16,282 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00'
-2024-11-22 17:37:16,282 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00'
-2024-11-22 17:37:16,284 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00'
-2024-11-22 17:37:16,284 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00'
-2024-11-22 17:37:16,286 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00'
-2024-11-22 17:37:16,286 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00'
-2024-11-22 17:37:16,289 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00'
-2024-11-22 17:37:16,289 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00'
-2024-11-22 17:37:16,291 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00'
-2024-11-22 17:37:16,291 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00'
-2024-11-22 17:37:16,293 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00'
-2024-11-22 17:37:16,293 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00'
-2024-11-22 17:37:16,296 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00'
-2024-11-22 17:37:16,296 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00'
-2024-11-22 17:37:16,299 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00'
-2024-11-22 17:37:16,299 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00'
-2024-11-22 17:37:16,302 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00'
-2024-11-22 17:37:16,302 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00'
-2024-11-22 17:37:16,305 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00'
-2024-11-22 17:37:16,305 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00'
-2024-11-22 17:37:16,308 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00'
-2024-11-22 17:37:16,308 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00'
-2024-11-22 17:37:16,311 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00'
-2024-11-22 17:37:16,311 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00'
-2024-11-22 17:37:16,313 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00'
-2024-11-22 17:37:16,313 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00'
-2024-11-22 17:37:16,316 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00'
-2024-11-22 17:37:16,316 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00'
-2024-11-22 17:37:16,318 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00'
-2024-11-22 17:37:16,318 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00'
-2024-11-22 17:37:16,321 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00'
-2024-11-22 17:37:16,321 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00'
-2024-11-22 17:37:16,324 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00'
-2024-11-22 17:37:16,324 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00'
-2024-11-22 17:37:16,327 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00'
-2024-11-22 17:37:16,327 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00'
-2024-11-22 17:37:16,330 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00'
-2024-11-22 17:37:16,330 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00'
-2024-11-22 17:37:16,333 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00'
-2024-11-22 17:37:16,333 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00'
-2024-11-22 17:37:16,337 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00'
-2024-11-22 17:37:16,337 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00'
-2024-11-22 17:37:16,340 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00'
-2024-11-22 17:37:16,340 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00'
-2024-11-22 17:37:16,342 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-22 17:37:16,342 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-22 17:37:16,345 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00'
-2024-11-22 17:37:16,345 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00'
-2024-11-22 17:37:16,347 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00'
-2024-11-22 17:37:16,347 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00'
-2024-11-22 17:37:16,350 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00'
-2024-11-22 17:37:16,350 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00'
-2024-11-22 17:37:16,353 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00'
-2024-11-22 17:37:16,353 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00'
-2024-11-22 17:37:16,356 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00'
-2024-11-22 17:37:16,356 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00'
-2024-11-22 17:37:16,358 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00'
-2024-11-22 17:37:16,358 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00'
-2024-11-22 17:37:16,361 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00'
-2024-11-22 17:37:16,361 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00'
-2024-11-22 17:37:16,364 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00'
-2024-11-22 17:37:16,364 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00'
-2024-11-22 17:37:16,366 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00'
-2024-11-22 17:37:16,366 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00'
-2024-11-22 17:37:16,368 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00'
-2024-11-22 17:37:16,368 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00'
-2024-11-22 17:37:16,372 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00'
-2024-11-22 17:37:16,372 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00'
-2024-11-22 17:37:16,375 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-22 17:37:16,375 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-22 17:37:16,378 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00'
-2024-11-22 17:37:16,378 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00'
-2024-11-22 17:37:16,380 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00'
-2024-11-22 17:37:16,380 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00'
-2024-11-22 17:37:16,383 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00'
-2024-11-22 17:37:16,383 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00'
-2024-11-22 17:37:16,386 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00'
-2024-11-22 17:37:16,386 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00'
-2024-11-22 17:37:16,389 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00'
-2024-11-22 17:37:16,389 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00'
-2024-11-22 17:37:16,392 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00'
-2024-11-22 17:37:16,392 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00'
-2024-11-22 17:37:16,395 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00'
-2024-11-22 17:37:16,395 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00'
-2024-11-22 17:37:16,396 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00'
-2024-11-22 17:37:16,396 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00'
-2024-11-22 17:37:16,399 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00'
-2024-11-22 17:37:16,399 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00'
-2024-11-22 17:37:16,402 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00'
-2024-11-22 17:37:16,402 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00'
-2024-11-22 17:37:16,405 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00'
-2024-11-22 17:37:16,405 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00'
-2024-11-22 17:37:16,408 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00'
-2024-11-22 17:37:16,408 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00'
-2024-11-22 17:37:16,410 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00'
-2024-11-22 17:37:16,410 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00'
-2024-11-22 17:37:16,413 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00'
-2024-11-22 17:37:16,413 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00'
-2024-11-22 17:37:16,415 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00'
-2024-11-22 17:37:16,415 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00'
-2024-11-22 17:37:16,418 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00'
-2024-11-22 17:37:16,418 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00'
-2024-11-22 17:37:16,421 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00'
-2024-11-22 17:37:16,421 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00'
-2024-11-22 17:37:16,424 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00'
-2024-11-22 17:37:16,424 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00'
-2024-11-22 17:37:16,426 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00'
-2024-11-22 17:37:16,426 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00'
-2024-11-22 17:37:16,428 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00'
-2024-11-22 17:37:16,428 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00'
-2024-11-22 17:37:16,431 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00'
-2024-11-22 17:37:16,431 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00'
-2024-11-22 17:37:16,434 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00'
-2024-11-22 17:37:16,434 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00'
-2024-11-22 17:37:16,437 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00'
-2024-11-22 17:37:16,437 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00'
-2024-11-22 17:37:16,441 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00'
-2024-11-22 17:37:16,441 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00'
-2024-11-22 17:37:16,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00'
-2024-11-22 17:37:16,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00'
-2024-11-22 17:37:16,447 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00'
-2024-11-22 17:37:16,447 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00'
-2024-11-22 17:37:16,449 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00'
-2024-11-22 17:37:16,449 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00'
-2024-11-22 17:37:16,453 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00'
-2024-11-22 17:37:16,453 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00'
-2024-11-22 17:37:16,456 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00'
-2024-11-22 17:37:16,456 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00'
-2024-11-22 17:37:16,458 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00'
-2024-11-22 17:37:16,458 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00'
-2024-11-22 17:37:16,461 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00'
-2024-11-22 17:37:16,461 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00'
-2024-11-22 17:37:16,463 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00'
-2024-11-22 17:37:16,463 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00'
-2024-11-22 17:37:16,466 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00'
-2024-11-22 17:37:16,466 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00'
-2024-11-22 17:37:16,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00'
-2024-11-22 17:37:16,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00'
-2024-11-22 17:37:16,472 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:37:16,472 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:37:16,475 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00'
-2024-11-22 17:37:16,475 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00'
-2024-11-22 17:37:16,478 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00'
-2024-11-22 17:37:16,478 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00'
-2024-11-22 17:37:16,480 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00'
-2024-11-22 17:37:16,480 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00'
-2024-11-22 17:37:16,483 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00'
-2024-11-22 17:37:16,483 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00'
-2024-11-22 17:37:17,710 - my_logger - INFO - 训练数据绘图end
-2024-11-22 17:37:17,710 - my_logger - INFO - 训练数据绘图end
-2024-11-22 17:37:17,711 - my_logger - INFO - 制作报告ing
-2024-11-22 17:37:17,711 - my_logger - INFO - 制作报告ing
-2024-11-22 17:37:17,827 - my_logger - INFO - 开始绘制价差类指标的相关性直方图
-2024-11-22 17:37:17,827 - my_logger - INFO - 开始绘制价差类指标的相关性直方图
-2024-11-22 17:37:19,785 - my_logger - INFO - 价差类指标的相关性总和为：11.00220131745923
-2024-11-22 17:37:19,785 - my_logger - INFO - 价差类指标的相关性总和为：11.00220131745923
-2024-11-22 17:37:19,787 - my_logger - INFO - 开始绘制价格类指标的相关性直方图
-2024-11-22 17:37:19,787 - my_logger - INFO - 开始绘制价格类指标的相关性直方图
-2024-11-22 17:37:21,543 - my_logger - INFO - 价格类指标的相关性总和为：89.51478600785562
-2024-11-22 17:37:21,543 - my_logger - INFO - 价格类指标的相关性总和为：89.51478600785562
-2024-11-22 17:37:21,544 - my_logger - INFO - 开始绘制供应类指标的相关性直方图
-2024-11-22 17:37:21,544 - my_logger - INFO - 开始绘制供应类指标的相关性直方图
-2024-11-22 17:37:23,231 - my_logger - INFO - 供应类指标的相关性总和为：19.723198205325225
-2024-11-22 17:37:23,231 - my_logger - INFO - 供应类指标的相关性总和为：19.723198205325225
-2024-11-22 17:37:23,232 - my_logger - INFO - 开始绘制其他类指标的相关性直方图
-2024-11-22 17:37:23,232 - my_logger - INFO - 开始绘制其他类指标的相关性直方图
-2024-11-22 17:37:25,247 - my_logger - INFO - 其他类指标的相关性总和为：12.059410628077607
-2024-11-22 17:37:25,247 - my_logger - INFO - 其他类指标的相关性总和为：12.059410628077607
-2024-11-22 17:37:25,248 - my_logger - INFO - 开始绘制库存类指标的相关性直方图
-2024-11-22 17:37:25,248 - my_logger - INFO - 开始绘制库存类指标的相关性直方图
-2024-11-22 17:37:26,995 - my_logger - INFO - 库存类指标的相关性总和为：11.270419620071786
-2024-11-22 17:37:26,995 - my_logger - INFO - 库存类指标的相关性总和为：11.270419620071786
-2024-11-22 17:37:26,997 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图
-2024-11-22 17:37:26,997 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图
-2024-11-22 17:37:27,471 - my_logger - INFO - 进出口类指标的相关性总和为：1.6186883915910082
-2024-11-22 17:37:27,471 - my_logger - INFO - 进出口类指标的相关性总和为：1.6186883915910082
-2024-11-22 17:37:27,474 - my_logger - INFO - 开始绘制需求类指标的相关性直方图
-2024-11-22 17:37:27,474 - my_logger - INFO - 开始绘制需求类指标的相关性直方图
-2024-11-22 17:37:28,709 - my_logger - INFO - 需求类指标的相关性总和为：5.950168891346667
-2024-11-22 17:37:28,709 - my_logger - INFO - 需求类指标的相关性总和为：5.950168891346667
-2024-11-22 17:37:28,711 - my_logger - INFO - 开始绘制相关性总和的气泡图
-2024-11-22 17:37:28,711 - my_logger - INFO - 开始绘制相关性总和的气泡图
-2024-11-22 17:37:29,040 - my_logger - INFO - 绘制相关性总和的气泡图结束
-2024-11-22 17:37:29,040 - my_logger - INFO - 绘制相关性总和的气泡图结束
-2024-11-22 17:38:21,674 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-22 17:38:21,674 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-22 17:38:21,676 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-22 17:38:21,676 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-22 17:38:49,822 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 17:38:49,822 - my_logger - INFO - 删除两月不更新特征前数据量：(2518, 354)
-2024-11-22 17:38:50,220 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 17:38:50,220 - my_logger - INFO - 删除两月不更新特征后数据量：(2518, 311)
-2024-11-22 17:38:50,223 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 311)
-2024-11-22 17:38:50,223 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 311)
-2024-11-22 17:38:50,225 - my_logger - INFO - 删除全为空值的列后数据量：(775, 311)
-2024-11-22 17:38:50,225 - my_logger - INFO - 删除全为空值的列后数据量：(775, 311)
-2024-11-22 17:38:51,910 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 17:38:51,910 - my_logger - INFO -                   日度(216)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-211               PE期货收盘价               
-212               PP连续-1月               
-213               PP连续-5月               
-214               PP连续-9月               
-215                     y               
-
-[216 rows x 2 columns]
-2024-11-22 17:38:51,930 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 17:38:51,930 - my_logger - INFO - 特征信息：总共有308个,日度(216),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-22 17:38:51,932 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 17:38:51,932 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-22 17:38:52,535 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:38:52,535 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:38:52,537 - my_logger - INFO - 开始训练模型...
-2024-11-22 17:38:52,537 - my_logger - INFO - 开始训练模型...
-2024-11-22 17:38:52,538 - my_logger - INFO - 模型训练完成
-2024-11-22 17:38:52,538 - my_logger - INFO - 模型训练完成
-2024-11-22 17:38:52,540 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:38:52,540 - my_logger - INFO - 训练数据绘图ing
-2024-11-22 17:38:53,317 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:38:53,317 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:38:53,634 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00'
-2024-11-22 17:38:53,634 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00'
-2024-11-22 17:38:53,636 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00'
-2024-11-22 17:38:53,636 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00'
-2024-11-22 17:38:53,640 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00'
-2024-11-22 17:38:53,640 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00'
-2024-11-22 17:38:53,642 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00'
-2024-11-22 17:38:53,642 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00'
-2024-11-22 17:38:53,644 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00'
-2024-11-22 17:38:53,644 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00'
-2024-11-22 17:38:53,646 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00'
-2024-11-22 17:38:53,646 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00'
-2024-11-22 17:38:53,648 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00'
-2024-11-22 17:38:53,648 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00'
-2024-11-22 17:38:53,650 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00'
-2024-11-22 17:38:53,650 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00'
-2024-11-22 17:38:53,653 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00'
-2024-11-22 17:38:53,653 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00'
-2024-11-22 17:38:53,655 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00'
-2024-11-22 17:38:53,655 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00'
-2024-11-22 17:38:53,657 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00'
-2024-11-22 17:38:53,657 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00'
-2024-11-22 17:38:53,659 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00'
-2024-11-22 17:38:53,659 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00'
-2024-11-22 17:38:53,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00'
-2024-11-22 17:38:53,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00'
-2024-11-22 17:38:53,664 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00'
-2024-11-22 17:38:53,664 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00'
-2024-11-22 17:38:53,666 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00'
-2024-11-22 17:38:53,666 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00'
-2024-11-22 17:38:53,669 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00'
-2024-11-22 17:38:53,669 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00'
-2024-11-22 17:38:53,671 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00'
-2024-11-22 17:38:53,671 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00'
-2024-11-22 17:38:53,674 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00'
-2024-11-22 17:38:53,674 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00'
-2024-11-22 17:38:53,676 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00'
-2024-11-22 17:38:53,676 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00'
-2024-11-22 17:38:53,678 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00'
-2024-11-22 17:38:53,678 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00'
-2024-11-22 17:38:53,680 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00'
-2024-11-22 17:38:53,680 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00'
-2024-11-22 17:38:53,682 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00'
-2024-11-22 17:38:53,682 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00'
-2024-11-22 17:38:53,685 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-22 17:38:53,685 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-22 17:38:53,687 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00'
-2024-11-22 17:38:53,687 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00'
-2024-11-22 17:38:53,689 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00'
-2024-11-22 17:38:53,689 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00'
-2024-11-22 17:38:53,691 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00'
-2024-11-22 17:38:53,691 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00'
-2024-11-22 17:38:53,693 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00'
-2024-11-22 17:38:53,693 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00'
-2024-11-22 17:38:53,696 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00'
-2024-11-22 17:38:53,696 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00'
-2024-11-22 17:38:53,698 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00'
-2024-11-22 17:38:53,698 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00'
-2024-11-22 17:38:53,701 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00'
-2024-11-22 17:38:53,701 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00'
-2024-11-22 17:38:53,703 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00'
-2024-11-22 17:38:53,703 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00'
-2024-11-22 17:38:53,706 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00'
-2024-11-22 17:38:53,706 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00'
-2024-11-22 17:38:53,708 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00'
-2024-11-22 17:38:53,708 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00'
-2024-11-22 17:38:53,711 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00'
-2024-11-22 17:38:53,711 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00'
-2024-11-22 17:38:53,713 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00'
-2024-11-22 17:38:53,713 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00'
-2024-11-22 17:38:53,715 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00'
-2024-11-22 17:38:53,715 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00'
-2024-11-22 17:38:53,718 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00'
-2024-11-22 17:38:53,718 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00'
-2024-11-22 17:38:53,720 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00'
-2024-11-22 17:38:53,720 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00'
-2024-11-22 17:38:53,722 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00'
-2024-11-22 17:38:53,722 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00'
-2024-11-22 17:38:53,725 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00'
-2024-11-22 17:38:53,725 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00'
-2024-11-22 17:38:53,728 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00'
-2024-11-22 17:38:53,728 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00'
-2024-11-22 17:38:53,730 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00'
-2024-11-22 17:38:53,730 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00'
-2024-11-22 17:38:53,732 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00'
-2024-11-22 17:38:53,732 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00'
-2024-11-22 17:38:53,734 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00'
-2024-11-22 17:38:53,734 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00'
-2024-11-22 17:38:53,737 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00'
-2024-11-22 17:38:53,737 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00'
-2024-11-22 17:38:53,739 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00'
-2024-11-22 17:38:53,739 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00'
-2024-11-22 17:38:53,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00'
-2024-11-22 17:38:53,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00'
-2024-11-22 17:38:53,744 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00'
-2024-11-22 17:38:53,744 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00'
-2024-11-22 17:38:53,747 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00'
-2024-11-22 17:38:53,747 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00'
-2024-11-22 17:38:53,749 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00'
-2024-11-22 17:38:53,749 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00'
-2024-11-22 17:38:53,751 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00'
-2024-11-22 17:38:53,751 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00'
-2024-11-22 17:38:53,753 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00'
-2024-11-22 17:38:53,753 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00'
-2024-11-22 17:38:53,756 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00'
-2024-11-22 17:38:53,756 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00'
-2024-11-22 17:38:53,758 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00'
-2024-11-22 17:38:53,758 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00'
-2024-11-22 17:38:53,760 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00'
-2024-11-22 17:38:53,760 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00'
-2024-11-22 17:38:53,762 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00'
-2024-11-22 17:38:53,762 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00'
-2024-11-22 17:38:53,764 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00'
-2024-11-22 17:38:53,764 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00'
-2024-11-22 17:38:53,766 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00'
-2024-11-22 17:38:53,766 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00'
-2024-11-22 17:38:53,768 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00'
-2024-11-22 17:38:53,768 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00'
-2024-11-22 17:38:53,771 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00'
-2024-11-22 17:38:53,771 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00'
-2024-11-22 17:38:53,773 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00'
-2024-11-22 17:38:53,773 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00'
-2024-11-22 17:38:53,775 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00'
-2024-11-22 17:38:53,775 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00'
-2024-11-22 17:38:53,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00'
-2024-11-22 17:38:53,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00'
-2024-11-22 17:38:53,780 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00'
-2024-11-22 17:38:53,780 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00'
-2024-11-22 17:38:53,782 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00'
-2024-11-22 17:38:53,782 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00'
-2024-11-22 17:38:53,784 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00'
-2024-11-22 17:38:53,784 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00'
-2024-11-22 17:38:53,786 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00'
-2024-11-22 17:38:53,786 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00'
-2024-11-22 17:38:53,789 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00'
-2024-11-22 17:38:53,789 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00'
-2024-11-22 17:38:53,791 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00'
-2024-11-22 17:38:53,791 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00'
-2024-11-22 17:38:53,793 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00'
-2024-11-22 17:38:53,793 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00'
-2024-11-22 17:38:53,796 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00'
-2024-11-22 17:38:53,796 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00'
-2024-11-22 17:38:53,797 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00'
-2024-11-22 17:38:53,797 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00'
-2024-11-22 17:38:53,800 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00'
-2024-11-22 17:38:53,800 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00'
-2024-11-22 17:38:53,802 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00'
-2024-11-22 17:38:53,802 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00'
-2024-11-22 17:38:53,804 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00'
-2024-11-22 17:38:53,804 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00'
-2024-11-22 17:38:53,807 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00'
-2024-11-22 17:38:53,807 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00'
-2024-11-22 17:38:53,809 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00'
-2024-11-22 17:38:53,809 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00'
-2024-11-22 17:38:53,811 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00'
-2024-11-22 17:38:53,811 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00'
-2024-11-22 17:38:53,814 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00'
-2024-11-22 17:38:53,814 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00'
-2024-11-22 17:38:53,816 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00'
-2024-11-22 17:38:53,816 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00'
-2024-11-22 17:38:53,818 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00'
-2024-11-22 17:38:53,818 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00'
-2024-11-22 17:38:53,821 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00'
-2024-11-22 17:38:53,821 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00'
-2024-11-22 17:38:53,824 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00'
-2024-11-22 17:38:53,824 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00'
-2024-11-22 17:38:53,827 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00'
-2024-11-22 17:38:53,827 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00'
-2024-11-22 17:38:53,828 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00'
-2024-11-22 17:38:53,828 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00'
-2024-11-22 17:38:53,831 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00'
-2024-11-22 17:38:53,831 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00'
-2024-11-22 17:38:53,834 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00'
-2024-11-22 17:38:53,834 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00'
-2024-11-22 17:38:53,837 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00'
-2024-11-22 17:38:53,837 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00'
-2024-11-22 17:38:53,839 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00'
-2024-11-22 17:38:53,839 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00'
-2024-11-22 17:38:53,841 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00'
-2024-11-22 17:38:53,841 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00'
-2024-11-22 17:38:53,843 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00'
-2024-11-22 17:38:53,843 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00'
-2024-11-22 17:38:53,845 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00'
-2024-11-22 17:38:53,845 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00'
-2024-11-22 17:38:53,848 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00'
-2024-11-22 17:38:53,848 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00'
-2024-11-22 17:38:53,851 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00'
-2024-11-22 17:38:53,851 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00'
-2024-11-22 17:38:53,853 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00'
-2024-11-22 17:38:53,853 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00'
-2024-11-22 17:38:53,856 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00'
-2024-11-22 17:38:53,856 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00'
-2024-11-22 17:38:53,859 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00'
-2024-11-22 17:38:53,859 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00'
-2024-11-22 17:38:53,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00'
-2024-11-22 17:38:53,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00'
-2024-11-22 17:38:53,862 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00'
-2024-11-22 17:38:53,862 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00'
-2024-11-22 17:38:53,865 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00'
-2024-11-22 17:38:53,865 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00'
-2024-11-22 17:38:53,867 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00'
-2024-11-22 17:38:53,867 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00'
-2024-11-22 17:38:53,870 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00'
-2024-11-22 17:38:53,870 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00'
-2024-11-22 17:38:53,873 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00'
-2024-11-22 17:38:53,873 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00'
-2024-11-22 17:38:53,875 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00'
-2024-11-22 17:38:53,875 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00'
-2024-11-22 17:38:53,877 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00'
-2024-11-22 17:38:53,877 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00'
-2024-11-22 17:38:53,879 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00'
-2024-11-22 17:38:53,879 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00'
-2024-11-22 17:38:53,881 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00'
-2024-11-22 17:38:53,881 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00'
-2024-11-22 17:38:53,883 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00'
-2024-11-22 17:38:53,883 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00'
-2024-11-22 17:38:53,886 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00'
-2024-11-22 17:38:53,886 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00'
-2024-11-22 17:38:53,889 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00'
-2024-11-22 17:38:53,889 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00'
-2024-11-22 17:38:53,891 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00'
-2024-11-22 17:38:53,891 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00'
-2024-11-22 17:38:53,894 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00'
-2024-11-22 17:38:53,894 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00'
-2024-11-22 17:38:53,896 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00'
-2024-11-22 17:38:53,896 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00'
-2024-11-22 17:38:53,898 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00'
-2024-11-22 17:38:53,898 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00'
-2024-11-22 17:38:53,901 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00'
-2024-11-22 17:38:53,901 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00'
-2024-11-22 17:38:53,902 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00'
-2024-11-22 17:38:53,902 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00'
-2024-11-22 17:38:53,905 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00'
-2024-11-22 17:38:53,905 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00'
-2024-11-22 17:38:53,908 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00'
-2024-11-22 17:38:53,908 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00'
-2024-11-22 17:38:53,910 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00'
-2024-11-22 17:38:53,910 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00'
-2024-11-22 17:38:53,912 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00'
-2024-11-22 17:38:53,912 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00'
-2024-11-22 17:38:53,914 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00'
-2024-11-22 17:38:53,914 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00'
-2024-11-22 17:38:53,916 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00'
-2024-11-22 17:38:53,916 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00'
-2024-11-22 17:38:53,919 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00'
-2024-11-22 17:38:53,919 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00'
-2024-11-22 17:38:53,921 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00'
-2024-11-22 17:38:53,921 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00'
-2024-11-22 17:38:53,924 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00'
-2024-11-22 17:38:53,924 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00'
-2024-11-22 17:38:53,926 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00'
-2024-11-22 17:38:53,926 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00'
-2024-11-22 17:38:53,928 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00'
-2024-11-22 17:38:53,928 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00'
-2024-11-22 17:38:53,931 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00'
-2024-11-22 17:38:53,931 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00'
-2024-11-22 17:38:53,933 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00'
-2024-11-22 17:38:53,933 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00'
-2024-11-22 17:38:53,935 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00'
-2024-11-22 17:38:53,935 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00'
-2024-11-22 17:38:53,938 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00'
-2024-11-22 17:38:53,938 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00'
-2024-11-22 17:38:53,940 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00'
-2024-11-22 17:38:53,940 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00'
-2024-11-22 17:38:53,942 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00'
-2024-11-22 17:38:53,942 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00'
-2024-11-22 17:38:53,945 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00'
-2024-11-22 17:38:53,945 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00'
-2024-11-22 17:38:53,948 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00'
-2024-11-22 17:38:53,948 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00'
-2024-11-22 17:38:53,950 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00'
-2024-11-22 17:38:53,950 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00'
-2024-11-22 17:38:53,952 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00'
-2024-11-22 17:38:53,952 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00'
-2024-11-22 17:38:53,955 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00'
-2024-11-22 17:38:53,955 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00'
-2024-11-22 17:38:53,957 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00'
-2024-11-22 17:38:53,957 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00'
-2024-11-22 17:38:53,961 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00'
-2024-11-22 17:38:53,961 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00'
-2024-11-22 17:38:53,963 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00'
-2024-11-22 17:38:53,963 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00'
-2024-11-22 17:38:53,965 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00'
-2024-11-22 17:38:53,965 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00'
-2024-11-22 17:38:53,967 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00'
-2024-11-22 17:38:53,967 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00'
-2024-11-22 17:38:53,970 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00'
-2024-11-22 17:38:53,970 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00'
-2024-11-22 17:38:53,972 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00'
-2024-11-22 17:38:53,972 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00'
-2024-11-22 17:38:53,974 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00'
-2024-11-22 17:38:53,974 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00'
-2024-11-22 17:38:53,977 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00'
-2024-11-22 17:38:53,977 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00'
-2024-11-22 17:38:53,980 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00'
-2024-11-22 17:38:53,980 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00'
-2024-11-22 17:38:53,982 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00'
-2024-11-22 17:38:53,982 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00'
-2024-11-22 17:38:53,984 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00'
-2024-11-22 17:38:53,984 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00'
-2024-11-22 17:38:53,986 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00'
-2024-11-22 17:38:53,986 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00'
-2024-11-22 17:38:53,989 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00'
-2024-11-22 17:38:53,989 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00'
-2024-11-22 17:38:53,992 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00'
-2024-11-22 17:38:53,992 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00'
-2024-11-22 17:38:53,994 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-22 17:38:53,994 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00'
-2024-11-22 17:38:53,996 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00'
-2024-11-22 17:38:53,996 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00'
-2024-11-22 17:38:53,999 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00'
-2024-11-22 17:38:53,999 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00'
-2024-11-22 17:38:54,000 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00'
-2024-11-22 17:38:54,000 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00'
-2024-11-22 17:38:54,003 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00'
-2024-11-22 17:38:54,003 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00'
-2024-11-22 17:38:54,005 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00'
-2024-11-22 17:38:54,005 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00'
-2024-11-22 17:38:54,008 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00'
-2024-11-22 17:38:54,008 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00'
-2024-11-22 17:38:54,010 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00'
-2024-11-22 17:38:54,010 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00'
-2024-11-22 17:38:54,012 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00'
-2024-11-22 17:38:54,012 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00'
-2024-11-22 17:38:54,014 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00'
-2024-11-22 17:38:54,014 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00'
-2024-11-22 17:38:54,017 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00'
-2024-11-22 17:38:54,017 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00'
-2024-11-22 17:38:54,019 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00'
-2024-11-22 17:38:54,019 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00'
-2024-11-22 17:38:54,021 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-22 17:38:54,021 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00'
-2024-11-22 17:38:54,024 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00'
-2024-11-22 17:38:54,024 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00'
-2024-11-22 17:38:54,027 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00'
-2024-11-22 17:38:54,027 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00'
-2024-11-22 17:38:54,029 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00'
-2024-11-22 17:38:54,029 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00'
-2024-11-22 17:38:54,031 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00'
-2024-11-22 17:38:54,031 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00'
-2024-11-22 17:38:54,033 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00'
-2024-11-22 17:38:54,033 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00'
-2024-11-22 17:38:54,035 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00'
-2024-11-22 17:38:54,035 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00'
-2024-11-22 17:38:54,038 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00'
-2024-11-22 17:38:54,038 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00'
-2024-11-22 17:38:54,041 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00'
-2024-11-22 17:38:54,041 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00'
-2024-11-22 17:38:54,043 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00'
-2024-11-22 17:38:54,043 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00'
-2024-11-22 17:38:54,045 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00'
-2024-11-22 17:38:54,045 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00'
-2024-11-22 17:38:54,047 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00'
-2024-11-22 17:38:54,047 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00'
-2024-11-22 17:38:54,049 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00'
-2024-11-22 17:38:54,049 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00'
-2024-11-22 17:38:54,051 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00'
-2024-11-22 17:38:54,051 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00'
-2024-11-22 17:38:54,053 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00'
-2024-11-22 17:38:54,053 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00'
-2024-11-22 17:38:54,056 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00'
-2024-11-22 17:38:54,056 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00'
-2024-11-22 17:38:54,058 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00'
-2024-11-22 17:38:54,058 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00'
-2024-11-22 17:38:54,060 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00'
-2024-11-22 17:38:54,060 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00'
-2024-11-22 17:38:54,062 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00'
-2024-11-22 17:38:54,062 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00'
-2024-11-22 17:38:54,065 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00'
-2024-11-22 17:38:54,065 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00'
-2024-11-22 17:38:54,067 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00'
-2024-11-22 17:38:54,067 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00'
-2024-11-22 17:38:54,069 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00'
-2024-11-22 17:38:54,069 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00'
-2024-11-22 17:38:54,072 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00'
-2024-11-22 17:38:54,072 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00'
-2024-11-22 17:38:54,075 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00'
-2024-11-22 17:38:54,075 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00'
-2024-11-22 17:38:54,077 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00'
-2024-11-22 17:38:54,077 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00'
-2024-11-22 17:38:54,079 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00'
-2024-11-22 17:38:54,079 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00'
-2024-11-22 17:38:54,081 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00'
-2024-11-22 17:38:54,081 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00'
-2024-11-22 17:38:54,083 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00'
-2024-11-22 17:38:54,083 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00'
-2024-11-22 17:38:54,085 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00'
-2024-11-22 17:38:54,085 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00'
-2024-11-22 17:38:54,088 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00'
-2024-11-22 17:38:54,088 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00'
-2024-11-22 17:38:54,090 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00'
-2024-11-22 17:38:54,090 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00'
-2024-11-22 17:38:54,093 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00'
-2024-11-22 17:38:54,093 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00'
-2024-11-22 17:38:54,095 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00'
-2024-11-22 17:38:54,095 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00'
-2024-11-22 17:38:54,097 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00'
-2024-11-22 17:38:54,097 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00'
-2024-11-22 17:38:54,100 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00'
-2024-11-22 17:38:54,100 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00'
-2024-11-22 17:38:54,102 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:38:54,102 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00'
-2024-11-22 17:38:54,104 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00'
-2024-11-22 17:38:54,104 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00'
-2024-11-22 17:38:54,106 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00'
-2024-11-22 17:38:54,106 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00'
-2024-11-22 17:38:54,110 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00'
-2024-11-22 17:38:54,110 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00'
-2024-11-22 17:38:54,112 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00'
-2024-11-22 17:38:54,112 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00'
-2024-11-22 17:38:55,371 - my_logger - INFO - 训练数据绘图end
-2024-11-22 17:38:55,371 - my_logger - INFO - 训练数据绘图end
-2024-11-22 17:38:55,372 - my_logger - INFO - 制作报告ing
-2024-11-22 17:38:55,372 - my_logger - INFO - 制作报告ing
-2024-11-22 17:38:55,490 - my_logger - INFO - 开始绘制价差类指标的相关性直方图
-2024-11-22 17:38:55,490 - my_logger - INFO - 开始绘制价差类指标的相关性直方图
-2024-11-22 17:38:57,395 - my_logger - INFO - 价差类指标的相关性总和为：11.00220131745923
-2024-11-22 17:38:57,395 - my_logger - INFO - 价差类指标的相关性总和为：11.00220131745923
-2024-11-22 17:38:57,396 - my_logger - INFO - 开始绘制价格类指标的相关性直方图
-2024-11-22 17:38:57,396 - my_logger - INFO - 开始绘制价格类指标的相关性直方图
-2024-11-22 17:38:59,112 - my_logger - INFO - 价格类指标的相关性总和为：89.51478600785562
-2024-11-22 17:38:59,112 - my_logger - INFO - 价格类指标的相关性总和为：89.51478600785562
-2024-11-22 17:38:59,114 - my_logger - INFO - 开始绘制供应类指标的相关性直方图
-2024-11-22 17:38:59,114 - my_logger - INFO - 开始绘制供应类指标的相关性直方图
-2024-11-22 17:39:00,875 - my_logger - INFO - 供应类指标的相关性总和为：19.723198205325225
-2024-11-22 17:39:00,875 - my_logger - INFO - 供应类指标的相关性总和为：19.723198205325225
-2024-11-22 17:39:00,877 - my_logger - INFO - 开始绘制其他类指标的相关性直方图
-2024-11-22 17:39:00,877 - my_logger - INFO - 开始绘制其他类指标的相关性直方图
-2024-11-22 17:39:02,925 - my_logger - INFO - 其他类指标的相关性总和为：12.059410628077607
-2024-11-22 17:39:02,925 - my_logger - INFO - 其他类指标的相关性总和为：12.059410628077607
-2024-11-22 17:39:02,927 - my_logger - INFO - 开始绘制库存类指标的相关性直方图
-2024-11-22 17:39:02,927 - my_logger - INFO - 开始绘制库存类指标的相关性直方图
-2024-11-22 17:39:04,651 - my_logger - INFO - 库存类指标的相关性总和为：11.270419620071786
-2024-11-22 17:39:04,651 - my_logger - INFO - 库存类指标的相关性总和为：11.270419620071786
-2024-11-22 17:39:04,653 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图
-2024-11-22 17:39:04,653 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图
-2024-11-22 17:39:05,151 - my_logger - INFO - 进出口类指标的相关性总和为：1.6186883915910082
-2024-11-22 17:39:05,151 - my_logger - INFO - 进出口类指标的相关性总和为：1.6186883915910082
-2024-11-22 17:39:05,153 - my_logger - INFO - 开始绘制需求类指标的相关性直方图
-2024-11-22 17:39:05,153 - my_logger - INFO - 开始绘制需求类指标的相关性直方图
-2024-11-22 17:39:06,408 - my_logger - INFO - 需求类指标的相关性总和为：5.950168891346667
-2024-11-22 17:39:06,408 - my_logger - INFO - 需求类指标的相关性总和为：5.950168891346667
-2024-11-22 17:39:06,409 - my_logger - INFO - 开始绘制相关性总和的气泡图
-2024-11-22 17:39:06,409 - my_logger - INFO - 开始绘制相关性总和的气泡图
-2024-11-22 17:39:06,729 - my_logger - INFO - 绘制相关性总和的气泡图结束
-2024-11-22 17:39:06,729 - my_logger - INFO - 绘制相关性总和的气泡图结束
-2024-11-22 17:39:09,608 - my_logger - INFO - 制作报告end
-2024-11-22 17:39:09,608 - my_logger - INFO - 制作报告end
-2024-11-22 17:39:09,608 - my_logger - INFO - 模型训练完成
-2024-11-22 17:39:09,608 - my_logger - INFO - 模型训练完成
-2024-11-25 16:29:32,957 - my_logger - INFO - 从eta获取数据...
-2024-11-25 16:29:32,957 - my_logger - INFO - 从eta获取数据...
-2024-11-25 16:30:49,271 - my_logger - INFO - 从eta获取数据...
-2024-11-25 16:30:49,271 - my_logger - INFO - 从eta获取数据...
-2024-11-25 16:31:28,009 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和
-2024-11-25 16:31:28,009 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和
-2024-11-25 16:31:28,010 - my_logger - INFO - 跳过指标 PP2409前20多单量
-2024-11-25 16:31:28,010 - my_logger - INFO - 跳过指标 PP2409前20多单量
-2024-11-25 16:31:28,010 - my_logger - INFO - 跳过指标 PP2409前20空单量
-2024-11-25 16:31:28,010 - my_logger - INFO - 跳过指标 PP2409前20空单量
-2024-11-25 16:31:46,405 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506']
-2024-11-25 16:31:46,405 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506']
-2024-11-25 16:31:46,406 - my_logger - INFO - lmcads03 lme comdty
-2024-11-25 16:31:46,406 - my_logger - INFO - lmcads03 lme comdty
-2024-11-25 16:31:46,720 - my_logger - INFO - GC1 COMB Comdty
-2024-11-25 16:31:46,720 - my_logger - INFO - GC1 COMB Comdty
-2024-11-25 16:31:47,227 - my_logger - INFO - C2404171822
-2024-11-25 16:31:47,227 - my_logger - INFO - C2404171822
-2024-11-25 16:31:47,825 - my_logger - INFO - dxy curncy
-2024-11-25 16:31:47,825 - my_logger - INFO - dxy curncy
-2024-11-25 16:31:48,347 - my_logger - INFO - S5443199 
-2024-11-25 16:31:48,347 - my_logger - INFO - S5443199 
-2024-11-25 16:31:48,600 - my_logger - INFO - S5479800
-2024-11-25 16:31:48,600 - my_logger - INFO - S5479800
-2024-11-25 16:31:48,848 - my_logger - INFO - S5443108
-2024-11-25 16:31:48,848 - my_logger - INFO - S5443108
-2024-11-25 16:31:49,101 - my_logger - INFO - H7358586
-2024-11-25 16:31:49,101 - my_logger - INFO - H7358586
-2024-11-25 16:31:49,274 - my_logger - INFO - LC3FM1 INDEX
-2024-11-25 16:31:49,274 - my_logger - INFO - LC3FM1 INDEX
-2024-11-25 16:31:49,485 - my_logger - INFO - CNY REGN Curncy
-2024-11-25 16:31:49,485 - my_logger - INFO - CNY REGN Curncy
-2024-11-25 16:31:50,137 - my_logger - INFO - s0105897
-2024-11-25 16:31:50,137 - my_logger - INFO - s0105897
-2024-11-25 16:31:50,493 - my_logger - INFO - M0067419
-2024-11-25 16:31:50,493 - my_logger - INFO - M0067419
-2024-11-25 16:31:50,823 - my_logger - INFO - M0066351
-2024-11-25 16:31:50,823 - my_logger - INFO - M0066351
-2024-11-25 16:31:51,169 - my_logger - INFO - S0266372
-2024-11-25 16:31:51,169 - my_logger - INFO - S0266372
-2024-11-25 16:31:51,428 - my_logger - INFO - S0266438
-2024-11-25 16:31:51,428 - my_logger - INFO - S0266438
-2024-11-25 16:31:51,702 - my_logger - INFO - S0266506
-2024-11-25 16:31:51,702 - my_logger - INFO - S0266506
-2024-11-25 16:31:52,012 - my_logger - INFO -             date  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  华东聚丙烯基差（折盘面收盘价）  ...  PVC期货主力  PE期货收盘价  PP连续-1月  PP连续-5月  PP连续-9月
-1437  2024-11-25                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-6560  2024-11-24                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-6561  2024-11-23                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-1438  2024-11-22                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-962   2024-11-21                   NaN              NaN              NaN              NaN  ...   5308.0      NaN      NaN      NaN      NaN
-
-[5 rows x 358 columns]
-2024-11-25 16:31:52,012 - my_logger - INFO -             date  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  华东聚丙烯基差（折盘面收盘价）  ...  PVC期货主力  PE期货收盘价  PP连续-1月  PP连续-5月  PP连续-9月
-1437  2024-11-25                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-6560  2024-11-24                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-6561  2024-11-23                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-1438  2024-11-22                   NaN              NaN              NaN              NaN  ...      NaN      NaN      NaN      NaN      NaN
-962   2024-11-21                   NaN              NaN              NaN              NaN  ...   5308.0      NaN      NaN      NaN      NaN
-
-[5 rows x 358 columns]
-2024-11-25 16:32:48,901 - my_logger - INFO - 删除两月不更新特征前数据量：(2521, 355)
-2024-11-25 16:32:48,901 - my_logger - INFO - 删除两月不更新特征前数据量：(2521, 355)
-2024-11-25 16:32:49,304 - my_logger - INFO - 删除两月不更新特征后数据量：(2521, 310)
-2024-11-25 16:32:49,304 - my_logger - INFO - 删除两月不更新特征后数据量：(2521, 310)
-2024-11-25 16:32:49,307 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 310)
-2024-11-25 16:32:49,307 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 310)
-2024-11-25 16:32:49,309 - my_logger - INFO - 删除全为空值的列后数据量：(775, 310)
-2024-11-25 16:32:49,309 - my_logger - INFO - 删除全为空值的列后数据量：(775, 310)
-2024-11-25 16:32:50,956 - my_logger - INFO -                   日度(215)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-210               PE期货收盘价               
-211               PP连续-1月               
-212               PP连续-5月               
-213               PP连续-9月               
-214                     y               
-
-[215 rows x 2 columns]
-2024-11-25 16:32:50,956 - my_logger - INFO -                   日度(215)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-210               PE期货收盘价               
-211               PP连续-1月               
-212               PP连续-5月               
-213               PP连续-9月               
-214                     y               
-
-[215 rows x 2 columns]
-2024-11-25 16:32:50,975 - my_logger - INFO - 特征信息：总共有307个,日度(215),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 16:32:50,975 - my_logger - INFO - 特征信息：总共有307个,日度(215),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 16:32:50,978 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-25 16:32:50,978 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-25 16:32:52,466 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 16:32:52,466 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 16:32:52,469 - my_logger - INFO - 开始训练模型...
-2024-11-25 16:32:52,469 - my_logger - INFO - 开始训练模型...
-2024-11-25 16:32:52,481 - my_logger - INFO - Training set head:
-2024-11-25 16:32:52,481 - my_logger - INFO - Training set head:
-2024-11-25 16:32:52,483 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-750 2021-10-19             -165.5689             57.0            -93.0  ...             0.0            0.0          0.0          1
-749 2021-10-20             -165.5689            198.0             48.0  ...             0.0            0.0          0.0          1
-748 2021-10-21             -165.5689            215.0            -75.0  ...             0.0            0.0          0.0          1
-747 2021-10-22             -165.5689            177.0            -63.0  ...             0.0            0.0          0.0          1
-746 2021-10-25             -165.5689            298.0             -2.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 325 columns]
-2024-11-25 16:32:52,483 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-750 2021-10-19             -165.5689             57.0            -93.0  ...             0.0            0.0          0.0          1
-749 2021-10-20             -165.5689            198.0             48.0  ...             0.0            0.0          0.0          1
-748 2021-10-21             -165.5689            215.0            -75.0  ...             0.0            0.0          0.0          1
-747 2021-10-22             -165.5689            177.0            -63.0  ...             0.0            0.0          0.0          1
-746 2021-10-25             -165.5689            298.0             -2.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 325 columns]
-2024-11-25 16:32:53,008 - my_logger - INFO - 
-Testing set head:
-2024-11-25 16:32:53,008 - my_logger - INFO - 
-Testing set head:
-2024-11-25 16:32:53,009 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-674 2022-02-10              176.3601             98.0           -152.0  ...             0.0            0.0          0.0          1
-673 2022-02-11               23.7001            142.0           -128.0  ...             0.0            0.0          0.0          1
-672 2022-02-14               10.1528            208.0           -152.0  ...             0.0            0.0          0.0          1
-671 2022-02-15               87.2261            168.0           -152.0  ...             0.0            0.0          0.0          1
-670 2022-02-16               25.7618             80.0           -120.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 325 columns]
-2024-11-25 16:32:53,009 - my_logger - INFO -             ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-674 2022-02-10              176.3601             98.0           -152.0  ...             0.0            0.0          0.0          1
-673 2022-02-11               23.7001            142.0           -128.0  ...             0.0            0.0          0.0          1
-672 2022-02-14               10.1528            208.0           -152.0  ...             0.0            0.0          0.0          1
-671 2022-02-15               87.2261            168.0           -152.0  ...             0.0            0.0          0.0          1
-670 2022-02-16               25.7618             80.0           -120.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 325 columns]
-2024-11-25 16:34:33,272 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-25 16:34:33,272 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx
-2024-11-25 16:34:33,273 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-25 16:34:33,273 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 
-2024-11-25 16:35:00,968 - my_logger - INFO - 删除两月不更新特征前数据量：(2521, 355)
-2024-11-25 16:35:00,968 - my_logger - INFO - 删除两月不更新特征前数据量：(2521, 355)
-2024-11-25 16:35:01,351 - my_logger - INFO - 删除两月不更新特征后数据量：(2521, 310)
-2024-11-25 16:35:01,351 - my_logger - INFO - 删除两月不更新特征后数据量：(2521, 310)
-2024-11-25 16:35:01,354 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 310)
-2024-11-25 16:35:01,354 - my_logger - INFO - 删除预测列为空值的行后数据量：(775, 310)
-2024-11-25 16:35:01,356 - my_logger - INFO - 删除全为空值的列后数据量：(775, 310)
-2024-11-25 16:35:01,356 - my_logger - INFO - 删除全为空值的列后数据量：(775, 310)
-2024-11-25 16:35:03,026 - my_logger - INFO -                   日度(215)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-210               PE期货收盘价               
-211               PP连续-1月               
-212               PP连续-5月               
-213               PP连续-9月               
-214                     y               
-
-[215 rows x 2 columns]
-2024-11-25 16:35:03,026 - my_logger - INFO -                   日度(215)         周度(94)
-0    PP主力收盘价拟合残差/丙烷 CP M1      PE注塑开工率/周
-1         华南聚丙烯基差（折盘面收盘价）  PP：看跌比例：中国（周）
-2         华北聚丙烯基差（折盘面收盘价）  PP：看平比例：中国（周）
-3         华东聚丙烯基差（折盘面收盘价）  PP：看升比例：中国（周）
-4                 煤制聚丙烯利润     PP看空情绪指数环差
-..                    ...            ...
-210               PE期货收盘价               
-211               PP连续-1月               
-212               PP连续-5月               
-213               PP连续-9月               
-214                     y               
-
-[215 rows x 2 columns]
-2024-11-25 16:35:03,047 - my_logger - INFO - 特征信息：总共有307个,日度(215),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 16:35:03,047 - my_logger - INFO - 特征信息：总共有307个,日度(215),周度(94), 详看 附1、特征列表
-        数据特征工程：
-    1. 数据日期排序，新日期在最后
-    2. 删除空列，特征数据列没有值，就删除
-    3. 删除近两月不再更新值的指标
-    4. 非日度数据填充为日度数据，填充规则：
-    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
-    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
-        数据特征相关性分析：
-    
-2024-11-25 16:35:03,049 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-25 16:35:03,049 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
-2024-11-25 16:35:03,624 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 16:35:03,624 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00'
-2024-11-25 16:35:03,627 - my_logger - INFO - 开始训练模型...
-2024-11-25 16:35:03,627 - my_logger - INFO - 开始训练模型...
-2024-11-25 16:35:03,637 - my_logger - INFO - Training set head:
-2024-11-25 16:35:03,637 - my_logger - INFO - Training set head:
-2024-11-25 16:35:03,638 - my_logger - INFO -              ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-1133 2021-10-19             -165.5689             57.0            -93.0  ...             0.0            0.0          0.0          1
-1132 2021-10-20             -165.5689            198.0             48.0  ...             0.0            0.0          0.0          1
-1131 2021-10-21             -165.5689            215.0            -75.0  ...             0.0            0.0          0.0          1
-1130 2021-10-22             -165.5689            177.0            -63.0  ...             0.0            0.0          0.0          1
-1127 2021-10-25             -165.5689            298.0             -2.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 325 columns]
-2024-11-25 16:35:03,638 - my_logger - INFO -              ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-1133 2021-10-19             -165.5689             57.0            -93.0  ...             0.0            0.0          0.0          1
-1132 2021-10-20             -165.5689            198.0             48.0  ...             0.0            0.0          0.0          1
-1131 2021-10-21             -165.5689            215.0            -75.0  ...             0.0            0.0          0.0          1
-1130 2021-10-22             -165.5689            177.0            -63.0  ...             0.0            0.0          0.0          1
-1127 2021-10-25             -165.5689            298.0             -2.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 325 columns]
-2024-11-25 16:35:04,161 - my_logger - INFO - 
-Testing set head:
-2024-11-25 16:35:04,161 - my_logger - INFO - 
-Testing set head:
-2024-11-25 16:35:04,163 - my_logger - INFO -              ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-1019 2022-02-10              176.3601             98.0           -152.0  ...             0.0            0.0          0.0          1
-1018 2022-02-11               23.7001            142.0           -128.0  ...             0.0            0.0          0.0          1
-1015 2022-02-14               10.1528            208.0           -152.0  ...             0.0            0.0          0.0          1
-1014 2022-02-15               87.2261            168.0           -152.0  ...             0.0            0.0          0.0          1
-1013 2022-02-16               25.7618             80.0           -120.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 325 columns]
-2024-11-25 16:35:04,163 - my_logger - INFO -              ds  PP主力收盘价拟合残差/丙烷 CP M1  华南聚丙烯基差（折盘面收盘价）  华北聚丙烯基差（折盘面收盘价）  ...  is_quarter_end  is_year_start  is_year_end  unique_id
-1019 2022-02-10              176.3601             98.0           -152.0  ...             0.0            0.0          0.0          1
-1018 2022-02-11               23.7001            142.0           -128.0  ...             0.0            0.0          0.0          1
-1015 2022-02-14               10.1528            208.0           -152.0  ...             0.0            0.0          0.0          1
-1014 2022-02-15               87.2261            168.0           -152.0  ...             0.0            0.0          0.0          1
-1013 2022-02-16               25.7618             80.0           -120.0  ...             0.0            0.0          0.0          1
-
-[5 rows x 325 columns]
-2024-11-25 16:42:01,612 - my_logger - INFO - 模型训练完成
-2024-11-25 16:42:01,612 - my_logger - INFO - 模型训练完成
-2024-11-25 16:42:01,613 - my_logger - INFO - 训练数据绘图ing
-2024-11-25 16:42:01,613 - my_logger - INFO - 训练数据绘图ing
-2024-11-25 16:42:02,670 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.76', Informer = '7291.24', LSTM = '7371.61', iTransformer = '7345.57', TSMixer = '7280.01', TSMixerx = '7281.39', PatchTST = '7264.79', RNN = '7272.59', GRU = '7340.42', TCN = '7411.86', BiTCN = '7303.16', DilatedRNN = '7345.0', MLP = '7281.15', DLinear = '7277.24', NLinear = '7261.16', TFT = '7283.5', StemGNN = '7269.53', MLPMultivariate = '7279.63', TiDE = '7279.09', DeepNPTS = '7271.77', y = '7242.5', min_within_quantile = '7261.16', max_within_quantile = '7411.86' WHERE ds = '2024-02-02 00:00:00'
-2024-11-25 16:42:02,670 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.76', Informer = '7291.24', LSTM = '7371.61', iTransformer = '7345.57', TSMixer = '7280.01', TSMixerx = '7281.39', PatchTST = '7264.79', RNN = '7272.59', GRU = '7340.42', TCN = '7411.86', BiTCN = '7303.16', DilatedRNN = '7345.0', MLP = '7281.15', DLinear = '7277.24', NLinear = '7261.16', TFT = '7283.5', StemGNN = '7269.53', MLPMultivariate = '7279.63', TiDE = '7279.09', DeepNPTS = '7271.77', y = '7242.5', min_within_quantile = '7261.16', max_within_quantile = '7411.86' WHERE ds = '2024-02-02 00:00:00'
-2024-11-25 16:42:02,674 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7241.74', Informer = '7243.19', LSTM = '7349.09', iTransformer = '7285.05', TSMixer = '7244.99', TSMixerx = '7255.34', PatchTST = '7234.49', RNN = '7239.26', GRU = '7316.72', TCN = '7392.48', BiTCN = '7278.45', DilatedRNN = '7322.16', MLP = '7246.36', DLinear = '7244.19', NLinear = '7240.8', TFT = '7210.9', StemGNN = '7265.12', MLPMultivariate = '7232.47', TiDE = '7244.08', DeepNPTS = '7301.79', y = '7240.0', min_within_quantile = '7210.9', max_within_quantile = '7392.48' WHERE ds = '2024-02-04 00:00:00'
-2024-11-25 16:42:02,674 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7241.74', Informer = '7243.19', LSTM = '7349.09', iTransformer = '7285.05', TSMixer = '7244.99', TSMixerx = '7255.34', PatchTST = '7234.49', RNN = '7239.26', GRU = '7316.72', TCN = '7392.48', BiTCN = '7278.45', DilatedRNN = '7322.16', MLP = '7246.36', DLinear = '7244.19', NLinear = '7240.8', TFT = '7210.9', StemGNN = '7265.12', MLPMultivariate = '7232.47', TiDE = '7244.08', DeepNPTS = '7301.79', y = '7240.0', min_within_quantile = '7210.9', max_within_quantile = '7392.48' WHERE ds = '2024-02-04 00:00:00'
-2024-11-25 16:42:02,679 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7233.59', Informer = '7237.45', LSTM = '7348.15', iTransformer = '7260.67', TSMixer = '7232.47', TSMixerx = '7235.52', PatchTST = '7227.98', RNN = '7239.73', GRU = '7318.04', TCN = '7378.93', BiTCN = '7258.91', DilatedRNN = '7318.83', MLP = '7241.68', DLinear = '7229.4', NLinear = '7231.87', TFT = '7197.2', StemGNN = '7260.54', MLPMultivariate = '7221.45', TiDE = '7235.74', DeepNPTS = '7307.94', y = '7227.5', min_within_quantile = '7197.2', max_within_quantile = '7378.93' WHERE ds = '2024-02-05 00:00:00'
-2024-11-25 16:42:02,679 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7233.59', Informer = '7237.45', LSTM = '7348.15', iTransformer = '7260.67', TSMixer = '7232.47', TSMixerx = '7235.52', PatchTST = '7227.98', RNN = '7239.73', GRU = '7318.04', TCN = '7378.93', BiTCN = '7258.91', DilatedRNN = '7318.83', MLP = '7241.68', DLinear = '7229.4', NLinear = '7231.87', TFT = '7197.2', StemGNN = '7260.54', MLPMultivariate = '7221.45', TiDE = '7235.74', DeepNPTS = '7307.94', y = '7227.5', min_within_quantile = '7197.2', max_within_quantile = '7378.93' WHERE ds = '2024-02-05 00:00:00'
-2024-11-25 16:42:02,684 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7223.33', Informer = '7219.58', LSTM = '7338.29', iTransformer = '7243.23', TSMixer = '7220.34', TSMixerx = '7223.02', PatchTST = '7209.64', RNN = '7230.95', GRU = '7305.82', TCN = '7368.15', BiTCN = '7236.67', DilatedRNN = '7310.08', MLP = '7233.32', DLinear = '7211.32', NLinear = '7216.73', TFT = '7170.77', StemGNN = '7255.42', MLPMultivariate = '7208.78', TiDE = '7222.9', DeepNPTS = '7302.89', y = '7246.67', min_within_quantile = '7170.77', max_within_quantile = '7368.15' WHERE ds = '2024-02-06 00:00:00'
-2024-11-25 16:42:02,684 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7223.33', Informer = '7219.58', LSTM = '7338.29', iTransformer = '7243.23', TSMixer = '7220.34', TSMixerx = '7223.02', PatchTST = '7209.64', RNN = '7230.95', GRU = '7305.82', TCN = '7368.15', BiTCN = '7236.67', DilatedRNN = '7310.08', MLP = '7233.32', DLinear = '7211.32', NLinear = '7216.73', TFT = '7170.77', StemGNN = '7255.42', MLPMultivariate = '7208.78', TiDE = '7222.9', DeepNPTS = '7302.89', y = '7246.67', min_within_quantile = '7170.77', max_within_quantile = '7368.15' WHERE ds = '2024-02-06 00:00:00'
-2024-11-25 16:42:02,688 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7235.54', Informer = '7207.51', LSTM = '7352.68', iTransformer = '7221.87', TSMixer = '7234.58', TSMixerx = '7242.35', PatchTST = '7235.69', RNN = '7253.35', GRU = '7323.68', TCN = '7374.32', BiTCN = '7222.98', DilatedRNN = '7324.79', MLP = '7249.85', DLinear = '7235.61', NLinear = '7234.64', TFT = '7199.92', StemGNN = '7251.49', MLPMultivariate = '7193.5', TiDE = '7236.83', DeepNPTS = '7264.04', y = '7255.0', min_within_quantile = '7193.5', max_within_quantile = '7374.32' WHERE ds = '2024-02-07 00:00:00'
-2024-11-25 16:42:02,688 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7235.54', Informer = '7207.51', LSTM = '7352.68', iTransformer = '7221.87', TSMixer = '7234.58', TSMixerx = '7242.35', PatchTST = '7235.69', RNN = '7253.35', GRU = '7323.68', TCN = '7374.32', BiTCN = '7222.98', DilatedRNN = '7324.79', MLP = '7249.85', DLinear = '7235.61', NLinear = '7234.64', TFT = '7199.92', StemGNN = '7251.49', MLPMultivariate = '7193.5', TiDE = '7236.83', DeepNPTS = '7264.04', y = '7255.0', min_within_quantile = '7193.5', max_within_quantile = '7374.32' WHERE ds = '2024-02-07 00:00:00'
-2024-11-25 16:42:02,693 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.08', Informer = '7214.77', LSTM = '7357.28', iTransformer = '7206.78', TSMixer = '7250.53', TSMixerx = '7248.01', PatchTST = '7248.01', RNN = '7263.69', GRU = '7326.24', TCN = '7377.97', BiTCN = '7215.38', DilatedRNN = '7330.58', MLP = '7254.22', DLinear = '7248.44', NLinear = '7255.2', TFT = '7211.56', StemGNN = '7248.13', MLPMultivariate = '7188.24', TiDE = '7250.05', DeepNPTS = '7240.76', y = '7270.0', min_within_quantile = '7188.24', max_within_quantile = '7377.97' WHERE ds = '2024-02-08 00:00:00'
-2024-11-25 16:42:02,693 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.08', Informer = '7214.77', LSTM = '7357.28', iTransformer = '7206.78', TSMixer = '7250.53', TSMixerx = '7248.01', PatchTST = '7248.01', RNN = '7263.69', GRU = '7326.24', TCN = '7377.97', BiTCN = '7215.38', DilatedRNN = '7330.58', MLP = '7254.22', DLinear = '7248.44', NLinear = '7255.2', TFT = '7211.56', StemGNN = '7248.13', MLPMultivariate = '7188.24', TiDE = '7250.05', DeepNPTS = '7240.76', y = '7270.0', min_within_quantile = '7188.24', max_within_quantile = '7377.97' WHERE ds = '2024-02-08 00:00:00'
-2024-11-25 16:42:02,699 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7259.39', Informer = '7213.71', LSTM = '7368.49', iTransformer = '7200.57', TSMixer = '7264.89', TSMixerx = '7253.14', PatchTST = '7265.54', RNN = '7275.33', GRU = '7339.23', TCN = '7385.78', BiTCN = '7216.06', DilatedRNN = '7340.57', MLP = '7257.06', DLinear = '7256.91', NLinear = '7270.58', TFT = '7238.16', StemGNN = '7245.64', MLPMultivariate = '7185.42', TiDE = '7269.49', DeepNPTS = '7227.96', y = '7336.67', min_within_quantile = '7185.42', max_within_quantile = '7385.78' WHERE ds = '2024-02-18 00:00:00'
-2024-11-25 16:42:02,699 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7259.39', Informer = '7213.71', LSTM = '7368.49', iTransformer = '7200.57', TSMixer = '7264.89', TSMixerx = '7253.14', PatchTST = '7265.54', RNN = '7275.33', GRU = '7339.23', TCN = '7385.78', BiTCN = '7216.06', DilatedRNN = '7340.57', MLP = '7257.06', DLinear = '7256.91', NLinear = '7270.58', TFT = '7238.16', StemGNN = '7245.64', MLPMultivariate = '7185.42', TiDE = '7269.49', DeepNPTS = '7227.96', y = '7336.67', min_within_quantile = '7185.42', max_within_quantile = '7385.78' WHERE ds = '2024-02-18 00:00:00'
-2024-11-25 16:42:02,704 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7325.23', Informer = '7286.37', LSTM = '7417.65', iTransformer = '7262.9', TSMixer = '7321.81', TSMixerx = '7302.53', PatchTST = '7334.84', RNN = '7350.27', GRU = '7395.1', TCN = '7427.24', BiTCN = '7278.28', DilatedRNN = '7386.7', MLP = '7292.64', DLinear = '7325.68', NLinear = '7349.57', TFT = '7318.93', StemGNN = '7245.06', MLPMultivariate = '7227.91', TiDE = '7323.83', DeepNPTS = '7317.33', y = '7350.0', min_within_quantile = '7227.91', max_within_quantile = '7427.24' WHERE ds = '2024-02-19 00:00:00'
-2024-11-25 16:42:02,704 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7325.23', Informer = '7286.37', LSTM = '7417.65', iTransformer = '7262.9', TSMixer = '7321.81', TSMixerx = '7302.53', PatchTST = '7334.84', RNN = '7350.27', GRU = '7395.1', TCN = '7427.24', BiTCN = '7278.28', DilatedRNN = '7386.7', MLP = '7292.64', DLinear = '7325.68', NLinear = '7349.57', TFT = '7318.93', StemGNN = '7245.06', MLPMultivariate = '7227.91', TiDE = '7323.83', DeepNPTS = '7317.33', y = '7350.0', min_within_quantile = '7227.91', max_within_quantile = '7427.24' WHERE ds = '2024-02-19 00:00:00'
-2024-11-25 16:42:02,709 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7339.88', Informer = '7324.69', LSTM = '7424.29', iTransformer = '7296.74', TSMixer = '7342.21', TSMixerx = '7361.08', PatchTST = '7361.73', RNN = '7359.69', GRU = '7396.44', TCN = '7432.01', BiTCN = '7347.12', DilatedRNN = '7396.12', MLP = '7318.69', DLinear = '7341.37', NLinear = '7355.82', TFT = '7336.45', StemGNN = '7244.78', MLPMultivariate = '7274.91', TiDE = '7342.59', DeepNPTS = '7342.19', y = '7335.0', min_within_quantile = '7244.78', max_within_quantile = '7432.01' WHERE ds = '2024-02-20 00:00:00'
-2024-11-25 16:42:02,709 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7339.88', Informer = '7324.69', LSTM = '7424.29', iTransformer = '7296.74', TSMixer = '7342.21', TSMixerx = '7361.08', PatchTST = '7361.73', RNN = '7359.69', GRU = '7396.44', TCN = '7432.01', BiTCN = '7347.12', DilatedRNN = '7396.12', MLP = '7318.69', DLinear = '7341.37', NLinear = '7355.82', TFT = '7336.45', StemGNN = '7244.78', MLPMultivariate = '7274.91', TiDE = '7342.59', DeepNPTS = '7342.19', y = '7335.0', min_within_quantile = '7244.78', max_within_quantile = '7432.01' WHERE ds = '2024-02-20 00:00:00'
-2024-11-25 16:42:02,713 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7335.52', Informer = '7299.71', LSTM = '7414.47', iTransformer = '7303.06', TSMixer = '7337.03', TSMixerx = '7402.93', PatchTST = '7337.13', RNN = '7334.02', GRU = '7386.18', TCN = '7430.95', BiTCN = '7376.48', DilatedRNN = '7390.37', MLP = '7332.29', DLinear = '7346.27', NLinear = '7335.22', TFT = '7329.83', StemGNN = '7244.23', MLPMultivariate = '7288.65', TiDE = '7331.46', DeepNPTS = '7333.34', y = '7297.5', min_within_quantile = '7244.23', max_within_quantile = '7430.95' WHERE ds = '2024-02-21 00:00:00'
-2024-11-25 16:42:02,713 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7335.52', Informer = '7299.71', LSTM = '7414.47', iTransformer = '7303.06', TSMixer = '7337.03', TSMixerx = '7402.93', PatchTST = '7337.13', RNN = '7334.02', GRU = '7386.18', TCN = '7430.95', BiTCN = '7376.48', DilatedRNN = '7390.37', MLP = '7332.29', DLinear = '7346.27', NLinear = '7335.22', TFT = '7329.83', StemGNN = '7244.23', MLPMultivariate = '7288.65', TiDE = '7331.46', DeepNPTS = '7333.34', y = '7297.5', min_within_quantile = '7244.23', max_within_quantile = '7430.95' WHERE ds = '2024-02-21 00:00:00'
-2024-11-25 16:42:02,718 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7298.65', Informer = '7292.26', LSTM = '7386.83', iTransformer = '7274.07', TSMixer = '7304.39', TSMixerx = '7347.16', PatchTST = '7289.56', RNN = '7293.35', GRU = '7355.95', TCN = '7416.57', BiTCN = '7359.6', DilatedRNN = '7365.58', MLP = '7320.29', DLinear = '7309.49', NLinear = '7294.54', TFT = '7258.35', StemGNN = '7242.81', MLPMultivariate = '7263.62', TiDE = '7296.49', DeepNPTS = '7301.66', y = '7285.0', min_within_quantile = '7242.81', max_within_quantile = '7416.57' WHERE ds = '2024-02-22 00:00:00'
-2024-11-25 16:42:02,718 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7298.65', Informer = '7292.26', LSTM = '7386.83', iTransformer = '7274.07', TSMixer = '7304.39', TSMixerx = '7347.16', PatchTST = '7289.56', RNN = '7293.35', GRU = '7355.95', TCN = '7416.57', BiTCN = '7359.6', DilatedRNN = '7365.58', MLP = '7320.29', DLinear = '7309.49', NLinear = '7294.54', TFT = '7258.35', StemGNN = '7242.81', MLPMultivariate = '7263.62', TiDE = '7296.49', DeepNPTS = '7301.66', y = '7285.0', min_within_quantile = '7242.81', max_within_quantile = '7416.57' WHERE ds = '2024-02-22 00:00:00'
-2024-11-25 16:42:02,723 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7290.68', Informer = '7297.03', LSTM = '7379.48', iTransformer = '7244.4', TSMixer = '7286.08', TSMixerx = '7312.3', PatchTST = '7278.29', RNN = '7278.67', GRU = '7350.97', TCN = '7404.99', BiTCN = '7335.18', DilatedRNN = '7353.4', MLP = '7313.97', DLinear = '7291.54', NLinear = '7280.86', TFT = '7255.98', StemGNN = '7241.47', MLPMultivariate = '7246.8', TiDE = '7282.43', DeepNPTS = '7302.35', y = '7306.67', min_within_quantile = '7241.47', max_within_quantile = '7404.99' WHERE ds = '2024-02-23 00:00:00'
-2024-11-25 16:42:02,723 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7290.68', Informer = '7297.03', LSTM = '7379.48', iTransformer = '7244.4', TSMixer = '7286.08', TSMixerx = '7312.3', PatchTST = '7278.29', RNN = '7278.67', GRU = '7350.97', TCN = '7404.99', BiTCN = '7335.18', DilatedRNN = '7353.4', MLP = '7313.97', DLinear = '7291.54', NLinear = '7280.86', TFT = '7255.98', StemGNN = '7241.47', MLPMultivariate = '7246.8', TiDE = '7282.43', DeepNPTS = '7302.35', y = '7306.67', min_within_quantile = '7241.47', max_within_quantile = '7404.99' WHERE ds = '2024-02-23 00:00:00'
-2024-11-25 16:42:02,728 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7311.94', Informer = '7345.33', LSTM = '7395.41', iTransformer = '7233.58', TSMixer = '7295.73', TSMixerx = '7308.59', PatchTST = '7306.23', RNN = '7307.71', GRU = '7369.64', TCN = '7414.18', BiTCN = '7345.39', DilatedRNN = '7364.4', MLP = '7342.14', DLinear = '7295.41', NLinear = '7305.0', TFT = '7278.45', StemGNN = '7241.52', MLPMultivariate = '7283.35', TiDE = '7297.1', DeepNPTS = '7372.79', y = '7292.5', min_within_quantile = '7233.58', max_within_quantile = '7414.18' WHERE ds = '2024-02-26 00:00:00'
-2024-11-25 16:42:02,728 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7311.94', Informer = '7345.33', LSTM = '7395.41', iTransformer = '7233.58', TSMixer = '7295.73', TSMixerx = '7308.59', PatchTST = '7306.23', RNN = '7307.71', GRU = '7369.64', TCN = '7414.18', BiTCN = '7345.39', DilatedRNN = '7364.4', MLP = '7342.14', DLinear = '7295.41', NLinear = '7305.0', TFT = '7278.45', StemGNN = '7241.52', MLPMultivariate = '7283.35', TiDE = '7297.1', DeepNPTS = '7372.79', y = '7292.5', min_within_quantile = '7233.58', max_within_quantile = '7414.18' WHERE ds = '2024-02-26 00:00:00'
-2024-11-25 16:42:02,733 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7306.37', Informer = '7332.44', LSTM = '7383.31', iTransformer = '7232.83', TSMixer = '7288.34', TSMixerx = '7306.04', PatchTST = '7304.01', RNN = '7293.75', GRU = '7352.97', TCN = '7404.35', BiTCN = '7329.65', DilatedRNN = '7353.96', MLP = '7336.71', DLinear = '7287.73', NLinear = '7284.19', TFT = '7250.14', StemGNN = '7241.89', MLPMultivariate = '7288.82', TiDE = '7288.67', DeepNPTS = '7377.31', y = '7306.67', min_within_quantile = '7232.83', max_within_quantile = '7404.35' WHERE ds = '2024-02-27 00:00:00'
-2024-11-25 16:42:02,733 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7306.37', Informer = '7332.44', LSTM = '7383.31', iTransformer = '7232.83', TSMixer = '7288.34', TSMixerx = '7306.04', PatchTST = '7304.01', RNN = '7293.75', GRU = '7352.97', TCN = '7404.35', BiTCN = '7329.65', DilatedRNN = '7353.96', MLP = '7336.71', DLinear = '7287.73', NLinear = '7284.19', TFT = '7250.14', StemGNN = '7241.89', MLPMultivariate = '7288.82', TiDE = '7288.67', DeepNPTS = '7377.31', y = '7306.67', min_within_quantile = '7232.83', max_within_quantile = '7404.35' WHERE ds = '2024-02-27 00:00:00'
-2024-11-25 16:42:02,738 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7331.77', Informer = '7333.02', LSTM = '7395.92', iTransformer = '7353.83', TSMixer = '7300.75', TSMixerx = '7316.07', PatchTST = '7341.65', RNN = '7309.59', GRU = '7369.7', TCN = '7407.74', BiTCN = '7330.2', DilatedRNN = '7367.3', MLP = '7336.94', DLinear = '7309.69', NLinear = '7306.65', TFT = '7282.66', StemGNN = '7243.0', MLPMultivariate = '7306.07', TiDE = '7306.7', DeepNPTS = '7366.79', y = '7353.33', min_within_quantile = '7243.0', max_within_quantile = '7407.74' WHERE ds = '2024-02-28 00:00:00'
-2024-11-25 16:42:02,738 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7331.77', Informer = '7333.02', LSTM = '7395.92', iTransformer = '7353.83', TSMixer = '7300.75', TSMixerx = '7316.07', PatchTST = '7341.65', RNN = '7309.59', GRU = '7369.7', TCN = '7407.74', BiTCN = '7330.2', DilatedRNN = '7367.3', MLP = '7336.94', DLinear = '7309.69', NLinear = '7306.65', TFT = '7282.66', StemGNN = '7243.0', MLPMultivariate = '7306.07', TiDE = '7306.7', DeepNPTS = '7366.79', y = '7353.33', min_within_quantile = '7243.0', max_within_quantile = '7407.74' WHERE ds = '2024-02-28 00:00:00'
-2024-11-25 16:42:02,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.02', Informer = '7369.75', LSTM = '7429.27', iTransformer = '7319.7', TSMixer = '7339.49', TSMixerx = '7345.22', PatchTST = '7384.17', RNN = '7365.24', GRU = '7406.44', TCN = '7425.74', BiTCN = '7344.67', DilatedRNN = '7398.24', MLP = '7360.25', DLinear = '7343.59', NLinear = '7360.55', TFT = '7371.17', StemGNN = '7244.44', MLPMultivariate = '7333.06', TiDE = '7345.11', DeepNPTS = '7372.5', y = '7325.0', min_within_quantile = '7244.44', max_within_quantile = '7429.27' WHERE ds = '2024-02-29 00:00:00'
-2024-11-25 16:42:02,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.02', Informer = '7369.75', LSTM = '7429.27', iTransformer = '7319.7', TSMixer = '7339.49', TSMixerx = '7345.22', PatchTST = '7384.17', RNN = '7365.24', GRU = '7406.44', TCN = '7425.74', BiTCN = '7344.67', DilatedRNN = '7398.24', MLP = '7360.25', DLinear = '7343.59', NLinear = '7360.55', TFT = '7371.17', StemGNN = '7244.44', MLPMultivariate = '7333.06', TiDE = '7345.11', DeepNPTS = '7372.5', y = '7325.0', min_within_quantile = '7244.44', max_within_quantile = '7429.27' WHERE ds = '2024-02-29 00:00:00'
-2024-11-25 16:42:02,748 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7324.46', Informer = '7328.61', LSTM = '7405.85', iTransformer = '7280.27', TSMixer = '7317.92', TSMixerx = '7320.19', PatchTST = '7327.04', RNN = '7323.29', GRU = '7374.99', TCN = '7412.99', BiTCN = '7313.7', DilatedRNN = '7377.09', MLP = '7327.18', DLinear = '7311.1', NLinear = '7327.11', TFT = '7305.03', StemGNN = '7246.07', MLPMultivariate = '7307.84', TiDE = '7319.23', DeepNPTS = '7328.24', y = '7343.33', min_within_quantile = '7246.07', max_within_quantile = '7412.99' WHERE ds = '2024-03-01 00:00:00'
-2024-11-25 16:42:02,748 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7324.46', Informer = '7328.61', LSTM = '7405.85', iTransformer = '7280.27', TSMixer = '7317.92', TSMixerx = '7320.19', PatchTST = '7327.04', RNN = '7323.29', GRU = '7374.99', TCN = '7412.99', BiTCN = '7313.7', DilatedRNN = '7377.09', MLP = '7327.18', DLinear = '7311.1', NLinear = '7327.11', TFT = '7305.03', StemGNN = '7246.07', MLPMultivariate = '7307.84', TiDE = '7319.23', DeepNPTS = '7328.24', y = '7343.33', min_within_quantile = '7246.07', max_within_quantile = '7412.99' WHERE ds = '2024-03-01 00:00:00'
-2024-11-25 16:42:02,754 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7339.6', Informer = '7348.98', LSTM = '7422.92', iTransformer = '7271.6', TSMixer = '7329.28', TSMixerx = '7358.78', PatchTST = '7328.53', RNN = '7342.99', GRU = '7399.43', TCN = '7441.33', BiTCN = '7305.66', DilatedRNN = '7393.88', MLP = '7316.95', DLinear = '7331.71', NLinear = '7335.31', TFT = '7351.46', StemGNN = '7247.63', MLPMultivariate = '7299.46', TiDE = '7330.48', DeepNPTS = '7343.17', y = '7330.0', min_within_quantile = '7247.63', max_within_quantile = '7441.33' WHERE ds = '2024-03-04 00:00:00'
-2024-11-25 16:42:02,754 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7339.6', Informer = '7348.98', LSTM = '7422.92', iTransformer = '7271.6', TSMixer = '7329.28', TSMixerx = '7358.78', PatchTST = '7328.53', RNN = '7342.99', GRU = '7399.43', TCN = '7441.33', BiTCN = '7305.66', DilatedRNN = '7393.88', MLP = '7316.95', DLinear = '7331.71', NLinear = '7335.31', TFT = '7351.46', StemGNN = '7247.63', MLPMultivariate = '7299.46', TiDE = '7330.48', DeepNPTS = '7343.17', y = '7330.0', min_within_quantile = '7247.63', max_within_quantile = '7441.33' WHERE ds = '2024-03-04 00:00:00'
-2024-11-25 16:42:02,758 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7312.32', Informer = '7343.39', LSTM = '7410.4', iTransformer = '7261.17', TSMixer = '7318.18', TSMixerx = '7345.45', PatchTST = '7299.98', RNN = '7331.46', GRU = '7381.52', TCN = '7446.68', BiTCN = '7300.65', DilatedRNN = '7382.86', MLP = '7306.2', DLinear = '7320.88', NLinear = '7319.74', TFT = '7299.79', StemGNN = '7248.49', MLPMultivariate = '7289.25', TiDE = '7317.06', DeepNPTS = '7329.14', y = '7310.0', min_within_quantile = '7248.49', max_within_quantile = '7446.68' WHERE ds = '2024-03-05 00:00:00'
-2024-11-25 16:42:02,758 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7312.32', Informer = '7343.39', LSTM = '7410.4', iTransformer = '7261.17', TSMixer = '7318.18', TSMixerx = '7345.45', PatchTST = '7299.98', RNN = '7331.46', GRU = '7381.52', TCN = '7446.68', BiTCN = '7300.65', DilatedRNN = '7382.86', MLP = '7306.2', DLinear = '7320.88', NLinear = '7319.74', TFT = '7299.79', StemGNN = '7248.49', MLPMultivariate = '7289.25', TiDE = '7317.06', DeepNPTS = '7329.14', y = '7310.0', min_within_quantile = '7248.49', max_within_quantile = '7446.68' WHERE ds = '2024-03-05 00:00:00'
-2024-11-25 16:42:02,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7298.23', Informer = '7334.77', LSTM = '7397.01', iTransformer = '7257.72', TSMixer = '7301.42', TSMixerx = '7327.31', PatchTST = '7291.47', RNN = '7302.48', GRU = '7368.86', TCN = '7446.03', BiTCN = '7297.72', DilatedRNN = '7369.57', MLP = '7302.67', DLinear = '7303.32', NLinear = '7295.14', TFT = '7289.08', StemGNN = '7248.59', MLPMultivariate = '7277.38', TiDE = '7298.75', DeepNPTS = '7298.03', y = '7297.5', min_within_quantile = '7248.59', max_within_quantile = '7446.03' WHERE ds = '2024-03-06 00:00:00'
-2024-11-25 16:42:02,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7298.23', Informer = '7334.77', LSTM = '7397.01', iTransformer = '7257.72', TSMixer = '7301.42', TSMixerx = '7327.31', PatchTST = '7291.47', RNN = '7302.48', GRU = '7368.86', TCN = '7446.03', BiTCN = '7297.72', DilatedRNN = '7369.57', MLP = '7302.67', DLinear = '7303.32', NLinear = '7295.14', TFT = '7289.08', StemGNN = '7248.59', MLPMultivariate = '7277.38', TiDE = '7298.75', DeepNPTS = '7298.03', y = '7297.5', min_within_quantile = '7248.59', max_within_quantile = '7446.03' WHERE ds = '2024-03-06 00:00:00'
-2024-11-25 16:42:02,767 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7290.4', Informer = '7317.82', LSTM = '7388.14', iTransformer = '7253.68', TSMixer = '7292.6', TSMixerx = '7322.56', PatchTST = '7297.48', RNN = '7295.38', GRU = '7359.67', TCN = '7432.33', BiTCN = '7298.8', DilatedRNN = '7363.05', MLP = '7311.89', DLinear = '7286.26', NLinear = '7295.37', TFT = '7285.45', StemGNN = '7248.4', MLPMultivariate = '7275.01', TiDE = '7287.21', DeepNPTS = '7298.23', y = '7290.0', min_within_quantile = '7248.4', max_within_quantile = '7432.33' WHERE ds = '2024-03-07 00:00:00'
-2024-11-25 16:42:02,767 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7290.4', Informer = '7317.82', LSTM = '7388.14', iTransformer = '7253.68', TSMixer = '7292.6', TSMixerx = '7322.56', PatchTST = '7297.48', RNN = '7295.38', GRU = '7359.67', TCN = '7432.33', BiTCN = '7298.8', DilatedRNN = '7363.05', MLP = '7311.89', DLinear = '7286.26', NLinear = '7295.37', TFT = '7285.45', StemGNN = '7248.4', MLPMultivariate = '7275.01', TiDE = '7287.21', DeepNPTS = '7298.23', y = '7290.0', min_within_quantile = '7248.4', max_within_quantile = '7432.33' WHERE ds = '2024-03-07 00:00:00'
-2024-11-25 16:42:02,774 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7289.67', Informer = '7309.88', LSTM = '7382.79', iTransformer = '7241.08', TSMixer = '7289.03', TSMixerx = '7294.85', PatchTST = '7287.23', RNN = '7288.83', GRU = '7354.14', TCN = '7421.85', BiTCN = '7285.28', DilatedRNN = '7356.44', MLP = '7285.56', DLinear = '7282.94', NLinear = '7288.31', TFT = '7280.14', StemGNN = '7248.08', MLPMultivariate = '7268.99', TiDE = '7287.23', DeepNPTS = '7290.92', y = '7295.0', min_within_quantile = '7241.08', max_within_quantile = '7421.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-25 16:42:02,774 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7289.67', Informer = '7309.88', LSTM = '7382.79', iTransformer = '7241.08', TSMixer = '7289.03', TSMixerx = '7294.85', PatchTST = '7287.23', RNN = '7288.83', GRU = '7354.14', TCN = '7421.85', BiTCN = '7285.28', DilatedRNN = '7356.44', MLP = '7285.56', DLinear = '7282.94', NLinear = '7288.31', TFT = '7280.14', StemGNN = '7248.08', MLPMultivariate = '7268.99', TiDE = '7287.23', DeepNPTS = '7290.92', y = '7295.0', min_within_quantile = '7241.08', max_within_quantile = '7421.85' WHERE ds = '2024-03-08 00:00:00'
-2024-11-25 16:42:02,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7287.66', Informer = '7301.36', LSTM = '7386.72', iTransformer = '7238.18', TSMixer = '7293.28', TSMixerx = '7290.12', PatchTST = '7298.67', RNN = '7295.23', GRU = '7358.98', TCN = '7415.45', BiTCN = '7283.84', DilatedRNN = '7358.79', MLP = '7274.1', DLinear = '7290.01', NLinear = '7297.48', TFT = '7282.95', StemGNN = '7248.13', MLPMultivariate = '7274.05', TiDE = '7292.62', DeepNPTS = '7284.41', y = '7285.0', min_within_quantile = '7238.18', max_within_quantile = '7415.45' WHERE ds = '2024-03-11 00:00:00'
-2024-11-25 16:42:02,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7287.66', Informer = '7301.36', LSTM = '7386.72', iTransformer = '7238.18', TSMixer = '7293.28', TSMixerx = '7290.12', PatchTST = '7298.67', RNN = '7295.23', GRU = '7358.98', TCN = '7415.45', BiTCN = '7283.84', DilatedRNN = '7358.79', MLP = '7274.1', DLinear = '7290.01', NLinear = '7297.48', TFT = '7282.95', StemGNN = '7248.13', MLPMultivariate = '7274.05', TiDE = '7292.62', DeepNPTS = '7284.41', y = '7285.0', min_within_quantile = '7238.18', max_within_quantile = '7415.45' WHERE ds = '2024-03-11 00:00:00'
-2024-11-25 16:42:02,783 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7275.53', Informer = '7318.03', LSTM = '7378.83', iTransformer = '7239.03', TSMixer = '7282.57', TSMixerx = '7293.58', PatchTST = '7280.15', RNN = '7285.68', GRU = '7348.7', TCN = '7387.92', BiTCN = '7283.64', DilatedRNN = '7352.45', MLP = '7267.67', DLinear = '7281.4', NLinear = '7279.6', TFT = '7272.3', StemGNN = '7249.6', MLPMultivariate = '7274.28', TiDE = '7277.58', DeepNPTS = '7281.71', y = '7283.33', min_within_quantile = '7239.03', max_within_quantile = '7387.92' WHERE ds = '2024-03-12 00:00:00'
-2024-11-25 16:42:02,783 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7275.53', Informer = '7318.03', LSTM = '7378.83', iTransformer = '7239.03', TSMixer = '7282.57', TSMixerx = '7293.58', PatchTST = '7280.15', RNN = '7285.68', GRU = '7348.7', TCN = '7387.92', BiTCN = '7283.64', DilatedRNN = '7352.45', MLP = '7267.67', DLinear = '7281.4', NLinear = '7279.6', TFT = '7272.3', StemGNN = '7249.6', MLPMultivariate = '7274.28', TiDE = '7277.58', DeepNPTS = '7281.71', y = '7283.33', min_within_quantile = '7239.03', max_within_quantile = '7387.92' WHERE ds = '2024-03-12 00:00:00'
-2024-11-25 16:42:02,788 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7270.42', Informer = '7291.53', LSTM = '7378.39', iTransformer = '7250.33', TSMixer = '7279.07', TSMixerx = '7307.47', PatchTST = '7285.4', RNN = '7283.84', GRU = '7349.39', TCN = '7386.99', BiTCN = '7280.16', DilatedRNN = '7352.89', MLP = '7274.41', DLinear = '7291.91', NLinear = '7280.67', TFT = '7268.81', StemGNN = '7251.45', MLPMultivariate = '7271.6', TiDE = '7275.38', DeepNPTS = '7253.8', y = '7285.0', min_within_quantile = '7250.33', max_within_quantile = '7386.99' WHERE ds = '2024-03-13 00:00:00'
-2024-11-25 16:42:02,788 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7270.42', Informer = '7291.53', LSTM = '7378.39', iTransformer = '7250.33', TSMixer = '7279.07', TSMixerx = '7307.47', PatchTST = '7285.4', RNN = '7283.84', GRU = '7349.39', TCN = '7386.99', BiTCN = '7280.16', DilatedRNN = '7352.89', MLP = '7274.41', DLinear = '7291.91', NLinear = '7280.67', TFT = '7268.81', StemGNN = '7251.45', MLPMultivariate = '7271.6', TiDE = '7275.38', DeepNPTS = '7253.8', y = '7285.0', min_within_quantile = '7250.33', max_within_quantile = '7386.99' WHERE ds = '2024-03-13 00:00:00'
-2024-11-25 16:42:02,793 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7281.67', Informer = '7274.36', LSTM = '7379.3', iTransformer = '7256.56', TSMixer = '7280.06', TSMixerx = '7286.6', PatchTST = '7293.77', RNN = '7286.92', GRU = '7350.08', TCN = '7382.22', BiTCN = '7286.98', DilatedRNN = '7353.03', MLP = '7282.63', DLinear = '7277.67', NLinear = '7289.27', TFT = '7292.56', StemGNN = '7255.98', MLPMultivariate = '7277.15', TiDE = '7283.54', DeepNPTS = '7262.09', y = '7277.5', min_within_quantile = '7255.98', max_within_quantile = '7382.22' WHERE ds = '2024-03-14 00:00:00'
-2024-11-25 16:42:02,793 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7281.67', Informer = '7274.36', LSTM = '7379.3', iTransformer = '7256.56', TSMixer = '7280.06', TSMixerx = '7286.6', PatchTST = '7293.77', RNN = '7286.92', GRU = '7350.08', TCN = '7382.22', BiTCN = '7286.98', DilatedRNN = '7353.03', MLP = '7282.63', DLinear = '7277.67', NLinear = '7289.27', TFT = '7292.56', StemGNN = '7255.98', MLPMultivariate = '7277.15', TiDE = '7283.54', DeepNPTS = '7262.09', y = '7277.5', min_within_quantile = '7255.98', max_within_quantile = '7382.22' WHERE ds = '2024-03-14 00:00:00'
-2024-11-25 16:42:02,798 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7274.82', Informer = '7277.45', LSTM = '7373.63', iTransformer = '7252.86', TSMixer = '7271.34', TSMixerx = '7272.03', PatchTST = '7274.89', RNN = '7277.8', GRU = '7343.38', TCN = '7380.81', BiTCN = '7274.86', DilatedRNN = '7347.01', MLP = '7273.82', DLinear = '7264.81', NLinear = '7267.96', TFT = '7280.58', StemGNN = '7259.21', MLPMultivariate = '7275.9', TiDE = '7277.28', DeepNPTS = '7269.54', y = '7353.33', min_within_quantile = '7252.86', max_within_quantile = '7380.81' WHERE ds = '2024-03-15 00:00:00'
-2024-11-25 16:42:02,798 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7274.82', Informer = '7277.45', LSTM = '7373.63', iTransformer = '7252.86', TSMixer = '7271.34', TSMixerx = '7272.03', PatchTST = '7274.89', RNN = '7277.8', GRU = '7343.38', TCN = '7380.81', BiTCN = '7274.86', DilatedRNN = '7347.01', MLP = '7273.82', DLinear = '7264.81', NLinear = '7267.96', TFT = '7280.58', StemGNN = '7259.21', MLPMultivariate = '7275.9', TiDE = '7277.28', DeepNPTS = '7269.54', y = '7353.33', min_within_quantile = '7252.86', max_within_quantile = '7380.81' WHERE ds = '2024-03-15 00:00:00'
-2024-11-25 16:42:02,803 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7345.04', Informer = '7353.65', LSTM = '7430.67', iTransformer = '7280.07', TSMixer = '7325.75', TSMixerx = '7294.54', PatchTST = '7350.49', RNN = '7366.4', GRU = '7411.22', TCN = '7429.66', BiTCN = '7318.81', DilatedRNN = '7400.3', MLP = '7312.59', DLinear = '7332.68', NLinear = '7354.59', TFT = '7350.28', StemGNN = '7261.97', MLPMultivariate = '7293.99', TiDE = '7326.84', DeepNPTS = '7353.18', y = '7387.5', min_within_quantile = '7261.97', max_within_quantile = '7430.67' WHERE ds = '2024-03-18 00:00:00'
-2024-11-25 16:42:02,803 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7345.04', Informer = '7353.65', LSTM = '7430.67', iTransformer = '7280.07', TSMixer = '7325.75', TSMixerx = '7294.54', PatchTST = '7350.49', RNN = '7366.4', GRU = '7411.22', TCN = '7429.66', BiTCN = '7318.81', DilatedRNN = '7400.3', MLP = '7312.59', DLinear = '7332.68', NLinear = '7354.59', TFT = '7350.28', StemGNN = '7261.97', MLPMultivariate = '7293.99', TiDE = '7326.84', DeepNPTS = '7353.18', y = '7387.5', min_within_quantile = '7261.97', max_within_quantile = '7430.67' WHERE ds = '2024-03-18 00:00:00'
-2024-11-25 16:42:02,808 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7390.21', Informer = '7382.23', LSTM = '7451.16', iTransformer = '7309.21', TSMixer = '7363.82', TSMixerx = '7399.02', PatchTST = '7377.29', RNN = '7403.79', GRU = '7426.8', TCN = '7458.86', BiTCN = '7334.71', DilatedRNN = '7422.29', MLP = '7371.35', DLinear = '7354.22', NLinear = '7391.04', TFT = '7362.41', StemGNN = '7262.61', MLPMultivariate = '7320.22', TiDE = '7359.48', DeepNPTS = '7387.3', y = '7435.0', min_within_quantile = '7262.61', max_within_quantile = '7458.86' WHERE ds = '2024-03-19 00:00:00'
-2024-11-25 16:42:02,808 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7390.21', Informer = '7382.23', LSTM = '7451.16', iTransformer = '7309.21', TSMixer = '7363.82', TSMixerx = '7399.02', PatchTST = '7377.29', RNN = '7403.79', GRU = '7426.8', TCN = '7458.86', BiTCN = '7334.71', DilatedRNN = '7422.29', MLP = '7371.35', DLinear = '7354.22', NLinear = '7391.04', TFT = '7362.41', StemGNN = '7262.61', MLPMultivariate = '7320.22', TiDE = '7359.48', DeepNPTS = '7387.3', y = '7435.0', min_within_quantile = '7262.61', max_within_quantile = '7458.86' WHERE ds = '2024-03-19 00:00:00'
-2024-11-25 16:42:02,813 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7434.07', Informer = '7397.83', LSTM = '7486.53', iTransformer = '7343.72', TSMixer = '7415.93', TSMixerx = '7420.05', PatchTST = '7443.59', RNN = '7449.04', GRU = '7468.04', TCN = '7536.65', BiTCN = '7358.61', DilatedRNN = '7460.32', MLP = '7416.7', DLinear = '7419.89', NLinear = '7441.07', TFT = '7388.0', StemGNN = '7262.18', MLPMultivariate = '7363.34', TiDE = '7415.36', DeepNPTS = '7434.63', y = '7460.0', min_within_quantile = '7262.18', max_within_quantile = '7536.65' WHERE ds = '2024-03-20 00:00:00'
-2024-11-25 16:42:02,813 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7434.07', Informer = '7397.83', LSTM = '7486.53', iTransformer = '7343.72', TSMixer = '7415.93', TSMixerx = '7420.05', PatchTST = '7443.59', RNN = '7449.04', GRU = '7468.04', TCN = '7536.65', BiTCN = '7358.61', DilatedRNN = '7460.32', MLP = '7416.7', DLinear = '7419.89', NLinear = '7441.07', TFT = '7388.0', StemGNN = '7262.18', MLPMultivariate = '7363.34', TiDE = '7415.36', DeepNPTS = '7434.63', y = '7460.0', min_within_quantile = '7262.18', max_within_quantile = '7536.65' WHERE ds = '2024-03-20 00:00:00'
-2024-11-25 16:42:02,818 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7451.33', Informer = '7389.27', LSTM = '7501.35', iTransformer = '7380.74', TSMixer = '7451.87', TSMixerx = '7460.72', PatchTST = '7470.17', RNN = '7476.11', GRU = '7482.15', TCN = '7585.42', BiTCN = '7369.51', DilatedRNN = '7481.02', MLP = '7439.24', DLinear = '7464.88', NLinear = '7467.61', TFT = '7399.88', StemGNN = '7263.0', MLPMultivariate = '7407.27', TiDE = '7452.5', DeepNPTS = '7458.99', y = '7422.5', min_within_quantile = '7263.0', max_within_quantile = '7585.42' WHERE ds = '2024-03-21 00:00:00'
-2024-11-25 16:42:02,818 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7451.33', Informer = '7389.27', LSTM = '7501.35', iTransformer = '7380.74', TSMixer = '7451.87', TSMixerx = '7460.72', PatchTST = '7470.17', RNN = '7476.11', GRU = '7482.15', TCN = '7585.42', BiTCN = '7369.51', DilatedRNN = '7481.02', MLP = '7439.24', DLinear = '7464.88', NLinear = '7467.61', TFT = '7399.88', StemGNN = '7263.0', MLPMultivariate = '7407.27', TiDE = '7452.5', DeepNPTS = '7458.99', y = '7422.5', min_within_quantile = '7263.0', max_within_quantile = '7585.42' WHERE ds = '2024-03-21 00:00:00'
-2024-11-25 16:42:02,822 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7406.55', Informer = '7373.94', LSTM = '7472.66', iTransformer = '7397.92', TSMixer = '7420.83', TSMixerx = '7429.45', PatchTST = '7387.92', RNN = '7418.85', GRU = '7448.64', TCN = '7524.81', BiTCN = '7337.73', DilatedRNN = '7451.92', MLP = '7407.85', DLinear = '7433.31', NLinear = '7422.83', TFT = '7398.64', StemGNN = '7265.75', MLPMultivariate = '7392.03', TiDE = '7425.31', DeepNPTS = '7422.19', y = '7402.5', min_within_quantile = '7265.75', max_within_quantile = '7524.81' WHERE ds = '2024-03-22 00:00:00'
-2024-11-25 16:42:02,822 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7406.55', Informer = '7373.94', LSTM = '7472.66', iTransformer = '7397.92', TSMixer = '7420.83', TSMixerx = '7429.45', PatchTST = '7387.92', RNN = '7418.85', GRU = '7448.64', TCN = '7524.81', BiTCN = '7337.73', DilatedRNN = '7451.92', MLP = '7407.85', DLinear = '7433.31', NLinear = '7422.83', TFT = '7398.64', StemGNN = '7265.75', MLPMultivariate = '7392.03', TiDE = '7425.31', DeepNPTS = '7422.19', y = '7402.5', min_within_quantile = '7265.75', max_within_quantile = '7524.81' WHERE ds = '2024-03-22 00:00:00'
-2024-11-25 16:42:02,827 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7391.64', Informer = '7325.28', LSTM = '7461.17', iTransformer = '7393.97', TSMixer = '7387.76', TSMixerx = '7369.43', PatchTST = '7365.92', RNN = '7393.09', GRU = '7439.85', TCN = '7507.91', BiTCN = '7313.56', DilatedRNN = '7438.16', MLP = '7376.85', DLinear = '7416.57', NLinear = '7401.09', TFT = '7381.14', StemGNN = '7266.82', MLPMultivariate = '7371.35', TiDE = '7396.5', DeepNPTS = '7399.49', y = '7372.5', min_within_quantile = '7266.82', max_within_quantile = '7507.91' WHERE ds = '2024-03-25 00:00:00'
-2024-11-25 16:42:02,827 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7391.64', Informer = '7325.28', LSTM = '7461.17', iTransformer = '7393.97', TSMixer = '7387.76', TSMixerx = '7369.43', PatchTST = '7365.92', RNN = '7393.09', GRU = '7439.85', TCN = '7507.91', BiTCN = '7313.56', DilatedRNN = '7438.16', MLP = '7376.85', DLinear = '7416.57', NLinear = '7401.09', TFT = '7381.14', StemGNN = '7266.82', MLPMultivariate = '7371.35', TiDE = '7396.5', DeepNPTS = '7399.49', y = '7372.5', min_within_quantile = '7266.82', max_within_quantile = '7507.91' WHERE ds = '2024-03-25 00:00:00'
-2024-11-25 16:42:02,831 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7346.88', Informer = '7323.17', LSTM = '7439.18', iTransformer = '7334.84', TSMixer = '7354.43', TSMixerx = '7339.4', PatchTST = '7339.95', RNN = '7361.9', GRU = '7414.83', TCN = '7461.94', BiTCN = '7304.57', DilatedRNN = '7414.13', MLP = '7346.79', DLinear = '7371.6', NLinear = '7358.8', TFT = '7343.21', StemGNN = '7267.58', MLPMultivariate = '7348.96', TiDE = '7358.84', DeepNPTS = '7328.65', y = '7365.0', min_within_quantile = '7267.58', max_within_quantile = '7461.94' WHERE ds = '2024-03-26 00:00:00'
-2024-11-25 16:42:02,831 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7346.88', Informer = '7323.17', LSTM = '7439.18', iTransformer = '7334.84', TSMixer = '7354.43', TSMixerx = '7339.4', PatchTST = '7339.95', RNN = '7361.9', GRU = '7414.83', TCN = '7461.94', BiTCN = '7304.57', DilatedRNN = '7414.13', MLP = '7346.79', DLinear = '7371.6', NLinear = '7358.8', TFT = '7343.21', StemGNN = '7267.58', MLPMultivariate = '7348.96', TiDE = '7358.84', DeepNPTS = '7328.65', y = '7365.0', min_within_quantile = '7267.58', max_within_quantile = '7461.94' WHERE ds = '2024-03-26 00:00:00'
-2024-11-25 16:42:02,837 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7337.9', Informer = '7324.08', LSTM = '7436.17', iTransformer = '7313.24', TSMixer = '7346.88', TSMixerx = '7322.41', PatchTST = '7342.69', RNN = '7355.23', GRU = '7413.55', TCN = '7452.62', BiTCN = '7312.91', DilatedRNN = '7407.79', MLP = '7332.73', DLinear = '7353.88', NLinear = '7351.98', TFT = '7331.26', StemGNN = '7268.36', MLPMultivariate = '7336.68', TiDE = '7359.92', DeepNPTS = '7319.03', y = '7345.0', min_within_quantile = '7268.36', max_within_quantile = '7452.62' WHERE ds = '2024-03-27 00:00:00'
-2024-11-25 16:42:02,837 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7337.9', Informer = '7324.08', LSTM = '7436.17', iTransformer = '7313.24', TSMixer = '7346.88', TSMixerx = '7322.41', PatchTST = '7342.69', RNN = '7355.23', GRU = '7413.55', TCN = '7452.62', BiTCN = '7312.91', DilatedRNN = '7407.79', MLP = '7332.73', DLinear = '7353.88', NLinear = '7351.98', TFT = '7331.26', StemGNN = '7268.36', MLPMultivariate = '7336.68', TiDE = '7359.92', DeepNPTS = '7319.03', y = '7345.0', min_within_quantile = '7268.36', max_within_quantile = '7452.62' WHERE ds = '2024-03-27 00:00:00'
-2024-11-25 16:42:02,842 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7325.03', Informer = '7359.14', LSTM = '7421.34', iTransformer = '7301.39', TSMixer = '7332.52', TSMixerx = '7310.32', PatchTST = '7336.8', RNN = '7340.52', GRU = '7395.31', TCN = '7425.37', BiTCN = '7329.53', DilatedRNN = '7393.65', MLP = '7311.09', DLinear = '7338.4', NLinear = '7331.14', TFT = '7319.22', StemGNN = '7269.08', MLPMultivariate = '7322.39', TiDE = '7342.72', DeepNPTS = '7307.83', y = '7345.0', min_within_quantile = '7269.08', max_within_quantile = '7425.37' WHERE ds = '2024-03-28 00:00:00'
-2024-11-25 16:42:02,842 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7325.03', Informer = '7359.14', LSTM = '7421.34', iTransformer = '7301.39', TSMixer = '7332.52', TSMixerx = '7310.32', PatchTST = '7336.8', RNN = '7340.52', GRU = '7395.31', TCN = '7425.37', BiTCN = '7329.53', DilatedRNN = '7393.65', MLP = '7311.09', DLinear = '7338.4', NLinear = '7331.14', TFT = '7319.22', StemGNN = '7269.08', MLPMultivariate = '7322.39', TiDE = '7342.72', DeepNPTS = '7307.83', y = '7345.0', min_within_quantile = '7269.08', max_within_quantile = '7425.37' WHERE ds = '2024-03-28 00:00:00'
-2024-11-25 16:42:02,846 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7341.99', Informer = '7329.45', LSTM = '7423.09', iTransformer = '7296.48', TSMixer = '7329.01', TSMixerx = '7301.72', PatchTST = '7337.06', RNN = '7342.55', GRU = '7398.87', TCN = '7421.52', BiTCN = '7324.25', DilatedRNN = '7394.78', MLP = '7302.9', DLinear = '7326.32', NLinear = '7335.04', TFT = '7317.02', StemGNN = '7270.23', MLPMultivariate = '7317.0', TiDE = '7332.39', DeepNPTS = '7297.89', y = '7345.0', min_within_quantile = '7270.23', max_within_quantile = '7423.09' WHERE ds = '2024-03-29 00:00:00'
-2024-11-25 16:42:02,846 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7341.99', Informer = '7329.45', LSTM = '7423.09', iTransformer = '7296.48', TSMixer = '7329.01', TSMixerx = '7301.72', PatchTST = '7337.06', RNN = '7342.55', GRU = '7398.87', TCN = '7421.52', BiTCN = '7324.25', DilatedRNN = '7394.78', MLP = '7302.9', DLinear = '7326.32', NLinear = '7335.04', TFT = '7317.02', StemGNN = '7270.23', MLPMultivariate = '7317.0', TiDE = '7332.39', DeepNPTS = '7297.89', y = '7345.0', min_within_quantile = '7270.23', max_within_quantile = '7423.09' WHERE ds = '2024-03-29 00:00:00'
-2024-11-25 16:42:02,851 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.55', Informer = '7317.88', LSTM = '7422.55', iTransformer = '7304.17', TSMixer = '7326.74', TSMixerx = '7315.43', PatchTST = '7330.65', RNN = '7344.6', GRU = '7397.06', TCN = '7415.69', BiTCN = '7330.89', DilatedRNN = '7394.48', MLP = '7303.02', DLinear = '7327.26', NLinear = '7339.21', TFT = '7317.63', StemGNN = '7271.13', MLPMultivariate = '7319.52', TiDE = '7331.22', DeepNPTS = '7279.05', y = '7360.0', min_within_quantile = '7271.13', max_within_quantile = '7422.55' WHERE ds = '2024-04-01 00:00:00'
-2024-11-25 16:42:02,851 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.55', Informer = '7317.88', LSTM = '7422.55', iTransformer = '7304.17', TSMixer = '7326.74', TSMixerx = '7315.43', PatchTST = '7330.65', RNN = '7344.6', GRU = '7397.06', TCN = '7415.69', BiTCN = '7330.89', DilatedRNN = '7394.48', MLP = '7303.02', DLinear = '7327.26', NLinear = '7339.21', TFT = '7317.63', StemGNN = '7271.13', MLPMultivariate = '7319.52', TiDE = '7331.22', DeepNPTS = '7279.05', y = '7360.0', min_within_quantile = '7271.13', max_within_quantile = '7422.55' WHERE ds = '2024-04-01 00:00:00'
-2024-11-25 16:42:02,856 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7355.73', Informer = '7319.31', LSTM = '7433.9', iTransformer = '7307.89', TSMixer = '7334.47', TSMixerx = '7336.23', PatchTST = '7343.25', RNN = '7361.45', GRU = '7410.36', TCN = '7419.88', BiTCN = '7331.99', DilatedRNN = '7404.81', MLP = '7303.75', DLinear = '7332.88', NLinear = '7350.85', TFT = '7327.93', StemGNN = '7271.92', MLPMultivariate = '7320.37', TiDE = '7333.91', DeepNPTS = '7329.05', y = '7380.0', min_within_quantile = '7271.92', max_within_quantile = '7433.9' WHERE ds = '2024-04-02 00:00:00'
-2024-11-25 16:42:02,856 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7355.73', Informer = '7319.31', LSTM = '7433.9', iTransformer = '7307.89', TSMixer = '7334.47', TSMixerx = '7336.23', PatchTST = '7343.25', RNN = '7361.45', GRU = '7410.36', TCN = '7419.88', BiTCN = '7331.99', DilatedRNN = '7404.81', MLP = '7303.75', DLinear = '7332.88', NLinear = '7350.85', TFT = '7327.93', StemGNN = '7271.92', MLPMultivariate = '7320.37', TiDE = '7333.91', DeepNPTS = '7329.05', y = '7380.0', min_within_quantile = '7271.92', max_within_quantile = '7433.9' WHERE ds = '2024-04-02 00:00:00'
-2024-11-25 16:42:02,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7379.54', Informer = '7379.58', LSTM = '7447.47', iTransformer = '7306.54', TSMixer = '7353.11', TSMixerx = '7368.04', PatchTST = '7347.95', RNN = '7385.81', GRU = '7424.77', TCN = '7453.6', BiTCN = '7350.8', DilatedRNN = '7421.16', MLP = '7319.72', DLinear = '7343.96', NLinear = '7372.46', TFT = '7334.18', StemGNN = '7273.22', MLPMultivariate = '7329.05', TiDE = '7348.21', DeepNPTS = '7376.53', y = '7397.5', min_within_quantile = '7273.22', max_within_quantile = '7453.6' WHERE ds = '2024-04-03 00:00:00'
-2024-11-25 16:42:02,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7379.54', Informer = '7379.58', LSTM = '7447.47', iTransformer = '7306.54', TSMixer = '7353.11', TSMixerx = '7368.04', PatchTST = '7347.95', RNN = '7385.81', GRU = '7424.77', TCN = '7453.6', BiTCN = '7350.8', DilatedRNN = '7421.16', MLP = '7319.72', DLinear = '7343.96', NLinear = '7372.46', TFT = '7334.18', StemGNN = '7273.22', MLPMultivariate = '7329.05', TiDE = '7348.21', DeepNPTS = '7376.53', y = '7397.5', min_within_quantile = '7273.22', max_within_quantile = '7453.6' WHERE ds = '2024-04-03 00:00:00'
-2024-11-25 16:42:02,865 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7398.88', Informer = '7438.32', LSTM = '7459.43', iTransformer = '7307.01', TSMixer = '7377.25', TSMixerx = '7373.61', PatchTST = '7374.73', RNN = '7404.09', GRU = '7437.51', TCN = '7469.39', BiTCN = '7371.3', DilatedRNN = '7434.85', MLP = '7341.97', DLinear = '7378.72', NLinear = '7389.85', TFT = '7364.22', StemGNN = '7275.66', MLPMultivariate = '7347.99', TiDE = '7377.65', DeepNPTS = '7395.86', y = '7437.5', min_within_quantile = '7275.66', max_within_quantile = '7469.39' WHERE ds = '2024-04-07 00:00:00'
-2024-11-25 16:42:02,865 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7398.88', Informer = '7438.32', LSTM = '7459.43', iTransformer = '7307.01', TSMixer = '7377.25', TSMixerx = '7373.61', PatchTST = '7374.73', RNN = '7404.09', GRU = '7437.51', TCN = '7469.39', BiTCN = '7371.3', DilatedRNN = '7434.85', MLP = '7341.97', DLinear = '7378.72', NLinear = '7389.85', TFT = '7364.22', StemGNN = '7275.66', MLPMultivariate = '7347.99', TiDE = '7377.65', DeepNPTS = '7395.86', y = '7437.5', min_within_quantile = '7275.66', max_within_quantile = '7469.39' WHERE ds = '2024-04-07 00:00:00'
-2024-11-25 16:42:02,870 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7444.28', Informer = '7484.37', LSTM = '7488.05', iTransformer = '7325.72', TSMixer = '7417.71', TSMixerx = '7437.38', PatchTST = '7429.42', RNN = '7448.9', GRU = '7470.09', TCN = '7533.97', BiTCN = '7396.86', DilatedRNN = '7465.03', MLP = '7370.57', DLinear = '7416.24', NLinear = '7438.01', TFT = '7419.01', StemGNN = '7279.59', MLPMultivariate = '7390.81', TiDE = '7417.71', DeepNPTS = '7437.19', y = '7490.0', min_within_quantile = '7279.59', max_within_quantile = '7533.97' WHERE ds = '2024-04-08 00:00:00'
-2024-11-25 16:42:02,870 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7444.28', Informer = '7484.37', LSTM = '7488.05', iTransformer = '7325.72', TSMixer = '7417.71', TSMixerx = '7437.38', PatchTST = '7429.42', RNN = '7448.9', GRU = '7470.09', TCN = '7533.97', BiTCN = '7396.86', DilatedRNN = '7465.03', MLP = '7370.57', DLinear = '7416.24', NLinear = '7438.01', TFT = '7419.01', StemGNN = '7279.59', MLPMultivariate = '7390.81', TiDE = '7417.71', DeepNPTS = '7437.19', y = '7490.0', min_within_quantile = '7279.59', max_within_quantile = '7533.97' WHERE ds = '2024-04-08 00:00:00'
-2024-11-25 16:42:02,875 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7509.21', Informer = '7484.5', LSTM = '7523.41', iTransformer = '7434.79', TSMixer = '7471.24', TSMixerx = '7481.93', PatchTST = '7511.91', RNN = '7505.19', GRU = '7510.43', TCN = '7627.06', BiTCN = '7416.24', DilatedRNN = '7504.47', MLP = '7418.06', DLinear = '7477.31', NLinear = '7497.37', TFT = '7459.21', StemGNN = '7282.72', MLPMultivariate = '7449.74', TiDE = '7469.86', DeepNPTS = '7488.95', y = '7507.5', min_within_quantile = '7282.72', max_within_quantile = '7627.06' WHERE ds = '2024-04-09 00:00:00'
-2024-11-25 16:42:02,875 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7509.21', Informer = '7484.5', LSTM = '7523.41', iTransformer = '7434.79', TSMixer = '7471.24', TSMixerx = '7481.93', PatchTST = '7511.91', RNN = '7505.19', GRU = '7510.43', TCN = '7627.06', BiTCN = '7416.24', DilatedRNN = '7504.47', MLP = '7418.06', DLinear = '7477.31', NLinear = '7497.37', TFT = '7459.21', StemGNN = '7282.72', MLPMultivariate = '7449.74', TiDE = '7469.86', DeepNPTS = '7488.95', y = '7507.5', min_within_quantile = '7282.72', max_within_quantile = '7627.06' WHERE ds = '2024-04-09 00:00:00'
-2024-11-25 16:42:02,879 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7527.79', Informer = '7485.47', LSTM = '7532.64', iTransformer = '7552.08', TSMixer = '7495.1', TSMixerx = '7523.3', PatchTST = '7523.77', RNN = '7518.22', GRU = '7518.49', TCN = '7624.54', BiTCN = '7427.48', DilatedRNN = '7517.28', MLP = '7461.92', DLinear = '7502.92', NLinear = '7514.14', TFT = '7480.17', StemGNN = '7286.85', MLPMultivariate = '7492.22', TiDE = '7492.52', DeepNPTS = '7504.37', y = '7497.5', min_within_quantile = '7286.85', max_within_quantile = '7624.54' WHERE ds = '2024-04-10 00:00:00'
-2024-11-25 16:42:02,879 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7527.79', Informer = '7485.47', LSTM = '7532.64', iTransformer = '7552.08', TSMixer = '7495.1', TSMixerx = '7523.3', PatchTST = '7523.77', RNN = '7518.22', GRU = '7518.49', TCN = '7624.54', BiTCN = '7427.48', DilatedRNN = '7517.28', MLP = '7461.92', DLinear = '7502.92', NLinear = '7514.14', TFT = '7480.17', StemGNN = '7286.85', MLPMultivariate = '7492.22', TiDE = '7492.52', DeepNPTS = '7504.37', y = '7497.5', min_within_quantile = '7286.85', max_within_quantile = '7624.54' WHERE ds = '2024-04-10 00:00:00'
-2024-11-25 16:42:02,884 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7493.91', Informer = '7435.15', LSTM = '7524.28', iTransformer = '7559.16', TSMixer = '7490.59', TSMixerx = '7524.42', PatchTST = '7479.18', RNN = '7501.04', GRU = '7509.35', TCN = '7599.77', BiTCN = '7405.08', DilatedRNN = '7510.2', MLP = '7433.25', DLinear = '7504.89', NLinear = '7504.69', TFT = '7476.21', StemGNN = '7290.85', MLPMultivariate = '7475.3', TiDE = '7496.43', DeepNPTS = '7492.14', y = '7497.5', min_within_quantile = '7290.85', max_within_quantile = '7599.77' WHERE ds = '2024-04-11 00:00:00'
-2024-11-25 16:42:02,884 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7493.91', Informer = '7435.15', LSTM = '7524.28', iTransformer = '7559.16', TSMixer = '7490.59', TSMixerx = '7524.42', PatchTST = '7479.18', RNN = '7501.04', GRU = '7509.35', TCN = '7599.77', BiTCN = '7405.08', DilatedRNN = '7510.2', MLP = '7433.25', DLinear = '7504.89', NLinear = '7504.69', TFT = '7476.21', StemGNN = '7290.85', MLPMultivariate = '7475.3', TiDE = '7496.43', DeepNPTS = '7492.14', y = '7497.5', min_within_quantile = '7290.85', max_within_quantile = '7599.77' WHERE ds = '2024-04-11 00:00:00'
-2024-11-25 16:42:02,889 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7474.59', Informer = '7434.98', LSTM = '7524.88', iTransformer = '7508.02', TSMixer = '7479.57', TSMixerx = '7490.56', PatchTST = '7479.42', RNN = '7497.37', GRU = '7512.34', TCN = '7567.31', BiTCN = '7402.17', DilatedRNN = '7509.49', MLP = '7432.18', DLinear = '7516.27', NLinear = '7493.79', TFT = '7454.36', StemGNN = '7294.96', MLPMultivariate = '7468.48', TiDE = '7490.05', DeepNPTS = '7433.75', y = '7506.67', min_within_quantile = '7294.96', max_within_quantile = '7567.31' WHERE ds = '2024-04-12 00:00:00'
-2024-11-25 16:42:02,889 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7474.59', Informer = '7434.98', LSTM = '7524.88', iTransformer = '7508.02', TSMixer = '7479.57', TSMixerx = '7490.56', PatchTST = '7479.42', RNN = '7497.37', GRU = '7512.34', TCN = '7567.31', BiTCN = '7402.17', DilatedRNN = '7509.49', MLP = '7432.18', DLinear = '7516.27', NLinear = '7493.79', TFT = '7454.36', StemGNN = '7294.96', MLPMultivariate = '7468.48', TiDE = '7490.05', DeepNPTS = '7433.75', y = '7506.67', min_within_quantile = '7294.96', max_within_quantile = '7567.31' WHERE ds = '2024-04-12 00:00:00'
-2024-11-25 16:42:02,894 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7468.5', Informer = '7463.88', LSTM = '7531.07', iTransformer = '7509.68', TSMixer = '7475.7', TSMixerx = '7407.63', PatchTST = '7469.24', RNN = '7504.41', GRU = '7520.1', TCN = '7553.06', BiTCN = '7404.14', DilatedRNN = '7513.66', MLP = '7439.02', DLinear = '7500.73', NLinear = '7503.83', TFT = '7416.14', StemGNN = '7298.55', MLPMultivariate = '7466.32', TiDE = '7489.47', DeepNPTS = '7473.84', y = '7482.5', min_within_quantile = '7298.55', max_within_quantile = '7553.06' WHERE ds = '2024-04-15 00:00:00'
-2024-11-25 16:42:02,894 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7468.5', Informer = '7463.88', LSTM = '7531.07', iTransformer = '7509.68', TSMixer = '7475.7', TSMixerx = '7407.63', PatchTST = '7469.24', RNN = '7504.41', GRU = '7520.1', TCN = '7553.06', BiTCN = '7404.14', DilatedRNN = '7513.66', MLP = '7439.02', DLinear = '7500.73', NLinear = '7503.83', TFT = '7416.14', StemGNN = '7298.55', MLPMultivariate = '7466.32', TiDE = '7489.47', DeepNPTS = '7473.84', y = '7482.5', min_within_quantile = '7298.55', max_within_quantile = '7553.06' WHERE ds = '2024-04-15 00:00:00'
-2024-11-25 16:42:02,898 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7442.52', Informer = '7524.17', LSTM = '7512.46', iTransformer = '7483.61', TSMixer = '7452.02', TSMixerx = '7390.86', PatchTST = '7429.71', RNN = '7475.43', GRU = '7497.21', TCN = '7519.57', BiTCN = '7399.61', DilatedRNN = '7492.75', MLP = '7412.4', DLinear = '7463.9', NLinear = '7464.52', TFT = '7391.04', StemGNN = '7300.03', MLPMultivariate = '7434.93', TiDE = '7469.24', DeepNPTS = '7359.21', y = '7495.0', min_within_quantile = '7300.03', max_within_quantile = '7524.17' WHERE ds = '2024-04-16 00:00:00'
-2024-11-25 16:42:02,898 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7442.52', Informer = '7524.17', LSTM = '7512.46', iTransformer = '7483.61', TSMixer = '7452.02', TSMixerx = '7390.86', PatchTST = '7429.71', RNN = '7475.43', GRU = '7497.21', TCN = '7519.57', BiTCN = '7399.61', DilatedRNN = '7492.75', MLP = '7412.4', DLinear = '7463.9', NLinear = '7464.52', TFT = '7391.04', StemGNN = '7300.03', MLPMultivariate = '7434.93', TiDE = '7469.24', DeepNPTS = '7359.21', y = '7495.0', min_within_quantile = '7300.03', max_within_quantile = '7524.17' WHERE ds = '2024-04-16 00:00:00'
-2024-11-25 16:42:02,903 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7451.07', Informer = '7550.8', LSTM = '7524.56', iTransformer = '7490.03', TSMixer = '7456.48', TSMixerx = '7380.51', PatchTST = '7451.85', RNN = '7494.78', GRU = '7514.28', TCN = '7539.52', BiTCN = '7404.66', DilatedRNN = '7504.01', MLP = '7410.28', DLinear = '7470.56', NLinear = '7480.26', TFT = '7395.61', StemGNN = '7301.15', MLPMultivariate = '7440.26', TiDE = '7465.12', DeepNPTS = '7380.12', y = '7497.5', min_within_quantile = '7301.15', max_within_quantile = '7550.8' WHERE ds = '2024-04-17 00:00:00'
-2024-11-25 16:42:02,903 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7451.07', Informer = '7550.8', LSTM = '7524.56', iTransformer = '7490.03', TSMixer = '7456.48', TSMixerx = '7380.51', PatchTST = '7451.85', RNN = '7494.78', GRU = '7514.28', TCN = '7539.52', BiTCN = '7404.66', DilatedRNN = '7504.01', MLP = '7410.28', DLinear = '7470.56', NLinear = '7480.26', TFT = '7395.61', StemGNN = '7301.15', MLPMultivariate = '7440.26', TiDE = '7465.12', DeepNPTS = '7380.12', y = '7497.5', min_within_quantile = '7301.15', max_within_quantile = '7550.8' WHERE ds = '2024-04-17 00:00:00'
-2024-11-25 16:42:02,908 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.66', Informer = '7503.4', LSTM = '7524.5', iTransformer = '7468.81', TSMixer = '7459.76', TSMixerx = '7385.92', PatchTST = '7442.99', RNN = '7500.19', GRU = '7512.1', TCN = '7532.3', BiTCN = '7411.08', DilatedRNN = '7503.89', MLP = '7417.93', DLinear = '7465.77', NLinear = '7490.32', TFT = '7403.65', StemGNN = '7303.0', MLPMultivariate = '7453.34', TiDE = '7473.29', DeepNPTS = '7489.16', y = '7497.5', min_within_quantile = '7303.0', max_within_quantile = '7532.3' WHERE ds = '2024-04-18 00:00:00'
-2024-11-25 16:42:02,908 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.66', Informer = '7503.4', LSTM = '7524.5', iTransformer = '7468.81', TSMixer = '7459.76', TSMixerx = '7385.92', PatchTST = '7442.99', RNN = '7500.19', GRU = '7512.1', TCN = '7532.3', BiTCN = '7411.08', DilatedRNN = '7503.89', MLP = '7417.93', DLinear = '7465.77', NLinear = '7490.32', TFT = '7403.65', StemGNN = '7303.0', MLPMultivariate = '7453.34', TiDE = '7473.29', DeepNPTS = '7489.16', y = '7497.5', min_within_quantile = '7303.0', max_within_quantile = '7532.3' WHERE ds = '2024-04-18 00:00:00'
-2024-11-25 16:42:02,912 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7467.65', Informer = '7489.07', LSTM = '7525.13', iTransformer = '7307.31', TSMixer = '7460.81', TSMixerx = '7424.35', PatchTST = '7435.96', RNN = '7495.89', GRU = '7513.11', TCN = '7517.37', BiTCN = '7417.42', DilatedRNN = '7503.02', MLP = '7407.39', DLinear = '7472.23', NLinear = '7481.39', TFT = '7407.39', StemGNN = '7306.72', MLPMultivariate = '7364.83', TiDE = '7464.98', DeepNPTS = '7494.04', y = '7527.5', min_within_quantile = '7306.72', max_within_quantile = '7525.13' WHERE ds = '2024-04-19 00:00:00'
-2024-11-25 16:42:02,912 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7467.65', Informer = '7489.07', LSTM = '7525.13', iTransformer = '7307.31', TSMixer = '7460.81', TSMixerx = '7424.35', PatchTST = '7435.96', RNN = '7495.89', GRU = '7513.11', TCN = '7517.37', BiTCN = '7417.42', DilatedRNN = '7503.02', MLP = '7407.39', DLinear = '7472.23', NLinear = '7481.39', TFT = '7407.39', StemGNN = '7306.72', MLPMultivariate = '7364.83', TiDE = '7464.98', DeepNPTS = '7494.04', y = '7527.5', min_within_quantile = '7306.72', max_within_quantile = '7525.13' WHERE ds = '2024-04-19 00:00:00'
-2024-11-25 16:42:02,917 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7497.78', Informer = '7532.46', LSTM = '7547.54', iTransformer = '7283.75', TSMixer = '7487.13', TSMixerx = '7461.74', PatchTST = '7479.89', RNN = '7533.02', GRU = '7539.29', TCN = '7569.82', BiTCN = '7440.02', DilatedRNN = '7528.36', MLP = '7435.37', DLinear = '7481.29', NLinear = '7525.8', TFT = '7420.22', StemGNN = '7311.05', MLPMultivariate = '7390.11', TiDE = '7483.89', DeepNPTS = '7523.3', y = '7527.5', min_within_quantile = '7283.75', max_within_quantile = '7569.82' WHERE ds = '2024-04-22 00:00:00'
-2024-11-25 16:42:02,917 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7497.78', Informer = '7532.46', LSTM = '7547.54', iTransformer = '7283.75', TSMixer = '7487.13', TSMixerx = '7461.74', PatchTST = '7479.89', RNN = '7533.02', GRU = '7539.29', TCN = '7569.82', BiTCN = '7440.02', DilatedRNN = '7528.36', MLP = '7435.37', DLinear = '7481.29', NLinear = '7525.8', TFT = '7420.22', StemGNN = '7311.05', MLPMultivariate = '7390.11', TiDE = '7483.89', DeepNPTS = '7523.3', y = '7527.5', min_within_quantile = '7283.75', max_within_quantile = '7569.82' WHERE ds = '2024-04-22 00:00:00'
-2024-11-25 16:42:02,923 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7511.9', Informer = '7522.29', LSTM = '7544.32', iTransformer = '7258.76', TSMixer = '7500.05', TSMixerx = '7522.14', PatchTST = '7495.4', RNN = '7530.59', GRU = '7533.16', TCN = '7581.08', BiTCN = '7446.86', DilatedRNN = '7526.82', MLP = '7449.73', DLinear = '7504.57', NLinear = '7514.41', TFT = '7421.39', StemGNN = '7314.71', MLPMultivariate = '7422.09', TiDE = '7501.74', DeepNPTS = '7525.61', y = '7510.0', min_within_quantile = '7258.76', max_within_quantile = '7581.08' WHERE ds = '2024-04-23 00:00:00'
-2024-11-25 16:42:02,923 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7511.9', Informer = '7522.29', LSTM = '7544.32', iTransformer = '7258.76', TSMixer = '7500.05', TSMixerx = '7522.14', PatchTST = '7495.4', RNN = '7530.59', GRU = '7533.16', TCN = '7581.08', BiTCN = '7446.86', DilatedRNN = '7526.82', MLP = '7449.73', DLinear = '7504.57', NLinear = '7514.41', TFT = '7421.39', StemGNN = '7314.71', MLPMultivariate = '7422.09', TiDE = '7501.74', DeepNPTS = '7525.61', y = '7510.0', min_within_quantile = '7258.76', max_within_quantile = '7581.08' WHERE ds = '2024-04-23 00:00:00'
-2024-11-25 16:42:02,927 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7504.27', Informer = '7499.5', LSTM = '7531.97', iTransformer = '7277.19', TSMixer = '7492.46', TSMixerx = '7520.43', PatchTST = '7482.69', RNN = '7506.73', GRU = '7519.8', TCN = '7569.62', BiTCN = '7440.99', DilatedRNN = '7514.68', MLP = '7460.15', DLinear = '7501.35', NLinear = '7490.7', TFT = '7417.82', StemGNN = '7319.64', MLPMultivariate = '7421.83', TiDE = '7489.4', DeepNPTS = '7509.19', y = '7487.5', min_within_quantile = '7277.19', max_within_quantile = '7569.62' WHERE ds = '2024-04-24 00:00:00'
-2024-11-25 16:42:02,927 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7504.27', Informer = '7499.5', LSTM = '7531.97', iTransformer = '7277.19', TSMixer = '7492.46', TSMixerx = '7520.43', PatchTST = '7482.69', RNN = '7506.73', GRU = '7519.8', TCN = '7569.62', BiTCN = '7440.99', DilatedRNN = '7514.68', MLP = '7460.15', DLinear = '7501.35', NLinear = '7490.7', TFT = '7417.82', StemGNN = '7319.64', MLPMultivariate = '7421.83', TiDE = '7489.4', DeepNPTS = '7509.19', y = '7487.5', min_within_quantile = '7277.19', max_within_quantile = '7569.62' WHERE ds = '2024-04-24 00:00:00'
-2024-11-25 16:42:02,932 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7486.25', Informer = '7489.61', LSTM = '7516.55', iTransformer = '7305.9', TSMixer = '7474.53', TSMixerx = '7548.24', PatchTST = '7469.55', RNN = '7482.66', GRU = '7502.99', TCN = '7547.37', BiTCN = '7439.33', DilatedRNN = '7499.65', MLP = '7465.73', DLinear = '7476.84', NLinear = '7477.29', TFT = '7416.24', StemGNN = '7324.2', MLPMultivariate = '7439.34', TiDE = '7467.09', DeepNPTS = '7487.12', y = '7487.5', min_within_quantile = '7305.9', max_within_quantile = '7548.24' WHERE ds = '2024-04-25 00:00:00'
-2024-11-25 16:42:02,932 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7486.25', Informer = '7489.61', LSTM = '7516.55', iTransformer = '7305.9', TSMixer = '7474.53', TSMixerx = '7548.24', PatchTST = '7469.55', RNN = '7482.66', GRU = '7502.99', TCN = '7547.37', BiTCN = '7439.33', DilatedRNN = '7499.65', MLP = '7465.73', DLinear = '7476.84', NLinear = '7477.29', TFT = '7416.24', StemGNN = '7324.2', MLPMultivariate = '7439.34', TiDE = '7467.09', DeepNPTS = '7487.12', y = '7487.5', min_within_quantile = '7305.9', max_within_quantile = '7548.24' WHERE ds = '2024-04-25 00:00:00'
-2024-11-25 16:42:02,937 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7485.26', Informer = '7485.22', LSTM = '7518.37', iTransformer = '7294.92', TSMixer = '7474.39', TSMixerx = '7559.39', PatchTST = '7484.3', RNN = '7480.52', GRU = '7506.77', TCN = '7537.21', BiTCN = '7450.98', DilatedRNN = '7499.39', MLP = '7474.18', DLinear = '7488.34', NLinear = '7480.68', TFT = '7419.76', StemGNN = '7326.86', MLPMultivariate = '7430.49', TiDE = '7470.35', DeepNPTS = '7486.91', y = '7502.5', min_within_quantile = '7294.92', max_within_quantile = '7559.39' WHERE ds = '2024-04-26 00:00:00'
-2024-11-25 16:42:02,937 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7485.26', Informer = '7485.22', LSTM = '7518.37', iTransformer = '7294.92', TSMixer = '7474.39', TSMixerx = '7559.39', PatchTST = '7484.3', RNN = '7480.52', GRU = '7506.77', TCN = '7537.21', BiTCN = '7450.98', DilatedRNN = '7499.39', MLP = '7474.18', DLinear = '7488.34', NLinear = '7480.68', TFT = '7419.76', StemGNN = '7326.86', MLPMultivariate = '7430.49', TiDE = '7470.35', DeepNPTS = '7486.91', y = '7502.5', min_within_quantile = '7294.92', max_within_quantile = '7559.39' WHERE ds = '2024-04-26 00:00:00'
-2024-11-25 16:42:02,941 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7495.97', Informer = '7562.73', LSTM = '7529.16', iTransformer = '7287.19', TSMixer = '7488.16', TSMixerx = '7561.48', PatchTST = '7512.93', RNN = '7501.6', GRU = '7518.83', TCN = '7538.35', BiTCN = '7476.58', DilatedRNN = '7510.21', MLP = '7486.65', DLinear = '7480.4', NLinear = '7502.99', TFT = '7418.23', StemGNN = '7330.91', MLPMultivariate = '7436.96', TiDE = '7488.76', DeepNPTS = '7501.64', y = '7527.5', min_within_quantile = '7287.19', max_within_quantile = '7562.73' WHERE ds = '2024-04-28 00:00:00'
-2024-11-25 16:42:02,941 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7495.97', Informer = '7562.73', LSTM = '7529.16', iTransformer = '7287.19', TSMixer = '7488.16', TSMixerx = '7561.48', PatchTST = '7512.93', RNN = '7501.6', GRU = '7518.83', TCN = '7538.35', BiTCN = '7476.58', DilatedRNN = '7510.21', MLP = '7486.65', DLinear = '7480.4', NLinear = '7502.99', TFT = '7418.23', StemGNN = '7330.91', MLPMultivariate = '7436.96', TiDE = '7488.76', DeepNPTS = '7501.64', y = '7527.5', min_within_quantile = '7287.19', max_within_quantile = '7562.73' WHERE ds = '2024-04-28 00:00:00'
-2024-11-25 16:42:02,947 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7515.91', Informer = '7624.48', LSTM = '7546.91', iTransformer = '7279.48', TSMixer = '7510.22', TSMixerx = '7576.79', PatchTST = '7545.4', RNN = '7532.25', GRU = '7538.1', TCN = '7551.5', BiTCN = '7498.8', DilatedRNN = '7530.96', MLP = '7492.32', DLinear = '7507.14', NLinear = '7521.29', TFT = '7443.08', StemGNN = '7334.25', MLPMultivariate = '7455.0', TiDE = '7510.59', DeepNPTS = '7523.06', y = '7537.5', min_within_quantile = '7279.48', max_within_quantile = '7624.48' WHERE ds = '2024-04-29 00:00:00'
-2024-11-25 16:42:02,947 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7515.91', Informer = '7624.48', LSTM = '7546.91', iTransformer = '7279.48', TSMixer = '7510.22', TSMixerx = '7576.79', PatchTST = '7545.4', RNN = '7532.25', GRU = '7538.1', TCN = '7551.5', BiTCN = '7498.8', DilatedRNN = '7530.96', MLP = '7492.32', DLinear = '7507.14', NLinear = '7521.29', TFT = '7443.08', StemGNN = '7334.25', MLPMultivariate = '7455.0', TiDE = '7510.59', DeepNPTS = '7523.06', y = '7537.5', min_within_quantile = '7279.48', max_within_quantile = '7624.48' WHERE ds = '2024-04-29 00:00:00'
-2024-11-25 16:42:02,951 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7522.52', Informer = '7628.2', LSTM = '7552.62', iTransformer = '7346.42', TSMixer = '7519.13', TSMixerx = '7545.64', PatchTST = '7560.92', RNN = '7543.43', GRU = '7542.47', TCN = '7560.26', BiTCN = '7514.21', DilatedRNN = '7540.41', MLP = '7507.21', DLinear = '7532.45', NLinear = '7533.48', TFT = '7450.2', StemGNN = '7338.4', MLPMultivariate = '7478.6', TiDE = '7515.86', DeepNPTS = '7531.5', y = '7532.5', min_within_quantile = '7338.4', max_within_quantile = '7628.2' WHERE ds = '2024-04-30 00:00:00'
-2024-11-25 16:42:02,951 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7522.52', Informer = '7628.2', LSTM = '7552.62', iTransformer = '7346.42', TSMixer = '7519.13', TSMixerx = '7545.64', PatchTST = '7560.92', RNN = '7543.43', GRU = '7542.47', TCN = '7560.26', BiTCN = '7514.21', DilatedRNN = '7540.41', MLP = '7507.21', DLinear = '7532.45', NLinear = '7533.48', TFT = '7450.2', StemGNN = '7338.4', MLPMultivariate = '7478.6', TiDE = '7515.86', DeepNPTS = '7531.5', y = '7532.5', min_within_quantile = '7338.4', max_within_quantile = '7628.2' WHERE ds = '2024-04-30 00:00:00'
-2024-11-25 16:42:02,956 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7520.02', Informer = '7615.18', LSTM = '7547.94', iTransformer = '7367.74', TSMixer = '7512.47', TSMixerx = '7552.5', PatchTST = '7531.26', RNN = '7534.56', GRU = '7537.41', TCN = '7534.05', BiTCN = '7504.78', DilatedRNN = '7535.56', MLP = '7504.68', DLinear = '7517.42', NLinear = '7531.49', TFT = '7448.33', StemGNN = '7343.92', MLPMultivariate = '7466.23', TiDE = '7513.53', DeepNPTS = '7458.82', y = '7502.5', min_within_quantile = '7343.92', max_within_quantile = '7615.18' WHERE ds = '2024-05-06 00:00:00'
-2024-11-25 16:42:02,956 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7520.02', Informer = '7615.18', LSTM = '7547.94', iTransformer = '7367.74', TSMixer = '7512.47', TSMixerx = '7552.5', PatchTST = '7531.26', RNN = '7534.56', GRU = '7537.41', TCN = '7534.05', BiTCN = '7504.78', DilatedRNN = '7535.56', MLP = '7504.68', DLinear = '7517.42', NLinear = '7531.49', TFT = '7448.33', StemGNN = '7343.92', MLPMultivariate = '7466.23', TiDE = '7513.53', DeepNPTS = '7458.82', y = '7502.5', min_within_quantile = '7343.92', max_within_quantile = '7615.18' WHERE ds = '2024-05-06 00:00:00'
-2024-11-25 16:42:02,961 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7490.75', Informer = '7544.09', LSTM = '7525.55', iTransformer = '7360.35', TSMixer = '7482.29', TSMixerx = '7505.21', PatchTST = '7494.13', RNN = '7496.38', GRU = '7512.44', TCN = '7508.45', BiTCN = '7484.02', DilatedRNN = '7511.55', MLP = '7464.48', DLinear = '7491.48', NLinear = '7489.19', TFT = '7435.35', StemGNN = '7350.48', MLPMultivariate = '7427.34', TiDE = '7479.37', DeepNPTS = '7385.34', y = '7475.0', min_within_quantile = '7350.48', max_within_quantile = '7544.09' WHERE ds = '2024-05-07 00:00:00'
-2024-11-25 16:42:02,961 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7490.75', Informer = '7544.09', LSTM = '7525.55', iTransformer = '7360.35', TSMixer = '7482.29', TSMixerx = '7505.21', PatchTST = '7494.13', RNN = '7496.38', GRU = '7512.44', TCN = '7508.45', BiTCN = '7484.02', DilatedRNN = '7511.55', MLP = '7464.48', DLinear = '7491.48', NLinear = '7489.19', TFT = '7435.35', StemGNN = '7350.48', MLPMultivariate = '7427.34', TiDE = '7479.37', DeepNPTS = '7385.34', y = '7475.0', min_within_quantile = '7350.48', max_within_quantile = '7544.09' WHERE ds = '2024-05-07 00:00:00'
-2024-11-25 16:42:02,965 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7465.21', Informer = '7463.71', LSTM = '7508.1', iTransformer = '7314.5', TSMixer = '7451.67', TSMixerx = '7474.96', PatchTST = '7460.93', RNN = '7462.15', GRU = '7493.8', TCN = '7485.64', BiTCN = '7457.34', DilatedRNN = '7490.37', MLP = '7436.19', DLinear = '7457.4', NLinear = '7468.88', TFT = '7427.27', StemGNN = '7357.57', MLPMultivariate = '7294.83', TiDE = '7451.49', DeepNPTS = '7412.37', y = '7512.5', min_within_quantile = '7294.83', max_within_quantile = '7508.1' WHERE ds = '2024-05-08 00:00:00'
-2024-11-25 16:42:02,965 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7465.21', Informer = '7463.71', LSTM = '7508.1', iTransformer = '7314.5', TSMixer = '7451.67', TSMixerx = '7474.96', PatchTST = '7460.93', RNN = '7462.15', GRU = '7493.8', TCN = '7485.64', BiTCN = '7457.34', DilatedRNN = '7490.37', MLP = '7436.19', DLinear = '7457.4', NLinear = '7468.88', TFT = '7427.27', StemGNN = '7357.57', MLPMultivariate = '7294.83', TiDE = '7451.49', DeepNPTS = '7412.37', y = '7512.5', min_within_quantile = '7294.83', max_within_quantile = '7508.1' WHERE ds = '2024-05-08 00:00:00'
-2024-11-25 16:42:02,970 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7502.46', Informer = '7479.3', LSTM = '7537.79', iTransformer = '7298.47', TSMixer = '7473.98', TSMixerx = '7514.62', PatchTST = '7490.37', RNN = '7511.61', GRU = '7531.07', TCN = '7516.06', BiTCN = '7467.68', DilatedRNN = '7518.55', MLP = '7443.93', DLinear = '7476.07', NLinear = '7497.96', TFT = '7460.86', StemGNN = '7365.0', MLPMultivariate = '7273.3', TiDE = '7475.34', DeepNPTS = '7507.1', y = '7505.0', min_within_quantile = '7273.3', max_within_quantile = '7537.79' WHERE ds = '2024-05-09 00:00:00'
-2024-11-25 16:42:02,970 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7502.46', Informer = '7479.3', LSTM = '7537.79', iTransformer = '7298.47', TSMixer = '7473.98', TSMixerx = '7514.62', PatchTST = '7490.37', RNN = '7511.61', GRU = '7531.07', TCN = '7516.06', BiTCN = '7467.68', DilatedRNN = '7518.55', MLP = '7443.93', DLinear = '7476.07', NLinear = '7497.96', TFT = '7460.86', StemGNN = '7365.0', MLPMultivariate = '7273.3', TiDE = '7475.34', DeepNPTS = '7507.1', y = '7505.0', min_within_quantile = '7273.3', max_within_quantile = '7537.79' WHERE ds = '2024-05-09 00:00:00'
-2024-11-25 16:42:02,975 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7504.89', Informer = '7470.37', LSTM = '7528.36', iTransformer = '7280.79', TSMixer = '7477.09', TSMixerx = '7486.53', PatchTST = '7471.01', RNN = '7506.09', GRU = '7515.31', TCN = '7521.28', BiTCN = '7467.61', DilatedRNN = '7510.47', MLP = '7439.12', DLinear = '7475.61', NLinear = '7496.91', TFT = '7472.9', StemGNN = '7373.5', MLPMultivariate = '7230.71', TiDE = '7469.32', DeepNPTS = '7502.97', y = '7477.5', min_within_quantile = '7230.71', max_within_quantile = '7528.36' WHERE ds = '2024-05-10 00:00:00'
-2024-11-25 16:42:02,975 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7504.89', Informer = '7470.37', LSTM = '7528.36', iTransformer = '7280.79', TSMixer = '7477.09', TSMixerx = '7486.53', PatchTST = '7471.01', RNN = '7506.09', GRU = '7515.31', TCN = '7521.28', BiTCN = '7467.61', DilatedRNN = '7510.47', MLP = '7439.12', DLinear = '7475.61', NLinear = '7496.91', TFT = '7472.9', StemGNN = '7373.5', MLPMultivariate = '7230.71', TiDE = '7469.32', DeepNPTS = '7502.97', y = '7477.5', min_within_quantile = '7230.71', max_within_quantile = '7528.36' WHERE ds = '2024-05-10 00:00:00'
-2024-11-25 16:42:02,980 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7479.01', Informer = '7440.38', LSTM = '7510.4', iTransformer = '7270.46', TSMixer = '7464.68', TSMixerx = '7482.19', PatchTST = '7462.48', RNN = '7472.86', GRU = '7495.14', TCN = '7501.23', BiTCN = '7456.51', DilatedRNN = '7493.0', MLP = '7431.41', DLinear = '7464.92', NLinear = '7469.54', TFT = '7447.08', StemGNN = '7382.32', MLPMultivariate = '7232.7', TiDE = '7461.23', DeepNPTS = '7478.14', y = '7475.0', min_within_quantile = '7232.7', max_within_quantile = '7510.4' WHERE ds = '2024-05-11 00:00:00'
-2024-11-25 16:42:02,980 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7479.01', Informer = '7440.38', LSTM = '7510.4', iTransformer = '7270.46', TSMixer = '7464.68', TSMixerx = '7482.19', PatchTST = '7462.48', RNN = '7472.86', GRU = '7495.14', TCN = '7501.23', BiTCN = '7456.51', DilatedRNN = '7493.0', MLP = '7431.41', DLinear = '7464.92', NLinear = '7469.54', TFT = '7447.08', StemGNN = '7382.32', MLPMultivariate = '7232.7', TiDE = '7461.23', DeepNPTS = '7478.14', y = '7475.0', min_within_quantile = '7232.7', max_within_quantile = '7510.4' WHERE ds = '2024-05-11 00:00:00'
-2024-11-25 16:42:02,985 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7494.17', Informer = '7422.18', LSTM = '7510.57', iTransformer = '7272.96', TSMixer = '7468.91', TSMixerx = '7464.44', PatchTST = '7465.47', RNN = '7475.03', GRU = '7497.06', TCN = '7493.72', BiTCN = '7453.21', DilatedRNN = '7492.95', MLP = '7436.06', DLinear = '7479.65', NLinear = '7472.74', TFT = '7456.98', StemGNN = '7391.54', MLPMultivariate = '7278.73', TiDE = '7464.15', DeepNPTS = '7476.08', y = '7485.0', min_within_quantile = '7272.96', max_within_quantile = '7510.57' WHERE ds = '2024-05-13 00:00:00'
-2024-11-25 16:42:02,985 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7494.17', Informer = '7422.18', LSTM = '7510.57', iTransformer = '7272.96', TSMixer = '7468.91', TSMixerx = '7464.44', PatchTST = '7465.47', RNN = '7475.03', GRU = '7497.06', TCN = '7493.72', BiTCN = '7453.21', DilatedRNN = '7492.95', MLP = '7436.06', DLinear = '7479.65', NLinear = '7472.74', TFT = '7456.98', StemGNN = '7391.54', MLPMultivariate = '7278.73', TiDE = '7464.15', DeepNPTS = '7476.08', y = '7485.0', min_within_quantile = '7272.96', max_within_quantile = '7510.57' WHERE ds = '2024-05-13 00:00:00'
-2024-11-25 16:42:02,989 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7490.05', Informer = '7459.35', LSTM = '7517.47', iTransformer = '7292.0', TSMixer = '7475.44', TSMixerx = '7488.99', PatchTST = '7467.43', RNN = '7482.22', GRU = '7505.0', TCN = '7491.7', BiTCN = '7449.48', DilatedRNN = '7495.8', MLP = '7462.32', DLinear = '7482.8', NLinear = '7493.18', TFT = '7467.48', StemGNN = '7402.29', MLPMultivariate = '7311.51', TiDE = '7473.03', DeepNPTS = '7484.51', y = '7507.5', min_within_quantile = '7292.0', max_within_quantile = '7517.47' WHERE ds = '2024-05-14 00:00:00'
-2024-11-25 16:42:02,989 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7490.05', Informer = '7459.35', LSTM = '7517.47', iTransformer = '7292.0', TSMixer = '7475.44', TSMixerx = '7488.99', PatchTST = '7467.43', RNN = '7482.22', GRU = '7505.0', TCN = '7491.7', BiTCN = '7449.48', DilatedRNN = '7495.8', MLP = '7462.32', DLinear = '7482.8', NLinear = '7493.18', TFT = '7467.48', StemGNN = '7402.29', MLPMultivariate = '7311.51', TiDE = '7473.03', DeepNPTS = '7484.51', y = '7507.5', min_within_quantile = '7292.0', max_within_quantile = '7517.47' WHERE ds = '2024-05-14 00:00:00'
-2024-11-25 16:42:02,994 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7505.51', Informer = '7479.1', LSTM = '7533.49', iTransformer = '7342.85', TSMixer = '7496.99', TSMixerx = '7543.64', PatchTST = '7489.92', RNN = '7509.08', GRU = '7523.17', TCN = '7504.63', BiTCN = '7472.61', DilatedRNN = '7513.79', MLP = '7495.91', DLinear = '7500.53', NLinear = '7504.59', TFT = '7490.61', StemGNN = '7407.93', MLPMultivariate = '7341.56', TiDE = '7495.6', DeepNPTS = '7507.27', y = '7510.0', min_within_quantile = '7341.56', max_within_quantile = '7543.64' WHERE ds = '2024-05-15 00:00:00'
-2024-11-25 16:42:02,994 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7505.51', Informer = '7479.1', LSTM = '7533.49', iTransformer = '7342.85', TSMixer = '7496.99', TSMixerx = '7543.64', PatchTST = '7489.92', RNN = '7509.08', GRU = '7523.17', TCN = '7504.63', BiTCN = '7472.61', DilatedRNN = '7513.79', MLP = '7495.91', DLinear = '7500.53', NLinear = '7504.59', TFT = '7490.61', StemGNN = '7407.93', MLPMultivariate = '7341.56', TiDE = '7495.6', DeepNPTS = '7507.27', y = '7510.0', min_within_quantile = '7341.56', max_within_quantile = '7543.64' WHERE ds = '2024-05-15 00:00:00'
-2024-11-25 16:42:02,999 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7502.35', Informer = '7498.85', LSTM = '7533.47', iTransformer = '7349.43', TSMixer = '7507.07', TSMixerx = '7552.25', PatchTST = '7494.65', RNN = '7515.69', GRU = '7521.24', TCN = '7520.24', BiTCN = '7496.29', DilatedRNN = '7517.91', MLP = '7505.36', DLinear = '7509.93', NLinear = '7500.98', TFT = '7496.63', StemGNN = '7411.73', MLPMultivariate = '7332.62', TiDE = '7504.28', DeepNPTS = '7509.08', y = '7525.0', min_within_quantile = '7332.62', max_within_quantile = '7552.25' WHERE ds = '2024-05-16 00:00:00'
-2024-11-25 16:42:02,999 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7502.35', Informer = '7498.85', LSTM = '7533.47', iTransformer = '7349.43', TSMixer = '7507.07', TSMixerx = '7552.25', PatchTST = '7494.65', RNN = '7515.69', GRU = '7521.24', TCN = '7520.24', BiTCN = '7496.29', DilatedRNN = '7517.91', MLP = '7505.36', DLinear = '7509.93', NLinear = '7500.98', TFT = '7496.63', StemGNN = '7411.73', MLPMultivariate = '7332.62', TiDE = '7504.28', DeepNPTS = '7509.08', y = '7525.0', min_within_quantile = '7332.62', max_within_quantile = '7552.25' WHERE ds = '2024-05-16 00:00:00'
-2024-11-25 16:42:03,004 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7515.81', Informer = '7493.88', LSTM = '7544.87', iTransformer = '7371.63', TSMixer = '7519.93', TSMixerx = '7578.68', PatchTST = '7520.25', RNN = '7529.74', GRU = '7535.34', TCN = '7559.65', BiTCN = '7517.23', DilatedRNN = '7530.73', MLP = '7515.29', DLinear = '7521.65', NLinear = '7521.52', TFT = '7513.67', StemGNN = '7413.52', MLPMultivariate = '7344.5', TiDE = '7515.28', DeepNPTS = '7458.27', y = '7587.5', min_within_quantile = '7344.5', max_within_quantile = '7578.68' WHERE ds = '2024-05-17 00:00:00'
-2024-11-25 16:42:03,004 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7515.81', Informer = '7493.88', LSTM = '7544.87', iTransformer = '7371.63', TSMixer = '7519.93', TSMixerx = '7578.68', PatchTST = '7520.25', RNN = '7529.74', GRU = '7535.34', TCN = '7559.65', BiTCN = '7517.23', DilatedRNN = '7530.73', MLP = '7515.29', DLinear = '7521.65', NLinear = '7521.52', TFT = '7513.67', StemGNN = '7413.52', MLPMultivariate = '7344.5', TiDE = '7515.28', DeepNPTS = '7458.27', y = '7587.5', min_within_quantile = '7344.5', max_within_quantile = '7578.68' WHERE ds = '2024-05-17 00:00:00'
-2024-11-25 16:42:03,009 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7585.31', Informer = '7612.47', LSTM = '7596.32', iTransformer = '7418.88', TSMixer = '7568.41', TSMixerx = '7594.8', PatchTST = '7603.39', RNN = '7596.08', GRU = '7589.06', TCN = '7638.46', BiTCN = '7561.32', DilatedRNN = '7578.94', MLP = '7579.88', DLinear = '7560.62', NLinear = '7595.4', TFT = '7586.71', StemGNN = '7414.08', MLPMultivariate = '7380.63', TiDE = '7568.85', DeepNPTS = '7582.93', y = '7670.0', min_within_quantile = '7380.63', max_within_quantile = '7638.46' WHERE ds = '2024-05-20 00:00:00'
-2024-11-25 16:42:03,009 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7585.31', Informer = '7612.47', LSTM = '7596.32', iTransformer = '7418.88', TSMixer = '7568.41', TSMixerx = '7594.8', PatchTST = '7603.39', RNN = '7596.08', GRU = '7589.06', TCN = '7638.46', BiTCN = '7561.32', DilatedRNN = '7578.94', MLP = '7579.88', DLinear = '7560.62', NLinear = '7595.4', TFT = '7586.71', StemGNN = '7414.08', MLPMultivariate = '7380.63', TiDE = '7568.85', DeepNPTS = '7582.93', y = '7670.0', min_within_quantile = '7380.63', max_within_quantile = '7638.46' WHERE ds = '2024-05-20 00:00:00'
-2024-11-25 16:42:03,014 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7680.16', Informer = '7705.88', LSTM = '7673.03', iTransformer = '7440.37', TSMixer = '7638.34', TSMixerx = '7638.54', PatchTST = '7689.84', RNN = '7701.25', GRU = '7672.27', TCN = '7723.09', BiTCN = '7592.08', DilatedRNN = '7660.82', MLP = '7679.96', DLinear = '7642.92', NLinear = '7677.48', TFT = '7641.0', StemGNN = '7413.99', MLPMultivariate = '7472.35', TiDE = '7642.75', DeepNPTS = '7667.83', y = '7677.5', min_within_quantile = '7413.99', max_within_quantile = '7723.09' WHERE ds = '2024-05-21 00:00:00'
-2024-11-25 16:42:03,014 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7680.16', Informer = '7705.88', LSTM = '7673.03', iTransformer = '7440.37', TSMixer = '7638.34', TSMixerx = '7638.54', PatchTST = '7689.84', RNN = '7701.25', GRU = '7672.27', TCN = '7723.09', BiTCN = '7592.08', DilatedRNN = '7660.82', MLP = '7679.96', DLinear = '7642.92', NLinear = '7677.48', TFT = '7641.0', StemGNN = '7413.99', MLPMultivariate = '7472.35', TiDE = '7642.75', DeepNPTS = '7667.83', y = '7677.5', min_within_quantile = '7413.99', max_within_quantile = '7723.09' WHERE ds = '2024-05-21 00:00:00'
-2024-11-25 16:42:03,020 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7698.86', Informer = '7686.67', LSTM = '7669.4', iTransformer = '7439.25', TSMixer = '7657.28', TSMixerx = '7686.7', PatchTST = '7664.3', RNN = '7700.12', GRU = '7660.55', TCN = '7728.22', BiTCN = '7579.34', DilatedRNN = '7665.66', MLP = '7687.48', DLinear = '7658.32', NLinear = '7679.26', TFT = '7651.28', StemGNN = '7415.62', MLPMultivariate = '7450.84', TiDE = '7658.39', DeepNPTS = '7671.11', y = '7677.5', min_within_quantile = '7415.62', max_within_quantile = '7728.22' WHERE ds = '2024-05-22 00:00:00'
-2024-11-25 16:42:03,020 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7698.86', Informer = '7686.67', LSTM = '7669.4', iTransformer = '7439.25', TSMixer = '7657.28', TSMixerx = '7686.7', PatchTST = '7664.3', RNN = '7700.12', GRU = '7660.55', TCN = '7728.22', BiTCN = '7579.34', DilatedRNN = '7665.66', MLP = '7687.48', DLinear = '7658.32', NLinear = '7679.26', TFT = '7651.28', StemGNN = '7415.62', MLPMultivariate = '7450.84', TiDE = '7658.39', DeepNPTS = '7671.11', y = '7677.5', min_within_quantile = '7415.62', max_within_quantile = '7728.22' WHERE ds = '2024-05-22 00:00:00'
-2024-11-25 16:42:03,024 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7694.73', Informer = '7699.76', LSTM = '7668.47', iTransformer = '7456.81', TSMixer = '7655.07', TSMixerx = '7761.17', PatchTST = '7647.98', RNN = '7685.28', GRU = '7664.45', TCN = '7719.24', BiTCN = '7564.39', DilatedRNN = '7667.12', MLP = '7658.72', DLinear = '7665.99', NLinear = '7670.2', TFT = '7665.32', StemGNN = '7419.85', MLPMultivariate = '7480.79', TiDE = '7658.95', DeepNPTS = '7625.35', y = '7645.0', min_within_quantile = '7419.85', max_within_quantile = '7761.17' WHERE ds = '2024-05-23 00:00:00'
-2024-11-25 16:42:03,024 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7694.73', Informer = '7699.76', LSTM = '7668.47', iTransformer = '7456.81', TSMixer = '7655.07', TSMixerx = '7761.17', PatchTST = '7647.98', RNN = '7685.28', GRU = '7664.45', TCN = '7719.24', BiTCN = '7564.39', DilatedRNN = '7667.12', MLP = '7658.72', DLinear = '7665.99', NLinear = '7670.2', TFT = '7665.32', StemGNN = '7419.85', MLPMultivariate = '7480.79', TiDE = '7658.95', DeepNPTS = '7625.35', y = '7645.0', min_within_quantile = '7419.85', max_within_quantile = '7761.17' WHERE ds = '2024-05-23 00:00:00'
-2024-11-25 16:42:03,029 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7648.45', Informer = '7616.18', LSTM = '7629.58', iTransformer = '7454.64', TSMixer = '7619.11', TSMixerx = '7749.11', PatchTST = '7602.05', RNN = '7629.39', GRU = '7622.75', TCN = '7683.57', BiTCN = '7547.5', DilatedRNN = '7625.02', MLP = '7602.54', DLinear = '7648.28', NLinear = '7636.47', TFT = '7618.62', StemGNN = '7426.05', MLPMultivariate = '7450.28', TiDE = '7622.44', DeepNPTS = '7601.46', y = '7630.0', min_within_quantile = '7426.05', max_within_quantile = '7749.11' WHERE ds = '2024-05-24 00:00:00'
-2024-11-25 16:42:03,029 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7648.45', Informer = '7616.18', LSTM = '7629.58', iTransformer = '7454.64', TSMixer = '7619.11', TSMixerx = '7749.11', PatchTST = '7602.05', RNN = '7629.39', GRU = '7622.75', TCN = '7683.57', BiTCN = '7547.5', DilatedRNN = '7625.02', MLP = '7602.54', DLinear = '7648.28', NLinear = '7636.47', TFT = '7618.62', StemGNN = '7426.05', MLPMultivariate = '7450.28', TiDE = '7622.44', DeepNPTS = '7601.46', y = '7630.0', min_within_quantile = '7426.05', max_within_quantile = '7749.11' WHERE ds = '2024-05-24 00:00:00'
-2024-11-25 16:42:03,034 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7623.48', Informer = '7592.54', LSTM = '7619.28', iTransformer = '7428.96', TSMixer = '7597.88', TSMixerx = '7658.79', PatchTST = '7585.54', RNN = '7602.09', GRU = '7616.29', TCN = '7669.08', BiTCN = '7527.81', DilatedRNN = '7602.32', MLP = '7565.19', DLinear = '7609.98', NLinear = '7620.24', TFT = '7554.08', StemGNN = '7434.43', MLPMultivariate = '7423.9', TiDE = '7604.93', DeepNPTS = '7617.23', y = '7650.0', min_within_quantile = '7423.9', max_within_quantile = '7669.08' WHERE ds = '2024-05-27 00:00:00'
-2024-11-25 16:42:03,034 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7623.48', Informer = '7592.54', LSTM = '7619.28', iTransformer = '7428.96', TSMixer = '7597.88', TSMixerx = '7658.79', PatchTST = '7585.54', RNN = '7602.09', GRU = '7616.29', TCN = '7669.08', BiTCN = '7527.81', DilatedRNN = '7602.32', MLP = '7565.19', DLinear = '7609.98', NLinear = '7620.24', TFT = '7554.08', StemGNN = '7434.43', MLPMultivariate = '7423.9', TiDE = '7604.93', DeepNPTS = '7617.23', y = '7650.0', min_within_quantile = '7423.9', max_within_quantile = '7669.08' WHERE ds = '2024-05-27 00:00:00'
-2024-11-25 16:42:03,039 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7635.28', Informer = '7636.18', LSTM = '7641.9', iTransformer = '7437.01', TSMixer = '7611.36', TSMixerx = '7613.04', PatchTST = '7591.25', RNN = '7636.9', GRU = '7642.92', TCN = '7723.32', BiTCN = '7534.48', DilatedRNN = '7625.4', MLP = '7555.91', DLinear = '7618.46', NLinear = '7634.92', TFT = '7547.65', StemGNN = '7443.18', MLPMultivariate = '7429.74', TiDE = '7621.69', DeepNPTS = '7644.29', y = '7690.0', min_within_quantile = '7429.74', max_within_quantile = '7723.32' WHERE ds = '2024-05-28 00:00:00'
-2024-11-25 16:42:03,039 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7635.28', Informer = '7636.18', LSTM = '7641.9', iTransformer = '7437.01', TSMixer = '7611.36', TSMixerx = '7613.04', PatchTST = '7591.25', RNN = '7636.9', GRU = '7642.92', TCN = '7723.32', BiTCN = '7534.48', DilatedRNN = '7625.4', MLP = '7555.91', DLinear = '7618.46', NLinear = '7634.92', TFT = '7547.65', StemGNN = '7443.18', MLPMultivariate = '7429.74', TiDE = '7621.69', DeepNPTS = '7644.29', y = '7690.0', min_within_quantile = '7429.74', max_within_quantile = '7723.32' WHERE ds = '2024-05-28 00:00:00'
-2024-11-25 16:42:03,044 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7672.74', Informer = '7633.56', LSTM = '7684.05', iTransformer = '7528.32', TSMixer = '7650.45', TSMixerx = '7688.61', PatchTST = '7626.96', RNN = '7701.58', GRU = '7688.7', TCN = '7782.45', BiTCN = '7562.19', DilatedRNN = '7670.77', MLP = '7578.69', DLinear = '7660.35', NLinear = '7672.33', TFT = '7577.42', StemGNN = '7451.84', MLPMultivariate = '7468.19', TiDE = '7664.2', DeepNPTS = '7675.41', y = '7690.0', min_within_quantile = '7451.84', max_within_quantile = '7782.45' WHERE ds = '2024-05-29 00:00:00'
-2024-11-25 16:42:03,044 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7672.74', Informer = '7633.56', LSTM = '7684.05', iTransformer = '7528.32', TSMixer = '7650.45', TSMixerx = '7688.61', PatchTST = '7626.96', RNN = '7701.58', GRU = '7688.7', TCN = '7782.45', BiTCN = '7562.19', DilatedRNN = '7670.77', MLP = '7578.69', DLinear = '7660.35', NLinear = '7672.33', TFT = '7577.42', StemGNN = '7451.84', MLPMultivariate = '7468.19', TiDE = '7664.2', DeepNPTS = '7675.41', y = '7690.0', min_within_quantile = '7451.84', max_within_quantile = '7782.45' WHERE ds = '2024-05-29 00:00:00'
-2024-11-25 16:42:03,048 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7654.1', Informer = '7684.07', LSTM = '7678.12', iTransformer = '7541.67', TSMixer = '7659.66', TSMixerx = '7729.29', PatchTST = '7624.52', RNN = '7704.72', GRU = '7676.98', TCN = '7779.26', BiTCN = '7579.58', DilatedRNN = '7671.92', MLP = '7582.24', DLinear = '7666.96', NLinear = '7677.91', TFT = '7594.99', StemGNN = '7460.23', MLPMultivariate = '7495.73', TiDE = '7672.25', DeepNPTS = '7667.67', y = '7716.67', min_within_quantile = '7460.23', max_within_quantile = '7779.26' WHERE ds = '2024-05-30 00:00:00'
-2024-11-25 16:42:03,048 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7654.1', Informer = '7684.07', LSTM = '7678.12', iTransformer = '7541.67', TSMixer = '7659.66', TSMixerx = '7729.29', PatchTST = '7624.52', RNN = '7704.72', GRU = '7676.98', TCN = '7779.26', BiTCN = '7579.58', DilatedRNN = '7671.92', MLP = '7582.24', DLinear = '7666.96', NLinear = '7677.91', TFT = '7594.99', StemGNN = '7460.23', MLPMultivariate = '7495.73', TiDE = '7672.25', DeepNPTS = '7667.67', y = '7716.67', min_within_quantile = '7460.23', max_within_quantile = '7779.26' WHERE ds = '2024-05-30 00:00:00'
-2024-11-25 16:42:03,054 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.27', Informer = '7688.36', LSTM = '7709.91', iTransformer = '7545.66', TSMixer = '7682.7', TSMixerx = '7689.07', PatchTST = '7663.72', RNN = '7741.18', GRU = '7716.75', TCN = '7796.91', BiTCN = '7603.56', DilatedRNN = '7706.31', MLP = '7608.99', DLinear = '7704.17', NLinear = '7713.34', TFT = '7595.06', StemGNN = '7467.27', MLPMultivariate = '7548.03', TiDE = '7691.61', DeepNPTS = '7693.02', y = '7740.0', min_within_quantile = '7467.27', max_within_quantile = '7796.91' WHERE ds = '2024-05-31 00:00:00'
-2024-11-25 16:42:03,054 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.27', Informer = '7688.36', LSTM = '7709.91', iTransformer = '7545.66', TSMixer = '7682.7', TSMixerx = '7689.07', PatchTST = '7663.72', RNN = '7741.18', GRU = '7716.75', TCN = '7796.91', BiTCN = '7603.56', DilatedRNN = '7706.31', MLP = '7608.99', DLinear = '7704.17', NLinear = '7713.34', TFT = '7595.06', StemGNN = '7467.27', MLPMultivariate = '7548.03', TiDE = '7691.61', DeepNPTS = '7693.02', y = '7740.0', min_within_quantile = '7467.27', max_within_quantile = '7796.91' WHERE ds = '2024-05-31 00:00:00'
-2024-11-25 16:42:03,060 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7702.89', Informer = '7687.78', LSTM = '7730.39', iTransformer = '7565.92', TSMixer = '7702.51', TSMixerx = '7678.21', PatchTST = '7698.71', RNN = '7768.16', GRU = '7739.78', TCN = '7802.96', BiTCN = '7623.76', DilatedRNN = '7729.22', MLP = '7646.33', DLinear = '7716.21', NLinear = '7741.67', TFT = '7607.83', StemGNN = '7473.28', MLPMultivariate = '7605.06', TiDE = '7709.22', DeepNPTS = '7727.81', y = '7720.0', min_within_quantile = '7473.28', max_within_quantile = '7802.96' WHERE ds = '2024-06-03 00:00:00'
-2024-11-25 16:42:03,060 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7702.89', Informer = '7687.78', LSTM = '7730.39', iTransformer = '7565.92', TSMixer = '7702.51', TSMixerx = '7678.21', PatchTST = '7698.71', RNN = '7768.16', GRU = '7739.78', TCN = '7802.96', BiTCN = '7623.76', DilatedRNN = '7729.22', MLP = '7646.33', DLinear = '7716.21', NLinear = '7741.67', TFT = '7607.83', StemGNN = '7473.28', MLPMultivariate = '7605.06', TiDE = '7709.22', DeepNPTS = '7727.81', y = '7720.0', min_within_quantile = '7473.28', max_within_quantile = '7802.96' WHERE ds = '2024-06-03 00:00:00'
-2024-11-25 16:42:03,065 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7696.45', Informer = '7719.77', LSTM = '7702.07', iTransformer = '7563.73', TSMixer = '7689.31', TSMixerx = '7703.56', PatchTST = '7673.59', RNN = '7720.68', GRU = '7705.27', TCN = '7791.84', BiTCN = '7619.96', DilatedRNN = '7697.91', MLP = '7630.0', DLinear = '7684.81', NLinear = '7701.14', TFT = '7603.86', StemGNN = '7478.13', MLPMultivariate = '7609.6', TiDE = '7698.05', DeepNPTS = '7718.95', y = '7650.0', min_within_quantile = '7478.13', max_within_quantile = '7791.84' WHERE ds = '2024-06-04 00:00:00'
-2024-11-25 16:42:03,065 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7696.45', Informer = '7719.77', LSTM = '7702.07', iTransformer = '7563.73', TSMixer = '7689.31', TSMixerx = '7703.56', PatchTST = '7673.59', RNN = '7720.68', GRU = '7705.27', TCN = '7791.84', BiTCN = '7619.96', DilatedRNN = '7697.91', MLP = '7630.0', DLinear = '7684.81', NLinear = '7701.14', TFT = '7603.86', StemGNN = '7478.13', MLPMultivariate = '7609.6', TiDE = '7698.05', DeepNPTS = '7718.95', y = '7650.0', min_within_quantile = '7478.13', max_within_quantile = '7791.84' WHERE ds = '2024-06-04 00:00:00'
-2024-11-25 16:42:03,070 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7642.69', Informer = '7663.56', LSTM = '7626.45', iTransformer = '7528.37', TSMixer = '7629.66', TSMixerx = '7668.93', PatchTST = '7610.55', RNN = '7622.92', GRU = '7622.57', TCN = '7725.94', BiTCN = '7597.73', DilatedRNN = '7617.74', MLP = '7596.54', DLinear = '7644.32', NLinear = '7617.92', TFT = '7579.07', StemGNN = '7481.54', MLPMultivariate = '7538.05', TiDE = '7629.27', DeepNPTS = '7650.15', y = '7620.0', min_within_quantile = '7481.54', max_within_quantile = '7725.94' WHERE ds = '2024-06-05 00:00:00'
-2024-11-25 16:42:03,070 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7642.69', Informer = '7663.56', LSTM = '7626.45', iTransformer = '7528.37', TSMixer = '7629.66', TSMixerx = '7668.93', PatchTST = '7610.55', RNN = '7622.92', GRU = '7622.57', TCN = '7725.94', BiTCN = '7597.73', DilatedRNN = '7617.74', MLP = '7596.54', DLinear = '7644.32', NLinear = '7617.92', TFT = '7579.07', StemGNN = '7481.54', MLPMultivariate = '7538.05', TiDE = '7629.27', DeepNPTS = '7650.15', y = '7620.0', min_within_quantile = '7481.54', max_within_quantile = '7725.94' WHERE ds = '2024-06-05 00:00:00'
-2024-11-25 16:42:03,075 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7634.74', Informer = '7659.39', LSTM = '7607.58', iTransformer = '7509.72', TSMixer = '7597.59', TSMixerx = '7690.64', PatchTST = '7610.48', RNN = '7592.94', GRU = '7607.31', TCN = '7648.04', BiTCN = '7587.1', DilatedRNN = '7592.81', MLP = '7593.09', DLinear = '7613.26', NLinear = '7598.03', TFT = '7595.39', StemGNN = '7484.23', MLPMultivariate = '7491.53', TiDE = '7586.05', DeepNPTS = '7619.32', y = '7600.0', min_within_quantile = '7484.23', max_within_quantile = '7690.64' WHERE ds = '2024-06-06 00:00:00'
-2024-11-25 16:42:03,075 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7634.74', Informer = '7659.39', LSTM = '7607.58', iTransformer = '7509.72', TSMixer = '7597.59', TSMixerx = '7690.64', PatchTST = '7610.48', RNN = '7592.94', GRU = '7607.31', TCN = '7648.04', BiTCN = '7587.1', DilatedRNN = '7592.81', MLP = '7593.09', DLinear = '7613.26', NLinear = '7598.03', TFT = '7595.39', StemGNN = '7484.23', MLPMultivariate = '7491.53', TiDE = '7586.05', DeepNPTS = '7619.32', y = '7600.0', min_within_quantile = '7484.23', max_within_quantile = '7690.64' WHERE ds = '2024-06-06 00:00:00'
-2024-11-25 16:42:03,080 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7617.12', Informer = '7610.01', LSTM = '7591.8', iTransformer = '7498.52', TSMixer = '7582.46', TSMixerx = '7650.32', PatchTST = '7621.19', RNN = '7576.67', GRU = '7589.4', TCN = '7599.79', BiTCN = '7580.89', DilatedRNN = '7574.45', MLP = '7592.76', DLinear = '7572.69', NLinear = '7587.91', TFT = '7577.3', StemGNN = '7487.19', MLPMultivariate = '7470.38', TiDE = '7575.11', DeepNPTS = '7600.84', y = '7606.67', min_within_quantile = '7470.38', max_within_quantile = '7650.32' WHERE ds = '2024-06-07 00:00:00'
-2024-11-25 16:42:03,080 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7617.12', Informer = '7610.01', LSTM = '7591.8', iTransformer = '7498.52', TSMixer = '7582.46', TSMixerx = '7650.32', PatchTST = '7621.19', RNN = '7576.67', GRU = '7589.4', TCN = '7599.79', BiTCN = '7580.89', DilatedRNN = '7574.45', MLP = '7592.76', DLinear = '7572.69', NLinear = '7587.91', TFT = '7577.3', StemGNN = '7487.19', MLPMultivariate = '7470.38', TiDE = '7575.11', DeepNPTS = '7600.84', y = '7606.67', min_within_quantile = '7470.38', max_within_quantile = '7650.32' WHERE ds = '2024-06-07 00:00:00'
-2024-11-25 16:42:03,085 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7611.94', Informer = '7633.09', LSTM = '7603.6', iTransformer = '7493.56', TSMixer = '7591.12', TSMixerx = '7632.76', PatchTST = '7620.96', RNN = '7591.12', GRU = '7600.96', TCN = '7620.96', BiTCN = '7583.22', DilatedRNN = '7583.42', MLP = '7583.54', DLinear = '7582.77', NLinear = '7602.66', TFT = '7577.2', StemGNN = '7490.31', MLPMultivariate = '7481.58', TiDE = '7592.15', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7481.58', max_within_quantile = '7633.09' WHERE ds = '2024-06-11 00:00:00'
-2024-11-25 16:42:03,085 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7611.94', Informer = '7633.09', LSTM = '7603.6', iTransformer = '7493.56', TSMixer = '7591.12', TSMixerx = '7632.76', PatchTST = '7620.96', RNN = '7591.12', GRU = '7600.96', TCN = '7620.96', BiTCN = '7583.22', DilatedRNN = '7583.42', MLP = '7583.54', DLinear = '7582.77', NLinear = '7602.66', TFT = '7577.2', StemGNN = '7490.31', MLPMultivariate = '7481.58', TiDE = '7592.15', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7481.58', max_within_quantile = '7633.09' WHERE ds = '2024-06-11 00:00:00'
-2024-11-25 16:42:03,089 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7613.38', Informer = '7652.18', LSTM = '7616.68', iTransformer = '7483.28', TSMixer = '7607.61', TSMixerx = '7638.63', PatchTST = '7629.52', RNN = '7618.94', GRU = '7612.19', TCN = '7660.15', BiTCN = '7602.21', DilatedRNN = '7602.57', MLP = '7581.66', DLinear = '7605.89', NLinear = '7614.25', TFT = '7572.99', StemGNN = '7493.3', MLPMultivariate = '7498.66', TiDE = '7606.73', DeepNPTS = '7617.93', y = '7673.33', min_within_quantile = '7483.28', max_within_quantile = '7660.15' WHERE ds = '2024-06-12 00:00:00'
-2024-11-25 16:42:03,089 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7613.38', Informer = '7652.18', LSTM = '7616.68', iTransformer = '7483.28', TSMixer = '7607.61', TSMixerx = '7638.63', PatchTST = '7629.52', RNN = '7618.94', GRU = '7612.19', TCN = '7660.15', BiTCN = '7602.21', DilatedRNN = '7602.57', MLP = '7581.66', DLinear = '7605.89', NLinear = '7614.25', TFT = '7572.99', StemGNN = '7493.3', MLPMultivariate = '7498.66', TiDE = '7606.73', DeepNPTS = '7617.93', y = '7673.33', min_within_quantile = '7483.28', max_within_quantile = '7660.15' WHERE ds = '2024-06-12 00:00:00'
-2024-11-25 16:42:03,094 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7668.2', Informer = '7725.86', LSTM = '7672.95', iTransformer = '7576.9', TSMixer = '7650.81', TSMixerx = '7681.37', PatchTST = '7678.68', RNN = '7694.77', GRU = '7675.37', TCN = '7720.72', BiTCN = '7631.78', DilatedRNN = '7665.12', MLP = '7621.41', DLinear = '7662.01', NLinear = '7678.85', TFT = '7613.25', StemGNN = '7497.74', MLPMultivariate = '7540.82', TiDE = '7648.21', DeepNPTS = '7672.11', y = '7690.0', min_within_quantile = '7497.74', max_within_quantile = '7725.86' WHERE ds = '2024-06-13 00:00:00'
-2024-11-25 16:42:03,094 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7668.2', Informer = '7725.86', LSTM = '7672.95', iTransformer = '7576.9', TSMixer = '7650.81', TSMixerx = '7681.37', PatchTST = '7678.68', RNN = '7694.77', GRU = '7675.37', TCN = '7720.72', BiTCN = '7631.78', DilatedRNN = '7665.12', MLP = '7621.41', DLinear = '7662.01', NLinear = '7678.85', TFT = '7613.25', StemGNN = '7497.74', MLPMultivariate = '7540.82', TiDE = '7648.21', DeepNPTS = '7672.11', y = '7690.0', min_within_quantile = '7497.74', max_within_quantile = '7725.86' WHERE ds = '2024-06-13 00:00:00'
-2024-11-25 16:42:03,099 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7688.97', Informer = '7723.6', LSTM = '7682.49', iTransformer = '7639.26', TSMixer = '7669.08', TSMixerx = '7730.77', PatchTST = '7688.48', RNN = '7714.08', GRU = '7679.92', TCN = '7722.99', BiTCN = '7657.59', DilatedRNN = '7681.26', MLP = '7657.69', DLinear = '7683.32', NLinear = '7694.44', TFT = '7624.94', StemGNN = '7501.77', MLPMultivariate = '7579.2', TiDE = '7667.22', DeepNPTS = '7688.38', y = '7690.0', min_within_quantile = '7501.77', max_within_quantile = '7730.77' WHERE ds = '2024-06-14 00:00:00'
-2024-11-25 16:42:03,099 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7688.97', Informer = '7723.6', LSTM = '7682.49', iTransformer = '7639.26', TSMixer = '7669.08', TSMixerx = '7730.77', PatchTST = '7688.48', RNN = '7714.08', GRU = '7679.92', TCN = '7722.99', BiTCN = '7657.59', DilatedRNN = '7681.26', MLP = '7657.69', DLinear = '7683.32', NLinear = '7694.44', TFT = '7624.94', StemGNN = '7501.77', MLPMultivariate = '7579.2', TiDE = '7667.22', DeepNPTS = '7688.38', y = '7690.0', min_within_quantile = '7501.77', max_within_quantile = '7730.77' WHERE ds = '2024-06-14 00:00:00'
-2024-11-25 16:42:03,104 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7702.75', Informer = '7743.2', LSTM = '7680.26', iTransformer = '7606.05', TSMixer = '7673.18', TSMixerx = '7770.84', PatchTST = '7685.93', RNN = '7698.41', GRU = '7678.56', TCN = '7718.09', BiTCN = '7676.33', DilatedRNN = '7680.22', MLP = '7670.84', DLinear = '7678.4', NLinear = '7688.88', TFT = '7643.54', StemGNN = '7505.94', MLPMultivariate = '7603.83', TiDE = '7671.66', DeepNPTS = '7678.96', y = '7656.67', min_within_quantile = '7505.94', max_within_quantile = '7770.84' WHERE ds = '2024-06-17 00:00:00'
-2024-11-25 16:42:03,104 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7702.75', Informer = '7743.2', LSTM = '7680.26', iTransformer = '7606.05', TSMixer = '7673.18', TSMixerx = '7770.84', PatchTST = '7685.93', RNN = '7698.41', GRU = '7678.56', TCN = '7718.09', BiTCN = '7676.33', DilatedRNN = '7680.22', MLP = '7670.84', DLinear = '7678.4', NLinear = '7688.88', TFT = '7643.54', StemGNN = '7505.94', MLPMultivariate = '7603.83', TiDE = '7671.66', DeepNPTS = '7678.96', y = '7656.67', min_within_quantile = '7505.94', max_within_quantile = '7770.84' WHERE ds = '2024-06-17 00:00:00'
-2024-11-25 16:42:03,109 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7668.99', Informer = '7708.37', LSTM = '7640.73', iTransformer = '7514.17', TSMixer = '7643.87', TSMixerx = '7691.71', PatchTST = '7650.44', RNN = '7642.54', GRU = '7635.29', TCN = '7677.14', BiTCN = '7664.74', DilatedRNN = '7638.76', MLP = '7635.66', DLinear = '7647.59', NLinear = '7648.63', TFT = '7617.83', StemGNN = '7510.3', MLPMultivariate = '7576.42', TiDE = '7644.72', DeepNPTS = '7653.86', y = '7656.67', min_within_quantile = '7510.3', max_within_quantile = '7708.37' WHERE ds = '2024-06-18 00:00:00'
-2024-11-25 16:42:03,109 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7668.99', Informer = '7708.37', LSTM = '7640.73', iTransformer = '7514.17', TSMixer = '7643.87', TSMixerx = '7691.71', PatchTST = '7650.44', RNN = '7642.54', GRU = '7635.29', TCN = '7677.14', BiTCN = '7664.74', DilatedRNN = '7638.76', MLP = '7635.66', DLinear = '7647.59', NLinear = '7648.63', TFT = '7617.83', StemGNN = '7510.3', MLPMultivariate = '7576.42', TiDE = '7644.72', DeepNPTS = '7653.86', y = '7656.67', min_within_quantile = '7510.3', max_within_quantile = '7708.37' WHERE ds = '2024-06-18 00:00:00'
-2024-11-25 16:42:03,114 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7691.18', Informer = '7745.72', LSTM = '7646.26', iTransformer = '7601.36', TSMixer = '7632.72', TSMixerx = '7640.09', PatchTST = '7657.11', RNN = '7634.98', GRU = '7646.54', TCN = '7665.58', BiTCN = '7653.72', DilatedRNN = '7634.75', MLP = '7628.78', DLinear = '7636.86', NLinear = '7647.25', TFT = '7627.6', StemGNN = '7513.44', MLPMultivariate = '7628.77', TiDE = '7626.58', DeepNPTS = '7646.61', y = '7670.0', min_within_quantile = '7513.44', max_within_quantile = '7745.72' WHERE ds = '2024-06-19 00:00:00'
-2024-11-25 16:42:03,114 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7691.18', Informer = '7745.72', LSTM = '7646.26', iTransformer = '7601.36', TSMixer = '7632.72', TSMixerx = '7640.09', PatchTST = '7657.11', RNN = '7634.98', GRU = '7646.54', TCN = '7665.58', BiTCN = '7653.72', DilatedRNN = '7634.75', MLP = '7628.78', DLinear = '7636.86', NLinear = '7647.25', TFT = '7627.6', StemGNN = '7513.44', MLPMultivariate = '7628.77', TiDE = '7626.58', DeepNPTS = '7646.61', y = '7670.0', min_within_quantile = '7513.44', max_within_quantile = '7745.72' WHERE ds = '2024-06-19 00:00:00'
-2024-11-25 16:42:03,119 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7718.97', Informer = '7752.12', LSTM = '7659.66', iTransformer = '7711.48', TSMixer = '7641.15', TSMixerx = '7693.33', PatchTST = '7669.69', RNN = '7659.4', GRU = '7661.6', TCN = '7687.98', BiTCN = '7641.96', DilatedRNN = '7650.63', MLP = '7679.31', DLinear = '7641.12', NLinear = '7662.87', TFT = '7640.89', StemGNN = '7516.77', MLPMultivariate = '7714.1', TiDE = '7627.53', DeepNPTS = '7668.4', y = '7680.0', min_within_quantile = '7516.77', max_within_quantile = '7752.12' WHERE ds = '2024-06-20 00:00:00'
-2024-11-25 16:42:03,119 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7718.97', Informer = '7752.12', LSTM = '7659.66', iTransformer = '7711.48', TSMixer = '7641.15', TSMixerx = '7693.33', PatchTST = '7669.69', RNN = '7659.4', GRU = '7661.6', TCN = '7687.98', BiTCN = '7641.96', DilatedRNN = '7650.63', MLP = '7679.31', DLinear = '7641.12', NLinear = '7662.87', TFT = '7640.89', StemGNN = '7516.77', MLPMultivariate = '7714.1', TiDE = '7627.53', DeepNPTS = '7668.4', y = '7680.0', min_within_quantile = '7516.77', max_within_quantile = '7752.12' WHERE ds = '2024-06-20 00:00:00'
-2024-11-25 16:42:03,123 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7715.4', Informer = '7731.31', LSTM = '7669.79', iTransformer = '7717.89', TSMixer = '7659.71', TSMixerx = '7694.0', PatchTST = '7674.88', RNN = '7678.38', GRU = '7671.39', TCN = '7699.59', BiTCN = '7631.2', DilatedRNN = '7661.68', MLP = '7675.61', DLinear = '7664.85', NLinear = '7676.44', TFT = '7645.92', StemGNN = '7521.11', MLPMultivariate = '7711.61', TiDE = '7650.17', DeepNPTS = '7675.61', y = '7680.0', min_within_quantile = '7521.11', max_within_quantile = '7731.31' WHERE ds = '2024-06-21 00:00:00'
-2024-11-25 16:42:03,123 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7715.4', Informer = '7731.31', LSTM = '7669.79', iTransformer = '7717.89', TSMixer = '7659.71', TSMixerx = '7694.0', PatchTST = '7674.88', RNN = '7678.38', GRU = '7671.39', TCN = '7699.59', BiTCN = '7631.2', DilatedRNN = '7661.68', MLP = '7675.61', DLinear = '7664.85', NLinear = '7676.44', TFT = '7645.92', StemGNN = '7521.11', MLPMultivariate = '7711.61', TiDE = '7650.17', DeepNPTS = '7675.61', y = '7680.0', min_within_quantile = '7521.11', max_within_quantile = '7731.31' WHERE ds = '2024-06-21 00:00:00'
-2024-11-25 16:42:03,128 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7686.33', Informer = '7694.57', LSTM = '7668.56', iTransformer = '7597.92', TSMixer = '7671.78', TSMixerx = '7647.56', PatchTST = '7665.37', RNN = '7685.28', GRU = '7668.85', TCN = '7696.91', BiTCN = '7627.38', DilatedRNN = '7663.75', MLP = '7645.79', DLinear = '7671.87', NLinear = '7683.32', TFT = '7644.86', StemGNN = '7526.85', MLPMultivariate = '7688.01', TiDE = '7671.03', DeepNPTS = '7674.54', y = '7680.0', min_within_quantile = '7526.85', max_within_quantile = '7696.91' WHERE ds = '2024-06-24 00:00:00'
-2024-11-25 16:42:03,128 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7686.33', Informer = '7694.57', LSTM = '7668.56', iTransformer = '7597.92', TSMixer = '7671.78', TSMixerx = '7647.56', PatchTST = '7665.37', RNN = '7685.28', GRU = '7668.85', TCN = '7696.91', BiTCN = '7627.38', DilatedRNN = '7663.75', MLP = '7645.79', DLinear = '7671.87', NLinear = '7683.32', TFT = '7644.86', StemGNN = '7526.85', MLPMultivariate = '7688.01', TiDE = '7671.03', DeepNPTS = '7674.54', y = '7680.0', min_within_quantile = '7526.85', max_within_quantile = '7696.91' WHERE ds = '2024-06-24 00:00:00'
-2024-11-25 16:42:03,134 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7665.52', Informer = '7709.56', LSTM = '7668.59', iTransformer = '7577.72', TSMixer = '7671.42', TSMixerx = '7656.53', PatchTST = '7658.14', RNN = '7683.03', GRU = '7669.38', TCN = '7703.91', BiTCN = '7623.07', DilatedRNN = '7663.15', MLP = '7634.31', DLinear = '7682.65', NLinear = '7680.2', TFT = '7641.54', StemGNN = '7532.86', MLPMultivariate = '7678.85', TiDE = '7676.8', DeepNPTS = '7674.8', y = '7693.33', min_within_quantile = '7532.86', max_within_quantile = '7709.56' WHERE ds = '2024-06-25 00:00:00'
-2024-11-25 16:42:03,134 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7665.52', Informer = '7709.56', LSTM = '7668.59', iTransformer = '7577.72', TSMixer = '7671.42', TSMixerx = '7656.53', PatchTST = '7658.14', RNN = '7683.03', GRU = '7669.38', TCN = '7703.91', BiTCN = '7623.07', DilatedRNN = '7663.15', MLP = '7634.31', DLinear = '7682.65', NLinear = '7680.2', TFT = '7641.54', StemGNN = '7532.86', MLPMultivariate = '7678.85', TiDE = '7676.8', DeepNPTS = '7674.8', y = '7693.33', min_within_quantile = '7532.86', max_within_quantile = '7709.56' WHERE ds = '2024-06-25 00:00:00'
-2024-11-25 16:42:03,139 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7671.96', Informer = '7715.52', LSTM = '7683.3', iTransformer = '7586.25', TSMixer = '7675.02', TSMixerx = '7683.18', PatchTST = '7663.18', RNN = '7697.19', GRU = '7686.8', TCN = '7721.56', BiTCN = '7625.45', DilatedRNN = '7677.1', MLP = '7644.65', DLinear = '7704.71', NLinear = '7696.05', TFT = '7649.18', StemGNN = '7538.33', MLPMultivariate = '7690.86', TiDE = '7682.41', DeepNPTS = '7689.09', y = '7716.67', min_within_quantile = '7538.33', max_within_quantile = '7721.56' WHERE ds = '2024-06-26 00:00:00'
-2024-11-25 16:42:03,139 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7671.96', Informer = '7715.52', LSTM = '7683.3', iTransformer = '7586.25', TSMixer = '7675.02', TSMixerx = '7683.18', PatchTST = '7663.18', RNN = '7697.19', GRU = '7686.8', TCN = '7721.56', BiTCN = '7625.45', DilatedRNN = '7677.1', MLP = '7644.65', DLinear = '7704.71', NLinear = '7696.05', TFT = '7649.18', StemGNN = '7538.33', MLPMultivariate = '7690.86', TiDE = '7682.41', DeepNPTS = '7689.09', y = '7716.67', min_within_quantile = '7538.33', max_within_quantile = '7721.56' WHERE ds = '2024-06-26 00:00:00'
-2024-11-25 16:42:03,144 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7703.01', Informer = '7742.53', LSTM = '7707.52', iTransformer = '7652.17', TSMixer = '7689.92', TSMixerx = '7818.58', PatchTST = '7677.76', RNN = '7729.65', GRU = '7714.67', TCN = '7750.92', BiTCN = '7662.26', DilatedRNN = '7702.04', MLP = '7655.83', DLinear = '7700.59', NLinear = '7711.06', TFT = '7652.92', StemGNN = '7542.72', MLPMultivariate = '7692.48', TiDE = '7691.56', DeepNPTS = '7699.8', y = '7723.33', min_within_quantile = '7542.72', max_within_quantile = '7818.58' WHERE ds = '2024-06-27 00:00:00'
-2024-11-25 16:42:03,144 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7703.01', Informer = '7742.53', LSTM = '7707.52', iTransformer = '7652.17', TSMixer = '7689.92', TSMixerx = '7818.58', PatchTST = '7677.76', RNN = '7729.65', GRU = '7714.67', TCN = '7750.92', BiTCN = '7662.26', DilatedRNN = '7702.04', MLP = '7655.83', DLinear = '7700.59', NLinear = '7711.06', TFT = '7652.92', StemGNN = '7542.72', MLPMultivariate = '7692.48', TiDE = '7691.56', DeepNPTS = '7699.8', y = '7723.33', min_within_quantile = '7542.72', max_within_quantile = '7818.58' WHERE ds = '2024-06-27 00:00:00'
-2024-11-25 16:42:03,148 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7712.85', Informer = '7704.65', LSTM = '7710.88', iTransformer = '7706.31', TSMixer = '7699.74', TSMixerx = '7823.54', PatchTST = '7684.22', RNN = '7737.79', GRU = '7716.84', TCN = '7763.68', BiTCN = '7688.47', DilatedRNN = '7707.55', MLP = '7667.67', DLinear = '7689.85', NLinear = '7713.34', TFT = '7654.94', StemGNN = '7546.84', MLPMultivariate = '7687.07', TiDE = '7699.69', DeepNPTS = '7649.63', y = '7730.0', min_within_quantile = '7546.84', max_within_quantile = '7823.54' WHERE ds = '2024-06-28 00:00:00'
-2024-11-25 16:42:03,148 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7712.85', Informer = '7704.65', LSTM = '7710.88', iTransformer = '7706.31', TSMixer = '7699.74', TSMixerx = '7823.54', PatchTST = '7684.22', RNN = '7737.79', GRU = '7716.84', TCN = '7763.68', BiTCN = '7688.47', DilatedRNN = '7707.55', MLP = '7667.67', DLinear = '7689.85', NLinear = '7713.34', TFT = '7654.94', StemGNN = '7546.84', MLPMultivariate = '7687.07', TiDE = '7699.69', DeepNPTS = '7649.63', y = '7730.0', min_within_quantile = '7546.84', max_within_quantile = '7823.54' WHERE ds = '2024-06-28 00:00:00'
-2024-11-25 16:42:03,154 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7733.42', Informer = '7743.2', LSTM = '7717.54', iTransformer = '7631.48', TSMixer = '7709.64', TSMixerx = '7784.27', PatchTST = '7712.86', RNN = '7745.12', GRU = '7725.86', TCN = '7759.22', BiTCN = '7722.15', DilatedRNN = '7716.8', MLP = '7697.69', DLinear = '7704.62', NLinear = '7718.76', TFT = '7661.79', StemGNN = '7551.45', MLPMultivariate = '7708.97', TiDE = '7714.89', DeepNPTS = '7673.29', y = '7763.33', min_within_quantile = '7551.45', max_within_quantile = '7784.27' WHERE ds = '2024-07-01 00:00:00'
-2024-11-25 16:42:03,154 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7733.42', Informer = '7743.2', LSTM = '7717.54', iTransformer = '7631.48', TSMixer = '7709.64', TSMixerx = '7784.27', PatchTST = '7712.86', RNN = '7745.12', GRU = '7725.86', TCN = '7759.22', BiTCN = '7722.15', DilatedRNN = '7716.8', MLP = '7697.69', DLinear = '7704.62', NLinear = '7718.76', TFT = '7661.79', StemGNN = '7551.45', MLPMultivariate = '7708.97', TiDE = '7714.89', DeepNPTS = '7673.29', y = '7763.33', min_within_quantile = '7551.45', max_within_quantile = '7784.27' WHERE ds = '2024-07-01 00:00:00'
-2024-11-25 16:42:03,158 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7777.35', Informer = '7833.21', LSTM = '7756.37', iTransformer = '7625.18', TSMixer = '7736.62', TSMixerx = '7754.62', PatchTST = '7765.79', RNN = '7794.51', GRU = '7772.97', TCN = '7764.55', BiTCN = '7734.89', DilatedRNN = '7756.52', MLP = '7740.86', DLinear = '7740.93', NLinear = '7753.89', TFT = '7701.43', StemGNN = '7557.82', MLPMultivariate = '7796.03', TiDE = '7736.97', DeepNPTS = '7742.19', y = '7780.0', min_within_quantile = '7557.82', max_within_quantile = '7833.21' WHERE ds = '2024-07-02 00:00:00'
-2024-11-25 16:42:03,158 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7777.35', Informer = '7833.21', LSTM = '7756.37', iTransformer = '7625.18', TSMixer = '7736.62', TSMixerx = '7754.62', PatchTST = '7765.79', RNN = '7794.51', GRU = '7772.97', TCN = '7764.55', BiTCN = '7734.89', DilatedRNN = '7756.52', MLP = '7740.86', DLinear = '7740.93', NLinear = '7753.89', TFT = '7701.43', StemGNN = '7557.82', MLPMultivariate = '7796.03', TiDE = '7736.97', DeepNPTS = '7742.19', y = '7780.0', min_within_quantile = '7557.82', max_within_quantile = '7833.21' WHERE ds = '2024-07-02 00:00:00'
-2024-11-25 16:42:03,163 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7793.05', Informer = '7885.29', LSTM = '7769.56', iTransformer = '7660.08', TSMixer = '7749.06', TSMixerx = '7757.67', PatchTST = '7760.5', RNN = '7814.17', GRU = '7785.07', TCN = '7776.79', BiTCN = '7729.0', DilatedRNN = '7771.71', MLP = '7742.1', DLinear = '7748.2', NLinear = '7775.49', TFT = '7731.81', StemGNN = '7566.34', MLPMultivariate = '7809.81', TiDE = '7739.48', DeepNPTS = '7774.14', y = '7800.0', min_within_quantile = '7566.34', max_within_quantile = '7885.29' WHERE ds = '2024-07-03 00:00:00'
-2024-11-25 16:42:03,163 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7793.05', Informer = '7885.29', LSTM = '7769.56', iTransformer = '7660.08', TSMixer = '7749.06', TSMixerx = '7757.67', PatchTST = '7760.5', RNN = '7814.17', GRU = '7785.07', TCN = '7776.79', BiTCN = '7729.0', DilatedRNN = '7771.71', MLP = '7742.1', DLinear = '7748.2', NLinear = '7775.49', TFT = '7731.81', StemGNN = '7566.34', MLPMultivariate = '7809.81', TiDE = '7739.48', DeepNPTS = '7774.14', y = '7800.0', min_within_quantile = '7566.34', max_within_quantile = '7885.29' WHERE ds = '2024-07-03 00:00:00'
-2024-11-25 16:42:03,168 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7815.67', Informer = '7877.75', LSTM = '7792.46', iTransformer = '7698.08', TSMixer = '7771.5', TSMixerx = '7817.96', PatchTST = '7788.1', RNN = '7843.38', GRU = '7810.04', TCN = '7803.12', BiTCN = '7719.77', DilatedRNN = '7797.33', MLP = '7745.44', DLinear = '7770.51', NLinear = '7793.83', TFT = '7752.93', StemGNN = '7572.65', MLPMultivariate = '7817.66', TiDE = '7768.63', DeepNPTS = '7786.72', y = '7800.0', min_within_quantile = '7572.65', max_within_quantile = '7877.75' WHERE ds = '2024-07-04 00:00:00'
-2024-11-25 16:42:03,168 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7815.67', Informer = '7877.75', LSTM = '7792.46', iTransformer = '7698.08', TSMixer = '7771.5', TSMixerx = '7817.96', PatchTST = '7788.1', RNN = '7843.38', GRU = '7810.04', TCN = '7803.12', BiTCN = '7719.77', DilatedRNN = '7797.33', MLP = '7745.44', DLinear = '7770.51', NLinear = '7793.83', TFT = '7752.93', StemGNN = '7572.65', MLPMultivariate = '7817.66', TiDE = '7768.63', DeepNPTS = '7786.72', y = '7800.0', min_within_quantile = '7572.65', max_within_quantile = '7877.75' WHERE ds = '2024-07-04 00:00:00'
-2024-11-25 16:42:03,174 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7814.57', Informer = '7874.78', LSTM = '7785.93', iTransformer = '7691.69', TSMixer = '7779.42', TSMixerx = '7893.99', PatchTST = '7787.79', RNN = '7841.67', GRU = '7803.42', TCN = '7810.6', BiTCN = '7703.61', DilatedRNN = '7796.57', MLP = '7742.43', DLinear = '7785.46', NLinear = '7790.56', TFT = '7744.75', StemGNN = '7580.04', MLPMultivariate = '7787.22', TiDE = '7783.15', DeepNPTS = '7774.05', y = '7766.67', min_within_quantile = '7580.04', max_within_quantile = '7893.99' WHERE ds = '2024-07-05 00:00:00'
-2024-11-25 16:42:03,174 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7814.57', Informer = '7874.78', LSTM = '7785.93', iTransformer = '7691.69', TSMixer = '7779.42', TSMixerx = '7893.99', PatchTST = '7787.79', RNN = '7841.67', GRU = '7803.42', TCN = '7810.6', BiTCN = '7703.61', DilatedRNN = '7796.57', MLP = '7742.43', DLinear = '7785.46', NLinear = '7790.56', TFT = '7744.75', StemGNN = '7580.04', MLPMultivariate = '7787.22', TiDE = '7783.15', DeepNPTS = '7774.05', y = '7766.67', min_within_quantile = '7580.04', max_within_quantile = '7893.99' WHERE ds = '2024-07-05 00:00:00'
-2024-11-25 16:42:03,177 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7766.38', Informer = '7766.68', LSTM = '7742.46', iTransformer = '7680.77', TSMixer = '7752.83', TSMixerx = '7872.05', PatchTST = '7747.42', RNN = '7775.19', GRU = '7757.46', TCN = '7783.46', BiTCN = '7685.1', DilatedRNN = '7749.29', MLP = '7708.51', DLinear = '7772.08', NLinear = '7757.71', TFT = '7723.99', StemGNN = '7590.38', MLPMultivariate = '7718.86', TiDE = '7757.73', DeepNPTS = '7755.95', y = '7746.67', min_within_quantile = '7590.38', max_within_quantile = '7872.05' WHERE ds = '2024-07-08 00:00:00'
-2024-11-25 16:42:03,177 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7766.38', Informer = '7766.68', LSTM = '7742.46', iTransformer = '7680.77', TSMixer = '7752.83', TSMixerx = '7872.05', PatchTST = '7747.42', RNN = '7775.19', GRU = '7757.46', TCN = '7783.46', BiTCN = '7685.1', DilatedRNN = '7749.29', MLP = '7708.51', DLinear = '7772.08', NLinear = '7757.71', TFT = '7723.99', StemGNN = '7590.38', MLPMultivariate = '7718.86', TiDE = '7757.73', DeepNPTS = '7755.95', y = '7746.67', min_within_quantile = '7590.38', max_within_quantile = '7872.05' WHERE ds = '2024-07-08 00:00:00'
-2024-11-25 16:42:03,182 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7725.56', Informer = '7746.0', LSTM = '7724.66', iTransformer = '7674.87', TSMixer = '7727.57', TSMixerx = '7840.04', PatchTST = '7719.68', RNN = '7742.05', GRU = '7740.73', TCN = '7764.74', BiTCN = '7690.16', DilatedRNN = '7726.68', MLP = '7678.45', DLinear = '7742.49', NLinear = '7737.88', TFT = '7714.42', StemGNN = '7601.74', MLPMultivariate = '7707.87', TiDE = '7731.23', DeepNPTS = '7745.96', y = '7720.0', min_within_quantile = '7601.74', max_within_quantile = '7840.04' WHERE ds = '2024-07-09 00:00:00'
-2024-11-25 16:42:03,182 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7725.56', Informer = '7746.0', LSTM = '7724.66', iTransformer = '7674.87', TSMixer = '7727.57', TSMixerx = '7840.04', PatchTST = '7719.68', RNN = '7742.05', GRU = '7740.73', TCN = '7764.74', BiTCN = '7690.16', DilatedRNN = '7726.68', MLP = '7678.45', DLinear = '7742.49', NLinear = '7737.88', TFT = '7714.42', StemGNN = '7601.74', MLPMultivariate = '7707.87', TiDE = '7731.23', DeepNPTS = '7745.96', y = '7720.0', min_within_quantile = '7601.74', max_within_quantile = '7840.04' WHERE ds = '2024-07-09 00:00:00'
-2024-11-25 16:42:03,187 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7689.71', Informer = '7680.7', LSTM = '7696.23', iTransformer = '7625.04', TSMixer = '7703.02', TSMixerx = '7752.99', PatchTST = '7693.72', RNN = '7704.65', GRU = '7707.71', TCN = '7728.3', BiTCN = '7684.02', DilatedRNN = '7692.74', MLP = '7649.39', DLinear = '7705.47', NLinear = '7706.5', TFT = '7682.82', StemGNN = '7612.97', MLPMultivariate = '7688.19', TiDE = '7704.91', DeepNPTS = '7711.5', y = '7693.33', min_within_quantile = '7612.97', max_within_quantile = '7752.99' WHERE ds = '2024-07-10 00:00:00'
-2024-11-25 16:42:03,187 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7689.71', Informer = '7680.7', LSTM = '7696.23', iTransformer = '7625.04', TSMixer = '7703.02', TSMixerx = '7752.99', PatchTST = '7693.72', RNN = '7704.65', GRU = '7707.71', TCN = '7728.3', BiTCN = '7684.02', DilatedRNN = '7692.74', MLP = '7649.39', DLinear = '7705.47', NLinear = '7706.5', TFT = '7682.82', StemGNN = '7612.97', MLPMultivariate = '7688.19', TiDE = '7704.91', DeepNPTS = '7711.5', y = '7693.33', min_within_quantile = '7612.97', max_within_quantile = '7752.99' WHERE ds = '2024-07-10 00:00:00'
-2024-11-25 16:42:03,192 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7666.56', Informer = '7627.17', LSTM = '7672.3', iTransformer = '7639.91', TSMixer = '7677.05', TSMixerx = '7709.77', PatchTST = '7684.25', RNN = '7670.65', GRU = '7679.98', TCN = '7697.21', BiTCN = '7678.23', DilatedRNN = '7661.87', MLP = '7643.46', DLinear = '7675.11', NLinear = '7679.45', TFT = '7668.4', StemGNN = '7622.69', MLPMultivariate = '7777.12', TiDE = '7681.51', DeepNPTS = '7694.03', y = '7686.67', min_within_quantile = '7622.69', max_within_quantile = '7777.12' WHERE ds = '2024-07-11 00:00:00'
-2024-11-25 16:42:03,192 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7666.56', Informer = '7627.17', LSTM = '7672.3', iTransformer = '7639.91', TSMixer = '7677.05', TSMixerx = '7709.77', PatchTST = '7684.25', RNN = '7670.65', GRU = '7679.98', TCN = '7697.21', BiTCN = '7678.23', DilatedRNN = '7661.87', MLP = '7643.46', DLinear = '7675.11', NLinear = '7679.45', TFT = '7668.4', StemGNN = '7622.69', MLPMultivariate = '7777.12', TiDE = '7681.51', DeepNPTS = '7694.03', y = '7686.67', min_within_quantile = '7622.69', max_within_quantile = '7777.12' WHERE ds = '2024-07-11 00:00:00'
-2024-11-25 16:42:03,197 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7670.48', Informer = '7625.11', LSTM = '7670.88', iTransformer = '7595.57', TSMixer = '7670.76', TSMixerx = '7672.59', PatchTST = '7677.61', RNN = '7676.93', GRU = '7678.01', TCN = '7704.56', BiTCN = '7671.76', DilatedRNN = '7662.49', MLP = '7644.97', DLinear = '7673.68', NLinear = '7672.04', TFT = '7650.33', StemGNN = '7632.85', MLPMultivariate = '7769.78', TiDE = '7671.87', DeepNPTS = '7661.17', y = '7680.0', min_within_quantile = '7595.57', max_within_quantile = '7769.78' WHERE ds = '2024-07-12 00:00:00'
-2024-11-25 16:42:03,197 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7670.48', Informer = '7625.11', LSTM = '7670.88', iTransformer = '7595.57', TSMixer = '7670.76', TSMixerx = '7672.59', PatchTST = '7677.61', RNN = '7676.93', GRU = '7678.01', TCN = '7704.56', BiTCN = '7671.76', DilatedRNN = '7662.49', MLP = '7644.97', DLinear = '7673.68', NLinear = '7672.04', TFT = '7650.33', StemGNN = '7632.85', MLPMultivariate = '7769.78', TiDE = '7671.87', DeepNPTS = '7661.17', y = '7680.0', min_within_quantile = '7595.57', max_within_quantile = '7769.78' WHERE ds = '2024-07-12 00:00:00'
-2024-11-25 16:42:03,202 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7675.21', Informer = '7612.81', LSTM = '7665.47', iTransformer = '7622.48', TSMixer = '7663.81', TSMixerx = '7645.65', PatchTST = '7662.7', RNN = '7674.24', GRU = '7669.63', TCN = '7719.38', BiTCN = '7666.83', DilatedRNN = '7657.44', MLP = '7652.59', DLinear = '7668.21', NLinear = '7666.85', TFT = '7673.2', StemGNN = '7642.34', MLPMultivariate = '7756.22', TiDE = '7662.18', DeepNPTS = '7675.25', y = '7680.0', min_within_quantile = '7612.81', max_within_quantile = '7756.22' WHERE ds = '2024-07-15 00:00:00'
-2024-11-25 16:42:03,202 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7675.21', Informer = '7612.81', LSTM = '7665.47', iTransformer = '7622.48', TSMixer = '7663.81', TSMixerx = '7645.65', PatchTST = '7662.7', RNN = '7674.24', GRU = '7669.63', TCN = '7719.38', BiTCN = '7666.83', DilatedRNN = '7657.44', MLP = '7652.59', DLinear = '7668.21', NLinear = '7666.85', TFT = '7673.2', StemGNN = '7642.34', MLPMultivariate = '7756.22', TiDE = '7662.18', DeepNPTS = '7675.25', y = '7680.0', min_within_quantile = '7612.81', max_within_quantile = '7756.22' WHERE ds = '2024-07-15 00:00:00'
-2024-11-25 16:42:03,207 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7675.22', Informer = '7648.81', LSTM = '7668.13', iTransformer = '7637.65', TSMixer = '7664.85', TSMixerx = '7659.63', PatchTST = '7659.0', RNN = '7677.15', GRU = '7671.31', TCN = '7738.53', BiTCN = '7662.54', DilatedRNN = '7660.45', MLP = '7648.2', DLinear = '7663.08', NLinear = '7674.94', TFT = '7683.17', StemGNN = '7647.09', MLPMultivariate = '7735.84', TiDE = '7663.58', DeepNPTS = '7673.45', y = '7666.67', min_within_quantile = '7637.65', max_within_quantile = '7738.53' WHERE ds = '2024-07-16 00:00:00'
-2024-11-25 16:42:03,207 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7675.22', Informer = '7648.81', LSTM = '7668.13', iTransformer = '7637.65', TSMixer = '7664.85', TSMixerx = '7659.63', PatchTST = '7659.0', RNN = '7677.15', GRU = '7671.31', TCN = '7738.53', BiTCN = '7662.54', DilatedRNN = '7660.45', MLP = '7648.2', DLinear = '7663.08', NLinear = '7674.94', TFT = '7683.17', StemGNN = '7647.09', MLPMultivariate = '7735.84', TiDE = '7663.58', DeepNPTS = '7673.45', y = '7666.67', min_within_quantile = '7637.65', max_within_quantile = '7738.53' WHERE ds = '2024-07-16 00:00:00'
-2024-11-25 16:42:03,212 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7667.08', Informer = '7658.21', LSTM = '7653.35', iTransformer = '7636.15', TSMixer = '7655.64', TSMixerx = '7650.85', PatchTST = '7657.71', RNN = '7660.91', GRU = '7652.64', TCN = '7738.04', BiTCN = '7653.61', DilatedRNN = '7646.33', MLP = '7647.49', DLinear = '7651.19', NLinear = '7657.73', TFT = '7687.84', StemGNN = '7646.97', MLPMultivariate = '7730.52', TiDE = '7654.45', DeepNPTS = '7668.55', y = '7660.0', min_within_quantile = '7636.15', max_within_quantile = '7738.04' WHERE ds = '2024-07-17 00:00:00'
-2024-11-25 16:42:03,212 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7667.08', Informer = '7658.21', LSTM = '7653.35', iTransformer = '7636.15', TSMixer = '7655.64', TSMixerx = '7650.85', PatchTST = '7657.71', RNN = '7660.91', GRU = '7652.64', TCN = '7738.04', BiTCN = '7653.61', DilatedRNN = '7646.33', MLP = '7647.49', DLinear = '7651.19', NLinear = '7657.73', TFT = '7687.84', StemGNN = '7646.97', MLPMultivariate = '7730.52', TiDE = '7654.45', DeepNPTS = '7668.55', y = '7660.0', min_within_quantile = '7636.15', max_within_quantile = '7738.04' WHERE ds = '2024-07-17 00:00:00'
-2024-11-25 16:42:03,216 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7671.42', Informer = '7663.67', LSTM = '7648.87', iTransformer = '7644.63', TSMixer = '7650.11', TSMixerx = '7671.19', PatchTST = '7655.08', RNN = '7648.6', GRU = '7648.22', TCN = '7725.68', BiTCN = '7652.1', DilatedRNN = '7640.21', MLP = '7654.52', DLinear = '7653.55', NLinear = '7656.35', TFT = '7671.18', StemGNN = '7646.34', MLPMultivariate = '7724.26', TiDE = '7644.07', DeepNPTS = '7666.62', y = '7656.67', min_within_quantile = '7640.21', max_within_quantile = '7725.68' WHERE ds = '2024-07-18 00:00:00'
-2024-11-25 16:42:03,216 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7671.42', Informer = '7663.67', LSTM = '7648.87', iTransformer = '7644.63', TSMixer = '7650.11', TSMixerx = '7671.19', PatchTST = '7655.08', RNN = '7648.6', GRU = '7648.22', TCN = '7725.68', BiTCN = '7652.1', DilatedRNN = '7640.21', MLP = '7654.52', DLinear = '7653.55', NLinear = '7656.35', TFT = '7671.18', StemGNN = '7646.34', MLPMultivariate = '7724.26', TiDE = '7644.07', DeepNPTS = '7666.62', y = '7656.67', min_within_quantile = '7640.21', max_within_quantile = '7725.68' WHERE ds = '2024-07-18 00:00:00'
-2024-11-25 16:42:03,221 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7673.38', Informer = '7662.81', LSTM = '7645.91', iTransformer = '7635.03', TSMixer = '7650.84', TSMixerx = '7691.84', PatchTST = '7657.41', RNN = '7645.19', GRU = '7644.79', TCN = '7710.2', BiTCN = '7654.19', DilatedRNN = '7637.67', MLP = '7654.17', DLinear = '7649.19', NLinear = '7661.01', TFT = '7658.45', StemGNN = '7645.59', MLPMultivariate = '7730.67', TiDE = '7645.69', DeepNPTS = '7669.43', y = '7656.67', min_within_quantile = '7635.03', max_within_quantile = '7730.67' WHERE ds = '2024-07-19 00:00:00'
-2024-11-25 16:42:03,221 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7673.38', Informer = '7662.81', LSTM = '7645.91', iTransformer = '7635.03', TSMixer = '7650.84', TSMixerx = '7691.84', PatchTST = '7657.41', RNN = '7645.19', GRU = '7644.79', TCN = '7710.2', BiTCN = '7654.19', DilatedRNN = '7637.67', MLP = '7654.17', DLinear = '7649.19', NLinear = '7661.01', TFT = '7658.45', StemGNN = '7645.59', MLPMultivariate = '7730.67', TiDE = '7645.69', DeepNPTS = '7669.43', y = '7656.67', min_within_quantile = '7635.03', max_within_quantile = '7730.67' WHERE ds = '2024-07-19 00:00:00'
-2024-11-25 16:42:03,226 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7675.31', Informer = '7661.68', LSTM = '7646.75', iTransformer = '7606.68', TSMixer = '7658.91', TSMixerx = '7665.73', PatchTST = '7658.72', RNN = '7645.68', GRU = '7645.46', TCN = '7695.63', BiTCN = '7654.54', DilatedRNN = '7638.13', MLP = '7658.05', DLinear = '7663.3', NLinear = '7659.9', TFT = '7654.87', StemGNN = '7646.1', MLPMultivariate = '7732.23', TiDE = '7652.65', DeepNPTS = '7685.11', y = '7640.0', min_within_quantile = '7606.68', max_within_quantile = '7732.23' WHERE ds = '2024-07-22 00:00:00'
-2024-11-25 16:42:03,226 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7675.31', Informer = '7661.68', LSTM = '7646.75', iTransformer = '7606.68', TSMixer = '7658.91', TSMixerx = '7665.73', PatchTST = '7658.72', RNN = '7645.68', GRU = '7645.46', TCN = '7695.63', BiTCN = '7654.54', DilatedRNN = '7638.13', MLP = '7658.05', DLinear = '7663.3', NLinear = '7659.9', TFT = '7654.87', StemGNN = '7646.1', MLPMultivariate = '7732.23', TiDE = '7652.65', DeepNPTS = '7685.11', y = '7640.0', min_within_quantile = '7606.68', max_within_quantile = '7732.23' WHERE ds = '2024-07-22 00:00:00'
-2024-11-25 16:42:03,231 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7655.07', Informer = '7635.92', LSTM = '7628.95', iTransformer = '7675.52', TSMixer = '7649.45', TSMixerx = '7666.07', PatchTST = '7650.56', RNN = '7625.95', GRU = '7624.49', TCN = '7668.14', BiTCN = '7653.74', DilatedRNN = '7620.65', MLP = '7661.12', DLinear = '7648.3', NLinear = '7643.22', TFT = '7631.41', StemGNN = '7646.62', MLPMultivariate = '7718.05', TiDE = '7642.74', DeepNPTS = '7686.79', y = '7623.33', min_within_quantile = '7620.65', max_within_quantile = '7718.05' WHERE ds = '2024-07-23 00:00:00'
-2024-11-25 16:42:03,231 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7655.07', Informer = '7635.92', LSTM = '7628.95', iTransformer = '7675.52', TSMixer = '7649.45', TSMixerx = '7666.07', PatchTST = '7650.56', RNN = '7625.95', GRU = '7624.49', TCN = '7668.14', BiTCN = '7653.74', DilatedRNN = '7620.65', MLP = '7661.12', DLinear = '7648.3', NLinear = '7643.22', TFT = '7631.41', StemGNN = '7646.62', MLPMultivariate = '7718.05', TiDE = '7642.74', DeepNPTS = '7686.79', y = '7623.33', min_within_quantile = '7620.65', max_within_quantile = '7718.05' WHERE ds = '2024-07-23 00:00:00'
-2024-11-25 16:42:03,235 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7637.15', Informer = '7613.38', LSTM = '7614.83', iTransformer = '7621.22', TSMixer = '7634.84', TSMixerx = '7636.8', PatchTST = '7635.67', RNN = '7607.85', GRU = '7610.19', TCN = '7646.73', BiTCN = '7647.11', DilatedRNN = '7602.95', MLP = '7661.91', DLinear = '7630.75', NLinear = '7625.53', TFT = '7612.71', StemGNN = '7645.27', MLPMultivariate = '7702.03', TiDE = '7628.94', DeepNPTS = '7670.2', y = '7623.33', min_within_quantile = '7602.95', max_within_quantile = '7702.03' WHERE ds = '2024-07-24 00:00:00'
-2024-11-25 16:42:03,235 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7637.15', Informer = '7613.38', LSTM = '7614.83', iTransformer = '7621.22', TSMixer = '7634.84', TSMixerx = '7636.8', PatchTST = '7635.67', RNN = '7607.85', GRU = '7610.19', TCN = '7646.73', BiTCN = '7647.11', DilatedRNN = '7602.95', MLP = '7661.91', DLinear = '7630.75', NLinear = '7625.53', TFT = '7612.71', StemGNN = '7645.27', MLPMultivariate = '7702.03', TiDE = '7628.94', DeepNPTS = '7670.2', y = '7623.33', min_within_quantile = '7602.95', max_within_quantile = '7702.03' WHERE ds = '2024-07-24 00:00:00'
-2024-11-25 16:42:03,240 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7628.03', Informer = '7606.55', LSTM = '7617.16', iTransformer = '7614.58', TSMixer = '7629.18', TSMixerx = '7618.28', PatchTST = '7619.98', RNN = '7610.22', GRU = '7613.45', TCN = '7652.32', BiTCN = '7635.52', DilatedRNN = '7603.64', MLP = '7658.55', DLinear = '7640.1', NLinear = '7628.21', TFT = '7609.65', StemGNN = '7642.58', MLPMultivariate = '7688.94', TiDE = '7625.99', DeepNPTS = '7657.31', y = '7616.67', min_within_quantile = '7603.64', max_within_quantile = '7688.94' WHERE ds = '2024-07-25 00:00:00'
-2024-11-25 16:42:03,240 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7628.03', Informer = '7606.55', LSTM = '7617.16', iTransformer = '7614.58', TSMixer = '7629.18', TSMixerx = '7618.28', PatchTST = '7619.98', RNN = '7610.22', GRU = '7613.45', TCN = '7652.32', BiTCN = '7635.52', DilatedRNN = '7603.64', MLP = '7658.55', DLinear = '7640.1', NLinear = '7628.21', TFT = '7609.65', StemGNN = '7642.58', MLPMultivariate = '7688.94', TiDE = '7625.99', DeepNPTS = '7657.31', y = '7616.67', min_within_quantile = '7603.64', max_within_quantile = '7688.94' WHERE ds = '2024-07-25 00:00:00'
-2024-11-25 16:42:03,245 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7611.11', Informer = '7599.25', LSTM = '7610.59', iTransformer = '7624.58', TSMixer = '7620.97', TSMixerx = '7638.6', PatchTST = '7603.39', RNN = '7603.94', GRU = '7604.93', TCN = '7648.75', BiTCN = '7620.04', DilatedRNN = '7596.26', MLP = '7640.1', DLinear = '7627.85', NLinear = '7615.85', TFT = '7599.86', StemGNN = '7639.6', MLPMultivariate = '7669.72', TiDE = '7616.48', DeepNPTS = '7640.4', y = '7606.67', min_within_quantile = '7596.26', max_within_quantile = '7669.72' WHERE ds = '2024-07-26 00:00:00'
-2024-11-25 16:42:03,245 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7611.11', Informer = '7599.25', LSTM = '7610.59', iTransformer = '7624.58', TSMixer = '7620.97', TSMixerx = '7638.6', PatchTST = '7603.39', RNN = '7603.94', GRU = '7604.93', TCN = '7648.75', BiTCN = '7620.04', DilatedRNN = '7596.26', MLP = '7640.1', DLinear = '7627.85', NLinear = '7615.85', TFT = '7599.86', StemGNN = '7639.6', MLPMultivariate = '7669.72', TiDE = '7616.48', DeepNPTS = '7640.4', y = '7606.67', min_within_quantile = '7596.26', max_within_quantile = '7669.72' WHERE ds = '2024-07-26 00:00:00'
-2024-11-25 16:42:03,250 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7603.3', Informer = '7600.72', LSTM = '7602.4', iTransformer = '7626.07', TSMixer = '7608.39', TSMixerx = '7641.4', PatchTST = '7602.9', RNN = '7595.74', GRU = '7595.78', TCN = '7639.67', BiTCN = '7607.43', DilatedRNN = '7588.55', MLP = '7624.01', DLinear = '7601.76', NLinear = '7604.88', TFT = '7586.06', StemGNN = '7635.69', MLPMultivariate = '7647.2', TiDE = '7605.79', DeepNPTS = '7624.13', y = '7593.33', min_within_quantile = '7586.06', max_within_quantile = '7647.2' WHERE ds = '2024-07-29 00:00:00'
-2024-11-25 16:42:03,250 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7603.3', Informer = '7600.72', LSTM = '7602.4', iTransformer = '7626.07', TSMixer = '7608.39', TSMixerx = '7641.4', PatchTST = '7602.9', RNN = '7595.74', GRU = '7595.78', TCN = '7639.67', BiTCN = '7607.43', DilatedRNN = '7588.55', MLP = '7624.01', DLinear = '7601.76', NLinear = '7604.88', TFT = '7586.06', StemGNN = '7635.69', MLPMultivariate = '7647.2', TiDE = '7605.79', DeepNPTS = '7624.13', y = '7593.33', min_within_quantile = '7586.06', max_within_quantile = '7647.2' WHERE ds = '2024-07-29 00:00:00'
-2024-11-25 16:42:03,255 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7586.22', Informer = '7604.28', LSTM = '7590.88', iTransformer = '7603.55', TSMixer = '7592.37', TSMixerx = '7636.32', PatchTST = '7597.28', RNN = '7584.99', GRU = '7583.81', TCN = '7619.3', BiTCN = '7593.78', DilatedRNN = '7577.29', MLP = '7607.94', DLinear = '7588.06', NLinear = '7592.28', TFT = '7570.23', StemGNN = '7631.03', MLPMultivariate = '7628.78', TiDE = '7591.25', DeepNPTS = '7623.44', y = '7593.33', min_within_quantile = '7570.23', max_within_quantile = '7636.32' WHERE ds = '2024-07-30 00:00:00'
-2024-11-25 16:42:03,255 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7586.22', Informer = '7604.28', LSTM = '7590.88', iTransformer = '7603.55', TSMixer = '7592.37', TSMixerx = '7636.32', PatchTST = '7597.28', RNN = '7584.99', GRU = '7583.81', TCN = '7619.3', BiTCN = '7593.78', DilatedRNN = '7577.29', MLP = '7607.94', DLinear = '7588.06', NLinear = '7592.28', TFT = '7570.23', StemGNN = '7631.03', MLPMultivariate = '7628.78', TiDE = '7591.25', DeepNPTS = '7623.44', y = '7593.33', min_within_quantile = '7570.23', max_within_quantile = '7636.32' WHERE ds = '2024-07-30 00:00:00'
-2024-11-25 16:42:03,260 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7578.76', Informer = '7582.31', LSTM = '7592.9', iTransformer = '7569.34', TSMixer = '7586.28', TSMixerx = '7627.75', PatchTST = '7588.68', RNN = '7584.67', GRU = '7586.29', TCN = '7611.09', BiTCN = '7575.38', DilatedRNN = '7576.95', MLP = '7578.27', DLinear = '7581.35', NLinear = '7595.51', TFT = '7564.33', StemGNN = '7626.67', MLPMultivariate = '7605.44', TiDE = '7585.04', DeepNPTS = '7617.02', y = '7583.33', min_within_quantile = '7564.33', max_within_quantile = '7627.75' WHERE ds = '2024-07-31 00:00:00'
-2024-11-25 16:42:03,260 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7578.76', Informer = '7582.31', LSTM = '7592.9', iTransformer = '7569.34', TSMixer = '7586.28', TSMixerx = '7627.75', PatchTST = '7588.68', RNN = '7584.67', GRU = '7586.29', TCN = '7611.09', BiTCN = '7575.38', DilatedRNN = '7576.95', MLP = '7578.27', DLinear = '7581.35', NLinear = '7595.51', TFT = '7564.33', StemGNN = '7626.67', MLPMultivariate = '7605.44', TiDE = '7585.04', DeepNPTS = '7617.02', y = '7583.33', min_within_quantile = '7564.33', max_within_quantile = '7627.75' WHERE ds = '2024-07-31 00:00:00'
-2024-11-25 16:42:03,264 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7560.72', Informer = '7574.36', LSTM = '7583.4', iTransformer = '7548.79', TSMixer = '7576.85', TSMixerx = '7602.49', PatchTST = '7571.56', RNN = '7575.48', GRU = '7575.94', TCN = '7585.09', BiTCN = '7560.99', DilatedRNN = '7567.93', MLP = '7548.02', DLinear = '7573.66', NLinear = '7580.31', TFT = '7553.26', StemGNN = '7623.36', MLPMultivariate = '7578.57', TiDE = '7572.53', DeepNPTS = '7607.33', y = '7620.0', min_within_quantile = '7548.02', max_within_quantile = '7623.36' WHERE ds = '2024-08-01 00:00:00'
-2024-11-25 16:42:03,264 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7560.72', Informer = '7574.36', LSTM = '7583.4', iTransformer = '7548.79', TSMixer = '7576.85', TSMixerx = '7602.49', PatchTST = '7571.56', RNN = '7575.48', GRU = '7575.94', TCN = '7585.09', BiTCN = '7560.99', DilatedRNN = '7567.93', MLP = '7548.02', DLinear = '7573.66', NLinear = '7580.31', TFT = '7553.26', StemGNN = '7623.36', MLPMultivariate = '7578.57', TiDE = '7572.53', DeepNPTS = '7607.33', y = '7620.0', min_within_quantile = '7548.02', max_within_quantile = '7623.36' WHERE ds = '2024-08-01 00:00:00'
-2024-11-25 16:42:03,269 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7593.17', Informer = '7581.27', LSTM = '7620.91', iTransformer = '7556.45', TSMixer = '7606.21', TSMixerx = '7593.81', PatchTST = '7599.15', RNN = '7616.85', GRU = '7617.29', TCN = '7647.68', BiTCN = '7569.59', DilatedRNN = '7602.17', MLP = '7553.31', DLinear = '7605.38', NLinear = '7622.83', TFT = '7589.68', StemGNN = '7623.36', MLPMultivariate = '7617.55', TiDE = '7602.67', DeepNPTS = '7600.54', y = '7623.33', min_within_quantile = '7553.31', max_within_quantile = '7647.68' WHERE ds = '2024-08-02 00:00:00'
-2024-11-25 16:42:03,269 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7593.17', Informer = '7581.27', LSTM = '7620.91', iTransformer = '7556.45', TSMixer = '7606.21', TSMixerx = '7593.81', PatchTST = '7599.15', RNN = '7616.85', GRU = '7617.29', TCN = '7647.68', BiTCN = '7569.59', DilatedRNN = '7602.17', MLP = '7553.31', DLinear = '7605.38', NLinear = '7622.83', TFT = '7589.68', StemGNN = '7623.36', MLPMultivariate = '7617.55', TiDE = '7602.67', DeepNPTS = '7600.54', y = '7623.33', min_within_quantile = '7553.31', max_within_quantile = '7647.68' WHERE ds = '2024-08-02 00:00:00'
-2024-11-25 16:42:03,275 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7596.9', Informer = '7579.23', LSTM = '7618.19', iTransformer = '7567.54', TSMixer = '7620.75', TSMixerx = '7616.18', PatchTST = '7603.39', RNN = '7622.09', GRU = '7609.75', TCN = '7660.62', BiTCN = '7585.43', DilatedRNN = '7604.76', MLP = '7573.62', DLinear = '7612.06', NLinear = '7624.3', TFT = '7592.15', StemGNN = '7624.55', MLPMultivariate = '7642.78', TiDE = '7619.87', DeepNPTS = '7612.78', y = '7610.0', min_within_quantile = '7567.54', max_within_quantile = '7660.62' WHERE ds = '2024-08-05 00:00:00'
-2024-11-25 16:42:03,275 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7596.9', Informer = '7579.23', LSTM = '7618.19', iTransformer = '7567.54', TSMixer = '7620.75', TSMixerx = '7616.18', PatchTST = '7603.39', RNN = '7622.09', GRU = '7609.75', TCN = '7660.62', BiTCN = '7585.43', DilatedRNN = '7604.76', MLP = '7573.62', DLinear = '7612.06', NLinear = '7624.3', TFT = '7592.15', StemGNN = '7624.55', MLPMultivariate = '7642.78', TiDE = '7619.87', DeepNPTS = '7612.78', y = '7610.0', min_within_quantile = '7567.54', max_within_quantile = '7660.62' WHERE ds = '2024-08-05 00:00:00'
-2024-11-25 16:42:03,279 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7589.63', Informer = '7580.23', LSTM = '7605.78', iTransformer = '7576.32', TSMixer = '7618.17', TSMixerx = '7616.56', PatchTST = '7603.22', RNN = '7600.9', GRU = '7597.09', TCN = '7631.65', BiTCN = '7594.35', DilatedRNN = '7592.02', MLP = '7596.6', DLinear = '7622.93', NLinear = '7607.33', TFT = '7578.52', StemGNN = '7624.73', MLPMultivariate = '7662.72', TiDE = '7620.38', DeepNPTS = '7589.8', y = '7596.67', min_within_quantile = '7576.32', max_within_quantile = '7662.72' WHERE ds = '2024-08-06 00:00:00'
-2024-11-25 16:42:03,279 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7589.63', Informer = '7580.23', LSTM = '7605.78', iTransformer = '7576.32', TSMixer = '7618.17', TSMixerx = '7616.56', PatchTST = '7603.22', RNN = '7600.9', GRU = '7597.09', TCN = '7631.65', BiTCN = '7594.35', DilatedRNN = '7592.02', MLP = '7596.6', DLinear = '7622.93', NLinear = '7607.33', TFT = '7578.52', StemGNN = '7624.73', MLPMultivariate = '7662.72', TiDE = '7620.38', DeepNPTS = '7589.8', y = '7596.67', min_within_quantile = '7576.32', max_within_quantile = '7662.72' WHERE ds = '2024-08-06 00:00:00'
-2024-11-25 16:42:03,284 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7576.32', Informer = '7563.5', LSTM = '7593.74', iTransformer = '7566.21', TSMixer = '7606.13', TSMixerx = '7610.06', PatchTST = '7584.71', RNN = '7588.96', GRU = '7585.77', TCN = '7608.61', BiTCN = '7594.59', DilatedRNN = '7582.28', MLP = '7592.82', DLinear = '7612.05', NLinear = '7596.54', TFT = '7584.99', StemGNN = '7623.5', MLPMultivariate = '7648.15', TiDE = '7601.08', DeepNPTS = '7614.44', y = '7586.67', min_within_quantile = '7563.5', max_within_quantile = '7648.15' WHERE ds = '2024-08-07 00:00:00'
-2024-11-25 16:42:03,284 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7576.32', Informer = '7563.5', LSTM = '7593.74', iTransformer = '7566.21', TSMixer = '7606.13', TSMixerx = '7610.06', PatchTST = '7584.71', RNN = '7588.96', GRU = '7585.77', TCN = '7608.61', BiTCN = '7594.59', DilatedRNN = '7582.28', MLP = '7592.82', DLinear = '7612.05', NLinear = '7596.54', TFT = '7584.99', StemGNN = '7623.5', MLPMultivariate = '7648.15', TiDE = '7601.08', DeepNPTS = '7614.44', y = '7586.67', min_within_quantile = '7563.5', max_within_quantile = '7648.15' WHERE ds = '2024-08-07 00:00:00'
-2024-11-25 16:42:03,289 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7568.6', Informer = '7563.38', LSTM = '7585.7', iTransformer = '7553.38', TSMixer = '7593.91', TSMixerx = '7592.17', PatchTST = '7573.87', RNN = '7574.28', GRU = '7578.87', TCN = '7581.67', BiTCN = '7588.92', DilatedRNN = '7570.48', MLP = '7569.77', DLinear = '7589.12', NLinear = '7587.08', TFT = '7582.39', StemGNN = '7619.79', MLPMultivariate = '7614.06', TiDE = '7587.93', DeepNPTS = '7606.67', y = '7583.33', min_within_quantile = '7553.38', max_within_quantile = '7619.79' WHERE ds = '2024-08-08 00:00:00'
-2024-11-25 16:42:03,289 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7568.6', Informer = '7563.38', LSTM = '7585.7', iTransformer = '7553.38', TSMixer = '7593.91', TSMixerx = '7592.17', PatchTST = '7573.87', RNN = '7574.28', GRU = '7578.87', TCN = '7581.67', BiTCN = '7588.92', DilatedRNN = '7570.48', MLP = '7569.77', DLinear = '7589.12', NLinear = '7587.08', TFT = '7582.39', StemGNN = '7619.79', MLPMultivariate = '7614.06', TiDE = '7587.93', DeepNPTS = '7606.67', y = '7583.33', min_within_quantile = '7553.38', max_within_quantile = '7619.79' WHERE ds = '2024-08-08 00:00:00'
-2024-11-25 16:42:03,293 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7575.48', Informer = '7565.25', LSTM = '7584.02', iTransformer = '7556.81', TSMixer = '7586.92', TSMixerx = '7590.01', PatchTST = '7576.53', RNN = '7572.49', GRU = '7577.45', TCN = '7577.44', BiTCN = '7583.82', DilatedRNN = '7568.17', MLP = '7567.84', DLinear = '7579.86', NLinear = '7581.39', TFT = '7577.33', StemGNN = '7615.64', MLPMultivariate = '7585.01', TiDE = '7584.95', DeepNPTS = '7604.7', y = '7583.33', min_within_quantile = '7556.81', max_within_quantile = '7615.64' WHERE ds = '2024-08-09 00:00:00'
-2024-11-25 16:42:03,293 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7575.48', Informer = '7565.25', LSTM = '7584.02', iTransformer = '7556.81', TSMixer = '7586.92', TSMixerx = '7590.01', PatchTST = '7576.53', RNN = '7572.49', GRU = '7577.45', TCN = '7577.44', BiTCN = '7583.82', DilatedRNN = '7568.17', MLP = '7567.84', DLinear = '7579.86', NLinear = '7581.39', TFT = '7577.33', StemGNN = '7615.64', MLPMultivariate = '7585.01', TiDE = '7584.95', DeepNPTS = '7604.7', y = '7583.33', min_within_quantile = '7556.81', max_within_quantile = '7615.64' WHERE ds = '2024-08-09 00:00:00'
-2024-11-25 16:42:03,298 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7582.12', Informer = '7548.67', LSTM = '7584.68', iTransformer = '7562.79', TSMixer = '7587.89', TSMixerx = '7581.61', PatchTST = '7576.13', RNN = '7577.62', GRU = '7577.72', TCN = '7580.97', BiTCN = '7581.47', DilatedRNN = '7569.79', MLP = '7565.28', DLinear = '7579.1', NLinear = '7578.67', TFT = '7573.28', StemGNN = '7611.64', MLPMultivariate = '7565.15', TiDE = '7587.22', DeepNPTS = '7597.04', y = '7586.67', min_within_quantile = '7548.67', max_within_quantile = '7611.64' WHERE ds = '2024-08-12 00:00:00'
-2024-11-25 16:42:03,298 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7582.12', Informer = '7548.67', LSTM = '7584.68', iTransformer = '7562.79', TSMixer = '7587.89', TSMixerx = '7581.61', PatchTST = '7576.13', RNN = '7577.62', GRU = '7577.72', TCN = '7580.97', BiTCN = '7581.47', DilatedRNN = '7569.79', MLP = '7565.28', DLinear = '7579.1', NLinear = '7578.67', TFT = '7573.28', StemGNN = '7611.64', MLPMultivariate = '7565.15', TiDE = '7587.22', DeepNPTS = '7597.04', y = '7586.67', min_within_quantile = '7548.67', max_within_quantile = '7611.64' WHERE ds = '2024-08-12 00:00:00'
-2024-11-25 16:42:03,302 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7583.99', Informer = '7551.58', LSTM = '7588.06', iTransformer = '7651.38', TSMixer = '7589.81', TSMixerx = '7575.18', PatchTST = '7581.14', RNN = '7582.61', GRU = '7580.69', TCN = '7588.0', BiTCN = '7581.66', DilatedRNN = '7573.64', MLP = '7571.69', DLinear = '7587.97', NLinear = '7583.01', TFT = '7582.84', StemGNN = '7608.71', MLPMultivariate = '7574.15', TiDE = '7589.78', DeepNPTS = '7600.35', y = '7593.33', min_within_quantile = '7551.58', max_within_quantile = '7651.38' WHERE ds = '2024-08-13 00:00:00'
-2024-11-25 16:42:03,302 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7583.99', Informer = '7551.58', LSTM = '7588.06', iTransformer = '7651.38', TSMixer = '7589.81', TSMixerx = '7575.18', PatchTST = '7581.14', RNN = '7582.61', GRU = '7580.69', TCN = '7588.0', BiTCN = '7581.66', DilatedRNN = '7573.64', MLP = '7571.69', DLinear = '7587.97', NLinear = '7583.01', TFT = '7582.84', StemGNN = '7608.71', MLPMultivariate = '7574.15', TiDE = '7589.78', DeepNPTS = '7600.35', y = '7593.33', min_within_quantile = '7551.58', max_within_quantile = '7651.38' WHERE ds = '2024-08-13 00:00:00'
-2024-11-25 16:42:03,308 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7591.68', Informer = '7544.55', LSTM = '7594.08', iTransformer = '7709.71', TSMixer = '7593.98', TSMixerx = '7564.28', PatchTST = '7586.02', RNN = '7589.63', GRU = '7586.13', TCN = '7583.4', BiTCN = '7579.56', DilatedRNN = '7579.32', MLP = '7585.78', DLinear = '7589.75', NLinear = '7594.71', TFT = '7596.22', StemGNN = '7606.19', MLPMultivariate = '7571.69', TiDE = '7592.8', DeepNPTS = '7603.56', y = '7590.0', min_within_quantile = '7544.55', max_within_quantile = '7709.71' WHERE ds = '2024-08-14 00:00:00'
-2024-11-25 16:42:03,308 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7591.68', Informer = '7544.55', LSTM = '7594.08', iTransformer = '7709.71', TSMixer = '7593.98', TSMixerx = '7564.28', PatchTST = '7586.02', RNN = '7589.63', GRU = '7586.13', TCN = '7583.4', BiTCN = '7579.56', DilatedRNN = '7579.32', MLP = '7585.78', DLinear = '7589.75', NLinear = '7594.71', TFT = '7596.22', StemGNN = '7606.19', MLPMultivariate = '7571.69', TiDE = '7592.8', DeepNPTS = '7603.56', y = '7590.0', min_within_quantile = '7544.55', max_within_quantile = '7709.71' WHERE ds = '2024-08-14 00:00:00'
-2024-11-25 16:42:03,312 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7588.66', Informer = '7546.33', LSTM = '7589.98', iTransformer = '7745.14', TSMixer = '7587.14', TSMixerx = '7567.42', PatchTST = '7582.26', RNN = '7585.14', GRU = '7581.54', TCN = '7574.96', BiTCN = '7573.27', DilatedRNN = '7575.23', MLP = '7584.27', DLinear = '7579.0', NLinear = '7586.84', TFT = '7595.28', StemGNN = '7603.21', MLPMultivariate = '7564.36', TiDE = '7586.52', DeepNPTS = '7606.48', y = '7583.33', min_within_quantile = '7546.33', max_within_quantile = '7745.14' WHERE ds = '2024-08-15 00:00:00'
-2024-11-25 16:42:03,312 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7588.66', Informer = '7546.33', LSTM = '7589.98', iTransformer = '7745.14', TSMixer = '7587.14', TSMixerx = '7567.42', PatchTST = '7582.26', RNN = '7585.14', GRU = '7581.54', TCN = '7574.96', BiTCN = '7573.27', DilatedRNN = '7575.23', MLP = '7584.27', DLinear = '7579.0', NLinear = '7586.84', TFT = '7595.28', StemGNN = '7603.21', MLPMultivariate = '7564.36', TiDE = '7586.52', DeepNPTS = '7606.48', y = '7583.33', min_within_quantile = '7546.33', max_within_quantile = '7745.14' WHERE ds = '2024-08-15 00:00:00'
-2024-11-25 16:42:03,317 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7537.8', LSTM = '7584.38', iTransformer = '7683.01', TSMixer = '7579.44', TSMixerx = '7575.1', PatchTST = '7576.76', RNN = '7576.88', GRU = '7576.34', TCN = '7566.93', BiTCN = '7571.85', DilatedRNN = '7570.02', MLP = '7578.86', DLinear = '7577.75', NLinear = '7580.91', TFT = '7590.87', StemGNN = '7599.78', MLPMultivariate = '7561.79', TiDE = '7578.11', DeepNPTS = '7597.8', y = '7583.33', min_within_quantile = '7537.8', max_within_quantile = '7683.01' WHERE ds = '2024-08-16 00:00:00'
-2024-11-25 16:42:03,317 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7537.8', LSTM = '7584.38', iTransformer = '7683.01', TSMixer = '7579.44', TSMixerx = '7575.1', PatchTST = '7576.76', RNN = '7576.88', GRU = '7576.34', TCN = '7566.93', BiTCN = '7571.85', DilatedRNN = '7570.02', MLP = '7578.86', DLinear = '7577.75', NLinear = '7580.91', TFT = '7590.87', StemGNN = '7599.78', MLPMultivariate = '7561.79', TiDE = '7578.11', DeepNPTS = '7597.8', y = '7583.33', min_within_quantile = '7537.8', max_within_quantile = '7683.01' WHERE ds = '2024-08-16 00:00:00'
-2024-11-25 16:42:03,322 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7581.7', Informer = '7548.32', LSTM = '7585.0', iTransformer = '7652.36', TSMixer = '7577.55', TSMixerx = '7584.4', PatchTST = '7581.2', RNN = '7577.25', GRU = '7577.56', TCN = '7567.26', BiTCN = '7572.46', DilatedRNN = '7569.96', MLP = '7579.83', DLinear = '7575.86', NLinear = '7578.62', TFT = '7589.58', StemGNN = '7596.43', MLPMultivariate = '7564.37', TiDE = '7578.88', DeepNPTS = '7597.45', y = '7570.0', min_within_quantile = '7548.32', max_within_quantile = '7652.36' WHERE ds = '2024-08-19 00:00:00'
-2024-11-25 16:42:03,322 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7581.7', Informer = '7548.32', LSTM = '7585.0', iTransformer = '7652.36', TSMixer = '7577.55', TSMixerx = '7584.4', PatchTST = '7581.2', RNN = '7577.25', GRU = '7577.56', TCN = '7567.26', BiTCN = '7572.46', DilatedRNN = '7569.96', MLP = '7579.83', DLinear = '7575.86', NLinear = '7578.62', TFT = '7589.58', StemGNN = '7596.43', MLPMultivariate = '7564.37', TiDE = '7578.88', DeepNPTS = '7597.45', y = '7570.0', min_within_quantile = '7548.32', max_within_quantile = '7652.36' WHERE ds = '2024-08-19 00:00:00'
-2024-11-25 16:42:03,326 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7568.48', Informer = '7544.81', LSTM = '7572.92', iTransformer = '7650.35', TSMixer = '7568.09', TSMixerx = '7569.45', PatchTST = '7568.14', RNN = '7562.65', GRU = '7564.75', TCN = '7559.27', BiTCN = '7571.64', DilatedRNN = '7559.58', MLP = '7572.89', DLinear = '7567.44', NLinear = '7562.38', TFT = '7582.87', StemGNN = '7592.5', MLPMultivariate = '7545.92', TiDE = '7564.44', DeepNPTS = '7591.53', y = '7570.0', min_within_quantile = '7544.81', max_within_quantile = '7650.35' WHERE ds = '2024-08-20 00:00:00'
-2024-11-25 16:42:03,326 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7568.48', Informer = '7544.81', LSTM = '7572.92', iTransformer = '7650.35', TSMixer = '7568.09', TSMixerx = '7569.45', PatchTST = '7568.14', RNN = '7562.65', GRU = '7564.75', TCN = '7559.27', BiTCN = '7571.64', DilatedRNN = '7559.58', MLP = '7572.89', DLinear = '7567.44', NLinear = '7562.38', TFT = '7582.87', StemGNN = '7592.5', MLPMultivariate = '7545.92', TiDE = '7564.44', DeepNPTS = '7591.53', y = '7570.0', min_within_quantile = '7544.81', max_within_quantile = '7650.35' WHERE ds = '2024-08-20 00:00:00'
-2024-11-25 16:42:03,331 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7569.81', Informer = '7555.4', LSTM = '7574.92', iTransformer = '7671.09', TSMixer = '7569.2', TSMixerx = '7561.7', PatchTST = '7575.62', RNN = '7563.65', GRU = '7567.9', TCN = '7561.83', BiTCN = '7572.45', DilatedRNN = '7560.54', MLP = '7576.96', DLinear = '7565.77', NLinear = '7567.52', TFT = '7581.25', StemGNN = '7588.5', MLPMultivariate = '7533.07', TiDE = '7566.58', DeepNPTS = '7585.69', y = '7570.0', min_within_quantile = '7533.07', max_within_quantile = '7671.09' WHERE ds = '2024-08-21 00:00:00'
-2024-11-25 16:42:03,331 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7569.81', Informer = '7555.4', LSTM = '7574.92', iTransformer = '7671.09', TSMixer = '7569.2', TSMixerx = '7561.7', PatchTST = '7575.62', RNN = '7563.65', GRU = '7567.9', TCN = '7561.83', BiTCN = '7572.45', DilatedRNN = '7560.54', MLP = '7576.96', DLinear = '7565.77', NLinear = '7567.52', TFT = '7581.25', StemGNN = '7588.5', MLPMultivariate = '7533.07', TiDE = '7566.58', DeepNPTS = '7585.69', y = '7570.0', min_within_quantile = '7533.07', max_within_quantile = '7671.09' WHERE ds = '2024-08-21 00:00:00'
-2024-11-25 16:42:03,336 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.1', Informer = '7556.71', LSTM = '7574.57', iTransformer = '7689.44', TSMixer = '7573.09', TSMixerx = '7558.5', PatchTST = '7576.66', RNN = '7566.01', GRU = '7566.91', TCN = '7559.81', BiTCN = '7572.76', DilatedRNN = '7560.23', MLP = '7579.51', DLinear = '7567.95', NLinear = '7571.8', TFT = '7578.96', StemGNN = '7584.49', MLPMultivariate = '7528.16', TiDE = '7571.94', DeepNPTS = '7587.22', y = '7590.0', min_within_quantile = '7528.16', max_within_quantile = '7689.44' WHERE ds = '2024-08-22 00:00:00'
-2024-11-25 16:42:03,336 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.1', Informer = '7556.71', LSTM = '7574.57', iTransformer = '7689.44', TSMixer = '7573.09', TSMixerx = '7558.5', PatchTST = '7576.66', RNN = '7566.01', GRU = '7566.91', TCN = '7559.81', BiTCN = '7572.76', DilatedRNN = '7560.23', MLP = '7579.51', DLinear = '7567.95', NLinear = '7571.8', TFT = '7578.96', StemGNN = '7584.49', MLPMultivariate = '7528.16', TiDE = '7571.94', DeepNPTS = '7587.22', y = '7590.0', min_within_quantile = '7528.16', max_within_quantile = '7689.44' WHERE ds = '2024-08-22 00:00:00'
-2024-11-25 16:42:03,341 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7592.93', Informer = '7585.57', LSTM = '7593.21', iTransformer = '7696.87', TSMixer = '7591.3', TSMixerx = '7564.66', PatchTST = '7598.8', RNN = '7586.66', GRU = '7586.0', TCN = '7584.84', BiTCN = '7577.59', DilatedRNN = '7575.81', MLP = '7593.1', DLinear = '7591.21', NLinear = '7591.61', TFT = '7587.58', StemGNN = '7581.6', MLPMultivariate = '7549.73', TiDE = '7591.7', DeepNPTS = '7595.53', y = '7583.33', min_within_quantile = '7549.73', max_within_quantile = '7696.87' WHERE ds = '2024-08-23 00:00:00'
-2024-11-25 16:42:03,341 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7592.93', Informer = '7585.57', LSTM = '7593.21', iTransformer = '7696.87', TSMixer = '7591.3', TSMixerx = '7564.66', PatchTST = '7598.8', RNN = '7586.66', GRU = '7586.0', TCN = '7584.84', BiTCN = '7577.59', DilatedRNN = '7575.81', MLP = '7593.1', DLinear = '7591.21', NLinear = '7591.61', TFT = '7587.58', StemGNN = '7581.6', MLPMultivariate = '7549.73', TiDE = '7591.7', DeepNPTS = '7595.53', y = '7583.33', min_within_quantile = '7549.73', max_within_quantile = '7696.87' WHERE ds = '2024-08-23 00:00:00'
-2024-11-25 16:42:03,346 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7584.08', Informer = '7573.77', LSTM = '7584.14', iTransformer = '7672.27', TSMixer = '7589.71', TSMixerx = '7576.72', PatchTST = '7586.29', RNN = '7581.02', GRU = '7574.82', TCN = '7570.0', BiTCN = '7578.88', DilatedRNN = '7570.4', MLP = '7593.49', DLinear = '7590.69', NLinear = '7586.13', TFT = '7581.27', StemGNN = '7578.58', MLPMultivariate = '7559.0', TiDE = '7587.87', DeepNPTS = '7598.88', y = '7583.33', min_within_quantile = '7559.0', max_within_quantile = '7672.27' WHERE ds = '2024-08-26 00:00:00'
-2024-11-25 16:42:03,346 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7584.08', Informer = '7573.77', LSTM = '7584.14', iTransformer = '7672.27', TSMixer = '7589.71', TSMixerx = '7576.72', PatchTST = '7586.29', RNN = '7581.02', GRU = '7574.82', TCN = '7570.0', BiTCN = '7578.88', DilatedRNN = '7570.4', MLP = '7593.49', DLinear = '7590.69', NLinear = '7586.13', TFT = '7581.27', StemGNN = '7578.58', MLPMultivariate = '7559.0', TiDE = '7587.87', DeepNPTS = '7598.88', y = '7583.33', min_within_quantile = '7559.0', max_within_quantile = '7672.27' WHERE ds = '2024-08-26 00:00:00'
-2024-11-25 16:42:03,350 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7576.44', Informer = '7567.34', LSTM = '7585.7', iTransformer = '7652.19', TSMixer = '7589.99', TSMixerx = '7580.66', PatchTST = '7583.79', RNN = '7578.73', GRU = '7577.74', TCN = '7568.17', BiTCN = '7579.21', DilatedRNN = '7571.43', MLP = '7592.89', DLinear = '7594.36', NLinear = '7582.48', TFT = '7569.62', StemGNN = '7576.19', MLPMultivariate = '7567.88', TiDE = '7589.56', DeepNPTS = '7604.15', y = '7610.0', min_within_quantile = '7567.34', max_within_quantile = '7652.19' WHERE ds = '2024-08-27 00:00:00'