2024-11-19 14:54:45,075 - my_logger - INFO - 跳过指标 期货收盘价（活跃）：布伦特原油 2024-11-19 14:54:45,086 - my_logger - INFO - 跳过指标 SC原油期货价格 2024-11-19 14:54:45,086 - my_logger - INFO - 跳过指标 SC原油期货价格 2024-11-19 14:54:45,087 - my_logger - INFO - 跳过指标 WTI连1合约价格 2024-11-19 14:54:45,087 - my_logger - INFO - 跳过指标 WTI连1合约价格 2024-11-19 14:54:45,088 - my_logger - INFO - 跳过指标 WTI连4合约价格 2024-11-19 14:54:45,088 - my_logger - INFO - 跳过指标 WTI连4合约价格 2024-11-19 14:54:45,089 - my_logger - INFO - 跳过指标 Brent连1合约价格 2024-11-19 14:54:45,089 - my_logger - INFO - 跳过指标 Brent连1合约价格 2024-11-19 14:54:45,090 - my_logger - INFO - 跳过指标 Brent连4合约价格 2024-11-19 14:54:45,090 - my_logger - INFO - 跳过指标 Brent连4合约价格 2024-11-19 14:54:45,091 - my_logger - INFO - 跳过指标 SC/ZC（活跃合约） 2024-11-19 14:54:45,091 - my_logger - INFO - 跳过指标 SC/ZC（活跃合约） 2024-11-19 14:54:45,091 - my_logger - INFO - 跳过指标 Brent/迪拜原油升贴水 2024-11-19 14:54:45,091 - my_logger - INFO - 跳过指标 Brent/迪拜原油升贴水 2024-11-19 14:54:45,092 - my_logger - INFO - 跳过指标 SC期货库存 2024-11-19 14:54:45,092 - my_logger - INFO - 跳过指标 SC期货库存 2024-11-19 14:54:45,093 - my_logger - INFO - 跳过指标 WTI连24合约 2024-11-19 14:54:45,093 - my_logger - INFO - 跳过指标 WTI连24合约 2024-11-19 14:54:45,094 - my_logger - INFO - 跳过指标 WTI连7合约价格 2024-11-19 14:54:45,094 - my_logger - INFO - 跳过指标 WTI连7合约价格 2024-11-19 14:54:45,094 - my_logger - INFO - 跳过指标 期货结算价(活跃合约):INE原油 2024-11-19 14:54:45,094 - my_logger - INFO - 跳过指标 期货结算价(活跃合约):INE原油 2024-11-19 14:54:45,095 - my_logger - INFO - 跳过指标 BU-SC（活跃合约） 2024-11-19 14:54:45,095 - my_logger - INFO - 跳过指标 BU-SC（活跃合约） 2024-11-19 14:54:45,096 - my_logger - INFO - 跳过指标 IPE布油期货结算价 2024-11-19 14:54:45,096 - my_logger - INFO - 跳过指标 IPE布油期货结算价 2024-11-19 14:54:45,097 - my_logger - INFO - 跳过指标 WTI连12合约价格 2024-11-19 14:54:45,097 - my_logger - INFO - 跳过指标 WTI连12合约价格 2024-11-19 14:54:45,097 - my_logger - INFO - 跳过指标 W-B活跃合约价差 2024-11-19 14:54:45,097 - my_logger - INFO - 跳过指标 W-B活跃合约价差 2024-11-19 14:54:45,098 - my_logger - INFO - 跳过指标 B-W活跃合约价差 2024-11-19 14:54:45,098 - my_logger - INFO - 跳过指标 B-W活跃合约价差 2024-11-19 14:54:45,099 - my_logger - INFO - 跳过指标 布伦特连24合约价格 2024-11-19 14:54:45,099 - my_logger - INFO - 跳过指标 布伦特连24合约价格 2024-11-19 14:54:45,100 - my_logger - INFO - 跳过指标 WTI活跃合约 2024-11-19 14:54:45,100 - my_logger - INFO - 跳过指标 WTI活跃合约 2024-11-19 14:54:45,101 - my_logger - INFO - 跳过指标 Brent活跃合约 2024-11-19 14:54:45,101 - my_logger - INFO - 跳过指标 Brent活跃合约 2024-11-19 14:54:45,102 - my_logger - INFO - 跳过指标 期货收盘价（连续）：INE原油 2024-11-19 14:54:45,102 - my_logger - INFO - 跳过指标 期货收盘价（连续）：INE原油 2024-11-19 14:54:45,103 - my_logger - INFO - 跳过指标 Brent连6合约价格 2024-11-19 14:54:45,103 - my_logger - INFO - 跳过指标 Brent连6合约价格 2024-11-19 14:54:45,104 - my_logger - INFO - 跳过指标 Brent连12合约价格 2024-11-19 14:54:45,104 - my_logger - INFO - 跳过指标 Brent连12合约价格 2024-11-19 14:54:45,104 - my_logger - INFO - 跳过指标 Brent连9合约 2024-11-19 14:54:45,104 - my_logger - INFO - 跳过指标 Brent连9合约 2024-11-19 14:54:45,105 - my_logger - INFO - 跳过指标 brent连3合约 2024-11-19 14:54:45,105 - my_logger - INFO - 跳过指标 brent连3合约 2024-11-19 14:54:45,106 - my_logger - INFO - 跳过指标 Brent连5 2024-11-19 14:54:45,106 - my_logger - INFO - 跳过指标 Brent连5 2024-11-19 14:54:45,107 - my_logger - INFO - 跳过指标 Brent连10合约 2024-11-19 14:54:45,107 - my_logger - INFO - 跳过指标 Brent连10合约 2024-11-19 14:54:45,107 - my_logger - INFO - 跳过指标 Brent连11合约 2024-11-19 14:54:45,107 - my_logger - INFO - 跳过指标 Brent连11合约 2024-11-19 14:54:45,109 - my_logger - INFO - 跳过指标 WTI连3合约价格 2024-11-19 14:54:45,109 - my_logger - INFO - 跳过指标 WTI连3合约价格 2024-11-19 14:54:45,110 - my_logger - INFO - 跳过指标 Brent 连7合约价格 2024-11-19 14:54:45,110 - my_logger - INFO - 跳过指标 Brent 连7合约价格 2024-11-19 14:54:45,111 - my_logger - INFO - 跳过指标 Brent连8合约价格 2024-11-19 14:54:45,111 - my_logger - INFO - 跳过指标 Brent连8合约价格 2024-11-19 14:54:45,112 - my_logger - INFO - 跳过指标 Brent连13 2024-11-19 14:54:45,112 - my_logger - INFO - 跳过指标 Brent连13 2024-11-19 14:54:45,113 - my_logger - INFO - 跳过指标 ICE Brent c14 2024-11-19 14:54:45,113 - my_logger - INFO - 跳过指标 ICE Brent c14 2024-11-19 14:54:45,114 - my_logger - INFO - 跳过指标 ICE Brent c15 2024-11-19 14:54:45,114 - my_logger - INFO - 跳过指标 ICE Brent c15 2024-11-19 14:54:45,114 - my_logger - INFO - 跳过指标 ICE Brent c16 2024-11-19 14:54:45,114 - my_logger - INFO - 跳过指标 ICE Brent c16 2024-11-19 14:54:45,115 - my_logger - INFO - 跳过指标 ICE Brent c17 2024-11-19 14:54:45,115 - my_logger - INFO - 跳过指标 ICE Brent c17 2024-11-19 14:54:45,116 - my_logger - INFO - 跳过指标 ICE Brent c18 2024-11-19 14:54:45,116 - my_logger - INFO - 跳过指标 ICE Brent c18 2024-11-19 14:54:45,117 - my_logger - INFO - 跳过指标 ICE Brent c19 2024-11-19 14:54:45,117 - my_logger - INFO - 跳过指标 ICE Brent c19 2024-11-19 14:54:45,118 - my_logger - INFO - 跳过指标 ICE Brent c20 2024-11-19 14:54:45,118 - my_logger - INFO - 跳过指标 ICE Brent c20 2024-11-19 14:54:45,119 - my_logger - INFO - 跳过指标 Dubai Swap c1 2024-11-19 14:54:45,119 - my_logger - INFO - 跳过指标 Dubai Swap c1 2024-11-19 14:54:45,119 - my_logger - INFO - 跳过指标 ICE Brent c21 2024-11-19 14:54:45,119 - my_logger - INFO - 跳过指标 ICE Brent c21 2024-11-19 14:54:45,120 - my_logger - INFO - 跳过指标 ICE Brent c22 2024-11-19 14:54:45,120 - my_logger - INFO - 跳过指标 ICE Brent c22 2024-11-19 14:54:45,121 - my_logger - INFO - 跳过指标 ICE Brent c23 2024-11-19 14:54:45,121 - my_logger - INFO - 跳过指标 ICE Brent c23 2024-11-19 14:54:45,121 - my_logger - INFO - 跳过指标 ICE Brent c25 2024-11-19 14:54:45,121 - my_logger - INFO - 跳过指标 ICE Brent c25 2024-11-19 14:54:45,122 - my_logger - INFO - 跳过指标 ICE Brent c26 2024-11-19 14:54:45,122 - my_logger - INFO - 跳过指标 ICE Brent c26 2024-11-19 14:54:45,123 - my_logger - INFO - 跳过指标 ICE Brent c27 2024-11-19 14:54:45,123 - my_logger - INFO - 跳过指标 ICE Brent c27 2024-11-19 14:54:45,124 - my_logger - INFO - 跳过指标 ICE Brent c28 2024-11-19 14:54:45,124 - my_logger - INFO - 跳过指标 ICE Brent c28 2024-11-19 14:54:45,125 - my_logger - INFO - 跳过指标 ICE Brent c29 2024-11-19 14:54:45,125 - my_logger - INFO - 跳过指标 ICE Brent c29 2024-11-19 14:54:45,126 - my_logger - INFO - 跳过指标 ICE Brent c30 2024-11-19 14:54:45,126 - my_logger - INFO - 跳过指标 ICE Brent c30 2024-11-19 14:54:45,127 - my_logger - INFO - 跳过指标 ICE Brent c31 2024-11-19 14:54:45,127 - my_logger - INFO - 跳过指标 ICE Brent c31 2024-11-19 14:54:45,128 - my_logger - INFO - 跳过指标 ICE Brent c32 2024-11-19 14:54:45,128 - my_logger - INFO - 跳过指标 ICE Brent c32 2024-11-19 14:54:45,128 - my_logger - INFO - 跳过指标 ICE Brent c33 2024-11-19 14:54:45,128 - my_logger - INFO - 跳过指标 ICE Brent c33 2024-11-19 14:54:45,129 - my_logger - INFO - 跳过指标 ICE Brent c34 2024-11-19 14:54:45,129 - my_logger - INFO - 跳过指标 ICE Brent c34 2024-11-19 14:54:45,130 - my_logger - INFO - 跳过指标 ICE Brent c35 2024-11-19 14:54:45,130 - my_logger - INFO - 跳过指标 ICE Brent c35 2024-11-19 14:54:45,130 - my_logger - INFO - 跳过指标 ICE Brent c36 2024-11-19 14:54:45,130 - my_logger - INFO - 跳过指标 ICE Brent c36 2024-11-19 14:54:45,132 - my_logger - INFO - 跳过指标 NYMWX WTI c5 2024-11-19 14:54:45,132 - my_logger - INFO - 跳过指标 NYMWX WTI c5 2024-11-19 14:54:45,133 - my_logger - INFO - 跳过指标 NYMWX WTI c6 2024-11-19 14:54:45,133 - my_logger - INFO - 跳过指标 NYMWX WTI c6 2024-11-19 14:54:45,134 - my_logger - INFO - 跳过指标 NYMWX WTI c8 2024-11-19 14:54:45,134 - my_logger - INFO - 跳过指标 NYMWX WTI c8 2024-11-19 14:54:45,135 - my_logger - INFO - 跳过指标 NYMWX WTI c9 2024-11-19 14:54:45,135 - my_logger - INFO - 跳过指标 NYMWX WTI c9 2024-11-19 14:54:45,135 - my_logger - INFO - 跳过指标 NYMWX WTI c10 2024-11-19 14:54:45,135 - my_logger - INFO - 跳过指标 NYMWX WTI c10 2024-11-19 14:54:45,136 - my_logger - INFO - 跳过指标 NYMWX WTI c11 2024-11-19 14:54:45,136 - my_logger - INFO - 跳过指标 NYMWX WTI c11 2024-11-19 14:54:45,137 - my_logger - INFO - 跳过指标 NYMWX WTI c13 2024-11-19 14:54:45,137 - my_logger - INFO - 跳过指标 NYMWX WTI c13 2024-11-19 14:54:45,139 - my_logger - INFO - 跳过指标 NYMWX WTI c14 2024-11-19 14:54:45,139 - my_logger - INFO - 跳过指标 NYMWX WTI c14 2024-11-19 14:54:45,139 - my_logger - INFO - 跳过指标 NYMWX WTI c15 2024-11-19 14:54:45,139 - my_logger - INFO - 跳过指标 NYMWX WTI c15 2024-11-19 14:54:45,140 - my_logger - INFO - 跳过指标 NYMWX WTI c16 2024-11-19 14:54:45,140 - my_logger - INFO - 跳过指标 NYMWX WTI c16 2024-11-19 14:54:45,141 - my_logger - INFO - 跳过指标 NYMWX WTI c17 2024-11-19 14:54:45,141 - my_logger - INFO - 跳过指标 NYMWX WTI c17 2024-11-19 14:54:45,142 - my_logger - INFO - 跳过指标 NYMWX WTI c18 2024-11-19 14:54:45,142 - my_logger - INFO - 跳过指标 NYMWX WTI c18 2024-11-19 14:54:45,143 - my_logger - INFO - 跳过指标 NYMWX WTI c19 2024-11-19 14:54:45,143 - my_logger - INFO - 跳过指标 NYMWX WTI c19 2024-11-19 14:54:45,145 - my_logger - INFO - 跳过指标 NYMWX WTI c20 2024-11-19 14:54:45,145 - my_logger - INFO - 跳过指标 NYMWX WTI c20 2024-11-19 14:54:45,145 - my_logger - INFO - 跳过指标 NYMWX WTI c21 2024-11-19 14:54:45,145 - my_logger - INFO - 跳过指标 NYMWX WTI c21 2024-11-19 14:54:45,146 - my_logger - INFO - 跳过指标 NYMWX WTI c22 2024-11-19 14:54:45,146 - my_logger - INFO - 跳过指标 NYMWX WTI c22 2024-11-19 14:54:45,147 - my_logger - INFO - 跳过指标 NYMWX WTI c23 2024-11-19 14:54:45,147 - my_logger - INFO - 跳过指标 NYMWX WTI c23 2024-11-19 14:54:45,148 - my_logger - INFO - 跳过指标 NYMWX WTI c25 2024-11-19 14:54:45,148 - my_logger - INFO - 跳过指标 NYMWX WTI c25 2024-11-19 14:54:45,149 - my_logger - INFO - 跳过指标 NYMWX WTI c26 2024-11-19 14:54:45,149 - my_logger - INFO - 跳过指标 NYMWX WTI c26 2024-11-19 14:54:45,150 - my_logger - INFO - 跳过指标 NYMWX WTI c27 2024-11-19 14:54:45,150 - my_logger - INFO - 跳过指标 NYMWX WTI c27 2024-11-19 14:54:45,150 - my_logger - INFO - 跳过指标 NYMWX WTI c28 2024-11-19 14:54:45,150 - my_logger - INFO - 跳过指标 NYMWX WTI c28 2024-11-19 14:54:45,151 - my_logger - INFO - 跳过指标 NYMWX WTI c29 2024-11-19 14:54:45,151 - my_logger - INFO - 跳过指标 NYMWX WTI c29 2024-11-19 14:54:45,152 - my_logger - INFO - 跳过指标 NYMWX WTI c30 2024-11-19 14:54:45,152 - my_logger - INFO - 跳过指标 NYMWX WTI c30 2024-11-19 14:54:45,153 - my_logger - INFO - 跳过指标 NYMWX WTI c31 2024-11-19 14:54:45,153 - my_logger - INFO - 跳过指标 NYMWX WTI c31 2024-11-19 14:54:45,154 - my_logger - INFO - 跳过指标 NYMWX WTI c32 2024-11-19 14:54:45,154 - my_logger - INFO - 跳过指标 NYMWX WTI c32 2024-11-19 14:54:45,155 - my_logger - INFO - 跳过指标 NYMWX WTI c33 2024-11-19 14:54:45,155 - my_logger - INFO - 跳过指标 NYMWX WTI c33 2024-11-19 14:54:45,156 - my_logger - INFO - 跳过指标 NYMWX WTI c34 2024-11-19 14:54:45,156 - my_logger - INFO - 跳过指标 NYMWX WTI c34 2024-11-19 14:54:45,157 - my_logger - INFO - 跳过指标 NYMWX WTI c35 2024-11-19 14:54:45,157 - my_logger - INFO - 跳过指标 NYMWX WTI c35 2024-11-19 14:54:45,158 - my_logger - INFO - 跳过指标 NYMWX WTI c36 2024-11-19 14:54:45,158 - my_logger - INFO - 跳过指标 NYMWX WTI c36 2024-11-19 14:54:45,159 - my_logger - INFO - 跳过指标 INE SC c1 2024-11-19 14:54:45,159 - my_logger - INFO - 跳过指标 INE SC c1 2024-11-19 14:54:45,160 - my_logger - INFO - 跳过指标 INE SC c2 2024-11-19 14:54:45,160 - my_logger - INFO - 跳过指标 INE SC c2 2024-11-19 14:54:45,161 - my_logger - INFO - 跳过指标 INE SC c3 2024-11-19 14:54:45,161 - my_logger - INFO - 跳过指标 INE SC c3 2024-11-19 14:54:45,162 - my_logger - INFO - 跳过指标 INE SC c4 2024-11-19 14:54:45,162 - my_logger - INFO - 跳过指标 INE SC c4 2024-11-19 14:54:45,163 - my_logger - INFO - 跳过指标 INE SC c5 2024-11-19 14:54:45,163 - my_logger - INFO - 跳过指标 INE SC c5 2024-11-19 14:54:45,164 - my_logger - INFO - 跳过指标 INE SC c6 2024-11-19 14:54:45,164 - my_logger - INFO - 跳过指标 INE SC c6 2024-11-19 14:54:45,165 - my_logger - INFO - 跳过指标 INE SC c7 2024-11-19 14:54:45,165 - my_logger - INFO - 跳过指标 INE SC c7 2024-11-19 14:54:45,166 - my_logger - INFO - 跳过指标 INE SC c8 2024-11-19 14:54:45,166 - my_logger - INFO - 跳过指标 INE SC c8 2024-11-19 14:54:45,167 - my_logger - INFO - 跳过指标 INE SC c9 2024-11-19 14:54:45,167 - my_logger - INFO - 跳过指标 INE SC c9 2024-11-19 14:54:45,167 - my_logger - INFO - 跳过指标 INE SC c10 2024-11-19 14:54:45,167 - my_logger - INFO - 跳过指标 INE SC c10 2024-11-19 14:54:45,168 - my_logger - INFO - 跳过指标 INE SC c11 2024-11-19 14:54:45,168 - my_logger - INFO - 跳过指标 INE SC c11 2024-11-19 14:54:45,169 - my_logger - INFO - 跳过指标 INE SC c12 2024-11-19 14:54:45,169 - my_logger - INFO - 跳过指标 INE SC c12 2024-11-19 14:54:45,170 - my_logger - INFO - 跳过指标 INE SC c13 2024-11-19 14:54:45,170 - my_logger - INFO - 跳过指标 INE SC c13 2024-11-19 14:54:45,171 - my_logger - INFO - 跳过指标 INE SC c14 2024-11-19 14:54:45,171 - my_logger - INFO - 跳过指标 INE SC c14 2024-11-19 14:54:45,172 - my_logger - INFO - 跳过指标 INE SC c15 2024-11-19 14:54:45,172 - my_logger - INFO - 跳过指标 INE SC c15 2024-11-19 14:54:45,173 - my_logger - INFO - 跳过指标 INE SC c16 2024-11-19 14:54:45,173 - my_logger - INFO - 跳过指标 INE SC c16 2024-11-19 14:54:45,174 - my_logger - INFO - 跳过指标 INE SC c17 2024-11-19 14:54:45,174 - my_logger - INFO - 跳过指标 INE SC c17 2024-11-19 14:54:45,175 - my_logger - INFO - 跳过指标 INE SC c18 2024-11-19 14:54:45,175 - my_logger - INFO - 跳过指标 INE SC c18 2024-11-19 14:54:45,176 - my_logger - INFO - 跳过指标 INE SC c19 2024-11-19 14:54:45,176 - my_logger - INFO - 跳过指标 INE SC c19 2024-11-19 14:54:45,177 - my_logger - INFO - 跳过指标 INE SC c20 2024-11-19 14:54:45,177 - my_logger - INFO - 跳过指标 INE SC c20 2024-11-19 14:54:45,178 - my_logger - INFO - 跳过指标 EFS c1 2024-11-19 14:54:45,178 - my_logger - INFO - 跳过指标 EFS c1 2024-11-19 14:54:45,179 - my_logger - INFO - 跳过指标 EFS c2 2024-11-19 14:54:45,179 - my_logger - INFO - 跳过指标 EFS c2 2024-11-19 14:54:45,179 - my_logger - INFO - 跳过指标 EFS c3 2024-11-19 14:54:45,179 - my_logger - INFO - 跳过指标 EFS c3 2024-11-19 14:54:45,180 - my_logger - INFO - 跳过指标 EFS c4 2024-11-19 14:54:45,180 - my_logger - INFO - 跳过指标 EFS c4 2024-11-19 14:54:45,181 - my_logger - INFO - 跳过指标 EFS c5 2024-11-19 14:54:45,181 - my_logger - INFO - 跳过指标 EFS c5 2024-11-19 14:54:45,182 - my_logger - INFO - 跳过指标 EFS c6 2024-11-19 14:54:45,182 - my_logger - INFO - 跳过指标 EFS c6 2024-11-19 14:54:45,182 - my_logger - INFO - 跳过指标 Dubai Swap c15 2024-11-19 14:54:45,182 - my_logger - INFO - 跳过指标 Dubai Swap c15 2024-11-19 14:54:45,183 - my_logger - INFO - 跳过指标 Dubai Swap c16 2024-11-19 14:54:45,183 - my_logger - INFO - 跳过指标 Dubai Swap c16 2024-11-19 14:54:45,184 - my_logger - INFO - 跳过指标 Dubai Swap c17 2024-11-19 14:54:45,184 - my_logger - INFO - 跳过指标 Dubai Swap c17 2024-11-19 14:54:45,185 - my_logger - INFO - 跳过指标 Dubai Swap c18 2024-11-19 14:54:45,185 - my_logger - INFO - 跳过指标 Dubai Swap c18 2024-11-19 14:54:45,185 - my_logger - INFO - 跳过指标 Dubai Swap c19 2024-11-19 14:54:45,185 - my_logger - INFO - 跳过指标 Dubai Swap c19 2024-11-19 14:54:45,186 - my_logger - INFO - 跳过指标 Dubai Swap c20 2024-11-19 14:54:45,186 - my_logger - INFO - 跳过指标 Dubai Swap c20 2024-11-19 14:54:45,188 - my_logger - INFO - 跳过指标 Dubai Swap c21 2024-11-19 14:54:45,188 - my_logger - INFO - 跳过指标 Dubai Swap c21 2024-11-19 14:54:45,189 - my_logger - INFO - 跳过指标 Dubai Swap c22 2024-11-19 14:54:45,189 - my_logger - INFO - 跳过指标 Dubai Swap c22 2024-11-19 14:54:45,190 - my_logger - INFO - 跳过指标 Oman Swap c1 2024-11-19 14:54:45,190 - my_logger - INFO - 跳过指标 Oman Swap c1 2024-11-19 14:54:45,191 - my_logger - INFO - 跳过指标 Oman Swap c2 2024-11-19 14:54:45,191 - my_logger - INFO - 跳过指标 Oman Swap c2 2024-11-19 14:54:45,192 - my_logger - INFO - 跳过指标 Oman Swap c3 2024-11-19 14:54:45,192 - my_logger - INFO - 跳过指标 Oman Swap c3 2024-11-19 14:54:45,192 - my_logger - INFO - 跳过指标 Oman Swap c4 2024-11-19 14:54:45,192 - my_logger - INFO - 跳过指标 Oman Swap c4 2024-11-19 14:54:45,194 - my_logger - INFO - 跳过指标 Oman Swap c5 2024-11-19 14:54:45,194 - my_logger - INFO - 跳过指标 Oman Swap c5 2024-11-19 14:54:45,195 - my_logger - INFO - 跳过指标 Oman Swap c6 2024-11-19 14:54:45,195 - my_logger - INFO - 跳过指标 Oman Swap c6 2024-11-19 14:54:45,195 - my_logger - INFO - 跳过指标 Oman Swap c7 2024-11-19 14:54:45,195 - my_logger - INFO - 跳过指标 Oman Swap c7 2024-11-19 14:54:45,196 - my_logger - INFO - 跳过指标 Oman Swap c8 2024-11-19 14:54:45,196 - my_logger - INFO - 跳过指标 Oman Swap c8 2024-11-19 14:54:45,197 - my_logger - INFO - 跳过指标 Oman Swap c9 2024-11-19 14:54:45,197 - my_logger - INFO - 跳过指标 Oman Swap c9 2024-11-19 14:54:45,198 - my_logger - INFO - 跳过指标 Oman Swap c10 2024-11-19 14:54:45,198 - my_logger - INFO - 跳过指标 Oman Swap c10 2024-11-19 14:54:45,199 - my_logger - INFO - 跳过指标 Oman Swap c11 2024-11-19 14:54:45,199 - my_logger - INFO - 跳过指标 Oman Swap c11 2024-11-19 14:54:45,200 - my_logger - INFO - 跳过指标 Oman Swap c12 2024-11-19 14:54:45,200 - my_logger - INFO - 跳过指标 Oman Swap c12 2024-11-19 14:54:45,200 - my_logger - INFO - 跳过指标 Oman Swap c13 2024-11-19 14:54:45,200 - my_logger - INFO - 跳过指标 Oman Swap c13 2024-11-19 14:54:45,201 - my_logger - INFO - 跳过指标 Oman Swap c14 2024-11-19 14:54:45,201 - my_logger - INFO - 跳过指标 Oman Swap c14 2024-11-19 14:54:45,202 - my_logger - INFO - 跳过指标 Oman Swap c15 2024-11-19 14:54:45,202 - my_logger - INFO - 跳过指标 Oman Swap c15 2024-11-19 14:54:45,203 - my_logger - INFO - 跳过指标 Oman Swap c16 2024-11-19 14:54:45,203 - my_logger - INFO - 跳过指标 Oman Swap c16 2024-11-19 14:54:45,203 - my_logger - INFO - 跳过指标 Oman Swap c17 2024-11-19 14:54:45,203 - my_logger - INFO - 跳过指标 Oman Swap c17 2024-11-19 14:54:45,205 - my_logger - INFO - 跳过指标 Oman Swap c18 2024-11-19 14:54:45,205 - my_logger - INFO - 跳过指标 Oman Swap c18 2024-11-19 14:54:45,206 - my_logger - INFO - 跳过指标 Oman Swap c19 2024-11-19 14:54:45,206 - my_logger - INFO - 跳过指标 Oman Swap c19 2024-11-19 14:54:45,206 - my_logger - INFO - 跳过指标 Oman Swap c20 2024-11-19 14:54:45,206 - my_logger - INFO - 跳过指标 Oman Swap c20 2024-11-19 14:54:45,207 - my_logger - INFO - 跳过指标 Oman Swap c21 2024-11-19 14:54:45,207 - my_logger - INFO - 跳过指标 Oman Swap c21 2024-11-19 14:54:45,209 - my_logger - INFO - 跳过指标 Oman Swap c22 2024-11-19 14:54:45,209 - my_logger - INFO - 跳过指标 Oman Swap c22 2024-11-19 14:54:45,209 - my_logger - INFO - 跳过指标 Oman Swap c23 2024-11-19 14:54:45,209 - my_logger - INFO - 跳过指标 Oman Swap c23 2024-11-19 14:54:45,210 - my_logger - INFO - 跳过指标 Oman Swap c24 2024-11-19 14:54:45,210 - my_logger - INFO - 跳过指标 Oman Swap c24 2024-11-19 14:54:45,211 - my_logger - INFO - 跳过指标 Oman Swap c25 2024-11-19 14:54:45,211 - my_logger - INFO - 跳过指标 Oman Swap c25 2024-11-19 14:54:45,212 - my_logger - INFO - 跳过指标 Oman Swap c26 2024-11-19 14:54:45,212 - my_logger - INFO - 跳过指标 Oman Swap c26 2024-11-19 14:54:45,213 - my_logger - INFO - 跳过指标 Oman Swap c27 2024-11-19 14:54:45,213 - my_logger - INFO - 跳过指标 Oman Swap c27 2024-11-19 14:54:45,214 - my_logger - INFO - 跳过指标 Oman Swap c28 2024-11-19 14:54:45,214 - my_logger - INFO - 跳过指标 Oman Swap c28 2024-11-19 14:54:45,215 - my_logger - INFO - 跳过指标 Oman Swap c29 2024-11-19 14:54:45,215 - my_logger - INFO - 跳过指标 Oman Swap c29 2024-11-19 14:54:45,215 - my_logger - INFO - 跳过指标 Oman Swap c30 2024-11-19 14:54:45,215 - my_logger - INFO - 跳过指标 Oman Swap c30 2024-11-19 14:54:45,216 - my_logger - INFO - 跳过指标 Oman Swap c31 2024-11-19 14:54:45,216 - my_logger - INFO - 跳过指标 Oman Swap c31 2024-11-19 14:54:45,217 - my_logger - INFO - 跳过指标 Oman Swap c32 2024-11-19 14:54:45,217 - my_logger - INFO - 跳过指标 Oman Swap c32 2024-11-19 14:54:45,218 - my_logger - INFO - 跳过指标 Oman Swap c33 2024-11-19 14:54:45,218 - my_logger - INFO - 跳过指标 Oman Swap c33 2024-11-19 14:54:45,219 - my_logger - INFO - 跳过指标 Oman Swap c34 2024-11-19 14:54:45,219 - my_logger - INFO - 跳过指标 Oman Swap c34 2024-11-19 14:54:45,220 - my_logger - INFO - 跳过指标 Oman Swap c35 2024-11-19 14:54:45,220 - my_logger - INFO - 跳过指标 Oman Swap c35 2024-11-19 14:54:45,221 - my_logger - INFO - 跳过指标 Oman Swap c36 2024-11-19 14:54:45,221 - my_logger - INFO - 跳过指标 Oman Swap c36 2024-11-19 14:54:45,222 - my_logger - INFO - 跳过指标 Oman Swap c37 2024-11-19 14:54:45,222 - my_logger - INFO - 跳过指标 Oman Swap c37 2024-11-19 14:54:45,223 - my_logger - INFO - 跳过指标 Oman Swap c38 2024-11-19 14:54:45,223 - my_logger - INFO - 跳过指标 Oman Swap c38 2024-11-19 14:54:45,224 - my_logger - INFO - 跳过指标 DME Oman c1 2024-11-19 14:54:45,224 - my_logger - INFO - 跳过指标 DME Oman c1 2024-11-19 14:54:45,225 - my_logger - INFO - 跳过指标 DME Oman c2 2024-11-19 14:54:45,225 - my_logger - INFO - 跳过指标 DME Oman c2 2024-11-19 14:54:45,225 - my_logger - INFO - 跳过指标 DME Oman c3 2024-11-19 14:54:45,225 - my_logger - INFO - 跳过指标 DME Oman c3 2024-11-19 14:54:45,226 - my_logger - INFO - 跳过指标 DME Oman c4 2024-11-19 14:54:45,226 - my_logger - INFO - 跳过指标 DME Oman c4 2024-11-19 14:54:45,227 - my_logger - INFO - 跳过指标 DME Oman c5 2024-11-19 14:54:45,227 - my_logger - INFO - 跳过指标 DME Oman c5 2024-11-19 14:54:45,228 - my_logger - INFO - 跳过指标 DME Oman c6 2024-11-19 14:54:45,228 - my_logger - INFO - 跳过指标 DME Oman c6 2024-11-19 14:54:45,228 - my_logger - INFO - 跳过指标 Murban Futures c1 2024-11-19 14:54:45,228 - my_logger - INFO - 跳过指标 Murban Futures c1 2024-11-19 14:54:45,229 - my_logger - INFO - 跳过指标 Murban Futures c2 2024-11-19 14:54:45,229 - my_logger - INFO - 跳过指标 Murban Futures c2 2024-11-19 14:54:45,230 - my_logger - INFO - 跳过指标 Murban Futures c3 2024-11-19 14:54:45,230 - my_logger - INFO - 跳过指标 Murban Futures c3 2024-11-19 14:54:45,231 - my_logger - INFO - 跳过指标 Murban Futures c4 2024-11-19 14:54:45,231 - my_logger - INFO - 跳过指标 Murban Futures c4 2024-11-19 14:54:45,232 - my_logger - INFO - 跳过指标 Murban Futures c5 2024-11-19 14:54:45,232 - my_logger - INFO - 跳过指标 Murban Futures c5 2024-11-19 14:54:45,233 - my_logger - INFO - 跳过指标 Murban Futures c6 2024-11-19 14:54:45,233 - my_logger - INFO - 跳过指标 Murban Futures c6 2024-11-19 14:54:45,234 - my_logger - INFO - 跳过指标 HO连6合约 2024-11-19 14:54:45,234 - my_logger - INFO - 跳过指标 HO连6合约 2024-11-19 14:54:45,234 - my_logger - INFO - 跳过指标 HO连5合约 2024-11-19 14:54:45,234 - my_logger - INFO - 跳过指标 HO连5合约 2024-11-19 14:54:45,235 - my_logger - INFO - 跳过指标 ho连7合约 2024-11-19 14:54:45,235 - my_logger - INFO - 跳过指标 ho连7合约 2024-11-19 14:54:45,238 - my_logger - INFO - 跳过指标 HO连8合约 2024-11-19 14:54:45,238 - my_logger - INFO - 跳过指标 HO连8合约 2024-11-19 14:54:45,239 - my_logger - INFO - 跳过指标 HO连9合约 2024-11-19 14:54:45,239 - my_logger - INFO - 跳过指标 HO连9合约 2024-11-19 14:54:45,239 - my_logger - INFO - 跳过指标 HO连10合约 2024-11-19 14:54:45,239 - my_logger - INFO - 跳过指标 HO连10合约 2024-11-19 14:54:45,240 - my_logger - INFO - 跳过指标 HO连11合约 2024-11-19 14:54:45,240 - my_logger - INFO - 跳过指标 HO连11合约 2024-11-19 14:54:45,241 - my_logger - INFO - 跳过指标 HO连12合约 2024-11-19 14:54:45,241 - my_logger - INFO - 跳过指标 HO连12合约 2024-11-19 14:54:45,242 - my_logger - INFO - 跳过指标 CFD W1 2024-11-19 14:54:45,242 - my_logger - INFO - 跳过指标 CFD W1 2024-11-19 14:54:45,243 - my_logger - INFO - 跳过指标 CFD W6 2024-11-19 14:54:45,243 - my_logger - INFO - 跳过指标 CFD W6 2024-11-19 14:54:45,244 - my_logger - INFO - 跳过指标 期货成交量(活跃合约):INE原油 2024-11-19 14:54:45,244 - my_logger - INFO - 跳过指标 期货成交量(活跃合约):INE原油 2024-11-19 14:54:45,245 - my_logger - INFO - 跳过指标 期货成交额:INE原油 2024-11-19 14:54:45,245 - my_logger - INFO - 跳过指标 期货成交额:INE原油 2024-11-19 14:54:45,245 - my_logger - INFO - 跳过指标 可用库容量:INE原油 2024-11-19 14:54:45,245 - my_logger - INFO - 跳过指标 可用库容量:INE原油 2024-11-19 14:54:45,246 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-巴士拉轻油 2024-11-19 14:54:45,246 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-巴士拉轻油 2024-11-19 14:54:45,247 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-巴士拉轻油(I 级) 2024-11-19 14:54:45,247 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-巴士拉轻油(I 级) 2024-11-19 14:54:45,248 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-上扎库姆原油 2024-11-19 14:54:45,248 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-上扎库姆原油 2024-11-19 14:54:45,249 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-阿曼原油 2024-11-19 14:54:45,249 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-阿曼原油 2024-11-19 14:54:45,250 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-卡塔尔海洋油 2024-11-19 14:54:45,250 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-卡塔尔海洋油 2024-11-19 14:54:45,251 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-迪拜原油 2024-11-19 14:54:45,251 - my_logger - INFO - 跳过指标 库存期货:INE原油:总计-迪拜原油 2024-11-19 14:54:45,251 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连保税-穆尔班原油 2024-11-19 14:54:45,251 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连保税-穆尔班原油 2024-11-19 14:54:45,252 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:合计 2024-11-19 14:54:45,252 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:合计 2024-11-19 14:54:45,253 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中化兴中 2024-11-19 14:54:45,253 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中化兴中 2024-11-19 14:54:45,254 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中油大榭 2024-11-19 14:54:45,254 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中油大榭 2024-11-19 14:54:45,255 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:大鼎石油 2024-11-19 14:54:45,255 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:大鼎石油 2024-11-19 14:54:45,256 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中国石化册子岛 2024-11-19 14:54:45,256 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中国石化册子岛 2024-11-19 14:54:45,257 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:合计 2024-11-19 14:54:45,257 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:合计 2024-11-19 14:54:45,258 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:青岛港实华 2024-11-19 14:54:45,258 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:青岛港实华 2024-11-19 14:54:45,259 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中化弘润潍坊 2024-11-19 14:54:45,259 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中化弘润潍坊 2024-11-19 14:54:45,259 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:青岛港摩科瑞 2024-11-19 14:54:45,259 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:青岛港摩科瑞 2024-11-19 14:54:45,261 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中国石化日照 2024-11-19 14:54:45,261 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中国石化日照 2024-11-19 14:54:45,262 - my_logger - INFO - 跳过指标 库存期货:INE原油:上海:合计 2024-11-19 14:54:45,262 - my_logger - INFO - 跳过指标 库存期货:INE原油:上海:合计 2024-11-19 14:54:45,263 - my_logger - INFO - 跳过指标 库存期货:INE原油:上海:洋山石油 2024-11-19 14:54:45,263 - my_logger - INFO - 跳过指标 库存期货:INE原油:上海:洋山石油 2024-11-19 14:54:45,264 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:合计 2024-11-19 14:54:45,264 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:合计 2024-11-19 14:54:45,265 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中油湛江 2024-11-19 14:54:45,265 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中油湛江 2024-11-19 14:54:45,265 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中国石化湛江 2024-11-19 14:54:45,265 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中国石化湛江 2024-11-19 14:54:45,267 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:合计 2024-11-19 14:54:45,267 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:合计 2024-11-19 14:54:45,268 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:北方油品 2024-11-19 14:54:45,268 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:北方油品 2024-11-19 14:54:45,269 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连保税 2024-11-19 14:54:45,269 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连保税 2024-11-19 14:54:45,269 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连国际 2024-11-19 14:54:45,269 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连国际 2024-11-19 14:54:45,270 - my_logger - INFO - 跳过指标 库存期货:INE原油:海南:合计 2024-11-19 14:54:45,270 - my_logger - INFO - 跳过指标 库存期货:INE原油:海南:合计 2024-11-19 14:54:45,271 - my_logger - INFO - 跳过指标 库存期货:INE原油:海南:中国石化海南 2024-11-19 14:54:45,271 - my_logger - INFO - 跳过指标 库存期货:INE原油:海南:中国石化海南 2024-11-19 14:54:45,272 - my_logger - INFO - 跳过指标 库存期货:INE原油:河北:中国石化曹妃甸 2024-11-19 14:54:45,272 - my_logger - INFO - 跳过指标 库存期货:INE原油:河北:中国石化曹妃甸 2024-11-19 14:54:45,273 - my_logger - INFO - 跳过指标 可用库容量:INE原油:辽宁:合计 2024-11-19 14:54:45,273 - my_logger - INFO - 跳过指标 可用库容量:INE原油:辽宁:合计 2024-11-19 14:54:45,274 - my_logger - INFO - 跳过指标 可用库容量:INE原油:浙江:合计 2024-11-19 14:54:45,274 - my_logger - INFO - 跳过指标 可用库容量:INE原油:浙江:合计 2024-11-19 14:54:45,275 - my_logger - INFO - 跳过指标 可用库容量:INE原油:广东:合计 2024-11-19 14:54:45,275 - my_logger - INFO - 跳过指标 可用库容量:INE原油:广东:合计 2024-11-19 14:54:45,276 - my_logger - INFO - 跳过指标 可用库容量:INE原油:广西:合计 2024-11-19 14:54:45,276 - my_logger - INFO - 跳过指标 可用库容量:INE原油:广西:合计 2024-11-19 14:54:45,276 - my_logger - INFO - 跳过指标 可用库容量:INE原油:河北:合计 2024-11-19 14:54:45,276 - my_logger - INFO - 跳过指标 可用库容量:INE原油:河北:合计 2024-11-19 14:54:45,277 - my_logger - INFO - 跳过指标 可用库容量:INE原油:上海:合计 2024-11-19 14:54:45,277 - my_logger - INFO - 跳过指标 可用库容量:INE原油:上海:合计 2024-11-19 14:54:45,278 - my_logger - INFO - 跳过指标 可用库容量:INE原油:海南:合计 2024-11-19 14:54:45,278 - my_logger - INFO - 跳过指标 可用库容量:INE原油:海南:合计 2024-11-19 14:54:45,279 - my_logger - INFO - 跳过指标 可用库容量:INE原油:山东:合计 2024-11-19 14:54:45,279 - my_logger - INFO - 跳过指标 可用库容量:INE原油:山东:合计 2024-11-19 14:54:45,280 - my_logger - INFO - 跳过指标 可用库容量:INE原油:浙江:中化兴中 2024-11-19 14:54:45,280 - my_logger - INFO - 跳过指标 可用库容量:INE原油:浙江:中化兴中 2024-11-19 14:54:45,281 - my_logger - INFO - 跳过指标 可用库容量:INE原油:浙江:大鼎石油 2024-11-19 14:54:45,281 - my_logger - INFO - 跳过指标 可用库容量:INE原油:浙江:大鼎石油 2024-11-19 14:54:45,282 - my_logger - INFO - 跳过指标 可用库容量:INE原油:浙江:中国石化册子岛 2024-11-19 14:54:45,282 - my_logger - INFO - 跳过指标 可用库容量:INE原油:浙江:中国石化册子岛 2024-11-19 14:54:45,283 - my_logger - INFO - 跳过指标 可用库容量:INE原油:上海:洋山石油 2024-11-19 14:54:45,283 - my_logger - INFO - 跳过指标 可用库容量:INE原油:上海:洋山石油 2024-11-19 14:54:45,284 - my_logger - INFO - 跳过指标 可用库容量:INE原油:广东:中油湛江 2024-11-19 14:54:45,284 - my_logger - INFO - 跳过指标 可用库容量:INE原油:广东:中油湛江 2024-11-19 14:54:45,284 - my_logger - INFO - 跳过指标 可用库容量:INE原油:广东:中国石化湛江 2024-11-19 14:54:45,284 - my_logger - INFO - 跳过指标 可用库容量:INE原油:广东:中国石化湛江 2024-11-19 14:54:45,285 - my_logger - INFO - 跳过指标 可用库容量:INE原油:辽宁:北方油品 2024-11-19 14:54:45,285 - my_logger - INFO - 跳过指标 可用库容量:INE原油:辽宁:北方油品 2024-11-19 14:54:45,286 - my_logger - INFO - 跳过指标 可用库容量:INE原油:辽宁:中油大连保税 2024-11-19 14:54:45,286 - my_logger - INFO - 跳过指标 可用库容量:INE原油:辽宁:中油大连保税 2024-11-19 14:54:45,287 - my_logger - INFO - 跳过指标 可用库容量:INE原油:海南:中国石化海南 2024-11-19 14:54:45,287 - my_logger - INFO - 跳过指标 可用库容量:INE原油:海南:中国石化海南 2024-11-19 14:54:45,288 - my_logger - INFO - 跳过指标 可用库容量:INE原油:山东:中国石化日照 2024-11-19 14:54:45,288 - my_logger - INFO - 跳过指标 可用库容量:INE原油:山东:中国石化日照 2024-11-19 14:54:45,289 - my_logger - INFO - 跳过指标 可用库容量:INE原油:山东:青岛港实华 2024-11-19 14:54:45,289 - my_logger - INFO - 跳过指标 可用库容量:INE原油:山东:青岛港实华 2024-11-19 14:54:45,290 - my_logger - INFO - 跳过指标 可用库容量:INE原油:山东:中化弘润潍坊 2024-11-19 14:54:45,290 - my_logger - INFO - 跳过指标 可用库容量:INE原油:山东:中化弘润潍坊 2024-11-19 14:54:45,290 - my_logger - INFO - 跳过指标 可用库容量:INE原油:山东:青岛港摩科瑞 2024-11-19 14:54:45,290 - my_logger - INFO - 跳过指标 可用库容量:INE原油:山东:青岛港摩科瑞 2024-11-19 14:54:45,292 - my_logger - INFO - 跳过指标 可用库容量:INE原油:广西:中油广西国际 2024-11-19 14:54:45,292 - my_logger - INFO - 跳过指标 可用库容量:INE原油:广西:中油广西国际 2024-11-19 14:54:45,293 - my_logger - INFO - 跳过指标 可用库容量:INE原油:河北:中国石化曹妃甸 2024-11-19 14:54:45,293 - my_logger - INFO - 跳过指标 可用库容量:INE原油:河北:中国石化曹妃甸 2024-11-19 14:54:45,294 - my_logger - INFO - 跳过指标 舟山:可用库容:原油 2024-11-19 14:54:45,294 - my_logger - INFO - 跳过指标 舟山:可用库容:原油 2024-11-19 14:54:45,295 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中化兴中-上扎库姆原油 2024-11-19 14:54:45,295 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中化兴中-上扎库姆原油 2024-11-19 14:54:45,296 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中化兴中-巴士拉轻油 2024-11-19 14:54:45,296 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中化兴中-巴士拉轻油 2024-11-19 14:54:45,296 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中化兴中-巴士拉轻油(I 级) 2024-11-19 14:54:45,296 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中化兴中-巴士拉轻油(I 级) 2024-11-19 14:54:45,297 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中油大榭-上扎库姆原油 2024-11-19 14:54:45,297 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中油大榭-上扎库姆原油 2024-11-19 14:54:45,298 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中国石化册子岛-巴士拉轻油 2024-11-19 14:54:45,298 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中国石化册子岛-巴士拉轻油 2024-11-19 14:54:45,299 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中国石化册子岛-巴士拉轻油(I 级) 2024-11-19 14:54:45,299 - my_logger - INFO - 跳过指标 库存期货:INE原油:浙江:中国石化册子岛-巴士拉轻油(I 级) 2024-11-19 14:54:45,300 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:青岛港董家口-阿曼原油 2024-11-19 14:54:45,300 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:青岛港董家口-阿曼原油 2024-11-19 14:54:45,301 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中化弘润潍坊-阿曼原油 2024-11-19 14:54:45,301 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中化弘润潍坊-阿曼原油 2024-11-19 14:54:45,301 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中化弘润潍坊-上扎库姆原油 2024-11-19 14:54:45,301 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中化弘润潍坊-上扎库姆原油 2024-11-19 14:54:45,302 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中化弘润潍坊-巴士拉轻油 2024-11-19 14:54:45,302 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中化弘润潍坊-巴士拉轻油 2024-11-19 14:54:45,303 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中化弘润潍坊-巴士拉轻油(I 级) 2024-11-19 14:54:45,303 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中化弘润潍坊-巴士拉轻油(I 级) 2024-11-19 14:54:45,304 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中国石化日照-上扎库姆原油 2024-11-19 14:54:45,304 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中国石化日照-上扎库姆原油 2024-11-19 14:54:45,305 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中国石化日照-巴士拉轻油 2024-11-19 14:54:45,305 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中国石化日照-巴士拉轻油 2024-11-19 14:54:45,306 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中国石化日照-巴士拉轻油(I 级) 2024-11-19 14:54:45,306 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:中国石化日照-巴士拉轻油(I 级) 2024-11-19 14:54:45,307 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:山港青岛实华 2024-11-19 14:54:45,307 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:山港青岛实华 2024-11-19 14:54:45,307 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:山港青岛实华-阿曼原油 2024-11-19 14:54:45,307 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:山港青岛实华-阿曼原油 2024-11-19 14:54:45,309 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:山港海业董家口 2024-11-19 14:54:45,309 - my_logger - INFO - 跳过指标 库存期货:INE原油:山东:山港海业董家口 2024-11-19 14:54:45,310 - my_logger - INFO - 跳过指标 库存期货:INE原油:上海:洋山石油-巴士拉轻油(I 级) 2024-11-19 14:54:45,310 - my_logger - INFO - 跳过指标 库存期货:INE原油:上海:洋山石油-巴士拉轻油(I 级) 2024-11-19 14:54:45,311 - my_logger - INFO - 跳过指标 库存期货:INE原油:上海:洋山石油-巴士拉轻油 2024-11-19 14:54:45,311 - my_logger - INFO - 跳过指标 库存期货:INE原油:上海:洋山石油-巴士拉轻油 2024-11-19 14:54:45,312 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中油湛江-卡塔尔海洋油 2024-11-19 14:54:45,312 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中油湛江-卡塔尔海洋油 2024-11-19 14:54:45,313 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中油湛江-阿曼原油 2024-11-19 14:54:45,313 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中油湛江-阿曼原油 2024-11-19 14:54:45,313 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中油湛江-巴士拉轻油(I 级) 2024-11-19 14:54:45,313 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中油湛江-巴士拉轻油(I 级) 2024-11-19 14:54:45,314 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中油湛江-巴士拉轻油 2024-11-19 14:54:45,314 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中油湛江-巴士拉轻油 2024-11-19 14:54:45,315 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中国石化湛江-巴士拉轻油(I级) 2024-11-19 14:54:45,315 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中国石化湛江-巴士拉轻油(I级) 2024-11-19 14:54:45,316 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中国石化湛江-卡塔尔海洋油 2024-11-19 14:54:45,316 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中国石化湛江-卡塔尔海洋油 2024-11-19 14:54:45,317 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中国石化湛江-上扎库姆原油 2024-11-19 14:54:45,317 - my_logger - INFO - 跳过指标 库存期货:INE原油:广东:中国石化湛江-上扎库姆原油 2024-11-19 14:54:45,318 - my_logger - INFO - 跳过指标 库存期货:INE原油:海南:中国石化海南-上扎库姆原油 2024-11-19 14:54:45,318 - my_logger - INFO - 跳过指标 库存期货:INE原油:海南:中国石化海南-上扎库姆原油 2024-11-19 14:54:45,319 - my_logger - INFO - 跳过指标 库存期货:INE原油:海南:中国石化海南-阿曼原油 2024-11-19 14:54:45,319 - my_logger - INFO - 跳过指标 库存期货:INE原油:海南:中国石化海南-阿曼原油 2024-11-19 14:54:45,320 - my_logger - INFO - 跳过指标 库存期货:INE原油:河北:中国石化曹妃甸-巴士拉轻油(I 级) 2024-11-19 14:54:45,320 - my_logger - INFO - 跳过指标 库存期货:INE原油:河北:中国石化曹妃甸-巴士拉轻油(I 级) 2024-11-19 14:54:45,321 - my_logger - INFO - 跳过指标 库存期货:INE原油:河北:中国石化曹妃甸-巴士拉轻油 2024-11-19 14:54:45,321 - my_logger - INFO - 跳过指标 库存期货:INE原油:河北:中国石化曹妃甸-巴士拉轻油 2024-11-19 14:54:45,321 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:北方油品-巴士拉轻油(I 级) 2024-11-19 14:54:45,321 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:北方油品-巴士拉轻油(I 级) 2024-11-19 14:54:45,322 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连保税-上扎库姆原油 2024-11-19 14:54:45,322 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连保税-上扎库姆原油 2024-11-19 14:54:45,323 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连保税-巴士拉轻油(I级) 2024-11-19 14:54:45,323 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连保税-巴士拉轻油(I级) 2024-11-19 14:54:45,324 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连保税-阿曼原油 2024-11-19 14:54:45,324 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连保税-阿曼原油 2024-11-19 14:54:45,324 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连国际-巴士拉轻油(I级) 2024-11-19 14:54:45,324 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连国际-巴士拉轻油(I级) 2024-11-19 14:54:45,325 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连国际-阿曼原油 2024-11-19 14:54:45,325 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连国际-阿曼原油 2024-11-19 14:54:45,326 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连国际-上扎库姆原油 2024-11-19 14:54:45,326 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连国际-上扎库姆原油 2024-11-19 14:54:45,327 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连国际-迪拜原油 2024-11-19 14:54:45,327 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连国际-迪拜原油 2024-11-19 14:54:45,328 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油国际大连-迪拜原油 2024-11-19 14:54:45,328 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油国际大连-迪拜原油 2024-11-19 14:54:45,329 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油国际大连-阿曼原油 2024-11-19 14:54:45,329 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油国际大连-阿曼原油 2024-11-19 14:54:45,330 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油国际大连-巴士拉轻油(I 级) 2024-11-19 14:54:45,330 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油国际大连-巴士拉轻油(I 级) 2024-11-19 14:54:45,331 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油国际大连-上扎库姆原油 2024-11-19 14:54:45,331 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油国际大连-上扎库姆原油 2024-11-19 14:54:45,331 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油国际大连-巴士拉轻油 2024-11-19 14:54:45,331 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油国际大连-巴士拉轻油 2024-11-19 14:54:45,333 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连-巴士拉轻油(I 级) 2024-11-19 14:54:45,333 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连-巴士拉轻油(I 级) 2024-11-19 14:54:45,334 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连-阿曼原油 2024-11-19 14:54:45,334 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连-阿曼原油 2024-11-19 14:54:45,335 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连-上扎库姆原油 2024-11-19 14:54:45,335 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连-上扎库姆原油 2024-11-19 14:54:45,335 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连-巴士拉轻油 2024-11-19 14:54:45,335 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:中油大连-巴士拉轻油 2024-11-19 14:54:45,336 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:北方油品-巴士拉轻油 2024-11-19 14:54:45,336 - my_logger - INFO - 跳过指标 库存期货:INE原油:辽宁:北方油品-巴士拉轻油 2024-11-19 14:54:45,337 - my_logger - INFO - 跳过指标 Oman c1 * 汇率 2024-11-19 14:54:45,337 - my_logger - INFO - 跳过指标 Oman c1 * 汇率 2024-11-19 14:54:45,338 - my_logger - INFO - 跳过指标 SC c2-Oman c1*汇率 2024-11-19 14:54:45,338 - my_logger - INFO - 跳过指标 SC c2-Oman c1*汇率 2024-11-19 14:54:45,339 - my_logger - INFO - 跳过指标 SC c3-Oman c1*汇率 2024-11-19 14:54:45,339 - my_logger - INFO - 跳过指标 SC c3-Oman c1*汇率 2024-11-19 14:54:45,340 - my_logger - INFO - 跳过指标 INE SC主力合约价格 2024-11-19 14:54:45,340 - my_logger - INFO - 跳过指标 INE SC主力合约价格 2024-11-19 14:54:45,341 - my_logger - INFO - 跳过指标 SC主力-Brent主力*汇率 2024-11-19 14:54:45,341 - my_logger - INFO - 跳过指标 SC主力-Brent主力*汇率 2024-11-19 14:54:45,342 - my_logger - INFO - 跳过指标 Brent主力*汇率 2024-11-19 14:54:45,342 - my_logger - INFO - 跳过指标 Brent主力*汇率 2024-11-19 14:54:45,343 - my_logger - INFO - 跳过指标 SC c1日盘-Brent c1(15:00)*汇率 2024-11-19 14:54:45,343 - my_logger - INFO - 跳过指标 SC c1日盘-Brent c1(15:00)*汇率 2024-11-19 14:54:45,344 - my_logger - INFO - 跳过指标 SC c2日盘-Brent c1(15:00)*汇率 2024-11-19 14:54:45,344 - my_logger - INFO - 跳过指标 SC c2日盘-Brent c1(15:00)*汇率 2024-11-19 14:54:45,345 - my_logger - INFO - 跳过指标 SC c2日盘-Brent c2(15:00)*汇率 2024-11-19 14:54:45,345 - my_logger - INFO - 跳过指标 SC c2日盘-Brent c2(15:00)*汇率 2024-11-19 14:54:45,346 - my_logger - INFO - 跳过指标 EFS c1-c2 2024-11-19 14:54:45,346 - my_logger - INFO - 跳过指标 EFS c1-c2 2024-11-19 14:54:45,347 - my_logger - INFO - 跳过指标 TD3C 运费 c1-c2 2024-11-19 14:54:45,347 - my_logger - INFO - 跳过指标 TD3C 运费 c1-c2 2024-11-19 14:54:45,347 - my_logger - INFO - 跳过指标 SC理论估值-Dubai原油 2024-11-19 14:54:45,347 - my_logger - INFO - 跳过指标 SC理论估值-Dubai原油 2024-11-19 14:54:45,348 - my_logger - INFO - 跳过指标 SC c1夜盘-理论估值(Dubai) 2024-11-19 14:54:45,348 - my_logger - INFO - 跳过指标 SC c1夜盘-理论估值(Dubai) 2024-11-19 14:54:45,349 - my_logger - INFO - 跳过指标 SC c2夜盘-理论估值(Dubai) 2024-11-19 14:54:45,349 - my_logger - INFO - 跳过指标 SC c2夜盘-理论估值(Dubai) 2024-11-19 14:54:45,350 - my_logger - INFO - 跳过指标 SC c3夜盘-理论估值(Dubai) 2024-11-19 14:54:45,350 - my_logger - INFO - 跳过指标 SC c3夜盘-理论估值(Dubai) 2024-11-19 14:54:45,351 - my_logger - INFO - 跳过指标 DFL M1 2024-11-19 14:54:45,351 - my_logger - INFO - 跳过指标 DFL M1 2024-11-19 14:54:45,351 - my_logger - INFO - 跳过指标 DFL M2 2024-11-19 14:54:45,351 - my_logger - INFO - 跳过指标 DFL M2 2024-11-19 14:54:45,352 - my_logger - INFO - 跳过指标 CFD W1-Brent c1 2024-11-19 14:54:45,352 - my_logger - INFO - 跳过指标 CFD W1-Brent c1 2024-11-19 14:54:45,353 - my_logger - INFO - 跳过指标 SC c1-c2/7DMA 2024-11-19 14:54:45,353 - my_logger - INFO - 跳过指标 SC c1-c2/7DMA 2024-11-19 14:54:45,354 - my_logger - INFO - 跳过指标 SC主力-理论估值 2024-11-19 14:54:45,354 - my_logger - INFO - 跳过指标 SC主力-理论估值 2024-11-19 14:54:45,355 - my_logger - INFO - 跳过指标 美国柴油裂差-美国汽油裂差 2024-11-19 14:54:45,355 - my_logger - INFO - 跳过指标 美国柴油裂差-美国汽油裂差 2024-11-19 14:54:45,356 - my_logger - INFO - 跳过指标 B00.IPE结算价 2024-11-19 14:54:45,356 - my_logger - INFO - 跳过指标 B00.IPE结算价 2024-11-19 14:54:45,357 - my_logger - INFO - 跳过指标 B02.IPE结算价 2024-11-19 14:54:45,357 - my_logger - INFO - 跳过指标 B02.IPE结算价 2024-11-19 14:54:45,357 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算) 2024-11-19 14:54:45,357 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算) 2024-11-19 14:54:45,358 - my_logger - INFO - 跳过指标 SC c1夜盘-Brent c1 (结算)*汇率 2024-11-19 14:54:45,358 - my_logger - INFO - 跳过指标 SC c1夜盘-Brent c1 (结算)*汇率 2024-11-19 14:54:45,359 - my_logger - INFO - 跳过指标 SC c2夜盘-Brent c1 (结算)*汇率 2024-11-19 14:54:45,359 - my_logger - INFO - 跳过指标 SC c2夜盘-Brent c1 (结算)*汇率 2024-11-19 14:54:45,360 - my_logger - INFO - 跳过指标 SC c2夜盘-Brent c2 (结算)*汇率 2024-11-19 14:54:45,360 - my_logger - INFO - 跳过指标 SC c2夜盘-Brent c2 (结算)*汇率 2024-11-19 14:54:45,361 - my_logger - INFO - 跳过指标 SC c2-c3 (夜盘) 2024-11-19 14:54:45,361 - my_logger - INFO - 跳过指标 SC c2-c3 (夜盘) 2024-11-19 14:54:45,362 - my_logger - INFO - 跳过指标 B03.IPE结算价 2024-11-19 14:54:45,362 - my_logger - INFO - 跳过指标 B03.IPE结算价 2024-11-19 14:54:45,362 - my_logger - INFO - 跳过指标 B04.IPE结算价 2024-11-19 14:54:45,362 - my_logger - INFO - 跳过指标 B04.IPE结算价 2024-11-19 14:54:45,364 - my_logger - INFO - 跳过指标 B05.IPE结算价 2024-11-19 14:54:45,364 - my_logger - INFO - 跳过指标 B05.IPE结算价 2024-11-19 14:54:45,365 - my_logger - INFO - 跳过指标 B06.IPE结算价 2024-11-19 14:54:45,365 - my_logger - INFO - 跳过指标 B06.IPE结算价 2024-11-19 14:54:45,366 - my_logger - INFO - 跳过指标 Brent c2-c3 (结算) 2024-11-19 14:54:45,366 - my_logger - INFO - 跳过指标 Brent c2-c3 (结算) 2024-11-19 14:54:45,367 - my_logger - INFO - 跳过指标 WTI c2-c3 2024-11-19 14:54:45,367 - my_logger - INFO - 跳过指标 WTI c2-c3 2024-11-19 14:54:45,367 - my_logger - INFO - 跳过指标 Brent c2-c3 2024-11-19 14:54:45,367 - my_logger - INFO - 跳过指标 Brent c2-c3 2024-11-19 14:54:45,368 - my_logger - INFO - 跳过指标 SCc1夜盘收盘(日期调整) 2024-11-19 14:54:45,368 - my_logger - INFO - 跳过指标 SCc1夜盘收盘(日期调整) 2024-11-19 14:54:45,369 - my_logger - INFO - 跳过指标 SCc2夜盘收盘(日期调整) 2024-11-19 14:54:45,369 - my_logger - INFO - 跳过指标 SCc2夜盘收盘(日期调整) 2024-11-19 14:54:45,370 - my_logger - INFO - 跳过指标 SCc3夜盘收盘(日期调整) 2024-11-19 14:54:45,370 - my_logger - INFO - 跳过指标 SCc3夜盘收盘(日期调整) 2024-11-19 14:54:45,371 - my_logger - INFO - 跳过指标 SCc4夜盘收盘(日期调整) 2024-11-19 14:54:45,371 - my_logger - INFO - 跳过指标 SCc4夜盘收盘(日期调整) 2024-11-19 14:54:45,372 - my_logger - INFO - 跳过指标 SC c1夜盘-Brent c1 (结算B)*汇率 2024-11-19 14:54:45,372 - my_logger - INFO - 跳过指标 SC c1夜盘-Brent c1 (结算B)*汇率 2024-11-19 14:54:45,373 - my_logger - INFO - 跳过指标 SC c2夜盘-Brent c1 (结算B)*汇率 2024-11-19 14:54:45,373 - my_logger - INFO - 跳过指标 SC c2夜盘-Brent c1 (结算B)*汇率 2024-11-19 14:54:45,373 - my_logger - INFO - 跳过指标 SC c2夜盘-Brent c2 (结算B)*汇率 2024-11-19 14:54:45,373 - my_logger - INFO - 跳过指标 SC c2夜盘-Brent c2 (结算B)*汇率 2024-11-19 14:54:45,375 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算B) 2024-11-19 14:54:45,375 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算B) 2024-11-19 14:54:45,375 - my_logger - INFO - 跳过指标 Brent c2-c3 (结算B) 2024-11-19 14:54:45,375 - my_logger - INFO - 跳过指标 Brent c2-c3 (结算B) 2024-11-19 14:54:45,376 - my_logger - INFO - 跳过指标 WTI c1-c2 (结算B) 2024-11-19 14:54:45,376 - my_logger - INFO - 跳过指标 WTI c1-c2 (结算B) 2024-11-19 14:54:45,377 - my_logger - INFO - 跳过指标 WTI c2-c3 (结算B) 2024-11-19 14:54:45,377 - my_logger - INFO - 跳过指标 WTI c2-c3 (结算B) 2024-11-19 14:54:45,378 - my_logger - INFO - 跳过指标 DME Oman c1 02:30收盘价预估 2024-11-19 14:54:45,378 - my_logger - INFO - 跳过指标 DME Oman c1 02:30收盘价预估 2024-11-19 14:54:45,379 - my_logger - INFO - 跳过指标 DME Oman c2 02:30收盘价预估 2024-11-19 14:54:45,379 - my_logger - INFO - 跳过指标 DME Oman c2 02:30收盘价预估 2024-11-19 14:54:45,379 - my_logger - INFO - 跳过指标 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) 2024-11-19 14:54:45,379 - my_logger - INFO - 跳过指标 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) 2024-11-19 14:54:45,380 - my_logger - INFO - 跳过指标 SC c2夜盘-阿曼入库湛江成本(Oman c1预估) 2024-11-19 14:54:45,380 - my_logger - INFO - 跳过指标 SC c2夜盘-阿曼入库湛江成本(Oman c1预估) 2024-11-19 14:54:45,381 - my_logger - INFO - 跳过指标 SC c3夜盘-阿曼入库湛江成本(Oman c1预估) 2024-11-19 14:54:45,381 - my_logger - INFO - 跳过指标 SC c3夜盘-阿曼入库湛江成本(Oman c1预估) 2024-11-19 14:54:45,382 - my_logger - INFO - 跳过指标 EFS c2 15:00收盘价 2024-11-19 14:54:45,382 - my_logger - INFO - 跳过指标 EFS c2 15:00收盘价 2024-11-19 14:54:45,383 - my_logger - INFO - 跳过指标 Brent c1 15:00收盘价 2024-11-19 14:54:45,383 - my_logger - INFO - 跳过指标 Brent c1 15:00收盘价 2024-11-19 14:54:45,383 - my_logger - INFO - 跳过指标 EFS c1 15:00收盘价 2024-11-19 14:54:45,383 - my_logger - INFO - 跳过指标 EFS c1 15:00收盘价 2024-11-19 14:54:45,384 - my_logger - INFO - 跳过指标 Brent c2 15:00收盘价 2024-11-19 14:54:45,384 - my_logger - INFO - 跳过指标 Brent c2 15:00收盘价 2024-11-19 14:54:45,385 - my_logger - INFO - 跳过指标 Brent连1合约价格/12DMA 2024-11-19 14:54:45,385 - my_logger - INFO - 跳过指标 Brent连1合约价格/12DMA 2024-11-19 14:57:17,603 - my_logger - INFO - 从eta获取数据... 2024-11-19 14:57:17,603 - my_logger - INFO - 从eta获取数据... 2024-11-19 14:58:02,239 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 2024-11-19 14:58:02,239 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 2024-11-19 14:58:02,240 - my_logger - INFO - 跳过指标 PP2409前20多单量 2024-11-19 14:58:02,240 - my_logger - INFO - 跳过指标 PP2409前20多单量 2024-11-19 14:58:02,241 - my_logger - INFO - 跳过指标 PP2409前20空单量 2024-11-19 14:58:02,241 - my_logger - INFO - 跳过指标 PP2409前20空单量 2024-11-19 14:58:23,948 - 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'] 2024-11-19 14:58:23,948 - 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'] 2024-11-19 14:58:23,949 - my_logger - INFO - lmcads03 lme comdty 2024-11-19 14:58:23,949 - my_logger - INFO - lmcads03 lme comdty 2024-11-19 14:58:24,341 - my_logger - INFO - GC1 COMB Comdty 2024-11-19 14:58:24,341 - my_logger - INFO - GC1 COMB Comdty 2024-11-19 14:58:24,974 - my_logger - INFO - C2404171822 2024-11-19 14:58:24,974 - my_logger - INFO - C2404171822 2024-11-19 14:58:25,813 - my_logger - INFO - dxy curncy 2024-11-19 14:58:25,813 - my_logger - INFO - dxy curncy 2024-11-19 14:58:26,419 - my_logger - INFO - S5443199 2024-11-19 14:58:26,419 - my_logger - INFO - S5443199 2024-11-19 14:58:26,746 - my_logger - INFO - S5479800 2024-11-19 14:58:26,746 - my_logger - INFO - S5479800 2024-11-19 14:58:27,028 - my_logger - INFO - S5443108 2024-11-19 14:58:27,028 - my_logger - INFO - S5443108 2024-11-19 14:58:27,362 - my_logger - INFO - H7358586 2024-11-19 14:58:27,362 - my_logger - INFO - H7358586 2024-11-19 14:58:27,554 - my_logger - INFO - LC3FM1 INDEX 2024-11-19 14:58:27,554 - my_logger - INFO - LC3FM1 INDEX 2024-11-19 14:58:27,839 - my_logger - INFO - CNY REGN Curncy 2024-11-19 14:58:27,839 - my_logger - INFO - CNY REGN Curncy 2024-11-19 14:58:28,740 - my_logger - INFO - s0105897 2024-11-19 14:58:28,740 - my_logger - INFO - s0105897 2024-11-19 14:58:29,213 - my_logger - INFO - M0067419 2024-11-19 14:58:29,213 - my_logger - INFO - M0067419 2024-11-19 14:58:29,626 - my_logger - INFO - M0066351 2024-11-19 14:58:29,626 - my_logger - INFO - M0066351 2024-11-19 14:58:30,025 - my_logger - INFO - S0266372 2024-11-19 14:58:30,025 - my_logger - INFO - S0266372 2024-11-19 14:58:30,363 - my_logger - INFO - S0266438 2024-11-19 14:58:30,363 - my_logger - INFO - S0266438 2024-11-19 14:58:30,707 - my_logger - INFO - S0266506 2024-11-19 14:58:30,707 - my_logger - INFO - S0266506 2024-11-19 14:58:31,055 - 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 6821 2024-11-19 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 950 2024-11-18 NaN NaN NaN NaN ... 5284.0 NaN NaN NaN NaN 6555 2024-11-17 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 6556 2024-11-16 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 951 2024-11-15 NaN NaN NaN NaN ... 5282.0 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-19 14:58:31,055 - 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 6821 2024-11-19 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 950 2024-11-18 NaN NaN NaN NaN ... 5284.0 NaN NaN NaN NaN 6555 2024-11-17 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 6556 2024-11-16 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 951 2024-11-15 NaN NaN NaN NaN ... 5282.0 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-19 14:59:27,627 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 14:59:27,627 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 14:59:28,026 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 14:59:28,026 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 14:59:28,029 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 14:59:28,029 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 14:59:28,031 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 14:59:28,031 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 14:59:29,823 - my_logger - INFO - 日度(220) 周度(93) 84天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 215 PE期货收盘价 216 PP连续-1月 217 PP连续-5月 218 PP连续-9月 219 y [220 rows x 3 columns] 2024-11-19 14:59:29,823 - my_logger - INFO - 日度(220) 周度(93) 84天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 215 PE期货收盘价 216 PP连续-1月 217 PP连续-5月 218 PP连续-9月 219 y [220 rows x 3 columns] 2024-11-19 14:59:29,846 - my_logger - INFO - 特征信息：总共有312个,日度(220),周度(93),84天(1), 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： 2024-11-19 14:59:29,846 - my_logger - INFO - 特征信息：总共有312个,日度(220),周度(93),84天(1), 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： 2024-11-19 14:59:29,848 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 14:59:29,848 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 14:59:30,474 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 14:59:30,474 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 14:59:30,485 - my_logger - INFO - 开始训练模型... 2024-11-19 14:59:30,485 - my_logger - INFO - 开始训练模型... 2024-11-19 14:59:30,496 - my_logger - INFO - Training set head: 2024-11-19 14:59:30,496 - my_logger - INFO - Training set head: 2024-11-19 14:59:30,497 - 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 738 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 737 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 736 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 735 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 734 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 [5 rows x 330 columns] 2024-11-19 14:59:30,497 - 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 738 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 737 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 736 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 735 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 734 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 [5 rows x 330 columns] 2024-11-19 14:59:31,039 - my_logger - INFO - Testing set head: 2024-11-19 14:59:31,039 - my_logger - INFO - Testing set head: 2024-11-19 14:59:31,040 - 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 588 2022-06-01 621.7030 22.0 -178.0 ... 0.0 0.0 0.0 1 587 2022-06-02 552.9803 40.0 -160.0 ... 0.0 0.0 0.0 1 586 2022-06-06 603.3724 74.0 -96.0 ... 0.0 0.0 0.0 1 585 2022-06-07 637.3217 65.0 -105.0 ... 0.0 0.0 0.0 1 584 2022-06-08 688.8880 -25.0 -165.0 ... 0.0 0.0 0.0 1 [5 rows x 330 columns] 2024-11-19 14:59:31,040 - 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 588 2022-06-01 621.7030 22.0 -178.0 ... 0.0 0.0 0.0 1 587 2022-06-02 552.9803 40.0 -160.0 ... 0.0 0.0 0.0 1 586 2022-06-06 603.3724 74.0 -96.0 ... 0.0 0.0 0.0 1 585 2022-06-07 637.3217 65.0 -105.0 ... 0.0 0.0 0.0 1 584 2022-06-08 688.8880 -25.0 -165.0 ... 0.0 0.0 0.0 1 [5 rows x 330 columns] 2024-11-19 15:07:12,894 - my_logger - INFO - 模型训练完成 2024-11-19 15:07:12,894 - my_logger - INFO - 模型训练完成 2024-11-19 15:07:12,903 - my_logger - INFO - 训练数据绘图ing 2024-11-19 15:07:12,903 - my_logger - INFO - 训练数据绘图ing 2024-11-19 15:07:18,511 - my_logger - INFO - 训练数据绘图end 2024-11-19 15:07:18,511 - my_logger - INFO - 训练数据绘图end 2024-11-19 15:07:18,513 - my_logger - INFO - 制作报告ing 2024-11-19 15:07:18,513 - my_logger - INFO - 制作报告ing 2024-11-19 15:07:18,700 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 15:07:18,700 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 15:07:20,443 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 15:07:20,443 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 15:07:20,445 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 15:07:20,445 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 15:07:22,200 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 15:07:22,200 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 15:07:22,202 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 15:07:22,202 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 15:07:23,894 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 15:07:23,894 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 15:07:23,895 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 15:07:23,895 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 15:07:25,555 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 15:07:25,555 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 15:07:25,557 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 15:07:25,557 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 15:07:37,811 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 15:07:37,811 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 15:07:37,813 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 15:07:37,813 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 15:07:38,291 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 15:07:38,291 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 15:07:38,292 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 15:07:38,292 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 15:07:39,498 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 15:07:39,498 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 15:07:39,500 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 15:07:39,500 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 15:07:39,804 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 15:07:39,804 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 15:07:42,813 - my_logger - INFO - 制作报告end 2024-11-19 15:07:42,813 - my_logger - INFO - 制作报告end 2024-11-19 15:07:42,814 - my_logger - INFO - 模型训练完成 2024-11-19 15:07:42,814 - my_logger - INFO - 模型训练完成 2024-11-19 15:45:55,697 - my_logger - INFO - 从eta获取数据... 2024-11-19 15:45:55,697 - my_logger - INFO - 从eta获取数据... 2024-11-19 15:50:14,541 - my_logger - INFO - 从eta获取数据... 2024-11-19 15:50:14,541 - my_logger - INFO - 从eta获取数据... 2024-11-19 15:51:02,372 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 2024-11-19 15:51:02,372 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 2024-11-19 15:51:02,373 - my_logger - INFO - 跳过指标 PP2409前20多单量 2024-11-19 15:51:02,373 - my_logger - INFO - 跳过指标 PP2409前20多单量 2024-11-19 15:51:02,374 - my_logger - INFO - 跳过指标 PP2409前20空单量 2024-11-19 15:51:02,374 - my_logger - INFO - 跳过指标 PP2409前20空单量 2024-11-19 15:51:24,756 - 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'] 2024-11-19 15:51:24,756 - 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'] 2024-11-19 15:51:24,757 - my_logger - INFO - lmcads03 lme comdty 2024-11-19 15:51:24,757 - my_logger - INFO - lmcads03 lme comdty 2024-11-19 15:51:25,159 - my_logger - INFO - GC1 COMB Comdty 2024-11-19 15:51:25,159 - my_logger - INFO - GC1 COMB Comdty 2024-11-19 15:51:25,807 - my_logger - INFO - C2404171822 2024-11-19 15:51:25,807 - my_logger - INFO - C2404171822 2024-11-19 15:51:26,551 - my_logger - INFO - dxy curncy 2024-11-19 15:51:26,551 - my_logger - INFO - dxy curncy 2024-11-19 15:51:27,196 - my_logger - INFO - S5443199 2024-11-19 15:51:27,196 - my_logger - INFO - S5443199 2024-11-19 15:51:27,520 - my_logger - INFO - S5479800 2024-11-19 15:51:27,520 - my_logger - INFO - S5479800 2024-11-19 15:51:27,808 - my_logger - INFO - S5443108 2024-11-19 15:51:27,808 - my_logger - INFO - S5443108 2024-11-19 15:51:28,161 - my_logger - INFO - H7358586 2024-11-19 15:51:28,161 - my_logger - INFO - H7358586 2024-11-19 15:51:28,355 - my_logger - INFO - LC3FM1 INDEX 2024-11-19 15:51:28,355 - my_logger - INFO - LC3FM1 INDEX 2024-11-19 15:51:28,658 - my_logger - INFO - CNY REGN Curncy 2024-11-19 15:51:28,658 - my_logger - INFO - CNY REGN Curncy 2024-11-19 15:51:29,636 - my_logger - INFO - s0105897 2024-11-19 15:51:29,636 - my_logger - INFO - s0105897 2024-11-19 15:51:30,099 - my_logger - INFO - M0067419 2024-11-19 15:51:30,099 - my_logger - INFO - M0067419 2024-11-19 15:51:30,566 - my_logger - INFO - M0066351 2024-11-19 15:51:30,566 - my_logger - INFO - M0066351 2024-11-19 15:51:31,003 - my_logger - INFO - S0266372 2024-11-19 15:51:31,003 - my_logger - INFO - S0266372 2024-11-19 15:51:31,331 - my_logger - INFO - S0266438 2024-11-19 15:51:31,331 - my_logger - INFO - S0266438 2024-11-19 15:51:31,633 - my_logger - INFO - S0266506 2024-11-19 15:51:31,633 - my_logger - INFO - S0266506 2024-11-19 15:51:32,006 - 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 6821 2024-11-19 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 950 2024-11-18 NaN NaN NaN NaN ... 5284.0 NaN NaN NaN NaN 6555 2024-11-17 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 6556 2024-11-16 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 951 2024-11-15 NaN NaN NaN NaN ... 5282.0 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-19 15:51:32,006 - 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 6821 2024-11-19 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 950 2024-11-18 NaN NaN NaN NaN ... 5284.0 NaN NaN NaN NaN 6555 2024-11-17 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 6556 2024-11-16 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN 951 2024-11-15 NaN NaN NaN NaN ... 5282.0 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-19 15:52:31,116 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 15:52:31,116 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 15:52:31,520 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 15:52:31,520 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 15:52:31,523 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 15:52:31,523 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 15:52:31,525 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 15:52:31,525 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 15:52:33,270 - my_logger - INFO - 日度(219) 周度(94) 119天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 15:52:33,270 - my_logger - INFO - 日度(219) 周度(94) 119天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 15:52:33,293 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),119天(1), 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： 2024-11-19 15:52:33,293 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),119天(1), 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： 2024-11-19 15:52:33,296 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 15:52:33,296 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 15:52:34,153 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 15:52:34,153 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 15:52:34,156 - my_logger - INFO - 开始训练模型... 2024-11-19 15:52:34,156 - my_logger - INFO - 开始训练模型... 2024-11-19 15:52:34,168 - my_logger - INFO - Training set head: 2024-11-19 15:52:34,168 - my_logger - INFO - Training set head: 2024-11-19 15:52:34,169 - 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 738 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 737 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 736 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 735 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 734 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 [5 rows x 330 columns] 2024-11-19 15:52:34,169 - 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 738 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 737 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 736 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 735 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 734 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 [5 rows x 330 columns] 2024-11-19 15:52:34,754 - my_logger - INFO - Testing set head: 2024-11-19 15:52:34,754 - my_logger - INFO - Testing set head: 2024-11-19 15:52:34,755 - 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 588 2022-06-01 621.7030 22.0 -178.0 ... 0.0 0.0 0.0 1 587 2022-06-02 552.9803 40.0 -160.0 ... 0.0 0.0 0.0 1 586 2022-06-06 603.3724 74.0 -96.0 ... 0.0 0.0 0.0 1 585 2022-06-07 637.3217 65.0 -105.0 ... 0.0 0.0 0.0 1 584 2022-06-08 688.8880 -25.0 -165.0 ... 0.0 0.0 0.0 1 [5 rows x 330 columns] 2024-11-19 15:52:34,755 - 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 588 2022-06-01 621.7030 22.0 -178.0 ... 0.0 0.0 0.0 1 587 2022-06-02 552.9803 40.0 -160.0 ... 0.0 0.0 0.0 1 586 2022-06-06 603.3724 74.0 -96.0 ... 0.0 0.0 0.0 1 585 2022-06-07 637.3217 65.0 -105.0 ... 0.0 0.0 0.0 1 584 2022-06-08 688.8880 -25.0 -165.0 ... 0.0 0.0 0.0 1 [5 rows x 330 columns] 2024-11-19 17:01:16,617 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 17:01:16,617 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 17:01:16,619 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 17:01:16,619 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 17:01:46,348 - my_logger - INFO - Column PP主力收盘价拟合残差/丙烷 CP M1 was last updated at 2024-11-04 2024-11-19 17:01:46,348 - my_logger - INFO - Column PP主力收盘价拟合残差/丙烷 CP M1 was last updated at 2024-11-04 2024-11-19 17:01:46,351 - my_logger - INFO - Column 华南聚丙烯基差（折盘面收盘价） was last updated at 2024-10-24 2024-11-19 17:01:46,351 - my_logger - INFO - Column 华南聚丙烯基差（折盘面收盘价） was last updated at 2024-10-24 2024-11-19 17:01:46,353 - my_logger - INFO - Column 华北聚丙烯基差（折盘面收盘价） was last updated at 2024-10-24 2024-11-19 17:01:46,353 - my_logger - INFO - Column 华北聚丙烯基差（折盘面收盘价） was last updated at 2024-10-24 2024-11-19 17:01:46,356 - my_logger - INFO - Column 华东聚丙烯基差（折盘面收盘价） was last updated at 2024-10-24 2024-11-19 17:01:46,356 - my_logger - INFO - Column 华东聚丙烯基差（折盘面收盘价） was last updated at 2024-10-24 2024-11-19 17:01:46,358 - my_logger - INFO - Column 聚丙烯品类价差：共聚与拉丝（华东） was last updated at 2024-09-19 2024-11-19 17:01:46,358 - my_logger - INFO - Column 聚丙烯品类价差：共聚与拉丝（华东） was last updated at 2024-09-19 2024-11-19 17:01:46,361 - my_logger - INFO - Column 煤制聚丙烯利润 was last updated at 2024-11-18 2024-11-19 17:01:46,361 - my_logger - INFO - Column 煤制聚丙烯利润 was last updated at 2024-11-18 2024-11-19 17:01:46,364 - my_logger - INFO - Column PP粉料（山东）/拼接 was last updated at 2024-11-04 2024-11-19 17:01:46,364 - my_logger - INFO - Column PP粉料（山东）/拼接 was last updated at 2024-11-04 2024-11-19 17:01:46,367 - my_logger - INFO - Column BOPP：成本：中国（日） was last updated at 2024-11-14 2024-11-19 17:01:46,367 - my_logger - INFO - Column BOPP：成本：中国（日） was last updated at 2024-11-14 2024-11-19 17:01:46,370 - my_logger - INFO - Column PP无纺布生产成本（日） was last updated at 2024-11-14 2024-11-19 17:01:46,370 - my_logger - INFO - Column PP无纺布生产成本（日） was last updated at 2024-11-14 2024-11-19 17:01:46,372 - my_logger - INFO - Column CPP薄膜成本（日） was last updated at 2024-11-14 2024-11-19 17:01:46,372 - my_logger - INFO - Column CPP薄膜成本（日） was last updated at 2024-11-14 2024-11-19 17:01:46,376 - my_logger - INFO - Column PE注塑开工率/周 was last updated at 2024-11-15 2024-11-19 17:01:46,376 - my_logger - INFO - Column PE注塑开工率/周 was last updated at 2024-11-15 2024-11-19 17:01:46,379 - my_logger - INFO - Column PET瓶片：利润：中国（日）7DMA was last updated at 2024-11-14 2024-11-19 17:01:46,379 - my_logger - INFO - Column PET瓶片：利润：中国（日）7DMA was last updated at 2024-11-14 2024-11-19 17:01:46,382 - my_logger - INFO - Column PP：看跌比例：中国（周） was last updated at 2024-11-15 2024-11-19 17:01:46,382 - my_logger - INFO - Column PP：看跌比例：中国（周） was last updated at 2024-11-15 2024-11-19 17:01:46,384 - my_logger - INFO - Column PP：看平比例：中国（周） was last updated at 2024-11-15 2024-11-19 17:01:46,384 - my_logger - INFO - Column PP：看平比例：中国（周） was last updated at 2024-11-15 2024-11-19 17:01:46,387 - my_logger - INFO - Column PP：看升比例：中国（周） was last updated at 2024-11-15 2024-11-19 17:01:46,387 - my_logger - INFO - Column PP：看升比例：中国（周） was last updated at 2024-11-15 2024-11-19 17:01:46,389 - my_logger - INFO - Column PP看空情绪指数环差 was last updated at 2024-11-15 2024-11-19 17:01:46,389 - my_logger - INFO - Column PP看空情绪指数环差 was last updated at 2024-11-15 2024-11-19 17:01:46,391 - my_logger - INFO - Column PP多空情绪强弱指数 was last updated at 2024-11-15 2024-11-19 17:01:46,391 - my_logger - INFO - Column PP多空情绪强弱指数 was last updated at 2024-11-15 2024-11-19 17:01:46,394 - my_logger - INFO - Column 再生PP市场价/山东（日） was last updated at 2024-11-14 2024-11-19 17:01:46,394 - my_logger - INFO - Column 再生PP市场价/山东（日） was last updated at 2024-11-14 2024-11-19 17:01:46,397 - my_logger - INFO - Column 印度粉矿：57%Fe：品牌价格：青岛港 was last updated at 2024-11-14 2024-11-19 17:01:46,397 - my_logger - INFO - Column 印度粉矿：57%Fe：品牌价格：青岛港 was last updated at 2024-11-14 2024-11-19 17:01:46,399 - my_logger - INFO - Column 美国-中国PS（GPPS）价差 was last updated at 2024-11-15 2024-11-19 17:01:46,399 - my_logger - INFO - Column 美国-中国PS（GPPS）价差 was last updated at 2024-11-15 2024-11-19 17:01:46,401 - my_logger - INFO - Column 塑编产成品库存 was last updated at 2024-11-15 2024-11-19 17:01:46,401 - my_logger - INFO - Column 塑编产成品库存 was last updated at 2024-11-15 2024-11-19 17:01:46,404 - my_logger - INFO - Column 塑编订单天数 was last updated at 2024-11-15 2024-11-19 17:01:46,404 - my_logger - INFO - Column 塑编订单天数 was last updated at 2024-11-15 2024-11-19 17:01:46,407 - my_logger - INFO - Column 塑编产成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,407 - my_logger - INFO - Column 塑编产成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,410 - my_logger - INFO - Column 塑编原材料库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,410 - my_logger - INFO - Column 塑编原材料库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,412 - my_logger - INFO - Column 塑编整体开工率 was last updated at 2024-11-15 2024-11-19 17:01:46,412 - my_logger - INFO - Column 塑编整体开工率 was last updated at 2024-11-15 2024-11-19 17:01:46,414 - my_logger - INFO - Column PP管材开工率 was last updated at 2024-11-15 2024-11-19 17:01:46,414 - my_logger - INFO - Column PP管材开工率 was last updated at 2024-11-15 2024-11-19 17:01:46,416 - my_logger - INFO - Column PP无纺布开工率 was last updated at 2024-11-15 2024-11-19 17:01:46,416 - my_logger - INFO - Column PP无纺布开工率 was last updated at 2024-11-15 2024-11-19 17:01:46,418 - my_logger - INFO - Column BOPP开工率 was last updated at 2024-11-15 2024-11-19 17:01:46,418 - my_logger - INFO - Column BOPP开工率 was last updated at 2024-11-15 2024-11-19 17:01:46,421 - my_logger - INFO - Column 中国PP无纺布原料库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,421 - my_logger - INFO - Column 中国PP无纺布原料库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,424 - my_logger - INFO - Column 中国PP无纺布原料库存量 was last updated at 2024-11-15 2024-11-19 17:01:46,424 - my_logger - INFO - Column 中国PP无纺布原料库存量 was last updated at 2024-11-15 2024-11-19 17:01:46,427 - my_logger - INFO - Column 中国PP无纺布成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,427 - my_logger - INFO - Column 中国PP无纺布成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,429 - my_logger - INFO - Column PP拉丝国内现货价格 was last updated at 2024-11-18 2024-11-19 17:01:46,429 - my_logger - INFO - Column PP拉丝国内现货价格 was last updated at 2024-11-18 2024-11-19 17:01:46,433 - my_logger - INFO - Column PP主力收盘价 was last updated at 2024-11-04 2024-11-19 17:01:46,433 - my_logger - INFO - Column PP主力收盘价 was last updated at 2024-11-04 2024-11-19 17:01:46,435 - my_logger - INFO - Column PP粉料（山东） was last updated at 2024-11-04 2024-11-19 17:01:46,435 - my_logger - INFO - Column PP粉料（山东） was last updated at 2024-11-04 2024-11-19 17:01:46,438 - my_logger - INFO - Column PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日） was last updated at 2024-11-18 2024-11-19 17:01:46,438 - my_logger - INFO - Column PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日） was last updated at 2024-11-18 2024-11-19 17:01:46,440 - my_logger - INFO - Column PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日） was last updated at 2024-11-18 2024-11-19 17:01:46,440 - my_logger - INFO - Column PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日） was last updated at 2024-11-18 2024-11-19 17:01:46,442 - my_logger - INFO - Column PP：低熔共聚：K8003：自提价：广州：宝丰能源（日） was last updated at 2024-11-18 2024-11-19 17:01:46,442 - my_logger - INFO - Column PP：低熔共聚：K8003：自提价：广州：宝丰能源（日） was last updated at 2024-11-18 2024-11-19 17:01:46,444 - my_logger - INFO - Column PP：低熔共聚：K8003：市场价：顺德区：东华能源（宁波）（日） was last updated at 2024-11-18 2024-11-19 17:01:46,444 - my_logger - INFO - Column PP：低熔共聚：K8003：市场价：顺德区：东华能源（宁波）（日） was last updated at 2024-11-18 2024-11-19 17:01:46,447 - my_logger - INFO - Column PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日） was last updated at 2024-11-18 2024-11-19 17:01:46,447 - my_logger - INFO - Column PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日） was last updated at 2024-11-18 2024-11-19 17:01:46,448 - my_logger - INFO - Column PP：薄壁注塑：HP648T：市场价：临沂：万华化学（日） was last updated at 2024-11-18 2024-11-19 17:01:46,448 - my_logger - INFO - Column PP：薄壁注塑：HP648T：市场价：临沂：万华化学（日） was last updated at 2024-11-18 2024-11-19 17:01:46,450 - my_logger - INFO - Column PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,450 - my_logger - INFO - Column PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,452 - my_logger - INFO - Column PP：拉丝：1102K：市场价：青州：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,452 - my_logger - INFO - Column PP：拉丝：1102K：市场价：青州：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,455 - my_logger - INFO - Column PP：透明：M26ET：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,455 - my_logger - INFO - Column PP：透明：M26ET：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,457 - my_logger - INFO - Column PP：透明：HC-RP340R：出厂价：华北地区：山东东明（日） was last updated at 2024-11-18 2024-11-19 17:01:46,457 - my_logger - INFO - Column PP：透明：HC-RP340R：出厂价：华北地区：山东东明（日） was last updated at 2024-11-18 2024-11-19 17:01:46,460 - my_logger - INFO - Column 现货价(中间价):均聚聚丙烯(PP-H):CFR远东 was last updated at 2024-11-15 2024-11-19 17:01:46,460 - my_logger - INFO - Column 现货价(中间价):均聚聚丙烯(PP-H):CFR远东 was last updated at 2024-11-15 2024-11-19 17:01:46,462 - my_logger - INFO - Column 现货价(中间价):聚丙烯PP(纤维/注塑):CFR东南亚 was last updated at 2024-11-15 2024-11-19 17:01:46,462 - my_logger - INFO - Column 现货价(中间价):聚丙烯PP(纤维/注塑):CFR东南亚 was last updated at 2024-11-15 2024-11-19 17:01:46,465 - my_logger - INFO - Column 现货价(中间价):聚丙烯PP(纤维/注塑):FOB西北欧 was last updated at 2024-11-15 2024-11-19 17:01:46,465 - my_logger - INFO - Column 现货价(中间价):聚丙烯PP(纤维/注塑):FOB西北欧 was last updated at 2024-11-15 2024-11-19 17:01:46,468 - my_logger - INFO - Column 现货价(中间价):均聚聚丙烯(PP-H):FOB中东 was last updated at 2024-11-15 2024-11-19 17:01:46,468 - my_logger - INFO - Column 现货价(中间价):均聚聚丙烯(PP-H):FOB中东 was last updated at 2024-11-15 2024-11-19 17:01:46,470 - my_logger - INFO - Column 现货价(中间价):聚丙烯PP(纤维/注塑):FAS休斯敦 was last updated at 2024-11-15 2024-11-19 17:01:46,470 - my_logger - INFO - Column 现货价(中间价):聚丙烯PP(纤维/注塑):FAS休斯敦 was last updated at 2024-11-15 2024-11-19 17:01:46,473 - my_logger - INFO - Column PP主力盘中 was last updated at 2024-11-18 2024-11-19 17:01:46,473 - my_logger - INFO - Column PP主力盘中 was last updated at 2024-11-18 2024-11-19 17:01:46,475 - my_logger - INFO - Column PP神华竞拍（华东） was last updated at 2024-11-18 2024-11-19 17:01:46,475 - my_logger - INFO - Column PP神华竞拍（华东） was last updated at 2024-11-18 2024-11-19 17:01:46,477 - my_logger - INFO - Column PP神华竞拍（临沂） was last updated at 2024-11-15 2024-11-19 17:01:46,477 - my_logger - INFO - Column PP神华竞拍（临沂） was last updated at 2024-11-15 2024-11-19 17:01:46,480 - my_logger - INFO - Column PP神华竞拍（西安） was last updated at 2024-11-18 2024-11-19 17:01:46,480 - my_logger - INFO - Column PP神华竞拍（西安） was last updated at 2024-11-18 2024-11-19 17:01:46,482 - my_logger - INFO - Column DCE：工业产品：期货价格综合指数收盘价（日） was last updated at 2024-11-18 2024-11-19 17:01:46,482 - my_logger - INFO - Column DCE：工业产品：期货价格综合指数收盘价（日） was last updated at 2024-11-18 2024-11-19 17:01:46,486 - my_logger - INFO - Column DCE：化工产品：期货价格指数收盘价（日） was last updated at 2024-11-18 2024-11-19 17:01:46,486 - my_logger - INFO - Column DCE：化工产品：期货价格指数收盘价（日） was last updated at 2024-11-18 2024-11-19 17:01:46,488 - my_logger - INFO - Column DCE：塑料：期货价格指数收盘价（日） was last updated at 2024-11-18 2024-11-19 17:01:46,488 - my_logger - INFO - Column DCE：塑料：期货价格指数收盘价（日） was last updated at 2024-11-18 2024-11-19 17:01:46,490 - my_logger - INFO - Column 聚丙烯现货拉丝价格（华北） was last updated at 2024-09-19 2024-11-19 17:01:46,490 - my_logger - INFO - Column 聚丙烯现货拉丝价格（华北） was last updated at 2024-09-19 2024-11-19 17:01:46,493 - my_logger - INFO - Column 聚丙烯现货拉丝价格（华东） was last updated at 2024-09-19 2024-11-19 17:01:46,493 - my_logger - INFO - Column 聚丙烯现货拉丝价格（华东） was last updated at 2024-09-19 2024-11-19 17:01:46,496 - my_logger - INFO - Column 聚丙烯现货拉丝价格（华南） was last updated at 2024-09-19 2024-11-19 17:01:46,496 - my_logger - INFO - Column 聚丙烯现货拉丝价格（华南） was last updated at 2024-09-19 2024-11-19 17:01:46,498 - my_logger - INFO - Column 聚丙烯现货均聚价格（华北） was last updated at 2024-09-19 2024-11-19 17:01:46,498 - my_logger - INFO - Column 聚丙烯现货均聚价格（华北） was last updated at 2024-09-19 2024-11-19 17:01:46,500 - my_logger - INFO - Column 聚丙烯现货均聚价格（华东） was last updated at 2024-09-19 2024-11-19 17:01:46,500 - my_logger - INFO - Column 聚丙烯现货均聚价格（华东） was last updated at 2024-09-19 2024-11-19 17:01:46,503 - my_logger - INFO - Column 聚丙烯现货均聚价格（华南） was last updated at 2024-09-19 2024-11-19 17:01:46,503 - my_logger - INFO - Column 聚丙烯现货均聚价格（华南） was last updated at 2024-09-19 2024-11-19 17:01:46,505 - my_logger - INFO - Column PP.DCE收盘价 was last updated at 2024-11-18 2024-11-19 17:01:46,505 - my_logger - INFO - Column PP.DCE收盘价 was last updated at 2024-11-18 2024-11-19 17:01:46,507 - my_logger - INFO - Column 西北欧：现货价：FOB低密度聚乙烯 was last updated at 2024-11-11 2024-11-19 17:01:46,507 - my_logger - INFO - Column 西北欧：现货价：FOB低密度聚乙烯 was last updated at 2024-11-11 2024-11-19 17:01:46,511 - my_logger - INFO - Column 340R价格(京博库提) was last updated at 2024-07-25 2024-11-19 17:01:46,511 - my_logger - INFO - Column 340R价格(京博库提) was last updated at 2024-07-25 2024-11-19 17:01:46,513 - my_logger - INFO - Column 中国BOPP原料库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,513 - my_logger - INFO - Column 中国BOPP原料库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,516 - my_logger - INFO - Column 中国BOPP成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,516 - my_logger - INFO - Column 中国BOPP成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:46,518 - my_logger - INFO - Column 中国BOPP成品库存量 was last updated at 2024-11-15 2024-11-19 17:01:46,518 - my_logger - INFO - Column 中国BOPP成品库存量 was last updated at 2024-11-15 2024-11-19 17:01:46,522 - my_logger - INFO - Column 中国BOPP订单天数 was last updated at 2024-11-15 2024-11-19 17:01:46,522 - my_logger - INFO - Column 中国BOPP订单天数 was last updated at 2024-11-15 2024-11-19 17:01:46,524 - my_logger - INFO - Column 中国PP下游平均开工率 was last updated at 2024-11-15 2024-11-19 17:01:46,524 - my_logger - INFO - Column 中国PP下游平均开工率 was last updated at 2024-11-15 2024-11-19 17:01:46,527 - my_logger - INFO - Column PP无纺布：厂内库存：中国（周） was last updated at 2024-11-15 2024-11-19 17:01:46,527 - my_logger - INFO - Column PP无纺布：厂内库存：中国（周） was last updated at 2024-11-15 2024-11-19 17:01:46,530 - my_logger - INFO - Column 停-塑料制品：开工率：中国：样本企业（周） was last updated at 2023-12-15 2024-11-19 17:01:46,530 - my_logger - INFO - Column 停-塑料制品：开工率：中国：样本企业（周） was last updated at 2023-12-15 2024-11-19 17:01:46,533 - my_logger - INFO - Column PP：拉丝：1102K：出厂价：青州：国家能源宁煤（日） was last updated at 2024-11-05 2024-11-19 17:01:46,533 - my_logger - INFO - Column PP：拉丝：1102K：出厂价：青州：国家能源宁煤（日） was last updated at 2024-11-05 2024-11-19 17:01:46,535 - my_logger - INFO - Column PP：拉丝：L5E89：出厂价：华北（第二区域）：内蒙古久泰新材料（日） was last updated at 2024-11-18 2024-11-19 17:01:46,535 - my_logger - INFO - Column PP：拉丝：L5E89：出厂价：华北（第二区域）：内蒙古久泰新材料（日） was last updated at 2024-11-18 2024-11-19 17:01:46,537 - my_logger - INFO - Column PP：拉丝：L5E89：出厂价：河北、鲁北：大唐内蒙多伦（日） was last updated at 2024-11-18 2024-11-19 17:01:46,537 - my_logger - INFO - Column PP：拉丝：L5E89：出厂价：河北、鲁北：大唐内蒙多伦（日） was last updated at 2024-11-18 2024-11-19 17:01:46,539 - my_logger - INFO - Column PP：拉丝：HP550J：市场价：青岛：金能化学（日） was last updated at 2024-11-18 2024-11-19 17:01:46,539 - my_logger - INFO - Column PP：拉丝：HP550J：市场价：青岛：金能化学（日） was last updated at 2024-11-18 2024-11-19 17:01:46,542 - my_logger - INFO - Column PP：低熔共聚：2500HY：市场价：临沂：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,542 - my_logger - INFO - Column PP：低熔共聚：2500HY：市场价：临沂：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,545 - my_logger - INFO - Column PP：低熔共聚：K8003：出厂价：河北、鲁北：大唐内蒙多伦（日） was last updated at 2024-11-18 2024-11-19 17:01:46,545 - my_logger - INFO - Column PP：低熔共聚：K8003：出厂价：河北、鲁北：大唐内蒙多伦（日） was last updated at 2024-11-18 2024-11-19 17:01:46,547 - my_logger - INFO - Column PP：低熔共聚：EPS30R：市场价：临沂：榆能化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,547 - my_logger - INFO - Column PP：低熔共聚：EPS30R：市场价：临沂：榆能化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,550 - my_logger - INFO - Column PP：低熔共聚：K8003：出厂价：临沂：宝丰能源（日） was last updated at 2024-11-18 2024-11-19 17:01:46,550 - my_logger - INFO - Column PP：低熔共聚：K8003：出厂价：临沂：宝丰能源（日） was last updated at 2024-11-18 2024-11-19 17:01:46,552 - my_logger - INFO - Column PP：低熔共聚：K8003：出厂价：常州：宝丰能源（日） was last updated at 2024-11-18 2024-11-19 17:01:46,552 - my_logger - INFO - Column PP：低熔共聚：K8003：出厂价：常州：宝丰能源（日） was last updated at 2024-11-18 2024-11-19 17:01:46,555 - my_logger - INFO - Column PP：低熔共聚：K8003：出厂价：华东地区：东华能源（宁波）（日） was last updated at 2024-11-18 2024-11-19 17:01:46,555 - my_logger - INFO - Column PP：低熔共聚：K8003：出厂价：华东地区：东华能源（宁波）（日） was last updated at 2024-11-18 2024-11-19 17:01:46,558 - my_logger - INFO - Column PP：低熔共聚：K8003：市场价：杭州：东华能源（宁波）（日） was last updated at 2024-11-18 2024-11-19 17:01:46,558 - my_logger - INFO - Column PP：低熔共聚：K8003：市场价：杭州：东华能源（宁波）（日） was last updated at 2024-11-18 2024-11-19 17:01:46,560 - my_logger - INFO - Column PP：低熔共聚：2500H：市场价：台州：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,560 - my_logger - INFO - Column PP：低熔共聚：2500H：市场价：台州：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,563 - my_logger - INFO - Column PP：低熔共聚：2500H：市场价：厦门：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,563 - my_logger - INFO - Column PP：低熔共聚：2500H：市场价：厦门：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,565 - my_logger - INFO - Column PP：低熔共聚：市场价：华南地区（日） was last updated at 2024-11-18 2024-11-19 17:01:46,565 - my_logger - INFO - Column PP：低熔共聚：市场价：华南地区（日） was last updated at 2024-11-18 2024-11-19 17:01:46,567 - my_logger - INFO - Column PP：中熔共聚：SP179P：出厂价：华北地区：中石化齐鲁化工（日） was last updated at 2024-11-18 2024-11-19 17:01:46,567 - my_logger - INFO - Column PP：中熔共聚：SP179P：出厂价：华北地区：中石化齐鲁化工（日） was last updated at 2024-11-18 2024-11-19 17:01:46,569 - my_logger - INFO - Column PP：中熔共聚：EP5010C：出厂价：华北地区：中沙天津（日） was last updated at 2024-11-18 2024-11-19 17:01:46,569 - my_logger - INFO - Column PP：中熔共聚：EP5010C：出厂价：华北地区：中沙天津（日） was last updated at 2024-11-18 2024-11-19 17:01:46,572 - my_logger - INFO - Column PP：中熔共聚：SP179：市场价：临沂：辽宁华锦（日） was last updated at 2024-11-18 2024-11-19 17:01:46,572 - my_logger - INFO - Column PP：中熔共聚：SP179：市场价：临沂：辽宁华锦（日） was last updated at 2024-11-18 2024-11-19 17:01:46,574 - my_logger - INFO - Column PP：中熔共聚：2043N：出厂价：华东地区：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,574 - my_logger - INFO - Column PP：中熔共聚：2043N：出厂价：华东地区：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,576 - my_logger - INFO - Column PP：中熔共聚：YPJ1215C：出厂价：华东地区：扬子石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,576 - my_logger - INFO - Column PP：中熔共聚：YPJ1215C：出厂价：华东地区：扬子石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,579 - my_logger - INFO - Column PP：中熔共聚：PPB-M09：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,579 - my_logger - INFO - Column PP：中熔共聚：PPB-M09：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,582 - my_logger - INFO - Column PP：中熔共聚：2043N：出厂价：华南地区：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,582 - my_logger - INFO - Column PP：中熔共聚：2043N：出厂价：华南地区：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,584 - my_logger - INFO - Column PP：中熔共聚：EP440N：出厂价：华南地区：中科炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,584 - my_logger - INFO - Column PP：中熔共聚：EP440N：出厂价：华南地区：中科炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,587 - my_logger - INFO - Column PP：中熔共聚：K8009：出厂价：华南地区：广州石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,587 - my_logger - INFO - Column PP：中熔共聚：K8009：出厂价：华南地区：广州石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,590 - my_logger - INFO - Column PP：高熔共聚：EP548RQ：出厂价：华北地区：中沙天津（日） was last updated at 2024-11-18 2024-11-19 17:01:46,590 - my_logger - INFO - Column PP：高熔共聚：EP548RQ：出厂价：华北地区：中沙天津（日） was last updated at 2024-11-18 2024-11-19 17:01:46,592 - my_logger - INFO - Column PP：高熔共聚：EP300R：市场价：青岛：宝来石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,592 - my_logger - INFO - Column PP：高熔共聚：EP300R：市场价：青岛：宝来石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,596 - my_logger - INFO - Column PP：高熔共聚：EP548R：市场价：临沂：万华化学（日） was last updated at 2024-11-18 2024-11-19 17:01:46,596 - my_logger - INFO - Column PP：高熔共聚：EP548R：市场价：临沂：万华化学（日） was last updated at 2024-11-18 2024-11-19 17:01:46,598 - my_logger - INFO - Column PP：高熔共聚：K7726H：市场价：临沂：榆能化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,598 - my_logger - INFO - Column PP：高熔共聚：K7726H：市场价：临沂：榆能化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,601 - my_logger - INFO - Column PP：高熔共聚：M30RH：市场价：合肥：中安联合（日） was last updated at 2024-11-18 2024-11-19 17:01:46,601 - my_logger - INFO - Column PP：高熔共聚：M30RH：市场价：合肥：中安联合（日） was last updated at 2024-11-18 2024-11-19 17:01:46,603 - my_logger - INFO - Column 停-PP：高熔共聚：M30RH：自提低端价：杭州：镇海炼化（日） was last updated at 2024-05-30 2024-11-19 17:01:46,603 - my_logger - INFO - Column 停-PP：高熔共聚：M30RH：自提低端价：杭州：镇海炼化（日） was last updated at 2024-05-30 2024-11-19 17:01:46,606 - my_logger - INFO - Column PP：高熔共聚：2240S：自提价：常州：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,606 - my_logger - INFO - Column PP：高熔共聚：2240S：自提价：常州：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,608 - my_logger - INFO - Column PP：高熔共聚：EP548R：市场价：广州：中科炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,608 - my_logger - INFO - Column PP：高熔共聚：EP548R：市场价：广州：中科炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,612 - my_logger - INFO - Column PP：高熔共聚：2240S：出厂价：华南地区：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,612 - my_logger - INFO - Column PP：高熔共聚：2240S：出厂价：华南地区：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,616 - my_logger - INFO - Column PP：高熔共聚：EP548R：出厂价：华南地区：中海壳牌（日） was last updated at 2024-11-06 2024-11-19 17:01:46,616 - my_logger - INFO - Column PP：高熔共聚：EP548R：出厂价：华南地区：中海壳牌（日） was last updated at 2024-11-06 2024-11-19 17:01:46,621 - my_logger - INFO - Column PP：薄壁注塑：BZ-70：出厂价：华北地区：寿光鲁清（日） was last updated at 2024-11-18 2024-11-19 17:01:46,621 - my_logger - INFO - Column PP：薄壁注塑：BZ-70：出厂价：华北地区：寿光鲁清（日） was last updated at 2024-11-18 2024-11-19 17:01:46,625 - my_logger - INFO - Column PP：薄壁注塑：PPH-MM60：出厂价：华北地区：石家庄炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,625 - my_logger - INFO - Column PP：薄壁注塑：PPH-MM60：出厂价：华北地区：石家庄炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,628 - my_logger - INFO - Column PP：薄壁注塑：K1870-B：市场价：临沂：榆能化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,628 - my_logger - INFO - Column PP：薄壁注塑：K1870-B：市场价：临沂：榆能化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,631 - my_logger - INFO - Column PP：薄壁注塑：M60ET：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,631 - my_logger - INFO - Column PP：薄壁注塑：M60ET：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,634 - my_logger - INFO - Column PP：薄壁注塑：1040TE：出厂价：华东地区：宁夏神华宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,634 - my_logger - INFO - Column PP：薄壁注塑：1040TE：出厂价：华东地区：宁夏神华宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,637 - my_logger - INFO - Column PP：薄壁注塑：HP648T：出厂价：华东地区：浙江石油化工（日） was last updated at 2024-11-18 2024-11-19 17:01:46,637 - my_logger - INFO - Column PP：薄壁注塑：HP648T：出厂价：华东地区：浙江石油化工（日） was last updated at 2024-11-18 2024-11-19 17:01:46,642 - my_logger - INFO - Column 停-PP：薄壁注塑：PPR-MN60：出厂价：华东地区：东华能源（宁波）（日） was last updated at 2024-05-31 2024-11-19 17:01:46,642 - my_logger - INFO - Column 停-PP：薄壁注塑：PPR-MN60：出厂价：华东地区：东华能源（宁波）（日） was last updated at 2024-05-31 2024-11-19 17:01:46,645 - my_logger - INFO - Column PP：薄壁注塑：1040TE：出厂价：华南地区：宁夏神华宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,645 - my_logger - INFO - Column PP：薄壁注塑：1040TE：出厂价：华南地区：宁夏神华宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,650 - my_logger - INFO - Column 停-PP：薄壁注塑：1148TC：出厂价：华南地区：福建联合石化（日） was last updated at 2024-05-30 2024-11-19 17:01:46,650 - my_logger - INFO - Column 停-PP：薄壁注塑：1148TC：出厂价：华南地区：福建联合石化（日） was last updated at 2024-05-30 2024-11-19 17:01:46,655 - my_logger - INFO - Column PP：薄壁注塑：PPH-MN60：出厂价：华南地区：中石化北海（日） was last updated at 2024-11-18 2024-11-19 17:01:46,655 - my_logger - INFO - Column PP：薄壁注塑：PPH-MN60：出厂价：华南地区：中石化北海（日） was last updated at 2024-11-18 2024-11-19 17:01:46,659 - my_logger - INFO - Column PP：薄壁注塑：TM6000H：出厂价：华南地区：福建联合石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,659 - my_logger - INFO - Column PP：薄壁注塑：TM6000H：出厂价：华南地区：福建联合石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,663 - my_logger - INFO - Column PP：透明：PPR-B10：出厂价：华中地区：中原中石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,663 - my_logger - INFO - Column PP：透明：PPR-B10：出厂价：华中地区：中原中石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,666 - my_logger - INFO - Column PP：透明：PPR-MT25：出厂价：华中地区：中原中石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,666 - my_logger - INFO - Column PP：透明：PPR-MT25：出厂价：华中地区：中原中石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,668 - my_logger - INFO - Column PP：透明：PPR-MT75N：出厂价：华中地区：中原中石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,668 - my_logger - INFO - Column PP：透明：PPR-MT75N：出厂价：华中地区：中原中石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,671 - my_logger - INFO - Column PP：无规共聚：HC-M700B：出厂价：华北地区：山东东明（日） was last updated at 2024-11-18 2024-11-19 17:01:46,671 - my_logger - INFO - Column PP：无规共聚：HC-M700B：出厂价：华北地区：山东东明（日） was last updated at 2024-11-18 2024-11-19 17:01:46,676 - my_logger - INFO - Column 热水管：PA14D：市场价：青州：大庆炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,676 - my_logger - INFO - Column 热水管：PA14D：市场价：青州：大庆炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,681 - my_logger - INFO - Column 热水管：PA14D-2：市场价：临沂：大庆炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,681 - my_logger - INFO - Column 热水管：PA14D-2：市场价：临沂：大庆炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,684 - my_logger - INFO - Column CPP：二元共聚膜：DY-W0723F：市场主流价：天津：独山子石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,684 - my_logger - INFO - Column CPP：二元共聚膜：DY-W0723F：市场主流价：天津：独山子石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,687 - my_logger - INFO - Column 停-CPP：二元共聚膜：PPR-F08：出厂价：华中地区：中原中石化（日） was last updated at 2024-04-07 2024-11-19 17:01:46,687 - my_logger - INFO - Column 停-CPP：二元共聚膜：PPR-F08：出厂价：华中地区：中原中石化（日） was last updated at 2024-04-07 2024-11-19 17:01:46,691 - my_logger - INFO - Column PP：透明：R3080T：出厂价：华东地区：浙江鸿基（日） was last updated at 2024-11-18 2024-11-19 17:01:46,691 - my_logger - INFO - Column PP：透明：R3080T：出厂价：华东地区：浙江鸿基（日） was last updated at 2024-11-18 2024-11-19 17:01:46,695 - my_logger - INFO - Column PP：透明：M08ETN：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,695 - my_logger - INFO - Column PP：透明：M08ETN：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,697 - my_logger - INFO - Column PP：透明：R3260T：出厂价：华东地区：浙江鸿基（日） was last updated at 2024-11-18 2024-11-19 17:01:46,697 - my_logger - INFO - Column PP：透明：R3260T：出厂价：华东地区：浙江鸿基（日） was last updated at 2024-11-18 2024-11-19 17:01:46,700 - my_logger - INFO - Column 热水管：YPR-503：出厂价：华东地区：扬子石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,700 - my_logger - INFO - Column 热水管：YPR-503：出厂价：华东地区：扬子石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,704 - my_logger - INFO - Column 热水管：PA14D：出厂价：华东地区：大庆炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,704 - my_logger - INFO - Column 热水管：PA14D：出厂价：华东地区：大庆炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,754 - my_logger - INFO - Column CPP：二元共聚膜：F800EDF：出厂价：华东地区：上海石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,754 - my_logger - INFO - Column CPP：二元共聚膜：F800EDF：出厂价：华东地区：上海石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,767 - my_logger - INFO - Column CPP：二元共聚膜：F08EC：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,767 - my_logger - INFO - Column CPP：二元共聚膜：F08EC：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,782 - my_logger - INFO - Column PP：透明：HT9025NX：出厂价：华南地区：茂名石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,782 - my_logger - INFO - Column PP：透明：HT9025NX：出厂价：华南地区：茂名石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,790 - my_logger - INFO - Column PP：透明：3248R：出厂价：华南地区：福建联合石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,790 - my_logger - INFO - Column PP：透明：3248R：出厂价：华南地区：福建联合石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,795 - my_logger - INFO - Column PP：透明：HT9025ZK：出厂价：华南地区：中科炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,795 - my_logger - INFO - Column PP：透明：HT9025ZK：出厂价：华南地区：中科炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,800 - my_logger - INFO - Column PP：透明：HT9025NX：市场主流价：广州：中石化茂名（日） was last updated at 2024-11-18 2024-11-19 17:01:46,800 - my_logger - INFO - Column PP：透明：HT9025NX：市场主流价：广州：中石化茂名（日） was last updated at 2024-11-18 2024-11-19 17:01:46,804 - my_logger - INFO - Column 热水管：T4401：出厂价：华南地区：茂名石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,804 - my_logger - INFO - Column 热水管：T4401：出厂价：华南地区：茂名石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,809 - my_logger - INFO - Column 热水管：PPR-4220：出厂价：华南地区：广州石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,809 - my_logger - INFO - Column 热水管：PPR-4220：出厂价：华南地区：广州石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,814 - my_logger - INFO - Column PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,814 - my_logger - INFO - Column PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,818 - my_logger - INFO - Column PP：BOPP：PPH-FL03-S：出厂价：华北地区：青岛炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,818 - my_logger - INFO - Column PP：BOPP：PPH-FL03-S：出厂价：华北地区：青岛炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,822 - my_logger - INFO - Column PP：BOPP：1103K：出厂价：华东地区：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,822 - my_logger - INFO - Column PP：BOPP：1103K：出厂价：华东地区：国家能源宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,828 - my_logger - INFO - Column PP：BOPP：F03BT：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,828 - my_logger - INFO - Column PP：BOPP：F03BT：出厂价：华东地区：镇海炼化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,834 - my_logger - INFO - Column PP：BOPP：1103K：出厂价：华南地区：宁夏神华宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,834 - my_logger - INFO - Column PP：BOPP：1103K：出厂价：华南地区：宁夏神华宁煤（日） was last updated at 2024-11-18 2024-11-19 17:01:46,838 - my_logger - INFO - Column PP：BOPP：L5D98：出厂价：华南地区：广东石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,838 - my_logger - INFO - Column PP：BOPP：L5D98：出厂价：华南地区：广东石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,841 - my_logger - INFO - Column PP：BOPP：PPH-F03D：出厂价：华南地区：海南炼化装置一（日） was last updated at 2024-11-18 2024-11-19 17:01:46,841 - my_logger - INFO - Column PP：BOPP：PPH-F03D：出厂价：华南地区：海南炼化装置一（日） was last updated at 2024-11-18 2024-11-19 17:01:46,845 - my_logger - INFO - Column CPP：二元共聚膜：PPR-F08M-S：出厂价：华南地区：茂名石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,845 - my_logger - INFO - Column CPP：二元共聚膜：PPR-F08M-S：出厂价：华南地区：茂名石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,847 - my_logger - INFO - Column CPP：二元共聚膜：PPR-F08-S：出厂价：华南地区：茂名石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,847 - my_logger - INFO - Column CPP：二元共聚膜：PPR-F08-S：出厂价：华南地区：茂名石化（日） was last updated at 2024-11-18 2024-11-19 17:01:46,850 - my_logger - INFO - Column PP纺粘无纺布：SSS：市场价：山东（日） was last updated at 2024-11-18 2024-11-19 17:01:46,850 - my_logger - INFO - Column PP纺粘无纺布：SSS：市场价：山东（日） was last updated at 2024-11-18 2024-11-19 17:01:46,855 - my_logger - INFO - Column PP无纺布：生产毛利：中国（周） was last updated at 2024-11-15 2024-11-19 17:01:46,855 - my_logger - INFO - Column PP无纺布：生产毛利：中国（周） was last updated at 2024-11-15 2024-11-19 17:01:46,859 - my_logger - INFO - Column BOPP：12μ光膜：出厂价：华北地区：凯达包装（日） was last updated at 2024-11-18 2024-11-19 17:01:46,859 - my_logger - INFO - Column BOPP：12μ光膜：出厂价：华北地区：凯达包装（日） was last updated at 2024-11-18 2024-11-19 17:01:46,863 - my_logger - INFO - Column BOPP：18μ光膜：市场低端价：青岛（日） was last updated at 2024-11-18 2024-11-19 17:01:46,863 - my_logger - INFO - Column BOPP：18μ光膜：市场低端价：青岛（日） was last updated at 2024-11-18 2024-11-19 17:01:46,867 - my_logger - INFO - Column BOPP：厚光膜：出厂价：华北地区：山东永冠（日） was last updated at 2024-11-18 2024-11-19 17:01:46,867 - my_logger - INFO - Column BOPP：厚光膜：出厂价：华北地区：山东永冠（日） was last updated at 2024-11-18 2024-11-19 17:01:46,871 - my_logger - INFO - Column BOPP：生产毛利：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:46,871 - my_logger - INFO - Column BOPP：生产毛利：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:46,875 - my_logger - INFO - Column 塑编：透明：30cm*45cm：市场价：山东（日） was last updated at 2024-11-18 2024-11-19 17:01:46,875 - my_logger - INFO - Column 塑编：透明：30cm*45cm：市场价：山东（日） was last updated at 2024-11-18 2024-11-19 17:01:46,879 - my_logger - INFO - Column PP加权利润 was last updated at 2024-11-15 2024-11-19 17:01:46,879 - my_logger - INFO - Column PP加权利润 was last updated at 2024-11-15 2024-11-19 17:01:46,882 - my_logger - INFO - Column PDH制PP利润（山东） was last updated at 2024-11-13 2024-11-19 17:01:46,882 - my_logger - INFO - Column PDH制PP利润（山东） was last updated at 2024-11-13 2024-11-19 17:01:46,885 - my_logger - INFO - Column 华东拉丝-CP was last updated at 2024-11-18 2024-11-19 17:01:46,885 - my_logger - INFO - Column 华东拉丝-CP was last updated at 2024-11-18 2024-11-19 17:01:46,888 - my_logger - INFO - Column 山东拉丝-CP was last updated at 2024-11-18 2024-11-19 17:01:46,888 - my_logger - INFO - Column 山东拉丝-CP was last updated at 2024-11-18 2024-11-19 17:01:46,893 - my_logger - INFO - Column 京博透明-PP期货 was last updated at 2024-07-25 2024-11-19 17:01:46,893 - my_logger - INFO - Column 京博透明-PP期货 was last updated at 2024-07-25 2024-11-19 17:01:46,896 - my_logger - INFO - Column 山东拉丝-丙烯价差 was last updated at 2024-11-18 2024-11-19 17:01:46,896 - my_logger - INFO - Column 山东拉丝-丙烯价差 was last updated at 2024-11-18 2024-11-19 17:01:46,900 - my_logger - INFO - Column PP-3*MA主力 was last updated at 2024-11-04 2024-11-19 17:01:46,900 - my_logger - INFO - Column PP-3*MA主力 was last updated at 2024-11-04 2024-11-19 17:01:46,904 - my_logger - INFO - Column PP-SC价差（7吨桶比） was last updated at 2024-11-04 2024-11-19 17:01:46,904 - my_logger - INFO - Column PP-SC价差（7吨桶比） was last updated at 2024-11-04 2024-11-19 17:01:46,907 - my_logger - INFO - Column PP期货-油制丙烯成本 was last updated at 2024-06-05 2024-11-19 17:01:46,907 - my_logger - INFO - Column PP期货-油制丙烯成本 was last updated at 2024-06-05 2024-11-19 17:01:46,910 - my_logger - INFO - Column 京博-滨化价差（不含税/1.13/580） was last updated at 2024-11-18 2024-11-19 17:01:46,910 - my_logger - INFO - Column 京博-滨化价差（不含税/1.13/580） was last updated at 2024-11-18 2024-11-19 17:01:46,913 - my_logger - INFO - Column 滨化PDH利润（1.169/含税） was last updated at 2024-11-18 2024-11-19 17:01:46,913 - my_logger - INFO - Column 滨化PDH利润（1.169/含税） was last updated at 2024-11-18 2024-11-19 17:01:46,916 - my_logger - INFO - Column 滨化丙烯-京博PP边际贡献（不含税/600/收率1.169） was last updated at 2024-11-18 2024-11-19 17:01:46,916 - my_logger - INFO - Column 滨化丙烯-京博PP边际贡献（不含税/600/收率1.169） was last updated at 2024-11-18 2024-11-19 17:01:46,919 - my_logger - INFO - Column PDH利润（山东/丙烯） was last updated at 2024-11-18 2024-11-19 17:01:46,919 - my_logger - INFO - Column PDH利润（山东/丙烯） was last updated at 2024-11-18 2024-11-19 17:01:46,922 - my_logger - INFO - Column 滨化丙烷-PP边际贡献（不含税/580/收率1.13） was last updated at 2024-11-04 2024-11-19 17:01:46,922 - my_logger - INFO - Column 滨化丙烷-PP边际贡献（不含税/580/收率1.13） was last updated at 2024-11-04 2024-11-19 17:01:46,925 - my_logger - INFO - Column 滨化丙烷-PP边际贡献（不含税/510/收率1.169） was last updated at 2024-11-04 2024-11-19 17:01:46,925 - my_logger - INFO - Column 滨化丙烷-PP边际贡献（不含税/510/收率1.169） was last updated at 2024-11-04 2024-11-19 17:01:46,929 - my_logger - INFO - Column PP期货-丙烯价差（山东）/400DMA was last updated at 2024-11-04 2024-11-19 17:01:46,929 - my_logger - INFO - Column PP期货-丙烯价差（山东）/400DMA was last updated at 2024-11-04 2024-11-19 17:01:46,932 - my_logger - INFO - Column PP-FEI M4(含税成本) was last updated at 2024-11-04 2024-11-19 17:01:46,932 - my_logger - INFO - Column PP-FEI M4(含税成本) was last updated at 2024-11-04 2024-11-19 17:01:46,935 - my_logger - INFO - Column PP-FEI M3(含税成本) was last updated at 2024-11-04 2024-11-19 17:01:46,935 - my_logger - INFO - Column PP-FEI M3(含税成本) was last updated at 2024-11-04 2024-11-19 17:01:46,939 - my_logger - INFO - Column PP-FEI M2（含税成本） was last updated at 2024-11-04 2024-11-19 17:01:46,939 - my_logger - INFO - Column PP-FEI M2（含税成本） was last updated at 2024-11-04 2024-11-19 17:01:46,942 - my_logger - INFO - Column PP-FEI M1（含税成本） was last updated at 2024-11-04 2024-11-19 17:01:46,942 - my_logger - INFO - Column PP-FEI M1（含税成本） was last updated at 2024-11-04 2024-11-19 17:01:46,945 - my_logger - INFO - Column 价差：聚乙烯与乙烯（西北欧） was last updated at 2024-11-11 2024-11-19 17:01:46,945 - my_logger - INFO - Column 价差：聚乙烯与乙烯（西北欧） was last updated at 2024-11-11 2024-11-19 17:01:46,947 - my_logger - INFO - Column PP-FEI价差 was last updated at 2024-11-04 2024-11-19 17:01:46,947 - my_logger - INFO - Column PP-FEI价差 was last updated at 2024-11-04 2024-11-19 17:01:46,950 - my_logger - INFO - Column PP盘中基差（临沂） was last updated at 2024-11-15 2024-11-19 17:01:46,950 - my_logger - INFO - Column PP盘中基差（临沂） was last updated at 2024-11-15 2024-11-19 17:01:46,953 - my_logger - INFO - Column 粉粒价差（山东） was last updated at 2024-11-04 2024-11-19 17:01:46,953 - my_logger - INFO - Column 粉粒价差（山东） was last updated at 2024-11-04 2024-11-19 17:01:46,956 - my_logger - INFO - Column 聚丙烯品类价差：均聚与拉丝（华南） was last updated at 2024-09-19 2024-11-19 17:01:46,956 - my_logger - INFO - Column 聚丙烯品类价差：均聚与拉丝（华南） was last updated at 2024-09-19 2024-11-19 17:01:46,958 - my_logger - INFO - Column 聚丙烯品类价差：共聚与拉丝（华南） was last updated at 2024-09-19 2024-11-19 17:01:46,958 - my_logger - INFO - Column 聚丙烯品类价差：共聚与拉丝（华南） was last updated at 2024-09-19 2024-11-19 17:01:46,960 - my_logger - INFO - Column 聚丙烯品类价差：均聚与拉丝（华北） was last updated at 2024-09-19 2024-11-19 17:01:46,960 - my_logger - INFO - Column 聚丙烯品类价差：均聚与拉丝（华北） was last updated at 2024-09-19 2024-11-19 17:01:46,963 - my_logger - INFO - Column 聚丙烯品类价差：共聚与拉丝（华北） was last updated at 2024-09-19 2024-11-19 17:01:46,963 - my_logger - INFO - Column 聚丙烯品类价差：共聚与拉丝（华北） was last updated at 2024-09-19 2024-11-19 17:01:46,965 - my_logger - INFO - Column 聚丙烯拉丝区域价差：华南与华东 was last updated at 2024-09-19 2024-11-19 17:01:46,965 - my_logger - INFO - Column 聚丙烯拉丝区域价差：华南与华东 was last updated at 2024-09-19 2024-11-19 17:01:46,967 - my_logger - INFO - Column 聚丙烯拉丝区域价差：华东与华北 was last updated at 2024-09-19 2024-11-19 17:01:46,967 - my_logger - INFO - Column 聚丙烯拉丝区域价差：华东与华北 was last updated at 2024-09-19 2024-11-19 17:01:46,970 - my_logger - INFO - Column 外采甲醇制PP利润（太仓） was last updated at 2024-11-14 2024-11-19 17:01:46,970 - my_logger - INFO - Column 外采甲醇制PP利润（太仓） was last updated at 2024-11-14 2024-11-19 17:01:46,973 - my_logger - INFO - Column 外采甲醇制PP利润（西北） was last updated at 2024-11-18 2024-11-19 17:01:46,973 - my_logger - INFO - Column 外采甲醇制PP利润（西北） was last updated at 2024-11-18 2024-11-19 17:01:46,975 - my_logger - INFO - Column PP期货-丙烯价差（山东） was last updated at 2024-11-04 2024-11-19 17:01:46,975 - my_logger - INFO - Column PP期货-丙烯价差（山东） was last updated at 2024-11-04 2024-11-19 17:01:46,979 - my_logger - INFO - Column L-P价差（盘面） was last updated at 2024-11-04 2024-11-19 17:01:46,979 - my_logger - INFO - Column L-P价差（盘面） was last updated at 2024-11-04 2024-11-19 17:01:46,982 - my_logger - INFO - Column 油制PP利润（华东） was last updated at 2024-11-15 2024-11-19 17:01:46,982 - my_logger - INFO - Column 油制PP利润（华东） was last updated at 2024-11-15 2024-11-19 17:01:46,984 - my_logger - INFO - Column 外采丙烯制聚丙烯利润（华东） was last updated at 2024-11-18 2024-11-19 17:01:46,984 - my_logger - INFO - Column 外采丙烯制聚丙烯利润（华东） was last updated at 2024-11-18 2024-11-19 17:01:46,988 - my_logger - INFO - Column PP基差（盘中） was last updated at 2024-11-18 2024-11-19 17:01:46,988 - my_logger - INFO - Column PP基差（盘中） was last updated at 2024-11-18 2024-11-19 17:01:46,990 - my_logger - INFO - Column 9-1月差（PP） was last updated at 2024-11-04 2024-11-19 17:01:46,990 - my_logger - INFO - Column 9-1月差（PP） was last updated at 2024-11-04 2024-11-19 17:01:46,993 - my_logger - INFO - Column 5-9月差（PP） was last updated at 2024-11-04 2024-11-19 17:01:46,993 - my_logger - INFO - Column 5-9月差（PP） was last updated at 2024-11-04 2024-11-19 17:01:46,995 - my_logger - INFO - Column 1-5月差（PP） was last updated at 2024-11-04 2024-11-19 17:01:46,995 - my_logger - INFO - Column 1-5月差（PP） was last updated at 2024-11-04 2024-11-19 17:01:46,998 - my_logger - INFO - Column PDH制PP利润（华东）指数修匀 was last updated at 2024-11-13 2024-11-19 17:01:46,998 - my_logger - INFO - Column PDH制PP利润（华东）指数修匀 was last updated at 2024-11-13 2024-11-19 17:01:47,001 - my_logger - INFO - Column PDH制PP利润（华东） was last updated at 2024-11-13 2024-11-19 17:01:47,001 - my_logger - INFO - Column PDH制PP利润（华东） was last updated at 2024-11-13 2024-11-19 17:01:47,004 - my_logger - INFO - Column PDH制PP利润（华南） was last updated at 2024-11-13 2024-11-19 17:01:47,004 - my_logger - INFO - Column PDH制PP利润（华南） was last updated at 2024-11-13 2024-11-19 17:01:47,007 - my_logger - INFO - Column 拉丝区域价差（华南-华东） was last updated at 2024-11-18 2024-11-19 17:01:47,007 - my_logger - INFO - Column 拉丝区域价差（华南-华东） was last updated at 2024-11-18 2024-11-19 17:01:47,009 - my_logger - INFO - Column 拉丝区域价差（华东-华北） was last updated at 2024-11-18 2024-11-19 17:01:47,009 - my_logger - INFO - Column 拉丝区域价差（华东-华北） was last updated at 2024-11-18 2024-11-19 17:01:47,011 - my_logger - INFO - Column 拉丝区域价差（华南-华北） was last updated at 2024-11-18 2024-11-19 17:01:47,011 - my_logger - INFO - Column 拉丝区域价差（华南-华北） was last updated at 2024-11-18 2024-11-19 17:01:47,014 - my_logger - INFO - Column 低熔共聚-拉丝价差（华南） was last updated at 2024-11-18 2024-11-19 17:01:47,014 - my_logger - INFO - Column 低熔共聚-拉丝价差（华南） was last updated at 2024-11-18 2024-11-19 17:01:47,017 - my_logger - INFO - Column 薄壁-拉丝价差（华北） was last updated at 2024-11-18 2024-11-19 17:01:47,017 - my_logger - INFO - Column 薄壁-拉丝价差（华北） was last updated at 2024-11-18 2024-11-19 17:01:47,020 - my_logger - INFO - Column 透明-拉丝价差（华北） was last updated at 2024-11-18 2024-11-19 17:01:47,020 - my_logger - INFO - Column 透明-拉丝价差（华北） was last updated at 2024-11-18 2024-11-19 17:01:47,023 - my_logger - INFO - Column 透明-拉丝价差（华东） was last updated at 2024-11-18 2024-11-19 17:01:47,023 - my_logger - INFO - Column 透明-拉丝价差（华东） was last updated at 2024-11-18 2024-11-19 17:01:47,025 - my_logger - INFO - Column 透明-PP盘面（华东） was last updated at 2024-11-18 2024-11-19 17:01:47,025 - my_logger - INFO - Column 透明-PP盘面（华东） was last updated at 2024-11-18 2024-11-19 17:01:47,028 - my_logger - INFO - Column 透明-PP盘面价差（华北） was last updated at 2024-11-04 2024-11-19 17:01:47,028 - my_logger - INFO - Column 透明-PP盘面价差（华北） was last updated at 2024-11-04 2024-11-19 17:01:47,030 - my_logger - INFO - Column PP-3MA价差（盘面） was last updated at 2024-11-04 2024-11-19 17:01:47,030 - my_logger - INFO - Column PP-3MA价差（盘面） was last updated at 2024-11-04 2024-11-19 17:01:47,033 - my_logger - INFO - Column LPG-PP价差（盘面） was last updated at 2024-11-04 2024-11-19 17:01:47,033 - my_logger - INFO - Column LPG-PP价差（盘面） was last updated at 2024-11-04 2024-11-19 17:01:47,037 - my_logger - INFO - Column 布伦特-PP价差（盘面） was last updated at 2024-11-04 2024-11-19 17:01:47,037 - my_logger - INFO - Column 布伦特-PP价差（盘面） was last updated at 2024-11-04 2024-11-19 17:01:47,040 - my_logger - INFO - Column 外采丙烯制聚丙烯利润（山东） was last updated at 2024-11-18 2024-11-19 17:01:47,040 - my_logger - INFO - Column 外采丙烯制聚丙烯利润（山东） was last updated at 2024-11-18 2024-11-19 17:01:47,043 - my_logger - INFO - Column 聚丙烯现货共聚价格（华南） was last updated at 2024-09-19 2024-11-19 17:01:47,043 - my_logger - INFO - Column 聚丙烯现货共聚价格（华南） was last updated at 2024-09-19 2024-11-19 17:01:47,046 - my_logger - INFO - Column 聚丙烯品类价差：均聚与拉丝（华东） was last updated at 2024-09-19 2024-11-19 17:01:47,046 - my_logger - INFO - Column 聚丙烯品类价差：均聚与拉丝（华东） was last updated at 2024-09-19 2024-11-19 17:01:47,048 - my_logger - INFO - Column 油制PP利润 was last updated at 2024-06-20 2024-11-19 17:01:47,048 - my_logger - INFO - Column 油制PP利润 was last updated at 2024-06-20 2024-11-19 17:01:47,051 - my_logger - INFO - Column L-P价差 was last updated at 2024-11-04 2024-11-19 17:01:47,051 - my_logger - INFO - Column L-P价差 was last updated at 2024-11-04 2024-11-19 17:01:47,054 - my_logger - INFO - Column PP现货-丙烯价差（山东） was last updated at 2024-11-15 2024-11-19 17:01:47,054 - my_logger - INFO - Column PP现货-丙烯价差（山东） was last updated at 2024-11-15 2024-11-19 17:01:47,056 - my_logger - INFO - Column 聚烯烃两油库存同比 was last updated at 2024-11-18 2024-11-19 17:01:47,056 - my_logger - INFO - Column 聚烯烃两油库存同比 was last updated at 2024-11-18 2024-11-19 17:01:47,058 - my_logger - INFO - Column PP拉丝期末库存（周） was last updated at 2024-11-15 2024-11-19 17:01:47,058 - my_logger - INFO - Column PP拉丝期末库存（周） was last updated at 2024-11-15 2024-11-19 17:01:47,061 - my_logger - INFO - Column PP期末库存/广州港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,061 - my_logger - INFO - Column PP期末库存/广州港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,063 - my_logger - INFO - Column PP期末库存/宁波港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,063 - my_logger - INFO - Column PP期末库存/宁波港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,066 - my_logger - INFO - Column PP：期末库存：青岛港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,066 - my_logger - INFO - Column PP：期末库存：青岛港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,069 - my_logger - INFO - Column PP期末库存/上海港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,069 - my_logger - INFO - Column PP期末库存/上海港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,071 - my_logger - INFO - Column PP期末库存/天津港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,071 - my_logger - INFO - Column PP期末库存/天津港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,074 - my_logger - INFO - Column PP期末库存/厦门港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,074 - my_logger - INFO - Column PP期末库存/厦门港（周） was last updated at 2024-11-15 2024-11-19 17:01:47,077 - my_logger - INFO - Column PP两桶油/库存（周） was last updated at 2024-11-15 2024-11-19 17:01:47,077 - my_logger - INFO - Column PP两桶油/库存（周） was last updated at 2024-11-15 2024-11-19 17:01:47,080 - my_logger - INFO - Column PP贸易商库存(钢联)同比 was last updated at 2024-11-15 2024-11-19 17:01:47,080 - my_logger - INFO - Column PP贸易商库存(钢联)同比 was last updated at 2024-11-15 2024-11-19 17:01:47,082 - my_logger - INFO - Column BOPP原料库存+产成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:47,082 - my_logger - INFO - Column BOPP原料库存+产成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:47,086 - my_logger - INFO - Column PP周度总库存 was last updated at 2024-11-15 2024-11-19 17:01:47,086 - my_logger - INFO - Column PP周度总库存 was last updated at 2024-11-15 2024-11-19 17:01:47,089 - my_logger - INFO - Column 中国BOPP原料库存天数同差 was last updated at 2024-11-15 2024-11-19 17:01:47,089 - my_logger - INFO - Column 中国BOPP原料库存天数同差 was last updated at 2024-11-15 2024-11-19 17:01:47,091 - my_logger - INFO - Column PP库存(PDH)超季节性(3Y) was last updated at 2024-11-15 2024-11-19 17:01:47,091 - my_logger - INFO - Column PP库存(PDH)超季节性(3Y) was last updated at 2024-11-15 2024-11-19 17:01:47,094 - my_logger - INFO - Column 中国BOPP周度产成品库存天数（T） was last updated at 2024-11-01 2024-11-19 17:01:47,094 - my_logger - INFO - Column 中国BOPP周度产成品库存天数（T） was last updated at 2024-11-01 2024-11-19 17:01:47,097 - my_logger - INFO - Column 中国BOPP周度原料库存天数（T） was last updated at 2024-11-01 2024-11-19 17:01:47,097 - my_logger - INFO - Column 中国BOPP周度原料库存天数（T） was last updated at 2024-11-01 2024-11-19 17:01:47,100 - my_logger - INFO - Column 中国再生PP样本企业周度库存 was last updated at 2024-11-01 2024-11-19 17:01:47,100 - my_logger - INFO - Column 中国再生PP样本企业周度库存 was last updated at 2024-11-01 2024-11-19 17:01:47,103 - my_logger - INFO - Column 聚烯烃两油库存1000天百分位 was last updated at 2024-11-18 2024-11-19 17:01:47,103 - my_logger - INFO - Column 聚烯烃两油库存1000天百分位 was last updated at 2024-11-18 2024-11-19 17:01:47,105 - my_logger - INFO - Column 中国PP港口期末库存 was last updated at 2024-11-15 2024-11-19 17:01:47,105 - my_logger - INFO - Column 中国PP港口期末库存 was last updated at 2024-11-15 2024-11-19 17:01:47,108 - my_logger - INFO - Column 聚烯烃两油库存 was last updated at 2024-11-18 2024-11-19 17:01:47,108 - my_logger - INFO - Column 聚烯烃两油库存 was last updated at 2024-11-18 2024-11-19 17:01:47,110 - my_logger - INFO - Column PP粉料库存（吨）变化 was last updated at 2024-11-15 2024-11-19 17:01:47,110 - my_logger - INFO - Column PP粉料库存（吨）变化 was last updated at 2024-11-15 2024-11-19 17:01:47,113 - my_logger - INFO - Column PP贸易商库存(钢联) was last updated at 2024-11-15 2024-11-19 17:01:47,113 - my_logger - INFO - Column PP贸易商库存(钢联) was last updated at 2024-11-15 2024-11-19 17:01:47,115 - my_logger - INFO - Column PP下游原料库存天数 was last updated at 2024-11-15 2024-11-19 17:01:47,115 - my_logger - INFO - Column PP下游原料库存天数 was last updated at 2024-11-15 2024-11-19 17:01:47,117 - my_logger - INFO - Column 塑编原材料库存 was last updated at 2024-11-15 2024-11-19 17:01:47,117 - my_logger - INFO - Column 塑编原材料库存 was last updated at 2024-11-15 2024-11-19 17:01:47,119 - my_logger - INFO - Column PP两油+煤制库存 was last updated at 2024-11-15 2024-11-19 17:01:47,119 - my_logger - INFO - Column PP两油+煤制库存 was last updated at 2024-11-15 2024-11-19 17:01:47,122 - my_logger - INFO - Column PP炼厂库存+PDH库存 was last updated at 2024-11-15 2024-11-19 17:01:47,122 - my_logger - INFO - Column PP炼厂库存+PDH库存 was last updated at 2024-11-15 2024-11-19 17:01:47,125 - my_logger - INFO - Column PP库存（煤制） was last updated at 2024-11-15 2024-11-19 17:01:47,125 - my_logger - INFO - Column PP库存（煤制） was last updated at 2024-11-15 2024-11-19 17:01:47,128 - my_logger - INFO - Column PP库存 (地方炼厂) was last updated at 2024-11-15 2024-11-19 17:01:47,128 - my_logger - INFO - Column PP库存 (地方炼厂) was last updated at 2024-11-15 2024-11-19 17:01:47,131 - my_logger - INFO - Column PP上游库存（两油+煤+PDH+地方） was last updated at 2024-11-15 2024-11-19 17:01:47,131 - my_logger - INFO - Column PP上游库存（两油+煤+PDH+地方） was last updated at 2024-11-15 2024-11-19 17:01:47,134 - my_logger - INFO - Column 中国CPP原料库存天数 was last updated at 2024-11-15 2024-11-19 17:01:47,134 - my_logger - INFO - Column 中国CPP原料库存天数 was last updated at 2024-11-15 2024-11-19 17:01:47,137 - my_logger - INFO - Column 中国CPP成品库存量 was last updated at 2024-11-15 2024-11-19 17:01:47,137 - my_logger - INFO - Column 中国CPP成品库存量 was last updated at 2024-11-15 2024-11-19 17:01:47,139 - my_logger - INFO - Column 中国CPP成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:47,139 - my_logger - INFO - Column 中国CPP成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:47,142 - my_logger - INFO - Column PP下游原料库存 was last updated at 2024-11-15 2024-11-19 17:01:47,142 - my_logger - INFO - Column PP下游原料库存 was last updated at 2024-11-15 2024-11-19 17:01:47,145 - my_logger - INFO - Column PP库存(PDH) was last updated at 2024-11-15 2024-11-19 17:01:47,145 - my_logger - INFO - Column PP库存(PDH) was last updated at 2024-11-15 2024-11-19 17:01:47,148 - my_logger - INFO - Column PP上游库存(两油+煤+PDH） was last updated at 2024-11-15 2024-11-19 17:01:47,148 - my_logger - INFO - Column PP上游库存(两油+煤+PDH） was last updated at 2024-11-15 2024-11-19 17:01:47,151 - my_logger - INFO - Column PP粉料库存 was last updated at 2024-11-15 2024-11-19 17:01:47,151 - my_logger - INFO - Column PP粉料库存 was last updated at 2024-11-15 2024-11-19 17:01:47,153 - my_logger - INFO - Column 中国BOPP原料库存量 was last updated at 2024-11-15 2024-11-19 17:01:47,153 - my_logger - INFO - Column 中国BOPP原料库存量 was last updated at 2024-11-15 2024-11-19 17:01:47,156 - my_logger - INFO - Column BOPP订单天数-产成品库存天数（隆众） was last updated at 2024-11-15 2024-11-19 17:01:47,156 - my_logger - INFO - Column BOPP订单天数-产成品库存天数（隆众） was last updated at 2024-11-15 2024-11-19 17:01:47,160 - my_logger - INFO - Column 聚丙烯进口利润 was last updated at 2024-10-24 2024-11-19 17:01:47,160 - my_logger - INFO - Column 聚丙烯进口利润 was last updated at 2024-10-24 2024-11-19 17:01:47,163 - my_logger - INFO - Column 聚丙烯出口利润 was last updated at 2024-10-24 2024-11-19 17:01:47,163 - my_logger - INFO - Column 聚丙烯出口利润 was last updated at 2024-10-24 2024-11-19 17:01:47,165 - my_logger - INFO - Column PP检修损失量（万吨/年） was last updated at 2024-11-14 2024-11-19 17:01:47,165 - my_logger - INFO - Column PP检修损失量（万吨/年） was last updated at 2024-11-14 2024-11-19 17:01:47,169 - my_logger - INFO - Column PP日度产量1000天百分位 was last updated at 2024-11-14 2024-11-19 17:01:47,169 - my_logger - INFO - Column PP日度产量1000天百分位 was last updated at 2024-11-14 2024-11-19 17:01:47,171 - my_logger - INFO - Column BOPP开工率(隆众)同差 was last updated at 2024-11-15 2024-11-19 17:01:47,171 - my_logger - INFO - Column BOPP开工率(隆众)同差 was last updated at 2024-11-15 2024-11-19 17:01:47,174 - my_logger - INFO - Column PP下游综合开工率/2WMA was last updated at 2024-11-15 2024-11-19 17:01:47,174 - my_logger - INFO - Column PP下游综合开工率/2WMA was last updated at 2024-11-15 2024-11-19 17:01:47,176 - my_logger - INFO - Column PP开工率/2WMA was last updated at 2024-11-14 2024-11-19 17:01:47,176 - my_logger - INFO - Column PP开工率/2WMA was last updated at 2024-11-14 2024-11-19 17:01:47,179 - my_logger - INFO - Column PP下游综合开工率同差 was last updated at 2024-11-15 2024-11-19 17:01:47,179 - my_logger - INFO - Column PP下游综合开工率同差 was last updated at 2024-11-15 2024-11-19 17:01:47,182 - my_logger - INFO - Column PP周度产量/4WMA was last updated at 2024-11-15 2024-11-19 17:01:47,182 - my_logger - INFO - Column PP周度产量/4WMA was last updated at 2024-11-15 2024-11-19 17:01:47,184 - my_logger - INFO - Column PP开工率同差 was last updated at 2024-11-14 2024-11-19 17:01:47,184 - my_logger - INFO - Column PP开工率同差 was last updated at 2024-11-14 2024-11-19 17:01:47,187 - my_logger - INFO - Column PP日度开工率 was last updated at 2024-11-14 2024-11-19 17:01:47,187 - my_logger - INFO - Column PP日度开工率 was last updated at 2024-11-14 2024-11-19 17:01:47,190 - my_logger - INFO - Column PP粉检修减损量（周） was last updated at 2024-11-15 2024-11-19 17:01:47,190 - my_logger - INFO - Column PP粉检修减损量（周） was last updated at 2024-11-15 2024-11-19 17:01:47,193 - my_logger - INFO - Column PP粉产量/中国（日） was last updated at 2024-11-14 2024-11-19 17:01:47,193 - my_logger - INFO - Column PP粉产量/中国（日） was last updated at 2024-11-14 2024-11-19 17:01:47,196 - my_logger - INFO - Column PP周度产量同差 was last updated at 2024-11-15 2024-11-19 17:01:47,196 - my_logger - INFO - Column PP周度产量同差 was last updated at 2024-11-15 2024-11-19 17:01:47,199 - my_logger - INFO - Column PP日度油制产量 was last updated at 2023-08-30 2024-11-19 17:01:47,199 - my_logger - INFO - Column PP日度油制产量 was last updated at 2023-08-30 2024-11-19 17:01:47,202 - my_logger - INFO - Column PP检修减损量（日） was last updated at 2024-11-14 2024-11-19 17:01:47,202 - my_logger - INFO - Column PP检修减损量（日） was last updated at 2024-11-14 2024-11-19 17:01:47,205 - my_logger - INFO - Column PP/开工率/东北地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,205 - my_logger - INFO - Column PP/开工率/东北地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,207 - my_logger - INFO - Column PP开工率/华北地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,207 - my_logger - INFO - Column PP开工率/华北地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,210 - my_logger - INFO - Column PP开工率/华东地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,210 - my_logger - INFO - Column PP开工率/华东地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,213 - my_logger - INFO - Column PP开工率/华南地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,213 - my_logger - INFO - Column PP开工率/华南地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,215 - my_logger - INFO - Column PP开工率/华中地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,215 - my_logger - INFO - Column PP开工率/华中地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,218 - my_logger - INFO - Column PP开工率/西北地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,218 - my_logger - INFO - Column PP开工率/西北地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,221 - my_logger - INFO - Column PP开工率/西南地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,221 - my_logger - INFO - Column PP开工率/西南地区（日） was last updated at 2024-11-14 2024-11-19 17:01:47,224 - my_logger - INFO - Column PP周度产量 was last updated at 2024-11-15 2024-11-19 17:01:47,224 - my_logger - INFO - Column PP周度产量 was last updated at 2024-11-15 2024-11-19 17:01:47,227 - my_logger - INFO - Column PP周度开工率 was last updated at 2024-11-15 2024-11-19 17:01:47,227 - my_logger - INFO - Column PP周度开工率 was last updated at 2024-11-15 2024-11-19 17:01:47,230 - my_logger - INFO - Column PP日产/PE日产 was last updated at 2024-11-14 2024-11-19 17:01:47,230 - my_logger - INFO - Column PP日产/PE日产 was last updated at 2024-11-14 2024-11-19 17:01:47,233 - my_logger - INFO - Column PP下游开工/PE下游开工 was last updated at 2024-11-15 2024-11-19 17:01:47,233 - my_logger - INFO - Column PP下游开工/PE下游开工 was last updated at 2024-11-15 2024-11-19 17:01:47,235 - my_logger - INFO - Column PP粉料产量(钢联)7DMA was last updated at 2024-11-14 2024-11-19 17:01:47,235 - my_logger - INFO - Column PP粉料产量(钢联)7DMA was last updated at 2024-11-14 2024-11-19 17:01:47,239 - my_logger - INFO - Column PP管材开工率同差 was last updated at 2024-11-15 2024-11-19 17:01:47,239 - my_logger - INFO - Column PP管材开工率同差 was last updated at 2024-11-15 2024-11-19 17:01:47,241 - my_logger - INFO - Column PP无纺布开工率同差 was last updated at 2024-11-15 2024-11-19 17:01:47,241 - my_logger - INFO - Column PP无纺布开工率同差 was last updated at 2024-11-15 2024-11-19 17:01:47,244 - my_logger - INFO - Column PP日度产量（MTO+CTO+PDH） was last updated at 2023-10-04 2024-11-19 17:01:47,244 - my_logger - INFO - Column PP日度产量（MTO+CTO+PDH） was last updated at 2023-10-04 2024-11-19 17:01:47,246 - my_logger - INFO - Column PP日度产量（粒料+粉料） was last updated at 2024-11-14 2024-11-19 17:01:47,246 - my_logger - INFO - Column PP日度产量（粒料+粉料） was last updated at 2024-11-14 2024-11-19 17:01:47,248 - my_logger - INFO - Column PP下游综合开工率/3年超季节性 was last updated at 2024-11-15 2024-11-19 17:01:47,248 - my_logger - INFO - Column PP下游综合开工率/3年超季节性 was last updated at 2024-11-15 2024-11-19 17:01:47,252 - my_logger - INFO - Column 中国再生PP周度开工负荷率 was last updated at 2024-11-01 2024-11-19 17:01:47,252 - my_logger - INFO - Column 中国再生PP周度开工负荷率 was last updated at 2024-11-01 2024-11-19 17:01:47,255 - my_logger - INFO - Column PP无纺布生产毛利 was last updated at 2024-11-14 2024-11-19 17:01:47,255 - my_logger - INFO - Column PP无纺布生产毛利 was last updated at 2024-11-14 2024-11-19 17:01:47,257 - my_logger - INFO - Column 中国再生PP周度开工负荷率同差 was last updated at 2024-11-01 2024-11-19 17:01:47,257 - my_logger - INFO - Column 中国再生PP周度开工负荷率同差 was last updated at 2024-11-01 2024-11-19 17:01:47,259 - my_logger - INFO - Column PP粉料开工率（4WMA） was last updated at 2024-11-15 2024-11-19 17:01:47,259 - my_logger - INFO - Column PP粉料开工率（4WMA） was last updated at 2024-11-15 2024-11-19 17:01:47,262 - my_logger - INFO - Column PP检修减损量 was last updated at 2024-11-15 2024-11-19 17:01:47,262 - my_logger - INFO - Column PP检修减损量 was last updated at 2024-11-15 2024-11-19 17:01:47,266 - my_logger - INFO - Column PP下游综合开工率（少注塑&CPP） was last updated at 2024-11-15 2024-11-19 17:01:47,266 - my_logger - INFO - Column PP下游综合开工率（少注塑&CPP） was last updated at 2024-11-15 2024-11-19 17:01:47,268 - my_logger - INFO - Column BOPP开工率同差 was last updated at 2024-11-15 2024-11-19 17:01:47,268 - my_logger - INFO - Column BOPP开工率同差 was last updated at 2024-11-15 2024-11-19 17:01:47,272 - my_logger - INFO - Column PP日度产量7DMA was last updated at 2024-11-14 2024-11-19 17:01:47,272 - my_logger - INFO - Column PP日度产量7DMA was last updated at 2024-11-14 2024-11-19 17:01:47,275 - my_logger - INFO - Column BOPP开工率（4WMA） was last updated at 2024-11-15 2024-11-19 17:01:47,275 - my_logger - INFO - Column BOPP开工率（4WMA） was last updated at 2024-11-15 2024-11-19 17:01:47,277 - my_logger - INFO - Column PP粉料开工率 was last updated at 2024-11-15 2024-11-19 17:01:47,277 - my_logger - INFO - Column PP粉料开工率 was last updated at 2024-11-15 2024-11-19 17:01:47,280 - my_logger - INFO - Column PP周度检修率 was last updated at 2024-11-15 2024-11-19 17:01:47,280 - my_logger - INFO - Column PP周度检修率 was last updated at 2024-11-15 2024-11-19 17:01:47,282 - my_logger - INFO - Column PP周度产量变频 was last updated at 2024-11-19 2024-11-19 17:01:47,282 - my_logger - INFO - Column PP周度产量变频 was last updated at 2024-11-19 2024-11-19 17:01:47,285 - my_logger - INFO - Column PP开工率/7DMA was last updated at 2024-11-14 2024-11-19 17:01:47,285 - my_logger - INFO - Column PP开工率/7DMA was last updated at 2024-11-14 2024-11-19 17:01:47,288 - my_logger - INFO - Column PP日度产量同差 was last updated at 2024-11-14 2024-11-19 17:01:47,288 - my_logger - INFO - Column PP日度产量同差 was last updated at 2024-11-14 2024-11-19 17:01:47,291 - my_logger - INFO - Column PP日度产量同比 was last updated at 2024-11-14 2024-11-19 17:01:47,291 - my_logger - INFO - Column PP日度产量同比 was last updated at 2024-11-14 2024-11-19 17:01:47,293 - my_logger - INFO - Column PP日度产量环差 was last updated at 2024-11-14 2024-11-19 17:01:47,293 - my_logger - INFO - Column PP日度产量环差 was last updated at 2024-11-14 2024-11-19 17:01:47,297 - my_logger - INFO - Column PP周度产量周环差 was last updated at 2024-11-15 2024-11-19 17:01:47,297 - my_logger - INFO - Column PP周度产量周环差 was last updated at 2024-11-15 2024-11-19 17:01:47,299 - my_logger - INFO - Column PP周度产量同比 was last updated at 2024-11-15 2024-11-19 17:01:47,299 - my_logger - INFO - Column PP周度产量同比 was last updated at 2024-11-15 2024-11-19 17:01:47,302 - my_logger - INFO - Column PP开工率（1MMA） was last updated at 2024-11-14 2024-11-19 17:01:47,302 - my_logger - INFO - Column PP开工率（1MMA） was last updated at 2024-11-14 2024-11-19 17:01:47,305 - my_logger - INFO - Column PP日度产量（1MMA） was last updated at 2024-11-14 2024-11-19 17:01:47,305 - my_logger - INFO - Column PP日度产量（1MMA） was last updated at 2024-11-14 2024-11-19 17:01:47,307 - my_logger - INFO - Column PP日度产量 was last updated at 2024-11-14 2024-11-19 17:01:47,307 - my_logger - INFO - Column PP日度产量 was last updated at 2024-11-14 2024-11-19 17:01:47,309 - my_logger - INFO - Column PP：拉丝：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,309 - my_logger - INFO - Column PP：拉丝：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,312 - my_logger - INFO - Column PP：薄壁注塑：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,312 - my_logger - INFO - Column PP：薄壁注塑：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,314 - my_logger - INFO - Column PP：低熔共聚：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,314 - my_logger - INFO - Column PP：低熔共聚：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,317 - my_logger - INFO - Column PP：高熔共聚：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,317 - my_logger - INFO - Column PP：高熔共聚：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,319 - my_logger - INFO - Column PP：中熔共聚：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,319 - my_logger - INFO - Column PP：中熔共聚：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,322 - my_logger - INFO - Column PP：无规共聚：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,322 - my_logger - INFO - Column PP：无规共聚：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,325 - my_logger - INFO - Column PP：高熔纤维：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,325 - my_logger - INFO - Column PP：高熔纤维：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,328 - my_logger - INFO - Column PP：均聚注塑：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,328 - my_logger - INFO - Column PP：均聚注塑：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,331 - my_logger - INFO - Column PP：停车影响生产比例：中国（日） was last updated at 2024-03-28 2024-11-19 17:01:47,331 - my_logger - INFO - Column PP：停车影响生产比例：中国（日） was last updated at 2024-03-28 2024-11-19 17:01:47,334 - my_logger - INFO - Column PP：透明：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,334 - my_logger - INFO - Column PP：透明：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,336 - my_logger - INFO - Column PP：涂覆料：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,336 - my_logger - INFO - Column PP：涂覆料：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,339 - my_logger - INFO - Column PP：中熔纤维：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,339 - my_logger - INFO - Column PP：中熔纤维：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,342 - my_logger - INFO - Column 冷水管：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,342 - my_logger - INFO - Column 冷水管：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,345 - my_logger - INFO - Column CPP：二元共聚膜：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,345 - my_logger - INFO - Column CPP：二元共聚膜：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,348 - my_logger - INFO - Column CPP：均聚：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,348 - my_logger - INFO - Column CPP：均聚：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,350 - my_logger - INFO - Column CPP：三元共聚薄膜：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,350 - my_logger - INFO - Column CPP：三元共聚薄膜：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,353 - my_logger - INFO - Column 热水管：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,353 - my_logger - INFO - Column 热水管：生产比例：中国（日） was last updated at 2024-11-18 2024-11-19 17:01:47,356 - my_logger - INFO - Column BOPP利润（华东地区） was last updated at 2024-11-18 2024-11-19 17:01:47,356 - my_logger - INFO - Column BOPP利润（华东地区） was last updated at 2024-11-18 2024-11-19 17:01:47,358 - my_logger - INFO - Column PP下游成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:47,358 - my_logger - INFO - Column PP下游成品库存天数 was last updated at 2024-11-15 2024-11-19 17:01:47,361 - my_logger - INFO - Column PP部分下游订单天数 was last updated at 2024-11-15 2024-11-19 17:01:47,361 - my_logger - INFO - Column PP部分下游订单天数 was last updated at 2024-11-15 2024-11-19 17:01:47,363 - my_logger - INFO - Column 中国BOPP订单天数同差 was last updated at 2024-11-15 2024-11-19 17:01:47,363 - my_logger - INFO - Column 中国BOPP订单天数同差 was last updated at 2024-11-15 2024-11-19 17:01:47,366 - my_logger - INFO - Column 中国BOPP订单天数/4WMA was last updated at 2024-11-15 2024-11-19 17:01:47,366 - my_logger - INFO - Column 中国BOPP订单天数/4WMA was last updated at 2024-11-15 2024-11-19 17:01:47,368 - my_logger - INFO - Column BOPP完工订单工作量（周） was last updated at 2024-11-15 2024-11-19 17:01:47,368 - my_logger - INFO - Column BOPP完工订单工作量（周） was last updated at 2024-11-15 2024-11-19 17:01:47,372 - my_logger - INFO - Column BOPP日度新订单量（T） was last updated at 2024-11-05 2024-11-19 17:01:47,372 - my_logger - INFO - Column BOPP日度新订单量（T） was last updated at 2024-11-05 2024-11-19 17:01:47,375 - my_logger - INFO - Column BOPP新订单量（7DMA） was last updated at 2024-11-05 2024-11-19 17:01:47,375 - my_logger - INFO - Column BOPP新订单量（7DMA） was last updated at 2024-11-05 2024-11-19 17:01:47,377 - my_logger - INFO - Column 中国再生PP周度样本成交量 was last updated at 2024-11-01 2024-11-19 17:01:47,377 - my_logger - INFO - Column 中国再生PP周度样本成交量 was last updated at 2024-11-01 2024-11-19 17:01:47,381 - my_logger - INFO - Column BOPP开工率超季节性/3年 was last updated at 2024-11-15 2024-11-19 17:01:47,381 - my_logger - INFO - Column BOPP开工率超季节性/3年 was last updated at 2024-11-15 2024-11-19 17:01:47,383 - my_logger - INFO - Column 中国BOPP成品库存量同差 was last updated at 2024-11-15 2024-11-19 17:01:47,383 - my_logger - INFO - Column 中国BOPP成品库存量同差 was last updated at 2024-11-15 2024-11-19 17:01:47,386 - my_logger - INFO - Column 中国CPP订单天数 was last updated at 2024-11-15 2024-11-19 17:01:47,386 - my_logger - INFO - Column 中国CPP订单天数 was last updated at 2024-11-15 2024-11-19 17:01:47,388 - my_logger - INFO - Column BOPP订单天数变频 was last updated at 2024-11-19 2024-11-19 17:01:47,388 - my_logger - INFO - Column BOPP订单天数变频 was last updated at 2024-11-19 2024-11-19 17:01:47,391 - my_logger - INFO - Column BOPP 订单-成品天数 was last updated at 2024-11-15 2024-11-19 17:01:47,391 - my_logger - INFO - Column BOPP 订单-成品天数 was last updated at 2024-11-15 2024-11-19 17:01:47,394 - my_logger - INFO - Column 中国：华东地区：市场平均价：BOPP厚光膜 was last updated at 2024-11-17 2024-11-19 17:01:47,394 - my_logger - INFO - Column 中国：华东地区：市场平均价：BOPP厚光膜 was last updated at 2024-11-17 2024-11-19 17:01:47,397 - my_logger - INFO - Column LME铜价 was last updated at 2024-11-15 2024-11-19 17:01:47,397 - my_logger - INFO - Column LME铜价 was last updated at 2024-11-15 2024-11-19 17:01:47,399 - my_logger - INFO - Column 黄金连1合约 was last updated at 2024-11-18 2024-11-19 17:01:47,399 - my_logger - INFO - Column 黄金连1合约 was last updated at 2024-11-18 2024-11-19 17:01:47,401 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 2024-11-19 17:01:47,401 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 2024-11-19 17:01:47,404 - my_logger - INFO - Column 美元指数 was last updated at 2024-11-18 2024-11-19 17:01:47,404 - my_logger - INFO - Column 美元指数 was last updated at 2024-11-18 2024-11-19 17:01:47,407 - my_logger - INFO - Column 甲醇鲁南价格 was last updated at 2024-11-18 2024-11-19 17:01:47,407 - my_logger - INFO - Column 甲醇鲁南价格 was last updated at 2024-11-18 2024-11-19 17:01:47,410 - my_logger - INFO - Column 甲醇太仓港口价格 was last updated at 2024-11-14 2024-11-19 17:01:47,410 - my_logger - INFO - Column 甲醇太仓港口价格 was last updated at 2024-11-14 2024-11-19 17:01:47,412 - my_logger - INFO - Column 山东丙烯主流价 was last updated at 2024-11-18 2024-11-19 17:01:47,412 - my_logger - INFO - Column 山东丙烯主流价 was last updated at 2024-11-18 2024-11-19 17:01:47,414 - my_logger - INFO - Column 丙烷（山东） was last updated at 2024-11-04 2024-11-19 17:01:47,414 - my_logger - INFO - Column 丙烷（山东） was last updated at 2024-11-04 2024-11-19 17:01:47,416 - my_logger - INFO - Column FEI丙烷 M1 was last updated at 2024-11-18 2024-11-19 17:01:47,416 - my_logger - INFO - Column FEI丙烷 M1 was last updated at 2024-11-18 2024-11-19 17:01:47,418 - my_logger - INFO - Column 在岸人民币汇率 was last updated at 2024-11-18 2024-11-19 17:01:47,418 - my_logger - INFO - Column 在岸人民币汇率 was last updated at 2024-11-18 2024-11-19 17:01:47,421 - my_logger - INFO - Column 南华工业品指数 was last updated at 2024-11-18 2024-11-19 17:01:47,421 - my_logger - INFO - Column 南华工业品指数 was last updated at 2024-11-18 2024-11-19 17:01:47,423 - my_logger - INFO - Column PVC期货主力 was last updated at 2024-11-18 2024-11-19 17:01:47,423 - my_logger - INFO - Column PVC期货主力 was last updated at 2024-11-18 2024-11-19 17:01:47,425 - my_logger - INFO - Column PE期货收盘价 was last updated at 2024-11-04 2024-11-19 17:01:47,425 - my_logger - INFO - Column PE期货收盘价 was last updated at 2024-11-04 2024-11-19 17:01:47,428 - my_logger - INFO - Column PP连续-1月 was last updated at 2024-11-04 2024-11-19 17:01:47,428 - my_logger - INFO - Column PP连续-1月 was last updated at 2024-11-04 2024-11-19 17:01:47,431 - my_logger - INFO - Column PP连续-5月 was last updated at 2024-11-04 2024-11-19 17:01:47,431 - my_logger - INFO - Column PP连续-5月 was last updated at 2024-11-04 2024-11-19 17:01:47,433 - my_logger - INFO - Column PP连续-9月 was last updated at 2024-11-04 2024-11-19 17:01:47,433 - my_logger - INFO - Column PP连续-9月 was last updated at 2024-11-04 2024-11-19 17:03:55,900 - my_logger - INFO - 从eta获取数据... 2024-11-19 17:03:56,533 - 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 2024-11-19 17:03:56,764 - 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 2024-11-19 17:03:56,944 - 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 2024-11-19 17:03:57,120 - 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 2024-11-19 17:03:57,299 - 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 2024-11-19 17:03:57,484 - 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 2024-11-19 17:03:58,396 - my_logger - INFO - 跳过指标 中国航班执行数/7DMA 2024-11-19 17:03:58,824 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差负值 2024-11-19 17:03:58,825 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差 2024-11-19 17:03:59,066 - my_logger - INFO - 跳过指标 美国汽油产量（周度）1周环差 2024-11-19 17:04:00,220 - my_logger - INFO - 跳过指标 美国原油周度表需/4WMA 2024-11-19 17:04:00,220 - my_logger - INFO - 跳过指标 美国油品表需/4WMA 2024-11-19 17:04:00,221 - my_logger - INFO - 跳过指标 美国油品表需4周环差 2024-11-19 17:04:00,437 - my_logger - INFO - 跳过指标 道琼斯旅游与休闲/标普500 2024-11-19 17:04:00,437 - my_logger - INFO - 跳过指标 DOE-柴油产量1周环差 2024-11-19 17:04:00,438 - my_logger - INFO - 跳过指标 DOE-美国汽油产量1周环差 2024-11-19 17:04:00,438 - my_logger - INFO - 跳过指标 美国航煤表需一周环差负值 2024-11-19 17:04:00,439 - my_logger - INFO - 跳过指标 美国馏分油表需一周环差负值 2024-11-19 17:04:00,439 - my_logger - INFO - 跳过指标 美国汽油表需一周环差负值 2024-11-19 17:04:00,439 - my_logger - INFO - 跳过指标 欧洲汽油裂差 2024-11-19 17:04:00,440 - my_logger - INFO - 跳过指标 欧洲柴油裂差 2024-11-19 17:04:00,797 - my_logger - INFO - 跳过指标 中国主营炼厂产能利用率1周环差 2024-11-19 17:04:01,318 - my_logger - INFO - 跳过指标 美国零售拥堵指数（周环比）/3WMA 2024-11-19 17:04:01,318 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差 2024-11-19 17:04:02,413 - my_logger - INFO - 跳过指标 美国炼厂原油输入量4周均值 2024-11-19 17:04:03,508 - my_logger - INFO - 跳过指标 美国柴油期货裂差 2024-11-19 17:04:03,509 - my_logger - INFO - 跳过指标 美国墨西哥湾柴油裂差 2024-11-19 17:04:03,617 - my_logger - INFO - 跳过指标 美国纽约港柴油裂差 2024-11-19 17:04:03,618 - my_logger - INFO - 跳过指标 欧洲柴油期货裂差 2024-11-19 17:04:03,618 - my_logger - INFO - 跳过指标 西北欧轻柴油裂差 2024-11-19 17:04:03,618 - my_logger - INFO - 跳过指标 新加坡柴油裂差 2024-11-19 17:04:03,619 - my_logger - INFO - 跳过指标 美国汽油期货裂差 2024-11-19 17:04:03,619 - my_logger - INFO - 跳过指标 美国墨西哥湾汽油裂差 2024-11-19 17:04:03,619 - my_logger - INFO - 跳过指标 美国纽约港汽油裂差 2024-11-19 17:04:03,621 - my_logger - INFO - 跳过指标 欧洲鹿特丹汽油裂差 2024-11-19 17:04:03,621 - my_logger - INFO - 跳过指标 新加坡汽油裂差 2024-11-19 17:04:06,436 - my_logger - INFO - 跳过指标 美国汽柴航煤4周平均表需 2024-11-19 17:04:08,108 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差/65DMA 2024-11-19 17:04:08,109 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差/65DMA 2024-11-19 17:04:08,109 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/65DMA 2024-11-19 17:04:08,109 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/65DMA 2024-11-19 17:04:08,111 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差 2024-11-19 17:04:08,111 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差 2024-11-19 17:04:08,112 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA 2024-11-19 17:04:08,112 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA 2024-11-19 17:04:12,038 - my_logger - INFO - 跳过指标 Brent连1合约价格/2DMA 2024-11-19 17:04:12,039 - my_logger - INFO - 跳过指标 Brent连1合约价格/7DMA 2024-11-19 17:04:12,039 - my_logger - INFO - 跳过指标 Brent连1合约价格/23DMA 2024-11-19 17:04:12,040 - 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 2024-11-19 17:04:12,040 - my_logger - INFO - 跳过指标 Brent连1合约价格/5DMA 2024-11-19 17:04:12,041 - my_logger - INFO - 跳过指标 Brent c1-c2超季节性/3年 2024-11-19 17:04:12,041 - 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 2024-11-19 17:04:12,042 - my_logger - INFO - 跳过指标 Brent连1合约价格/11DMA 2024-11-19 17:04:12,042 - 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 2024-11-19 17:04:12,042 - my_logger - INFO - 跳过指标 山东地炼汽油裂解价差拟合残差/ 2024-11-19 17:04:12,043 - my_logger - INFO - 跳过指标 原油(中国胜利)拟合残差/布伦特原油 2024-11-19 17:04:12,043 - my_logger - INFO - 跳过指标 Brent连1合约价格/21DMA 2024-11-19 17:04:12,044 - my_logger - INFO - 跳过指标 Brent连1合约价格/14DMA 2024-11-19 17:04:12,045 - my_logger - INFO - 跳过指标 Brent连1合约价格/15DMA 2024-11-19 17:04:12,045 - my_logger - INFO - 跳过指标 Brent连1-连12 2024-11-19 17:04:20,488 - my_logger - INFO - 跳过指标 WTI c1-c36 2024-11-19 17:04:20,490 - my_logger - INFO - 跳过指标 WTI c1-c24 2024-11-19 17:04:20,491 - my_logger - INFO - 跳过指标 WTI c1-c12 2024-11-19 17:04:23,016 - my_logger - INFO - 跳过指标 Brent c1-c36 2024-11-19 17:04:23,017 - my_logger - INFO - 跳过指标 Brent c1-c24 2024-11-19 17:04:23,018 - my_logger - INFO - 跳过指标 Brent c1-c12 2024-11-19 17:04:27,814 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环差 2024-11-19 17:04:27,815 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环比 2024-11-19 17:04:27,815 - 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 2024-11-19 17:04:28,254 - my_logger - INFO - 跳过指标 Dubai连2合约价格 2024-11-19 17:04:28,254 - my_logger - INFO - 跳过指标 Dubai连4合约价格 2024-11-19 17:04:28,696 - my_logger - INFO - 跳过指标 美国RBOB期货2212月份合约价格 2024-11-19 17:04:28,697 - my_logger - INFO - 跳过指标 美国RBOB期货2301月份合约价格 2024-11-19 17:04:28,697 - my_logger - INFO - 跳过指标 美国RBOB期货2306月份合约价格 2024-11-19 17:04:30,529 - my_logger - INFO - 跳过指标 Dubai连7合约价格 2024-11-19 17:04:30,530 - my_logger - INFO - 跳过指标 Dubai连9合约价格 2024-11-19 17:04:30,530 - my_logger - INFO - 跳过指标 迪拜连7-连9月差 2024-11-19 17:04:31,717 - my_logger - INFO - 跳过指标 Brent连2 2024-11-19 17:04:31,717 - my_logger - INFO - 跳过指标 WTI连2合约价格 2024-11-19 17:04:32,539 - my_logger - INFO - 跳过指标 WTI连4合约价格 2024-11-19 17:04:33,387 - my_logger - INFO - 跳过指标 Brent连4合约价格 2024-11-19 17:04:34,828 - my_logger - INFO - 跳过指标 WTI连7合约价格 2024-11-19 17:04:35,075 - my_logger - INFO - 跳过指标 WTI连12合约价格 2024-11-19 17:04:35,401 - my_logger - INFO - 跳过指标 布伦特连24合约价格 2024-11-19 17:04:35,934 - my_logger - INFO - 跳过指标 Brent连6合约价格 2024-11-19 17:04:35,934 - my_logger - INFO - 跳过指标 Brent连12合约价格 2024-11-19 17:04:35,936 - my_logger - INFO - 跳过指标 Brent连9合约 2024-11-19 17:04:35,936 - my_logger - INFO - 跳过指标 brent连3合约 2024-11-19 17:04:35,937 - my_logger - INFO - 跳过指标 Brent连5 2024-11-19 17:04:35,937 - my_logger - INFO - 跳过指标 Brent连10合约 2024-11-19 17:04:35,938 - my_logger - INFO - 跳过指标 Brent连11合约 2024-11-19 17:04:35,938 - my_logger - INFO - 跳过指标 WTI连3合约价格 2024-11-19 17:04:35,938 - my_logger - INFO - 跳过指标 Brent 连7合约价格 2024-11-19 17:04:35,939 - my_logger - INFO - 跳过指标 Brent连8合约价格 2024-11-19 17:04:35,939 - my_logger - INFO - 跳过指标 Brent连13 2024-11-19 17:04:36,587 - my_logger - INFO - 跳过指标 ICE Brent c15 2024-11-19 17:04:36,588 - my_logger - INFO - 跳过指标 ICE Brent c16 2024-11-19 17:04:36,588 - my_logger - INFO - 跳过指标 ICE Brent c17 2024-11-19 17:04:36,589 - my_logger - INFO - 跳过指标 ICE Brent c18 2024-11-19 17:04:36,589 - my_logger - INFO - 跳过指标 ICE Brent c19 2024-11-19 17:04:36,589 - my_logger - INFO - 跳过指标 ICE Brent c20 2024-11-19 17:04:36,865 - my_logger - INFO - 跳过指标 ICE Brent c21 2024-11-19 17:04:36,865 - my_logger - INFO - 跳过指标 ICE Brent c22 2024-11-19 17:04:36,866 - my_logger - INFO - 跳过指标 ICE Brent c23 2024-11-19 17:04:36,866 - my_logger - INFO - 跳过指标 ICE Brent c25 2024-11-19 17:04:36,867 - my_logger - INFO - 跳过指标 ICE Brent c26 2024-11-19 17:04:36,867 - my_logger - INFO - 跳过指标 ICE Brent c27 2024-11-19 17:04:36,867 - my_logger - INFO - 跳过指标 ICE Brent c28 2024-11-19 17:04:36,868 - my_logger - INFO - 跳过指标 ICE Brent c29 2024-11-19 17:04:36,868 - my_logger - INFO - 跳过指标 ICE Brent c30 2024-11-19 17:04:36,870 - my_logger - INFO - 跳过指标 ICE Brent c31 2024-11-19 17:04:36,870 - my_logger - INFO - 跳过指标 ICE Brent c32 2024-11-19 17:04:36,871 - my_logger - INFO - 跳过指标 ICE Brent c33 2024-11-19 17:04:36,871 - my_logger - INFO - 跳过指标 ICE Brent c34 2024-11-19 17:04:36,871 - my_logger - INFO - 跳过指标 ICE Brent c35 2024-11-19 17:04:36,872 - my_logger - INFO - 跳过指标 ICE Brent c36 2024-11-19 17:04:37,730 - my_logger - INFO - 跳过指标 NYMWX WTI c6 2024-11-19 17:04:37,730 - my_logger - INFO - 跳过指标 NYMWX WTI c8 2024-11-19 17:04:37,731 - my_logger - INFO - 跳过指标 NYMWX WTI c9 2024-11-19 17:04:37,731 - my_logger - INFO - 跳过指标 NYMWX WTI c10 2024-11-19 17:04:37,732 - my_logger - INFO - 跳过指标 NYMWX WTI c11 2024-11-19 17:04:37,732 - my_logger - INFO - 跳过指标 NYMWX WTI c13 2024-11-19 17:04:37,733 - my_logger - INFO - 跳过指标 NYMWX WTI c14 2024-11-19 17:04:37,733 - my_logger - INFO - 跳过指标 NYMWX WTI c15 2024-11-19 17:04:37,734 - my_logger - INFO - 跳过指标 NYMWX WTI c16 2024-11-19 17:04:37,734 - my_logger - INFO - 跳过指标 NYMWX WTI c17 2024-11-19 17:04:37,735 - my_logger - INFO - 跳过指标 NYMWX WTI c18 2024-11-19 17:04:37,735 - my_logger - INFO - 跳过指标 NYMWX WTI c19 2024-11-19 17:04:37,736 - my_logger - INFO - 跳过指标 NYMWX WTI c20 2024-11-19 17:04:37,736 - my_logger - INFO - 跳过指标 NYMWX WTI c21 2024-11-19 17:04:37,737 - my_logger - INFO - 跳过指标 NYMWX WTI c22 2024-11-19 17:04:37,737 - my_logger - INFO - 跳过指标 NYMWX WTI c23 2024-11-19 17:04:37,737 - my_logger - INFO - 跳过指标 NYMWX WTI c25 2024-11-19 17:04:37,738 - my_logger - INFO - 跳过指标 NYMWX WTI c26 2024-11-19 17:04:37,738 - my_logger - INFO - 跳过指标 NYMWX WTI c27 2024-11-19 17:04:37,738 - my_logger - INFO - 跳过指标 NYMWX WTI c28 2024-11-19 17:04:37,739 - my_logger - INFO - 跳过指标 NYMWX WTI c29 2024-11-19 17:04:37,739 - my_logger - INFO - 跳过指标 NYMWX WTI c30 2024-11-19 17:04:37,739 - my_logger - INFO - 跳过指标 NYMWX WTI c31 2024-11-19 17:04:37,740 - my_logger - INFO - 跳过指标 NYMWX WTI c32 2024-11-19 17:04:37,740 - my_logger - INFO - 跳过指标 NYMWX WTI c33 2024-11-19 17:04:37,741 - my_logger - INFO - 跳过指标 NYMWX WTI c34 2024-11-19 17:04:37,741 - my_logger - INFO - 跳过指标 NYMWX WTI c35 2024-11-19 17:04:37,742 - my_logger - INFO - 跳过指标 NYMWX WTI c36 2024-11-19 17:04:38,000 - my_logger - INFO - 跳过指标 INE SC c2 2024-11-19 17:04:38,001 - my_logger - INFO - 跳过指标 INE SC c3 2024-11-19 17:04:38,001 - my_logger - INFO - 跳过指标 INE SC c4 2024-11-19 17:04:38,003 - my_logger - INFO - 跳过指标 INE SC c5 2024-11-19 17:04:38,003 - my_logger - INFO - 跳过指标 INE SC c6 2024-11-19 17:04:38,004 - my_logger - INFO - 跳过指标 INE SC c7 2024-11-19 17:04:38,004 - my_logger - INFO - 跳过指标 INE SC c8 2024-11-19 17:04:38,005 - my_logger - INFO - 跳过指标 INE SC c9 2024-11-19 17:04:38,005 - my_logger - INFO - 跳过指标 INE SC c10 2024-11-19 17:04:38,005 - my_logger - INFO - 跳过指标 INE SC c11 2024-11-19 17:04:38,006 - my_logger - INFO - 跳过指标 INE SC c12 2024-11-19 17:04:38,006 - my_logger - INFO - 跳过指标 INE SC c13 2024-11-19 17:04:38,007 - my_logger - INFO - 跳过指标 INE SC c14 2024-11-19 17:04:38,007 - my_logger - INFO - 跳过指标 INE SC c15 2024-11-19 17:04:38,008 - my_logger - INFO - 跳过指标 INE SC c16 2024-11-19 17:04:38,008 - my_logger - INFO - 跳过指标 INE SC c17 2024-11-19 17:04:38,009 - my_logger - INFO - 跳过指标 INE SC c18 2024-11-19 17:04:38,009 - my_logger - INFO - 跳过指标 INE SC c19 2024-11-19 17:04:38,009 - my_logger - INFO - 跳过指标 INE SC c20 2024-11-19 17:04:38,010 - my_logger - INFO - 跳过指标 EFS c1 2024-11-19 17:04:38,010 - my_logger - INFO - 跳过指标 EFS c2 2024-11-19 17:04:38,011 - my_logger - INFO - 跳过指标 EFS c3 2024-11-19 17:04:38,011 - my_logger - INFO - 跳过指标 EFS c4 2024-11-19 17:04:38,012 - my_logger - INFO - 跳过指标 EFS c5 2024-11-19 17:04:38,012 - my_logger - INFO - 跳过指标 EFS c6 2024-11-19 17:04:38,012 - my_logger - INFO - 跳过指标 Dubai Swap c15 2024-11-19 17:04:38,013 - my_logger - INFO - 跳过指标 Dubai Swap c16 2024-11-19 17:04:38,013 - my_logger - INFO - 跳过指标 Dubai Swap c17 2024-11-19 17:04:38,014 - my_logger - INFO - 跳过指标 Dubai Swap c18 2024-11-19 17:04:38,014 - my_logger - INFO - 跳过指标 Dubai Swap c19 2024-11-19 17:04:38,015 - my_logger - INFO - 跳过指标 Dubai Swap c20 2024-11-19 17:04:38,015 - my_logger - INFO - 跳过指标 Dubai Swap c21 2024-11-19 17:04:38,016 - my_logger - INFO - 跳过指标 Dubai Swap c22 2024-11-19 17:04:38,205 - my_logger - INFO - 跳过指标 Oman Swap c2 2024-11-19 17:04:38,206 - my_logger - INFO - 跳过指标 Oman Swap c3 2024-11-19 17:04:38,206 - my_logger - INFO - 跳过指标 Oman Swap c4 2024-11-19 17:04:38,207 - my_logger - INFO - 跳过指标 Oman Swap c5 2024-11-19 17:04:38,207 - my_logger - INFO - 跳过指标 Oman Swap c6 2024-11-19 17:04:38,208 - my_logger - INFO - 跳过指标 Oman Swap c7 2024-11-19 17:04:38,208 - my_logger - INFO - 跳过指标 Oman Swap c8 2024-11-19 17:04:38,208 - my_logger - INFO - 跳过指标 Oman Swap c9 2024-11-19 17:04:38,209 - my_logger - INFO - 跳过指标 Oman Swap c10 2024-11-19 17:04:38,209 - my_logger - INFO - 跳过指标 Oman Swap c11 2024-11-19 17:04:38,210 - my_logger - INFO - 跳过指标 Oman Swap c12 2024-11-19 17:04:38,210 - my_logger - INFO - 跳过指标 Oman Swap c13 2024-11-19 17:04:38,211 - my_logger - INFO - 跳过指标 Oman Swap c14 2024-11-19 17:04:38,211 - my_logger - INFO - 跳过指标 Oman Swap c15 2024-11-19 17:04:38,212 - my_logger - INFO - 跳过指标 Oman Swap c16 2024-11-19 17:04:38,212 - my_logger - INFO - 跳过指标 Oman Swap c17 2024-11-19 17:04:38,213 - my_logger - INFO - 跳过指标 Oman Swap c18 2024-11-19 17:04:38,213 - my_logger - INFO - 跳过指标 Oman Swap c19 2024-11-19 17:04:38,214 - my_logger - INFO - 跳过指标 Oman Swap c20 2024-11-19 17:04:38,214 - my_logger - INFO - 跳过指标 Oman Swap c21 2024-11-19 17:04:38,215 - my_logger - INFO - 跳过指标 Oman Swap c22 2024-11-19 17:04:38,215 - my_logger - INFO - 跳过指标 Oman Swap c23 2024-11-19 17:04:38,215 - my_logger - INFO - 跳过指标 Oman Swap c24 2024-11-19 17:04:38,216 - my_logger - INFO - 跳过指标 Oman Swap c25 2024-11-19 17:04:38,216 - my_logger - INFO - 跳过指标 Oman Swap c26 2024-11-19 17:04:38,217 - my_logger - INFO - 跳过指标 Oman Swap c27 2024-11-19 17:04:38,218 - my_logger - INFO - 跳过指标 Oman Swap c28 2024-11-19 17:04:38,218 - my_logger - INFO - 跳过指标 Oman Swap c29 2024-11-19 17:04:38,219 - my_logger - INFO - 跳过指标 Oman Swap c30 2024-11-19 17:04:38,220 - my_logger - INFO - 跳过指标 Oman Swap c31 2024-11-19 17:04:38,220 - my_logger - INFO - 跳过指标 Oman Swap c32 2024-11-19 17:04:38,221 - my_logger - INFO - 跳过指标 Oman Swap c33 2024-11-19 17:04:38,221 - my_logger - INFO - 跳过指标 Oman Swap c34 2024-11-19 17:04:38,222 - my_logger - INFO - 跳过指标 Oman Swap c35 2024-11-19 17:04:38,222 - my_logger - INFO - 跳过指标 Oman Swap c36 2024-11-19 17:04:38,223 - my_logger - INFO - 跳过指标 Oman Swap c37 2024-11-19 17:04:38,223 - my_logger - INFO - 跳过指标 Oman Swap c38 2024-11-19 17:04:38,742 - my_logger - INFO - 跳过指标 DME Oman c2 2024-11-19 17:04:38,743 - my_logger - INFO - 跳过指标 DME Oman c3 2024-11-19 17:04:38,744 - my_logger - INFO - 跳过指标 DME Oman c4 2024-11-19 17:04:38,744 - my_logger - INFO - 跳过指标 DME Oman c5 2024-11-19 17:04:38,745 - my_logger - INFO - 跳过指标 DME Oman c6 2024-11-19 17:04:38,943 - my_logger - INFO - 跳过指标 Murban Futures c2 2024-11-19 17:04:38,944 - my_logger - INFO - 跳过指标 Murban Futures c3 2024-11-19 17:04:38,945 - my_logger - INFO - 跳过指标 Murban Futures c4 2024-11-19 17:04:38,945 - my_logger - INFO - 跳过指标 Murban Futures c5 2024-11-19 17:04:38,946 - my_logger - INFO - 跳过指标 Murban Futures c6 2024-11-19 17:04:49,202 - my_logger - INFO - 跳过指标 EFS c1-c2 2024-11-19 17:04:49,203 - my_logger - INFO - 跳过指标 TD3C 运费 c1-c2 2024-11-19 17:04:51,714 - my_logger - INFO - 跳过指标 SC c1-c2/7DMA 2024-11-19 17:04:51,865 - my_logger - INFO - 跳过指标 美国柴油裂差-美国汽油裂差 2024-11-19 17:04:51,865 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算) 2024-11-19 17:04:57,345 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算B) 2024-11-19 17:04:57,609 - my_logger - INFO - 跳过指标 WTI c1-c2 (结算B) 2024-11-19 17:04:57,882 - my_logger - INFO - 跳过指标 DME Oman c1 02:30收盘价预估 2024-11-19 17:04:57,883 - my_logger - INFO - 跳过指标 DME Oman c2 02:30收盘价预估 2024-11-19 17:04:58,346 - my_logger - INFO - 跳过指标 Brent连1合约价格/12DMA 2024-11-19 17:05:00,657 - my_logger - INFO - 跳过指标 美国成品车用汽油库存1周环差 2024-11-19 17:05:00,658 - my_logger - INFO - 跳过指标 美国PADD1原油库存1周环差 2024-11-19 17:05:00,658 - my_logger - INFO - 跳过指标 美国PADD3原油库存1周环差 2024-11-19 17:05:00,659 - my_logger - INFO - 跳过指标 美国PADD2原油库存1周环差 2024-11-19 17:05:00,659 - my_logger - INFO - 跳过指标 美国PADD5原油库存1周环差 2024-11-19 17:05:00,660 - my_logger - INFO - 跳过指标 美国PADD4原油库存1周环差 2024-11-19 17:05:02,595 - my_logger - INFO - 跳过指标 库欣原油库存1周环差 2024-11-19 17:05:02,840 - my_logger - INFO - 跳过指标 美国战略储备原油库存1周环差 2024-11-19 17:05:02,840 - my_logger - INFO - 跳过指标 美国商业原油库存1周环差 2024-11-19 17:05:08,333 - my_logger - INFO - 跳过指标 中东原油成本+运费 2024-11-19 17:05:10,112 - my_logger - INFO - 跳过指标 Brent原油现货价格/8DMA 2024-11-19 17:05:10,113 - my_logger - INFO - 跳过指标 现货价:原油:英国布伦特Dtd/8DMA 2024-11-19 17:05:35,055 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent 连2-连3 2024-11-19 17:05:35,056 - my_logger - INFO - 跳过指标 BrentC1-C21日环差 2024-11-19 17:05:46,036 - my_logger - INFO - 跳过指标 OMAN原油中质远期现货DES价30DMA 2024-11-19 17:05:47,820 - my_logger - INFO - 跳过指标 VLCC原油运价（中东至日本） 2024-11-19 17:05:53,439 - my_logger - INFO - 跳过指标 中东-中国原油运费 2024-11-19 17:05:57,254 - my_logger - INFO - 跳过指标 波斯湾到中国VLCC原油运费（美元/天） 2024-11-19 17:05:57,255 - my_logger - INFO - 跳过指标 波斯湾到新加坡VLCC油轮运费 2024-11-19 17:05:59,628 - my_logger - INFO - 跳过指标 原油波动率 2024-11-19 17:06:09,789 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/DFL 2024-11-19 17:06:10,589 - my_logger - INFO - 跳过指标 SC c3-阿曼到岸入罐成本/7DMA 2024-11-19 17:06:20,631 - my_logger - INFO - 跳过指标 美国汽油净进口（周度）1周环差 2024-11-19 17:06:21,088 - my_logger - INFO - 跳过指标 美国代表性页岩油公司股价 2024-11-19 17:06:21,343 - my_logger - INFO - 跳过指标 美国国内周度原油产量1周环差 2024-11-19 17:06:21,344 - my_logger - INFO - 跳过指标 EIA周度NGL产量同比 2024-11-19 17:06:21,344 - my_logger - INFO - 跳过指标 美国原油活跃钻机数同比 2024-11-19 17:06:21,487 - 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 2024-11-19 17:06:21,785 - my_logger - INFO - 跳过指标 美国原油周度调整项/4WMA 2024-11-19 17:06:21,785 - my_logger - INFO - 跳过指标 美国FCC装置检修量 2024-11-19 17:06:21,786 - my_logger - INFO - 跳过指标 美国VDU装置检修量 2024-11-19 17:06:22,032 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量 2024-11-19 17:06:22,032 - my_logger - INFO - 跳过指标 美国炼厂部分装置检修量 2024-11-19 17:06:22,185 - my_logger - INFO - 跳过指标 俄罗斯CDU装置检修量 2024-11-19 17:06:22,437 - my_logger - INFO - 跳过指标 法国CDU检修量 2024-11-19 17:06:22,437 - my_logger - INFO - 跳过指标 法国CDU检修量/7DMA 2024-11-19 17:06:22,437 - my_logger - INFO - 跳过指标 法国CDU检修量超季节性/5年 2024-11-19 17:06:22,635 - my_logger - INFO - 跳过指标 美国FCC装置检修量超季节性/3年 2024-11-19 17:06:22,636 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量 2024-11-19 17:06:22,636 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量/7DMA 2024-11-19 17:06:22,637 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量 2024-11-19 17:06:22,637 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量/7DMA 2024-11-19 17:06:22,638 - my_logger - INFO - 跳过指标 美国FCC装置检修量/7DMA 2024-11-19 17:06:22,638 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量超季节性/3年 2024-11-19 17:06:22,639 - my_logger - INFO - 跳过指标 中国CDU检修量 2024-11-19 17:06:23,132 - my_logger - INFO - 跳过指标 全球加氢装置检修（千桶/日） 2024-11-19 17:06:23,133 - my_logger - INFO - 跳过指标 全球重整装置检修（千桶/日） 2024-11-19 17:06:23,134 - my_logger - INFO - 跳过指标 全球CDU装置检修（千桶/日） 2024-11-19 17:06:24,207 - my_logger - INFO - 跳过指标 西北欧CDU装置检修量 2024-11-19 17:06:24,208 - my_logger - INFO - 跳过指标 地中海国家CDU装置检修量 2024-11-19 17:06:24,208 - my_logger - INFO - 跳过指标 东欧CDU装置检修量 2024-11-19 17:06:24,208 - my_logger - INFO - 跳过指标 欧洲CDU装置检修量 2024-11-19 17:06:29,061 - my_logger - INFO - 跳过指标 美国原油活跃钻机数1周环差 2024-11-19 17:06:30,357 - my_logger - INFO - 跳过指标 页岩油公司EOG 股价 2024-11-19 17:06:30,358 - my_logger - INFO - 跳过指标 康菲石油公司股价 2024-11-19 17:06:30,359 - my_logger - INFO - 跳过指标 Pioneer公司股价 2024-11-19 17:06:30,359 - my_logger - INFO - 跳过指标 HESS公司股价 2024-11-19 17:06:30,360 - my_logger - INFO - 跳过指标 西方石油公司股价 2024-11-19 17:06:30,360 - my_logger - INFO - 跳过指标 Coterra公司股价 2024-11-19 17:06:30,361 - my_logger - INFO - 跳过指标 Concho Resources 公司股价 2024-11-19 17:06:30,361 - my_logger - INFO - 跳过指标 Black Stone Minerals LP股价 2024-11-19 17:06:30,361 - my_logger - INFO - 跳过指标 Continental Resources Inc股价 2024-11-19 17:06:30,362 - my_logger - INFO - 跳过指标 Diamondback Energy Inc股价 2024-11-19 17:06:30,883 - my_logger - INFO - 跳过指标 戴文能源股价 2024-11-19 17:06:32,060 - 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 2024-11-19 17:06:32,060 - my_logger - INFO - 跳过指标 DOE-航煤净进口1周环差 2024-11-19 17:06:32,061 - my_logger - INFO - 跳过指标 DOE-美国馏分燃料油净进口1周环差 2024-11-19 17:06:32,061 - my_logger - INFO - 跳过指标 DOE-美国汽油净进口1周环差 2024-11-19 17:06:32,062 - my_logger - INFO - 跳过指标 美国原油周度净进口1周环差 2024-11-19 17:06:33,689 - my_logger - INFO - 跳过指标 美国原油总出口4周平均 2024-11-19 17:06:34,781 - my_logger - INFO - 跳过指标 中东至中国原油运费 2024-11-19 17:06:36,155 - my_logger - INFO - 跳过指标 DoC4周平均原油海运出口 2024-11-19 17:06:36,155 - my_logger - INFO - 跳过指标 FSU-阿塞拜疆4周平均原油海运出口 2024-11-19 17:06:36,156 - my_logger - INFO - 跳过指标 FSU-俄罗斯4周平均原油海运出口 2024-11-19 17:06:36,156 - my_logger - INFO - 跳过指标 FSU-哈萨克斯坦4周平均原油海运出口 2024-11-19 17:06:36,157 - my_logger - INFO - 跳过指标 FSU-土库曼斯坦4周平均原油海运出口 2024-11-19 17:06:36,157 - my_logger - INFO - 跳过指标 Non-OPEC DoC4周平均原油海运出口 2024-11-19 17:06:36,158 - my_logger - INFO - 跳过指标 OPEC4周平均原油海运出口 2024-11-19 17:06:36,158 - my_logger - INFO - 跳过指标 OPEC豁免国4周平均原油海运出口 2024-11-19 17:06:36,158 - my_logger - INFO - 跳过指标 OPEC减产国4周平均原油海运出口 2024-11-19 17:06:36,159 - my_logger - INFO - 跳过指标 北非-阿尔及利亚4周平均原油海运出口 2024-11-19 17:06:36,159 - my_logger - INFO - 跳过指标 北非-埃及4周平均原油海运出口 2024-11-19 17:06:36,160 - my_logger - INFO - 跳过指标 北非-利比亚4周平均原油海运出口 2024-11-19 17:06:36,160 - my_logger - INFO - 跳过指标 北非-苏丹4周平均原油海运出口 2024-11-19 17:06:36,161 - my_logger - INFO - 跳过指标 北美-加拿大4周平均原油海运出口 2024-11-19 17:06:36,161 - my_logger - INFO - 跳过指标 北美-美国4周平均原油海运出口 2024-11-19 17:06:36,161 - my_logger - INFO - 跳过指标 拉美-阿根廷4周平均原油海运出口 2024-11-19 17:06:36,162 - my_logger - INFO - 跳过指标 拉美-巴拿马4周平均原油海运出口 2024-11-19 17:06:36,162 - my_logger - INFO - 跳过指标 拉美-巴西4周平均原油海运出口 2024-11-19 17:06:36,163 - my_logger - INFO - 跳过指标 拉美-多巴哥岛4周平均原油海运出口 2024-11-19 17:06:36,163 - my_logger - INFO - 跳过指标 拉美-厄瓜多尔4周平均原油海运出口 2024-11-19 17:06:36,164 - my_logger - INFO - 跳过指标 拉美-哥伦比亚4周平均原油海运出口 2024-11-19 17:06:36,164 - my_logger - INFO - 跳过指标 拉美-圭亚那4周平均原油海运出口 2024-11-19 17:06:36,164 - my_logger - INFO - 跳过指标 拉美-墨西哥4周平均原油海运出口 2024-11-19 17:06:36,165 - my_logger - INFO - 跳过指标 拉美-委内瑞拉4周平均原油海运出口 2024-11-19 17:06:36,165 - my_logger - INFO - 跳过指标 欧洲-挪威4周平均原油海运出口 2024-11-19 17:06:36,166 - my_logger - INFO - 跳过指标 欧洲-英国4周平均原油海运出口 2024-11-19 17:06:36,166 - my_logger - INFO - 跳过指标 西非-安哥拉4周平均原油海运出口 2024-11-19 17:06:36,168 - my_logger - INFO - 跳过指标 西非-几内亚4周平均原油海运出口 2024-11-19 17:06:36,168 - my_logger - INFO - 跳过指标 西非-加纳4周平均原油海运出口 2024-11-19 17:06:36,168 - my_logger - INFO - 跳过指标 西非-尼日利亚4周平均原油海运出口 2024-11-19 17:06:36,169 - my_logger - INFO - 跳过指标 亚太-澳大利亚4周平均原油海运出口 2024-11-19 17:06:36,169 - my_logger - INFO - 跳过指标 亚太-马来西亚4周平均原油海运出口 2024-11-19 17:06:36,170 - my_logger - INFO - 跳过指标 亚太-文莱4周平均原油海运出口 2024-11-19 17:06:36,170 - my_logger - INFO - 跳过指标 亚太-印尼4周平均原油海运出口 2024-11-19 17:06:36,171 - my_logger - INFO - 跳过指标 中东-阿联酋4周平均原油海运出口 2024-11-19 17:06:36,171 - my_logger - INFO - 跳过指标 中东-阿曼4周平均原油海运出口 2024-11-19 17:06:36,172 - my_logger - INFO - 跳过指标 中东-巴林4周平均原油海运出口 2024-11-19 17:06:36,172 - my_logger - INFO - 跳过指标 中东-卡塔尔4周平均原油海运出口 2024-11-19 17:06:36,172 - my_logger - INFO - 跳过指标 中东-科威特4周平均原油海运出口 2024-11-19 17:06:36,173 - my_logger - INFO - 跳过指标 中东-沙特4周平均原油海运出口 2024-11-19 17:06:36,173 - my_logger - INFO - 跳过指标 中东-也门4周平均原油海运出口 2024-11-19 17:06:36,174 - my_logger - INFO - 跳过指标 中东-伊拉克4周平均原油海运出口 2024-11-19 17:06:36,174 - my_logger - INFO - 跳过指标 中东-伊朗4周平均原油海运出口 2024-11-19 17:06:36,175 - my_logger - INFO - 跳过指标 中西非-刚果布4周平均原油海运出口 2024-11-19 17:06:36,175 - my_logger - INFO - 跳过指标 中西非-加蓬4周平均原油海运出口 2024-11-19 17:06:36,176 - my_logger - INFO - 跳过指标 中西非-喀麦隆4周平均原油海运出口 2024-11-19 17:06:36,176 - my_logger - INFO - 跳过指标 中国4周平均原油海运进口 2024-11-19 17:06:36,176 - my_logger - INFO - 跳过指标 印度4周平均原油海运进口 2024-11-19 17:06:36,176 - my_logger - INFO - 跳过指标 韩国4周平均原油海运进口 2024-11-19 17:06:36,178 - my_logger - INFO - 跳过指标 日本4周平均原油海运进口 2024-11-19 17:06:36,178 - my_logger - INFO - 跳过指标 新加坡4周平均原油海运进口 2024-11-19 17:06:36,179 - my_logger - INFO - 跳过指标 泰国4周平均原油海运进口 2024-11-19 17:06:36,179 - my_logger - INFO - 跳过指标 中国台湾4周平均原油海运进口 2024-11-19 17:06:36,180 - my_logger - INFO - 跳过指标 马来西亚4周平均原油海运进口 2024-11-19 17:06:36,180 - my_logger - INFO - 跳过指标 印尼4周平均原油海运进口 2024-11-19 17:06:36,180 - my_logger - INFO - 跳过指标 缅甸4周平均原油海运进口 2024-11-19 17:06:36,181 - my_logger - INFO - 跳过指标 越南4周平均原油海运进口 2024-11-19 17:06:36,181 - my_logger - INFO - 跳过指标 巴基斯坦4周平均原油海运进口 2024-11-19 17:06:36,182 - my_logger - INFO - 跳过指标 美国4周平均原油海运进口 2024-11-19 17:06:36,182 - my_logger - INFO - 跳过指标 加拿大4周平均原油海运进口 2024-11-19 17:06:36,183 - my_logger - INFO - 跳过指标 巴拿马4周平均原油海运进口 2024-11-19 17:06:36,183 - my_logger - INFO - 跳过指标 巴西4周平均原油海运进口 2024-11-19 17:06:36,184 - my_logger - INFO - 跳过指标 智利4周平均原油海运进口 2024-11-19 17:06:36,184 - my_logger - INFO - 跳过指标 意大利4周平均原油海运进口 2024-11-19 17:06:36,185 - my_logger - INFO - 跳过指标 荷兰4周平均原油海运进口 2024-11-19 17:06:36,185 - my_logger - INFO - 跳过指标 西班牙4周平均原油海运进口 2024-11-19 17:06:36,186 - my_logger - INFO - 跳过指标 法国4周平均原油海运进口 2024-11-19 17:06:36,186 - my_logger - INFO - 跳过指标 英国4周平均原油海运进口 2024-11-19 17:06:36,186 - my_logger - INFO - 跳过指标 希腊4周平均原油海运进口 2024-11-19 17:06:36,187 - my_logger - INFO - 跳过指标 德国4周平均原油海运进口 2024-11-19 17:06:36,187 - my_logger - INFO - 跳过指标 波兰4周平均原油海运进口 2024-11-19 17:06:36,187 - my_logger - INFO - 跳过指标 瑞典4周平均原油海运进口 2024-11-19 17:06:36,188 - my_logger - INFO - 跳过指标 葡萄牙4周平均原油海运进口 2024-11-19 17:06:36,188 - my_logger - INFO - 跳过指标 芬兰4周平均原油海运进口 2024-11-19 17:06:36,189 - my_logger - INFO - 跳过指标 立陶宛4周平均原油海运进口 2024-11-19 17:06:36,189 - my_logger - INFO - 跳过指标 罗马尼亚4周平均原油海运进口 2024-11-19 17:06:36,190 - my_logger - INFO - 跳过指标 埃及4周平均原油海运进口 2024-11-19 17:06:36,190 - my_logger - INFO - 跳过指标 土耳其4周平均原油海运进口 2024-11-19 17:06:36,191 - my_logger - INFO - 跳过指标 南非4周平均原油海运进口 2024-11-19 17:06:36,191 - my_logger - INFO - 跳过指标 以色列4周平均原油海运进口 2024-11-19 17:06:36,191 - my_logger - INFO - 跳过指标 阿联酋4周平均原油海运进口 2024-11-19 17:06:36,192 - my_logger - INFO - 跳过指标 澳大利亚4周平均原油海运进口 2024-11-19 17:06:48,395 - my_logger - INFO - 跳过指标 日本周度原油海运进口 2024-11-19 17:06:50,328 - my_logger - INFO - 跳过指标 中东-阿联酋周度原油海运出口/4WMA 2024-11-19 17:06:50,329 - my_logger - INFO - 跳过指标 中东-伊朗周度原油海运出口/4WMA 2024-11-19 17:06:50,329 - my_logger - INFO - 跳过指标 中东-卡塔尔周度原油海运出口/4WMA 2024-11-19 17:06:50,440 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口/4WMA 2024-11-19 17:06:50,440 - my_logger - INFO - 跳过指标 美国原油海运出口/4WMA 2024-11-19 17:06:50,441 - my_logger - INFO - 跳过指标 iraq/4WMA 2024-11-19 17:06:50,441 - my_logger - INFO - 跳过指标 Venezuela/4WMA 2024-11-19 17:06:50,441 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口/4WMA 2024-11-19 17:06:50,443 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口/4WMA 2024-11-19 17:06:50,443 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口/4WMA 2024-11-19 17:06:50,444 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口 2024-11-19 17:06:50,444 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口 2024-11-19 17:06:50,445 - my_logger - INFO - 跳过指标 Kpler-OPEC+（除OPEC）原油海运出口 2024-11-19 17:06:50,445 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口 2024-11-19 17:06:50,446 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口 2024-11-19 17:06:50,446 - my_logger - INFO - 跳过指标 Kpler-阿联酋原油海运出口 2024-11-19 17:06:50,447 - my_logger - INFO - 跳过指标 Kpler-科威特原油海运出口 2024-11-19 17:06:50,447 - my_logger - INFO - 跳过指标 美国原油海运出口 2024-11-19 17:06:50,522 - my_logger - INFO - 跳过指标 欧洲原油海运进口/4WMA 2024-11-19 17:06:50,523 - my_logger - INFO - 跳过指标 日本原油海运进口 2024-11-19 17:06:50,523 - my_logger - INFO - 跳过指标 德国原油海运进口 2024-11-19 17:06:50,524 - my_logger - INFO - 跳过指标 欧洲原油海运进口 2024-11-19 17:06:50,524 - my_logger - INFO - 跳过指标 印度原油海运进口 2024-11-19 17:06:50,524 - my_logger - INFO - 跳过指标 中国原油海运进口 2024-11-19 17:06:50,632 - my_logger - INFO - 跳过指标 美国汽油库存超季节性3年百分比 2024-11-19 17:06:50,633 - my_logger - INFO - 跳过指标 SCvsBrent 2024-11-19 17:06:50,633 - 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 2024-11-19 17:06:50,634 - 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 2024-11-19 17:06:50,634 - 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 2024-11-19 17:06:50,634 - my_logger - INFO - 跳过指标 美国原油库存与汽油库存比值 2024-11-19 17:06:50,635 - 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 2024-11-19 17:06:50,635 - my_logger - INFO - 跳过指标 Brent c1/Comex铜 c1 2024-11-19 17:06:50,636 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差*-1 2024-11-19 17:06:50,636 - my_logger - INFO - 跳过指标 地缘政治风险指数/30DMA 2024-11-19 17:06:50,637 - my_logger - INFO - 跳过指标 地缘政治风险指数/14DMA 2024-11-19 17:06:50,637 - my_logger - INFO - 跳过指标 地缘政治风险指数/7DMA 2024-11-19 17:06:50,637 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/GPRD_MA30 2024-11-19 17:06:50,638 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/WTI连1-连4 2024-11-19 17:06:50,638 - my_logger - INFO - 跳过指标 美国RBOB/CBOB库存比 2024-11-19 17:06:50,639 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数 2024-11-19 17:06:50,639 - 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 2024-11-19 17:06:50,640 - 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 2024-11-19 17:06:50,640 - 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 2024-11-19 17:06:50,640 - my_logger - INFO - 跳过指标 库欣/商业原油库存-美国 2024-11-19 17:06:50,713 - my_logger - INFO - 跳过指标 印度成品油海运进口/4WMA 2024-11-19 17:06:50,714 - my_logger - INFO - 跳过指标 中国成品油海运进口/4WMA 2024-11-19 17:06:50,714 - my_logger - INFO - 跳过指标 欧洲成品油海运进口/4WMA 2024-11-19 17:06:50,715 - my_logger - INFO - 跳过指标 印度成品油海运进口 2024-11-19 17:06:50,715 - my_logger - INFO - 跳过指标 中国汽油海运进口 2024-11-19 17:06:50,716 - my_logger - INFO - 跳过指标 印度柴油海运进口 2024-11-19 17:06:50,716 - my_logger - INFO - 跳过指标 印度汽油海运进口 2024-11-19 17:06:50,717 - my_logger - INFO - 跳过指标 中国柴油海运进口 2024-11-19 17:06:50,717 - my_logger - INFO - 跳过指标 中国成品油海运进口 2024-11-19 17:06:50,718 - my_logger - INFO - 跳过指标 欧洲航煤海运进口 2024-11-19 17:06:50,718 - my_logger - INFO - 跳过指标 欧洲燃料油海运进口 2024-11-19 17:06:50,718 - my_logger - INFO - 跳过指标 欧洲石脑油海运进口 2024-11-19 17:06:50,718 - my_logger - INFO - 跳过指标 欧洲汽油海运进口 2024-11-19 17:06:50,719 - my_logger - INFO - 跳过指标 欧洲柴油海运进口 2024-11-19 17:06:50,719 - my_logger - INFO - 跳过指标 欧洲成品油海运进口 2024-11-19 17:06:50,790 - my_logger - INFO - 跳过指标 美国柴油海运出口/4WMA 2024-11-19 17:06:50,791 - my_logger - INFO - 跳过指标 美国汽油海运出口 2024-11-19 17:06:50,791 - my_logger - INFO - 跳过指标 俄罗斯柴油海运出口 2024-11-19 17:06:50,792 - my_logger - INFO - 跳过指标 俄罗斯成品油海运出口 2024-11-19 17:06:50,792 - my_logger - INFO - 跳过指标 美国柴油海运出口 2024-11-19 17:06:50,793 - my_logger - INFO - 跳过指标 美国成品油海运出口 2024-11-19 17:06:50,793 - my_logger - INFO - 跳过指标 俄罗斯汽油海运出口 2024-11-19 17:06:52,012 - my_logger - INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855'] 2024-11-19 17:06:52,012 - my_logger - INFO - ovx index 2024-11-19 17:06:52,463 - my_logger - INFO - dxy curncy 2024-11-19 17:06:53,053 - my_logger - INFO - C2403128043 2024-11-19 17:06:53,627 - my_logger - INFO - C2403150124 2024-11-19 17:06:54,337 - my_logger - INFO - FVHCM1 INDEX 2024-11-19 17:06:54,694 - my_logger - INFO - doedtprd index 2024-11-19 17:06:54,975 - my_logger - INFO - CFFDQMMN INDEX 2024-11-19 17:06:55,190 - my_logger - INFO - C2403083739 2024-11-19 17:06:55,400 - my_logger - INFO - C2404167878 2024-11-19 17:06:55,618 - my_logger - INFO - lmcads03 lme comdty 2024-11-19 17:06:56,001 - my_logger - INFO - GC1 COMB Comdty 2024-11-19 17:06:56,635 - my_logger - INFO - C2404167855 2024-11-19 17:06:57,320 - 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 ... lmcads03 lme comdty GC1 COMB Comdty C2404167855 9425 2024-11-19 NaN NaN ... NaN NaN NaN 8289 2024-11-18 NaN NaN ... NaN 2615.3 38.5293 10772 2024-11-17 NaN NaN ... NaN NaN NaN 11274 2024-11-16 NaN NaN ... NaN NaN NaN 1733 2024-11-15 NaN NaN ... 9002.5 2570.1 38.3483 [5 rows x 504 columns] 2024-11-19 17:08:19,851 - 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 2024-11-19 17:08:19,855 - 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 2024-11-19 17:08:19,857 - 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 2024-11-19 17:08:19,860 - 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 2024-11-19 17:08:19,863 - 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 2024-11-19 17:08:19,866 - 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 2024-11-19 17:08:19,869 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-19 17:08:19,871 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-19 17:08:19,874 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-19 17:08:19,877 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-19 17:08:19,880 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-19 17:08:19,882 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-19 17:08:19,885 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 17:08:19,888 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 17:08:19,890 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 17:08:19,893 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-19 17:08:19,895 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-19 17:08:19,898 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-19 17:08:19,899 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-19 17:08:19,903 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-19 17:08:19,905 - 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 2024-11-15 2024-11-19 17:08:19,908 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-19 17:08:19,910 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-19 17:08:19,912 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-19 17:08:19,915 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-19 17:08:19,917 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-19 17:08:19,920 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-19 17:08:19,923 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-19 17:08:19,925 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-19 17:08:19,927 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-19 17:08:19,929 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-19 17:08:19,931 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-19 17:08:19,933 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-19 17:08:19,935 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-18 2024-11-19 17:08:19,938 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-18 2024-11-19 17:08:19,941 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-18 2024-11-19 17:08:19,943 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 17:08:19,946 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 17:08:19,948 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 17:08:19,950 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-18 2024-11-19 17:08:19,953 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-18 2024-11-19 17:08:19,956 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-18 2024-11-19 17:08:19,958 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-18 2024-11-19 17:08:19,960 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-18 2024-11-19 17:08:19,962 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-18 2024-11-19 17:08:19,965 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-18 2024-11-19 17:08:19,967 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-18 2024-11-19 17:08:19,970 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-18 2024-11-19 17:08:19,973 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-18 2024-11-19 17:08:19,975 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-18 2024-11-19 17:08:19,978 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-15 2024-11-19 17:08:19,981 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-15 2024-11-19 17:08:19,983 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-18 2024-11-19 17:08:19,985 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-18 2024-11-19 17:08:19,987 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-18 2024-11-19 17:08:19,991 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-18 2024-11-19 17:08:19,993 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-18 2024-11-19 17:08:19,996 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-18 2024-11-19 17:08:19,998 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-18 2024-11-19 17:08:20,000 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-18 2024-11-19 17:08:20,003 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-18 2024-11-19 17:08:20,006 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-18 2024-11-19 17:08:20,009 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-18 2024-11-19 17:08:20,011 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-18 2024-11-19 17:08:20,014 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-18 2024-11-19 17:08:20,016 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-18 2024-11-19 17:08:20,019 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-18 2024-11-19 17:08:20,021 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-18 2024-11-19 17:08:20,024 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-18 2024-11-19 17:08:20,028 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-18 2024-11-19 17:08:20,030 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-19 17:08:20,032 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-18 2024-11-19 17:08:20,034 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-18 2024-11-19 17:08:20,037 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-19 2024-11-19 17:08:20,040 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-18 2024-11-19 17:08:20,043 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-18 2024-11-19 17:08:20,046 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-18 2024-11-19 17:08:20,048 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-18 2024-11-19 17:08:20,050 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 2024-11-19 17:08:20,052 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-18 2024-11-19 17:08:20,055 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-18 2024-11-19 17:08:20,057 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-19 17:08:20,060 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-19 17:08:20,063 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-19 17:08:20,065 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-19 17:08:20,067 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-18 2024-11-19 17:08:20,069 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-18 2024-11-19 17:08:20,072 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-18 2024-11-19 17:08:20,075 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-19 2024-11-19 17:08:20,077 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-18 2024-11-19 17:08:20,080 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-19 17:08:20,083 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-19 17:08:20,085 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-19 17:08:20,088 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-19 17:08:20,091 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-19 17:08:20,093 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-19 17:08:20,096 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-19 17:08:20,098 - my_logger - INFO - Column y was last updated at 2024-11-18 2024-11-19 17:08:20,099 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-15 2024-11-19 17:08:20,101 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-18 2024-11-19 17:08:20,103 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-18 2024-11-19 17:08:20,107 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-19 2024-11-19 17:08:20,110 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-18 2024-11-19 17:08:20,112 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-18 2024-11-19 17:08:20,115 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-18 2024-11-19 17:08:20,117 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-18 2024-11-19 17:08:20,119 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-18 2024-11-19 17:08:20,122 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-18 2024-11-19 17:08:20,125 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-18 2024-11-19 17:08:20,128 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-18 2024-11-19 17:08:20,130 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-18 2024-11-19 17:08:20,132 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-18 2024-11-19 17:08:20,134 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-15 2024-11-19 17:08:20,138 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-18 2024-11-19 17:08:20,141 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-18 2024-11-19 17:08:20,144 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,146 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,148 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,150 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-19 2024-11-19 17:08:20,152 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,155 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,157 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,159 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,161 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,163 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-18 2024-11-19 17:08:20,165 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 17:08:20,167 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 17:08:20,170 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 17:08:20,174 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-18 2024-11-19 17:08:20,179 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-18 2024-11-19 17:08:20,204 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-18 2024-11-19 17:08:20,222 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-18 2024-11-19 17:08:20,240 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,250 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,259 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,263 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-18 2024-11-19 17:08:20,267 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-19 17:08:20,271 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-18 2024-11-19 17:08:20,273 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-18 2024-11-19 17:08:20,278 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 17:08:20,280 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 17:08:20,282 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 17:08:20,284 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 17:08:20,287 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,290 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,293 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,297 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-19 17:08:20,301 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-19 17:08:20,306 - 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 2024-11-18 2024-11-19 17:08:20,308 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 17:08:20,310 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 17:08:20,312 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-19 17:08:20,314 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-19 17:08:20,315 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-19 17:08:20,318 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-19 17:08:20,320 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-19 17:08:20,323 - 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 2024-11-08 2024-11-19 17:08:20,325 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 17:08:20,327 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 17:08:20,329 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-19 17:08:20,332 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-19 17:08:20,334 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-19 17:08:20,336 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 17:08:20,338 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-19 17:08:20,340 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-19 17:08:20,342 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-19 17:08:20,344 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,346 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-19 17:08:20,349 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,350 - 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 2024-11-19 17:08:20,354 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-19 17:08:20,357 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-19 17:08:20,359 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-19 17:08:20,361 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-19 17:08:20,363 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-19 17:08:20,365 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-19 17:08:20,367 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-19 17:08:20,369 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-19 17:08:20,371 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-19 17:08:20,373 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-19 17:08:20,375 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,377 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,378 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,380 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,382 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,384 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,386 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,389 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,391 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-19 17:08:20,393 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-19 17:08:20,395 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-19 17:08:20,397 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,398 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,402 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-19 17:08:20,404 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-19 17:08:20,406 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,408 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-18 2024-11-19 17:08:20,410 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-18 2024-11-19 17:08:20,412 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-18 2024-11-19 17:08:20,414 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-18 2024-11-19 17:08:20,416 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-18 2024-11-19 17:08:20,417 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-19 17:08:20,420 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-19 17:08:20,422 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-18 2024-11-19 17:08:20,424 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-18 2024-11-19 17:08:20,426 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-18 2024-11-19 17:08:20,428 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-18 2024-11-19 17:08:20,429 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-18 2024-11-19 17:08:20,432 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-18 2024-11-19 17:08:20,433 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-18 2024-11-19 17:08:20,435 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-18 2024-11-19 17:08:20,437 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-18 2024-11-19 17:08:20,439 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-18 2024-11-19 17:08:20,441 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-18 2024-11-19 17:08:20,442 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-18 2024-11-19 17:08:20,444 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-18 2024-11-19 17:08:20,446 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-18 2024-11-19 17:08:20,448 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-18 2024-11-19 17:08:20,449 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-18 2024-11-19 17:08:20,452 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-18 2024-11-19 17:08:20,454 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-18 2024-11-19 17:08:20,457 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-18 2024-11-19 17:08:20,458 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-18 2024-11-19 17:08:20,460 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-18 2024-11-19 17:08:20,463 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-18 2024-11-19 17:08:20,464 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-15 2024-11-19 17:08:20,466 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-18 2024-11-19 17:08:20,468 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-18 2024-11-19 17:08:20,470 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-18 2024-11-19 17:08:20,472 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-18 2024-11-19 17:08:20,474 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-18 2024-11-19 17:08:20,476 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-15 2024-11-19 17:08:20,478 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-18 2024-11-19 17:08:20,480 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-18 2024-11-19 17:08:20,482 - my_logger - INFO - Column DFL was last updated at 2024-11-18 2024-11-19 17:08:20,484 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-18 2024-11-19 17:08:20,486 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-19 2024-11-19 17:08:20,488 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-18 2024-11-19 17:08:20,490 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-18 2024-11-19 17:08:20,492 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-19 17:08:20,494 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-18 2024-11-19 17:08:20,496 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-18 2024-11-19 17:08:20,497 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-18 2024-11-19 17:08:20,500 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-18 2024-11-19 17:08:20,502 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-18 2024-11-19 17:08:20,503 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-18 2024-11-19 17:08:20,506 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-18 2024-11-19 17:08:20,508 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-19 2024-11-19 17:08:20,510 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-19 17:08:20,512 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-19 2024-11-19 17:08:20,514 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-19 2024-11-19 17:08:20,516 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-15 2024-11-19 17:08:20,518 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-19 17:08:20,519 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-18 2024-11-19 17:08:20,522 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-19 2024-11-19 17:08:20,524 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-19 2024-11-19 17:08:20,526 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-18 2024-11-19 17:08:20,528 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-19 2024-11-19 17:08:20,530 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-18 2024-11-19 17:08:20,532 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-15 2024-11-19 17:08:20,534 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-15 2024-11-19 17:08:20,535 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-15 2024-11-19 17:08:20,538 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-15 2024-11-19 17:08:20,540 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-18 2024-11-19 17:08:20,542 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-15 2024-11-19 17:08:20,544 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-19 17:08:20,546 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-15 2024-11-19 17:08:20,548 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-19 17:08:20,550 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-18 2024-11-19 17:08:20,552 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-18 2024-11-19 17:08:20,555 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-18 2024-11-19 17:08:20,557 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-19 17:08:20,559 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-18 2024-11-19 17:08:20,560 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-18 2024-11-19 17:08:20,562 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-19 2024-11-19 17:08:20,564 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-18 2024-11-19 17:08:20,565 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-18 2024-11-19 17:08:20,567 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-18 2024-11-19 17:08:20,569 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-18 2024-11-19 17:08:20,572 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-18 2024-11-19 17:08:20,574 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-19 17:08:20,576 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-18 2024-11-19 17:08:20,578 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-18 2024-11-19 17:08:20,579 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-18 2024-11-19 17:08:20,582 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-18 2024-11-19 17:08:20,583 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-18 2024-11-19 17:08:20,587 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-18 2024-11-19 17:08:20,590 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-18 2024-11-19 17:08:20,591 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-11 2024-11-19 17:08:20,593 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-11 2024-11-19 17:08:20,595 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-18 2024-11-19 17:08:20,597 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-15 2024-11-19 17:08:20,598 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-18 2024-11-19 17:08:20,600 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-18 2024-11-19 17:08:20,603 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-18 2024-11-19 17:08:20,605 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-18 2024-11-19 17:08:20,607 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-18 2024-11-19 17:08:20,609 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-18 2024-11-19 17:08:20,611 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-18 2024-11-19 17:08:20,613 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-18 2024-11-19 17:08:20,615 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-18 2024-11-19 17:08:20,617 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-18 2024-11-19 17:08:20,619 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-18 2024-11-19 17:08:20,621 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-18 2024-11-19 17:08:20,624 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-18 2024-11-19 17:08:20,626 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-18 2024-11-19 17:08:20,627 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-18 2024-11-19 17:08:20,630 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-18 2024-11-19 17:08:20,631 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-19 2024-11-19 17:08:20,633 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-19 2024-11-19 17:08:20,635 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-19 2024-11-19 17:08:20,638 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-19 2024-11-19 17:08:20,640 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 17:08:20,642 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 17:08:20,644 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 17:08:20,646 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 17:08:20,648 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,650 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,652 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-18 2024-11-19 17:08:20,655 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-18 2024-11-19 17:08:20,657 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-17 2024-11-19 17:08:20,658 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-18 2024-11-19 17:08:20,661 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-18 2024-11-19 17:08:20,663 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-18 2024-11-19 17:08:20,664 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-18 2024-11-19 17:08:20,666 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-18 2024-11-19 17:08:20,668 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-18 2024-11-19 17:08:20,671 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-18 2024-11-19 17:08:20,673 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-18 2024-11-19 17:08:20,675 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-18 2024-11-19 17:08:20,677 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-18 2024-11-19 17:08:20,679 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-18 2024-11-19 17:08:20,681 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 17:08:20,683 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 17:08:20,686 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 17:08:20,688 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 17:08:20,690 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-19 17:08:20,691 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-19 17:08:20,693 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-19 17:08:20,695 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 17:08:20,697 - 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 2024-11-19 17:08:20,699 - 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 2024-11-15 2024-11-19 17:08:20,700 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-19 17:08:20,702 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-19 17:08:20,704 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-19 17:08:20,707 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,708 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 17:08:20,710 - 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 2024-11-08 2024-11-19 17:08:20,712 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-19 17:08:20,714 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-19 17:08:20,716 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-19 17:08:20,718 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-19 17:08:20,719 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-19 17:08:20,722 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-19 17:08:20,724 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-19 17:08:20,726 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,727 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,729 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,731 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,733 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,734 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,736 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,739 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,741 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,743 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,745 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,747 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,748 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-19 17:08:20,750 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-19 17:08:20,752 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-19 17:08:20,754 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-19 17:08:20,756 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-19 17:08:20,758 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-19 17:08:20,760 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-19 17:08:20,762 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,764 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,766 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,768 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-19 17:08:20,771 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-19 17:08:20,774 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-19 17:08:20,776 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-19 17:08:20,778 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-19 17:08:20,780 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-19 17:08:20,781 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 17:08:20,783 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-19 17:08:20,785 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-19 17:08:20,787 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-19 17:08:20,790 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-19 17:08:20,792 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-19 17:08:20,794 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-19 17:08:20,795 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-19 17:08:20,797 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-19 17:08:20,799 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-19 17:08:20,802 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-19 17:08:20,803 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-19 17:08:20,806 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-19 17:08:20,808 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-19 17:08:20,810 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-15 2024-11-19 17:08:20,811 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-15 2024-11-19 17:08:20,813 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-19 17:08:20,815 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-19 17:08:20,817 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-19 17:08:20,819 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-19 17:08:20,823 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-19 17:08:20,825 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-19 17:08:20,826 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-19 17:08:20,828 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,830 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-19 17:08:20,832 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-19 17:08:20,833 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,835 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,837 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,840 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,842 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,844 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,846 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,847 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-19 17:08:20,849 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,851 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-19 17:08:20,854 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,857 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-19 17:08:20,860 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,863 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-19 17:08:20,865 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,867 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,868 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,871 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,873 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,875 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-19 17:08:20,877 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,878 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,880 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,882 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,884 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,887 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,888 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,891 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,893 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,895 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,897 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,899 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,901 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,903 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,905 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,907 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,909 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,910 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,912 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,914 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,916 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,918 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,921 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-19 17:08:20,923 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,925 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-19 17:08:20,927 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,928 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,930 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,933 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,935 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,937 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-19 17:08:20,939 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,941 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,943 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,945 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,947 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,949 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-19 17:08:20,950 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,953 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,955 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,957 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,959 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,961 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,963 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,965 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,967 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,969 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,971 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,973 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,975 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,977 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,980 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,982 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,984 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,986 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,989 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,991 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,994 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-19 17:08:20,996 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-18 2024-11-19 17:08:20,998 - my_logger - INFO - Column ovx index was last updated at 2024-11-18 2024-11-19 17:08:21,000 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-19 17:08:21,002 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-18 2024-11-19 17:08:21,004 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-18 2024-11-19 17:08:21,006 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-18 2024-11-19 17:08:21,008 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-19 17:08:21,011 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-19 17:08:21,014 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-19 17:08:21,016 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-19 17:08:21,018 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-15 2024-11-19 17:08:21,020 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-18 2024-11-19 17:08:21,023 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-18 2024-11-19 17:08:21,029 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-19 17:08:21,031 - my_logger - INFO - 删除预警的特征前数据量：(2515, 504) 2024-11-19 17:08:21,035 - my_logger - INFO - 删除预警的特征后数据量：(2515, 438) 2024-11-19 17:08:21,036 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 438) 2024-11-19 17:08:21,524 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 434) 2024-11-19 17:08:21,528 - my_logger - INFO - 删除预测列为空值的行后数据量：(1779, 434) 2024-11-19 17:08:21,530 - my_logger - INFO - 删除全为空值的列后数据量：(1779, 363) 2024-11-19 17:08:25,006 - my_logger - INFO - 日度(231) 周度(130) 月度(1) 0 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需 2 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年 3 西北欧炼厂加工Brent原油CDU利润 M2 美国汽油表需（周度） 4 美墨湾炼厂加工WTI原油CDU利润 M2 美国汽油产量（周度） .. ... ... ... 226 C2403128043 227 C2403150124 228 FVHCM1 INDEX 229 GC1 COMB Comdty 230 C2404167855 [231 rows x 3 columns] 2024-11-19 17:08:25,018 - my_logger - INFO - 特征信息：总共有360个,日度(231),周度(130),月度(1), 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： 2024-11-19 17:08:25,019 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 17:08:26,281 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '73.3' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 17:08:26,282 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 17:08:26,301 - my_logger - INFO - 最近20天预测残差最低的模型名称：LSTM 2024-11-19 17:08:26,313 - my_logger - INFO - 开始训练模型... 2024-11-19 17:08:26,326 - my_logger - INFO - Training set head: 2024-11-19 17:08:26,326 - 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 2849 2018-01-02 37951.0 732.4702 205.1905 61698.0 ... 0.0 0.0 0.0 0.0 1 2848 2018-01-03 37951.0 732.4702 205.1905 61698.0 ... 0.0 0.0 0.0 0.0 1 2847 2018-01-04 37951.0 732.4702 205.1905 61698.0 ... 0.0 0.0 0.0 0.0 1 336 2018-01-05 37951.0 732.4702 205.1905 61698.0 ... 0.0 0.0 0.0 0.0 1 2846 2018-01-08 37951.0 732.4702 205.1905 61698.0 ... 0.0 0.0 0.0 0.0 1 [5 rows x 378 columns] 2024-11-19 17:08:26,657 - my_logger - INFO - Testing set head: 2024-11-19 17:08:26,658 - 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 8789 2019-05-21 36227.0 732.4702 -174.6190 66003.0 ... 0.0 0.0 0.0 0.0 1 8788 2019-05-22 36227.0 732.4702 -174.6190 66003.0 ... 0.0 0.0 0.0 0.0 1 8787 2019-05-23 36227.0 732.4702 -174.6190 66003.0 ... 0.0 0.0 0.0 0.0 1 264 2019-05-24 38186.0 732.4702 -343.0476 65758.0 ... 0.0 0.0 0.0 0.0 1 8786 2019-05-27 38186.0 732.4702 -343.0476 65758.0 ... 0.0 0.0 0.0 0.0 1 [5 rows x 378 columns] 2024-11-19 17:17:29,252 - my_logger - INFO - 模型训练完成 2024-11-19 17:17:29,255 - my_logger - INFO - 训练数据绘图ing 2024-11-19 17:17:30,585 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.878784', LSTM = '74.753944', iTransformer = '74.90624', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.20709', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.168846', MLPMultivariate = '72.499794', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 17:17:32,356 - my_logger - INFO - 训练数据绘图end 2024-11-19 17:17:32,356 - my_logger - INFO - 制作报告ing 2024-11-19 17:17:32,651 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 17:17:34,556 - my_logger - INFO - 价格类指标的相关性总和为：67.36181900830297 2024-11-19 17:17:34,558 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 17:17:36,281 - my_logger - INFO - 供应类指标的相关性总和为：15.18606570965436 2024-11-19 17:17:36,283 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 17:17:37,992 - my_logger - INFO - 其他类指标的相关性总和为：6.246853988086785 2024-11-19 17:17:37,993 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 17:17:39,750 - my_logger - INFO - 库存类指标的相关性总和为：20.35727874858709 2024-11-19 17:17:39,751 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-19 17:17:41,500 - my_logger - INFO - 期货市场类指标的相关性总和为：51.576111130270405 2024-11-19 17:17:41,501 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-19 17:17:41,821 - my_logger - INFO - 运输类指标的相关性总和为：1.0249209969840862 2024-11-19 17:17:41,823 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 17:17:43,531 - my_logger - INFO - 进出口类指标的相关性总和为：5.690292182824263 2024-11-19 17:17:43,533 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 17:17:45,299 - my_logger - INFO - 需求类指标的相关性总和为：12.42671643878691 2024-11-19 17:17:45,300 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 17:17:45,649 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 17:17:49,294 - my_logger - INFO - 制作报告end 2024-11-19 17:17:49,295 - my_logger - INFO - 模型训练完成 2024-11-19 17:17:54,929 - my_logger - INFO - 邮件发送成功！ 2024-11-19 20:21:19,406 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 20:21:19,406 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 20:21:19,411 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 20:21:19,411 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 20:22:12,728 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 20:22:12,728 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 20:22:13,458 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 20:22:13,458 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 20:22:13,466 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 20:22:13,466 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 20:22:13,472 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 20:22:13,472 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 20:22:16,308 - my_logger - INFO - 日度(219) 周度(94) 84天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 20:22:16,308 - my_logger - INFO - 日度(219) 周度(94) 84天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 20:22:16,333 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),84天(1), 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： 2024-11-19 20:22:16,333 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),84天(1), 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： 2024-11-19 20:22:16,337 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 20:22:16,337 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 20:22:17,406 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 20:22:17,406 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 20:22:17,427 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 20:22:17,427 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 20:22:17,471 - my_logger - INFO - 最近20天预测残差最低的模型名称：NHITS 2024-11-19 20:22:17,471 - my_logger - INFO - 最近20天预测残差最低的模型名称：NHITS 2024-11-19 20:22:17,492 - my_logger - INFO - 开始训练模型... 2024-11-19 20:22:17,492 - my_logger - INFO - 开始训练模型... 2024-11-19 20:22:17,555 - my_logger - INFO - 模型训练完成 2024-11-19 20:22:17,555 - my_logger - INFO - 模型训练完成 2024-11-19 20:22:17,560 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:22:17,560 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:22:19,498 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:22:19,498 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:22:19,510 - my_logger - INFO - 制作报告ing 2024-11-19 20:22:19,510 - my_logger - INFO - 制作报告ing 2024-11-19 20:22:19,719 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 20:22:19,719 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 20:22:23,953 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 20:22:23,953 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 20:22:23,960 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 20:22:23,960 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 20:22:27,929 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 20:22:27,929 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 20:22:27,934 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 20:22:27,934 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 20:22:32,016 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 20:22:32,016 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 20:22:32,021 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 20:22:32,021 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 20:22:36,174 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 20:22:36,174 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 20:22:36,178 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 20:22:36,178 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 20:22:40,109 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 20:22:40,109 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 20:22:40,113 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 20:22:40,113 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 20:22:41,102 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 20:22:41,102 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 20:22:41,106 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 20:22:41,106 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 20:22:43,918 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 20:22:43,918 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 20:22:43,923 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 20:22:43,923 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 20:22:44,679 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 20:22:44,679 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 20:22:49,485 - my_logger - INFO - 制作报告end 2024-11-19 20:22:49,485 - my_logger - INFO - 制作报告end 2024-11-19 20:22:49,487 - my_logger - INFO - 模型训练完成 2024-11-19 20:22:49,487 - my_logger - INFO - 模型训练完成 2024-11-19 20:28:56,997 - my_logger - INFO - 模型训练完成 2024-11-19 20:28:56,997 - my_logger - INFO - 模型训练完成 2024-11-19 20:28:57,001 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:28:57,001 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:28:58,982 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:28:58,982 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:37:55,472 - my_logger - INFO - 模型训练完成 2024-11-19 20:37:55,472 - my_logger - INFO - 模型训练完成 2024-11-19 20:37:55,476 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:37:55,476 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:37:57,457 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:37:57,457 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:38:41,727 - my_logger - INFO - 模型训练完成 2024-11-19 20:38:41,727 - my_logger - INFO - 模型训练完成 2024-11-19 20:38:41,733 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:38:41,733 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:38:43,725 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:38:43,725 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:39:48,636 - my_logger - INFO - 模型训练完成 2024-11-19 20:39:48,636 - my_logger - INFO - 模型训练完成 2024-11-19 20:39:48,641 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:39:48,641 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:39:51,138 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:39:51,138 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:40:07,737 - my_logger - INFO - 模型训练完成 2024-11-19 20:40:07,737 - my_logger - INFO - 模型训练完成 2024-11-19 20:40:07,744 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:40:07,744 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:40:10,475 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:40:10,475 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:42:17,166 - my_logger - INFO - 模型训练完成 2024-11-19 20:42:17,166 - my_logger - INFO - 模型训练完成 2024-11-19 20:42:17,171 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:42:17,171 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:42:19,848 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:42:19,848 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:50:27,773 - my_logger - INFO - 模型训练完成 2024-11-19 20:50:27,773 - my_logger - INFO - 模型训练完成 2024-11-19 20:50:27,778 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:50:27,778 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:51:02,274 - my_logger - INFO - 模型训练完成 2024-11-19 20:51:02,274 - my_logger - INFO - 模型训练完成 2024-11-19 20:51:02,280 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:51:02,280 - my_logger - INFO - 训练数据绘图ing 2024-11-19 20:51:04,946 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:51:04,946 - my_logger - INFO - 训练数据绘图end 2024-11-19 20:51:51,377 - my_logger - INFO - 模型训练完成 2024-11-19 20:51:51,377 - my_logger - INFO - 模型训练完成 2024-11-19 20:51:51,384 - 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my_logger - INFO - 训练数据绘图ing 2024-11-19 21:25:38,380 - my_logger - INFO - 模型训练完成 2024-11-19 21:25:38,380 - my_logger - INFO - 模型训练完成 2024-11-19 21:25:38,386 - my_logger - INFO - 训练数据绘图ing 2024-11-19 21:25:38,386 - my_logger - INFO - 训练数据绘图ing 2024-11-19 21:25:41,810 - my_logger - INFO - 训练数据绘图end 2024-11-19 21:25:41,810 - my_logger - INFO - 训练数据绘图end 2024-11-19 21:35:05,181 - my_logger - INFO - 模型训练完成 2024-11-19 21:35:05,181 - my_logger - INFO - 模型训练完成 2024-11-19 21:35:05,188 - my_logger - INFO - 训练数据绘图ing 2024-11-19 21:35:05,188 - my_logger - INFO - 训练数据绘图ing 2024-11-19 21:35:08,486 - my_logger - INFO - 训练数据绘图end 2024-11-19 21:35:08,486 - my_logger - INFO - 训练数据绘图end 2024-11-19 21:38:45,175 - my_logger - INFO - 模型训练完成 2024-11-19 21:38:45,175 - my_logger - INFO - 模型训练完成 2024-11-19 21:38:45,181 - my_logger - INFO - 训练数据绘图ing 2024-11-19 21:38:45,181 - my_logger - INFO - 训练数据绘图ing 2024-11-19 21:38:48,305 - my_logger - INFO - 训练数据绘图end 2024-11-19 21:38:48,305 - my_logger - INFO - 训练数据绘图end 2024-11-19 21:43:21,407 - my_logger - INFO - 模型训练完成 2024-11-19 21:43:21,407 - my_logger - INFO - 模型训练完成 2024-11-19 21:43:21,412 - my_logger - INFO - 训练数据绘图ing 2024-11-19 21:43:21,412 - my_logger - INFO - 训练数据绘图ing 2024-11-19 21:43:24,338 - my_logger - INFO - 训练数据绘图end 2024-11-19 21:43:24,338 - my_logger - INFO - 训练数据绘图end 2024-11-19 21:52:18,326 - my_logger - INFO - 模型训练完成 2024-11-19 21:52:18,326 - my_logger - INFO - 模型训练完成 2024-11-19 21:52:18,331 - my_logger - INFO - 训练数据绘图ing 2024-11-19 21:52:18,331 - my_logger - INFO - 训练数据绘图ing 2024-11-19 21:52:21,413 - my_logger - INFO - 训练数据绘图end 2024-11-19 21:52:21,413 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:09:44,730 - my_logger - INFO - 模型训练完成 2024-11-19 22:09:44,730 - my_logger - INFO - 模型训练完成 2024-11-19 22:09:44,737 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:09:44,737 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:09:49,407 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:09:49,407 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:23:07,971 - my_logger - INFO - 模型训练完成 2024-11-19 22:23:07,971 - 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my_logger - INFO - 训练数据绘图ing 2024-11-19 22:33:01,001 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:33:01,001 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:35:05,970 - my_logger - INFO - 模型训练完成 2024-11-19 22:35:05,970 - my_logger - INFO - 模型训练完成 2024-11-19 22:35:05,975 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:35:05,975 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:35:08,712 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:35:08,712 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:37:30,259 - my_logger - INFO - 模型训练完成 2024-11-19 22:37:30,259 - my_logger - INFO - 模型训练完成 2024-11-19 22:37:30,263 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:37:30,263 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:37:33,191 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:37:33,191 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:38:20,373 - my_logger - INFO - 模型训练完成 2024-11-19 22:38:20,373 - my_logger - INFO - 模型训练完成 2024-11-19 22:38:20,378 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:38:20,378 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:38:23,342 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:38:23,342 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:43:40,477 - my_logger - INFO - 模型训练完成 2024-11-19 22:43:40,477 - my_logger - INFO - 模型训练完成 2024-11-19 22:43:40,518 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:43:40,518 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:43:45,051 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:43:45,051 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:45:43,007 - my_logger - INFO - 模型训练完成 2024-11-19 22:45:43,007 - my_logger - INFO - 模型训练完成 2024-11-19 22:45:43,012 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:45:43,012 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:45:45,653 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:45:45,653 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:46:20,684 - my_logger - INFO - 模型训练完成 2024-11-19 22:46:20,684 - my_logger - INFO - 模型训练完成 2024-11-19 22:46:20,690 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:46:20,690 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:46:23,199 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:46:23,199 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:47:18,124 - my_logger - INFO - 模型训练完成 2024-11-19 22:47:18,124 - my_logger - INFO - 模型训练完成 2024-11-19 22:47:18,130 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:47:18,130 - my_logger - INFO - 训练数据绘图ing 2024-11-19 22:47:21,522 - my_logger - INFO - 训练数据绘图end 2024-11-19 22:47:21,522 - my_logger - INFO - 训练数据绘图end 2024-11-19 23:55:25,873 - my_logger - INFO - 模型训练完成 2024-11-19 23:55:25,873 - my_logger - INFO - 模型训练完成 2024-11-19 23:55:25,879 - my_logger - INFO - 训练数据绘图ing 2024-11-19 23:55:25,879 - my_logger - INFO - 训练数据绘图ing 2024-11-19 23:56:31,936 - my_logger - INFO - 模型训练完成 2024-11-19 23:56:31,936 - my_logger - INFO - 模型训练完成 2024-11-19 23:56:31,941 - my_logger - INFO - 训练数据绘图ing 2024-11-19 23:56:31,941 - my_logger - INFO - 训练数据绘图ing 2024-11-19 23:57:05,127 - my_logger - INFO - 模型训练完成 2024-11-19 23:57:05,127 - my_logger - INFO - 模型训练完成 2024-11-19 23:57:05,132 - my_logger - INFO - 训练数据绘图ing 2024-11-19 23:57:05,132 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:01:05,404 - my_logger - INFO - 模型训练完成 2024-11-20 00:01:05,404 - my_logger - INFO - 模型训练完成 2024-11-20 00:01:05,442 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:01:05,442 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:04:25,195 - my_logger - INFO - 模型训练完成 2024-11-20 00:04:25,195 - my_logger - INFO - 模型训练完成 2024-11-20 00:04:25,200 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:04:25,200 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:05:17,987 - my_logger - INFO - 模型训练完成 2024-11-20 00:05:17,987 - my_logger - INFO - 模型训练完成 2024-11-20 00:05:18,026 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:05:18,026 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:08:08,273 - my_logger - INFO - 模型训练完成 2024-11-20 00:08:08,273 - my_logger - INFO - 模型训练完成 2024-11-20 00:08:08,279 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:08:08,279 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:09:00,569 - my_logger - INFO - 模型训练完成 2024-11-20 00:09:00,569 - my_logger - INFO - 模型训练完成 2024-11-20 00:09:00,576 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:09:00,576 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:09:05,162 - my_logger - INFO - 训练数据绘图end 2024-11-20 00:09:05,162 - my_logger - INFO - 训练数据绘图end 2024-11-20 00:19:14,411 - my_logger - INFO - 模型训练完成 2024-11-20 00:19:14,411 - my_logger - INFO - 模型训练完成 2024-11-20 00:19:14,416 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:19:14,416 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:21:28,945 - my_logger - INFO - 模型训练完成 2024-11-20 00:21:28,945 - my_logger - INFO - 模型训练完成 2024-11-20 00:21:28,950 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:21:28,950 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:23:17,209 - my_logger - INFO - 模型训练完成 2024-11-20 00:23:17,209 - my_logger - INFO - 模型训练完成 2024-11-20 00:23:17,215 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:23:17,215 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:23:19,551 - my_logger - INFO - 训练数据绘图end 2024-11-20 00:23:19,551 - my_logger - INFO - 训练数据绘图end 2024-11-20 00:25:08,197 - my_logger - INFO - 模型训练完成 2024-11-20 00:25:08,197 - my_logger - INFO - 模型训练完成 2024-11-20 00:25:08,204 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:25:08,204 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:25:10,912 - my_logger - INFO - 训练数据绘图end 2024-11-20 00:25:10,912 - my_logger - INFO - 训练数据绘图end 2024-11-20 00:26:16,462 - my_logger - INFO - 模型训练完成 2024-11-20 00:26:16,462 - my_logger - INFO - 模型训练完成 2024-11-20 00:26:16,469 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:26:16,469 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:26:18,948 - my_logger - INFO - 训练数据绘图end 2024-11-20 00:26:18,948 - my_logger - INFO - 训练数据绘图end 2024-11-20 00:26:32,738 - my_logger - INFO - 模型训练完成 2024-11-20 00:26:32,738 - my_logger - INFO - 模型训练完成 2024-11-20 00:26:32,748 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:26:32,748 - my_logger - INFO - 训练数据绘图ing 2024-11-20 00:26:35,477 - my_logger - INFO - 训练数据绘图end 2024-11-20 00:26:35,477 - my_logger - INFO - 训练数据绘图end 2024-11-20 09:32:24,986 - my_logger - INFO - 从eta获取数据... 2024-11-20 09:32:24,986 - my_logger - INFO - 从eta获取数据... 2024-11-20 09:33:08,074 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 2024-11-20 09:33:08,074 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 2024-11-20 09:33:08,076 - my_logger - INFO - 跳过指标 PP2409前20多单量 2024-11-20 09:33:08,076 - my_logger - INFO - 跳过指标 PP2409前20多单量 2024-11-20 09:33:08,078 - my_logger - INFO - 跳过指标 PP2409前20空单量 2024-11-20 09:33:08,078 - my_logger - INFO - 跳过指标 PP2409前20空单量 2024-11-20 09:33:28,116 - 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'] 2024-11-20 09:33:28,116 - 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'] 2024-11-20 09:33:28,118 - my_logger - INFO - lmcads03 lme comdty 2024-11-20 09:33:28,118 - my_logger - INFO - lmcads03 lme comdty 2024-11-20 09:33:28,459 - my_logger - INFO - GC1 COMB Comdty 2024-11-20 09:33:28,459 - my_logger - INFO - GC1 COMB Comdty 2024-11-20 09:33:29,069 - my_logger - INFO - C2404171822 2024-11-20 09:33:29,069 - my_logger - INFO - C2404171822 2024-11-20 09:33:29,731 - my_logger - INFO - dxy curncy 2024-11-20 09:33:29,731 - my_logger - INFO - dxy curncy 2024-11-20 09:33:30,325 - my_logger - INFO - S5443199 2024-11-20 09:33:30,325 - my_logger - INFO - S5443199 2024-11-20 09:33:30,626 - my_logger - INFO - S5479800 2024-11-20 09:33:30,626 - my_logger - INFO - S5479800 2024-11-20 09:33:30,886 - my_logger - INFO - S5443108 2024-11-20 09:33:30,886 - my_logger - INFO - S5443108 2024-11-20 09:33:31,188 - my_logger - INFO - H7358586 2024-11-20 09:33:31,188 - my_logger - INFO - H7358586 2024-11-20 09:33:31,365 - my_logger - INFO - LC3FM1 INDEX 2024-11-20 09:33:31,365 - my_logger - INFO - LC3FM1 INDEX 2024-11-20 09:33:31,636 - my_logger - INFO - CNY REGN Curncy 2024-11-20 09:33:31,636 - my_logger - INFO - CNY REGN Curncy 2024-11-20 09:33:32,512 - my_logger - INFO - s0105897 2024-11-20 09:33:32,512 - my_logger - INFO - s0105897 2024-11-20 09:33:32,966 - my_logger - INFO - M0067419 2024-11-20 09:33:32,966 - my_logger - INFO - M0067419 2024-11-20 09:33:33,355 - my_logger - INFO - M0066351 2024-11-20 09:33:33,355 - my_logger - INFO - M0066351 2024-11-20 09:33:33,754 - my_logger - INFO - S0266372 2024-11-20 09:33:33,754 - my_logger - INFO - S0266372 2024-11-20 09:33:34,038 - my_logger - INFO - S0266438 2024-11-20 09:33:34,038 - my_logger - INFO - S0266438 2024-11-20 09:33:34,342 - my_logger - INFO - S0266506 2024-11-20 09:33:34,342 - my_logger - INFO - S0266506 2024-11-20 09:33:34,661 - 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） \ 6556 2024-11-20 NaN NaN NaN 6462 2024-11-19 NaN NaN NaN 950 2024-11-18 NaN NaN NaN 6557 2024-11-17 NaN NaN NaN 6558 2024-11-16 NaN NaN NaN 华东聚丙烯基差（折盘面收盘价） 聚丙烯品类价差：共聚与拉丝（华东） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） \ 6556 NaN NaN NaN NaN NaN 6462 NaN NaN NaN NaN NaN 950 NaN NaN -1183.0 NaN NaN 6557 NaN NaN NaN NaN NaN 6558 NaN NaN NaN NaN NaN PP无纺布生产成本（日） ... 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 PVC期货主力 \ 6556 NaN ... NaN NaN NaN NaN NaN NaN 6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN 950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 6557 NaN ... NaN NaN NaN NaN NaN NaN 6558 NaN ... NaN NaN NaN NaN NaN NaN PE期货收盘价 PP连续-1月 PP连续-5月 PP连续-9月 6556 NaN NaN NaN NaN 6462 NaN NaN NaN NaN 950 NaN NaN NaN NaN 6557 NaN NaN NaN NaN 6558 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-20 09:33:34,661 - 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） \ 6556 2024-11-20 NaN NaN NaN 6462 2024-11-19 NaN NaN NaN 950 2024-11-18 NaN NaN NaN 6557 2024-11-17 NaN NaN NaN 6558 2024-11-16 NaN NaN NaN 华东聚丙烯基差（折盘面收盘价） 聚丙烯品类价差：共聚与拉丝（华东） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） \ 6556 NaN NaN NaN NaN NaN 6462 NaN NaN NaN NaN NaN 950 NaN NaN -1183.0 NaN NaN 6557 NaN NaN NaN NaN NaN 6558 NaN NaN NaN NaN NaN PP无纺布生产成本（日） ... 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 PVC期货主力 \ 6556 NaN ... NaN NaN NaN NaN NaN NaN 6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN 950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 6557 NaN ... NaN NaN NaN NaN NaN NaN 6558 NaN ... NaN NaN NaN NaN NaN NaN PE期货收盘价 PP连续-1月 PP连续-5月 PP连续-9月 6556 NaN NaN NaN NaN 6462 NaN NaN NaN NaN 950 NaN NaN NaN NaN 6557 NaN NaN NaN NaN 6558 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-20 09:34:31,235 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) 2024-11-20 09:34:31,235 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) 2024-11-20 09:34:31,634 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) 2024-11-20 09:34:31,634 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) 2024-11-20 09:34:31,638 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) 2024-11-20 09:34:31,638 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) 2024-11-20 09:34:31,641 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) 2024-11-20 09:34:31,641 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) 2024-11-20 09:34:33,167 - my_logger - INFO - 日度(218) 周度(94) 154天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 213 PE期货收盘价 214 PP连续-1月 215 PP连续-5月 216 PP连续-9月 217 y [218 rows x 3 columns] 2024-11-20 09:34:33,167 - my_logger - INFO - 日度(218) 周度(94) 154天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 213 PE期货收盘价 214 PP连续-1月 215 PP连续-5月 216 PP连续-9月 217 y [218 rows x 3 columns] 2024-11-20 09:34:33,176 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),154天(1), 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： 2024-11-20 09:34:33,176 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),154天(1), 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： 2024-11-20 09:34:33,179 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 09:34:33,179 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 09:34:33,802 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 09:34:33,802 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 09:34:33,827 - my_logger - INFO - 开始训练模型... 2024-11-20 09:34:33,827 - my_logger - INFO - 开始训练模型... 2024-11-20 09:34:33,857 - my_logger - INFO - 模型训练完成 2024-11-20 09:34:33,857 - my_logger - INFO - 模型训练完成 2024-11-20 09:34:33,861 - my_logger - INFO - 训练数据绘图ing 2024-11-20 09:34:33,861 - my_logger - INFO - 训练数据绘图ing 2024-11-20 09:34:36,867 - my_logger - INFO - 训练数据绘图end 2024-11-20 09:34:36,867 - my_logger - INFO - 训练数据绘图end 2024-11-20 09:34:36,883 - my_logger - INFO - 制作报告ing 2024-11-20 09:34:36,883 - my_logger - INFO - 制作报告ing 2024-11-20 09:34:37,004 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-20 09:34:37,004 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-20 09:34:39,092 - my_logger - INFO - 价差类指标的相关性总和为：11.033279360751804 2024-11-20 09:34:39,092 - my_logger - INFO - 价差类指标的相关性总和为：11.033279360751804 2024-11-20 09:34:39,096 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-20 09:34:39,096 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-20 09:34:41,172 - my_logger - INFO - 价格类指标的相关性总和为：91.11201716083437 2024-11-20 09:34:41,172 - my_logger - INFO - 价格类指标的相关性总和为：91.11201716083437 2024-11-20 09:34:41,174 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-20 09:34:41,174 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-20 09:34:43,322 - my_logger - INFO - 供应类指标的相关性总和为：19.68970163194788 2024-11-20 09:34:43,322 - my_logger - INFO - 供应类指标的相关性总和为：19.68970163194788 2024-11-20 09:34:43,325 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-20 09:34:43,325 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-20 09:34:45,683 - my_logger - INFO - 其他类指标的相关性总和为：12.062003637554202 2024-11-20 09:34:45,683 - my_logger - INFO - 其他类指标的相关性总和为：12.062003637554202 2024-11-20 09:34:45,686 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-20 09:34:45,686 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-20 09:34:47,766 - my_logger - INFO - 库存类指标的相关性总和为：11.266242723870176 2024-11-20 09:34:47,766 - my_logger - INFO - 库存类指标的相关性总和为：11.266242723870176 2024-11-20 09:34:47,768 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-20 09:34:47,768 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-20 09:34:48,337 - my_logger - INFO - 进出口类指标的相关性总和为：1.6205427630454334 2024-11-20 09:34:48,337 - my_logger - INFO - 进出口类指标的相关性总和为：1.6205427630454334 2024-11-20 09:34:48,340 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-20 09:34:48,340 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-20 09:34:49,851 - my_logger - INFO - 需求类指标的相关性总和为：6.761200339955732 2024-11-20 09:34:49,851 - my_logger - INFO - 需求类指标的相关性总和为：6.761200339955732 2024-11-20 09:34:49,854 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-20 09:34:49,854 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-20 09:34:50,309 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-20 09:34:50,309 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-20 09:34:53,228 - my_logger - INFO - 制作报告end 2024-11-20 09:34:53,228 - my_logger - INFO - 制作报告end 2024-11-20 09:34:53,230 - my_logger - INFO - 模型训练完成 2024-11-20 09:34:53,230 - my_logger - INFO - 模型训练完成 2024-11-20 09:34:53,249 - my_logger - INFO - Training set head: 2024-11-20 09:34:53,249 - my_logger - INFO - Training set head: 2024-11-20 09:34:53,252 - 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） \ 738 2021-10-19 -165.5689 57.0 -93.0 737 2021-10-20 -165.5689 198.0 48.0 736 2021-10-21 -165.5689 215.0 -75.0 735 2021-10-22 -165.5689 177.0 -63.0 734 2021-10-25 -165.5689 298.0 -2.0 华东聚丙烯基差（折盘面收盘价） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） PP无纺布生产成本（日） \ 738 -43.0 -5763.0 9600.0 10750.0 11862.5 737 148.0 -6063.0 9400.0 10500.0 11785.0 736 35.0 -6135.0 9250.0 10400.0 11547.5 735 27.0 -6313.0 9100.0 10150.0 11432.5 734 48.0 -6463.0 8950.0 10050.0 11432.5 CPP薄膜成本（日） PE注塑开工率/周 PET瓶片：利润：中国（日）7DMA PP：看跌比例：中国（周） PP：看平比例：中国（周） \ 738 12410.0 76.6 252.6543 47.37 45.61 737 12230.0 76.6 274.3293 47.37 45.61 736 12140.0 76.6 285.7421 47.37 45.61 735 12140.0 76.6 289.5271 47.37 45.61 734 12000.0 76.6 303.8900 47.37 45.61 PP：看升比例：中国（周） PP看空情绪指数环差 PP多空情绪强弱指数 再生PP市场价/山东（日） \ 738 7.02 31.44 0.1482 7735.0 737 7.02 31.44 0.1482 7735.0 736 7.02 31.44 0.1482 7635.0 735 7.02 31.44 0.1482 7535.0 734 7.02 31.44 0.1482 7435.0 印度粉矿：57%Fe：品牌价格：青岛港 美国-中国PS（GPPS）价差 塑编产成品库存 塑编订单天数 塑编产成品库存天数 \ 738 460.00 415.0 3617.9 8.1 11.0 737 460.00 415.0 3617.9 8.1 11.0 736 422.28 415.0 3617.9 8.1 11.0 735 425.96 415.0 3617.9 8.1 11.0 734 425.96 415.0 3617.9 8.1 11.0 塑编原材料库存天数 塑编整体开工率 PP管材开工率 PP无纺布开工率 BOPP开工率 中国PP无纺布原料库存天数 \ 738 10.3 47.0 51.0 49.0 55.59 3.98 737 10.3 47.0 51.0 49.0 55.59 3.98 736 10.3 47.0 51.0 49.0 55.59 3.98 735 10.3 47.0 51.0 49.0 55.59 3.98 734 10.3 47.0 51.0 49.0 55.59 3.98 中国PP无纺布原料库存量 中国PP无纺布成品库存天数 PP拉丝国内现货价格 PP主力收盘价 PP粉料（山东） \ 738 102.73 0.76 9700.0 9643.0 8635.0 737 102.73 0.76 9300.0 9202.0 8635.0 736 102.73 0.76 9300.0 9265.0 8635.0 735 102.73 0.76 9200.0 9023.0 8635.0 734 102.73 0.76 9000.0 8852.0 8635.0 PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日） PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日） \ 738 9650.0 9700.0 737 9350.0 9500.0 736 9350.0 9500.0 735 9150.0 9400.0 734 9050.0 9050.0 PP：低熔共聚：K8003：自提价：广州：宝丰能源（日） PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日） \ 738 9800.0 9900.0 737 9800.0 9600.0 736 9800.0 9600.0 735 9800.0 9300.0 734 9600.0 9300.0 PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日） PP：拉丝：1102K：市场价：青州：国家能源宁煤（日） \ 738 8750.0 8900.0 737 8750.0 8900.0 736 8750.0 8900.0 735 8750.0 8900.0 734 8750.0 8900.0 PP：透明：M26ET：出厂价：华东地区：镇海炼化（日） PP：透明：HC-RP340R：出厂价：华北地区：山东东明（日） \ 738 10400.0 9400.0 737 10400.0 9400.0 736 10100.0 9400.0 735 10100.0 9400.0 734 10000.0 9400.0 现货价(中间价):均聚聚丙烯(PP-H):CFR远东 现货价(中间价):聚丙烯PP(纤维/注塑):FOB西北欧 \ 738 1269.0 1781.0 737 1269.0 1792.0 736 1269.0 1792.0 735 1249.0 1792.0 734 1229.0 1792.0 现货价(中间价):均聚聚丙烯(PP-H):FOB中东 现货价(中间价):聚丙烯PP(纤维/注塑):FAS休斯敦 PP主力盘中 \ 738 1241.0 2744.0 9643.0 737 1241.0 2689.0 9202.0 736 1241.0 2689.0 9339.0 735 1221.0 2689.0 9023.0 734 1201.0 2689.0 8852.0 PP神华竞拍（华东） PP神华竞拍（临沂） PP神华竞拍（西安） ... CPP：均聚：生产比例：中国（日） \ 738 9600.0 9550.0 9450.0 ... 1.21 737 9300.0 9270.0 9250.0 ... 1.21 736 9228.0 9190.0 9110.0 ... 1.21 735 9050.0 8960.0 8850.0 ... 1.21 734 8900.0 8820.0 8690.0 ... 1.21 CPP：三元共聚薄膜：生产比例：中国（日） 热水管：生产比例：中国（日） BOPP利润（华东地区） PP下游成品库存天数 \ 738 0.0 2.08 3000.0 5.3825 737 0.0 2.08 3300.0 5.3825 736 0.0 2.08 3272.0 5.3825 735 0.0 2.08 3450.0 5.3825 734 0.0 2.08 3600.0 5.3825 PP部分下游订单天数 中国BOPP订单天数同差 中国BOPP订单天数/4WMA BOPP完工订单工作量（周） BOPP日度新订单量（T） \ 738 9.3 -4.52 14.33 3096.0 76.00 737 9.3 -4.52 14.33 3096.0 35.00 736 9.3 -4.52 14.33 3096.0 47.55 735 9.3 -3.93 14.33 3096.0 34.30 734 9.3 -3.93 14.33 3096.0 55.00 BOPP新订单量（7DMA） 中国再生PP周度样本成交量 BOPP开工率超季节性/3年 中国BOPP成品库存量同差 中国CPP订单天数 \ 738 78.3429 50.42 0.9086 294.0 6.9 737 59.4857 50.42 0.9086 294.0 6.9 736 56.1357 50.42 0.9086 294.0 6.9 735 52.5071 50.42 0.9086 294.0 6.9 734 56.6071 50.42 0.9086 294.0 6.9 BOPP订单天数变频 BOPP 订单-成品天数 中国：华东地区：市场平均价：BOPP厚光膜 LME铜价 黄金连1合约 \ 738 14.92 8.33 10600.0 10119.0 1769.7 737 14.92 8.33 10600.0 10210.0 1784.1 736 14.92 8.33 10600.0 9786.0 1781.2 735 12.90 8.33 10600.0 9740.0 1795.5 734 12.90 8.33 10600.0 9843.0 1806.0 Brent-WTI 美元指数 甲醇鲁南价格 甲醇太仓港口价格 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 \ 738 2.12 93.784 4000.0 3740.0 9400.0 6588.0 906.00 6.3826 737 1.95 93.603 4000.0 3365.0 9350.0 6588.0 910.61 6.3930 736 2.11 93.755 3975.0 3330.0 9200.0 6588.0 887.82 6.3932 735 1.77 93.610 3750.0 3265.0 9025.0 6588.0 876.72 6.3850 734 2.23 93.826 3625.0 3175.0 8625.0 6588.0 866.69 6.3858 南华工业品指数 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 y year \ 738 3836.41 11860.0 9585.0 9643.0 9486.0 9380.0 9540.0 2021.0 737 3703.81 11040.0 9210.0 9202.0 9080.0 9033.0 9170.0 2021.0 736 3584.19 10355.0 9305.0 9265.0 9121.0 9090.0 9170.0 2021.0 735 3506.00 10225.0 9145.0 9023.0 8927.0 8922.0 9020.0 2021.0 734 3508.63 10195.0 9065.0 8852.0 8855.0 8822.0 8870.0 2021.0 month day dayofweek weekofyear dayofyear quarternum dayofquarter \ 738 10.0 19.0 1.0 42 292.0 4.0 19.0 737 10.0 20.0 2.0 42 293.0 4.0 20.0 736 10.0 21.0 3.0 42 294.0 4.0 21.0 735 10.0 22.0 4.0 42 295.0 4.0 22.0 734 10.0 25.0 0.0 43 298.0 4.0 25.0 is_month_start is_month_end is_quarter_start is_quarter_end \ 738 0.0 0.0 0.0 0.0 737 0.0 0.0 0.0 0.0 736 0.0 0.0 0.0 0.0 735 0.0 0.0 0.0 0.0 734 0.0 0.0 0.0 0.0 is_year_start is_year_end unique_id 738 0.0 0.0 1 737 0.0 0.0 1 736 0.0 0.0 1 735 0.0 0.0 1 734 0.0 0.0 1 [5 rows x 329 columns] 2024-11-20 09:34:53,252 - 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） \ 738 2021-10-19 -165.5689 57.0 -93.0 737 2021-10-20 -165.5689 198.0 48.0 736 2021-10-21 -165.5689 215.0 -75.0 735 2021-10-22 -165.5689 177.0 -63.0 734 2021-10-25 -165.5689 298.0 -2.0 华东聚丙烯基差（折盘面收盘价） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） PP无纺布生产成本（日） \ 738 -43.0 -5763.0 9600.0 10750.0 11862.5 737 148.0 -6063.0 9400.0 10500.0 11785.0 736 35.0 -6135.0 9250.0 10400.0 11547.5 735 27.0 -6313.0 9100.0 10150.0 11432.5 734 48.0 -6463.0 8950.0 10050.0 11432.5 CPP薄膜成本（日） PE注塑开工率/周 PET瓶片：利润：中国（日）7DMA PP：看跌比例：中国（周） PP：看平比例：中国（周） \ 738 12410.0 76.6 252.6543 47.37 45.61 737 12230.0 76.6 274.3293 47.37 45.61 736 12140.0 76.6 285.7421 47.37 45.61 735 12140.0 76.6 289.5271 47.37 45.61 734 12000.0 76.6 303.8900 47.37 45.61 PP：看升比例：中国（周） PP看空情绪指数环差 PP多空情绪强弱指数 再生PP市场价/山东（日） \ 738 7.02 31.44 0.1482 7735.0 737 7.02 31.44 0.1482 7735.0 736 7.02 31.44 0.1482 7635.0 735 7.02 31.44 0.1482 7535.0 734 7.02 31.44 0.1482 7435.0 印度粉矿：57%Fe：品牌价格：青岛港 美国-中国PS（GPPS）价差 塑编产成品库存 塑编订单天数 塑编产成品库存天数 \ 738 460.00 415.0 3617.9 8.1 11.0 737 460.00 415.0 3617.9 8.1 11.0 736 422.28 415.0 3617.9 8.1 11.0 735 425.96 415.0 3617.9 8.1 11.0 734 425.96 415.0 3617.9 8.1 11.0 塑编原材料库存天数 塑编整体开工率 PP管材开工率 PP无纺布开工率 BOPP开工率 中国PP无纺布原料库存天数 \ 738 10.3 47.0 51.0 49.0 55.59 3.98 737 10.3 47.0 51.0 49.0 55.59 3.98 736 10.3 47.0 51.0 49.0 55.59 3.98 735 10.3 47.0 51.0 49.0 55.59 3.98 734 10.3 47.0 51.0 49.0 55.59 3.98 中国PP无纺布原料库存量 中国PP无纺布成品库存天数 PP拉丝国内现货价格 PP主力收盘价 PP粉料（山东） \ 738 102.73 0.76 9700.0 9643.0 8635.0 737 102.73 0.76 9300.0 9202.0 8635.0 736 102.73 0.76 9300.0 9265.0 8635.0 735 102.73 0.76 9200.0 9023.0 8635.0 734 102.73 0.76 9000.0 8852.0 8635.0 PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日） PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日） \ 738 9650.0 9700.0 737 9350.0 9500.0 736 9350.0 9500.0 735 9150.0 9400.0 734 9050.0 9050.0 PP：低熔共聚：K8003：自提价：广州：宝丰能源（日） PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日） \ 738 9800.0 9900.0 737 9800.0 9600.0 736 9800.0 9600.0 735 9800.0 9300.0 734 9600.0 9300.0 PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日） PP：拉丝：1102K：市场价：青州：国家能源宁煤（日） \ 738 8750.0 8900.0 737 8750.0 8900.0 736 8750.0 8900.0 735 8750.0 8900.0 734 8750.0 8900.0 PP：透明：M26ET：出厂价：华东地区：镇海炼化（日） PP：透明：HC-RP340R：出厂价：华北地区：山东东明（日） \ 738 10400.0 9400.0 737 10400.0 9400.0 736 10100.0 9400.0 735 10100.0 9400.0 734 10000.0 9400.0 现货价(中间价):均聚聚丙烯(PP-H):CFR远东 现货价(中间价):聚丙烯PP(纤维/注塑):FOB西北欧 \ 738 1269.0 1781.0 737 1269.0 1792.0 736 1269.0 1792.0 735 1249.0 1792.0 734 1229.0 1792.0 现货价(中间价):均聚聚丙烯(PP-H):FOB中东 现货价(中间价):聚丙烯PP(纤维/注塑):FAS休斯敦 PP主力盘中 \ 738 1241.0 2744.0 9643.0 737 1241.0 2689.0 9202.0 736 1241.0 2689.0 9339.0 735 1221.0 2689.0 9023.0 734 1201.0 2689.0 8852.0 PP神华竞拍（华东） PP神华竞拍（临沂） PP神华竞拍（西安） ... CPP：均聚：生产比例：中国（日） \ 738 9600.0 9550.0 9450.0 ... 1.21 737 9300.0 9270.0 9250.0 ... 1.21 736 9228.0 9190.0 9110.0 ... 1.21 735 9050.0 8960.0 8850.0 ... 1.21 734 8900.0 8820.0 8690.0 ... 1.21 CPP：三元共聚薄膜：生产比例：中国（日） 热水管：生产比例：中国（日） BOPP利润（华东地区） PP下游成品库存天数 \ 738 0.0 2.08 3000.0 5.3825 737 0.0 2.08 3300.0 5.3825 736 0.0 2.08 3272.0 5.3825 735 0.0 2.08 3450.0 5.3825 734 0.0 2.08 3600.0 5.3825 PP部分下游订单天数 中国BOPP订单天数同差 中国BOPP订单天数/4WMA BOPP完工订单工作量（周） BOPP日度新订单量（T） \ 738 9.3 -4.52 14.33 3096.0 76.00 737 9.3 -4.52 14.33 3096.0 35.00 736 9.3 -4.52 14.33 3096.0 47.55 735 9.3 -3.93 14.33 3096.0 34.30 734 9.3 -3.93 14.33 3096.0 55.00 BOPP新订单量（7DMA） 中国再生PP周度样本成交量 BOPP开工率超季节性/3年 中国BOPP成品库存量同差 中国CPP订单天数 \ 738 78.3429 50.42 0.9086 294.0 6.9 737 59.4857 50.42 0.9086 294.0 6.9 736 56.1357 50.42 0.9086 294.0 6.9 735 52.5071 50.42 0.9086 294.0 6.9 734 56.6071 50.42 0.9086 294.0 6.9 BOPP订单天数变频 BOPP 订单-成品天数 中国：华东地区：市场平均价：BOPP厚光膜 LME铜价 黄金连1合约 \ 738 14.92 8.33 10600.0 10119.0 1769.7 737 14.92 8.33 10600.0 10210.0 1784.1 736 14.92 8.33 10600.0 9786.0 1781.2 735 12.90 8.33 10600.0 9740.0 1795.5 734 12.90 8.33 10600.0 9843.0 1806.0 Brent-WTI 美元指数 甲醇鲁南价格 甲醇太仓港口价格 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 \ 738 2.12 93.784 4000.0 3740.0 9400.0 6588.0 906.00 6.3826 737 1.95 93.603 4000.0 3365.0 9350.0 6588.0 910.61 6.3930 736 2.11 93.755 3975.0 3330.0 9200.0 6588.0 887.82 6.3932 735 1.77 93.610 3750.0 3265.0 9025.0 6588.0 876.72 6.3850 734 2.23 93.826 3625.0 3175.0 8625.0 6588.0 866.69 6.3858 南华工业品指数 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 y year \ 738 3836.41 11860.0 9585.0 9643.0 9486.0 9380.0 9540.0 2021.0 737 3703.81 11040.0 9210.0 9202.0 9080.0 9033.0 9170.0 2021.0 736 3584.19 10355.0 9305.0 9265.0 9121.0 9090.0 9170.0 2021.0 735 3506.00 10225.0 9145.0 9023.0 8927.0 8922.0 9020.0 2021.0 734 3508.63 10195.0 9065.0 8852.0 8855.0 8822.0 8870.0 2021.0 month day dayofweek weekofyear dayofyear quarternum dayofquarter \ 738 10.0 19.0 1.0 42 292.0 4.0 19.0 737 10.0 20.0 2.0 42 293.0 4.0 20.0 736 10.0 21.0 3.0 42 294.0 4.0 21.0 735 10.0 22.0 4.0 42 295.0 4.0 22.0 734 10.0 25.0 0.0 43 298.0 4.0 25.0 is_month_start is_month_end is_quarter_start is_quarter_end \ 738 0.0 0.0 0.0 0.0 737 0.0 0.0 0.0 0.0 736 0.0 0.0 0.0 0.0 735 0.0 0.0 0.0 0.0 734 0.0 0.0 0.0 0.0 is_year_start is_year_end unique_id 738 0.0 0.0 1 737 0.0 0.0 1 736 0.0 0.0 1 735 0.0 0.0 1 734 0.0 0.0 1 [5 rows x 329 columns] 2024-11-20 09:34:53,424 - my_logger - INFO - Testing set head: 2024-11-20 09:34:53,424 - my_logger - INFO - Testing set head: 2024-11-20 09:34:53,425 - 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） \ 588 2022-06-01 621.7030 22.0 -178.0 587 2022-06-02 552.9803 40.0 -160.0 586 2022-06-06 603.3724 74.0 -96.0 585 2022-06-07 637.3217 65.0 -105.0 584 2022-06-08 688.8880 -25.0 -165.0 华东聚丙烯基差（折盘面收盘价） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） PP无纺布生产成本（日） \ 588 -78.0 -959.0 8600.0 9950.0 11020.0 587 -60.0 -962.0 8575.0 9950.0 11012.5 586 24.0 -1487.0 8575.0 10050.0 11100.0 585 -5.0 -1525.0 8625.0 10050.0 11115.0 584 -55.0 -1480.0 8550.0 10050.0 11092.5 CPP薄膜成本（日） PE注塑开工率/周 PET瓶片：利润：中国（日）7DMA PP：看跌比例：中国（周） PP：看平比例：中国（周） \ 588 11540.0 59.5 730.9914 10.59 54.9 587 11540.0 59.5 733.5329 10.59 54.9 586 11620.0 59.5 728.8336 10.59 54.9 585 11620.0 59.5 704.8064 10.59 54.9 584 11620.0 59.5 677.7729 10.59 54.9 PP：看升比例：中国（周） PP看空情绪指数环差 PP多空情绪强弱指数 再生PP市场价/山东（日） \ 588 34.51 -16.47 3.2587 6700.0 587 34.51 -16.47 3.2587 6700.0 586 34.51 -16.47 3.2587 6700.0 585 34.51 -16.47 3.2587 6700.0 584 34.51 -16.47 3.2587 6700.0 印度粉矿：57%Fe：品牌价格：青岛港 美国-中国PS（GPPS）价差 塑编产成品库存 塑编订单天数 塑编产成品库存天数 \ 588 644.92 1065.0 2289.14 8.5 7.8 587 653.20 1065.0 2289.14 8.5 7.8 586 667.00 1055.0 2289.14 8.5 7.8 585 668.84 1035.0 2289.14 8.5 7.8 584 668.84 1035.0 2289.14 8.5 7.8 塑编原材料库存天数 塑编整体开工率 PP管材开工率 PP无纺布开工率 BOPP开工率 中国PP无纺布原料库存天数 \ 588 11.0 48.5 45.56 52.0 62.39 15.57 587 11.0 48.5 45.56 52.0 62.39 15.57 586 11.0 48.5 45.56 52.0 62.39 15.57 585 11.0 48.5 45.56 52.0 62.39 15.57 584 11.0 48.5 45.56 52.0 62.39 15.57 中国PP无纺布原料库存量 中国PP无纺布成品库存天数 PP拉丝国内现货价格 PP主力收盘价 PP粉料（山东） \ 588 362.67 4.62 8800.0 8908.0 8600.0 587 362.67 4.62 8800.0 8890.0 8575.0 586 362.67 4.62 8900.0 8926.0 8575.0 585 362.67 4.62 8900.0 8915.0 8625.0 584 362.67 4.62 8900.0 9005.0 8550.0 PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日） PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日） \ 588 8850.0 8900.0 587 8800.0 8950.0 586 8900.0 8950.0 585 8900.0 8950.0 584 8950.0 8950.0 PP：低熔共聚：K8003：自提价：广州：宝丰能源（日） PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日） \ 588 9120.0 8950.0 587 9120.0 8900.0 586 9200.0 8950.0 585 9100.0 8950.0 584 9100.0 8950.0 PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日） PP：拉丝：1102K：市场价：青州：国家能源宁煤（日） \ 588 8800.0 8730.0 587 8800.0 8730.0 586 8850.0 8870.0 585 8800.0 8840.0 584 8800.0 8850.0 PP：透明：M26ET：出厂价：华东地区：镇海炼化（日） PP：透明：HC-RP340R：出厂价：华北地区：山东东明（日） \ 588 9600.0 9450.0 587 9600.0 9450.0 586 9600.0 9550.0 585 9600.0 9550.0 584 9600.0 9550.0 现货价(中间价):均聚聚丙烯(PP-H):CFR远东 现货价(中间价):聚丙烯PP(纤维/注塑):FOB西北欧 \ 588 1099.0 1910.0 587 1099.0 1910.0 586 1089.0 1910.0 585 1079.0 1910.0 584 1079.0 1733.0 现货价(中间价):均聚聚丙烯(PP-H):FOB中东 现货价(中间价):聚丙烯PP(纤维/注塑):FAS休斯敦 PP主力盘中 \ 588 1044.0 2215.0 8874.0 587 1044.0 2215.0 8889.0 586 1034.0 2215.0 8989.0 585 1024.0 2215.0 8992.0 584 1024.0 2204.0 9003.0 PP神华竞拍（华东） PP神华竞拍（临沂） PP神华竞拍（西安） ... CPP：均聚：生产比例：中国（日） \ 588 8833.0 8734.0 8650.0 ... 0.0 587 8830.0 8710.0 8580.0 ... 0.0 586 8950.0 8833.0 8713.0 ... 1.2 585 8912.0 8804.0 8680.0 ... 1.2 584 8957.0 8840.0 8710.0 ... 1.2 CPP：三元共聚薄膜：生产比例：中国（日） 热水管：生产比例：中国（日） BOPP利润（华东地区） PP下游成品库存天数 \ 588 0.36 3.35 587.0 6.115 587 0.36 2.60 570.0 6.115 586 0.36 1.11 450.0 6.115 585 1.11 1.11 488.0 6.115 584 1.11 1.11 443.0 6.115 PP部分下游订单天数 中国BOPP订单天数同差 中国BOPP订单天数/4WMA BOPP完工订单工作量（周） BOPP日度新订单量（T） \ 588 7.8833 1.80 11.0825 2520.0 156.8 587 7.8833 2.13 11.0825 2520.0 70.1 586 7.8833 2.13 11.0825 2520.0 211.2 585 7.8833 2.13 11.0825 2520.0 167.7 584 7.8833 2.13 11.0825 2520.0 125.1 BOPP新订单量（7DMA） 中国再生PP周度样本成交量 BOPP开工率超季节性/3年 中国BOPP成品库存量同差 中国CPP订单天数 \ 588 166.9786 33.75 3.3043 91.2 4.65 587 168.1500 33.75 3.3043 91.2 4.65 586 135.8214 33.75 3.3043 91.2 4.65 585 126.7929 33.75 3.3043 91.2 4.65 584 128.4929 33.75 3.3043 91.2 4.65 BOPP订单天数变频 BOPP 订单-成品天数 中国：华东地区：市场平均价：BOPP厚光膜 LME铜价 黄金连1合约 \ 588 10.50 3.71 10800.0 9520.0 1843.3 587 10.50 3.71 10800.0 9520.0 1866.5 586 10.83 3.71 10800.0 9743.0 1839.2 585 10.83 3.71 10800.0 9723.0 1847.5 584 10.83 3.71 10800.0 9735.0 1851.9 Brent-WTI 美元指数 甲醇鲁南价格 甲醇太仓港口价格 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 \ 588 1.03 102.543 2590.0 2805.0 8000.0 6406.0 798.09 6.6862 587 0.74 101.751 2610.0 2790.0 7950.0 6366.0 785.04 6.6603 586 1.01 102.414 2675.0 2795.0 8000.0 6434.0 804.57 6.6539 585 1.16 102.330 2710.0 2815.0 8000.0 6442.0 796.33 6.6705 584 1.47 102.543 2710.0 2845.0 8000.0 6436.0 790.48 6.6838 南华工业品指数 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 y \ 588 4037.64 8415.0 9015.0 8819.0 8735.0 8908.0 8726.666667 587 4073.92 8501.0 9048.0 8810.0 8709.0 8890.0 8716.666667 586 4113.74 8728.0 9023.0 8846.0 8815.0 8926.0 8833.333333 585 4117.11 8730.0 9051.0 8833.0 8765.0 8915.0 8806.666667 584 4163.74 8792.0 9144.0 8925.0 8813.0 9005.0 8800.000000 year month day dayofweek weekofyear dayofyear quarternum \ 588 2022.0 6.0 1.0 2.0 22 152.0 2.0 587 2022.0 6.0 2.0 3.0 22 153.0 2.0 586 2022.0 6.0 6.0 0.0 23 157.0 2.0 585 2022.0 6.0 7.0 1.0 23 158.0 2.0 584 2022.0 6.0 8.0 2.0 23 159.0 2.0 dayofquarter is_month_start is_month_end is_quarter_start \ 588 62.0 1.0 0.0 0.0 587 63.0 0.0 0.0 0.0 586 67.0 0.0 0.0 0.0 585 68.0 0.0 0.0 0.0 584 69.0 0.0 0.0 0.0 is_quarter_end is_year_start is_year_end unique_id 588 0.0 0.0 0.0 1 587 0.0 0.0 0.0 1 586 0.0 0.0 0.0 1 585 0.0 0.0 0.0 1 584 0.0 0.0 0.0 1 [5 rows x 329 columns] 2024-11-20 09:34:53,425 - 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） \ 588 2022-06-01 621.7030 22.0 -178.0 587 2022-06-02 552.9803 40.0 -160.0 586 2022-06-06 603.3724 74.0 -96.0 585 2022-06-07 637.3217 65.0 -105.0 584 2022-06-08 688.8880 -25.0 -165.0 华东聚丙烯基差（折盘面收盘价） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） PP无纺布生产成本（日） \ 588 -78.0 -959.0 8600.0 9950.0 11020.0 587 -60.0 -962.0 8575.0 9950.0 11012.5 586 24.0 -1487.0 8575.0 10050.0 11100.0 585 -5.0 -1525.0 8625.0 10050.0 11115.0 584 -55.0 -1480.0 8550.0 10050.0 11092.5 CPP薄膜成本（日） PE注塑开工率/周 PET瓶片：利润：中国（日）7DMA PP：看跌比例：中国（周） PP：看平比例：中国（周） \ 588 11540.0 59.5 730.9914 10.59 54.9 587 11540.0 59.5 733.5329 10.59 54.9 586 11620.0 59.5 728.8336 10.59 54.9 585 11620.0 59.5 704.8064 10.59 54.9 584 11620.0 59.5 677.7729 10.59 54.9 PP：看升比例：中国（周） PP看空情绪指数环差 PP多空情绪强弱指数 再生PP市场价/山东（日） \ 588 34.51 -16.47 3.2587 6700.0 587 34.51 -16.47 3.2587 6700.0 586 34.51 -16.47 3.2587 6700.0 585 34.51 -16.47 3.2587 6700.0 584 34.51 -16.47 3.2587 6700.0 印度粉矿：57%Fe：品牌价格：青岛港 美国-中国PS（GPPS）价差 塑编产成品库存 塑编订单天数 塑编产成品库存天数 \ 588 644.92 1065.0 2289.14 8.5 7.8 587 653.20 1065.0 2289.14 8.5 7.8 586 667.00 1055.0 2289.14 8.5 7.8 585 668.84 1035.0 2289.14 8.5 7.8 584 668.84 1035.0 2289.14 8.5 7.8 塑编原材料库存天数 塑编整体开工率 PP管材开工率 PP无纺布开工率 BOPP开工率 中国PP无纺布原料库存天数 \ 588 11.0 48.5 45.56 52.0 62.39 15.57 587 11.0 48.5 45.56 52.0 62.39 15.57 586 11.0 48.5 45.56 52.0 62.39 15.57 585 11.0 48.5 45.56 52.0 62.39 15.57 584 11.0 48.5 45.56 52.0 62.39 15.57 中国PP无纺布原料库存量 中国PP无纺布成品库存天数 PP拉丝国内现货价格 PP主力收盘价 PP粉料（山东） \ 588 362.67 4.62 8800.0 8908.0 8600.0 587 362.67 4.62 8800.0 8890.0 8575.0 586 362.67 4.62 8900.0 8926.0 8575.0 585 362.67 4.62 8900.0 8915.0 8625.0 584 362.67 4.62 8900.0 9005.0 8550.0 PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日） PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日） \ 588 8850.0 8900.0 587 8800.0 8950.0 586 8900.0 8950.0 585 8900.0 8950.0 584 8950.0 8950.0 PP：低熔共聚：K8003：自提价：广州：宝丰能源（日） PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日） \ 588 9120.0 8950.0 587 9120.0 8900.0 586 9200.0 8950.0 585 9100.0 8950.0 584 9100.0 8950.0 PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日） PP：拉丝：1102K：市场价：青州：国家能源宁煤（日） \ 588 8800.0 8730.0 587 8800.0 8730.0 586 8850.0 8870.0 585 8800.0 8840.0 584 8800.0 8850.0 PP：透明：M26ET：出厂价：华东地区：镇海炼化（日） PP：透明：HC-RP340R：出厂价：华北地区：山东东明（日） \ 588 9600.0 9450.0 587 9600.0 9450.0 586 9600.0 9550.0 585 9600.0 9550.0 584 9600.0 9550.0 现货价(中间价):均聚聚丙烯(PP-H):CFR远东 现货价(中间价):聚丙烯PP(纤维/注塑):FOB西北欧 \ 588 1099.0 1910.0 587 1099.0 1910.0 586 1089.0 1910.0 585 1079.0 1910.0 584 1079.0 1733.0 现货价(中间价):均聚聚丙烯(PP-H):FOB中东 现货价(中间价):聚丙烯PP(纤维/注塑):FAS休斯敦 PP主力盘中 \ 588 1044.0 2215.0 8874.0 587 1044.0 2215.0 8889.0 586 1034.0 2215.0 8989.0 585 1024.0 2215.0 8992.0 584 1024.0 2204.0 9003.0 PP神华竞拍（华东） PP神华竞拍（临沂） PP神华竞拍（西安） ... CPP：均聚：生产比例：中国（日） \ 588 8833.0 8734.0 8650.0 ... 0.0 587 8830.0 8710.0 8580.0 ... 0.0 586 8950.0 8833.0 8713.0 ... 1.2 585 8912.0 8804.0 8680.0 ... 1.2 584 8957.0 8840.0 8710.0 ... 1.2 CPP：三元共聚薄膜：生产比例：中国（日） 热水管：生产比例：中国（日） BOPP利润（华东地区） PP下游成品库存天数 \ 588 0.36 3.35 587.0 6.115 587 0.36 2.60 570.0 6.115 586 0.36 1.11 450.0 6.115 585 1.11 1.11 488.0 6.115 584 1.11 1.11 443.0 6.115 PP部分下游订单天数 中国BOPP订单天数同差 中国BOPP订单天数/4WMA BOPP完工订单工作量（周） BOPP日度新订单量（T） \ 588 7.8833 1.80 11.0825 2520.0 156.8 587 7.8833 2.13 11.0825 2520.0 70.1 586 7.8833 2.13 11.0825 2520.0 211.2 585 7.8833 2.13 11.0825 2520.0 167.7 584 7.8833 2.13 11.0825 2520.0 125.1 BOPP新订单量（7DMA） 中国再生PP周度样本成交量 BOPP开工率超季节性/3年 中国BOPP成品库存量同差 中国CPP订单天数 \ 588 166.9786 33.75 3.3043 91.2 4.65 587 168.1500 33.75 3.3043 91.2 4.65 586 135.8214 33.75 3.3043 91.2 4.65 585 126.7929 33.75 3.3043 91.2 4.65 584 128.4929 33.75 3.3043 91.2 4.65 BOPP订单天数变频 BOPP 订单-成品天数 中国：华东地区：市场平均价：BOPP厚光膜 LME铜价 黄金连1合约 \ 588 10.50 3.71 10800.0 9520.0 1843.3 587 10.50 3.71 10800.0 9520.0 1866.5 586 10.83 3.71 10800.0 9743.0 1839.2 585 10.83 3.71 10800.0 9723.0 1847.5 584 10.83 3.71 10800.0 9735.0 1851.9 Brent-WTI 美元指数 甲醇鲁南价格 甲醇太仓港口价格 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 \ 588 1.03 102.543 2590.0 2805.0 8000.0 6406.0 798.09 6.6862 587 0.74 101.751 2610.0 2790.0 7950.0 6366.0 785.04 6.6603 586 1.01 102.414 2675.0 2795.0 8000.0 6434.0 804.57 6.6539 585 1.16 102.330 2710.0 2815.0 8000.0 6442.0 796.33 6.6705 584 1.47 102.543 2710.0 2845.0 8000.0 6436.0 790.48 6.6838 南华工业品指数 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 y \ 588 4037.64 8415.0 9015.0 8819.0 8735.0 8908.0 8726.666667 587 4073.92 8501.0 9048.0 8810.0 8709.0 8890.0 8716.666667 586 4113.74 8728.0 9023.0 8846.0 8815.0 8926.0 8833.333333 585 4117.11 8730.0 9051.0 8833.0 8765.0 8915.0 8806.666667 584 4163.74 8792.0 9144.0 8925.0 8813.0 9005.0 8800.000000 year month day dayofweek weekofyear dayofyear quarternum \ 588 2022.0 6.0 1.0 2.0 22 152.0 2.0 587 2022.0 6.0 2.0 3.0 22 153.0 2.0 586 2022.0 6.0 6.0 0.0 23 157.0 2.0 585 2022.0 6.0 7.0 1.0 23 158.0 2.0 584 2022.0 6.0 8.0 2.0 23 159.0 2.0 dayofquarter is_month_start is_month_end is_quarter_start \ 588 62.0 1.0 0.0 0.0 587 63.0 0.0 0.0 0.0 586 67.0 0.0 0.0 0.0 585 68.0 0.0 0.0 0.0 584 69.0 0.0 0.0 0.0 is_quarter_end is_year_start is_year_end unique_id 588 0.0 0.0 0.0 1 587 0.0 0.0 0.0 1 586 0.0 0.0 0.0 1 585 0.0 0.0 0.0 1 584 0.0 0.0 0.0 1 [5 rows x 329 columns] 2024-11-20 09:42:19,384 - my_logger - INFO - 模型训练完成 2024-11-20 09:42:19,384 - my_logger - INFO - 模型训练完成 2024-11-20 09:42:19,391 - my_logger - INFO - 训练数据绘图ing 2024-11-20 09:42:19,391 - my_logger - INFO - 训练数据绘图ing 2024-11-20 09:42:21,160 - my_logger - INFO - 训练数据绘图end 2024-11-20 09:42:21,160 - my_logger - INFO - 训练数据绘图end 2024-11-20 09:42:21,170 - my_logger - INFO - 制作报告ing 2024-11-20 09:42:21,170 - my_logger - INFO - 制作报告ing 2024-11-20 09:42:21,322 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-20 09:42:21,322 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-20 09:42:23,481 - my_logger - INFO - 价差类指标的相关性总和为：11.033279360751804 2024-11-20 09:42:23,481 - my_logger - INFO - 价差类指标的相关性总和为：11.033279360751804 2024-11-20 09:42:23,484 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-20 09:42:23,484 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-20 09:42:28,033 - my_logger - INFO - 价格类指标的相关性总和为：91.11201716083437 2024-11-20 09:42:28,033 - my_logger - INFO - 价格类指标的相关性总和为：91.11201716083437 2024-11-20 09:42:28,035 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-20 09:42:28,035 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-20 09:42:30,085 - my_logger - INFO - 供应类指标的相关性总和为：19.68970163194788 2024-11-20 09:42:30,085 - my_logger - INFO - 供应类指标的相关性总和为：19.68970163194788 2024-11-20 09:42:30,088 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-20 09:42:30,088 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-20 09:42:32,121 - my_logger - INFO - 其他类指标的相关性总和为：12.062003637554202 2024-11-20 09:42:32,121 - my_logger - INFO - 其他类指标的相关性总和为：12.062003637554202 2024-11-20 09:42:32,123 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-20 09:42:32,123 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-20 09:42:34,475 - my_logger - INFO - 库存类指标的相关性总和为：11.266242723870176 2024-11-20 09:42:34,475 - my_logger - INFO - 库存类指标的相关性总和为：11.266242723870176 2024-11-20 09:42:34,477 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-20 09:42:34,477 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-20 09:42:35,042 - my_logger - INFO - 进出口类指标的相关性总和为：1.6205427630454334 2024-11-20 09:42:35,042 - my_logger - INFO - 进出口类指标的相关性总和为：1.6205427630454334 2024-11-20 09:42:35,045 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-20 09:42:35,045 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-20 09:42:36,508 - my_logger - INFO - 需求类指标的相关性总和为：6.761200339955732 2024-11-20 09:42:36,508 - my_logger - INFO - 需求类指标的相关性总和为：6.761200339955732 2024-11-20 09:42:36,511 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-20 09:42:36,511 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-20 09:42:36,952 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-20 09:42:36,952 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-20 09:42:39,934 - my_logger - INFO - 制作报告end 2024-11-20 09:42:39,934 - my_logger - INFO - 制作报告end 2024-11-20 09:42:39,936 - my_logger - INFO - 模型训练完成 2024-11-20 09:42:39,936 - my_logger - INFO - 模型训练完成 2024-11-20 09:55:30,885 - my_logger - INFO - 从eta获取数据... 2024-11-20 09:55:30,885 - my_logger - INFO - 从eta获取数据... 2024-11-20 09:55:31,204 - my_logger - INFO - ['ID01385938', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] 2024-11-20 09:55:31,204 - 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my_logger - INFO - S0266438 2024-11-20 09:55:37,000 - my_logger - INFO - S0266506 2024-11-20 09:55:37,000 - my_logger - INFO - S0266506 2024-11-20 09:55:37,290 - my_logger - INFO - date PP：拉丝：1102K：市场价：青州：国家能源宁煤（日） LME铜价 黄金连1合约 Brent-WTI \ 0 2024-11-19 7390.0 NaN 2634.7 4.12 1 2024-11-18 7380.0 9072.5 2614.6 4.14 2 2024-11-15 7380.0 9002.5 2570.1 4.02 3 2024-11-14 7380.0 8990.0 2572.9 3.86 4 2024-11-13 7380.0 9047.0 2586.5 3.85 美元指数 甲醇鲁南价格 甲醇太仓港口价格 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 \ 0 106.206 NaN NaN NaN NaN 615.08 7.2387 NaN 1 106.275 2340.0 NaN 6850.0 NaN 606.60 7.2320 3727.05 2 106.687 2310.0 NaN 6930.0 NaN 611.69 7.2294 3708.14 3 106.673 2310.0 2472.0 6945.0 NaN 618.61 7.2271 3739.76 4 106.481 2310.0 2480.0 6800.0 NaN 621.88 7.2340 3772.43 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 0 NaN NaN NaN NaN NaN 1 5284.0 NaN NaN NaN NaN 2 5282.0 NaN NaN NaN NaN 3 5310.0 NaN NaN NaN NaN 4 5347.0 NaN NaN NaN NaN 2024-11-20 09:55:37,290 - my_logger - INFO - date PP：拉丝：1102K：市场价：青州：国家能源宁煤（日） LME铜价 黄金连1合约 Brent-WTI \ 0 2024-11-19 7390.0 NaN 2634.7 4.12 1 2024-11-18 7380.0 9072.5 2614.6 4.14 2 2024-11-15 7380.0 9002.5 2570.1 4.02 3 2024-11-14 7380.0 8990.0 2572.9 3.86 4 2024-11-13 7380.0 9047.0 2586.5 3.85 美元指数 甲醇鲁南价格 甲醇太仓港口价格 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 \ 0 106.206 NaN NaN NaN NaN 615.08 7.2387 NaN 1 106.275 2340.0 NaN 6850.0 NaN 606.60 7.2320 3727.05 2 106.687 2310.0 NaN 6930.0 NaN 611.69 7.2294 3708.14 3 106.673 2310.0 2472.0 6945.0 NaN 618.61 7.2271 3739.76 4 106.481 2310.0 2480.0 6800.0 NaN 621.88 7.2340 3772.43 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 0 NaN NaN NaN NaN NaN 1 5284.0 NaN NaN NaN NaN 2 5282.0 NaN NaN NaN NaN 3 5310.0 NaN NaN NaN NaN 4 5347.0 NaN NaN NaN NaN 2024-11-20 10:06:39,758 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 10:06:39,758 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 10:07:22,521 - my_logger - INFO - 璺宠繃鎸囨爣 PE澶氬ご涓嶱P绌哄ご姣斾緥鍜 2024-11-20 10:07:22,521 - my_logger - INFO - 璺宠繃鎸囨爣 PE澶氬ご涓嶱P绌哄ご姣斾緥鍜 2024-11-20 10:07:22,522 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20澶氬崟閲 2024-11-20 10:07:22,522 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20澶氬崟閲 2024-11-20 10:07:22,524 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20绌哄崟閲 2024-11-20 10:07:22,524 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20绌哄崟閲 2024-11-20 10:07:42,561 - 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'] 2024-11-20 10:07:42,561 - 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'] 2024-11-20 10:07:42,563 - 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my_logger - INFO - CNY REGN Curncy 2024-11-20 10:07:46,182 - my_logger - INFO - CNY REGN Curncy 2024-11-20 10:07:47,029 - my_logger - INFO - s0105897 2024-11-20 10:07:47,029 - my_logger - INFO - s0105897 2024-11-20 10:07:47,443 - my_logger - INFO - M0067419 2024-11-20 10:07:47,443 - my_logger - INFO - M0067419 2024-11-20 10:07:47,812 - my_logger - INFO - M0066351 2024-11-20 10:07:47,812 - my_logger - INFO - M0066351 2024-11-20 10:07:48,197 - my_logger - INFO - S0266372 2024-11-20 10:07:48,197 - my_logger - INFO - S0266372 2024-11-20 10:07:48,471 - my_logger - INFO - S0266438 2024-11-20 10:07:48,471 - my_logger - INFO - S0266438 2024-11-20 10:07:48,746 - my_logger - INFO - S0266506 2024-11-20 10:07:48,746 - my_logger - INFO - S0266506 2024-11-20 10:07:49,076 - my_logger - INFO - date PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 \ 6556 2024-11-20 NaN NaN NaN 6462 2024-11-19 NaN NaN NaN 950 2024-11-18 NaN NaN NaN 6557 2024-11-17 NaN NaN NaN 6558 2024-11-16 NaN NaN NaN 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鑱氫笝鐑搧绫讳环宸細鍏辫仛涓庢媺涓濓紙鍗庝笢锛 鐓ゅ埗鑱氫笝鐑埄娑 PP绮夋枡锛堝北涓滐級/鎷兼帴 BOPP锛氭垚鏈細涓浗锛堟棩锛 \ 6556 NaN NaN NaN NaN NaN 6462 NaN NaN NaN NaN NaN 950 NaN NaN -1183.0 NaN NaN 6557 NaN NaN NaN NaN NaN 6558 NaN NaN NaN NaN NaN PP鏃犵汉甯冪敓浜ф垚鏈紙鏃ワ級 ... 灞变笢涓欑儻涓绘祦浠 涓欑兎锛堝北涓滐級 FEI涓欑兎 M1 鍦ㄥ哺浜烘皯甯佹眹鐜 鍗楀崕宸ヤ笟鍝佹寚鏁 PVC鏈熻揣涓诲姏 \ 6556 NaN ... NaN NaN NaN NaN NaN NaN 6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN 950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 6557 NaN ... NaN NaN NaN NaN NaN NaN 6558 NaN ... NaN NaN NaN NaN NaN NaN PE鏈熻揣鏀剁洏浠 PP杩炵画-1鏈 PP杩炵画-5鏈 PP杩炵画-9鏈 6556 NaN NaN NaN NaN 6462 NaN NaN NaN NaN 950 NaN NaN NaN NaN 6557 NaN NaN NaN NaN 6558 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-20 10:07:49,076 - my_logger - INFO - date PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 \ 6556 2024-11-20 NaN NaN NaN 6462 2024-11-19 NaN NaN NaN 950 2024-11-18 NaN NaN NaN 6557 2024-11-17 NaN NaN NaN 6558 2024-11-16 NaN NaN NaN 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鑱氫笝鐑搧绫讳环宸細鍏辫仛涓庢媺涓濓紙鍗庝笢锛 鐓ゅ埗鑱氫笝鐑埄娑 PP绮夋枡锛堝北涓滐級/鎷兼帴 BOPP锛氭垚鏈細涓浗锛堟棩锛 \ 6556 NaN NaN NaN NaN NaN 6462 NaN NaN NaN NaN NaN 950 NaN NaN -1183.0 NaN NaN 6557 NaN NaN NaN NaN NaN 6558 NaN NaN NaN NaN NaN PP鏃犵汉甯冪敓浜ф垚鏈紙鏃ワ級 ... 灞变笢涓欑儻涓绘祦浠 涓欑兎锛堝北涓滐級 FEI涓欑兎 M1 鍦ㄥ哺浜烘皯甯佹眹鐜 鍗楀崕宸ヤ笟鍝佹寚鏁 PVC鏈熻揣涓诲姏 \ 6556 NaN ... NaN NaN NaN NaN NaN NaN 6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN 950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 6557 NaN ... NaN NaN NaN NaN NaN NaN 6558 NaN ... NaN NaN NaN NaN NaN NaN PE鏈熻揣鏀剁洏浠 PP杩炵画-1鏈 PP杩炵画-5鏈 PP杩炵画-9鏈 6556 NaN NaN NaN NaN 6462 NaN NaN NaN NaN 950 NaN NaN NaN NaN 6557 NaN NaN NaN NaN 6558 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-20 10:08:46,388 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 10:08:46,388 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 10:08:46,783 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 10:08:46,783 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 10:08:46,787 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 10:08:46,787 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 10:08:46,791 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 10:08:46,791 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 10:08:48,330 - my_logger - INFO - 鏃ュ害(218) 鍛ㄥ害(94) 84澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 3 columns] 2024-11-20 10:08:48,330 - my_logger - INFO - 鏃ュ害(218) 鍛ㄥ害(94) 84澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 3 columns] 2024-11-20 10:08:48,340 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),鍛ㄥ害(94),84澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 10:08:48,340 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),鍛ㄥ害(94),84澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 10:08:48,342 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 10:08:48,342 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 10:08:48,958 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:08:48,958 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:08:48,983 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 10:08:48,983 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 10:08:49,004 - my_logger - INFO - Training set head: 2024-11-20 10:08:49,004 - my_logger - INFO - Training set head: 2024-11-20 10:08:49,006 - my_logger - INFO - ds PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 \ 738 2021-10-19 -165.5689 57.0 -93.0 737 2021-10-20 -165.5689 198.0 48.0 736 2021-10-21 -165.5689 215.0 -75.0 735 2021-10-22 -165.5689 177.0 -63.0 734 2021-10-25 -165.5689 298.0 -2.0 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鐓ゅ埗鑱氫笝鐑埄娑 PP绮夋枡锛堝北涓滐級/鎷兼帴 BOPP锛氭垚鏈細涓浗锛堟棩锛 PP鏃犵汉甯冪敓浜ф垚鏈紙鏃ワ級 \ 738 -43.0 -5763.0 9600.0 10750.0 11862.5 737 148.0 -6063.0 9400.0 10500.0 11785.0 736 35.0 -6135.0 9250.0 10400.0 11547.5 735 27.0 -6313.0 9100.0 10150.0 11432.5 734 48.0 -6463.0 8950.0 10050.0 11432.5 CPP钖勮啘鎴愭湰锛堟棩锛 ... dayofyear quarternum dayofquarter is_month_start \ 738 12410.0 ... 292.0 4.0 19.0 0.0 737 12230.0 ... 293.0 4.0 20.0 0.0 736 12140.0 ... 294.0 4.0 21.0 0.0 735 12140.0 ... 295.0 4.0 22.0 0.0 734 12000.0 ... 298.0 4.0 25.0 0.0 is_month_end is_quarter_start is_quarter_end is_year_start \ 738 0.0 0.0 0.0 0.0 737 0.0 0.0 0.0 0.0 736 0.0 0.0 0.0 0.0 735 0.0 0.0 0.0 0.0 734 0.0 0.0 0.0 0.0 is_year_end unique_id 738 0.0 1 737 0.0 1 736 0.0 1 735 0.0 1 734 0.0 1 [5 rows x 329 columns] 2024-11-20 10:08:49,006 - my_logger - INFO - ds PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 \ 738 2021-10-19 -165.5689 57.0 -93.0 737 2021-10-20 -165.5689 198.0 48.0 736 2021-10-21 -165.5689 215.0 -75.0 735 2021-10-22 -165.5689 177.0 -63.0 734 2021-10-25 -165.5689 298.0 -2.0 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鐓ゅ埗鑱氫笝鐑埄娑 PP绮夋枡锛堝北涓滐級/鎷兼帴 BOPP锛氭垚鏈細涓浗锛堟棩锛 PP鏃犵汉甯冪敓浜ф垚鏈紙鏃ワ級 \ 738 -43.0 -5763.0 9600.0 10750.0 11862.5 737 148.0 -6063.0 9400.0 10500.0 11785.0 736 35.0 -6135.0 9250.0 10400.0 11547.5 735 27.0 -6313.0 9100.0 10150.0 11432.5 734 48.0 -6463.0 8950.0 10050.0 11432.5 CPP钖勮啘鎴愭湰锛堟棩锛 ... dayofyear quarternum dayofquarter is_month_start \ 738 12410.0 ... 292.0 4.0 19.0 0.0 737 12230.0 ... 293.0 4.0 20.0 0.0 736 12140.0 ... 294.0 4.0 21.0 0.0 735 12140.0 ... 295.0 4.0 22.0 0.0 734 12000.0 ... 298.0 4.0 25.0 0.0 is_month_end is_quarter_start is_quarter_end is_year_start \ 738 0.0 0.0 0.0 0.0 737 0.0 0.0 0.0 0.0 736 0.0 0.0 0.0 0.0 735 0.0 0.0 0.0 0.0 734 0.0 0.0 0.0 0.0 is_year_end unique_id 738 0.0 1 737 0.0 1 736 0.0 1 735 0.0 1 734 0.0 1 [5 rows x 329 columns] 2024-11-20 10:08:49,048 - my_logger - INFO - Testing set head: 2024-11-20 10:08:49,048 - my_logger - INFO - Testing set head: 2024-11-20 10:08:49,051 - my_logger - INFO - ds PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 \ 588 2022-06-01 621.7030 22.0 -178.0 587 2022-06-02 552.9803 40.0 -160.0 586 2022-06-06 603.3724 74.0 -96.0 585 2022-06-07 637.3217 65.0 -105.0 584 2022-06-08 688.8880 -25.0 -165.0 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鐓ゅ埗鑱氫笝鐑埄娑 PP绮夋枡锛堝北涓滐級/鎷兼帴 BOPP锛氭垚鏈細涓浗锛堟棩锛 PP鏃犵汉甯冪敓浜ф垚鏈紙鏃ワ級 \ 588 -78.0 -959.0 8600.0 9950.0 11020.0 587 -60.0 -962.0 8575.0 9950.0 11012.5 586 24.0 -1487.0 8575.0 10050.0 11100.0 585 -5.0 -1525.0 8625.0 10050.0 11115.0 584 -55.0 -1480.0 8550.0 10050.0 11092.5 CPP钖勮啘鎴愭湰锛堟棩锛 ... dayofyear quarternum dayofquarter is_month_start \ 588 11540.0 ... 152.0 2.0 62.0 1.0 587 11540.0 ... 153.0 2.0 63.0 0.0 586 11620.0 ... 157.0 2.0 67.0 0.0 585 11620.0 ... 158.0 2.0 68.0 0.0 584 11620.0 ... 159.0 2.0 69.0 0.0 is_month_end is_quarter_start is_quarter_end is_year_start \ 588 0.0 0.0 0.0 0.0 587 0.0 0.0 0.0 0.0 586 0.0 0.0 0.0 0.0 585 0.0 0.0 0.0 0.0 584 0.0 0.0 0.0 0.0 is_year_end unique_id 588 0.0 1 587 0.0 1 586 0.0 1 585 0.0 1 584 0.0 1 [5 rows x 329 columns] 2024-11-20 10:08:49,051 - my_logger - INFO - ds PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 \ 588 2022-06-01 621.7030 22.0 -178.0 587 2022-06-02 552.9803 40.0 -160.0 586 2022-06-06 603.3724 74.0 -96.0 585 2022-06-07 637.3217 65.0 -105.0 584 2022-06-08 688.8880 -25.0 -165.0 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鐓ゅ埗鑱氫笝鐑埄娑 PP绮夋枡锛堝北涓滐級/鎷兼帴 BOPP锛氭垚鏈細涓浗锛堟棩锛 PP鏃犵汉甯冪敓浜ф垚鏈紙鏃ワ級 \ 588 -78.0 -959.0 8600.0 9950.0 11020.0 587 -60.0 -962.0 8575.0 9950.0 11012.5 586 24.0 -1487.0 8575.0 10050.0 11100.0 585 -5.0 -1525.0 8625.0 10050.0 11115.0 584 -55.0 -1480.0 8550.0 10050.0 11092.5 CPP钖勮啘鎴愭湰锛堟棩锛 ... dayofyear quarternum dayofquarter is_month_start \ 588 11540.0 ... 152.0 2.0 62.0 1.0 587 11540.0 ... 153.0 2.0 63.0 0.0 586 11620.0 ... 157.0 2.0 67.0 0.0 585 11620.0 ... 158.0 2.0 68.0 0.0 584 11620.0 ... 159.0 2.0 69.0 0.0 is_month_end is_quarter_start is_quarter_end is_year_start \ 588 0.0 0.0 0.0 0.0 587 0.0 0.0 0.0 0.0 586 0.0 0.0 0.0 0.0 585 0.0 0.0 0.0 0.0 584 0.0 0.0 0.0 0.0 is_year_end unique_id 588 0.0 1 587 0.0 1 586 0.0 1 585 0.0 1 584 0.0 1 [5 rows x 329 columns] 2024-11-20 10:18:31,964 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 10:18:31,964 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 10:18:31,968 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 10:18:31,968 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 10:18:34,814 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 10:18:34,814 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 10:18:34,828 - my_logger - INFO - 鍒朵綔鎶ュ憡ing 2024-11-20 10:18:34,828 - my_logger - INFO - 鍒朵綔鎶ュ憡ing 2024-11-20 10:18:34,952 - my_logger - INFO - 寮濮嬬粯鍒朵环宸被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:34,952 - my_logger - INFO - 寮濮嬬粯鍒朵环宸被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:37,053 - my_logger - INFO - 浠峰樊绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細11.033279360751804 2024-11-20 10:18:37,053 - my_logger - INFO - 浠峰樊绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細11.033279360751804 2024-11-20 10:18:37,057 - my_logger - INFO - 寮濮嬬粯鍒朵环鏍肩被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:37,057 - my_logger - INFO - 寮濮嬬粯鍒朵环鏍肩被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:39,513 - my_logger - INFO - 浠锋牸绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細91.11201716083437 2024-11-20 10:18:39,513 - my_logger - INFO - 浠锋牸绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細91.11201716083437 2024-11-20 10:18:39,516 - my_logger - INFO - 寮濮嬬粯鍒朵緵搴旂被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:39,516 - my_logger - INFO - 寮濮嬬粯鍒朵緵搴旂被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:41,667 - my_logger - INFO - 渚涘簲绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細19.68970163194788 2024-11-20 10:18:41,667 - my_logger - INFO - 渚涘簲绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細19.68970163194788 2024-11-20 10:18:41,670 - my_logger - INFO - 寮濮嬬粯鍒跺叾浠栫被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:41,670 - my_logger - INFO - 寮濮嬬粯鍒跺叾浠栫被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:43,971 - my_logger - INFO - 鍏朵粬绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細12.062003637554202 2024-11-20 10:18:43,971 - my_logger - INFO - 鍏朵粬绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細12.062003637554202 2024-11-20 10:18:43,973 - my_logger - INFO - 寮濮嬬粯鍒跺簱瀛樼被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:43,973 - my_logger - INFO - 寮濮嬬粯鍒跺簱瀛樼被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:46,142 - my_logger - INFO - 搴撳瓨绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細11.266242723870176 2024-11-20 10:18:46,142 - my_logger - INFO - 搴撳瓨绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細11.266242723870176 2024-11-20 10:18:46,146 - my_logger - INFO - 寮濮嬬粯鍒惰繘鍑哄彛绫绘寚鏍囩殑鐩稿叧鎬х洿鏂瑰浘 2024-11-20 10:18:46,146 - my_logger - INFO - 寮濮嬬粯鍒惰繘鍑哄彛绫绘寚鏍囩殑鐩稿叧鎬х洿鏂瑰浘 2024-11-20 10:18:46,752 - my_logger - INFO - 杩涘嚭鍙ｇ被鎸囨爣鐨勭浉鍏虫ф诲拰涓猴細1.6205427630454334 2024-11-20 10:18:46,752 - my_logger - INFO - 杩涘嚭鍙ｇ被鎸囨爣鐨勭浉鍏虫ф诲拰涓猴細1.6205427630454334 2024-11-20 10:18:46,754 - my_logger - INFO - 寮濮嬬粯鍒堕渶姹傜被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:46,754 - my_logger - INFO - 寮濮嬬粯鍒堕渶姹傜被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-20 10:18:48,645 - my_logger - INFO - 闇姹傜被鎸囨爣鐨勭浉鍏虫ф诲拰涓猴細6.761200339955732 2024-11-20 10:18:48,645 - my_logger - INFO - 闇姹傜被鎸囨爣鐨勭浉鍏虫ф诲拰涓猴細6.761200339955732 2024-11-20 10:18:48,647 - my_logger - INFO - 寮濮嬬粯鍒剁浉鍏虫ф诲拰鐨勬皵娉″浘 2024-11-20 10:18:48,647 - my_logger - INFO - 寮濮嬬粯鍒剁浉鍏虫ф诲拰鐨勬皵娉″浘 2024-11-20 10:18:49,110 - my_logger - INFO - 缁樺埗鐩稿叧鎬ф诲拰鐨勬皵娉″浘缁撴潫 2024-11-20 10:18:49,110 - my_logger - INFO - 缁樺埗鐩稿叧鎬ф诲拰鐨勬皵娉″浘缁撴潫 2024-11-20 10:18:52,142 - my_logger - INFO - 鍒朵綔鎶ュ憡end 2024-11-20 10:18:52,142 - my_logger - INFO - 鍒朵綔鎶ュ憡end 2024-11-20 10:18:52,145 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 10:18:52,145 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 10:20:11,416 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-20 10:20:11,416 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-20 10:20:11,418 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-20 10:20:11,418 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-20 10:20:39,533 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) 2024-11-20 10:20:39,533 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) 2024-11-20 10:20:39,963 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) 2024-11-20 10:20:39,963 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) 2024-11-20 10:20:39,966 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) 2024-11-20 10:20:39,966 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) 2024-11-20 10:20:39,968 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) 2024-11-20 10:20:39,968 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) 2024-11-20 10:20:41,692 - my_logger - INFO - 日度(218) 周度(94) 84天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 213 PE期货收盘价 214 PP连续-1月 215 PP连续-5月 216 PP连续-9月 217 y [218 rows x 3 columns] 2024-11-20 10:20:41,692 - my_logger - INFO - 日度(218) 周度(94) 84天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 213 PE期货收盘价 214 PP连续-1月 215 PP连续-5月 216 PP连续-9月 217 y [218 rows x 3 columns] 2024-11-20 10:20:41,715 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),84天(1), 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： 2024-11-20 10:20:41,715 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),84天(1), 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： 2024-11-20 10:20:41,719 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 10:20:41,719 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 10:20:42,504 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:20:42,504 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:20:42,506 - my_logger - INFO - 开始训练模型... 2024-11-20 10:20:42,506 - my_logger - INFO - 开始训练模型... 2024-11-20 10:20:42,507 - my_logger - INFO - 模型训练完成 2024-11-20 10:20:42,507 - my_logger - INFO - 模型训练完成 2024-11-20 10:20:42,508 - my_logger - INFO - 训练数据绘图ing 2024-11-20 10:20:42,508 - my_logger - INFO - 训练数据绘图ing 2024-11-20 10:20:43,346 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-30 00:00:00', NHITS = '7314.25', Informer = '7335.76', LSTM = '7255.32', iTransformer = '7375.61', TSMixer = '7296.98', TSMixerx = '7304.24', PatchTST = '7288.53', RNN = '7316.8', GRU = '7357.77', TCN = '7406.36', BiTCN = '7330.32', DilatedRNN = '7284.31', MLP = '7336.16', DLinear = '7282.57', NLinear = '7305.31', TFT = '7289.84', StemGNN = '7306.12', MLPMultivariate = '7295.54', TiDE = '7297.12', DeepNPTS = '7304.88', y = '7315.0' WHERE ds = '2024-01-30 00:00:00' 2024-11-20 10:20:43,346 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-30 00:00:00', NHITS = '7314.25', Informer = '7335.76', LSTM = '7255.32', iTransformer = '7375.61', TSMixer = '7296.98', TSMixerx = '7304.24', PatchTST = '7288.53', RNN = '7316.8', GRU = '7357.77', TCN = '7406.36', BiTCN = '7330.32', DilatedRNN = '7284.31', MLP = '7336.16', DLinear = '7282.57', NLinear = '7305.31', TFT = '7289.84', StemGNN = '7306.12', MLPMultivariate = '7295.54', TiDE = '7297.12', DeepNPTS = '7304.88', y = '7315.0' WHERE ds = '2024-01-30 00:00:00' 2024-11-20 10:20:43,350 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-31 00:00:00', NHITS = '7313.85', Informer = '7333.85', LSTM = '7260.27', iTransformer = '7376.32', TSMixer = '7306.93', TSMixerx = '7303.91', PatchTST = '7291.97', RNN = '7327.11', GRU = '7364.25', TCN = '7409.82', BiTCN = '7340.18', DilatedRNN = '7298.74', MLP = '7321.85', DLinear = '7294.2', NLinear = '7298.47', TFT = '7302.1', StemGNN = '7304.55', MLPMultivariate = '7299.61', TiDE = '7302.49', DeepNPTS = '7313.87', y = '7302.5' WHERE ds = '2024-01-31 00:00:00' 2024-11-20 10:20:43,350 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-31 00:00:00', NHITS = '7313.85', Informer = '7333.85', LSTM = '7260.27', iTransformer = '7376.32', TSMixer = '7306.93', TSMixerx = '7303.91', PatchTST = '7291.97', RNN = '7327.11', GRU = '7364.25', TCN = '7409.82', BiTCN = '7340.18', DilatedRNN = '7298.74', MLP = '7321.85', DLinear = '7294.2', NLinear = '7298.47', TFT = '7302.1', StemGNN = '7304.55', MLPMultivariate = '7299.61', TiDE = '7302.49', DeepNPTS = '7313.87', y = '7302.5' WHERE ds = '2024-01-31 00:00:00' 2024-11-20 10:20:43,353 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7297.0', Informer = '7335.21', LSTM = '7250.98', iTransformer = '7385.46', TSMixer = '7298.8', TSMixerx = '7304.56', PatchTST = '7284.13', RNN = '7314.06', GRU = '7351.66', TCN = '7406.99', BiTCN = '7334.74', DilatedRNN = '7290.45', MLP = '7319.52', DLinear = '7291.02', NLinear = '7287.84', TFT = '7290.86', StemGNN = '7303.42', MLPMultivariate = '7300.2', TiDE = '7301.71', DeepNPTS = '7297.39', y = '7275.0' WHERE ds = '2024-02-01 00:00:00' 2024-11-20 10:20:43,353 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7297.0', Informer = '7335.21', LSTM = '7250.98', iTransformer = '7385.46', TSMixer = '7298.8', TSMixerx = '7304.56', PatchTST = '7284.13', RNN = '7314.06', GRU = '7351.66', TCN = '7406.99', BiTCN = '7334.74', DilatedRNN = '7290.45', MLP = '7319.52', DLinear = '7291.02', NLinear = '7287.84', TFT = '7290.86', StemGNN = '7303.42', MLPMultivariate = '7300.2', TiDE = '7301.71', DeepNPTS = '7297.39', y = '7275.0' WHERE ds = '2024-02-01 00:00:00' 2024-11-20 10:20:43,355 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7275.51', Informer = '7314.77', LSTM = '7233.06', iTransformer = '7349.83', TSMixer = '7272.41', TSMixerx = '7282.94', PatchTST = '7263.86', RNN = '7294.73', GRU = '7330.68', TCN = '7395.3', BiTCN = '7306.72', DilatedRNN = '7260.65', MLP = '7289.64', DLinear = '7278.71', NLinear = '7262.57', TFT = '7266.32', StemGNN = '7300.92', MLPMultivariate = '7272.72', TiDE = '7280.73', DeepNPTS = '7271.37', y = '7242.5' WHERE ds = '2024-02-02 00:00:00' 2024-11-20 10:20:43,355 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7275.51', Informer = '7314.77', LSTM = '7233.06', iTransformer = '7349.83', TSMixer = '7272.41', TSMixerx = '7282.94', PatchTST = '7263.86', RNN = '7294.73', GRU = '7330.68', TCN = '7395.3', BiTCN = '7306.72', DilatedRNN = '7260.65', MLP = '7289.64', DLinear = '7278.71', NLinear = '7262.57', TFT = '7266.32', StemGNN = '7300.92', MLPMultivariate = '7272.72', TiDE = '7280.73', DeepNPTS = '7271.37', y = '7242.5' WHERE ds = '2024-02-02 00:00:00' 2024-11-20 10:20:43,357 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7236.79', Informer = '7273.36', LSTM = '7212.67', iTransformer = '7264.81', TSMixer = '7239.09', TSMixerx = '7232.82', PatchTST = '7228.47', RNN = '7267.82', GRU = '7308.6', TCN = '7378.92', BiTCN = '7271.96', DilatedRNN = '7228.76', MLP = '7248.22', DLinear = '7249.75', NLinear = '7245.09', TFT = '7227.47', StemGNN = '7297.04', MLPMultivariate = '7210.26', TiDE = '7249.74', DeepNPTS = '7287.39', y = '7240.0' WHERE ds = '2024-02-04 00:00:00' 2024-11-20 10:20:43,357 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7236.79', Informer = '7273.36', LSTM = '7212.67', iTransformer = '7264.81', TSMixer = '7239.09', TSMixerx = '7232.82', PatchTST = '7228.47', RNN = '7267.82', GRU = '7308.6', TCN = '7378.92', BiTCN = '7271.96', DilatedRNN = '7228.76', MLP = '7248.22', DLinear = '7249.75', NLinear = '7245.09', TFT = '7227.47', StemGNN = '7297.04', MLPMultivariate = '7210.26', TiDE = '7249.74', DeepNPTS = '7287.39', y = '7240.0' WHERE ds = '2024-02-04 00:00:00' 2024-11-20 10:20:43,359 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7237.9', Informer = '7254.36', LSTM = '7211.69', iTransformer = '7215.08', TSMixer = '7225.67', TSMixerx = '7197.03', PatchTST = '7226.16', RNN = '7266.29', GRU = '7310.45', TCN = '7374.66', BiTCN = '7241.34', DilatedRNN = '7223.16', MLP = '7238.12', DLinear = '7228.83', NLinear = '7231.89', TFT = '7224.25', StemGNN = '7292.84', MLPMultivariate = '7185.72', TiDE = '7230.67', DeepNPTS = '7307.89', y = '7227.5' WHERE ds = '2024-02-05 00:00:00' 2024-11-20 10:20:43,359 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7237.9', Informer = '7254.36', LSTM = '7211.69', iTransformer = '7215.08', TSMixer = '7225.67', TSMixerx = '7197.03', PatchTST = '7226.16', RNN = '7266.29', GRU = '7310.45', TCN = '7374.66', BiTCN = '7241.34', DilatedRNN = '7223.16', MLP = '7238.12', DLinear = '7228.83', NLinear = '7231.89', TFT = '7224.25', StemGNN = '7292.84', MLPMultivariate = '7185.72', TiDE = '7230.67', DeepNPTS = '7307.89', y = '7227.5' WHERE ds = '2024-02-05 00:00:00' 2024-11-20 10:20:43,362 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.19', Informer = '7245.77', LSTM = '7203.25', iTransformer = '7200.75', TSMixer = '7215.03', TSMixerx = '7174.85', PatchTST = '7206.81', RNN = '7257.77', GRU = '7300.49', TCN = '7369.7', BiTCN = '7214.12', DilatedRNN = '7210.87', MLP = '7217.43', DLinear = '7212.0', NLinear = '7214.21', TFT = '7214.99', StemGNN = '7288.06', MLPMultivariate = '7159.48', TiDE = '7215.9', DeepNPTS = '7300.92', y = '7246.67' WHERE ds = '2024-02-06 00:00:00' 2024-11-20 10:20:43,362 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.19', Informer = '7245.77', LSTM = '7203.25', iTransformer = '7200.75', TSMixer = '7215.03', TSMixerx = '7174.85', PatchTST = '7206.81', RNN = '7257.77', GRU = '7300.49', TCN = '7369.7', BiTCN = '7214.12', DilatedRNN = '7210.87', MLP = '7217.43', DLinear = '7212.0', NLinear = '7214.21', TFT = '7214.99', StemGNN = '7288.06', MLPMultivariate = '7159.48', TiDE = '7215.9', DeepNPTS = '7300.92', y = '7246.67' WHERE ds = '2024-02-06 00:00:00' 2024-11-20 10:20:43,363 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7237.08', Informer = '7241.63', LSTM = '7216.83', iTransformer = '7221.2', TSMixer = '7226.42', TSMixerx = '7222.58', PatchTST = '7234.44', RNN = '7277.5', GRU = '7317.63', TCN = '7377.89', BiTCN = '7198.22', DilatedRNN = '7229.34', MLP = '7228.86', DLinear = '7227.31', NLinear = '7229.82', TFT = '7221.54', StemGNN = '7284.15', MLPMultivariate = '7172.75', TiDE = '7230.4', DeepNPTS = '7282.88', y = '7255.0' WHERE ds = '2024-02-07 00:00:00' 2024-11-20 10:20:43,363 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7237.08', Informer = '7241.63', LSTM = '7216.83', iTransformer = '7221.2', TSMixer = '7226.42', TSMixerx = '7222.58', PatchTST = '7234.44', RNN = '7277.5', GRU = '7317.63', TCN = '7377.89', BiTCN = '7198.22', DilatedRNN = '7229.34', MLP = '7228.86', DLinear = '7227.31', NLinear = '7229.82', TFT = '7221.54', StemGNN = '7284.15', MLPMultivariate = '7172.75', TiDE = '7230.4', DeepNPTS = '7282.88', y = '7255.0' WHERE ds = '2024-02-07 00:00:00' 2024-11-20 10:20:43,367 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.03', Informer = '7225.22', LSTM = '7221.61', iTransformer = '7236.65', TSMixer = '7242.4', TSMixerx = '7235.89', PatchTST = '7252.49', RNN = '7285.7', GRU = '7321.4', TCN = '7382.84', BiTCN = '7189.21', DilatedRNN = '7239.06', MLP = '7239.93', DLinear = '7231.63', NLinear = '7251.7', TFT = '7236.11', StemGNN = '7280.63', MLPMultivariate = '7193.89', TiDE = '7252.08', DeepNPTS = '7254.66', y = '7270.0' WHERE ds = '2024-02-08 00:00:00' 2024-11-20 10:20:43,367 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.03', Informer = '7225.22', LSTM = '7221.61', iTransformer = '7236.65', TSMixer = '7242.4', TSMixerx = '7235.89', PatchTST = '7252.49', RNN = '7285.7', GRU = '7321.4', TCN = '7382.84', BiTCN = '7189.21', DilatedRNN = '7239.06', MLP = '7239.93', DLinear = '7231.63', NLinear = '7251.7', TFT = '7236.11', StemGNN = '7280.63', MLPMultivariate = '7193.89', TiDE = '7252.08', DeepNPTS = '7254.66', y = '7270.0' WHERE ds = '2024-02-08 00:00:00' 2024-11-20 10:20:43,370 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7257.58', Informer = '7232.66', LSTM = '7232.76', iTransformer = '7247.51', TSMixer = '7258.08', TSMixerx = '7252.65', PatchTST = '7269.86', RNN = '7295.25', GRU = '7334.03', TCN = '7388.26', BiTCN = '7192.33', DilatedRNN = '7253.86', MLP = '7251.03', DLinear = '7230.31', NLinear = '7268.39', TFT = '7263.02', StemGNN = '7278.08', MLPMultivariate = '7215.18', TiDE = '7272.44', DeepNPTS = '7244.53', y = '7336.67' WHERE ds = '2024-02-18 00:00:00' 2024-11-20 10:20:43,370 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7257.58', Informer = '7232.66', LSTM = '7232.76', iTransformer = '7247.51', TSMixer = '7258.08', TSMixerx = '7252.65', PatchTST = '7269.86', RNN = '7295.25', GRU = '7334.03', TCN = '7388.26', BiTCN = '7192.33', DilatedRNN = '7253.86', MLP = '7251.03', DLinear = '7230.31', NLinear = '7268.39', TFT = '7263.02', StemGNN = '7278.08', MLPMultivariate = '7215.18', TiDE = '7272.44', DeepNPTS = '7244.53', y = '7336.67' WHERE ds = '2024-02-18 00:00:00' 2024-11-20 10:20:43,372 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7329.8', Informer = '7284.9', LSTM = '7279.87', iTransformer = '7271.41', TSMixer = '7312.25', TSMixerx = '7328.12', PatchTST = '7333.28', RNN = '7359.55', GRU = '7391.84', TCN = '7412.85', BiTCN = '7285.85', DilatedRNN = '7321.05', MLP = '7295.19', DLinear = '7280.82', NLinear = '7344.06', TFT = '7349.32', StemGNN = '7277.16', MLPMultivariate = '7268.04', TiDE = '7323.31', DeepNPTS = '7273.12', y = '7350.0' WHERE ds = '2024-02-19 00:00:00' 2024-11-20 10:20:43,372 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7329.8', Informer = '7284.9', LSTM = '7279.87', iTransformer = '7271.41', TSMixer = '7312.25', TSMixerx = '7328.12', PatchTST = '7333.28', RNN = '7359.55', GRU = '7391.84', TCN = '7412.85', BiTCN = '7285.85', DilatedRNN = '7321.05', MLP = '7295.19', DLinear = '7280.82', NLinear = '7344.06', TFT = '7349.32', StemGNN = '7277.16', MLPMultivariate = '7268.04', TiDE = '7323.31', DeepNPTS = '7273.12', y = '7350.0' WHERE ds = '2024-02-19 00:00:00' 2024-11-20 10:20:43,374 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7343.01', Informer = '7301.36', LSTM = '7287.02', iTransformer = '7283.48', TSMixer = '7338.11', TSMixerx = '7398.41', PatchTST = '7344.57', RNN = '7358.8', GRU = '7393.28', TCN = '7424.57', BiTCN = '7353.08', DilatedRNN = '7341.83', MLP = '7322.19', DLinear = '7304.78', NLinear = '7354.74', TFT = '7371.01', StemGNN = '7276.7', MLPMultivariate = '7309.68', TiDE = '7334.03', DeepNPTS = '7338.48', y = '7335.0' WHERE ds = '2024-02-20 00:00:00' 2024-11-20 10:20:43,374 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7343.01', Informer = '7301.36', LSTM = '7287.02', iTransformer = '7283.48', TSMixer = '7338.11', TSMixerx = '7398.41', PatchTST = '7344.57', RNN = '7358.8', GRU = '7393.28', TCN = '7424.57', BiTCN = '7353.08', DilatedRNN = '7341.83', MLP = '7322.19', DLinear = '7304.78', NLinear = '7354.74', TFT = '7371.01', StemGNN = '7276.7', MLPMultivariate = '7309.68', TiDE = '7334.03', DeepNPTS = '7338.48', y = '7335.0' WHERE ds = '2024-02-20 00:00:00' 2024-11-20 10:20:43,376 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7331.02', Informer = '7289.8', LSTM = '7277.52', iTransformer = '7284.16', TSMixer = '7334.13', TSMixerx = '7417.16', PatchTST = '7333.0', RNN = '7344.13', GRU = '7379.12', TCN = '7429.64', BiTCN = '7381.22', DilatedRNN = '7344.5', MLP = '7320.66', DLinear = '7332.96', NLinear = '7337.17', TFT = '7360.45', StemGNN = '7275.86', MLPMultivariate = '7320.94', TiDE = '7325.44', DeepNPTS = '7337.84', y = '7297.5' WHERE ds = '2024-02-21 00:00:00' 2024-11-20 10:20:43,376 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7331.02', Informer = '7289.8', LSTM = '7277.52', iTransformer = '7284.16', TSMixer = '7334.13', TSMixerx = '7417.16', PatchTST = '7333.0', RNN = '7344.13', GRU = '7379.12', TCN = '7429.64', BiTCN = '7381.22', DilatedRNN = '7344.5', MLP = '7320.66', DLinear = '7332.96', NLinear = '7337.17', TFT = '7360.45', StemGNN = '7275.86', MLPMultivariate = '7320.94', TiDE = '7325.44', DeepNPTS = '7337.84', y = '7297.5' WHERE ds = '2024-02-21 00:00:00' 2024-11-20 10:20:43,379 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7286.55', Informer = '7266.5', LSTM = '7249.85', iTransformer = '7285.34', TSMixer = '7304.14', TSMixerx = '7392.3', PatchTST = '7305.8', RNN = '7314.63', GRU = '7345.37', TCN = '7420.07', BiTCN = '7373.2', DilatedRNN = '7311.53', MLP = '7302.57', DLinear = '7318.15', NLinear = '7298.16', TFT = '7284.19', StemGNN = '7273.93', MLPMultivariate = '7304.0', TiDE = '7292.32', DeepNPTS = '7342.6', y = '7285.0' WHERE ds = '2024-02-22 00:00:00' 2024-11-20 10:20:43,379 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7286.55', Informer = '7266.5', LSTM = '7249.85', iTransformer = '7285.34', TSMixer = '7304.14', TSMixerx = '7392.3', PatchTST = '7305.8', RNN = '7314.63', GRU = '7345.37', TCN = '7420.07', BiTCN = '7373.2', DilatedRNN = '7311.53', MLP = '7302.57', DLinear = '7318.15', NLinear = '7298.16', TFT = '7284.19', StemGNN = '7273.93', MLPMultivariate = '7304.0', TiDE = '7292.32', DeepNPTS = '7342.6', y = '7285.0' WHERE ds = '2024-02-22 00:00:00' 2024-11-20 10:20:43,381 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7272.61', Informer = '7258.89', LSTM = '7241.55', iTransformer = '7287.63', TSMixer = '7288.24', TSMixerx = '7365.99', PatchTST = '7296.96', RNN = '7295.77', GRU = '7340.09', TCN = '7413.29', BiTCN = '7359.23', DilatedRNN = '7296.67', MLP = '7292.49', DLinear = '7303.51', NLinear = '7281.81', TFT = '7269.99', StemGNN = '7271.49', MLPMultivariate = '7289.99', TiDE = '7281.0', DeepNPTS = '7323.98', y = '7306.67' WHERE ds = '2024-02-23 00:00:00' 2024-11-20 10:20:43,381 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7272.61', Informer = '7258.89', LSTM = '7241.55', iTransformer = '7287.63', TSMixer = '7288.24', TSMixerx = '7365.99', PatchTST = '7296.96', RNN = '7295.77', GRU = '7340.09', TCN = '7413.29', BiTCN = '7359.23', DilatedRNN = '7296.67', MLP = '7292.49', DLinear = '7303.51', NLinear = '7281.81', TFT = '7269.99', StemGNN = '7271.49', MLPMultivariate = '7289.99', TiDE = '7281.0', DeepNPTS = '7323.98', y = '7306.67' WHERE ds = '2024-02-23 00:00:00' 2024-11-20 10:20:43,383 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7318.19', Informer = '7258.93', LSTM = '7254.44', iTransformer = '7295.47', TSMixer = '7299.03', TSMixerx = '7362.35', PatchTST = '7321.52', RNN = '7317.68', GRU = '7358.98', TCN = '7413.28', BiTCN = '7357.37', DilatedRNN = '7301.95', MLP = '7320.65', DLinear = '7296.1', NLinear = '7301.41', TFT = '7307.13', StemGNN = '7269.8', MLPMultivariate = '7306.61', TiDE = '7295.1', DeepNPTS = '7371.11', y = '7292.5' WHERE ds = '2024-02-26 00:00:00' 2024-11-20 10:20:43,383 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7318.19', Informer = '7258.93', LSTM = '7254.44', iTransformer = '7295.47', TSMixer = '7299.03', TSMixerx = '7362.35', PatchTST = '7321.52', RNN = '7317.68', GRU = '7358.98', TCN = '7413.28', BiTCN = '7357.37', DilatedRNN = '7301.95', MLP = '7320.65', DLinear = '7296.1', NLinear = '7301.41', TFT = '7307.13', StemGNN = '7269.8', MLPMultivariate = '7306.61', TiDE = '7295.1', DeepNPTS = '7371.11', y = '7292.5' WHERE ds = '2024-02-26 00:00:00' 2024-11-20 10:20:43,386 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7324.57', Informer = '7251.97', LSTM = '7242.58', iTransformer = '7290.08', TSMixer = '7297.98', TSMixerx = '7317.99', PatchTST = '7297.46', RNN = '7304.28', GRU = '7342.81', TCN = '7408.67', BiTCN = '7340.79', DilatedRNN = '7289.78', MLP = '7327.02', DLinear = '7292.81', NLinear = '7282.36', TFT = '7282.91', StemGNN = '7268.05', MLPMultivariate = '7299.63', TiDE = '7286.47', DeepNPTS = '7368.65', y = '7306.67' WHERE ds = '2024-02-27 00:00:00' 2024-11-20 10:20:43,386 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7324.57', Informer = '7251.97', LSTM = '7242.58', iTransformer = '7290.08', TSMixer = '7297.98', TSMixerx = '7317.99', PatchTST = '7297.46', RNN = '7304.28', GRU = '7342.81', TCN = '7408.67', BiTCN = '7340.79', DilatedRNN = '7289.78', MLP = '7327.02', DLinear = '7292.81', NLinear = '7282.36', TFT = '7282.91', StemGNN = '7268.05', MLPMultivariate = '7299.63', TiDE = '7286.47', DeepNPTS = '7368.65', y = '7306.67' WHERE ds = '2024-02-27 00:00:00' 2024-11-20 10:20:43,388 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7352.75', Informer = '7295.49', LSTM = '7254.83', iTransformer = '7276.21', TSMixer = '7302.82', TSMixerx = '7348.5', PatchTST = '7323.02', RNN = '7324.8', GRU = '7359.94', TCN = '7413.98', BiTCN = '7330.58', DilatedRNN = '7305.92', MLP = '7341.13', DLinear = '7310.9', NLinear = '7305.61', TFT = '7301.83', StemGNN = '7266.96', MLPMultivariate = '7303.46', TiDE = '7303.91', DeepNPTS = '7380.02', y = '7353.33' WHERE ds = '2024-02-28 00:00:00' 2024-11-20 10:20:43,388 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7352.75', Informer = '7295.49', LSTM = '7254.83', iTransformer = '7276.21', TSMixer = '7302.82', TSMixerx = '7348.5', PatchTST = '7323.02', RNN = '7324.8', GRU = '7359.94', TCN = '7413.98', BiTCN = '7330.58', DilatedRNN = '7305.92', MLP = '7341.13', DLinear = '7310.9', NLinear = '7305.61', TFT = '7301.83', StemGNN = '7266.96', MLPMultivariate = '7303.46', TiDE = '7303.91', DeepNPTS = '7380.02', y = '7353.33' WHERE ds = '2024-02-28 00:00:00' 2024-11-20 10:20:43,390 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.17', Informer = '7313.22', LSTM = '7288.96', iTransformer = '7293.72', TSMixer = '7334.31', TSMixerx = '7378.47', PatchTST = '7368.02', RNN = '7371.75', GRU = '7401.12', TCN = '7425.51', BiTCN = '7341.83', DilatedRNN = '7336.51', MLP = '7371.22', DLinear = '7333.33', NLinear = '7360.72', TFT = '7354.87', StemGNN = '7266.78', MLPMultivariate = '7327.83', TiDE = '7343.33', DeepNPTS = '7374.52', y = '7325.0' WHERE ds = '2024-02-29 00:00:00' 2024-11-20 10:20:43,390 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.17', Informer = '7313.22', LSTM = '7288.96', iTransformer = '7293.72', TSMixer = '7334.31', TSMixerx = '7378.47', PatchTST = '7368.02', RNN = '7371.75', GRU = '7401.12', TCN = '7425.51', BiTCN = '7341.83', DilatedRNN = '7336.51', MLP = '7371.22', DLinear = '7333.33', NLinear = '7360.72', TFT = '7354.87', StemGNN = '7266.78', MLPMultivariate = '7327.83', TiDE = '7343.33', DeepNPTS = '7374.52', y = '7325.0' WHERE ds = '2024-02-29 00:00:00' 2024-11-20 10:20:43,392 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7320.5', Informer = '7306.35', LSTM = '7263.73', iTransformer = '7277.35', TSMixer = '7322.0', TSMixerx = '7343.2', PatchTST = '7329.76', RNN = '7327.44', GRU = '7364.73', TCN = '7416.31', BiTCN = '7322.68', DilatedRNN = '7306.52', MLP = '7337.22', DLinear = '7315.45', NLinear = '7335.42', TFT = '7314.74', StemGNN = '7266.41', MLPMultivariate = '7308.63', TiDE = '7327.13', DeepNPTS = '7294.14', y = '7343.33' WHERE ds = '2024-03-01 00:00:00' 2024-11-20 10:20:43,392 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7320.5', Informer = '7306.35', LSTM = '7263.73', iTransformer = '7277.35', TSMixer = '7322.0', TSMixerx = '7343.2', PatchTST = '7329.76', RNN = '7327.44', GRU = '7364.73', TCN = '7416.31', BiTCN = '7322.68', DilatedRNN = '7306.52', MLP = '7337.22', DLinear = '7315.45', NLinear = '7335.42', TFT = '7314.74', StemGNN = '7266.41', MLPMultivariate = '7308.63', TiDE = '7327.13', DeepNPTS = '7294.14', y = '7343.33' WHERE ds = '2024-03-01 00:00:00' 2024-11-20 10:20:43,395 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7334.56', Informer = '7330.43', LSTM = '7283.3', iTransformer = '7276.89', TSMixer = '7330.63', TSMixerx = '7344.31', PatchTST = '7334.27', RNN = '7357.22', GRU = '7391.92', TCN = '7422.3', BiTCN = '7315.67', DilatedRNN = '7328.23', MLP = '7328.13', DLinear = '7333.05', NLinear = '7339.2', TFT = '7314.98', StemGNN = '7266.39', MLPMultivariate = '7306.47', TiDE = '7342.18', DeepNPTS = '7296.81', y = '7330.0' WHERE ds = '2024-03-04 00:00:00' 2024-11-20 10:20:43,395 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7334.56', Informer = '7330.43', LSTM = '7283.3', iTransformer = '7276.89', TSMixer = '7330.63', TSMixerx = '7344.31', PatchTST = '7334.27', RNN = '7357.22', GRU = '7391.92', TCN = '7422.3', BiTCN = '7315.67', DilatedRNN = '7328.23', MLP = '7328.13', DLinear = '7333.05', NLinear = '7339.2', TFT = '7314.98', StemGNN = '7266.39', MLPMultivariate = '7306.47', TiDE = '7342.18', DeepNPTS = '7296.81', y = '7330.0' WHERE ds = '2024-03-04 00:00:00' 2024-11-20 10:20:43,397 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7309.45', Informer = '7325.04', LSTM = '7267.88', iTransformer = '7277.67', TSMixer = '7326.97', TSMixerx = '7335.79', PatchTST = '7319.16', RNN = '7340.15', GRU = '7370.5', TCN = '7418.13', BiTCN = '7305.37', DilatedRNN = '7318.76', MLP = '7320.53', DLinear = '7326.05', NLinear = '7321.28', TFT = '7293.51', StemGNN = '7266.15', MLPMultivariate = '7303.62', TiDE = '7328.04', DeepNPTS = '7281.27', y = '7310.0' WHERE ds = '2024-03-05 00:00:00' 2024-11-20 10:20:43,397 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7309.45', Informer = '7325.04', LSTM = '7267.88', iTransformer = '7277.67', TSMixer = '7326.97', TSMixerx = '7335.79', PatchTST = '7319.16', RNN = '7340.15', GRU = '7370.5', TCN = '7418.13', BiTCN = '7305.37', DilatedRNN = '7318.76', MLP = '7320.53', DLinear = '7326.05', NLinear = '7321.28', TFT = '7293.51', StemGNN = '7266.15', MLPMultivariate = '7303.62', TiDE = '7328.04', DeepNPTS = '7281.27', y = '7310.0' WHERE ds = '2024-03-05 00:00:00' 2024-11-20 10:20:43,400 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7304.78', Informer = '7318.4', LSTM = '7255.75', iTransformer = '7276.86', TSMixer = '7305.71', TSMixerx = '7311.24', PatchTST = '7313.83', RNN = '7311.53', GRU = '7357.06', TCN = '7412.45', BiTCN = '7301.94', DilatedRNN = '7304.3', MLP = '7315.76', DLinear = '7309.79', NLinear = '7297.15', TFT = '7279.6', StemGNN = '7265.64', MLPMultivariate = '7295.52', TiDE = '7301.35', DeepNPTS = '7288.95', y = '7297.5' WHERE ds = '2024-03-06 00:00:00' 2024-11-20 10:20:43,400 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7304.78', Informer = '7318.4', LSTM = '7255.75', iTransformer = '7276.86', TSMixer = '7305.71', TSMixerx = '7311.24', PatchTST = '7313.83', RNN = '7311.53', GRU = '7357.06', TCN = '7412.45', BiTCN = '7301.94', DilatedRNN = '7304.3', MLP = '7315.76', DLinear = '7309.79', NLinear = '7297.15', TFT = '7279.6', StemGNN = '7265.64', MLPMultivariate = '7295.52', TiDE = '7301.35', DeepNPTS = '7288.95', y = '7297.5' WHERE ds = '2024-03-06 00:00:00' 2024-11-20 10:20:43,403 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7302.21', Informer = '7321.25', LSTM = '7246.71', iTransformer = '7271.87', TSMixer = '7294.17', TSMixerx = '7309.87', PatchTST = '7308.66', RNN = '7314.28', GRU = '7347.75', TCN = '7407.47', BiTCN = '7294.43', DilatedRNN = '7290.02', MLP = '7319.87', DLinear = '7285.87', NLinear = '7297.02', TFT = '7274.12', StemGNN = '7264.97', MLPMultivariate = '7290.85', TiDE = '7293.32', DeepNPTS = '7295.53', y = '7290.0' WHERE ds = '2024-03-07 00:00:00' 2024-11-20 10:20:43,403 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7302.21', Informer = '7321.25', LSTM = '7246.71', iTransformer = '7271.87', TSMixer = '7294.17', TSMixerx = '7309.87', PatchTST = '7308.66', RNN = '7314.28', GRU = '7347.75', TCN = '7407.47', BiTCN = '7294.43', DilatedRNN = '7290.02', MLP = '7319.87', DLinear = '7285.87', NLinear = '7297.02', TFT = '7274.12', StemGNN = '7264.97', MLPMultivariate = '7290.85', TiDE = '7293.32', DeepNPTS = '7295.53', y = '7290.0' WHERE ds = '2024-03-07 00:00:00' 2024-11-20 10:20:43,405 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7292.95', Informer = '7299.1', LSTM = '7241.47', iTransformer = '7246.3', TSMixer = '7288.79', TSMixerx = '7302.01', PatchTST = '7299.54', RNN = '7302.63', GRU = '7343.0', TCN = '7403.52', BiTCN = '7279.52', DilatedRNN = '7288.72', MLP = '7290.22', DLinear = '7284.58', NLinear = '7288.43', TFT = '7271.91', StemGNN = '7264.57', MLPMultivariate = '7279.09', TiDE = '7290.29', DeepNPTS = '7294.8', y = '7295.0' WHERE ds = '2024-03-08 00:00:00' 2024-11-20 10:20:43,405 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7292.95', Informer = '7299.1', LSTM = '7241.47', iTransformer = '7246.3', TSMixer = '7288.79', TSMixerx = '7302.01', PatchTST = '7299.54', RNN = '7302.63', GRU = '7343.0', TCN = '7403.52', BiTCN = '7279.52', DilatedRNN = '7288.72', MLP = '7290.22', DLinear = '7284.58', NLinear = '7288.43', TFT = '7271.91', StemGNN = '7264.57', MLPMultivariate = '7279.09', TiDE = '7290.29', DeepNPTS = '7294.8', y = '7295.0' WHERE ds = '2024-03-08 00:00:00' 2024-11-20 10:20:43,408 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7283.5', Informer = '7308.73', LSTM = '7245.06', iTransformer = '7233.56', TSMixer = '7289.62', TSMixerx = '7272.81', PatchTST = '7302.29', RNN = '7308.69', GRU = '7348.58', TCN = '7402.53', BiTCN = '7275.18', DilatedRNN = '7290.97', MLP = '7265.94', DLinear = '7297.8', NLinear = '7293.46', TFT = '7274.37', StemGNN = '7264.62', MLPMultivariate = '7276.64', TiDE = '7289.43', DeepNPTS = '7294.81', y = '7285.0' WHERE ds = '2024-03-11 00:00:00' 2024-11-20 10:20:43,408 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7283.5', Informer = '7308.73', LSTM = '7245.06', iTransformer = '7233.56', TSMixer = '7289.62', TSMixerx = '7272.81', PatchTST = '7302.29', RNN = '7308.69', GRU = '7348.58', TCN = '7402.53', BiTCN = '7275.18', DilatedRNN = '7290.97', MLP = '7265.94', DLinear = '7297.8', NLinear = '7293.46', TFT = '7274.37', StemGNN = '7264.62', MLPMultivariate = '7276.64', TiDE = '7289.43', DeepNPTS = '7294.81', y = '7285.0' WHERE ds = '2024-03-11 00:00:00' 2024-11-20 10:20:43,410 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7264.78', Informer = '7291.06', LSTM = '7238.1', iTransformer = '7239.95', TSMixer = '7277.58', TSMixerx = '7269.54', PatchTST = '7282.67', RNN = '7303.06', GRU = '7339.16', TCN = '7395.51', BiTCN = '7277.12', DilatedRNN = '7280.3', MLP = '7244.14', DLinear = '7296.69', NLinear = '7275.29', TFT = '7269.44', StemGNN = '7265.88', MLPMultivariate = '7271.18', TiDE = '7270.28', DeepNPTS = '7285.48', y = '7283.33' WHERE ds = '2024-03-12 00:00:00' 2024-11-20 10:20:43,410 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7264.78', Informer = '7291.06', LSTM = '7238.1', iTransformer = '7239.95', TSMixer = '7277.58', TSMixerx = '7269.54', PatchTST = '7282.67', RNN = '7303.06', GRU = '7339.16', TCN = '7395.51', BiTCN = '7277.12', DilatedRNN = '7280.3', MLP = '7244.14', DLinear = '7296.69', NLinear = '7275.29', TFT = '7269.44', StemGNN = '7265.88', MLPMultivariate = '7271.18', TiDE = '7270.28', DeepNPTS = '7285.48', y = '7283.33' WHERE ds = '2024-03-12 00:00:00' 2024-11-20 10:20:43,412 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7256.37', Informer = '7287.32', LSTM = '7238.44', iTransformer = '7251.53', TSMixer = '7272.1', TSMixerx = '7275.87', PatchTST = '7280.45', RNN = '7301.9', GRU = '7340.35', TCN = '7398.0', BiTCN = '7269.77', DilatedRNN = '7285.73', MLP = '7238.05', DLinear = '7303.68', NLinear = '7278.15', TFT = '7276.54', StemGNN = '7267.4', MLPMultivariate = '7268.86', TiDE = '7272.17', DeepNPTS = '7252.64', y = '7285.0' WHERE ds = '2024-03-13 00:00:00' 2024-11-20 10:20:43,412 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7256.37', Informer = '7287.32', LSTM = '7238.44', iTransformer = '7251.53', TSMixer = '7272.1', TSMixerx = '7275.87', PatchTST = '7280.45', RNN = '7301.9', GRU = '7340.35', TCN = '7398.0', BiTCN = '7269.77', DilatedRNN = '7285.73', MLP = '7238.05', DLinear = '7303.68', NLinear = '7278.15', TFT = '7276.54', StemGNN = '7267.4', MLPMultivariate = '7268.86', TiDE = '7272.17', DeepNPTS = '7252.64', y = '7285.0' WHERE ds = '2024-03-13 00:00:00' 2024-11-20 10:20:43,415 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7269.4', Informer = '7282.06', LSTM = '7239.51', iTransformer = '7265.08', TSMixer = '7275.51', TSMixerx = '7277.1', PatchTST = '7283.45', RNN = '7304.5', GRU = '7341.46', TCN = '7397.56', BiTCN = '7280.69', DilatedRNN = '7284.09', MLP = '7251.88', DLinear = '7273.88', NLinear = '7288.42', TFT = '7290.29', StemGNN = '7270.84', MLPMultivariate = '7275.91', TiDE = '7281.04', DeepNPTS = '7264.11', y = '7277.5' WHERE ds = '2024-03-14 00:00:00' 2024-11-20 10:20:43,415 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7269.4', Informer = '7282.06', LSTM = '7239.51', iTransformer = '7265.08', TSMixer = '7275.51', TSMixerx = '7277.1', PatchTST = '7283.45', RNN = '7304.5', GRU = '7341.46', TCN = '7397.56', BiTCN = '7280.69', DilatedRNN = '7284.09', MLP = '7251.88', DLinear = '7273.88', NLinear = '7288.42', TFT = '7290.29', StemGNN = '7270.84', MLPMultivariate = '7275.91', TiDE = '7281.04', DeepNPTS = '7264.11', y = '7277.5' WHERE ds = '2024-03-14 00:00:00' 2024-11-20 10:20:43,417 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7264.23', Informer = '7275.59', LSTM = '7234.82', iTransformer = '7272.71', TSMixer = '7271.08', TSMixerx = '7262.54', PatchTST = '7274.31', RNN = '7295.47', GRU = '7335.31', TCN = '7395.98', BiTCN = '7277.6', DilatedRNN = '7279.69', MLP = '7256.92', DLinear = '7252.44', NLinear = '7269.11', TFT = '7283.47', StemGNN = '7273.29', MLPMultivariate = '7276.28', TiDE = '7279.45', DeepNPTS = '7273.04', y = '7353.33' WHERE ds = '2024-03-15 00:00:00' 2024-11-20 10:20:43,417 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7264.23', Informer = '7275.59', LSTM = '7234.82', iTransformer = '7272.71', TSMixer = '7271.08', TSMixerx = '7262.54', PatchTST = '7274.31', RNN = '7295.47', GRU = '7335.31', TCN = '7395.98', BiTCN = '7277.6', DilatedRNN = '7279.69', MLP = '7256.92', DLinear = '7252.44', NLinear = '7269.11', TFT = '7283.47', StemGNN = '7273.29', MLPMultivariate = '7276.28', TiDE = '7279.45', DeepNPTS = '7273.04', y = '7353.33' WHERE ds = '2024-03-15 00:00:00' 2024-11-20 10:20:43,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7339.36', Informer = '7324.94', LSTM = '7292.13', iTransformer = '7287.28', TSMixer = '7320.05', TSMixerx = '7302.48', PatchTST = '7366.6', RNN = '7371.87', GRU = '7407.54', TCN = '7422.89', BiTCN = '7304.87', DilatedRNN = '7348.6', MLP = '7314.84', DLinear = '7304.7', NLinear = '7353.23', TFT = '7347.31', StemGNN = '7276.14', MLPMultivariate = '7311.7', TiDE = '7330.94', DeepNPTS = '7344.93', y = '7387.5' WHERE ds = '2024-03-18 00:00:00' 2024-11-20 10:20:43,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7339.36', Informer = '7324.94', LSTM = '7292.13', iTransformer = '7287.28', TSMixer = '7320.05', TSMixerx = '7302.48', PatchTST = '7366.6', RNN = '7371.87', GRU = '7407.54', TCN = '7422.89', BiTCN = '7304.87', DilatedRNN = '7348.6', MLP = '7314.84', DLinear = '7304.7', NLinear = '7353.23', TFT = '7347.31', StemGNN = '7276.14', MLPMultivariate = '7311.7', TiDE = '7330.94', DeepNPTS = '7344.93', y = '7387.5' WHERE ds = '2024-03-18 00:00:00' 2024-11-20 10:20:43,422 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7388.08', Informer = '7385.8', LSTM = '7320.49', iTransformer = '7300.95', TSMixer = '7361.99', TSMixerx = '7336.57', PatchTST = '7386.98', RNN = '7397.01', GRU = '7427.54', TCN = '7439.6', BiTCN = '7311.0', DilatedRNN = '7378.46', MLP = '7361.53', DLinear = '7326.46', NLinear = '7392.8', TFT = '7379.9', StemGNN = '7277.91', MLPMultivariate = '7348.62', TiDE = '7363.5', DeepNPTS = '7387.24', y = '7435.0' WHERE ds = '2024-03-19 00:00:00' 2024-11-20 10:20:43,422 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7388.08', Informer = '7385.8', LSTM = '7320.49', iTransformer = '7300.95', TSMixer = '7361.99', TSMixerx = '7336.57', PatchTST = '7386.98', RNN = '7397.01', GRU = '7427.54', TCN = '7439.6', BiTCN = '7311.0', DilatedRNN = '7378.46', MLP = '7361.53', DLinear = '7326.46', NLinear = '7392.8', TFT = '7379.9', StemGNN = '7277.91', MLPMultivariate = '7348.62', TiDE = '7363.5', DeepNPTS = '7387.24', y = '7435.0' WHERE ds = '2024-03-19 00:00:00' 2024-11-20 10:20:43,424 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7446.17', Informer = '7409.96', LSTM = '7390.64', iTransformer = '7318.43', TSMixer = '7404.71', TSMixerx = '7354.35', PatchTST = '7446.15', RNN = '7449.59', GRU = '7481.41', TCN = '7465.93', BiTCN = '7324.92', DilatedRNN = '7439.02', MLP = '7414.86', DLinear = '7384.65', NLinear = '7440.51', TFT = '7410.61', StemGNN = '7279.73', MLPMultivariate = '7384.11', TiDE = '7415.17', DeepNPTS = '7432.14', y = '7460.0' WHERE ds = '2024-03-20 00:00:00' 2024-11-20 10:20:43,424 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7446.17', Informer = '7409.96', LSTM = '7390.64', iTransformer = '7318.43', TSMixer = '7404.71', TSMixerx = '7354.35', PatchTST = '7446.15', RNN = '7449.59', GRU = '7481.41', TCN = '7465.93', BiTCN = '7324.92', DilatedRNN = '7439.02', MLP = '7414.86', DLinear = '7384.65', NLinear = '7440.51', TFT = '7410.61', StemGNN = '7279.73', MLPMultivariate = '7384.11', TiDE = '7415.17', DeepNPTS = '7432.14', y = '7460.0' WHERE ds = '2024-03-20 00:00:00' 2024-11-20 10:20:43,427 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7471.48', Informer = '7410.82', LSTM = '7418.15', iTransformer = '7359.09', TSMixer = '7436.82', TSMixerx = '7382.55', PatchTST = '7467.97', RNN = '7485.88', GRU = '7497.73', TCN = '7485.05', BiTCN = '7342.78', DilatedRNN = '7469.99', MLP = '7437.01', DLinear = '7433.13', NLinear = '7466.88', TFT = '7407.96', StemGNN = '7282.79', MLPMultivariate = '7422.37', TiDE = '7449.82', DeepNPTS = '7435.73', y = '7422.5' WHERE ds = '2024-03-21 00:00:00' 2024-11-20 10:20:43,427 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7471.48', Informer = '7410.82', LSTM = '7418.15', iTransformer = '7359.09', TSMixer = '7436.82', TSMixerx = '7382.55', PatchTST = '7467.97', RNN = '7485.88', GRU = '7497.73', TCN = '7485.05', BiTCN = '7342.78', DilatedRNN = '7469.99', MLP = '7437.01', DLinear = '7433.13', NLinear = '7466.88', TFT = '7407.96', StemGNN = '7282.79', MLPMultivariate = '7422.37', TiDE = '7449.82', DeepNPTS = '7435.73', y = '7422.5' WHERE ds = '2024-03-21 00:00:00' 2024-11-20 10:20:43,429 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7417.1', Informer = '7386.94', LSTM = '7359.75', iTransformer = '7407.99', TSMixer = '7419.15', TSMixerx = '7377.38', PatchTST = '7398.66', RNN = '7419.29', GRU = '7445.15', TCN = '7473.64', BiTCN = '7348.41', DilatedRNN = '7429.75', MLP = '7410.0', DLinear = '7426.43', NLinear = '7427.33', TFT = '7392.96', StemGNN = '7286.4', MLPMultivariate = '7414.18', TiDE = '7431.13', DeepNPTS = '7377.32', y = '7402.5' WHERE ds = '2024-03-22 00:00:00' 2024-11-20 10:20:43,429 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7417.1', Informer = '7386.94', LSTM = '7359.75', iTransformer = '7407.99', TSMixer = '7419.15', TSMixerx = '7377.38', PatchTST = '7398.66', RNN = '7419.29', GRU = '7445.15', TCN = '7473.64', BiTCN = '7348.41', DilatedRNN = '7429.75', MLP = '7410.0', DLinear = '7426.43', NLinear = '7427.33', TFT = '7392.96', StemGNN = '7286.4', MLPMultivariate = '7414.18', TiDE = '7431.13', DeepNPTS = '7377.32', y = '7402.5' WHERE ds = '2024-03-22 00:00:00' 2024-11-20 10:20:43,432 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7404.65', Informer = '7354.68', LSTM = '7337.62', iTransformer = '7438.0', TSMixer = '7391.76', TSMixerx = '7372.08', PatchTST = '7396.19', RNN = '7403.69', GRU = '7432.8', TCN = '7463.86', BiTCN = '7342.24', DilatedRNN = '7408.89', MLP = '7382.35', DLinear = '7426.01', NLinear = '7402.0', TFT = '7391.26', StemGNN = '7288.26', MLPMultivariate = '7395.28', TiDE = '7401.38', DeepNPTS = '7352.68', y = '7372.5' WHERE ds = '2024-03-25 00:00:00' 2024-11-20 10:20:43,432 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7404.65', Informer = '7354.68', LSTM = '7337.62', iTransformer = '7438.0', TSMixer = '7391.76', TSMixerx = '7372.08', PatchTST = '7396.19', RNN = '7403.69', GRU = '7432.8', TCN = '7463.86', BiTCN = '7342.24', DilatedRNN = '7408.89', MLP = '7382.35', DLinear = '7426.01', NLinear = '7402.0', TFT = '7391.26', StemGNN = '7288.26', MLPMultivariate = '7395.28', TiDE = '7401.38', DeepNPTS = '7352.68', y = '7372.5' WHERE ds = '2024-03-25 00:00:00' 2024-11-20 10:20:43,434 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7367.22', Informer = '7322.27', LSTM = '7297.47', iTransformer = '7379.26', TSMixer = '7362.82', TSMixerx = '7379.8', PatchTST = '7348.91', RNN = '7365.84', GRU = '7399.45', TCN = '7449.14', BiTCN = '7347.17', DilatedRNN = '7376.77', MLP = '7355.65', DLinear = '7392.1', NLinear = '7355.2', TFT = '7356.75', StemGNN = '7289.35', MLPMultivariate = '7365.31', TiDE = '7355.82', DeepNPTS = '7332.97', y = '7365.0' WHERE ds = '2024-03-26 00:00:00' 2024-11-20 10:20:43,434 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7367.22', Informer = '7322.27', LSTM = '7297.47', iTransformer = '7379.26', TSMixer = '7362.82', TSMixerx = '7379.8', PatchTST = '7348.91', RNN = '7365.84', GRU = '7399.45', TCN = '7449.14', BiTCN = '7347.17', DilatedRNN = '7376.77', MLP = '7355.65', DLinear = '7392.1', NLinear = '7355.2', TFT = '7356.75', StemGNN = '7289.35', MLPMultivariate = '7365.31', TiDE = '7355.82', DeepNPTS = '7332.97', y = '7365.0' WHERE ds = '2024-03-26 00:00:00' 2024-11-20 10:20:43,437 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7348.99', Informer = '7314.72', LSTM = '7292.01', iTransformer = '7324.37', TSMixer = '7348.72', TSMixerx = '7361.01', PatchTST = '7349.25', RNN = '7354.78', GRU = '7399.57', TCN = '7441.3', BiTCN = '7353.53', DilatedRNN = '7370.99', MLP = '7335.98', DLinear = '7369.87', NLinear = '7345.71', TFT = '7338.27', StemGNN = '7290.38', MLPMultivariate = '7340.31', TiDE = '7351.88', DeepNPTS = '7327.51', y = '7345.0' WHERE ds = '2024-03-27 00:00:00' 2024-11-20 10:20:43,437 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7348.99', Informer = '7314.72', LSTM = '7292.01', iTransformer = '7324.37', TSMixer = '7348.72', TSMixerx = '7361.01', PatchTST = '7349.25', RNN = '7354.78', GRU = '7399.57', TCN = '7441.3', BiTCN = '7353.53', DilatedRNN = '7370.99', MLP = '7335.98', DLinear = '7369.87', NLinear = '7345.71', TFT = '7338.27', StemGNN = '7290.38', MLPMultivariate = '7340.31', TiDE = '7351.88', DeepNPTS = '7327.51', y = '7345.0' WHERE ds = '2024-03-27 00:00:00' 2024-11-20 10:20:43,440 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7315.95', Informer = '7301.15', LSTM = '7273.48', iTransformer = '7295.8', TSMixer = '7330.9', TSMixerx = '7328.15', PatchTST = '7333.3', RNN = '7346.44', GRU = '7379.1', TCN = '7428.09', BiTCN = '7353.19', DilatedRNN = '7339.56', MLP = '7312.39', DLinear = '7352.16', NLinear = '7328.61', TFT = '7330.9', StemGNN = '7291.17', MLPMultivariate = '7320.32', TiDE = '7333.7', DeepNPTS = '7319.06', y = '7345.0' WHERE ds = '2024-03-28 00:00:00' 2024-11-20 10:20:43,440 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7315.95', Informer = '7301.15', LSTM = '7273.48', iTransformer = '7295.8', TSMixer = '7330.9', TSMixerx = '7328.15', PatchTST = '7333.3', RNN = '7346.44', GRU = '7379.1', TCN = '7428.09', BiTCN = '7353.19', DilatedRNN = '7339.56', MLP = '7312.39', DLinear = '7352.16', NLinear = '7328.61', TFT = '7330.9', StemGNN = '7291.17', MLPMultivariate = '7320.32', TiDE = '7333.7', DeepNPTS = '7319.06', y = '7345.0' WHERE ds = '2024-03-28 00:00:00' 2024-11-20 10:20:43,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7330.24', Informer = '7305.84', LSTM = '7275.81', iTransformer = '7295.1', TSMixer = '7325.45', TSMixerx = '7312.22', PatchTST = '7328.93', RNN = '7348.29', GRU = '7385.13', TCN = '7421.9', BiTCN = '7338.67', DilatedRNN = '7331.57', MLP = '7296.93', DLinear = '7335.55', NLinear = '7336.98', TFT = '7327.3', StemGNN = '7292.35', MLPMultivariate = '7309.14', TiDE = '7332.74', DeepNPTS = '7339.16', y = '7345.0' WHERE ds = '2024-03-29 00:00:00' 2024-11-20 10:20:43,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7330.24', Informer = '7305.84', LSTM = '7275.81', iTransformer = '7295.1', TSMixer = '7325.45', TSMixerx = '7312.22', PatchTST = '7328.93', RNN = '7348.29', GRU = '7385.13', TCN = '7421.9', BiTCN = '7338.67', DilatedRNN = '7331.57', MLP = '7296.93', DLinear = '7335.55', NLinear = '7336.98', TFT = '7327.3', StemGNN = '7292.35', MLPMultivariate = '7309.14', TiDE = '7332.74', DeepNPTS = '7339.16', y = '7345.0' WHERE ds = '2024-03-29 00:00:00' 2024-11-20 10:20:43,446 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7338.24', Informer = '7312.92', LSTM = '7275.35', iTransformer = '7297.79', TSMixer = '7326.11', TSMixerx = '7304.88', PatchTST = '7330.88', RNN = '7350.42', GRU = '7384.03', TCN = '7416.0', BiTCN = '7329.56', DilatedRNN = '7326.53', MLP = '7302.67', DLinear = '7334.68', NLinear = '7344.62', TFT = '7326.0', StemGNN = '7293.29', MLPMultivariate = '7308.76', TiDE = '7335.23', DeepNPTS = '7344.61', y = '7360.0' WHERE ds = '2024-04-01 00:00:00' 2024-11-20 10:20:43,446 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7338.24', Informer = '7312.92', LSTM = '7275.35', iTransformer = '7297.79', TSMixer = '7326.11', TSMixerx = '7304.88', PatchTST = '7330.88', RNN = '7350.42', GRU = '7384.03', TCN = '7416.0', BiTCN = '7329.56', DilatedRNN = '7326.53', MLP = '7302.67', DLinear = '7334.68', NLinear = '7344.62', TFT = '7326.0', StemGNN = '7293.29', MLPMultivariate = '7308.76', TiDE = '7335.23', DeepNPTS = '7344.61', y = '7360.0' WHERE ds = '2024-04-01 00:00:00' 2024-11-20 10:20:43,449 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7346.74', Informer = '7332.9', LSTM = '7289.21', iTransformer = '7307.99', TSMixer = '7336.79', TSMixerx = '7317.73', PatchTST = '7346.57', RNN = '7364.25', GRU = '7401.18', TCN = '7422.32', BiTCN = '7325.94', DilatedRNN = '7337.44', MLP = '7312.67', DLinear = '7330.29', NLinear = '7355.13', TFT = '7331.72', StemGNN = '7294.23', MLPMultivariate = '7313.7', TiDE = '7342.82', DeepNPTS = '7353.49', y = '7380.0' WHERE ds = '2024-04-02 00:00:00' 2024-11-20 10:20:43,449 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7346.74', Informer = '7332.9', LSTM = '7289.21', iTransformer = '7307.99', TSMixer = '7336.79', TSMixerx = '7317.73', PatchTST = '7346.57', RNN = '7364.25', GRU = '7401.18', TCN = '7422.32', BiTCN = '7325.94', DilatedRNN = '7337.44', MLP = '7312.67', DLinear = '7330.29', NLinear = '7355.13', TFT = '7331.72', StemGNN = '7294.23', MLPMultivariate = '7313.7', TiDE = '7342.82', DeepNPTS = '7353.49', y = '7380.0' WHERE ds = '2024-04-02 00:00:00' 2024-11-20 10:20:43,452 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7362.03', Informer = '7378.23', LSTM = '7308.14', iTransformer = '7335.29', TSMixer = '7353.97', TSMixerx = '7345.56', PatchTST = '7371.53', RNN = '7386.28', GRU = '7419.33', TCN = '7428.12', BiTCN = '7335.65', DilatedRNN = '7363.3', MLP = '7336.41', DLinear = '7329.53', NLinear = '7376.12', TFT = '7363.62', StemGNN = '7295.82', MLPMultivariate = '7333.87', TiDE = '7357.16', DeepNPTS = '7375.72', y = '7397.5' WHERE ds = '2024-04-03 00:00:00' 2024-11-20 10:20:43,452 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7362.03', Informer = '7378.23', LSTM = '7308.14', iTransformer = '7335.29', TSMixer = '7353.97', TSMixerx = '7345.56', PatchTST = '7371.53', RNN = '7386.28', GRU = '7419.33', TCN = '7428.12', BiTCN = '7335.65', DilatedRNN = '7363.3', MLP = '7336.41', DLinear = '7329.53', NLinear = '7376.12', TFT = '7363.62', StemGNN = '7295.82', MLPMultivariate = '7333.87', TiDE = '7357.16', DeepNPTS = '7375.72', y = '7397.5' WHERE ds = '2024-04-03 00:00:00' 2024-11-20 10:20:43,454 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7380.46', Informer = '7399.9', LSTM = '7329.28', iTransformer = '7342.79', TSMixer = '7377.67', TSMixerx = '7353.99', PatchTST = '7410.47', RNN = '7402.89', GRU = '7435.25', TCN = '7440.61', BiTCN = '7349.37', DilatedRNN = '7386.35', MLP = '7366.33', DLinear = '7351.98', NLinear = '7390.83', TFT = '7357.89', StemGNN = '7298.55', MLPMultivariate = '7362.64', TiDE = '7388.62', DeepNPTS = '7390.25', y = '7437.5' WHERE ds = '2024-04-07 00:00:00' 2024-11-20 10:20:43,454 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7380.46', Informer = '7399.9', LSTM = '7329.28', iTransformer = '7342.79', TSMixer = '7377.67', TSMixerx = '7353.99', PatchTST = '7410.47', RNN = '7402.89', GRU = '7435.25', TCN = '7440.61', BiTCN = '7349.37', DilatedRNN = '7386.35', MLP = '7366.33', DLinear = '7351.98', NLinear = '7390.83', TFT = '7357.89', StemGNN = '7298.55', MLPMultivariate = '7362.64', TiDE = '7388.62', DeepNPTS = '7390.25', y = '7437.5' WHERE ds = '2024-04-07 00:00:00' 2024-11-20 10:20:43,456 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7447.65', Informer = '7446.34', LSTM = '7385.22', iTransformer = '7363.92', TSMixer = '7413.36', TSMixerx = '7379.34', PatchTST = '7464.31', RNN = '7450.51', GRU = '7478.47', TCN = '7458.92', BiTCN = '7355.57', DilatedRNN = '7434.99', MLP = '7413.54', DLinear = '7377.16', NLinear = '7434.57', TFT = '7405.02', StemGNN = '7302.9', MLPMultivariate = '7409.96', TiDE = '7431.65', DeepNPTS = '7422.17', y = '7490.0' WHERE ds = '2024-04-08 00:00:00' 2024-11-20 10:20:43,456 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7447.65', Informer = '7446.34', LSTM = '7385.22', iTransformer = '7363.92', TSMixer = '7413.36', TSMixerx = '7379.34', PatchTST = '7464.31', RNN = '7450.51', GRU = '7478.47', TCN = '7458.92', BiTCN = '7355.57', DilatedRNN = '7434.99', MLP = '7413.54', DLinear = '7377.16', NLinear = '7434.57', TFT = '7405.02', StemGNN = '7302.9', MLPMultivariate = '7409.96', TiDE = '7431.65', DeepNPTS = '7422.17', y = '7490.0' WHERE ds = '2024-04-08 00:00:00' 2024-11-20 10:20:43,458 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7508.91', Informer = '7451.4', LSTM = '7454.91', iTransformer = '7495.67', TSMixer = '7458.67', TSMixerx = '7404.45', PatchTST = '7504.04', RNN = '7508.22', GRU = '7535.45', TCN = '7498.07', BiTCN = '7362.18', DilatedRNN = '7500.56', MLP = '7456.07', DLinear = '7436.46', NLinear = '7490.4', TFT = '7479.82', StemGNN = '7307.45', MLPMultivariate = '7470.89', TiDE = '7473.05', DeepNPTS = '7482.98', y = '7507.5' WHERE ds = '2024-04-09 00:00:00' 2024-11-20 10:20:43,458 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7508.91', Informer = '7451.4', LSTM = '7454.91', iTransformer = '7495.67', TSMixer = '7458.67', TSMixerx = '7404.45', PatchTST = '7504.04', RNN = '7508.22', GRU = '7535.45', TCN = '7498.07', BiTCN = '7362.18', DilatedRNN = '7500.56', MLP = '7456.07', DLinear = '7436.46', NLinear = '7490.4', TFT = '7479.82', StemGNN = '7307.45', MLPMultivariate = '7470.89', TiDE = '7473.05', DeepNPTS = '7482.98', y = '7507.5' WHERE ds = '2024-04-09 00:00:00' 2024-11-20 10:20:43,461 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7525.01', Informer = '7463.69', LSTM = '7471.0', iTransformer = '7599.2', TSMixer = '7480.64', TSMixerx = '7407.01', PatchTST = '7494.6', RNN = '7518.41', GRU = '7543.95', TCN = '7529.9', BiTCN = '7380.28', DilatedRNN = '7529.39', MLP = '7474.85', DLinear = '7472.81', NLinear = '7508.65', TFT = '7484.08', StemGNN = '7312.89', MLPMultivariate = '7512.26', TiDE = '7487.67', DeepNPTS = '7500.6', y = '7497.5' WHERE ds = '2024-04-10 00:00:00' 2024-11-20 10:20:43,461 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7525.01', Informer = '7463.69', LSTM = '7471.0', iTransformer = '7599.2', TSMixer = '7480.64', TSMixerx = '7407.01', PatchTST = '7494.6', RNN = '7518.41', GRU = '7543.95', TCN = '7529.9', BiTCN = '7380.28', DilatedRNN = '7529.39', MLP = '7474.85', DLinear = '7472.81', NLinear = '7508.65', TFT = '7484.08', StemGNN = '7312.89', MLPMultivariate = '7512.26', TiDE = '7487.67', DeepNPTS = '7500.6', y = '7497.5' WHERE ds = '2024-04-10 00:00:00' 2024-11-20 10:20:43,462 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7504.87', Informer = '7435.27', LSTM = '7455.34', iTransformer = '7541.44', TSMixer = '7475.08', TSMixerx = '7402.14', PatchTST = '7456.31', RNN = '7507.48', GRU = '7525.09', TCN = '7529.47', BiTCN = '7398.46', DilatedRNN = '7516.28', MLP = '7430.02', DLinear = '7497.04', NLinear = '7500.72', TFT = '7442.53', StemGNN = '7317.92', MLPMultivariate = '7486.73', TiDE = '7485.56', DeepNPTS = '7459.59', y = '7497.5' WHERE ds = '2024-04-11 00:00:00' 2024-11-20 10:20:43,462 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7504.87', Informer = '7435.27', LSTM = '7455.34', iTransformer = '7541.44', TSMixer = '7475.08', TSMixerx = '7402.14', PatchTST = '7456.31', RNN = '7507.48', GRU = '7525.09', TCN = '7529.47', BiTCN = '7398.46', DilatedRNN = '7516.28', MLP = '7430.02', DLinear = '7497.04', NLinear = '7500.72', TFT = '7442.53', StemGNN = '7317.92', MLPMultivariate = '7486.73', TiDE = '7485.56', DeepNPTS = '7459.59', y = '7497.5' WHERE ds = '2024-04-11 00:00:00' 2024-11-20 10:20:43,465 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7479.46', Informer = '7435.88', LSTM = '7455.09', iTransformer = '7449.45', TSMixer = '7465.52', TSMixerx = '7413.95', PatchTST = '7465.76', RNN = '7506.2', GRU = '7527.13', TCN = '7527.37', BiTCN = '7413.39', DilatedRNN = '7518.23', MLP = '7412.17', DLinear = '7521.26', NLinear = '7487.64', TFT = '7408.6', StemGNN = '7322.92', MLPMultivariate = '7468.34', TiDE = '7477.26', DeepNPTS = '7416.74', y = '7506.67' WHERE ds = '2024-04-12 00:00:00' 2024-11-20 10:20:43,465 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7479.46', Informer = '7435.88', LSTM = '7455.09', iTransformer = '7449.45', TSMixer = '7465.52', TSMixerx = '7413.95', PatchTST = '7465.76', RNN = '7506.2', GRU = '7527.13', TCN = '7527.37', BiTCN = '7413.39', DilatedRNN = '7518.23', MLP = '7412.17', DLinear = '7521.26', NLinear = '7487.64', TFT = '7408.6', StemGNN = '7322.92', MLPMultivariate = '7468.34', TiDE = '7477.26', DeepNPTS = '7416.74', y = '7506.67' WHERE ds = '2024-04-12 00:00:00' 2024-11-20 10:20:43,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7472.32', Informer = '7395.35', LSTM = '7463.68', iTransformer = '7434.46', TSMixer = '7464.76', TSMixerx = '7388.03', PatchTST = '7470.02', RNN = '7506.19', GRU = '7537.05', TCN = '7531.6', BiTCN = '7428.35', DilatedRNN = '7524.9', MLP = '7414.0', DLinear = '7503.56', NLinear = '7498.12', TFT = '7387.92', StemGNN = '7327.57', MLPMultivariate = '7459.92', TiDE = '7479.79', DeepNPTS = '7412.79', y = '7482.5' WHERE ds = '2024-04-15 00:00:00' 2024-11-20 10:20:43,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7472.32', Informer = '7395.35', LSTM = '7463.68', iTransformer = '7434.46', TSMixer = '7464.76', TSMixerx = '7388.03', PatchTST = '7470.02', RNN = '7506.19', GRU = '7537.05', TCN = '7531.6', BiTCN = '7428.35', DilatedRNN = '7524.9', MLP = '7414.0', DLinear = '7503.56', NLinear = '7498.12', TFT = '7387.92', StemGNN = '7327.57', MLPMultivariate = '7459.92', TiDE = '7479.79', DeepNPTS = '7412.79', y = '7482.5' WHERE ds = '2024-04-15 00:00:00' 2024-11-20 10:20:43,471 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7445.28', Informer = '7384.64', LSTM = '7424.47', iTransformer = '7387.4', TSMixer = '7448.83', TSMixerx = '7379.28', PatchTST = '7438.86', RNN = '7474.01', GRU = '7498.57', TCN = '7514.49', BiTCN = '7421.47', DilatedRNN = '7486.23', MLP = '7387.0', DLinear = '7473.29', NLinear = '7463.03', TFT = '7381.95', StemGNN = '7330.04', MLPMultivariate = '7305.22', TiDE = '7465.68', DeepNPTS = '7344.09', y = '7495.0' WHERE ds = '2024-04-16 00:00:00' 2024-11-20 10:20:43,471 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7445.28', Informer = '7384.64', LSTM = '7424.47', iTransformer = '7387.4', TSMixer = '7448.83', TSMixerx = '7379.28', PatchTST = '7438.86', RNN = '7474.01', GRU = '7498.57', TCN = '7514.49', BiTCN = '7421.47', DilatedRNN = '7486.23', MLP = '7387.0', DLinear = '7473.29', NLinear = '7463.03', TFT = '7381.95', StemGNN = '7330.04', MLPMultivariate = '7305.22', TiDE = '7465.68', DeepNPTS = '7344.09', y = '7495.0' WHERE ds = '2024-04-16 00:00:00' 2024-11-20 10:20:43,473 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7446.2', Informer = '7378.36', LSTM = '7448.03', iTransformer = '7381.32', TSMixer = '7454.08', TSMixerx = '7369.86', PatchTST = '7440.14', RNN = '7500.86', GRU = '7526.87', TCN = '7516.48', BiTCN = '7420.73', DilatedRNN = '7502.13', MLP = '7377.72', DLinear = '7467.53', NLinear = '7480.13', TFT = '7386.93', StemGNN = '7332.3', MLPMultivariate = '7268.14', TiDE = '7470.71', DeepNPTS = '7356.98', y = '7497.5' WHERE ds = '2024-04-17 00:00:00' 2024-11-20 10:20:43,473 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7446.2', Informer = '7378.36', LSTM = '7448.03', iTransformer = '7381.32', TSMixer = '7454.08', TSMixerx = '7369.86', PatchTST = '7440.14', RNN = '7500.86', GRU = '7526.87', TCN = '7516.48', BiTCN = '7420.73', DilatedRNN = '7502.13', MLP = '7377.72', DLinear = '7467.53', NLinear = '7480.13', TFT = '7386.93', StemGNN = '7332.3', MLPMultivariate = '7268.14', TiDE = '7470.71', DeepNPTS = '7356.98', y = '7497.5' WHERE ds = '2024-04-17 00:00:00' 2024-11-20 10:20:43,475 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.83', Informer = '7363.61', LSTM = '7444.84', iTransformer = '7383.72', TSMixer = '7460.04', TSMixerx = '7373.79', PatchTST = '7419.24', RNN = '7500.61', GRU = '7521.25', TCN = '7508.95', BiTCN = '7418.34', DilatedRNN = '7495.19', MLP = '7396.12', DLinear = '7451.62', NLinear = '7494.75', TFT = '7389.4', StemGNN = '7335.15', MLPMultivariate = '7228.79', TiDE = '7474.29', DeepNPTS = '7391.17', y = '7497.5' WHERE ds = '2024-04-18 00:00:00' 2024-11-20 10:20:43,475 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.83', Informer = '7363.61', LSTM = '7444.84', iTransformer = '7383.72', TSMixer = '7460.04', TSMixerx = '7373.79', PatchTST = '7419.24', RNN = '7500.61', GRU = '7521.25', TCN = '7508.95', BiTCN = '7418.34', DilatedRNN = '7495.19', MLP = '7396.12', DLinear = '7451.62', NLinear = '7494.75', TFT = '7389.4', StemGNN = '7335.15', MLPMultivariate = '7228.79', TiDE = '7474.29', DeepNPTS = '7391.17', y = '7497.5' WHERE ds = '2024-04-18 00:00:00' 2024-11-20 10:20:43,477 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7469.48', Informer = '7391.86', LSTM = '7446.51', iTransformer = '7398.17', TSMixer = '7463.59', TSMixerx = '7377.7', PatchTST = '7399.12', RNN = '7494.52', GRU = '7524.0', TCN = '7505.1', BiTCN = '7416.04', DilatedRNN = '7489.72', MLP = '7404.43', DLinear = '7461.7', NLinear = '7489.8', TFT = '7391.95', StemGNN = '7339.46', MLPMultivariate = '7183.49', TiDE = '7469.89', DeepNPTS = '7418.57', y = '7527.5' WHERE ds = '2024-04-19 00:00:00' 2024-11-20 10:20:43,477 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7469.48', Informer = '7391.86', LSTM = '7446.51', iTransformer = '7398.17', TSMixer = '7463.59', TSMixerx = '7377.7', PatchTST = '7399.12', RNN = '7494.52', GRU = '7524.0', TCN = '7505.1', BiTCN = '7416.04', DilatedRNN = '7489.72', MLP = '7404.43', DLinear = '7461.7', NLinear = '7489.8', TFT = '7391.95', StemGNN = '7339.46', MLPMultivariate = '7183.49', TiDE = '7469.89', DeepNPTS = '7418.57', y = '7527.5' WHERE ds = '2024-04-19 00:00:00' 2024-11-20 10:20:43,479 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7496.98', Informer = '7406.58', LSTM = '7488.83', iTransformer = '7424.42', TSMixer = '7488.17', TSMixerx = '7396.38', PatchTST = '7437.13', RNN = '7540.59', GRU = '7567.34', TCN = '7522.83', BiTCN = '7419.43', DilatedRNN = '7523.84', MLP = '7447.05', DLinear = '7465.61', NLinear = '7533.4', TFT = '7406.44', StemGNN = '7344.58', MLPMultivariate = '7230.71', TiDE = '7495.75', DeepNPTS = '7421.88', y = '7527.5' WHERE ds = '2024-04-22 00:00:00' 2024-11-20 10:20:43,479 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7496.98', Informer = '7406.58', LSTM = '7488.83', iTransformer = '7424.42', TSMixer = '7488.17', TSMixerx = '7396.38', PatchTST = '7437.13', RNN = '7540.59', GRU = '7567.34', TCN = '7522.83', BiTCN = '7419.43', DilatedRNN = '7523.84', MLP = '7447.05', DLinear = '7465.61', NLinear = '7533.4', TFT = '7406.44', StemGNN = '7344.58', MLPMultivariate = '7230.71', TiDE = '7495.75', DeepNPTS = '7421.88', y = '7527.5' WHERE ds = '2024-04-22 00:00:00' 2024-11-20 10:20:43,482 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7500.82', Informer = '7452.72', LSTM = '7481.53', iTransformer = '7395.13', TSMixer = '7502.22', TSMixerx = '7423.83', PatchTST = '7450.05', RNN = '7529.01', GRU = '7554.42', TCN = '7525.62', BiTCN = '7422.18', DilatedRNN = '7519.67', MLP = '7474.19', DLinear = '7493.49', NLinear = '7518.56', TFT = '7409.24', StemGNN = '7349.08', MLPMultivariate = '7271.15', TiDE = '7508.02', DeepNPTS = '7407.19', y = '7510.0' WHERE ds = '2024-04-23 00:00:00' 2024-11-20 10:20:43,482 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7500.82', Informer = '7452.72', LSTM = '7481.53', iTransformer = '7395.13', TSMixer = '7502.22', TSMixerx = '7423.83', PatchTST = '7450.05', RNN = '7529.01', GRU = '7554.42', TCN = '7525.62', BiTCN = '7422.18', DilatedRNN = '7519.67', MLP = '7474.19', DLinear = '7493.49', NLinear = '7518.56', TFT = '7409.24', StemGNN = '7349.08', MLPMultivariate = '7271.15', TiDE = '7508.02', DeepNPTS = '7407.19', y = '7510.0' WHERE ds = '2024-04-23 00:00:00' 2024-11-20 10:20:43,485 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7497.27', Informer = '7500.77', LSTM = '7459.8', iTransformer = '7455.1', TSMixer = '7496.63', TSMixerx = '7431.4', PatchTST = '7476.97', RNN = '7509.26', GRU = '7532.07', TCN = '7519.69', BiTCN = '7425.21', DilatedRNN = '7500.56', MLP = '7480.36', DLinear = '7501.79', NLinear = '7492.2', TFT = '7399.97', StemGNN = '7354.25', MLPMultivariate = '7295.49', TiDE = '7501.93', DeepNPTS = '7410.32', y = '7487.5' WHERE ds = '2024-04-24 00:00:00' 2024-11-20 10:20:43,485 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7497.27', Informer = '7500.77', LSTM = '7459.8', iTransformer = '7455.1', TSMixer = '7496.63', TSMixerx = '7431.4', PatchTST = '7476.97', RNN = '7509.26', GRU = '7532.07', TCN = '7519.69', BiTCN = '7425.21', DilatedRNN = '7500.56', MLP = '7480.36', DLinear = '7501.79', NLinear = '7492.2', TFT = '7399.97', StemGNN = '7354.25', MLPMultivariate = '7295.49', TiDE = '7501.93', DeepNPTS = '7410.32', y = '7487.5' WHERE ds = '2024-04-24 00:00:00' 2024-11-20 10:20:43,488 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7494.2', Informer = '7521.97', LSTM = '7429.77', iTransformer = '7471.33', TSMixer = '7478.92', TSMixerx = '7441.51', PatchTST = '7488.24', RNN = '7489.95', GRU = '7505.15', TCN = '7494.85', BiTCN = '7433.35', DilatedRNN = '7474.95', MLP = '7478.76', DLinear = '7484.28', NLinear = '7477.99', TFT = '7392.8', StemGNN = '7358.79', MLPMultivariate = '7279.72', TiDE = '7481.18', DeepNPTS = '7420.67', y = '7487.5' WHERE ds = '2024-04-25 00:00:00' 2024-11-20 10:20:43,488 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7494.2', Informer = '7521.97', LSTM = '7429.77', iTransformer = '7471.33', TSMixer = '7478.92', TSMixerx = '7441.51', PatchTST = '7488.24', RNN = '7489.95', GRU = '7505.15', TCN = '7494.85', BiTCN = '7433.35', DilatedRNN = '7474.95', MLP = '7478.76', DLinear = '7484.28', NLinear = '7477.99', TFT = '7392.8', StemGNN = '7358.79', MLPMultivariate = '7279.72', TiDE = '7481.18', DeepNPTS = '7420.67', y = '7487.5' WHERE ds = '2024-04-25 00:00:00' 2024-11-20 10:20:43,490 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7487.55', Informer = '7493.94', LSTM = '7433.02', iTransformer = '7460.56', TSMixer = '7472.8', TSMixerx = '7448.11', PatchTST = '7513.83', RNN = '7482.12', GRU = '7512.5', TCN = '7489.62', BiTCN = '7445.96', DilatedRNN = '7481.97', MLP = '7489.84', DLinear = '7486.69', NLinear = '7476.71', TFT = '7395.86', StemGNN = '7361.77', MLPMultivariate = '7288.1', TiDE = '7477.9', DeepNPTS = '7450.74', y = '7502.5' WHERE ds = '2024-04-26 00:00:00' 2024-11-20 10:20:43,490 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7487.55', Informer = '7493.94', LSTM = '7433.02', iTransformer = '7460.56', TSMixer = '7472.8', TSMixerx = '7448.11', PatchTST = '7513.83', RNN = '7482.12', GRU = '7512.5', TCN = '7489.62', BiTCN = '7445.96', DilatedRNN = '7481.97', MLP = '7489.84', DLinear = '7486.69', NLinear = '7476.71', TFT = '7395.86', StemGNN = '7361.77', MLPMultivariate = '7288.1', TiDE = '7477.9', DeepNPTS = '7450.74', y = '7502.5' WHERE ds = '2024-04-26 00:00:00' 2024-11-20 10:20:43,492 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7492.31', Informer = '7527.77', LSTM = '7453.0', iTransformer = '7454.06', TSMixer = '7481.64', TSMixerx = '7470.31', PatchTST = '7526.84', RNN = '7501.31', GRU = '7531.63', TCN = '7497.66', BiTCN = '7466.42', DilatedRNN = '7499.28', MLP = '7485.05', DLinear = '7472.34', NLinear = '7496.09', TFT = '7403.69', StemGNN = '7365.99', MLPMultivariate = '7287.76', TiDE = '7486.34', DeepNPTS = '7491.89', y = '7527.5' WHERE ds = '2024-04-28 00:00:00' 2024-11-20 10:20:43,492 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7492.31', Informer = '7527.77', LSTM = '7453.0', iTransformer = '7454.06', TSMixer = '7481.64', TSMixerx = '7470.31', PatchTST = '7526.84', RNN = '7501.31', GRU = '7531.63', TCN = '7497.66', BiTCN = '7466.42', DilatedRNN = '7499.28', MLP = '7485.05', DLinear = '7472.34', NLinear = '7496.09', TFT = '7403.69', StemGNN = '7365.99', MLPMultivariate = '7287.76', TiDE = '7486.34', DeepNPTS = '7491.89', y = '7527.5' WHERE ds = '2024-04-28 00:00:00' 2024-11-20 10:20:43,494 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7498.57', Informer = '7548.47', LSTM = '7486.26', iTransformer = '7431.35', TSMixer = '7495.67', TSMixerx = '7531.22', PatchTST = '7528.19', RNN = '7533.16', GRU = '7564.23', TCN = '7521.28', BiTCN = '7480.11', DilatedRNN = '7535.52', MLP = '7457.69', DLinear = '7502.54', NLinear = '7512.45', TFT = '7415.22', StemGNN = '7369.91', MLPMultivariate = '7304.96', TiDE = '7503.48', DeepNPTS = '7512.67', y = '7537.5' WHERE ds = '2024-04-29 00:00:00' 2024-11-20 10:20:43,494 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7498.57', Informer = '7548.47', LSTM = '7486.26', iTransformer = '7431.35', TSMixer = '7495.67', TSMixerx = '7531.22', PatchTST = '7528.19', RNN = '7533.16', GRU = '7564.23', TCN = '7521.28', BiTCN = '7480.11', DilatedRNN = '7535.52', MLP = '7457.69', DLinear = '7502.54', NLinear = '7512.45', TFT = '7415.22', StemGNN = '7369.91', MLPMultivariate = '7304.96', TiDE = '7503.48', DeepNPTS = '7512.67', y = '7537.5' WHERE ds = '2024-04-29 00:00:00' 2024-11-20 10:20:43,496 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7495.75', Informer = '7592.61', LSTM = '7496.31', iTransformer = '7370.04', TSMixer = '7501.83', TSMixerx = '7521.1', PatchTST = '7525.03', RNN = '7545.76', GRU = '7570.16', TCN = '7542.07', BiTCN = '7482.28', DilatedRNN = '7551.96', MLP = '7438.24', DLinear = '7535.52', NLinear = '7529.03', TFT = '7422.59', StemGNN = '7374.53', MLPMultivariate = '7279.18', TiDE = '7509.82', DeepNPTS = '7520.88', y = '7532.5' WHERE ds = '2024-04-30 00:00:00' 2024-11-20 10:20:43,496 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7495.75', Informer = '7592.61', LSTM = '7496.31', iTransformer = '7370.04', TSMixer = '7501.83', TSMixerx = '7521.1', PatchTST = '7525.03', RNN = '7545.76', GRU = '7570.16', TCN = '7542.07', BiTCN = '7482.28', DilatedRNN = '7551.96', MLP = '7438.24', DLinear = '7535.52', NLinear = '7529.03', TFT = '7422.59', StemGNN = '7374.53', MLPMultivariate = '7279.18', TiDE = '7509.82', DeepNPTS = '7520.88', y = '7532.5' WHERE ds = '2024-04-30 00:00:00' 2024-11-20 10:20:43,498 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7486.98', Informer = '7575.81', LSTM = '7488.82', iTransformer = '7356.33', TSMixer = '7496.14', TSMixerx = '7475.81', PatchTST = '7510.93', RNN = '7539.36', GRU = '7560.82', TCN = '7539.02', BiTCN = '7472.66', DilatedRNN = '7538.92', MLP = '7425.33', DLinear = '7523.91', NLinear = '7531.51', TFT = '7425.09', StemGNN = '7380.07', MLPMultivariate = '7292.73', TiDE = '7510.87', DeepNPTS = '7504.35', y = '7502.5' WHERE ds = '2024-05-06 00:00:00' 2024-11-20 10:20:43,498 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7486.98', Informer = '7575.81', LSTM = '7488.82', iTransformer = '7356.33', TSMixer = '7496.14', TSMixerx = '7475.81', PatchTST = '7510.93', RNN = '7539.36', GRU = '7560.82', TCN = '7539.02', BiTCN = '7472.66', DilatedRNN = '7538.92', MLP = '7425.33', DLinear = '7523.91', NLinear = '7531.51', TFT = '7425.09', StemGNN = '7380.07', MLPMultivariate = '7292.73', TiDE = '7510.87', DeepNPTS = '7504.35', y = '7502.5' WHERE ds = '2024-05-06 00:00:00' 2024-11-20 10:20:43,501 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7459.47', Informer = '7522.92', LSTM = '7446.9', iTransformer = '7293.06', TSMixer = '7472.45', TSMixerx = '7416.02', PatchTST = '7473.61', RNN = '7500.68', GRU = '7517.77', TCN = '7513.82', BiTCN = '7461.0', DilatedRNN = '7495.62', MLP = '7401.71', DLinear = '7499.71', NLinear = '7493.95', TFT = '7423.25', StemGNN = '7385.97', MLPMultivariate = '7269.02', TiDE = '7482.75', DeepNPTS = '7427.8', y = '7475.0' WHERE ds = '2024-05-07 00:00:00' 2024-11-20 10:20:43,501 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7459.47', Informer = '7522.92', LSTM = '7446.9', iTransformer = '7293.06', TSMixer = '7472.45', TSMixerx = '7416.02', PatchTST = '7473.61', RNN = '7500.68', GRU = '7517.77', TCN = '7513.82', BiTCN = '7461.0', DilatedRNN = '7495.62', MLP = '7401.71', DLinear = '7499.71', NLinear = '7493.95', TFT = '7423.25', StemGNN = '7385.97', MLPMultivariate = '7269.02', TiDE = '7482.75', DeepNPTS = '7427.8', y = '7475.0' WHERE ds = '2024-05-07 00:00:00' 2024-11-20 10:20:43,503 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7452.1', Informer = '7498.92', LSTM = '7412.88', iTransformer = '7266.95', TSMixer = '7451.0', TSMixerx = '7393.7', PatchTST = '7456.99', RNN = '7466.12', GRU = '7491.15', TCN = '7492.59', BiTCN = '7451.26', DilatedRNN = '7466.67', MLP = '7400.62', DLinear = '7459.54', NLinear = '7476.41', TFT = '7422.86', StemGNN = '7391.94', MLPMultivariate = '7251.08', TiDE = '7457.2', DeepNPTS = '7413.32', y = '7512.5' WHERE ds = '2024-05-08 00:00:00' 2024-11-20 10:20:43,503 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7452.1', Informer = '7498.92', LSTM = '7412.88', iTransformer = '7266.95', TSMixer = '7451.0', TSMixerx = '7393.7', PatchTST = '7456.99', RNN = '7466.12', GRU = '7491.15', TCN = '7492.59', BiTCN = '7451.26', DilatedRNN = '7466.67', MLP = '7400.62', DLinear = '7459.54', NLinear = '7476.41', TFT = '7422.86', StemGNN = '7391.94', MLPMultivariate = '7251.08', TiDE = '7457.2', DeepNPTS = '7413.32', y = '7512.5' WHERE ds = '2024-05-08 00:00:00' 2024-11-20 10:20:43,507 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7507.17', Informer = '7481.83', LSTM = '7470.25', iTransformer = '7276.28', TSMixer = '7474.45', TSMixerx = '7402.05', PatchTST = '7487.83', RNN = '7516.03', GRU = '7551.66', TCN = '7514.2', BiTCN = '7457.1', DilatedRNN = '7515.92', MLP = '7427.3', DLinear = '7461.2', NLinear = '7499.92', TFT = '7434.42', StemGNN = '7398.46', MLPMultivariate = '7258.22', TiDE = '7479.38', DeepNPTS = '7489.75', y = '7505.0' WHERE ds = '2024-05-09 00:00:00' 2024-11-20 10:20:43,507 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7507.17', Informer = '7481.83', LSTM = '7470.25', iTransformer = '7276.28', TSMixer = '7474.45', TSMixerx = '7402.05', PatchTST = '7487.83', RNN = '7516.03', GRU = '7551.66', TCN = '7514.2', BiTCN = '7457.1', DilatedRNN = '7515.92', MLP = '7427.3', DLinear = '7461.2', NLinear = '7499.92', TFT = '7434.42', StemGNN = '7398.46', MLPMultivariate = '7258.22', TiDE = '7479.38', DeepNPTS = '7489.75', y = '7505.0' WHERE ds = '2024-05-09 00:00:00' 2024-11-20 10:20:43,519 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7513.2', Informer = '7490.87', LSTM = '7449.28', iTransformer = '7300.66', TSMixer = '7485.6', TSMixerx = '7421.4', PatchTST = '7469.69', RNN = '7498.91', GRU = '7523.2', TCN = '7512.77', BiTCN = '7449.59', DilatedRNN = '7501.96', MLP = '7431.21', DLinear = '7468.93', NLinear = '7501.23', TFT = '7437.45', StemGNN = '7405.6', MLPMultivariate = '7252.87', TiDE = '7475.75', DeepNPTS = '7494.29', y = '7477.5' WHERE ds = '2024-05-10 00:00:00' 2024-11-20 10:20:43,519 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7513.2', Informer = '7490.87', LSTM = '7449.28', iTransformer = '7300.66', TSMixer = '7485.6', TSMixerx = '7421.4', PatchTST = '7469.69', RNN = '7498.91', GRU = '7523.2', TCN = '7512.77', BiTCN = '7449.59', DilatedRNN = '7501.96', MLP = '7431.21', DLinear = '7468.93', NLinear = '7501.23', TFT = '7437.45', StemGNN = '7405.6', MLPMultivariate = '7252.87', TiDE = '7475.75', DeepNPTS = '7494.29', y = '7477.5' WHERE ds = '2024-05-10 00:00:00' 2024-11-20 10:20:43,525 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7483.99', Informer = '7472.65', LSTM = '7416.67', iTransformer = '7318.22', TSMixer = '7474.62', TSMixerx = '7444.24', PatchTST = '7451.12', RNN = '7474.21', GRU = '7495.17', TCN = '7500.56', BiTCN = '7435.79', DilatedRNN = '7469.77', MLP = '7434.19', DLinear = '7468.85', NLinear = '7475.62', TFT = '7438.88', StemGNN = '7412.61', MLPMultivariate = '7258.36', TiDE = '7463.97', DeepNPTS = '7463.24', y = '7475.0' WHERE ds = '2024-05-11 00:00:00' 2024-11-20 10:20:43,525 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7483.99', Informer = '7472.65', LSTM = '7416.67', iTransformer = '7318.22', TSMixer = '7474.62', TSMixerx = '7444.24', PatchTST = '7451.12', RNN = '7474.21', GRU = '7495.17', TCN = '7500.56', BiTCN = '7435.79', DilatedRNN = '7469.77', MLP = '7434.19', DLinear = '7468.85', NLinear = '7475.62', TFT = '7438.88', StemGNN = '7412.61', MLPMultivariate = '7258.36', TiDE = '7463.97', DeepNPTS = '7463.24', y = '7475.0' WHERE ds = '2024-05-11 00:00:00' 2024-11-20 10:20:43,529 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7492.02', Informer = '7469.96', LSTM = '7417.52', iTransformer = '7332.23', TSMixer = '7473.29', TSMixerx = '7459.2', PatchTST = '7460.44', RNN = '7485.61', GRU = '7499.11', TCN = '7486.36', BiTCN = '7435.56', DilatedRNN = '7462.95', MLP = '7449.81', DLinear = '7487.18', NLinear = '7477.07', TFT = '7448.36', StemGNN = '7419.8', MLPMultivariate = '7278.9', TiDE = '7470.81', DeepNPTS = '7462.39', y = '7485.0' WHERE ds = '2024-05-13 00:00:00' 2024-11-20 10:20:43,529 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7492.02', Informer = '7469.96', LSTM = '7417.52', iTransformer = '7332.23', TSMixer = '7473.29', TSMixerx = '7459.2', PatchTST = '7460.44', RNN = '7485.61', GRU = '7499.11', TCN = '7486.36', BiTCN = '7435.56', DilatedRNN = '7462.95', MLP = '7449.81', DLinear = '7487.18', NLinear = '7477.07', TFT = '7448.36', StemGNN = '7419.8', MLPMultivariate = '7278.9', TiDE = '7470.81', DeepNPTS = '7462.39', y = '7485.0' WHERE ds = '2024-05-13 00:00:00' 2024-11-20 10:20:43,545 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7485.84', Informer = '7471.29', LSTM = '7430.62', iTransformer = '7342.64', TSMixer = '7479.87', TSMixerx = '7489.41', PatchTST = '7462.96', RNN = '7479.66', GRU = '7511.71', TCN = '7483.63', BiTCN = '7457.97', DilatedRNN = '7468.02', MLP = '7482.82', DLinear = '7489.58', NLinear = '7495.8', TFT = '7450.75', StemGNN = '7428.02', MLPMultivariate = '7325.6', TiDE = '7475.31', DeepNPTS = '7470.97', y = '7507.5' WHERE ds = '2024-05-14 00:00:00' 2024-11-20 10:20:43,545 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7485.84', Informer = '7471.29', LSTM = '7430.62', iTransformer = '7342.64', TSMixer = '7479.87', TSMixerx = '7489.41', PatchTST = '7462.96', RNN = '7479.66', GRU = '7511.71', TCN = '7483.63', BiTCN = '7457.97', DilatedRNN = '7468.02', MLP = '7482.82', DLinear = '7489.58', NLinear = '7495.8', TFT = '7450.75', StemGNN = '7428.02', MLPMultivariate = '7325.6', TiDE = '7475.31', DeepNPTS = '7470.97', y = '7507.5' WHERE ds = '2024-05-14 00:00:00' 2024-11-20 10:20:43,548 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7494.66', Informer = '7527.76', LSTM = '7462.12', iTransformer = '7357.79', TSMixer = '7498.05', TSMixerx = '7496.8', PatchTST = '7487.66', RNN = '7508.05', GRU = '7541.39', TCN = '7503.29', BiTCN = '7486.74', DilatedRNN = '7493.37', MLP = '7518.69', DLinear = '7500.46', NLinear = '7501.49', TFT = '7471.96', StemGNN = '7432.85', MLPMultivariate = '7329.11', TiDE = '7495.48', DeepNPTS = '7474.04', y = '7510.0' WHERE ds = '2024-05-15 00:00:00' 2024-11-20 10:20:43,548 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7494.66', Informer = '7527.76', LSTM = '7462.12', iTransformer = '7357.79', TSMixer = '7498.05', TSMixerx = '7496.8', PatchTST = '7487.66', RNN = '7508.05', GRU = '7541.39', TCN = '7503.29', BiTCN = '7486.74', DilatedRNN = '7493.37', MLP = '7518.69', DLinear = '7500.46', NLinear = '7501.49', TFT = '7471.96', StemGNN = '7432.85', MLPMultivariate = '7329.11', TiDE = '7495.48', DeepNPTS = '7474.04', y = '7510.0' WHERE ds = '2024-05-15 00:00:00' 2024-11-20 10:20:43,553 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7486.32', Informer = '7547.16', LSTM = '7461.93', iTransformer = '7375.92', TSMixer = '7505.98', TSMixerx = '7500.59', PatchTST = '7506.94', RNN = '7517.17', GRU = '7536.9', TCN = '7516.66', BiTCN = '7504.73', DilatedRNN = '7500.54', MLP = '7524.96', DLinear = '7515.96', NLinear = '7497.25', TFT = '7475.93', StemGNN = '7436.31', MLPMultivariate = '7369.26', TiDE = '7509.39', DeepNPTS = '7487.81', y = '7525.0' WHERE ds = '2024-05-16 00:00:00' 2024-11-20 10:20:43,553 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7486.32', Informer = '7547.16', LSTM = '7461.93', iTransformer = '7375.92', TSMixer = '7505.98', TSMixerx = '7500.59', PatchTST = '7506.94', RNN = '7517.17', GRU = '7536.9', TCN = '7516.66', BiTCN = '7504.73', DilatedRNN = '7500.54', MLP = '7524.96', DLinear = '7515.96', NLinear = '7497.25', TFT = '7475.93', StemGNN = '7436.31', MLPMultivariate = '7369.26', TiDE = '7509.39', DeepNPTS = '7487.81', y = '7525.0' WHERE ds = '2024-05-16 00:00:00' 2024-11-20 10:20:43,556 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7495.27', Informer = '7547.66', LSTM = '7484.75', iTransformer = '7363.66', TSMixer = '7512.85', TSMixerx = '7512.16', PatchTST = '7527.19', RNN = '7534.39', GRU = '7561.08', TCN = '7537.95', BiTCN = '7517.79', DilatedRNN = '7529.81', MLP = '7511.87', DLinear = '7526.4', NLinear = '7519.39', TFT = '7487.89', StemGNN = '7438.31', MLPMultivariate = '7337.0', TiDE = '7520.01', DeepNPTS = '7495.98', y = '7587.5' WHERE ds = '2024-05-17 00:00:00' 2024-11-20 10:20:43,556 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7495.27', Informer = '7547.66', LSTM = '7484.75', iTransformer = '7363.66', TSMixer = '7512.85', TSMixerx = '7512.16', PatchTST = '7527.19', RNN = '7534.39', GRU = '7561.08', TCN = '7537.95', BiTCN = '7517.79', DilatedRNN = '7529.81', MLP = '7511.87', DLinear = '7526.4', NLinear = '7519.39', TFT = '7487.89', StemGNN = '7438.31', MLPMultivariate = '7337.0', TiDE = '7520.01', DeepNPTS = '7495.98', y = '7587.5' WHERE ds = '2024-05-17 00:00:00' 2024-11-20 10:20:43,560 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7560.91', Informer = '7627.52', LSTM = '7571.38', iTransformer = '7382.25', TSMixer = '7551.36', TSMixerx = '7540.14', PatchTST = '7599.44', RNN = '7615.53', GRU = '7644.78', TCN = '7640.54', BiTCN = '7541.9', DilatedRNN = '7609.56', MLP = '7537.17', DLinear = '7538.88', NLinear = '7591.33', TFT = '7608.87', StemGNN = '7440.06', MLPMultivariate = '7344.79', TiDE = '7572.66', DeepNPTS = '7580.6', y = '7670.0' WHERE ds = '2024-05-20 00:00:00' 2024-11-20 10:20:43,560 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7560.91', Informer = '7627.52', LSTM = '7571.38', iTransformer = '7382.25', TSMixer = '7551.36', TSMixerx = '7540.14', PatchTST = '7599.44', RNN = '7615.53', GRU = '7644.78', TCN = '7640.54', BiTCN = '7541.9', DilatedRNN = '7609.56', MLP = '7537.17', DLinear = '7538.88', NLinear = '7591.33', TFT = '7608.87', StemGNN = '7440.06', MLPMultivariate = '7344.79', TiDE = '7572.66', DeepNPTS = '7580.6', y = '7670.0' WHERE ds = '2024-05-20 00:00:00' 2024-11-20 10:20:43,563 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7658.46', Informer = '7702.18', LSTM = '7684.89', iTransformer = '7412.29', TSMixer = '7615.56', TSMixerx = '7572.75', PatchTST = '7679.05', RNN = '7723.06', GRU = '7740.26', TCN = '7767.59', BiTCN = '7554.82', DilatedRNN = '7719.04', MLP = '7600.38', DLinear = '7599.58', NLinear = '7671.84', TFT = '7656.84', StemGNN = '7442.83', MLPMultivariate = '7387.49', TiDE = '7645.65', DeepNPTS = '7667.59', y = '7677.5' WHERE ds = '2024-05-21 00:00:00' 2024-11-20 10:20:43,563 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7658.46', Informer = '7702.18', LSTM = '7684.89', iTransformer = '7412.29', TSMixer = '7615.56', TSMixerx = '7572.75', PatchTST = '7679.05', RNN = '7723.06', GRU = '7740.26', TCN = '7767.59', BiTCN = '7554.82', DilatedRNN = '7719.04', MLP = '7600.38', DLinear = '7599.58', NLinear = '7671.84', TFT = '7656.84', StemGNN = '7442.83', MLPMultivariate = '7387.49', TiDE = '7645.65', DeepNPTS = '7667.59', y = '7677.5' WHERE ds = '2024-05-21 00:00:00' 2024-11-20 10:20:43,567 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7658.66', Informer = '7694.97', LSTM = '7674.66', iTransformer = '7429.14', TSMixer = '7638.08', TSMixerx = '7568.24', PatchTST = '7632.54', RNN = '7712.51', GRU = '7717.9', TCN = '7771.7', BiTCN = '7542.16', DilatedRNN = '7724.91', MLP = '7588.67', DLinear = '7629.96', NLinear = '7679.33', TFT = '7656.76', StemGNN = '7446.85', MLPMultivariate = '7412.06', TiDE = '7659.85', DeepNPTS = '7672.34', y = '7677.5' WHERE ds = '2024-05-22 00:00:00' 2024-11-20 10:20:43,567 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7658.66', Informer = '7694.97', LSTM = '7674.66', iTransformer = '7429.14', TSMixer = '7638.08', TSMixerx = '7568.24', PatchTST = '7632.54', RNN = '7712.51', GRU = '7717.9', TCN = '7771.7', BiTCN = '7542.16', DilatedRNN = '7724.91', MLP = '7588.67', DLinear = '7629.96', NLinear = '7679.33', TFT = '7656.76', StemGNN = '7446.85', MLPMultivariate = '7412.06', TiDE = '7659.85', DeepNPTS = '7672.34', y = '7677.5' WHERE ds = '2024-05-22 00:00:00' 2024-11-20 10:20:43,571 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7642.4', Informer = '7676.73', LSTM = '7676.06', iTransformer = '7435.77', TSMixer = '7634.23', TSMixerx = '7552.03', PatchTST = '7612.69', RNN = '7712.66', GRU = '7718.55', TCN = '7767.44', BiTCN = '7536.28', DilatedRNN = '7722.24', MLP = '7566.67', DLinear = '7651.84', NLinear = '7671.41', TFT = '7581.26', StemGNN = '7452.62', MLPMultivariate = '7439.62', TiDE = '7656.34', DeepNPTS = '7653.24', y = '7645.0' WHERE ds = '2024-05-23 00:00:00' 2024-11-20 10:20:43,571 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7642.4', Informer = '7676.73', LSTM = '7676.06', iTransformer = '7435.77', TSMixer = '7634.23', TSMixerx = '7552.03', PatchTST = '7612.69', RNN = '7712.66', GRU = '7718.55', TCN = '7767.44', BiTCN = '7536.28', DilatedRNN = '7722.24', MLP = '7566.67', DLinear = '7651.84', NLinear = '7671.41', TFT = '7581.26', StemGNN = '7452.62', MLPMultivariate = '7439.62', TiDE = '7656.34', DeepNPTS = '7653.24', y = '7645.0' WHERE ds = '2024-05-23 00:00:00' 2024-11-20 10:20:43,575 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7609.85', Informer = '7677.56', LSTM = '7617.06', iTransformer = '7413.75', TSMixer = '7605.9', TSMixerx = '7513.65', PatchTST = '7579.41', RNN = '7654.46', GRU = '7660.86', TCN = '7738.27', BiTCN = '7534.54', DilatedRNN = '7674.64', MLP = '7539.22', DLinear = '7650.42', NLinear = '7640.53', TFT = '7529.25', StemGNN = '7459.19', MLPMultivariate = '7459.08', TiDE = '7620.13', DeepNPTS = '7598.74', y = '7630.0' WHERE ds = '2024-05-24 00:00:00' 2024-11-20 10:20:43,575 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7609.85', Informer = '7677.56', LSTM = '7617.06', iTransformer = '7413.75', TSMixer = '7605.9', TSMixerx = '7513.65', PatchTST = '7579.41', RNN = '7654.46', GRU = '7660.86', TCN = '7738.27', BiTCN = '7534.54', DilatedRNN = '7674.64', MLP = '7539.22', DLinear = '7650.42', NLinear = '7640.53', TFT = '7529.25', StemGNN = '7459.19', MLPMultivariate = '7459.08', TiDE = '7620.13', DeepNPTS = '7598.74', y = '7630.0' WHERE ds = '2024-05-24 00:00:00' 2024-11-20 10:20:43,579 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7602.61', Informer = '7604.74', LSTM = '7602.11', iTransformer = '7442.68', TSMixer = '7591.02', TSMixerx = '7509.58', PatchTST = '7585.75', RNN = '7619.81', GRU = '7655.25', TCN = '7679.82', BiTCN = '7535.6', DilatedRNN = '7648.6', MLP = '7529.26', DLinear = '7610.52', NLinear = '7622.08', TFT = '7536.4', StemGNN = '7467.0', MLPMultivariate = '7448.39', TiDE = '7606.81', DeepNPTS = '7607.49', y = '7650.0' WHERE ds = '2024-05-27 00:00:00' 2024-11-20 10:20:43,579 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7602.61', Informer = '7604.74', LSTM = '7602.11', iTransformer = '7442.68', TSMixer = '7591.02', TSMixerx = '7509.58', PatchTST = '7585.75', RNN = '7619.81', GRU = '7655.25', TCN = '7679.82', BiTCN = '7535.6', DilatedRNN = '7648.6', MLP = '7529.26', DLinear = '7610.52', NLinear = '7622.08', TFT = '7536.4', StemGNN = '7467.0', MLPMultivariate = '7448.39', TiDE = '7606.81', DeepNPTS = '7607.49', y = '7650.0' WHERE ds = '2024-05-27 00:00:00' 2024-11-20 10:20:43,584 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7621.53', Informer = '7579.11', LSTM = '7632.67', iTransformer = '7460.22', TSMixer = '7604.76', TSMixerx = '7536.8', PatchTST = '7604.37', RNN = '7666.65', GRU = '7688.61', TCN = '7713.19', BiTCN = '7536.61', DilatedRNN = '7676.49', MLP = '7535.3', DLinear = '7602.96', NLinear = '7628.69', TFT = '7561.36', StemGNN = '7475.23', MLPMultivariate = '7472.05', TiDE = '7623.2', DeepNPTS = '7637.36', y = '7690.0' WHERE ds = '2024-05-28 00:00:00' 2024-11-20 10:20:43,584 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7621.53', Informer = '7579.11', LSTM = '7632.67', iTransformer = '7460.22', TSMixer = '7604.76', TSMixerx = '7536.8', PatchTST = '7604.37', RNN = '7666.65', GRU = '7688.61', TCN = '7713.19', BiTCN = '7536.61', DilatedRNN = '7676.49', MLP = '7535.3', DLinear = '7602.96', NLinear = '7628.69', TFT = '7561.36', StemGNN = '7475.23', MLPMultivariate = '7472.05', TiDE = '7623.2', DeepNPTS = '7637.36', y = '7690.0' WHERE ds = '2024-05-28 00:00:00' 2024-11-20 10:20:43,588 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.31', Informer = '7564.95', LSTM = '7690.2', iTransformer = '7542.13', TSMixer = '7642.38', TSMixerx = '7556.52', PatchTST = '7635.98', RNN = '7722.5', GRU = '7740.62', TCN = '7758.82', BiTCN = '7553.88', DilatedRNN = '7726.35', MLP = '7564.89', DLinear = '7633.76', NLinear = '7662.29', TFT = '7584.71', StemGNN = '7483.88', MLPMultivariate = '7537.41', TiDE = '7655.15', DeepNPTS = '7643.97', y = '7690.0' WHERE ds = '2024-05-29 00:00:00' 2024-11-20 10:20:43,588 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.31', Informer = '7564.95', LSTM = '7690.2', iTransformer = '7542.13', TSMixer = '7642.38', TSMixerx = '7556.52', PatchTST = '7635.98', RNN = '7722.5', GRU = '7740.62', TCN = '7758.82', BiTCN = '7553.88', DilatedRNN = '7726.35', MLP = '7564.89', DLinear = '7633.76', NLinear = '7662.29', TFT = '7584.71', StemGNN = '7483.88', MLPMultivariate = '7537.41', TiDE = '7655.15', DeepNPTS = '7643.97', y = '7690.0' WHERE ds = '2024-05-29 00:00:00' 2024-11-20 10:20:43,594 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7659.5', Informer = '7553.99', LSTM = '7679.95', iTransformer = '7592.99', TSMixer = '7652.8', TSMixerx = '7541.2', PatchTST = '7625.44', RNN = '7716.96', GRU = '7723.41', TCN = '7779.81', BiTCN = '7572.33', DilatedRNN = '7718.33', MLP = '7566.44', DLinear = '7647.5', NLinear = '7675.07', TFT = '7605.57', StemGNN = '7492.21', MLPMultivariate = '7596.18', TiDE = '7666.5', DeepNPTS = '7566.29', y = '7716.67' WHERE ds = '2024-05-30 00:00:00' 2024-11-20 10:20:43,594 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7659.5', Informer = '7553.99', LSTM = '7679.95', iTransformer = '7592.99', TSMixer = '7652.8', TSMixerx = '7541.2', PatchTST = '7625.44', RNN = '7716.96', GRU = '7723.41', TCN = '7779.81', BiTCN = '7572.33', DilatedRNN = '7718.33', MLP = '7566.44', DLinear = '7647.5', NLinear = '7675.07', TFT = '7605.57', StemGNN = '7492.21', MLPMultivariate = '7596.18', TiDE = '7666.5', DeepNPTS = '7566.29', y = '7716.67' WHERE ds = '2024-05-30 00:00:00' 2024-11-20 10:20:43,604 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.04', Informer = '7592.94', LSTM = '7721.02', iTransformer = '7620.88', TSMixer = '7669.84', TSMixerx = '7558.63', PatchTST = '7640.45', RNN = '7755.05', GRU = '7767.45', TCN = '7825.41', BiTCN = '7589.97', DilatedRNN = '7745.55', MLP = '7604.26', DLinear = '7679.07', NLinear = '7714.9', TFT = '7641.48', StemGNN = '7499.87', MLPMultivariate = '7620.5', TiDE = '7694.39', DeepNPTS = '7561.95', y = '7740.0' WHERE ds = '2024-05-31 00:00:00' 2024-11-20 10:20:43,604 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.04', Informer = '7592.94', LSTM = '7721.02', iTransformer = '7620.88', TSMixer = '7669.84', TSMixerx = '7558.63', PatchTST = '7640.45', RNN = '7755.05', GRU = '7767.45', TCN = '7825.41', BiTCN = '7589.97', DilatedRNN = '7745.55', MLP = '7604.26', DLinear = '7679.07', NLinear = '7714.9', TFT = '7641.48', StemGNN = '7499.87', MLPMultivariate = '7620.5', TiDE = '7694.39', DeepNPTS = '7561.95', y = '7740.0' WHERE ds = '2024-05-31 00:00:00' 2024-11-20 10:20:43,608 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7690.19', Informer = '7602.5', LSTM = '7744.59', iTransformer = '7643.27', TSMixer = '7692.21', TSMixerx = '7576.14', PatchTST = '7643.83', RNN = '7774.9', GRU = '7783.75', TCN = '7838.53', BiTCN = '7598.89', DilatedRNN = '7768.8', MLP = '7652.97', DLinear = '7688.61', NLinear = '7744.76', TFT = '7658.11', StemGNN = '7507.05', MLPMultivariate = '7660.01', TiDE = '7713.29', DeepNPTS = '7635.55', y = '7720.0' WHERE ds = '2024-06-03 00:00:00' 2024-11-20 10:20:43,608 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7690.19', Informer = '7602.5', LSTM = '7744.59', iTransformer = '7643.27', TSMixer = '7692.21', TSMixerx = '7576.14', PatchTST = '7643.83', RNN = '7774.9', GRU = '7783.75', TCN = '7838.53', BiTCN = '7598.89', DilatedRNN = '7768.8', MLP = '7652.97', DLinear = '7688.61', NLinear = '7744.76', TFT = '7658.11', StemGNN = '7507.05', MLPMultivariate = '7660.01', TiDE = '7713.29', DeepNPTS = '7635.55', y = '7720.0' WHERE ds = '2024-06-03 00:00:00' 2024-11-20 10:20:43,622 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7676.58', Informer = '7604.72', LSTM = '7709.75', iTransformer = '7625.74', TSMixer = '7686.42', TSMixerx = '7586.88', PatchTST = '7633.54', RNN = '7732.22', GRU = '7745.49', TCN = '7822.4', BiTCN = '7601.66', DilatedRNN = '7739.83', MLP = '7638.93', DLinear = '7670.32', NLinear = '7704.17', TFT = '7640.85', StemGNN = '7512.9', MLPMultivariate = '7624.79', TiDE = '7702.71', DeepNPTS = '7650.31', y = '7650.0' WHERE ds = '2024-06-04 00:00:00' 2024-11-20 10:20:43,622 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7676.58', Informer = '7604.72', LSTM = '7709.75', iTransformer = '7625.74', TSMixer = '7686.42', TSMixerx = '7586.88', PatchTST = '7633.54', RNN = '7732.22', GRU = '7745.49', TCN = '7822.4', BiTCN = '7601.66', DilatedRNN = '7739.83', MLP = '7638.93', DLinear = '7670.32', NLinear = '7704.17', TFT = '7640.85', StemGNN = '7512.9', MLPMultivariate = '7624.79', TiDE = '7702.71', DeepNPTS = '7650.31', y = '7650.0' WHERE ds = '2024-06-04 00:00:00' 2024-11-20 10:20:43,625 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.42', Informer = '7585.56', LSTM = '7608.16', iTransformer = '7521.1', TSMixer = '7636.97', TSMixerx = '7592.04', PatchTST = '7619.76', RNN = '7642.54', GRU = '7645.94', TCN = '7710.69', BiTCN = '7592.1', DilatedRNN = '7655.94', MLP = '7600.55', DLinear = '7656.55', NLinear = '7622.66', TFT = '7582.8', StemGNN = '7516.58', MLPMultivariate = '7580.1', TiDE = '7640.7', DeepNPTS = '7558.49', y = '7620.0' WHERE ds = '2024-06-05 00:00:00' 2024-11-20 10:20:43,625 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.42', Informer = '7585.56', LSTM = '7608.16', iTransformer = '7521.1', TSMixer = '7636.97', TSMixerx = '7592.04', PatchTST = '7619.76', RNN = '7642.54', GRU = '7645.94', TCN = '7710.69', BiTCN = '7592.1', DilatedRNN = '7655.94', MLP = '7600.55', DLinear = '7656.55', NLinear = '7622.66', TFT = '7582.8', StemGNN = '7516.58', MLPMultivariate = '7580.1', TiDE = '7640.7', DeepNPTS = '7558.49', y = '7620.0' WHERE ds = '2024-06-05 00:00:00' 2024-11-20 10:20:43,627 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7627.55', Informer = '7601.65', LSTM = '7581.97', iTransformer = '7498.69', TSMixer = '7602.71', TSMixerx = '7600.4', PatchTST = '7617.53', RNN = '7613.13', GRU = '7635.79', TCN = '7570.58', BiTCN = '7579.57', DilatedRNN = '7631.12', MLP = '7591.91', DLinear = '7629.57', NLinear = '7600.04', TFT = '7577.28', StemGNN = '7519.33', MLPMultivariate = '7549.89', TiDE = '7594.44', DeepNPTS = '7584.87', y = '7600.0' WHERE ds = '2024-06-06 00:00:00' 2024-11-20 10:20:43,627 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7627.55', Informer = '7601.65', LSTM = '7581.97', iTransformer = '7498.69', TSMixer = '7602.71', TSMixerx = '7600.4', PatchTST = '7617.53', RNN = '7613.13', GRU = '7635.79', TCN = '7570.58', BiTCN = '7579.57', DilatedRNN = '7631.12', MLP = '7591.91', DLinear = '7629.57', NLinear = '7600.04', TFT = '7577.28', StemGNN = '7519.33', MLPMultivariate = '7549.89', TiDE = '7594.44', DeepNPTS = '7584.87', y = '7600.0' WHERE ds = '2024-06-06 00:00:00' 2024-11-20 10:20:43,629 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7620.12', Informer = '7576.07', LSTM = '7555.8', iTransformer = '7496.98', TSMixer = '7587.86', TSMixerx = '7584.3', PatchTST = '7616.1', RNN = '7584.17', GRU = '7614.55', TCN = '7535.23', BiTCN = '7568.33', DilatedRNN = '7605.75', MLP = '7595.99', DLinear = '7578.05', NLinear = '7587.0', TFT = '7574.39', StemGNN = '7522.1', MLPMultivariate = '7512.69', TiDE = '7578.68', DeepNPTS = '7597.59', y = '7606.67' WHERE ds = '2024-06-07 00:00:00' 2024-11-20 10:20:43,629 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7620.12', Informer = '7576.07', LSTM = '7555.8', iTransformer = '7496.98', TSMixer = '7587.86', TSMixerx = '7584.3', PatchTST = '7616.1', RNN = '7584.17', GRU = '7614.55', TCN = '7535.23', BiTCN = '7568.33', DilatedRNN = '7605.75', MLP = '7595.99', DLinear = '7578.05', NLinear = '7587.0', TFT = '7574.39', StemGNN = '7522.1', MLPMultivariate = '7512.69', TiDE = '7578.68', DeepNPTS = '7597.59', y = '7606.67' WHERE ds = '2024-06-07 00:00:00' 2024-11-20 10:20:43,632 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7615.42', Informer = '7561.42', LSTM = '7572.2', iTransformer = '7494.23', TSMixer = '7592.89', TSMixerx = '7608.43', PatchTST = '7623.98', RNN = '7598.93', GRU = '7636.73', TCN = '7560.02', BiTCN = '7573.55', DilatedRNN = '7615.37', MLP = '7596.81', DLinear = '7575.98', NLinear = '7597.5', TFT = '7578.83', StemGNN = '7525.05', MLPMultivariate = '7527.02', TiDE = '7589.47', DeepNPTS = '7608.48', y = '7620.0' WHERE ds = '2024-06-11 00:00:00' 2024-11-20 10:20:43,632 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7615.42', Informer = '7561.42', LSTM = '7572.2', iTransformer = '7494.23', TSMixer = '7592.89', TSMixerx = '7608.43', PatchTST = '7623.98', RNN = '7598.93', GRU = '7636.73', TCN = '7560.02', BiTCN = '7573.55', DilatedRNN = '7615.37', MLP = '7596.81', DLinear = '7575.98', NLinear = '7597.5', TFT = '7578.83', StemGNN = '7525.05', MLPMultivariate = '7527.02', TiDE = '7589.47', DeepNPTS = '7608.48', y = '7620.0' WHERE ds = '2024-06-11 00:00:00' 2024-11-20 10:20:43,635 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7611.62', Informer = '7553.93', LSTM = '7591.31', iTransformer = '7496.85', TSMixer = '7606.43', TSMixerx = '7639.72', PatchTST = '7624.18', RNN = '7636.33', GRU = '7654.1', TCN = '7637.44', BiTCN = '7589.62', DilatedRNN = '7633.55', MLP = '7569.36', DLinear = '7605.97', NLinear = '7609.05', TFT = '7591.22', StemGNN = '7527.96', MLPMultivariate = '7539.77', TiDE = '7601.45', DeepNPTS = '7616.41', y = '7673.33' WHERE ds = '2024-06-12 00:00:00' 2024-11-20 10:20:43,635 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7611.62', Informer = '7553.93', LSTM = '7591.31', iTransformer = '7496.85', TSMixer = '7606.43', TSMixerx = '7639.72', PatchTST = '7624.18', RNN = '7636.33', GRU = '7654.1', TCN = '7637.44', BiTCN = '7589.62', DilatedRNN = '7633.55', MLP = '7569.36', DLinear = '7605.97', NLinear = '7609.05', TFT = '7591.22', StemGNN = '7527.96', MLPMultivariate = '7539.77', TiDE = '7601.45', DeepNPTS = '7616.41', y = '7673.33' WHERE ds = '2024-06-12 00:00:00' 2024-11-20 10:20:43,638 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7655.61', Informer = '7603.46', LSTM = '7674.73', iTransformer = '7519.39', TSMixer = '7641.07', TSMixerx = '7638.81', PatchTST = '7672.45', RNN = '7713.7', GRU = '7731.49', TCN = '7805.59', BiTCN = '7621.73', DilatedRNN = '7705.76', MLP = '7603.03', DLinear = '7659.96', NLinear = '7673.02', TFT = '7621.81', StemGNN = '7532.56', MLPMultivariate = '7584.4', TiDE = '7645.12', DeepNPTS = '7648.14', y = '7690.0' WHERE ds = '2024-06-13 00:00:00' 2024-11-20 10:20:43,638 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7655.61', Informer = '7603.46', LSTM = '7674.73', iTransformer = '7519.39', TSMixer = '7641.07', TSMixerx = '7638.81', PatchTST = '7672.45', RNN = '7713.7', GRU = '7731.49', TCN = '7805.59', BiTCN = '7621.73', DilatedRNN = '7705.76', MLP = '7603.03', DLinear = '7659.96', NLinear = '7673.02', TFT = '7621.81', StemGNN = '7532.56', MLPMultivariate = '7584.4', TiDE = '7645.12', DeepNPTS = '7648.14', y = '7690.0' WHERE ds = '2024-06-13 00:00:00' 2024-11-20 10:20:43,642 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7662.58', Informer = '7670.16', LSTM = '7685.94', iTransformer = '7575.84', TSMixer = '7660.44', TSMixerx = '7647.96', PatchTST = '7682.6', RNN = '7725.29', GRU = '7731.85', TCN = '7828.61', BiTCN = '7646.61', DilatedRNN = '7720.59', MLP = '7639.52', DLinear = '7679.22', NLinear = '7692.25', TFT = '7660.54', StemGNN = '7536.97', MLPMultivariate = '7625.65', TiDE = '7665.64', DeepNPTS = '7660.87', y = '7690.0' WHERE ds = '2024-06-14 00:00:00' 2024-11-20 10:20:43,642 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7662.58', Informer = '7670.16', LSTM = '7685.94', iTransformer = '7575.84', TSMixer = '7660.44', TSMixerx = '7647.96', PatchTST = '7682.6', RNN = '7725.29', GRU = '7731.85', TCN = '7828.61', BiTCN = '7646.61', DilatedRNN = '7720.59', MLP = '7639.52', DLinear = '7679.22', NLinear = '7692.25', TFT = '7660.54', StemGNN = '7536.97', MLPMultivariate = '7625.65', TiDE = '7665.64', DeepNPTS = '7660.87', y = '7690.0' WHERE ds = '2024-06-14 00:00:00' 2024-11-20 10:20:43,647 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7671.29', Informer = '7647.84', LSTM = '7684.84', iTransformer = '7597.49', TSMixer = '7665.59', TSMixerx = '7665.5', PatchTST = '7691.83', RNN = '7715.76', GRU = '7728.39', TCN = '7830.33', BiTCN = '7664.51', DilatedRNN = '7720.84', MLP = '7657.3', DLinear = '7667.72', NLinear = '7690.86', TFT = '7643.12', StemGNN = '7541.43', MLPMultivariate = '7646.18', TiDE = '7679.22', DeepNPTS = '7629.43', y = '7656.67' WHERE ds = '2024-06-17 00:00:00' 2024-11-20 10:20:43,647 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7671.29', Informer = '7647.84', LSTM = '7684.84', iTransformer = '7597.49', TSMixer = '7665.59', TSMixerx = '7665.5', PatchTST = '7691.83', RNN = '7715.76', GRU = '7728.39', TCN = '7830.33', BiTCN = '7664.51', DilatedRNN = '7720.84', MLP = '7657.3', DLinear = '7667.72', NLinear = '7690.86', TFT = '7643.12', StemGNN = '7541.43', MLPMultivariate = '7646.18', TiDE = '7679.22', DeepNPTS = '7629.43', y = '7656.67' WHERE ds = '2024-06-17 00:00:00' 2024-11-20 10:20:43,649 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7654.17', Informer = '7665.9', LSTM = '7629.33', iTransformer = '7606.86', TSMixer = '7644.06', TSMixerx = '7636.13', PatchTST = '7666.63', RNN = '7667.54', GRU = '7672.72', TCN = '7798.64', BiTCN = '7652.07', DilatedRNN = '7680.42', MLP = '7619.72', DLinear = '7641.58', NLinear = '7656.95', TFT = '7592.23', StemGNN = '7545.62', MLPMultivariate = '7627.04', TiDE = '7657.63', DeepNPTS = '7638.64', y = '7656.67' WHERE ds = '2024-06-18 00:00:00' 2024-11-20 10:20:43,649 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7654.17', Informer = '7665.9', LSTM = '7629.33', iTransformer = '7606.86', TSMixer = '7644.06', TSMixerx = '7636.13', PatchTST = '7666.63', RNN = '7667.54', GRU = '7672.72', TCN = '7798.64', BiTCN = '7652.07', DilatedRNN = '7680.42', MLP = '7619.72', DLinear = '7641.58', NLinear = '7656.95', TFT = '7592.23', StemGNN = '7545.62', MLPMultivariate = '7627.04', TiDE = '7657.63', DeepNPTS = '7638.64', y = '7656.67' WHERE ds = '2024-06-18 00:00:00' 2024-11-20 10:20:43,653 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7727.11', Informer = '7640.08', LSTM = '7638.93', iTransformer = '7578.59', TSMixer = '7636.68', TSMixerx = '7591.02', PatchTST = '7659.72', RNN = '7664.19', GRU = '7690.23', TCN = '7756.19', BiTCN = '7637.89', DilatedRNN = '7681.55', MLP = '7618.03', DLinear = '7634.64', NLinear = '7654.33', TFT = '7591.34', StemGNN = '7548.8', MLPMultivariate = '7635.99', TiDE = '7636.73', DeepNPTS = '7637.2', y = '7670.0' WHERE ds = '2024-06-19 00:00:00' 2024-11-20 10:20:43,653 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7727.11', Informer = '7640.08', LSTM = '7638.93', iTransformer = '7578.59', TSMixer = '7636.68', TSMixerx = '7591.02', PatchTST = '7659.72', RNN = '7664.19', GRU = '7690.23', TCN = '7756.19', BiTCN = '7637.89', DilatedRNN = '7681.55', MLP = '7618.03', DLinear = '7634.64', NLinear = '7654.33', TFT = '7591.34', StemGNN = '7548.8', MLPMultivariate = '7635.99', TiDE = '7636.73', DeepNPTS = '7637.2', y = '7670.0' WHERE ds = '2024-06-19 00:00:00' 2024-11-20 10:20:43,656 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7756.39', Informer = '7659.25', LSTM = '7656.39', iTransformer = '7564.65', TSMixer = '7645.7', TSMixerx = '7595.62', PatchTST = '7650.33', RNN = '7687.96', GRU = '7706.14', TCN = '7773.77', BiTCN = '7634.08', DilatedRNN = '7701.54', MLP = '7642.69', DLinear = '7644.28', NLinear = '7666.27', TFT = '7593.11', StemGNN = '7552.24', MLPMultivariate = '7671.8', TiDE = '7632.11', DeepNPTS = '7650.3', y = '7680.0' WHERE ds = '2024-06-20 00:00:00' 2024-11-20 10:20:43,656 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7756.39', Informer = '7659.25', LSTM = '7656.39', iTransformer = '7564.65', TSMixer = '7645.7', TSMixerx = '7595.62', PatchTST = '7650.33', RNN = '7687.96', GRU = '7706.14', TCN = '7773.77', BiTCN = '7634.08', DilatedRNN = '7701.54', MLP = '7642.69', DLinear = '7644.28', NLinear = '7666.27', TFT = '7593.11', StemGNN = '7552.24', MLPMultivariate = '7671.8', TiDE = '7632.11', DeepNPTS = '7650.3', y = '7680.0' WHERE ds = '2024-06-20 00:00:00' 2024-11-20 10:20:43,659 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7726.67', Informer = '7685.7', LSTM = '7669.65', iTransformer = '7563.31', TSMixer = '7659.75', TSMixerx = '7610.74', PatchTST = '7654.26', RNN = '7698.64', GRU = '7717.54', TCN = '7814.91', BiTCN = '7636.12', DilatedRNN = '7712.27', MLP = '7668.85', DLinear = '7668.87', NLinear = '7677.59', TFT = '7596.45', StemGNN = '7556.53', MLPMultivariate = '7678.47', TiDE = '7647.91', DeepNPTS = '7660.17', y = '7680.0' WHERE ds = '2024-06-21 00:00:00' 2024-11-20 10:20:43,659 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7726.67', Informer = '7685.7', LSTM = '7669.65', iTransformer = '7563.31', TSMixer = '7659.75', TSMixerx = '7610.74', PatchTST = '7654.26', RNN = '7698.64', GRU = '7717.54', TCN = '7814.91', BiTCN = '7636.12', DilatedRNN = '7712.27', MLP = '7668.85', DLinear = '7668.87', NLinear = '7677.59', TFT = '7596.45', StemGNN = '7556.53', MLPMultivariate = '7678.47', TiDE = '7647.91', DeepNPTS = '7660.17', y = '7680.0' WHERE ds = '2024-06-21 00:00:00' 2024-11-20 10:20:43,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7694.64', Informer = '7672.12', LSTM = '7667.38', iTransformer = '7570.59', TSMixer = '7668.28', TSMixerx = '7625.21', PatchTST = '7646.98', RNN = '7705.2', GRU = '7713.55', TCN = '7819.28', BiTCN = '7629.2', DilatedRNN = '7707.03', MLP = '7645.71', DLinear = '7680.38', NLinear = '7684.28', TFT = '7592.7', StemGNN = '7561.85', MLPMultivariate = '7657.72', TiDE = '7666.29', DeepNPTS = '7648.92', y = '7680.0' WHERE ds = '2024-06-24 00:00:00' 2024-11-20 10:20:43,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7694.64', Informer = '7672.12', LSTM = '7667.38', iTransformer = '7570.59', TSMixer = '7668.28', TSMixerx = '7625.21', PatchTST = '7646.98', RNN = '7705.2', GRU = '7713.55', TCN = '7819.28', BiTCN = '7629.2', DilatedRNN = '7707.03', MLP = '7645.71', DLinear = '7680.38', NLinear = '7684.28', TFT = '7592.7', StemGNN = '7561.85', MLPMultivariate = '7657.72', TiDE = '7666.29', DeepNPTS = '7648.92', y = '7680.0' WHERE ds = '2024-06-24 00:00:00' 2024-11-20 10:20:43,664 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7656.97', Informer = '7685.36', LSTM = '7667.81', iTransformer = '7584.83', TSMixer = '7669.49', TSMixerx = '7652.55', PatchTST = '7639.3', RNN = '7702.86', GRU = '7714.04', TCN = '7804.54', BiTCN = '7638.43', DilatedRNN = '7698.53', MLP = '7635.15', DLinear = '7695.28', NLinear = '7680.91', TFT = '7592.76', StemGNN = '7567.32', MLPMultivariate = '7651.89', TiDE = '7677.07', DeepNPTS = '7634.02', y = '7693.33' WHERE ds = '2024-06-25 00:00:00' 2024-11-20 10:20:43,664 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7656.97', Informer = '7685.36', LSTM = '7667.81', iTransformer = '7584.83', TSMixer = '7669.49', TSMixerx = '7652.55', PatchTST = '7639.3', RNN = '7702.86', GRU = '7714.04', TCN = '7804.54', BiTCN = '7638.43', DilatedRNN = '7698.53', MLP = '7635.15', DLinear = '7695.28', NLinear = '7680.91', TFT = '7592.76', StemGNN = '7567.32', MLPMultivariate = '7651.89', TiDE = '7677.07', DeepNPTS = '7634.02', y = '7693.33' WHERE ds = '2024-06-25 00:00:00' 2024-11-20 10:20:43,666 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7663.05', Informer = '7700.56', LSTM = '7688.21', iTransformer = '7592.06', TSMixer = '7675.82', TSMixerx = '7671.93', PatchTST = '7645.04', RNN = '7717.94', GRU = '7733.98', TCN = '7810.16', BiTCN = '7655.06', DilatedRNN = '7714.51', MLP = '7645.3', DLinear = '7714.43', NLinear = '7695.17', TFT = '7603.42', StemGNN = '7572.47', MLPMultivariate = '7672.88', TiDE = '7691.75', DeepNPTS = '7632.18', y = '7716.67' WHERE ds = '2024-06-26 00:00:00' 2024-11-20 10:20:43,666 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7663.05', Informer = '7700.56', LSTM = '7688.21', iTransformer = '7592.06', TSMixer = '7675.82', TSMixerx = '7671.93', PatchTST = '7645.04', RNN = '7717.94', GRU = '7733.98', TCN = '7810.16', BiTCN = '7655.06', DilatedRNN = '7714.51', MLP = '7645.3', DLinear = '7714.43', NLinear = '7695.17', TFT = '7603.42', StemGNN = '7572.47', MLPMultivariate = '7672.88', TiDE = '7691.75', DeepNPTS = '7632.18', y = '7716.67' WHERE ds = '2024-06-26 00:00:00' 2024-11-20 10:20:43,669 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7677.4', Informer = '7733.3', LSTM = '7717.34', iTransformer = '7581.76', TSMixer = '7688.27', TSMixerx = '7684.8', PatchTST = '7672.33', RNN = '7746.99', GRU = '7762.31', TCN = '7828.62', BiTCN = '7679.04', DilatedRNN = '7743.03', MLP = '7653.37', DLinear = '7703.94', NLinear = '7708.81', TFT = '7629.43', StemGNN = '7577.01', MLPMultivariate = '7688.28', TiDE = '7699.69', DeepNPTS = '7625.66', y = '7723.33' WHERE ds = '2024-06-27 00:00:00' 2024-11-20 10:20:43,669 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7677.4', Informer = '7733.3', LSTM = '7717.34', iTransformer = '7581.76', TSMixer = '7688.27', TSMixerx = '7684.8', PatchTST = '7672.33', RNN = '7746.99', GRU = '7762.31', TCN = '7828.62', BiTCN = '7679.04', DilatedRNN = '7743.03', MLP = '7653.37', DLinear = '7703.94', NLinear = '7708.81', TFT = '7629.43', StemGNN = '7577.01', MLPMultivariate = '7688.28', TiDE = '7699.69', DeepNPTS = '7625.66', y = '7723.33' WHERE ds = '2024-06-27 00:00:00' 2024-11-20 10:20:43,671 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7677.32', Informer = '7757.11', LSTM = '7720.51', iTransformer = '7600.88', TSMixer = '7694.57', TSMixerx = '7678.53', PatchTST = '7677.87', RNN = '7750.27', GRU = '7761.7', TCN = '7842.71', BiTCN = '7690.04', DilatedRNN = '7751.73', MLP = '7651.4', DLinear = '7685.27', NLinear = '7712.89', TFT = '7630.63', StemGNN = '7581.37', MLPMultivariate = '7685.2', TiDE = '7704.47', DeepNPTS = '7616.63', y = '7730.0' WHERE ds = '2024-06-28 00:00:00' 2024-11-20 10:20:43,671 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7677.32', Informer = '7757.11', LSTM = '7720.51', iTransformer = '7600.88', TSMixer = '7694.57', TSMixerx = '7678.53', PatchTST = '7677.87', RNN = '7750.27', GRU = '7761.7', TCN = '7842.71', BiTCN = '7690.04', DilatedRNN = '7751.73', MLP = '7651.4', DLinear = '7685.27', NLinear = '7712.89', TFT = '7630.63', StemGNN = '7581.37', MLPMultivariate = '7685.2', TiDE = '7704.47', DeepNPTS = '7616.63', y = '7730.0' WHERE ds = '2024-06-28 00:00:00' 2024-11-20 10:20:43,674 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7707.93', Informer = '7783.31', LSTM = '7729.01', iTransformer = '7658.78', TSMixer = '7698.83', TSMixerx = '7678.79', PatchTST = '7708.14', RNN = '7757.56', GRU = '7769.41', TCN = '7858.08', BiTCN = '7695.38', DilatedRNN = '7759.5', MLP = '7666.04', DLinear = '7688.93', NLinear = '7720.96', TFT = '7649.1', StemGNN = '7586.13', MLPMultivariate = '7704.59', TiDE = '7715.52', DeepNPTS = '7664.76', y = '7763.33' WHERE ds = '2024-07-01 00:00:00' 2024-11-20 10:20:43,674 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7707.93', Informer = '7783.31', LSTM = '7729.01', iTransformer = '7658.78', TSMixer = '7698.83', TSMixerx = '7678.79', PatchTST = '7708.14', RNN = '7757.56', GRU = '7769.41', TCN = '7858.08', BiTCN = '7695.38', DilatedRNN = '7759.5', MLP = '7666.04', DLinear = '7688.93', NLinear = '7720.96', TFT = '7649.1', StemGNN = '7586.13', MLPMultivariate = '7704.59', TiDE = '7715.52', DeepNPTS = '7664.76', y = '7763.33' WHERE ds = '2024-07-01 00:00:00' 2024-11-20 10:20:43,677 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7751.55', Informer = '7828.43', LSTM = '7773.13', iTransformer = '7771.68', TSMixer = '7722.98', TSMixerx = '7680.78', PatchTST = '7739.17', RNN = '7797.09', GRU = '7808.54', TCN = '7880.75', BiTCN = '7688.06', DilatedRNN = '7793.55', MLP = '7695.02', DLinear = '7722.0', NLinear = '7756.72', TFT = '7715.2', StemGNN = '7592.57', MLPMultivariate = '7759.12', TiDE = '7744.77', DeepNPTS = '7741.74', y = '7780.0' WHERE ds = '2024-07-02 00:00:00' 2024-11-20 10:20:43,677 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7751.55', Informer = '7828.43', LSTM = '7773.13', iTransformer = '7771.68', TSMixer = '7722.98', TSMixerx = '7680.78', PatchTST = '7739.17', RNN = '7797.09', GRU = '7808.54', TCN = '7880.75', BiTCN = '7688.06', DilatedRNN = '7793.55', MLP = '7695.02', DLinear = '7722.0', NLinear = '7756.72', TFT = '7715.2', StemGNN = '7592.57', MLPMultivariate = '7759.12', TiDE = '7744.77', DeepNPTS = '7741.74', y = '7780.0' WHERE ds = '2024-07-02 00:00:00' 2024-11-20 10:20:43,680 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7762.43', Informer = '7821.1', LSTM = '7785.83', iTransformer = '7768.14', TSMixer = '7737.08', TSMixerx = '7688.67', PatchTST = '7737.38', RNN = '7805.72', GRU = '7814.84', TCN = '7884.52', BiTCN = '7671.07', DilatedRNN = '7805.74', MLP = '7699.38', DLinear = '7736.65', NLinear = '7780.01', TFT = '7781.53', StemGNN = '7600.68', MLPMultivariate = '7781.87', TiDE = '7747.47', DeepNPTS = '7776.13', y = '7800.0' WHERE ds = '2024-07-03 00:00:00' 2024-11-20 10:20:43,680 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7762.43', Informer = '7821.1', LSTM = '7785.83', iTransformer = '7768.14', TSMixer = '7737.08', TSMixerx = '7688.67', PatchTST = '7737.38', RNN = '7805.72', GRU = '7814.84', TCN = '7884.52', BiTCN = '7671.07', DilatedRNN = '7805.74', MLP = '7699.38', DLinear = '7736.65', NLinear = '7780.01', TFT = '7781.53', StemGNN = '7600.68', MLPMultivariate = '7781.87', TiDE = '7747.47', DeepNPTS = '7776.13', y = '7800.0' WHERE ds = '2024-07-03 00:00:00' 2024-11-20 10:20:43,683 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7786.08', Informer = '7820.99', LSTM = '7808.32', iTransformer = '7778.61', TSMixer = '7757.09', TSMixerx = '7698.67', PatchTST = '7767.39', RNN = '7826.63', GRU = '7834.39', TCN = '7886.31', BiTCN = '7664.84', DilatedRNN = '7824.24', MLP = '7716.39', DLinear = '7755.69', NLinear = '7793.56', TFT = '7744.54', StemGNN = '7607.4', MLPMultivariate = '7810.21', TiDE = '7767.25', DeepNPTS = '7795.52', y = '7800.0' WHERE ds = '2024-07-04 00:00:00' 2024-11-20 10:20:43,683 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7786.08', Informer = '7820.99', LSTM = '7808.32', iTransformer = '7778.61', TSMixer = '7757.09', TSMixerx = '7698.67', PatchTST = '7767.39', RNN = '7826.63', GRU = '7834.39', TCN = '7886.31', BiTCN = '7664.84', DilatedRNN = '7824.24', MLP = '7716.39', DLinear = '7755.69', NLinear = '7793.56', TFT = '7744.54', StemGNN = '7607.4', MLPMultivariate = '7810.21', TiDE = '7767.25', DeepNPTS = '7795.52', y = '7800.0' WHERE ds = '2024-07-04 00:00:00' 2024-11-20 10:20:43,687 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7786.85', Informer = '7820.6', LSTM = '7802.07', iTransformer = '7857.05', TSMixer = '7765.0', TSMixerx = '7704.08', PatchTST = '7775.88', RNN = '7824.34', GRU = '7824.23', TCN = '7867.37', BiTCN = '7675.64', DilatedRNN = '7822.93', MLP = '7717.42', DLinear = '7771.03', NLinear = '7787.48', TFT = '7722.59', StemGNN = '7614.78', MLPMultivariate = '7784.03', TiDE = '7781.0', DeepNPTS = '7773.13', y = '7766.67' WHERE ds = '2024-07-05 00:00:00' 2024-11-20 10:20:43,687 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7786.85', Informer = '7820.6', LSTM = '7802.07', iTransformer = '7857.05', TSMixer = '7765.0', TSMixerx = '7704.08', PatchTST = '7775.88', RNN = '7824.34', GRU = '7824.23', TCN = '7867.37', BiTCN = '7675.64', DilatedRNN = '7822.93', MLP = '7717.42', DLinear = '7771.03', NLinear = '7787.48', TFT = '7722.59', StemGNN = '7614.78', MLPMultivariate = '7784.03', TiDE = '7781.0', DeepNPTS = '7773.13', y = '7766.67' WHERE ds = '2024-07-05 00:00:00' 2024-11-20 10:20:43,690 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7750.86', Informer = '7775.85', LSTM = '7756.63', iTransformer = '7790.97', TSMixer = '7745.48', TSMixerx = '7728.45', PatchTST = '7735.1', RNN = '7771.43', GRU = '7782.12', TCN = '7830.41', BiTCN = '7681.79', DilatedRNN = '7783.1', MLP = '7680.52', DLinear = '7766.86', NLinear = '7756.73', TFT = '7673.49', StemGNN = '7623.7', MLPMultivariate = '7743.8', TiDE = '7760.92', DeepNPTS = '7733.4', y = '7746.67' WHERE ds = '2024-07-08 00:00:00' 2024-11-20 10:20:43,690 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7750.86', Informer = '7775.85', LSTM = '7756.63', iTransformer = '7790.97', TSMixer = '7745.48', TSMixerx = '7728.45', PatchTST = '7735.1', RNN = '7771.43', GRU = '7782.12', TCN = '7830.41', BiTCN = '7681.79', DilatedRNN = '7783.1', MLP = '7680.52', DLinear = '7766.86', NLinear = '7756.73', TFT = '7673.49', StemGNN = '7623.7', MLPMultivariate = '7743.8', TiDE = '7760.92', DeepNPTS = '7733.4', y = '7746.67' WHERE ds = '2024-07-08 00:00:00' 2024-11-20 10:20:43,693 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7722.96', Informer = '7771.44', LSTM = '7738.08', iTransformer = '7700.89', TSMixer = '7723.15', TSMixerx = '7740.89', PatchTST = '7719.52', RNN = '7758.3', GRU = '7770.58', TCN = '7808.82', BiTCN = '7683.28', DilatedRNN = '7764.36', MLP = '7650.72', DLinear = '7738.94', NLinear = '7735.36', TFT = '7674.87', StemGNN = '7632.98', MLPMultivariate = '7718.29', TiDE = '7736.34', DeepNPTS = '7708.61', y = '7720.0' WHERE ds = '2024-07-09 00:00:00' 2024-11-20 10:20:43,693 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7722.96', Informer = '7771.44', LSTM = '7738.08', iTransformer = '7700.89', TSMixer = '7723.15', TSMixerx = '7740.89', PatchTST = '7719.52', RNN = '7758.3', GRU = '7770.58', TCN = '7808.82', BiTCN = '7683.28', DilatedRNN = '7764.36', MLP = '7650.72', DLinear = '7738.94', NLinear = '7735.36', TFT = '7674.87', StemGNN = '7632.98', MLPMultivariate = '7718.29', TiDE = '7736.34', DeepNPTS = '7708.61', y = '7720.0' WHERE ds = '2024-07-09 00:00:00' 2024-11-20 10:20:43,696 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7678.34', Informer = '7688.29', LSTM = '7704.44', iTransformer = '7589.11', TSMixer = '7701.77', TSMixerx = '7712.37', PatchTST = '7697.39', RNN = '7727.91', GRU = '7738.12', TCN = '7775.17', BiTCN = '7671.93', DilatedRNN = '7736.38', MLP = '7618.9', DLinear = '7709.76', NLinear = '7703.35', TFT = '7668.79', StemGNN = '7641.77', MLPMultivariate = '7677.77', TiDE = '7704.73', DeepNPTS = '7692.53', y = '7693.33' WHERE ds = '2024-07-10 00:00:00' 2024-11-20 10:20:43,696 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7678.34', Informer = '7688.29', LSTM = '7704.44', iTransformer = '7589.11', TSMixer = '7701.77', TSMixerx = '7712.37', PatchTST = '7697.39', RNN = '7727.91', GRU = '7738.12', TCN = '7775.17', BiTCN = '7671.93', DilatedRNN = '7736.38', MLP = '7618.9', DLinear = '7709.76', NLinear = '7703.35', TFT = '7668.79', StemGNN = '7641.77', MLPMultivariate = '7677.77', TiDE = '7704.73', DeepNPTS = '7692.53', y = '7693.33' WHERE ds = '2024-07-10 00:00:00' 2024-11-20 10:20:43,699 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7648.69', Informer = '7674.48', LSTM = '7673.89', iTransformer = '7581.47', TSMixer = '7676.21', TSMixerx = '7708.96', PatchTST = '7680.71', RNN = '7693.04', GRU = '7711.88', TCN = '7753.58', BiTCN = '7666.8', DilatedRNN = '7706.51', MLP = '7619.0', DLinear = '7682.29', NLinear = '7677.71', TFT = '7681.14', StemGNN = '7649.18', MLPMultivariate = '7661.22', TiDE = '7672.21', DeepNPTS = '7680.78', y = '7686.67' WHERE ds = '2024-07-11 00:00:00' 2024-11-20 10:20:43,699 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7648.69', Informer = '7674.48', LSTM = '7673.89', iTransformer = '7581.47', TSMixer = '7676.21', TSMixerx = '7708.96', PatchTST = '7680.71', RNN = '7693.04', GRU = '7711.88', TCN = '7753.58', BiTCN = '7666.8', DilatedRNN = '7706.51', MLP = '7619.0', DLinear = '7682.29', NLinear = '7677.71', TFT = '7681.14', StemGNN = '7649.18', MLPMultivariate = '7661.22', TiDE = '7672.21', DeepNPTS = '7680.78', y = '7686.67' WHERE ds = '2024-07-11 00:00:00' 2024-11-20 10:20:43,702 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7669.61', Informer = '7650.62', LSTM = '7671.48', iTransformer = '7621.69', TSMixer = '7665.51', TSMixerx = '7658.81', PatchTST = '7675.2', RNN = '7701.66', GRU = '7714.63', TCN = '7765.84', BiTCN = '7667.84', DilatedRNN = '7701.91', MLP = '7626.23', DLinear = '7678.42', NLinear = '7672.11', TFT = '7680.77', StemGNN = '7656.73', MLPMultivariate = '7648.62', TiDE = '7658.77', DeepNPTS = '7681.25', y = '7680.0' WHERE ds = '2024-07-12 00:00:00' 2024-11-20 10:20:43,702 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7669.61', Informer = '7650.62', LSTM = '7671.48', iTransformer = '7621.69', TSMixer = '7665.51', TSMixerx = '7658.81', PatchTST = '7675.2', RNN = '7701.66', GRU = '7714.63', TCN = '7765.84', BiTCN = '7667.84', DilatedRNN = '7701.91', MLP = '7626.23', DLinear = '7678.42', NLinear = '7672.11', TFT = '7680.77', StemGNN = '7656.73', MLPMultivariate = '7648.62', TiDE = '7658.77', DeepNPTS = '7681.25', y = '7680.0' WHERE ds = '2024-07-12 00:00:00' 2024-11-20 10:20:43,705 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7674.74', Informer = '7636.96', LSTM = '7662.9', iTransformer = '7660.4', TSMixer = '7664.41', TSMixerx = '7649.86', PatchTST = '7662.4', RNN = '7692.31', GRU = '7707.55', TCN = '7758.14', BiTCN = '7666.8', DilatedRNN = '7694.71', MLP = '7642.93', DLinear = '7675.73', NLinear = '7670.65', TFT = '7683.32', StemGNN = '7663.66', MLPMultivariate = '7658.05', TiDE = '7658.65', DeepNPTS = '7685.69', y = '7680.0' WHERE ds = '2024-07-15 00:00:00' 2024-11-20 10:20:43,705 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7674.74', Informer = '7636.96', LSTM = '7662.9', iTransformer = '7660.4', TSMixer = '7664.41', TSMixerx = '7649.86', PatchTST = '7662.4', RNN = '7692.31', GRU = '7707.55', TCN = '7758.14', BiTCN = '7666.8', DilatedRNN = '7694.71', MLP = '7642.93', DLinear = '7675.73', NLinear = '7670.65', TFT = '7683.32', StemGNN = '7663.66', MLPMultivariate = '7658.05', TiDE = '7658.65', DeepNPTS = '7685.69', y = '7680.0' WHERE ds = '2024-07-15 00:00:00' 2024-11-20 10:20:43,708 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7651.22', Informer = '7665.87', LSTM = '7666.36', iTransformer = '7679.77', TSMixer = '7669.12', TSMixerx = '7662.39', PatchTST = '7662.32', RNN = '7694.89', GRU = '7712.67', TCN = '7768.03', BiTCN = '7660.25', DilatedRNN = '7693.56', MLP = '7646.65', DLinear = '7667.06', NLinear = '7679.83', TFT = '7685.51', StemGNN = '7667.3', MLPMultivariate = '7657.69', TiDE = '7669.74', DeepNPTS = '7726.9', y = '7666.67' WHERE ds = '2024-07-16 00:00:00' 2024-11-20 10:20:43,708 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7651.22', Informer = '7665.87', LSTM = '7666.36', iTransformer = '7679.77', TSMixer = '7669.12', TSMixerx = '7662.39', PatchTST = '7662.32', RNN = '7694.89', GRU = '7712.67', TCN = '7768.03', BiTCN = '7660.25', DilatedRNN = '7693.56', MLP = '7646.65', DLinear = '7667.06', NLinear = '7679.83', TFT = '7685.51', StemGNN = '7667.3', MLPMultivariate = '7657.69', TiDE = '7669.74', DeepNPTS = '7726.9', y = '7666.67' WHERE ds = '2024-07-16 00:00:00' 2024-11-20 10:20:43,711 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7637.9', Informer = '7660.13', LSTM = '7645.18', iTransformer = '7660.46', TSMixer = '7665.03', TSMixerx = '7655.32', PatchTST = '7661.53', RNN = '7680.92', GRU = '7691.54', TCN = '7757.11', BiTCN = '7655.57', DilatedRNN = '7673.35', MLP = '7649.5', DLinear = '7651.11', NLinear = '7662.8', TFT = '7670.56', StemGNN = '7667.2', MLPMultivariate = '7655.92', TiDE = '7665.27', DeepNPTS = '7701.17', y = '7660.0' WHERE ds = '2024-07-17 00:00:00' 2024-11-20 10:20:43,711 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7637.9', Informer = '7660.13', LSTM = '7645.18', iTransformer = '7660.46', TSMixer = '7665.03', TSMixerx = '7655.32', PatchTST = '7661.53', RNN = '7680.92', GRU = '7691.54', TCN = '7757.11', BiTCN = '7655.57', DilatedRNN = '7673.35', MLP = '7649.5', DLinear = '7651.11', NLinear = '7662.8', TFT = '7670.56', StemGNN = '7667.2', MLPMultivariate = '7655.92', TiDE = '7665.27', DeepNPTS = '7701.17', y = '7660.0' WHERE ds = '2024-07-17 00:00:00' 2024-11-20 10:20:43,713 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7661.33', Informer = '7666.53', LSTM = '7639.5', iTransformer = '7683.98', TSMixer = '7661.71', TSMixerx = '7662.09', PatchTST = '7657.96', RNN = '7670.44', GRU = '7689.36', TCN = '7759.37', BiTCN = '7647.55', DilatedRNN = '7671.03', MLP = '7659.78', DLinear = '7652.43', NLinear = '7661.6', TFT = '7657.73', StemGNN = '7666.66', MLPMultivariate = '7654.79', TiDE = '7657.27', DeepNPTS = '7689.07', y = '7656.67' WHERE ds = '2024-07-18 00:00:00' 2024-11-20 10:20:43,713 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7661.33', Informer = '7666.53', LSTM = '7639.5', iTransformer = '7683.98', TSMixer = '7661.71', TSMixerx = '7662.09', PatchTST = '7657.96', RNN = '7670.44', GRU = '7689.36', TCN = '7759.37', BiTCN = '7647.55', DilatedRNN = '7671.03', MLP = '7659.78', DLinear = '7652.43', NLinear = '7661.6', TFT = '7657.73', StemGNN = '7666.66', MLPMultivariate = '7654.79', TiDE = '7657.27', DeepNPTS = '7689.07', y = '7656.67' WHERE ds = '2024-07-18 00:00:00' 2024-11-20 10:20:43,716 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7665.03', Informer = '7654.06', LSTM = '7635.24', iTransformer = '7668.78', TSMixer = '7662.77', TSMixerx = '7660.37', PatchTST = '7654.84', RNN = '7669.45', GRU = '7686.07', TCN = '7754.96', BiTCN = '7643.93', DilatedRNN = '7669.79', MLP = '7665.58', DLinear = '7643.64', NLinear = '7663.61', TFT = '7649.73', StemGNN = '7666.01', MLPMultivariate = '7657.81', TiDE = '7657.13', DeepNPTS = '7685.6', y = '7656.67' WHERE ds = '2024-07-19 00:00:00' 2024-11-20 10:20:43,716 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7665.03', Informer = '7654.06', LSTM = '7635.24', iTransformer = '7668.78', TSMixer = '7662.77', TSMixerx = '7660.37', PatchTST = '7654.84', RNN = '7669.45', GRU = '7686.07', TCN = '7754.96', BiTCN = '7643.93', DilatedRNN = '7669.79', MLP = '7665.58', DLinear = '7643.64', NLinear = '7663.61', TFT = '7649.73', StemGNN = '7666.01', MLPMultivariate = '7657.81', TiDE = '7657.13', DeepNPTS = '7685.6', y = '7656.67' WHERE ds = '2024-07-19 00:00:00' 2024-11-20 10:20:43,718 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7649.73', Informer = '7644.27', LSTM = '7636.49', iTransformer = '7644.6', TSMixer = '7665.12', TSMixerx = '7666.42', PatchTST = '7654.45', RNN = '7668.51', GRU = '7688.3', TCN = '7764.49', BiTCN = '7644.52', DilatedRNN = '7672.99', MLP = '7672.46', DLinear = '7658.74', NLinear = '7658.42', TFT = '7642.28', StemGNN = '7666.42', MLPMultivariate = '7664.4', TiDE = '7656.29', DeepNPTS = '7667.09', y = '7640.0' WHERE ds = '2024-07-22 00:00:00' 2024-11-20 10:20:43,718 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7649.73', Informer = '7644.27', LSTM = '7636.49', iTransformer = '7644.6', TSMixer = '7665.12', TSMixerx = '7666.42', PatchTST = '7654.45', RNN = '7668.51', GRU = '7688.3', TCN = '7764.49', BiTCN = '7644.52', DilatedRNN = '7672.99', MLP = '7672.46', DLinear = '7658.74', NLinear = '7658.42', TFT = '7642.28', StemGNN = '7666.42', MLPMultivariate = '7664.4', TiDE = '7656.29', DeepNPTS = '7667.09', y = '7640.0' WHERE ds = '2024-07-22 00:00:00' 2024-11-20 10:20:43,721 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7615.23', Informer = '7645.56', LSTM = '7610.57', iTransformer = '7655.94', TSMixer = '7652.1', TSMixerx = '7662.34', PatchTST = '7634.09', RNN = '7645.28', GRU = '7662.61', TCN = '7733.56', BiTCN = '7646.66', DilatedRNN = '7650.71', MLP = '7654.92', DLinear = '7659.24', NLinear = '7642.47', TFT = '7624.17', StemGNN = '7666.82', MLPMultivariate = '7659.42', TiDE = '7638.33', DeepNPTS = '7656.65', y = '7623.33' WHERE ds = '2024-07-23 00:00:00' 2024-11-20 10:20:43,721 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7615.23', Informer = '7645.56', LSTM = '7610.57', iTransformer = '7655.94', TSMixer = '7652.1', TSMixerx = '7662.34', PatchTST = '7634.09', RNN = '7645.28', GRU = '7662.61', TCN = '7733.56', BiTCN = '7646.66', DilatedRNN = '7650.71', MLP = '7654.92', DLinear = '7659.24', NLinear = '7642.47', TFT = '7624.17', StemGNN = '7666.82', MLPMultivariate = '7659.42', TiDE = '7638.33', DeepNPTS = '7656.65', y = '7623.33' WHERE ds = '2024-07-23 00:00:00' 2024-11-20 10:20:43,724 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7597.53', Informer = '7650.06', LSTM = '7590.27', iTransformer = '7719.11', TSMixer = '7634.82', TSMixerx = '7637.72', PatchTST = '7616.98', RNN = '7624.78', GRU = '7646.08', TCN = '7661.27', BiTCN = '7642.03', DilatedRNN = '7625.71', MLP = '7641.44', DLinear = '7656.11', NLinear = '7626.19', TFT = '7609.78', StemGNN = '7665.78', MLPMultivariate = '7651.82', TiDE = '7623.34', DeepNPTS = '7656.74', y = '7623.33' WHERE ds = '2024-07-24 00:00:00' 2024-11-20 10:20:43,724 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7597.53', Informer = '7650.06', LSTM = '7590.27', iTransformer = '7719.11', TSMixer = '7634.82', TSMixerx = '7637.72', PatchTST = '7616.98', RNN = '7624.78', GRU = '7646.08', TCN = '7661.27', BiTCN = '7642.03', DilatedRNN = '7625.71', MLP = '7641.44', DLinear = '7656.11', NLinear = '7626.19', TFT = '7609.78', StemGNN = '7665.78', MLPMultivariate = '7651.82', TiDE = '7623.34', DeepNPTS = '7656.74', y = '7623.33' WHERE ds = '2024-07-24 00:00:00' 2024-11-20 10:20:43,726 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7608.65', Informer = '7635.91', LSTM = '7593.96', iTransformer = '7735.25', TSMixer = '7627.76', TSMixerx = '7630.19', PatchTST = '7616.05', RNN = '7628.94', GRU = '7653.01', TCN = '7653.68', BiTCN = '7631.24', DilatedRNN = '7626.97', MLP = '7640.3', DLinear = '7666.61', NLinear = '7627.16', TFT = '7611.94', StemGNN = '7663.56', MLPMultivariate = '7653.03', TiDE = '7621.39', DeepNPTS = '7660.64', y = '7616.67' WHERE ds = '2024-07-25 00:00:00' 2024-11-20 10:20:43,726 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7608.65', Informer = '7635.91', LSTM = '7593.96', iTransformer = '7735.25', TSMixer = '7627.76', TSMixerx = '7630.19', PatchTST = '7616.05', RNN = '7628.94', GRU = '7653.01', TCN = '7653.68', BiTCN = '7631.24', DilatedRNN = '7626.97', MLP = '7640.3', DLinear = '7666.61', NLinear = '7627.16', TFT = '7611.94', StemGNN = '7663.56', MLPMultivariate = '7653.03', TiDE = '7621.39', DeepNPTS = '7660.64', y = '7616.67' WHERE ds = '2024-07-25 00:00:00' 2024-11-20 10:20:43,729 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7617.22', Informer = '7632.98', LSTM = '7583.26', iTransformer = '7719.98', TSMixer = '7622.01', TSMixerx = '7624.53', PatchTST = '7601.33', RNN = '7616.61', GRU = '7641.8', TCN = '7622.3', BiTCN = '7619.09', DilatedRNN = '7615.34', MLP = '7640.72', DLinear = '7653.16', NLinear = '7615.57', TFT = '7609.45', StemGNN = '7661.1', MLPMultivariate = '7643.86', TiDE = '7611.62', DeepNPTS = '7667.77', y = '7606.67' WHERE ds = '2024-07-26 00:00:00' 2024-11-20 10:20:43,729 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7617.22', Informer = '7632.98', LSTM = '7583.26', iTransformer = '7719.98', TSMixer = '7622.01', TSMixerx = '7624.53', PatchTST = '7601.33', RNN = '7616.61', GRU = '7641.8', TCN = '7622.3', BiTCN = '7619.09', DilatedRNN = '7615.34', MLP = '7640.72', DLinear = '7653.16', NLinear = '7615.57', TFT = '7609.45', StemGNN = '7661.1', MLPMultivariate = '7643.86', TiDE = '7611.62', DeepNPTS = '7667.77', y = '7606.67' WHERE ds = '2024-07-26 00:00:00' 2024-11-20 10:20:43,732 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7632.45', Informer = '7609.45', LSTM = '7571.18', iTransformer = '7713.09', TSMixer = '7611.68', TSMixerx = '7620.21', PatchTST = '7594.82', RNN = '7607.42', GRU = '7631.3', TCN = '7611.93', BiTCN = '7608.13', DilatedRNN = '7602.7', MLP = '7638.04', DLinear = '7621.31', NLinear = '7607.55', TFT = '7595.9', StemGNN = '7657.72', MLPMultivariate = '7625.12', TiDE = '7607.82', DeepNPTS = '7630.84', y = '7593.33' WHERE ds = '2024-07-29 00:00:00' 2024-11-20 10:20:43,732 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7632.45', Informer = '7609.45', LSTM = '7571.18', iTransformer = '7713.09', TSMixer = '7611.68', TSMixerx = '7620.21', PatchTST = '7594.82', RNN = '7607.42', GRU = '7631.3', TCN = '7611.93', BiTCN = '7608.13', DilatedRNN = '7602.7', MLP = '7638.04', DLinear = '7621.31', NLinear = '7607.55', TFT = '7595.9', StemGNN = '7657.72', MLPMultivariate = '7625.12', TiDE = '7607.82', DeepNPTS = '7630.84', y = '7593.33' WHERE ds = '2024-07-29 00:00:00' 2024-11-20 10:20:43,735 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7621.05', Informer = '7605.67', LSTM = '7554.07', iTransformer = '7693.67', TSMixer = '7599.03', TSMixerx = '7601.6', PatchTST = '7588.37', RNN = '7595.38', GRU = '7615.72', TCN = '7591.75', BiTCN = '7594.35', DilatedRNN = '7583.41', MLP = '7629.58', DLinear = '7602.19', NLinear = '7598.93', TFT = '7574.65', StemGNN = '7653.51', MLPMultivariate = '7600.72', TiDE = '7596.26', DeepNPTS = '7617.22', y = '7593.33' WHERE ds = '2024-07-30 00:00:00' 2024-11-20 10:20:43,735 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7621.05', Informer = '7605.67', LSTM = '7554.07', iTransformer = '7693.67', TSMixer = '7599.03', TSMixerx = '7601.6', PatchTST = '7588.37', RNN = '7595.38', GRU = '7615.72', TCN = '7591.75', BiTCN = '7594.35', DilatedRNN = '7583.41', MLP = '7629.58', DLinear = '7602.19', NLinear = '7598.93', TFT = '7574.65', StemGNN = '7653.51', MLPMultivariate = '7600.72', TiDE = '7596.26', DeepNPTS = '7617.22', y = '7593.33' WHERE ds = '2024-07-30 00:00:00' 2024-11-20 10:20:43,738 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.46', Informer = '7604.13', LSTM = '7557.67', iTransformer = '7676.02', TSMixer = '7593.74', TSMixerx = '7595.79', PatchTST = '7589.72', RNN = '7594.85', GRU = '7621.85', TCN = '7591.03', BiTCN = '7581.07', DilatedRNN = '7582.76', MLP = '7605.31', DLinear = '7587.62', NLinear = '7602.61', TFT = '7569.93', StemGNN = '7649.69', MLPMultivariate = '7571.38', TiDE = '7593.87', DeepNPTS = '7608.1', y = '7583.33' WHERE ds = '2024-07-31 00:00:00' 2024-11-20 10:20:43,738 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.46', Informer = '7604.13', LSTM = '7557.67', iTransformer = '7676.02', TSMixer = '7593.74', TSMixerx = '7595.79', PatchTST = '7589.72', RNN = '7594.85', GRU = '7621.85', TCN = '7591.03', BiTCN = '7581.07', DilatedRNN = '7582.76', MLP = '7605.31', DLinear = '7587.62', NLinear = '7602.61', TFT = '7569.93', StemGNN = '7649.69', MLPMultivariate = '7571.38', TiDE = '7593.87', DeepNPTS = '7608.1', y = '7583.33' WHERE ds = '2024-07-31 00:00:00' 2024-11-20 10:20:43,740 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7576.43', Informer = '7594.77', LSTM = '7542.38', iTransformer = '7676.91', TSMixer = '7583.79', TSMixerx = '7575.55', PatchTST = '7576.5', RNN = '7581.67', GRU = '7606.06', TCN = '7578.42', BiTCN = '7566.83', DilatedRNN = '7567.78', MLP = '7578.68', DLinear = '7581.86', NLinear = '7588.04', TFT = '7561.38', StemGNN = '7647.13', MLPMultivariate = '7543.93', TiDE = '7580.26', DeepNPTS = '7601.32', y = '7620.0' WHERE ds = '2024-08-01 00:00:00' 2024-11-20 10:20:43,740 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7576.43', Informer = '7594.77', LSTM = '7542.38', iTransformer = '7676.91', TSMixer = '7583.79', TSMixerx = '7575.55', PatchTST = '7576.5', RNN = '7581.67', GRU = '7606.06', TCN = '7578.42', BiTCN = '7566.83', DilatedRNN = '7567.78', MLP = '7578.68', DLinear = '7581.86', NLinear = '7588.04', TFT = '7561.38', StemGNN = '7647.13', MLPMultivariate = '7543.93', TiDE = '7580.26', DeepNPTS = '7601.32', y = '7620.0' WHERE ds = '2024-08-01 00:00:00' 2024-11-20 10:20:43,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7616.25', Informer = '7599.38', LSTM = '7601.53', iTransformer = '7702.78', TSMixer = '7607.2', TSMixerx = '7603.66', PatchTST = '7609.55', RNN = '7638.54', GRU = '7668.72', TCN = '7714.11', BiTCN = '7574.54', DilatedRNN = '7622.81', MLP = '7587.85', DLinear = '7601.98', NLinear = '7625.29', TFT = '7605.34', StemGNN = '7647.13', MLPMultivariate = '7558.22', TiDE = '7606.16', DeepNPTS = '7607.22', y = '7623.33' WHERE ds = '2024-08-02 00:00:00' 2024-11-20 10:20:43,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7616.25', Informer = '7599.38', LSTM = '7601.53', iTransformer = '7702.78', TSMixer = '7607.2', TSMixerx = '7603.66', PatchTST = '7609.55', RNN = '7638.54', GRU = '7668.72', TCN = '7714.11', BiTCN = '7574.54', DilatedRNN = '7622.81', MLP = '7587.85', DLinear = '7601.98', NLinear = '7625.29', TFT = '7605.34', StemGNN = '7647.13', MLPMultivariate = '7558.22', TiDE = '7606.16', DeepNPTS = '7607.22', y = '7623.33' WHERE ds = '2024-08-02 00:00:00' 2024-11-20 10:20:43,744 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7621.53', Informer = '7592.47', LSTM = '7595.34', iTransformer = '7698.87', TSMixer = '7621.36', TSMixerx = '7617.55', PatchTST = '7611.03', RNN = '7638.07', GRU = '7653.23', TCN = '7735.43', BiTCN = '7591.9', DilatedRNN = '7625.9', MLP = '7595.08', DLinear = '7607.4', NLinear = '7626.78', TFT = '7606.12', StemGNN = '7648.05', MLPMultivariate = '7577.72', TiDE = '7617.05', DeepNPTS = '7605.43', y = '7610.0' WHERE ds = '2024-08-05 00:00:00' 2024-11-20 10:20:43,744 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7621.53', Informer = '7592.47', LSTM = '7595.34', iTransformer = '7698.87', TSMixer = '7621.36', TSMixerx = '7617.55', PatchTST = '7611.03', RNN = '7638.07', GRU = '7653.23', TCN = '7735.43', BiTCN = '7591.9', DilatedRNN = '7625.9', MLP = '7595.08', DLinear = '7607.4', NLinear = '7626.78', TFT = '7606.12', StemGNN = '7648.05', MLPMultivariate = '7577.72', TiDE = '7617.05', DeepNPTS = '7605.43', y = '7610.0' WHERE ds = '2024-08-05 00:00:00' 2024-11-20 10:20:43,746 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7614.82', Informer = '7598.47', LSTM = '7578.08', iTransformer = '7696.71', TSMixer = '7616.64', TSMixerx = '7609.5', PatchTST = '7607.33', RNN = '7612.45', GRU = '7636.6', TCN = '7706.2', BiTCN = '7602.73', DilatedRNN = '7605.37', MLP = '7605.46', DLinear = '7622.93', NLinear = '7609.92', TFT = '7603.31', StemGNN = '7648.18', MLPMultivariate = '7593.61', TiDE = '7621.72', DeepNPTS = '7609.77', y = '7596.67' WHERE ds = '2024-08-06 00:00:00' 2024-11-20 10:20:43,746 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7614.82', Informer = '7598.47', LSTM = '7578.08', iTransformer = '7696.71', TSMixer = '7616.64', TSMixerx = '7609.5', PatchTST = '7607.33', RNN = '7612.45', GRU = '7636.6', TCN = '7706.2', BiTCN = '7602.73', DilatedRNN = '7605.37', MLP = '7605.46', DLinear = '7622.93', NLinear = '7609.92', TFT = '7603.31', StemGNN = '7648.18', MLPMultivariate = '7593.61', TiDE = '7621.72', DeepNPTS = '7609.77', y = '7596.67' WHERE ds = '2024-08-06 00:00:00' 2024-11-20 10:20:43,748 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7600.42', Informer = '7592.13', LSTM = '7560.49', iTransformer = '7700.19', TSMixer = '7603.22', TSMixerx = '7600.74', PatchTST = '7594.67', RNN = '7605.4', GRU = '7620.27', TCN = '7632.15', BiTCN = '7602.99', DilatedRNN = '7587.78', MLP = '7602.43', DLinear = '7620.43', NLinear = '7599.1', TFT = '7588.53', StemGNN = '7647.25', MLPMultivariate = '7581.33', TiDE = '7607.23', DeepNPTS = '7602.89', y = '7586.67' WHERE ds = '2024-08-07 00:00:00' 2024-11-20 10:20:43,748 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7600.42', Informer = '7592.13', LSTM = '7560.49', iTransformer = '7700.19', TSMixer = '7603.22', TSMixerx = '7600.74', PatchTST = '7594.67', RNN = '7605.4', GRU = '7620.27', TCN = '7632.15', BiTCN = '7602.99', DilatedRNN = '7587.78', MLP = '7602.43', DLinear = '7620.43', NLinear = '7599.1', TFT = '7588.53', StemGNN = '7647.25', MLPMultivariate = '7581.33', TiDE = '7607.23', DeepNPTS = '7602.89', y = '7586.67' WHERE ds = '2024-08-07 00:00:00' 2024-11-20 10:20:43,752 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7582.46', Informer = '7579.27', LSTM = '7547.9', iTransformer = '7691.99', TSMixer = '7590.51', TSMixerx = '7583.07', PatchTST = '7585.2', RNN = '7581.87', GRU = '7610.47', TCN = '7580.54', BiTCN = '7596.98', DilatedRNN = '7572.43', MLP = '7580.94', DLinear = '7599.9', NLinear = '7587.52', TFT = '7592.21', StemGNN = '7644.23', MLPMultivariate = '7643.29', TiDE = '7591.49', DeepNPTS = '7595.2', y = '7583.33' WHERE ds = '2024-08-08 00:00:00' 2024-11-20 10:20:43,752 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7582.46', Informer = '7579.27', LSTM = '7547.9', iTransformer = '7691.99', TSMixer = '7590.51', TSMixerx = '7583.07', PatchTST = '7585.2', RNN = '7581.87', GRU = '7610.47', TCN = '7580.54', BiTCN = '7596.98', DilatedRNN = '7572.43', MLP = '7580.94', DLinear = '7599.9', NLinear = '7587.52', TFT = '7592.21', StemGNN = '7644.23', MLPMultivariate = '7643.29', TiDE = '7591.49', DeepNPTS = '7595.2', y = '7583.33' WHERE ds = '2024-08-08 00:00:00' 2024-11-20 10:20:43,755 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7572.3', Informer = '7579.08', LSTM = '7544.76', iTransformer = '7685.98', TSMixer = '7581.03', TSMixerx = '7579.99', PatchTST = '7585.11', RNN = '7579.56', GRU = '7609.39', TCN = '7579.0', BiTCN = '7593.55', DilatedRNN = '7571.36', MLP = '7577.72', DLinear = '7584.52', NLinear = '7578.71', TFT = '7580.27', StemGNN = '7640.76', MLPMultivariate = '7661.68', TiDE = '7580.79', DeepNPTS = '7613.95', y = '7583.33' WHERE ds = '2024-08-09 00:00:00' 2024-11-20 10:20:43,755 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7572.3', Informer = '7579.08', LSTM = '7544.76', iTransformer = '7685.98', TSMixer = '7581.03', TSMixerx = '7579.99', PatchTST = '7585.11', RNN = '7579.56', GRU = '7609.39', TCN = '7579.0', BiTCN = '7593.55', DilatedRNN = '7571.36', MLP = '7577.72', DLinear = '7584.52', NLinear = '7578.71', TFT = '7580.27', StemGNN = '7640.76', MLPMultivariate = '7661.68', TiDE = '7580.79', DeepNPTS = '7613.95', y = '7583.33' WHERE ds = '2024-08-09 00:00:00' 2024-11-20 10:20:43,757 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7565.19', Informer = '7562.29', LSTM = '7545.41', iTransformer = '7676.57', TSMixer = '7579.53', TSMixerx = '7568.37', PatchTST = '7583.51', RNN = '7586.38', GRU = '7610.8', TCN = '7581.76', BiTCN = '7591.14', DilatedRNN = '7573.16', MLP = '7571.12', DLinear = '7579.25', NLinear = '7574.68', TFT = '7569.9', StemGNN = '7637.37', MLPMultivariate = '7675.83', TiDE = '7579.89', DeepNPTS = '7606.85', y = '7586.67' WHERE ds = '2024-08-12 00:00:00' 2024-11-20 10:20:43,757 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7565.19', Informer = '7562.29', LSTM = '7545.41', iTransformer = '7676.57', TSMixer = '7579.53', TSMixerx = '7568.37', PatchTST = '7583.51', RNN = '7586.38', GRU = '7610.8', TCN = '7581.76', BiTCN = '7591.14', DilatedRNN = '7573.16', MLP = '7571.12', DLinear = '7579.25', NLinear = '7574.68', TFT = '7569.9', StemGNN = '7637.37', MLPMultivariate = '7675.83', TiDE = '7579.89', DeepNPTS = '7606.85', y = '7586.67' WHERE ds = '2024-08-12 00:00:00' 2024-11-20 10:20:43,759 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.62', Informer = '7566.02', LSTM = '7550.8', iTransformer = '7670.48', TSMixer = '7579.66', TSMixerx = '7581.39', PatchTST = '7587.7', RNN = '7591.05', GRU = '7616.26', TCN = '7595.69', BiTCN = '7589.46', DilatedRNN = '7581.39', MLP = '7578.19', DLinear = '7586.37', NLinear = '7580.72', TFT = '7572.45', StemGNN = '7634.98', MLPMultivariate = '7685.1', TiDE = '7584.15', DeepNPTS = '7605.62', y = '7593.33' WHERE ds = '2024-08-13 00:00:00' 2024-11-20 10:20:43,759 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.62', Informer = '7566.02', LSTM = '7550.8', iTransformer = '7670.48', TSMixer = '7579.66', TSMixerx = '7581.39', PatchTST = '7587.7', RNN = '7591.05', GRU = '7616.26', TCN = '7595.69', BiTCN = '7589.46', DilatedRNN = '7581.39', MLP = '7578.19', DLinear = '7586.37', NLinear = '7580.72', TFT = '7572.45', StemGNN = '7634.98', MLPMultivariate = '7685.1', TiDE = '7584.15', DeepNPTS = '7605.62', y = '7593.33' WHERE ds = '2024-08-13 00:00:00' 2024-11-20 10:20:43,761 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7576.39', Informer = '7581.33', LSTM = '7560.34', iTransformer = '7675.32', TSMixer = '7581.9', TSMixerx = '7581.96', PatchTST = '7593.26', RNN = '7601.19', GRU = '7625.12', TCN = '7601.06', BiTCN = '7585.96', DilatedRNN = '7582.96', MLP = '7591.15', DLinear = '7583.67', NLinear = '7594.52', TFT = '7589.33', StemGNN = '7632.88', MLPMultivariate = '7686.85', TiDE = '7588.09', DeepNPTS = '7596.56', y = '7590.0' WHERE ds = '2024-08-14 00:00:00' 2024-11-20 10:20:43,761 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7576.39', Informer = '7581.33', LSTM = '7560.34', iTransformer = '7675.32', TSMixer = '7581.9', TSMixerx = '7581.96', PatchTST = '7593.26', RNN = '7601.19', GRU = '7625.12', TCN = '7601.06', BiTCN = '7585.96', DilatedRNN = '7582.96', MLP = '7591.15', DLinear = '7583.67', NLinear = '7594.52', TFT = '7589.33', StemGNN = '7632.88', MLPMultivariate = '7686.85', TiDE = '7588.09', DeepNPTS = '7596.56', y = '7590.0' WHERE ds = '2024-08-14 00:00:00' 2024-11-20 10:20:43,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7577.48', Informer = '7580.18', LSTM = '7554.1', iTransformer = '7682.5', TSMixer = '7580.27', TSMixerx = '7581.07', PatchTST = '7588.06', RNN = '7594.36', GRU = '7617.3', TCN = '7594.63', BiTCN = '7577.61', DilatedRNN = '7574.04', MLP = '7585.9', DLinear = '7573.04', NLinear = '7589.19', TFT = '7595.72', StemGNN = '7630.35', MLPMultivariate = '7676.25', TiDE = '7584.21', DeepNPTS = '7588.85', y = '7583.33' WHERE ds = '2024-08-15 00:00:00' 2024-11-20 10:20:43,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7577.48', Informer = '7580.18', LSTM = '7554.1', iTransformer = '7682.5', TSMixer = '7580.27', TSMixerx = '7581.07', PatchTST = '7588.06', RNN = '7594.36', GRU = '7617.3', TCN = '7594.63', BiTCN = '7577.61', DilatedRNN = '7574.04', MLP = '7585.9', DLinear = '7573.04', NLinear = '7589.19', TFT = '7595.72', StemGNN = '7630.35', MLPMultivariate = '7676.25', TiDE = '7584.21', DeepNPTS = '7588.85', y = '7583.33' WHERE ds = '2024-08-15 00:00:00' 2024-11-20 10:20:43,766 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7575.3', Informer = '7564.63', LSTM = '7545.8', iTransformer = '7686.68', TSMixer = '7575.85', TSMixerx = '7576.91', PatchTST = '7580.0', RNN = '7585.32', GRU = '7609.72', TCN = '7583.25', BiTCN = '7570.84', DilatedRNN = '7568.21', MLP = '7574.59', DLinear = '7570.58', NLinear = '7584.68', TFT = '7589.57', StemGNN = '7627.38', MLPMultivariate = '7665.61', TiDE = '7577.83', DeepNPTS = '7587.43', y = '7583.33' WHERE ds = '2024-08-16 00:00:00' 2024-11-20 10:20:43,766 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7575.3', Informer = '7564.63', LSTM = '7545.8', iTransformer = '7686.68', TSMixer = '7575.85', TSMixerx = '7576.91', PatchTST = '7580.0', RNN = '7585.32', GRU = '7609.72', TCN = '7583.25', BiTCN = '7570.84', DilatedRNN = '7568.21', MLP = '7574.59', DLinear = '7570.58', NLinear = '7584.68', TFT = '7589.57', StemGNN = '7627.38', MLPMultivariate = '7665.61', TiDE = '7577.83', DeepNPTS = '7587.43', y = '7583.33' WHERE ds = '2024-08-16 00:00:00' 2024-11-20 10:20:43,769 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7583.78', Informer = '7564.47', LSTM = '7547.04', iTransformer = '7693.78', TSMixer = '7576.66', TSMixerx = '7590.53', PatchTST = '7583.24', RNN = '7587.57', GRU = '7611.94', TCN = '7580.78', BiTCN = '7566.85', DilatedRNN = '7568.77', MLP = '7576.56', DLinear = '7563.43', NLinear = '7580.76', TFT = '7592.1', StemGNN = '7624.46', MLPMultivariate = '7672.57', TiDE = '7577.68', DeepNPTS = '7592.79', y = '7570.0' WHERE ds = '2024-08-19 00:00:00' 2024-11-20 10:20:43,769 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7583.78', Informer = '7564.47', LSTM = '7547.04', iTransformer = '7693.78', TSMixer = '7576.66', TSMixerx = '7590.53', PatchTST = '7583.24', RNN = '7587.57', GRU = '7611.94', TCN = '7580.78', BiTCN = '7566.85', DilatedRNN = '7568.77', MLP = '7576.56', DLinear = '7563.43', NLinear = '7580.76', TFT = '7592.1', StemGNN = '7624.46', MLPMultivariate = '7672.57', TiDE = '7577.68', DeepNPTS = '7592.79', y = '7570.0' WHERE ds = '2024-08-19 00:00:00' 2024-11-20 10:20:43,772 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7572.15', Informer = '7547.01', LSTM = '7526.81', iTransformer = '7671.45', TSMixer = '7568.6', TSMixerx = '7580.24', PatchTST = '7569.61', RNN = '7567.35', GRU = '7591.95', TCN = '7568.04', BiTCN = '7561.53', DilatedRNN = '7550.82', MLP = '7574.94', DLinear = '7559.89', NLinear = '7564.28', TFT = '7585.51', StemGNN = '7621.06', MLPMultivariate = '7668.15', TiDE = '7564.85', DeepNPTS = '7593.95', y = '7570.0' WHERE ds = '2024-08-20 00:00:00' 2024-11-20 10:20:43,772 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7572.15', Informer = '7547.01', LSTM = '7526.81', iTransformer = '7671.45', TSMixer = '7568.6', TSMixerx = '7580.24', PatchTST = '7569.61', RNN = '7567.35', GRU = '7591.95', TCN = '7568.04', BiTCN = '7561.53', DilatedRNN = '7550.82', MLP = '7574.94', DLinear = '7559.89', NLinear = '7564.28', TFT = '7585.51', StemGNN = '7621.06', MLPMultivariate = '7668.15', TiDE = '7564.85', DeepNPTS = '7593.95', y = '7570.0' WHERE ds = '2024-08-20 00:00:00' 2024-11-20 10:20:43,774 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7573.42', Informer = '7547.32', LSTM = '7530.82', iTransformer = '7666.64', TSMixer = '7567.89', TSMixerx = '7575.96', PatchTST = '7578.4', RNN = '7571.05', GRU = '7598.86', TCN = '7567.66', BiTCN = '7559.81', DilatedRNN = '7551.3', MLP = '7579.86', DLinear = '7556.56', NLinear = '7568.24', TFT = '7577.28', StemGNN = '7617.48', MLPMultivariate = '7658.24', TiDE = '7567.96', DeepNPTS = '7595.48', y = '7570.0' WHERE ds = '2024-08-21 00:00:00' 2024-11-20 10:20:43,774 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7573.42', Informer = '7547.32', LSTM = '7530.82', iTransformer = '7666.64', TSMixer = '7567.89', TSMixerx = '7575.96', PatchTST = '7578.4', RNN = '7571.05', GRU = '7598.86', TCN = '7567.66', BiTCN = '7559.81', DilatedRNN = '7551.3', MLP = '7579.86', DLinear = '7556.56', NLinear = '7568.24', TFT = '7577.28', StemGNN = '7617.48', MLPMultivariate = '7658.24', TiDE = '7567.96', DeepNPTS = '7595.48', y = '7570.0' WHERE ds = '2024-08-21 00:00:00' 2024-11-20 10:20:43,776 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.07', Informer = '7553.0', LSTM = '7529.61', iTransformer = '7668.62', TSMixer = '7570.14', TSMixerx = '7576.54', PatchTST = '7578.19', RNN = '7572.59', GRU = '7597.05', TCN = '7564.06', BiTCN = '7557.67', DilatedRNN = '7549.96', MLP = '7582.79', DLinear = '7558.09', NLinear = '7571.36', TFT = '7573.0', StemGNN = '7613.63', MLPMultivariate = '7649.21', TiDE = '7570.82', DeepNPTS = '7596.41', y = '7590.0' WHERE ds = '2024-08-22 00:00:00' 2024-11-20 10:20:43,776 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.07', Informer = '7553.0', LSTM = '7529.61', iTransformer = '7668.62', TSMixer = '7570.14', TSMixerx = '7576.54', PatchTST = '7578.19', RNN = '7572.59', GRU = '7597.05', TCN = '7564.06', BiTCN = '7557.67', DilatedRNN = '7549.96', MLP = '7582.79', DLinear = '7558.09', NLinear = '7571.36', TFT = '7573.0', StemGNN = '7613.63', MLPMultivariate = '7649.21', TiDE = '7570.82', DeepNPTS = '7596.41', y = '7590.0' WHERE ds = '2024-08-22 00:00:00' 2024-11-20 10:20:43,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7591.57', Informer = '7570.94', LSTM = '7560.14', iTransformer = '7670.81', TSMixer = '7585.53', TSMixerx = '7577.36', PatchTST = '7595.08', RNN = '7597.17', GRU = '7628.08', TCN = '7602.95', BiTCN = '7563.0', DilatedRNN = '7578.88', MLP = '7588.25', DLinear = '7580.61', NLinear = '7588.53', TFT = '7588.33', StemGNN = '7610.53', MLPMultivariate = '7651.94', TiDE = '7586.39', DeepNPTS = '7599.99', y = '7583.33' WHERE ds = '2024-08-23 00:00:00' 2024-11-20 10:20:43,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7591.57', Informer = '7570.94', LSTM = '7560.14', iTransformer = '7670.81', TSMixer = '7585.53', TSMixerx = '7577.36', PatchTST = '7595.08', RNN = '7597.17', GRU = '7628.08', TCN = '7602.95', BiTCN = '7563.0', DilatedRNN = '7578.88', MLP = '7588.25', DLinear = '7580.61', NLinear = '7588.53', TFT = '7588.33', StemGNN = '7610.53', MLPMultivariate = '7651.94', TiDE = '7586.39', DeepNPTS = '7599.99', y = '7583.33' WHERE ds = '2024-08-23 00:00:00' 2024-11-20 10:20:43,781 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7585.94', Informer = '7559.82', LSTM = '7544.76', iTransformer = '7661.83', TSMixer = '7584.95', TSMixerx = '7583.38', PatchTST = '7584.8', RNN = '7588.16', GRU = '7607.8', TCN = '7587.92', BiTCN = '7569.26', DilatedRNN = '7568.6', MLP = '7581.87', DLinear = '7588.27', NLinear = '7584.7', TFT = '7584.03', StemGNN = '7607.22', MLPMultivariate = '7649.99', TiDE = '7582.57', DeepNPTS = '7594.95', y = '7583.33' WHERE ds = '2024-08-26 00:00:00' 2024-11-20 10:20:43,781 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7585.94', Informer = '7559.82', LSTM = '7544.76', iTransformer = '7661.83', TSMixer = '7584.95', TSMixerx = '7583.38', PatchTST = '7584.8', RNN = '7588.16', GRU = '7607.8', TCN = '7587.92', BiTCN = '7569.26', DilatedRNN = '7568.6', MLP = '7581.87', DLinear = '7588.27', NLinear = '7584.7', TFT = '7584.03', StemGNN = '7607.22', MLPMultivariate = '7649.99', TiDE = '7582.57', DeepNPTS = '7594.95', y = '7583.33' WHERE ds = '2024-08-26 00:00:00' 2024-11-20 10:20:43,784 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7583.67', Informer = '7562.52', LSTM = '7548.9', iTransformer = '7658.7', TSMixer = '7583.01', TSMixerx = '7588.14', PatchTST = '7583.17', RNN = '7588.62', GRU = '7614.19', TCN = '7590.1', BiTCN = '7572.3', DilatedRNN = '7571.03', MLP = '7577.78', DLinear = '7596.16', NLinear = '7581.18', TFT = '7582.94', StemGNN = '7603.87', MLPMultivariate = '7646.62', TiDE = '7585.5', DeepNPTS = '7587.22', y = '7610.0' WHERE ds = '2024-08-27 00:00:00' 2024-11-20 10:20:43,784 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7583.67', Informer = '7562.52', LSTM = '7548.9', iTransformer = '7658.7', TSMixer = '7583.01', TSMixerx = '7588.14', PatchTST = '7583.17', RNN = '7588.62', GRU = '7614.19', TCN = '7590.1', BiTCN = '7572.3', DilatedRNN = '7571.03', MLP = '7577.78', DLinear = '7596.16', NLinear = '7581.18', TFT = '7582.94', StemGNN = '7603.87', MLPMultivariate = '7646.62', TiDE = '7585.5', DeepNPTS = '7587.22', y = '7610.0' WHERE ds = '2024-08-27 00:00:00' 2024-11-20 10:20:43,787 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7608.75', Informer = '7573.37', LSTM = '7587.12', iTransformer = '7673.3', TSMixer = '7599.94', TSMixerx = '7608.28', PatchTST = '7606.73', RNN = '7628.21', GRU = '7652.47', TCN = '7664.54', BiTCN = '7591.65', DilatedRNN = '7610.38', MLP = '7596.44', DLinear = '7602.33', NLinear = '7610.44', TFT = '7591.02', StemGNN = '7601.62', MLPMultivariate = '7649.51', TiDE = '7604.31', DeepNPTS = '7595.06', y = '7610.0' WHERE ds = '2024-08-28 00:00:00' 2024-11-20 10:20:43,787 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7608.75', Informer = '7573.37', LSTM = '7587.12', iTransformer = '7673.3', TSMixer = '7599.94', TSMixerx = '7608.28', PatchTST = '7606.73', RNN = '7628.21', GRU = '7652.47', TCN = '7664.54', BiTCN = '7591.65', DilatedRNN = '7610.38', MLP = '7596.44', DLinear = '7602.33', NLinear = '7610.44', TFT = '7591.02', StemGNN = '7601.62', MLPMultivariate = '7649.51', TiDE = '7604.31', DeepNPTS = '7595.06', y = '7610.0' WHERE ds = '2024-08-28 00:00:00' 2024-11-20 10:20:43,789 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7610.24', Informer = '7581.95', LSTM = '7579.49', iTransformer = '7667.2', TSMixer = '7606.13', TSMixerx = '7611.64', PatchTST = '7601.7', RNN = '7614.17', GRU = '7638.98', TCN = '7657.09', BiTCN = '7608.52', DilatedRNN = '7604.72', MLP = '7599.74', DLinear = '7592.46', NLinear = '7610.07', TFT = '7593.12', StemGNN = '7599.89', MLPMultivariate = '7651.06', TiDE = '7610.39', DeepNPTS = '7598.34', y = '7613.33' WHERE ds = '2024-08-29 00:00:00' 2024-11-20 10:20:43,789 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7610.24', Informer = '7581.95', LSTM = '7579.49', iTransformer = '7667.2', TSMixer = '7606.13', TSMixerx = '7611.64', PatchTST = '7601.7', RNN = '7614.17', GRU = '7638.98', TCN = '7657.09', BiTCN = '7608.52', DilatedRNN = '7604.72', MLP = '7599.74', DLinear = '7592.46', NLinear = '7610.07', TFT = '7593.12', StemGNN = '7599.89', MLPMultivariate = '7651.06', TiDE = '7610.39', DeepNPTS = '7598.34', y = '7613.33' WHERE ds = '2024-08-29 00:00:00' 2024-11-20 10:20:43,790 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7614.03', Informer = '7597.63', LSTM = '7586.96', iTransformer = '7655.72', TSMixer = '7609.34', TSMixerx = '7627.82', PatchTST = '7609.66', RNN = '7622.84', GRU = '7647.73', TCN = '7683.32', BiTCN = '7625.2', DilatedRNN = '7611.68', MLP = '7604.11', DLinear = '7604.98', NLinear = '7607.4', TFT = '7605.44', StemGNN = '7598.84', MLPMultivariate = '7655.51', TiDE = '7616.44', DeepNPTS = '7604.42', y = '7606.67' WHERE ds = '2024-08-30 00:00:00' 2024-11-20 10:20:43,790 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7614.03', Informer = '7597.63', LSTM = '7586.96', iTransformer = '7655.72', TSMixer = '7609.34', TSMixerx = '7627.82', PatchTST = '7609.66', RNN = '7622.84', GRU = '7647.73', TCN = '7683.32', BiTCN = '7625.2', DilatedRNN = '7611.68', MLP = '7604.11', DLinear = '7604.98', NLinear = '7607.4', TFT = '7605.44', StemGNN = '7598.84', MLPMultivariate = '7655.51', TiDE = '7616.44', DeepNPTS = '7604.42', y = '7606.67' WHERE ds = '2024-08-30 00:00:00' 2024-11-20 10:20:43,793 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7605.77', Informer = '7607.48', LSTM = '7574.01', iTransformer = '7657.55', TSMixer = '7606.13', TSMixerx = '7623.34', PatchTST = '7601.08', RNN = '7617.14', GRU = '7632.79', TCN = '7647.45', BiTCN = '7631.48', DilatedRNN = '7601.88', MLP = '7607.32', DLinear = '7602.92', NLinear = '7610.32', TFT = '7598.03', StemGNN = '7597.7', MLPMultivariate = '7649.4', TiDE = '7604.07', DeepNPTS = '7593.73', y = '7583.33' WHERE ds = '2024-09-02 00:00:00' 2024-11-20 10:20:43,793 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7605.77', Informer = '7607.48', LSTM = '7574.01', iTransformer = '7657.55', TSMixer = '7606.13', TSMixerx = '7623.34', PatchTST = '7601.08', RNN = '7617.14', GRU = '7632.79', TCN = '7647.45', BiTCN = '7631.48', DilatedRNN = '7601.88', MLP = '7607.32', DLinear = '7602.92', NLinear = '7610.32', TFT = '7598.03', StemGNN = '7597.7', MLPMultivariate = '7649.4', TiDE = '7604.07', DeepNPTS = '7593.73', y = '7583.33' WHERE ds = '2024-09-02 00:00:00' 2024-11-20 10:20:43,796 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7585.53', Informer = '7591.18', LSTM = '7541.28', iTransformer = '7616.14', TSMixer = '7585.56', TSMixerx = '7597.08', PatchTST = '7575.22', RNN = '7577.4', GRU = '7602.02', TCN = '7584.32', BiTCN = '7620.22', DilatedRNN = '7566.19', MLP = '7593.28', DLinear = '7584.09', NLinear = '7584.79', TFT = '7569.87', StemGNN = '7596.02', MLPMultivariate = '7632.57', TiDE = '7579.08', DeepNPTS = '7589.84', y = '7562.5' WHERE ds = '2024-09-03 00:00:00' 2024-11-20 10:20:43,796 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7585.53', Informer = '7591.18', LSTM = '7541.28', iTransformer = '7616.14', TSMixer = '7585.56', TSMixerx = '7597.08', PatchTST = '7575.22', RNN = '7577.4', GRU = '7602.02', TCN = '7584.32', BiTCN = '7620.22', DilatedRNN = '7566.19', MLP = '7593.28', DLinear = '7584.09', NLinear = '7584.79', TFT = '7569.87', StemGNN = '7596.02', MLPMultivariate = '7632.57', TiDE = '7579.08', DeepNPTS = '7589.84', y = '7562.5' WHERE ds = '2024-09-03 00:00:00' 2024-11-20 10:20:43,798 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7568.37', Informer = '7571.94', LSTM = '7515.98', iTransformer = '7610.57', TSMixer = '7565.79', TSMixerx = '7581.26', PatchTST = '7562.25', RNN = '7558.08', GRU = '7581.85', TCN = '7545.27', BiTCN = '7604.56', DilatedRNN = '7535.46', MLP = '7576.39', DLinear = '7572.94', NLinear = '7565.45', TFT = '7557.33', StemGNN = '7593.59', MLPMultivariate = '7618.83', TiDE = '7560.98', DeepNPTS = '7584.89', y = '7535.0' WHERE ds = '2024-09-04 00:00:00' 2024-11-20 10:20:43,798 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7568.37', Informer = '7571.94', LSTM = '7515.98', iTransformer = '7610.57', TSMixer = '7565.79', TSMixerx = '7581.26', PatchTST = '7562.25', RNN = '7558.08', GRU = '7581.85', TCN = '7545.27', BiTCN = '7604.56', DilatedRNN = '7535.46', MLP = '7576.39', DLinear = '7572.94', NLinear = '7565.45', TFT = '7557.33', StemGNN = '7593.59', MLPMultivariate = '7618.83', TiDE = '7560.98', DeepNPTS = '7584.89', y = '7535.0' WHERE ds = '2024-09-04 00:00:00' 2024-11-20 10:20:43,801 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7543.76', Informer = '7554.78', LSTM = '7480.27', iTransformer = '7596.32', TSMixer = '7542.46', TSMixerx = '7560.43', PatchTST = '7542.41', RNN = '7526.06', GRU = '7549.62', TCN = '7514.26', BiTCN = '7580.6', DilatedRNN = '7496.51', MLP = '7554.42', DLinear = '7552.65', NLinear = '7529.62', TFT = '7533.45', StemGNN = '7589.9', MLPMultivariate = '7609.7', TiDE = '7536.19', DeepNPTS = '7604.62', y = '7475.0' WHERE ds = '2024-09-05 00:00:00' 2024-11-20 10:20:43,801 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7543.76', Informer = '7554.78', LSTM = '7480.27', iTransformer = '7596.32', TSMixer = '7542.46', TSMixerx = '7560.43', PatchTST = '7542.41', RNN = '7526.06', GRU = '7549.62', TCN = '7514.26', BiTCN = '7580.6', DilatedRNN = '7496.51', MLP = '7554.42', DLinear = '7552.65', NLinear = '7529.62', TFT = '7533.45', StemGNN = '7589.9', MLPMultivariate = '7609.7', TiDE = '7536.19', DeepNPTS = '7604.62', y = '7475.0' WHERE ds = '2024-09-05 00:00:00' 2024-11-20 10:20:43,803 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.44', Informer = '7535.38', LSTM = '7399.34', iTransformer = '7579.63', TSMixer = '7490.15', TSMixerx = '7530.32', PatchTST = '7484.73', RNN = '7455.8', GRU = '7477.09', TCN = '7467.9', BiTCN = '7540.47', DilatedRNN = '7420.37', MLP = '7514.24', DLinear = '7518.1', NLinear = '7469.82', TFT = '7508.77', StemGNN = '7582.87', MLPMultivariate = '7581.29', TiDE = '7483.85', DeepNPTS = '7606.65', y = '7442.5' WHERE ds = '2024-09-06 00:00:00' 2024-11-20 10:20:43,803 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.44', Informer = '7535.38', LSTM = '7399.34', iTransformer = '7579.63', TSMixer = '7490.15', TSMixerx = '7530.32', PatchTST = '7484.73', RNN = '7455.8', GRU = '7477.09', TCN = '7467.9', BiTCN = '7540.47', DilatedRNN = '7420.37', MLP = '7514.24', DLinear = '7518.1', NLinear = '7469.82', TFT = '7508.77', StemGNN = '7582.87', MLPMultivariate = '7581.29', TiDE = '7483.85', DeepNPTS = '7606.65', y = '7442.5' WHERE ds = '2024-09-06 00:00:00' 2024-11-20 10:20:43,807 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7470.01', Informer = '7515.88', LSTM = '7364.62', iTransformer = '7562.42', TSMixer = '7446.27', TSMixerx = '7498.53', PatchTST = '7460.67', RNN = '7431.29', GRU = '7457.63', TCN = '7439.77', BiTCN = '7496.35', DilatedRNN = '7380.39', MLP = '7490.04', DLinear = '7478.05', NLinear = '7433.33', TFT = '7489.86', StemGNN = '7574.18', MLPMultivariate = '7557.17', TiDE = '7447.27', DeepNPTS = '7583.34', y = '7422.5' WHERE ds = '2024-09-09 00:00:00' 2024-11-20 10:20:43,807 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7470.01', Informer = '7515.88', LSTM = '7364.62', iTransformer = '7562.42', TSMixer = '7446.27', TSMixerx = '7498.53', PatchTST = '7460.67', RNN = '7431.29', GRU = '7457.63', TCN = '7439.77', BiTCN = '7496.35', DilatedRNN = '7380.39', MLP = '7490.04', DLinear = '7478.05', NLinear = '7433.33', TFT = '7489.86', StemGNN = '7574.18', MLPMultivariate = '7557.17', TiDE = '7447.27', DeepNPTS = '7583.34', y = '7422.5' WHERE ds = '2024-09-09 00:00:00' 2024-11-20 10:20:43,810 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7451.33', Informer = '7504.81', LSTM = '7339.71', iTransformer = '7541.21', TSMixer = '7420.48', TSMixerx = '7477.1', PatchTST = '7438.77', RNN = '7409.71', GRU = '7440.34', TCN = '7417.87', BiTCN = '7462.64', DilatedRNN = '7355.09', MLP = '7458.54', DLinear = '7445.15', NLinear = '7421.15', TFT = '7475.16', StemGNN = '7564.85', MLPMultivariate = '7527.78', TiDE = '7425.45', DeepNPTS = '7562.5', y = '7412.5' WHERE ds = '2024-09-10 00:00:00' 2024-11-20 10:20:43,810 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7451.33', Informer = '7504.81', LSTM = '7339.71', iTransformer = '7541.21', TSMixer = '7420.48', TSMixerx = '7477.1', PatchTST = '7438.77', RNN = '7409.71', GRU = '7440.34', TCN = '7417.87', BiTCN = '7462.64', DilatedRNN = '7355.09', MLP = '7458.54', DLinear = '7445.15', NLinear = '7421.15', TFT = '7475.16', StemGNN = '7564.85', MLPMultivariate = '7527.78', TiDE = '7425.45', DeepNPTS = '7562.5', y = '7412.5' WHERE ds = '2024-09-10 00:00:00' 2024-11-20 10:20:43,815 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7430.97', Informer = '7491.05', LSTM = '7330.97', iTransformer = '7519.37', TSMixer = '7404.28', TSMixerx = '7462.26', PatchTST = '7420.89', RNN = '7398.85', GRU = '7436.14', TCN = '7408.15', BiTCN = '7431.14', DilatedRNN = '7340.45', MLP = '7432.55', DLinear = '7418.98', NLinear = '7415.28', TFT = '7464.61', StemGNN = '7555.64', MLPMultivariate = '7498.71', TiDE = '7417.44', DeepNPTS = '7535.0', y = '7387.5' WHERE ds = '2024-09-11 00:00:00' 2024-11-20 10:20:43,815 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7430.97', Informer = '7491.05', LSTM = '7330.97', iTransformer = '7519.37', TSMixer = '7404.28', TSMixerx = '7462.26', PatchTST = '7420.89', RNN = '7398.85', GRU = '7436.14', TCN = '7408.15', BiTCN = '7431.14', DilatedRNN = '7340.45', MLP = '7432.55', DLinear = '7418.98', NLinear = '7415.28', TFT = '7464.61', StemGNN = '7555.64', MLPMultivariate = '7498.71', TiDE = '7417.44', DeepNPTS = '7535.0', y = '7387.5' WHERE ds = '2024-09-11 00:00:00' 2024-11-20 10:20:43,818 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7398.0', Informer = '7478.74', LSTM = '7303.67', iTransformer = '7492.92', TSMixer = '7382.31', TSMixerx = '7444.67', PatchTST = '7391.09', RNN = '7382.94', GRU = '7411.65', TCN = '7396.88', BiTCN = '7397.14', DilatedRNN = '7313.15', MLP = '7402.38', DLinear = '7400.79', NLinear = '7386.94', TFT = '7448.76', StemGNN = '7545.54', MLPMultivariate = '7460.06', TiDE = '7395.3', DeepNPTS = '7475.01', y = '7380.0' WHERE ds = '2024-09-12 00:00:00' 2024-11-20 10:20:43,818 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7398.0', Informer = '7478.74', LSTM = '7303.67', iTransformer = '7492.92', TSMixer = '7382.31', TSMixerx = '7444.67', PatchTST = '7391.09', RNN = '7382.94', GRU = '7411.65', TCN = '7396.88', BiTCN = '7397.14', DilatedRNN = '7313.15', MLP = '7402.38', DLinear = '7400.79', NLinear = '7386.94', TFT = '7448.76', StemGNN = '7545.54', MLPMultivariate = '7460.06', TiDE = '7395.3', DeepNPTS = '7475.01', y = '7380.0' WHERE ds = '2024-09-12 00:00:00' 2024-11-20 10:20:43,821 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7388.71', Informer = '7460.03', LSTM = '7300.95', iTransformer = '7464.13', TSMixer = '7369.45', TSMixerx = '7424.93', PatchTST = '7380.86', RNN = '7379.25', GRU = '7411.88', TCN = '7392.85', BiTCN = '7374.15', DilatedRNN = '7309.57', MLP = '7382.1', DLinear = '7401.54', NLinear = '7385.04', TFT = '7438.55', StemGNN = '7535.68', MLPMultivariate = '7439.73', TiDE = '7384.62', DeepNPTS = '7442.51', y = '7395.0' WHERE ds = '2024-09-13 00:00:00' 2024-11-20 10:20:43,821 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7388.71', Informer = '7460.03', LSTM = '7300.95', iTransformer = '7464.13', TSMixer = '7369.45', TSMixerx = '7424.93', PatchTST = '7380.86', RNN = '7379.25', GRU = '7411.88', TCN = '7392.85', BiTCN = '7374.15', DilatedRNN = '7309.57', MLP = '7382.1', DLinear = '7401.54', NLinear = '7385.04', TFT = '7438.55', StemGNN = '7535.68', MLPMultivariate = '7439.73', TiDE = '7384.62', DeepNPTS = '7442.51', y = '7395.0' WHERE ds = '2024-09-13 00:00:00' 2024-11-20 10:20:43,823 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7403.95', Informer = '7464.0', LSTM = '7318.92', iTransformer = '7450.39', TSMixer = '7380.9', TSMixerx = '7417.35', PatchTST = '7390.87', RNN = '7396.28', GRU = '7429.07', TCN = '7406.03', BiTCN = '7371.11', DilatedRNN = '7327.5', MLP = '7375.1', DLinear = '7403.94', NLinear = '7403.98', TFT = '7435.49', StemGNN = '7527.23', MLPMultivariate = '7421.01', TiDE = '7393.19', DeepNPTS = '7422.53', y = '7375.0' WHERE ds = '2024-09-14 00:00:00' 2024-11-20 10:20:43,823 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7403.95', Informer = '7464.0', LSTM = '7318.92', iTransformer = '7450.39', TSMixer = '7380.9', TSMixerx = '7417.35', PatchTST = '7390.87', RNN = '7396.28', GRU = '7429.07', TCN = '7406.03', BiTCN = '7371.11', DilatedRNN = '7327.5', MLP = '7375.1', DLinear = '7403.94', NLinear = '7403.98', TFT = '7435.49', StemGNN = '7527.23', MLPMultivariate = '7421.01', TiDE = '7393.19', DeepNPTS = '7422.53', y = '7375.0' WHERE ds = '2024-09-14 00:00:00' 2024-11-20 10:20:43,826 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7378.25', Informer = '7450.51', LSTM = '7296.64', iTransformer = '7420.48', TSMixer = '7374.33', TSMixerx = '7397.35', PatchTST = '7365.31', RNN = '7369.65', GRU = '7403.89', TCN = '7405.31', BiTCN = '7367.04', DilatedRNN = '7307.74', MLP = '7352.11', DLinear = '7382.56', NLinear = '7384.77', TFT = '7418.46', StemGNN = '7518.24', MLPMultivariate = '7376.68', TiDE = '7382.2', DeepNPTS = '7412.61', y = '7342.5' WHERE ds = '2024-09-18 00:00:00' 2024-11-20 10:20:43,826 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7378.25', Informer = '7450.51', LSTM = '7296.64', iTransformer = '7420.48', TSMixer = '7374.33', TSMixerx = '7397.35', PatchTST = '7365.31', RNN = '7369.65', GRU = '7403.89', TCN = '7405.31', BiTCN = '7367.04', DilatedRNN = '7307.74', MLP = '7352.11', DLinear = '7382.56', NLinear = '7384.77', TFT = '7418.46', StemGNN = '7518.24', MLPMultivariate = '7376.68', TiDE = '7382.2', DeepNPTS = '7412.61', y = '7342.5' WHERE ds = '2024-09-18 00:00:00' 2024-11-20 10:20:43,829 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7345.8', Informer = '7424.07', LSTM = '7273.03', iTransformer = '7383.78', TSMixer = '7351.39', TSMixerx = '7367.71', PatchTST = '7348.02', RNN = '7343.67', GRU = '7377.78', TCN = '7405.74', BiTCN = '7364.49', DilatedRNN = '7286.64', MLP = '7340.79', DLinear = '7371.55', NLinear = '7346.23', TFT = '7404.98', StemGNN = '7508.11', MLPMultivariate = '7313.24', TiDE = '7357.08', DeepNPTS = '7392.25', y = '7325.0' WHERE ds = '2024-09-19 00:00:00' 2024-11-20 10:20:43,829 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7345.8', Informer = '7424.07', LSTM = '7273.03', iTransformer = '7383.78', TSMixer = '7351.39', TSMixerx = '7367.71', PatchTST = '7348.02', RNN = '7343.67', GRU = '7377.78', TCN = '7405.74', BiTCN = '7364.49', DilatedRNN = '7286.64', MLP = '7340.79', DLinear = '7371.55', NLinear = '7346.23', TFT = '7404.98', StemGNN = '7508.11', MLPMultivariate = '7313.24', TiDE = '7357.08', DeepNPTS = '7392.25', y = '7325.0' WHERE ds = '2024-09-19 00:00:00' 2024-11-20 10:20:43,831 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7331.34', Informer = '7411.4', LSTM = '7261.47', iTransformer = '7359.5', TSMixer = '7333.1', TSMixerx = '7352.78', PatchTST = '7340.24', RNN = '7332.29', GRU = '7366.28', TCN = '7407.88', BiTCN = '7366.1', DilatedRNN = '7275.0', MLP = '7339.29', DLinear = '7357.37', NLinear = '7336.36', TFT = '7381.77', StemGNN = '7497.51', MLPMultivariate = '7277.24', TiDE = '7337.64', DeepNPTS = '7389.01', y = '7340.0' WHERE ds = '2024-09-20 00:00:00' 2024-11-20 10:20:43,831 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7331.34', Informer = '7411.4', LSTM = '7261.47', iTransformer = '7359.5', TSMixer = '7333.1', TSMixerx = '7352.78', PatchTST = '7340.24', RNN = '7332.29', GRU = '7366.28', TCN = '7407.88', BiTCN = '7366.1', DilatedRNN = '7275.0', MLP = '7339.29', DLinear = '7357.37', NLinear = '7336.36', TFT = '7381.77', StemGNN = '7497.51', MLPMultivariate = '7277.24', TiDE = '7337.64', DeepNPTS = '7389.01', y = '7340.0' WHERE ds = '2024-09-20 00:00:00' 2024-11-20 10:20:43,834 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7350.17', Informer = '7409.47', LSTM = '7273.6', iTransformer = '7360.28', TSMixer = '7338.57', TSMixerx = '7354.65', PatchTST = '7355.94', RNN = '7342.36', GRU = '7383.53', TCN = '7413.67', BiTCN = '7372.86', DilatedRNN = '7285.44', MLP = '7350.24', DLinear = '7359.13', NLinear = '7346.39', TFT = '7390.63', StemGNN = '7488.3', MLPMultivariate = '7253.74', TiDE = '7336.25', DeepNPTS = '7363.92', y = '7310.0' WHERE ds = '2024-09-23 00:00:00' 2024-11-20 10:20:43,834 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7350.17', Informer = '7409.47', LSTM = '7273.6', iTransformer = '7360.28', TSMixer = '7338.57', TSMixerx = '7354.65', PatchTST = '7355.94', RNN = '7342.36', GRU = '7383.53', TCN = '7413.67', BiTCN = '7372.86', DilatedRNN = '7285.44', MLP = '7350.24', DLinear = '7359.13', NLinear = '7346.39', TFT = '7390.63', StemGNN = '7488.3', MLPMultivariate = '7253.74', TiDE = '7336.25', DeepNPTS = '7363.92', y = '7310.0' WHERE ds = '2024-09-23 00:00:00' 2024-11-20 10:20:43,836 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7334.33', Informer = '7387.52', LSTM = '7250.34', iTransformer = '7333.1', TSMixer = '7321.56', TSMixerx = '7341.2', PatchTST = '7323.07', RNN = '7313.94', GRU = '7351.58', TCN = '7405.47', BiTCN = '7369.32', DilatedRNN = '7258.87', MLP = '7332.21', DLinear = '7339.95', NLinear = '7319.59', TFT = '7372.23', StemGNN = '7478.05', MLPMultivariate = '7233.88', TiDE = '7309.53', DeepNPTS = '7330.44', y = '7280.0' WHERE ds = '2024-09-24 00:00:00' 2024-11-20 10:20:43,836 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7334.33', Informer = '7387.52', LSTM = '7250.34', iTransformer = '7333.1', TSMixer = '7321.56', TSMixerx = '7341.2', PatchTST = '7323.07', RNN = '7313.94', GRU = '7351.58', TCN = '7405.47', BiTCN = '7369.32', DilatedRNN = '7258.87', MLP = '7332.21', DLinear = '7339.95', NLinear = '7319.59', TFT = '7372.23', StemGNN = '7478.05', MLPMultivariate = '7233.88', TiDE = '7309.53', DeepNPTS = '7330.44', y = '7280.0' WHERE ds = '2024-09-24 00:00:00' 2024-11-20 10:20:43,839 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7331.68', Informer = '7358.95', LSTM = '7233.76', iTransformer = '7294.82', TSMixer = '7295.02', TSMixerx = '7325.46', PatchTST = '7313.92', RNN = '7295.67', GRU = '7333.57', TCN = '7389.7', BiTCN = '7358.18', DilatedRNN = '7239.93', MLP = '7329.29', DLinear = '7318.18', NLinear = '7284.22', TFT = '7352.1', StemGNN = '7466.86', MLPMultivariate = '7208.89', TiDE = '7292.13', DeepNPTS = '7300.88', y = '7315.0' WHERE ds = '2024-09-25 00:00:00' 2024-11-20 10:20:43,839 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7331.68', Informer = '7358.95', LSTM = '7233.76', iTransformer = '7294.82', TSMixer = '7295.02', TSMixerx = '7325.46', PatchTST = '7313.92', RNN = '7295.67', GRU = '7333.57', TCN = '7389.7', BiTCN = '7358.18', DilatedRNN = '7239.93', MLP = '7329.29', DLinear = '7318.18', NLinear = '7284.22', TFT = '7352.1', StemGNN = '7466.86', MLPMultivariate = '7208.89', TiDE = '7292.13', DeepNPTS = '7300.88', y = '7315.0' WHERE ds = '2024-09-25 00:00:00' 2024-11-20 10:20:43,841 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7383.23', Informer = '7354.28', LSTM = '7258.63', iTransformer = '7322.43', TSMixer = '7311.57', TSMixerx = '7337.57', PatchTST = '7346.59', RNN = '7334.2', GRU = '7368.18', TCN = '7395.19', BiTCN = '7360.13', DilatedRNN = '7262.58', MLP = '7348.37', DLinear = '7337.87', NLinear = '7321.63', TFT = '7365.79', StemGNN = '7457.88', MLPMultivariate = '7369.88', TiDE = '7315.96', DeepNPTS = '7309.91', y = '7310.0' WHERE ds = '2024-09-26 00:00:00' 2024-11-20 10:20:43,841 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7383.23', Informer = '7354.28', LSTM = '7258.63', iTransformer = '7322.43', TSMixer = '7311.57', TSMixerx = '7337.57', PatchTST = '7346.59', RNN = '7334.2', GRU = '7368.18', TCN = '7395.19', BiTCN = '7360.13', DilatedRNN = '7262.58', MLP = '7348.37', DLinear = '7337.87', NLinear = '7321.63', TFT = '7365.79', StemGNN = '7457.88', MLPMultivariate = '7369.88', TiDE = '7315.96', DeepNPTS = '7309.91', y = '7310.0' WHERE ds = '2024-09-26 00:00:00' 2024-11-20 10:20:43,843 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7395.39', Informer = '7342.84', LSTM = '7252.57', iTransformer = '7349.44', TSMixer = '7311.78', TSMixerx = '7332.55', PatchTST = '7328.61', RNN = '7316.26', GRU = '7355.87', TCN = '7383.46', BiTCN = '7355.37', DilatedRNN = '7250.85', MLP = '7333.29', DLinear = '7314.8', NLinear = '7318.06', TFT = '7363.19', StemGNN = '7449.12', MLPMultivariate = '7426.95', TiDE = '7307.61', DeepNPTS = '7323.36', y = '7310.0' WHERE ds = '2024-09-27 00:00:00' 2024-11-20 10:20:43,843 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7395.39', Informer = '7342.84', LSTM = '7252.57', iTransformer = '7349.44', TSMixer = '7311.78', TSMixerx = '7332.55', PatchTST = '7328.61', RNN = '7316.26', GRU = '7355.87', TCN = '7383.46', BiTCN = '7355.37', DilatedRNN = '7250.85', MLP = '7333.29', DLinear = '7314.8', NLinear = '7318.06', TFT = '7363.19', StemGNN = '7449.12', MLPMultivariate = '7426.95', TiDE = '7307.61', DeepNPTS = '7323.36', y = '7310.0' WHERE ds = '2024-09-27 00:00:00' 2024-11-20 10:20:43,847 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7404.69', Informer = '7328.01', LSTM = '7255.95', iTransformer = '7412.08', TSMixer = '7310.44', TSMixerx = '7339.92', PatchTST = '7335.89', RNN = '7322.03', GRU = '7360.7', TCN = '7391.28', BiTCN = '7348.53', DilatedRNN = '7255.08', MLP = '7324.23', DLinear = '7308.09', NLinear = '7314.78', TFT = '7356.94', StemGNN = '7440.11', MLPMultivariate = '7459.6', TiDE = '7314.78', DeepNPTS = '7323.36', y = '7365.0' WHERE ds = '2024-09-29 00:00:00' 2024-11-20 10:20:43,847 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7404.69', Informer = '7328.01', LSTM = '7255.95', iTransformer = '7412.08', TSMixer = '7310.44', TSMixerx = '7339.92', PatchTST = '7335.89', RNN = '7322.03', GRU = '7360.7', TCN = '7391.28', BiTCN = '7348.53', DilatedRNN = '7255.08', MLP = '7324.23', DLinear = '7308.09', NLinear = '7314.78', TFT = '7356.94', StemGNN = '7440.11', MLPMultivariate = '7459.6', TiDE = '7314.78', DeepNPTS = '7323.36', y = '7365.0' WHERE ds = '2024-09-29 00:00:00' 2024-11-20 10:20:43,848 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7426.12', Informer = '7341.11', LSTM = '7300.09', iTransformer = '7456.35', TSMixer = '7351.28', TSMixerx = '7360.36', PatchTST = '7371.79', RNN = '7386.81', GRU = '7413.94', TCN = '7423.46', BiTCN = '7354.23', DilatedRNN = '7305.8', MLP = '7350.79', DLinear = '7337.02', NLinear = '7372.67', TFT = '7375.01', StemGNN = '7433.62', MLPMultivariate = '7526.69', TiDE = '7362.78', DeepNPTS = '7362.27', y = '7420.0' WHERE ds = '2024-09-30 00:00:00' 2024-11-20 10:20:43,848 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7426.12', Informer = '7341.11', LSTM = '7300.09', iTransformer = '7456.35', TSMixer = '7351.28', TSMixerx = '7360.36', PatchTST = '7371.79', RNN = '7386.81', GRU = '7413.94', TCN = '7423.46', BiTCN = '7354.23', DilatedRNN = '7305.8', MLP = '7350.79', DLinear = '7337.02', NLinear = '7372.67', TFT = '7375.01', StemGNN = '7433.62', MLPMultivariate = '7526.69', TiDE = '7362.78', DeepNPTS = '7362.27', y = '7420.0' WHERE ds = '2024-09-30 00:00:00' 2024-11-20 10:20:43,851 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7406.37', Informer = '7396.05', LSTM = '7363.97', iTransformer = '7515.23', TSMixer = '7401.51', TSMixerx = '7391.97', PatchTST = '7409.69', RNN = '7428.8', GRU = '7463.3', TCN = '7450.62', BiTCN = '7382.85', DilatedRNN = '7368.46', MLP = '7376.8', DLinear = '7366.11', NLinear = '7426.31', TFT = '7404.72', StemGNN = '7429.4', MLPMultivariate = '7614.2', TiDE = '7412.17', DeepNPTS = '7419.09', y = '7602.5' WHERE ds = '2024-10-08 00:00:00' 2024-11-20 10:20:43,851 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7406.37', Informer = '7396.05', LSTM = '7363.97', iTransformer = '7515.23', TSMixer = '7401.51', TSMixerx = '7391.97', PatchTST = '7409.69', RNN = '7428.8', GRU = '7463.3', TCN = '7450.62', BiTCN = '7382.85', DilatedRNN = '7368.46', MLP = '7376.8', DLinear = '7366.11', NLinear = '7426.31', TFT = '7404.72', StemGNN = '7429.4', MLPMultivariate = '7614.2', TiDE = '7412.17', DeepNPTS = '7419.09', y = '7602.5' WHERE ds = '2024-10-08 00:00:00' 2024-11-20 10:20:43,853 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7577.33', Informer = '7574.57', LSTM = '7625.6', iTransformer = '7661.65', TSMixer = '7544.47', TSMixerx = '7607.6', PatchTST = '7631.74', RNN = '7679.46', GRU = '7699.37', TCN = '7713.1', BiTCN = '7580.36', DilatedRNN = '7635.88', MLP = '7586.54', DLinear = '7484.3', NLinear = '7607.45', TFT = '7604.1', StemGNN = '7429.48', MLPMultivariate = '7766.63', TiDE = '7573.71', DeepNPTS = '7602.24', y = '7602.5' WHERE ds = '2024-10-09 00:00:00' 2024-11-20 10:20:43,853 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7577.33', Informer = '7574.57', LSTM = '7625.6', iTransformer = '7661.65', TSMixer = '7544.47', TSMixerx = '7607.6', PatchTST = '7631.74', RNN = '7679.46', GRU = '7699.37', TCN = '7713.1', BiTCN = '7580.36', DilatedRNN = '7635.88', MLP = '7586.54', DLinear = '7484.3', NLinear = '7607.45', TFT = '7604.1', StemGNN = '7429.48', MLPMultivariate = '7766.63', TiDE = '7573.71', DeepNPTS = '7602.24', y = '7602.5' WHERE ds = '2024-10-09 00:00:00' 2024-11-20 10:20:43,855 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7576.0', Informer = '7601.33', LSTM = '7581.64', iTransformer = '7719.31', TSMixer = '7608.25', TSMixerx = '7677.35', PatchTST = '7632.34', RNN = '7639.99', GRU = '7633.43', TCN = '7766.71', BiTCN = '7661.03', DilatedRNN = '7634.72', MLP = '7640.36', DLinear = '7542.83', NLinear = '7609.24', TFT = '7617.74', StemGNN = '7429.69', MLPMultivariate = '7786.16', TiDE = '7604.18', DeepNPTS = '7602.37', y = '7585.0' WHERE ds = '2024-10-10 00:00:00' 2024-11-20 10:20:43,855 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7576.0', Informer = '7601.33', LSTM = '7581.64', iTransformer = '7719.31', TSMixer = '7608.25', TSMixerx = '7677.35', PatchTST = '7632.34', RNN = '7639.99', GRU = '7633.43', TCN = '7766.71', BiTCN = '7661.03', DilatedRNN = '7634.72', MLP = '7640.36', DLinear = '7542.83', NLinear = '7609.24', TFT = '7617.74', StemGNN = '7429.69', MLPMultivariate = '7786.16', TiDE = '7604.18', DeepNPTS = '7602.37', y = '7585.0' WHERE ds = '2024-10-10 00:00:00' 2024-11-20 10:20:43,858 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7631.65', Informer = '7624.48', LSTM = '7575.07', iTransformer = '7766.2', TSMixer = '7609.2', TSMixerx = '7714.27', PatchTST = '7629.44', RNN = '7599.98', GRU = '7624.22', TCN = '7788.7', BiTCN = '7691.29', DilatedRNN = '7618.88', MLP = '7651.66', DLinear = '7572.18', NLinear = '7587.86', TFT = '7623.61', StemGNN = '7429.71', MLPMultivariate = '7764.22', TiDE = '7600.31', DeepNPTS = '7584.85', y = '7575.0' WHERE ds = '2024-10-11 00:00:00' 2024-11-20 10:20:43,858 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7631.65', Informer = '7624.48', LSTM = '7575.07', iTransformer = '7766.2', TSMixer = '7609.2', TSMixerx = '7714.27', PatchTST = '7629.44', RNN = '7599.98', GRU = '7624.22', TCN = '7788.7', BiTCN = '7691.29', DilatedRNN = '7618.88', MLP = '7651.66', DLinear = '7572.18', NLinear = '7587.86', TFT = '7623.61', StemGNN = '7429.71', MLPMultivariate = '7764.22', TiDE = '7600.31', DeepNPTS = '7584.85', y = '7575.0' WHERE ds = '2024-10-11 00:00:00' 2024-11-20 10:20:43,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7653.07', Informer = '7598.33', LSTM = '7548.5', iTransformer = '7847.1', TSMixer = '7585.18', TSMixerx = '7706.53', PatchTST = '7607.08', RNN = '7603.88', GRU = '7602.92', TCN = '7740.27', BiTCN = '7700.39', DilatedRNN = '7589.1', MLP = '7663.18', DLinear = '7571.87', NLinear = '7574.65', TFT = '7629.57', StemGNN = '7429.59', MLPMultivariate = '7716.69', TiDE = '7568.07', DeepNPTS = '7574.84', y = '7576.67' WHERE ds = '2024-10-12 00:00:00' 2024-11-20 10:20:43,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7653.07', Informer = '7598.33', LSTM = '7548.5', iTransformer = '7847.1', TSMixer = '7585.18', TSMixerx = '7706.53', PatchTST = '7607.08', RNN = '7603.88', GRU = '7602.92', TCN = '7740.27', BiTCN = '7700.39', DilatedRNN = '7589.1', MLP = '7663.18', DLinear = '7571.87', NLinear = '7574.65', TFT = '7629.57', StemGNN = '7429.59', MLPMultivariate = '7716.69', TiDE = '7568.07', DeepNPTS = '7574.84', y = '7576.67' WHERE ds = '2024-10-12 00:00:00' 2024-11-20 10:20:43,863 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7691.78', Informer = '7608.75', LSTM = '7548.03', iTransformer = '7871.49', TSMixer = '7552.13', TSMixerx = '7690.78', PatchTST = '7583.72', RNN = '7553.81', GRU = '7607.37', TCN = '7730.31', BiTCN = '7696.8', DilatedRNN = '7583.52', MLP = '7677.65', DLinear = '7557.6', NLinear = '7562.15', TFT = '7651.37', StemGNN = '7429.44', MLPMultivariate = '7670.88', TiDE = '7546.73', DeepNPTS = '7576.1', y = '7565.0' WHERE ds = '2024-10-14 00:00:00' 2024-11-20 10:20:43,863 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7691.78', Informer = '7608.75', LSTM = '7548.03', iTransformer = '7871.49', TSMixer = '7552.13', TSMixerx = '7690.78', PatchTST = '7583.72', RNN = '7553.81', GRU = '7607.37', TCN = '7730.31', BiTCN = '7696.8', DilatedRNN = '7583.52', MLP = '7677.65', DLinear = '7557.6', NLinear = '7562.15', TFT = '7651.37', StemGNN = '7429.44', MLPMultivariate = '7670.88', TiDE = '7546.73', DeepNPTS = '7576.1', y = '7565.0' WHERE ds = '2024-10-14 00:00:00' 2024-11-20 10:20:43,864 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7639.02', Informer = '7604.74', LSTM = '7524.41', iTransformer = '7792.94', TSMixer = '7538.07', TSMixerx = '7647.37', PatchTST = '7550.89', RNN = '7554.31', GRU = '7587.3', TCN = '7702.48', BiTCN = '7678.15', DilatedRNN = '7562.07', MLP = '7640.33', DLinear = '7526.24', NLinear = '7536.04', TFT = '7653.55', StemGNN = '7429.02', MLPMultivariate = '7615.24', TiDE = '7536.11', DeepNPTS = '7564.45', y = '7527.5' WHERE ds = '2024-10-15 00:00:00' 2024-11-20 10:20:43,864 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7639.02', Informer = '7604.74', LSTM = '7524.41', iTransformer = '7792.94', TSMixer = '7538.07', TSMixerx = '7647.37', PatchTST = '7550.89', RNN = '7554.31', GRU = '7587.3', TCN = '7702.48', BiTCN = '7678.15', DilatedRNN = '7562.07', MLP = '7640.33', DLinear = '7526.24', NLinear = '7536.04', TFT = '7653.55', StemGNN = '7429.02', MLPMultivariate = '7615.24', TiDE = '7536.11', DeepNPTS = '7564.45', y = '7527.5' WHERE ds = '2024-10-15 00:00:00' 2024-11-20 10:20:43,868 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7560.16', Informer = '7584.03', LSTM = '7472.19', iTransformer = '7524.15', TSMixer = '7510.13', TSMixerx = '7557.71', PatchTST = '7500.61', RNN = '7525.6', GRU = '7538.71', TCN = '7580.69', BiTCN = '7620.62', DilatedRNN = '7490.21', MLP = '7571.23', DLinear = '7510.21', NLinear = '7483.04', TFT = '7574.04', StemGNN = '7427.96', MLPMultivariate = '7569.48', TiDE = '7510.9', DeepNPTS = '7522.37', y = '7477.5' WHERE ds = '2024-10-16 00:00:00' 2024-11-20 10:20:43,868 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7560.16', Informer = '7584.03', LSTM = '7472.19', iTransformer = '7524.15', TSMixer = '7510.13', TSMixerx = '7557.71', PatchTST = '7500.61', RNN = '7525.6', GRU = '7538.71', TCN = '7580.69', BiTCN = '7620.62', DilatedRNN = '7490.21', MLP = '7571.23', DLinear = '7510.21', NLinear = '7483.04', TFT = '7574.04', StemGNN = '7427.96', MLPMultivariate = '7569.48', TiDE = '7510.9', DeepNPTS = '7522.37', y = '7477.5' WHERE ds = '2024-10-16 00:00:00' 2024-11-20 10:20:43,870 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7497.05', Informer = '7571.56', LSTM = '7406.36', iTransformer = '7436.05', TSMixer = '7462.23', TSMixerx = '7506.3', PatchTST = '7433.55', RNN = '7466.97', GRU = '7484.21', TCN = '7495.48', BiTCN = '7551.6', DilatedRNN = '7417.59', MLP = '7502.19', DLinear = '7486.54', NLinear = '7451.01', TFT = '7481.14', StemGNN = '7425.86', MLPMultivariate = '7531.56', TiDE = '7464.61', DeepNPTS = '7505.66', y = '7467.5' WHERE ds = '2024-10-17 00:00:00' 2024-11-20 10:20:43,870 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7497.05', Informer = '7571.56', LSTM = '7406.36', iTransformer = '7436.05', TSMixer = '7462.23', TSMixerx = '7506.3', PatchTST = '7433.55', RNN = '7466.97', GRU = '7484.21', TCN = '7495.48', BiTCN = '7551.6', DilatedRNN = '7417.59', MLP = '7502.19', DLinear = '7486.54', NLinear = '7451.01', TFT = '7481.14', StemGNN = '7425.86', MLPMultivariate = '7531.56', TiDE = '7464.61', DeepNPTS = '7505.66', y = '7467.5' WHERE ds = '2024-10-17 00:00:00' 2024-11-20 10:20:43,873 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7485.83', Informer = '7576.53', LSTM = '7400.38', iTransformer = '7405.13', TSMixer = '7439.71', TSMixerx = '7492.0', PatchTST = '7417.06', RNN = '7460.72', GRU = '7487.02', TCN = '7473.88', BiTCN = '7503.86', DilatedRNN = '7368.89', MLP = '7465.12', DLinear = '7435.8', NLinear = '7465.36', TFT = '7460.77', StemGNN = '7423.55', MLPMultivariate = '7513.17', TiDE = '7448.06', DeepNPTS = '7457.38', y = '7370.0' WHERE ds = '2024-10-18 00:00:00' 2024-11-20 10:20:43,873 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7485.83', Informer = '7576.53', LSTM = '7400.38', iTransformer = '7405.13', TSMixer = '7439.71', TSMixerx = '7492.0', PatchTST = '7417.06', RNN = '7460.72', GRU = '7487.02', TCN = '7473.88', BiTCN = '7503.86', DilatedRNN = '7368.89', MLP = '7465.12', DLinear = '7435.8', NLinear = '7465.36', TFT = '7460.77', StemGNN = '7423.55', MLPMultivariate = '7513.17', TiDE = '7448.06', DeepNPTS = '7457.38', y = '7370.0' WHERE ds = '2024-10-18 00:00:00' 2024-11-20 10:20:43,875 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7344.19', Informer = '7448.06', LSTM = '7278.98', iTransformer = '7367.94', TSMixer = '7369.4', TSMixerx = '7422.88', PatchTST = '7311.05', RNN = '7344.49', GRU = '7375.82', TCN = '7434.49', BiTCN = '7406.12', DilatedRNN = '7267.31', MLP = '7378.31', DLinear = '7359.09', NLinear = '7361.07', TFT = '7360.86', StemGNN = '7418.39', MLPMultivariate = '7455.82', TiDE = '7359.83', DeepNPTS = '7457.08', y = '7362.5' WHERE ds = '2024-10-21 00:00:00' 2024-11-20 10:20:43,875 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7344.19', Informer = '7448.06', LSTM = '7278.98', iTransformer = '7367.94', TSMixer = '7369.4', TSMixerx = '7422.88', PatchTST = '7311.05', RNN = '7344.49', GRU = '7375.82', TCN = '7434.49', BiTCN = '7406.12', DilatedRNN = '7267.31', MLP = '7378.31', DLinear = '7359.09', NLinear = '7361.07', TFT = '7360.86', StemGNN = '7418.39', MLPMultivariate = '7455.82', TiDE = '7359.83', DeepNPTS = '7457.08', y = '7362.5' WHERE ds = '2024-10-21 00:00:00' 2024-11-20 10:20:43,878 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7325.96', Informer = '7412.3', LSTM = '7285.18', iTransformer = '7351.41', TSMixer = '7343.75', TSMixerx = '7341.76', PatchTST = '7318.72', RNN = '7356.17', GRU = '7398.84', TCN = '7424.42', BiTCN = '7348.14', DilatedRNN = '7270.19', MLP = '7359.63', DLinear = '7331.88', NLinear = '7344.37', TFT = '7359.19', StemGNN = '7413.08', MLPMultivariate = '7435.49', TiDE = '7339.82', DeepNPTS = '7498.96', y = '7346.67' WHERE ds = '2024-10-22 00:00:00' 2024-11-20 10:20:43,878 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7325.96', Informer = '7412.3', LSTM = '7285.18', iTransformer = '7351.41', TSMixer = '7343.75', TSMixerx = '7341.76', PatchTST = '7318.72', RNN = '7356.17', GRU = '7398.84', TCN = '7424.42', BiTCN = '7348.14', DilatedRNN = '7270.19', MLP = '7359.63', DLinear = '7331.88', NLinear = '7344.37', TFT = '7359.19', StemGNN = '7413.08', MLPMultivariate = '7435.49', TiDE = '7339.82', DeepNPTS = '7498.96', y = '7346.67' WHERE ds = '2024-10-22 00:00:00' 2024-11-20 10:20:43,881 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7300.58', Informer = '7353.2', LSTM = '7269.19', iTransformer = '7345.42', TSMixer = '7330.7', TSMixerx = '7285.19', PatchTST = '7316.86', RNN = '7347.0', GRU = '7376.53', TCN = '7407.48', BiTCN = '7302.48', DilatedRNN = '7257.8', MLP = '7344.1', DLinear = '7307.03', NLinear = '7315.78', TFT = '7345.47', StemGNN = '7407.29', MLPMultivariate = '7416.71', TiDE = '7328.57', DeepNPTS = '7479.02', y = '7357.5' WHERE ds = '2024-10-23 00:00:00' 2024-11-20 10:20:43,881 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7300.58', Informer = '7353.2', LSTM = '7269.19', iTransformer = '7345.42', TSMixer = '7330.7', TSMixerx = '7285.19', PatchTST = '7316.86', RNN = '7347.0', GRU = '7376.53', TCN = '7407.48', BiTCN = '7302.48', DilatedRNN = '7257.8', MLP = '7344.1', DLinear = '7307.03', NLinear = '7315.78', TFT = '7345.47', StemGNN = '7407.29', MLPMultivariate = '7416.71', TiDE = '7328.57', DeepNPTS = '7479.02', y = '7357.5' WHERE ds = '2024-10-23 00:00:00' 2024-11-20 10:20:43,883 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7327.36', Informer = '7330.89', LSTM = '7282.53', iTransformer = '7334.39', TSMixer = '7335.02', TSMixerx = '7320.17', PatchTST = '7344.86', RNN = '7348.92', GRU = '7396.87', TCN = '7389.91', BiTCN = '7289.94', DilatedRNN = '7275.05', MLP = '7332.82', DLinear = '7332.66', NLinear = '7343.01', TFT = '7344.94', StemGNN = '7401.82', MLPMultivariate = '7432.15', TiDE = '7340.73', DeepNPTS = '7461.51', y = '7352.5' WHERE ds = '2024-10-24 00:00:00' 2024-11-20 10:20:43,883 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7327.36', Informer = '7330.89', LSTM = '7282.53', iTransformer = '7334.39', TSMixer = '7335.02', TSMixerx = '7320.17', PatchTST = '7344.86', RNN = '7348.92', GRU = '7396.87', TCN = '7389.91', BiTCN = '7289.94', DilatedRNN = '7275.05', MLP = '7332.82', DLinear = '7332.66', NLinear = '7343.01', TFT = '7344.94', StemGNN = '7401.82', MLPMultivariate = '7432.15', TiDE = '7340.73', DeepNPTS = '7461.51', y = '7352.5' WHERE ds = '2024-10-24 00:00:00' 2024-11-20 10:20:43,886 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7343.94', Informer = '7307.17', LSTM = '7278.58', iTransformer = '7353.38', TSMixer = '7347.83', TSMixerx = '7335.72', PatchTST = '7367.26', RNN = '7362.14', GRU = '7388.07', TCN = '7392.13', BiTCN = '7273.09', DilatedRNN = '7271.2', MLP = '7327.52', DLinear = '7320.14', NLinear = '7359.31', TFT = '7334.4', StemGNN = '7396.39', MLPMultivariate = '7461.64', TiDE = '7356.27', DeepNPTS = '7405.27', y = '7372.5' WHERE ds = '2024-10-25 00:00:00' 2024-11-20 10:20:43,886 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7343.94', Informer = '7307.17', LSTM = '7278.58', iTransformer = '7353.38', TSMixer = '7347.83', TSMixerx = '7335.72', PatchTST = '7367.26', RNN = '7362.14', GRU = '7388.07', TCN = '7392.13', BiTCN = '7273.09', DilatedRNN = '7271.2', MLP = '7327.52', DLinear = '7320.14', NLinear = '7359.31', TFT = '7334.4', StemGNN = '7396.39', MLPMultivariate = '7461.64', TiDE = '7356.27', DeepNPTS = '7405.27', y = '7372.5' WHERE ds = '2024-10-25 00:00:00' 2024-11-20 10:20:43,888 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7348.35', Informer = '7346.41', LSTM = '7299.95', iTransformer = '7382.28', TSMixer = '7373.17', TSMixerx = '7332.05', PatchTST = '7394.25', RNN = '7378.33', GRU = '7413.72', TCN = '7409.43', BiTCN = '7278.91', DilatedRNN = '7304.22', MLP = '7355.17', DLinear = '7345.4', NLinear = '7380.76', TFT = '7341.12', StemGNN = '7391.81', MLPMultivariate = '7485.78', TiDE = '7385.35', DeepNPTS = '7352.0', y = '7373.33' WHERE ds = '2024-10-28 00:00:00' 2024-11-20 10:20:43,888 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7348.35', Informer = '7346.41', LSTM = '7299.95', iTransformer = '7382.28', TSMixer = '7373.17', TSMixerx = '7332.05', PatchTST = '7394.25', RNN = '7378.33', GRU = '7413.72', TCN = '7409.43', BiTCN = '7278.91', DilatedRNN = '7304.22', MLP = '7355.17', DLinear = '7345.4', NLinear = '7380.76', TFT = '7341.12', StemGNN = '7391.81', MLPMultivariate = '7485.78', TiDE = '7385.35', DeepNPTS = '7352.0', y = '7373.33' WHERE ds = '2024-10-28 00:00:00' 2024-11-20 10:20:43,890 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7362.26', Informer = '7347.62', LSTM = '7299.38', iTransformer = '7403.71', TSMixer = '7382.63', TSMixerx = '7372.1', PatchTST = '7388.31', RNN = '7376.75', GRU = '7408.46', TCN = '7425.13', BiTCN = '7307.02', DilatedRNN = '7317.3', MLP = '7360.51', DLinear = '7394.13', NLinear = '7388.48', TFT = '7339.41', StemGNN = '7387.2', MLPMultivariate = '7506.54', TiDE = '7374.2', DeepNPTS = '7368.01', y = '7380.0' WHERE ds = '2024-10-29 00:00:00' 2024-11-20 10:20:43,890 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7362.26', Informer = '7347.62', LSTM = '7299.38', iTransformer = '7403.71', TSMixer = '7382.63', TSMixerx = '7372.1', PatchTST = '7388.31', RNN = '7376.75', GRU = '7408.46', TCN = '7425.13', BiTCN = '7307.02', DilatedRNN = '7317.3', MLP = '7360.51', DLinear = '7394.13', NLinear = '7388.48', TFT = '7339.41', StemGNN = '7387.2', MLPMultivariate = '7506.54', TiDE = '7374.2', DeepNPTS = '7368.01', y = '7380.0' WHERE ds = '2024-10-29 00:00:00' 2024-11-20 10:20:43,893 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7368.73', Informer = '7372.31', LSTM = '7309.24', iTransformer = '7410.82', TSMixer = '7385.75', TSMixerx = '7428.36', PatchTST = '7376.78', RNN = '7383.46', GRU = '7418.25', TCN = '7445.98', BiTCN = '7354.4', DilatedRNN = '7342.89', MLP = '7363.36', DLinear = '7410.4', NLinear = '7387.01', TFT = '7346.05', StemGNN = '7383.02', MLPMultivariate = '7505.69', TiDE = '7359.37', DeepNPTS = '7437.75', y = '7330.0' WHERE ds = '2024-10-30 00:00:00' 2024-11-20 10:20:43,893 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7368.73', Informer = '7372.31', LSTM = '7309.24', iTransformer = '7410.82', TSMixer = '7385.75', TSMixerx = '7428.36', PatchTST = '7376.78', RNN = '7383.46', GRU = '7418.25', TCN = '7445.98', BiTCN = '7354.4', DilatedRNN = '7342.89', MLP = '7363.36', DLinear = '7410.4', NLinear = '7387.01', TFT = '7346.05', StemGNN = '7383.02', MLPMultivariate = '7505.69', TiDE = '7359.37', DeepNPTS = '7437.75', y = '7330.0' WHERE ds = '2024-10-30 00:00:00' 2024-11-20 10:20:43,895 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7311.11', Informer = '7337.7', LSTM = '7264.33', iTransformer = '7417.51', TSMixer = '7354.56', TSMixerx = '7416.21', PatchTST = '7295.6', RNN = '7331.68', GRU = '7363.08', TCN = '7446.37', BiTCN = '7349.71', DilatedRNN = '7310.97', MLP = '7345.95', DLinear = '7400.75', NLinear = '7339.24', TFT = '7304.52', StemGNN = '7377.33', MLPMultivariate = '7490.8', TiDE = '7331.52', DeepNPTS = '7393.39', y = '7340.0' WHERE ds = '2024-10-31 00:00:00' 2024-11-20 10:20:43,895 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7311.11', Informer = '7337.7', LSTM = '7264.33', iTransformer = '7417.51', TSMixer = '7354.56', TSMixerx = '7416.21', PatchTST = '7295.6', RNN = '7331.68', GRU = '7363.08', TCN = '7446.37', BiTCN = '7349.71', DilatedRNN = '7310.97', MLP = '7345.95', DLinear = '7400.75', NLinear = '7339.24', TFT = '7304.52', StemGNN = '7377.33', MLPMultivariate = '7490.8', TiDE = '7331.52', DeepNPTS = '7393.39', y = '7340.0' WHERE ds = '2024-10-31 00:00:00' 2024-11-20 10:20:43,897 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7325.45', Informer = '7340.67', LSTM = '7277.19', iTransformer = '7403.85', TSMixer = '7350.09', TSMixerx = '7391.7', PatchTST = '7325.08', RNN = '7346.34', GRU = '7386.1', TCN = '7448.67', BiTCN = '7361.61', DilatedRNN = '7319.58', MLP = '7370.1', DLinear = '7385.94', NLinear = '7339.78', TFT = '7319.82', StemGNN = '7372.31', MLPMultivariate = '7485.72', TiDE = '7337.9', DeepNPTS = '7388.84', y = '7363.33' WHERE ds = '2024-11-01 00:00:00' 2024-11-20 10:20:43,897 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7325.45', Informer = '7340.67', LSTM = '7277.19', iTransformer = '7403.85', TSMixer = '7350.09', TSMixerx = '7391.7', PatchTST = '7325.08', RNN = '7346.34', GRU = '7386.1', TCN = '7448.67', BiTCN = '7361.61', DilatedRNN = '7319.58', MLP = '7370.1', DLinear = '7385.94', NLinear = '7339.78', TFT = '7319.82', StemGNN = '7372.31', MLPMultivariate = '7485.72', TiDE = '7337.9', DeepNPTS = '7388.84', y = '7363.33' WHERE ds = '2024-11-01 00:00:00' 2024-11-20 10:20:43,899 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7380.95', Informer = '7383.65', LSTM = '7292.43', iTransformer = '7383.24', TSMixer = '7362.64', TSMixerx = '7391.41', PatchTST = '7347.38', RNN = '7368.79', GRU = '7402.84', TCN = '7453.22', BiTCN = '7370.16', DilatedRNN = '7335.67', MLP = '7402.01', DLinear = '7359.02', NLinear = '7359.95', TFT = '7345.06', StemGNN = '7368.38', MLPMultivariate = '7497.59', TiDE = '7359.38', DeepNPTS = '7382.9', y = '7360.0' WHERE ds = '2024-11-04 00:00:00' 2024-11-20 10:20:43,899 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7380.95', Informer = '7383.65', LSTM = '7292.43', iTransformer = '7383.24', TSMixer = '7362.64', TSMixerx = '7391.41', PatchTST = '7347.38', RNN = '7368.79', GRU = '7402.84', TCN = '7453.22', BiTCN = '7370.16', DilatedRNN = '7335.67', MLP = '7402.01', DLinear = '7359.02', NLinear = '7359.95', TFT = '7345.06', StemGNN = '7368.38', MLPMultivariate = '7497.59', TiDE = '7359.38', DeepNPTS = '7382.9', y = '7360.0' WHERE ds = '2024-11-04 00:00:00' 2024-11-20 10:20:43,902 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7384.76', Informer = '7385.63', LSTM = '7289.12', iTransformer = '7346.33', TSMixer = '7359.37', TSMixerx = '7429.52', PatchTST = '7351.29', RNN = '7355.62', GRU = '7396.87', TCN = '7454.93', BiTCN = '7371.16', DilatedRNN = '7325.31', MLP = '7409.42', DLinear = '7374.6', NLinear = '7372.07', TFT = '7351.83', StemGNN = '7364.63', MLPMultivariate = '7481.09', TiDE = '7351.21', DeepNPTS = '7367.23', y = '7357.5' WHERE ds = '2024-11-05 00:00:00' 2024-11-20 10:20:43,902 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7384.76', Informer = '7385.63', LSTM = '7289.12', iTransformer = '7346.33', TSMixer = '7359.37', TSMixerx = '7429.52', PatchTST = '7351.29', RNN = '7355.62', GRU = '7396.87', TCN = '7454.93', BiTCN = '7371.16', DilatedRNN = '7325.31', MLP = '7409.42', DLinear = '7374.6', NLinear = '7372.07', TFT = '7351.83', StemGNN = '7364.63', MLPMultivariate = '7481.09', TiDE = '7351.21', DeepNPTS = '7367.23', y = '7357.5' WHERE ds = '2024-11-05 00:00:00' 2024-11-20 10:20:43,904 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7372.14', Informer = '7355.21', LSTM = '7288.76', iTransformer = '7314.96', TSMixer = '7358.52', TSMixerx = '7411.56', PatchTST = '7351.78', RNN = '7368.22', GRU = '7396.45', TCN = '7452.88', BiTCN = '7354.85', DilatedRNN = '7322.02', MLP = '7400.71', DLinear = '7361.08', NLinear = '7378.69', TFT = '7358.67', StemGNN = '7361.11', MLPMultivariate = '7474.57', TiDE = '7344.45', DeepNPTS = '7366.55', y = '7383.33' WHERE ds = '2024-11-06 00:00:00' 2024-11-20 10:20:43,904 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7372.14', Informer = '7355.21', LSTM = '7288.76', iTransformer = '7314.96', TSMixer = '7358.52', TSMixerx = '7411.56', PatchTST = '7351.78', RNN = '7368.22', GRU = '7396.45', TCN = '7452.88', BiTCN = '7354.85', DilatedRNN = '7322.02', MLP = '7400.71', DLinear = '7361.08', NLinear = '7378.69', TFT = '7358.67', StemGNN = '7361.11', MLPMultivariate = '7474.57', TiDE = '7344.45', DeepNPTS = '7366.55', y = '7383.33' WHERE ds = '2024-11-06 00:00:00' 2024-11-20 10:20:43,906 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7394.49', Informer = '7360.17', LSTM = '7314.98', iTransformer = '7313.69', TSMixer = '7372.23', TSMixerx = '7396.45', PatchTST = '7372.83', RNN = '7393.67', GRU = '7424.33', TCN = '7451.24', BiTCN = '7358.23', DilatedRNN = '7334.24', MLP = '7417.74', DLinear = '7365.87', NLinear = '7401.06', TFT = '7365.66', StemGNN = '7359.13', MLPMultivariate = '7468.38', TiDE = '7365.83', DeepNPTS = '7385.99', y = '7366.67' WHERE ds = '2024-11-07 00:00:00' 2024-11-20 10:20:43,906 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7394.49', Informer = '7360.17', LSTM = '7314.98', iTransformer = '7313.69', TSMixer = '7372.23', TSMixerx = '7396.45', PatchTST = '7372.83', RNN = '7393.67', GRU = '7424.33', TCN = '7451.24', BiTCN = '7358.23', DilatedRNN = '7334.24', MLP = '7417.74', DLinear = '7365.87', NLinear = '7401.06', TFT = '7365.66', StemGNN = '7359.13', MLPMultivariate = '7468.38', TiDE = '7365.83', DeepNPTS = '7385.99', y = '7366.67' WHERE ds = '2024-11-07 00:00:00' 2024-11-20 10:20:43,908 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7367.07', Informer = '7340.66', LSTM = '7293.82', iTransformer = '7316.41', TSMixer = '7367.46', TSMixerx = '7382.51', PatchTST = '7359.92', RNN = '7362.61', GRU = '7398.7', TCN = '7438.23', BiTCN = '7354.98', DilatedRNN = '7304.15', MLP = '7401.83', DLinear = '7383.2', NLinear = '7376.13', TFT = '7365.23', StemGNN = '7357.25', MLPMultivariate = '7458.3', TiDE = '7358.59', DeepNPTS = '7369.13', y = '7383.33' WHERE ds = '2024-11-08 00:00:00' 2024-11-20 10:20:43,908 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7367.07', Informer = '7340.66', LSTM = '7293.82', iTransformer = '7316.41', TSMixer = '7367.46', TSMixerx = '7382.51', PatchTST = '7359.92', RNN = '7362.61', GRU = '7398.7', TCN = '7438.23', BiTCN = '7354.98', DilatedRNN = '7304.15', MLP = '7401.83', DLinear = '7383.2', NLinear = '7376.13', TFT = '7365.23', StemGNN = '7357.25', MLPMultivariate = '7458.3', TiDE = '7358.59', DeepNPTS = '7369.13', y = '7383.33' WHERE ds = '2024-11-08 00:00:00' 2024-11-20 10:20:43,911 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7385.33', Informer = '7367.98', LSTM = '7315.88', iTransformer = '7312.9', TSMixer = '7378.33', TSMixerx = '7404.64', PatchTST = '7387.22', RNN = '7388.8', GRU = '7424.18', TCN = '7437.92', BiTCN = '7365.14', DilatedRNN = '7305.25', MLP = '7419.91', DLinear = '7362.62', NLinear = '7385.12', TFT = '7370.33', StemGNN = '7356.28', MLPMultivariate = '7474.63', TiDE = '7378.79', DeepNPTS = '7380.81', y = '7340.0' WHERE ds = '2024-11-11 00:00:00' 2024-11-20 10:20:43,911 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7385.33', Informer = '7367.98', LSTM = '7315.88', iTransformer = '7312.9', TSMixer = '7378.33', TSMixerx = '7404.64', PatchTST = '7387.22', RNN = '7388.8', GRU = '7424.18', TCN = '7437.92', BiTCN = '7365.14', DilatedRNN = '7305.25', MLP = '7419.91', DLinear = '7362.62', NLinear = '7385.12', TFT = '7370.33', StemGNN = '7356.28', MLPMultivariate = '7474.63', TiDE = '7378.79', DeepNPTS = '7380.81', y = '7340.0' WHERE ds = '2024-11-11 00:00:00' 2024-11-20 10:20:43,913 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7348.61', Informer = '7291.9', LSTM = '7270.91', iTransformer = '7276.3', TSMixer = '7360.35', TSMixerx = '7418.77', PatchTST = '7340.51', RNN = '7341.66', GRU = '7370.75', TCN = '7421.61', BiTCN = '7353.11', DilatedRNN = '7263.97', MLP = '7401.87', DLinear = '7368.74', NLinear = '7336.24', TFT = '7330.87', StemGNN = '7354.22', MLPMultivariate = '7450.79', TiDE = '7358.86', DeepNPTS = '7365.14', y = '7306.67' WHERE ds = '2024-11-12 00:00:00' 2024-11-20 10:20:43,913 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7348.61', Informer = '7291.9', LSTM = '7270.91', iTransformer = '7276.3', TSMixer = '7360.35', TSMixerx = '7418.77', PatchTST = '7340.51', RNN = '7341.66', GRU = '7370.75', TCN = '7421.61', BiTCN = '7353.11', DilatedRNN = '7263.97', MLP = '7401.87', DLinear = '7368.74', NLinear = '7336.24', TFT = '7330.87', StemGNN = '7354.22', MLPMultivariate = '7450.79', TiDE = '7358.86', DeepNPTS = '7365.14', y = '7306.67' WHERE ds = '2024-11-12 00:00:00' 2024-11-20 10:20:43,915 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7332.29', Informer = '7268.64', LSTM = '7251.3', iTransformer = '7254.86', TSMixer = '7321.8', TSMixerx = '7370.7', PatchTST = '7316.54', RNN = '7309.23', GRU = '7352.06', TCN = '7407.6', BiTCN = '7345.42', DilatedRNN = '7241.63', MLP = '7403.21', DLinear = '7337.77', NLinear = '7293.72', TFT = '7283.12', StemGNN = '7351.63', MLPMultivariate = '7422.7', TiDE = '7318.66', DeepNPTS = '7366.33', y = '7323.33' WHERE ds = '2024-11-13 00:00:00' 2024-11-20 10:20:43,915 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7332.29', Informer = '7268.64', LSTM = '7251.3', iTransformer = '7254.86', TSMixer = '7321.8', TSMixerx = '7370.7', PatchTST = '7316.54', RNN = '7309.23', GRU = '7352.06', TCN = '7407.6', BiTCN = '7345.42', DilatedRNN = '7241.63', MLP = '7403.21', DLinear = '7337.77', NLinear = '7293.72', TFT = '7283.12', StemGNN = '7351.63', MLPMultivariate = '7422.7', TiDE = '7318.66', DeepNPTS = '7366.33', y = '7323.33' WHERE ds = '2024-11-13 00:00:00' 2024-11-20 10:20:43,917 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7344.44', Informer = '7272.3', LSTM = '7257.76', iTransformer = '7244.21', TSMixer = '7333.12', TSMixerx = '7360.61', PatchTST = '7371.92', RNN = '7303.81', GRU = '7360.68', TCN = '7413.77', BiTCN = '7340.82', DilatedRNN = '7254.99', MLP = '7417.81', DLinear = '7357.29', NLinear = '7319.99', TFT = '7274.54', StemGNN = '7348.14', MLPMultivariate = '7390.92', TiDE = '7325.41', DeepNPTS = '7400.55', y = '7353.33' WHERE ds = '2024-11-14 00:00:00' 2024-11-20 10:20:43,917 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7344.44', Informer = '7272.3', LSTM = '7257.76', iTransformer = '7244.21', TSMixer = '7333.12', TSMixerx = '7360.61', PatchTST = '7371.92', RNN = '7303.81', GRU = '7360.68', TCN = '7413.77', BiTCN = '7340.82', DilatedRNN = '7254.99', MLP = '7417.81', DLinear = '7357.29', NLinear = '7319.99', TFT = '7274.54', StemGNN = '7348.14', MLPMultivariate = '7390.92', TiDE = '7325.41', DeepNPTS = '7400.55', y = '7353.33' WHERE ds = '2024-11-14 00:00:00' 2024-11-20 10:20:43,920 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7319.74', Informer = '7273.8', LSTM = '7268.91', iTransformer = '7230.74', TSMixer = '7333.59', TSMixerx = '7348.71', PatchTST = '7348.61', RNN = '7284.0', GRU = '7349.73', TCN = '7441.16', BiTCN = '7343.64', DilatedRNN = '7265.12', MLP = '7418.84', DLinear = '7321.15', NLinear = '7309.22', TFT = '7271.93', StemGNN = '7337.24', MLPMultivariate = '7383.45', TiDE = '7336.21', DeepNPTS = '7391.44', y = '7393.33' WHERE ds = '2024-11-15 00:00:00' 2024-11-20 10:20:43,920 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7319.74', Informer = '7273.8', LSTM = '7268.91', iTransformer = '7230.74', TSMixer = '7333.59', TSMixerx = '7348.71', PatchTST = '7348.61', RNN = '7284.0', GRU = '7349.73', TCN = '7441.16', BiTCN = '7343.64', DilatedRNN = '7265.12', MLP = '7418.84', DLinear = '7321.15', NLinear = '7309.22', TFT = '7271.93', StemGNN = '7337.24', MLPMultivariate = '7383.45', TiDE = '7336.21', DeepNPTS = '7391.44', y = '7393.33' WHERE ds = '2024-11-15 00:00:00' 2024-11-20 10:20:43,922 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7317.36', Informer = '7293.89', LSTM = '7282.1', iTransformer = '7208.8', TSMixer = '7330.95', TSMixerx = '7366.03', PatchTST = '7319.87', RNN = '7297.49', GRU = '7368.11', TCN = '7442.79', BiTCN = '7338.93', DilatedRNN = '7287.87', MLP = '7411.82', DLinear = '7370.53', NLinear = '7321.93', TFT = '7272.12', StemGNN = '7360.05', MLPMultivariate = '7365.12', TiDE = '7326.46', DeepNPTS = '7397.05', y = '7363.33' WHERE ds = '2024-11-18 00:00:00' 2024-11-20 10:20:43,922 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7317.36', Informer = '7293.89', LSTM = '7282.1', iTransformer = '7208.8', TSMixer = '7330.95', TSMixerx = '7366.03', PatchTST = '7319.87', RNN = '7297.49', GRU = '7368.11', TCN = '7442.79', BiTCN = '7338.93', DilatedRNN = '7287.87', MLP = '7411.82', DLinear = '7370.53', NLinear = '7321.93', TFT = '7272.12', StemGNN = '7360.05', MLPMultivariate = '7365.12', TiDE = '7326.46', DeepNPTS = '7397.05', y = '7363.33' WHERE ds = '2024-11-18 00:00:00' 2024-11-20 10:20:43,924 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7307.74', Informer = '7295.89', LSTM = '7310.31', iTransformer = '7191.16', TSMixer = '7332.0', TSMixerx = '7325.75', PatchTST = '7319.12', RNN = '7335.5', GRU = '7371.58', TCN = '7436.03', BiTCN = '7333.44', DilatedRNN = '7305.78', MLP = '7369.13', DLinear = '7344.6', NLinear = '7332.86', TFT = '7272.76', StemGNN = '7349.71', MLPMultivariate = '7334.35', TiDE = '7334.74', DeepNPTS = '7399.99', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:20:43,924 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7307.74', Informer = '7295.89', LSTM = '7310.31', iTransformer = '7191.16', TSMixer = '7332.0', TSMixerx = '7325.75', PatchTST = '7319.12', RNN = '7335.5', GRU = '7371.58', TCN = '7436.03', BiTCN = '7333.44', DilatedRNN = '7305.78', MLP = '7369.13', DLinear = '7344.6', NLinear = '7332.86', TFT = '7272.76', StemGNN = '7349.71', MLPMultivariate = '7334.35', TiDE = '7334.74', DeepNPTS = '7399.99', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:20:43,927 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7337.59', Informer = '7316.53', LSTM = '7313.05', iTransformer = '7342.47', TSMixer = '7344.39', TSMixerx = '7306.89', PatchTST = '7350.64', RNN = '7378.3', GRU = '7405.32', TCN = '7418.54', BiTCN = '7321.07', DilatedRNN = '7320.57', MLP = '7338.04', DLinear = '7387.81', NLinear = '7361.4', TFT = '7362.29', StemGNN = '7351.25', MLPMultivariate = '7331.53', TiDE = '7354.71', DeepNPTS = '7376.74', y = 'nan' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 10:20:43,927 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7337.59', Informer = '7316.53', LSTM = '7313.05', iTransformer = '7342.47', TSMixer = '7344.39', TSMixerx = '7306.89', PatchTST = '7350.64', RNN = '7378.3', GRU = '7405.32', TCN = '7418.54', BiTCN = '7321.07', DilatedRNN = '7320.57', MLP = '7338.04', DLinear = '7387.81', NLinear = '7361.4', TFT = '7362.29', StemGNN = '7351.25', MLPMultivariate = '7331.53', TiDE = '7354.71', DeepNPTS = '7376.74', y = 'nan' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 10:20:43,931 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7317.17', Informer = '7307.52', LSTM = '7316.97', iTransformer = '7328.65', TSMixer = '7332.21', TSMixerx = '7313.82', PatchTST = '7338.19', RNN = '7370.33', GRU = '7411.06', TCN = '7428.94', BiTCN = '7317.81', DilatedRNN = '7327.25', MLP = '7336.69', DLinear = '7338.95', NLinear = '7351.55', TFT = '7367.47', StemGNN = '7347.77', MLPMultivariate = '7312.24', TiDE = '7317.22', DeepNPTS = '7363.68', y = 'nan' WHERE ds = '2024-11-21 00:00:00' 2024-11-20 10:20:43,931 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7317.17', Informer = '7307.52', LSTM = '7316.97', iTransformer = '7328.65', TSMixer = '7332.21', TSMixerx = '7313.82', PatchTST = '7338.19', RNN = '7370.33', GRU = '7411.06', TCN = '7428.94', BiTCN = '7317.81', DilatedRNN = '7327.25', MLP = '7336.69', DLinear = '7338.95', NLinear = '7351.55', TFT = '7367.47', StemGNN = '7347.77', MLPMultivariate = '7312.24', TiDE = '7317.22', DeepNPTS = '7363.68', y = 'nan' WHERE ds = '2024-11-21 00:00:00' 2024-11-20 10:20:43,937 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7297.24', Informer = '7303.13', LSTM = '7326.41', iTransformer = '7326.86', TSMixer = '7312.23', TSMixerx = '7317.62', PatchTST = '7323.69', RNN = '7346.49', GRU = '7403.67', TCN = '7445.02', BiTCN = '7312.61', DilatedRNN = '7330.36', MLP = '7338.74', DLinear = '7334.72', NLinear = '7364.72', TFT = '7364.16', StemGNN = '7336.86', MLPMultivariate = '7308.51', TiDE = '7293.33', DeepNPTS = '7345.68', y = 'nan' WHERE ds = '2024-11-22 00:00:00' 2024-11-20 10:20:43,937 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7297.24', Informer = '7303.13', LSTM = '7326.41', iTransformer = '7326.86', TSMixer = '7312.23', TSMixerx = '7317.62', PatchTST = '7323.69', RNN = '7346.49', GRU = '7403.67', TCN = '7445.02', BiTCN = '7312.61', DilatedRNN = '7330.36', MLP = '7338.74', DLinear = '7334.72', NLinear = '7364.72', TFT = '7364.16', StemGNN = '7336.86', MLPMultivariate = '7308.51', TiDE = '7293.33', DeepNPTS = '7345.68', y = 'nan' WHERE ds = '2024-11-22 00:00:00' 2024-11-20 10:20:43,941 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7303.15', Informer = '7296.9', LSTM = '7344.72', iTransformer = '7335.47', TSMixer = '7295.32', TSMixerx = '7333.21', PatchTST = '7318.15', RNN = '7358.58', GRU = '7420.51', TCN = '7441.58', BiTCN = '7302.02', DilatedRNN = '7356.28', MLP = '7322.75', DLinear = '7303.17', NLinear = '7395.47', TFT = '7359.94', StemGNN = '7359.68', MLPMultivariate = '7302.15', TiDE = '7295.56', DeepNPTS = '7386.05', y = 'nan' WHERE ds = '2024-11-25 00:00:00' 2024-11-20 10:20:43,941 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7303.15', Informer = '7296.9', LSTM = '7344.72', iTransformer = '7335.47', TSMixer = '7295.32', TSMixerx = '7333.21', PatchTST = '7318.15', RNN = '7358.58', GRU = '7420.51', TCN = '7441.58', BiTCN = '7302.02', DilatedRNN = '7356.28', MLP = '7322.75', DLinear = '7303.17', NLinear = '7395.47', TFT = '7359.94', StemGNN = '7359.68', MLPMultivariate = '7302.15', TiDE = '7295.56', DeepNPTS = '7386.05', y = 'nan' WHERE ds = '2024-11-25 00:00:00' 2024-11-20 10:20:43,947 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7291.95', Informer = '7311.98', LSTM = '7373.82', iTransformer = '7342.08', TSMixer = '7280.39', TSMixerx = '7364.26', PatchTST = '7291.85', RNN = '7386.51', GRU = '7420.56', TCN = '7449.44', BiTCN = '7294.83', DilatedRNN = '7374.35', MLP = '7319.28', DLinear = '7310.3', NLinear = '7329.59', TFT = '7357.71', StemGNN = '7349.34', MLPMultivariate = '7286.71', TiDE = '7291.14', DeepNPTS = '7341.73', y = 'nan' WHERE ds = '2024-11-26 00:00:00' 2024-11-20 10:20:43,947 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7291.95', Informer = '7311.98', LSTM = '7373.82', iTransformer = '7342.08', TSMixer = '7280.39', TSMixerx = '7364.26', PatchTST = '7291.85', RNN = '7386.51', GRU = '7420.56', TCN = '7449.44', BiTCN = '7294.83', DilatedRNN = '7374.35', MLP = '7319.28', DLinear = '7310.3', NLinear = '7329.59', TFT = '7357.71', StemGNN = '7349.34', MLPMultivariate = '7286.71', TiDE = '7291.14', DeepNPTS = '7341.73', y = 'nan' WHERE ds = '2024-11-26 00:00:00' 2024-11-20 10:31:20,216 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-20 10:31:20,216 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-20 10:31:20,218 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-20 10:31:20,218 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-20 10:31:48,667 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) 2024-11-20 10:31:48,667 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) 2024-11-20 10:31:49,081 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) 2024-11-20 10:31:49,081 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) 2024-11-20 10:31:49,085 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) 2024-11-20 10:31:49,085 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) 2024-11-20 10:31:49,086 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) 2024-11-20 10:31:49,086 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) 2024-11-20 10:31:50,798 - my_logger - INFO - 日度(218) 周度(94) 168天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 213 PE期货收盘价 214 PP连续-1月 215 PP连续-5月 216 PP连续-9月 217 y [218 rows x 3 columns] 2024-11-20 10:31:50,798 - my_logger - INFO - 日度(218) 周度(94) 168天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... 213 PE期货收盘价 214 PP连续-1月 215 PP连续-5月 216 PP连续-9月 217 y [218 rows x 3 columns] 2024-11-20 10:31:50,851 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),168天(1), 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： 2024-11-20 10:31:50,851 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),168天(1), 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： 2024-11-20 10:31:50,855 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 10:31:50,855 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 10:31:51,622 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:31:51,622 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:31:51,625 - my_logger - INFO - 开始训练模型... 2024-11-20 10:31:51,625 - my_logger - INFO - 开始训练模型... 2024-11-20 10:31:51,626 - my_logger - INFO - 模型训练完成 2024-11-20 10:31:51,626 - my_logger - INFO - 模型训练完成 2024-11-20 10:31:51,627 - my_logger - INFO - 训练数据绘图ing 2024-11-20 10:31:51,627 - my_logger - INFO - 训练数据绘图ing 2024-11-20 10:31:52,411 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-30 00:00:00', NHITS = '7314.25', Informer = '7335.76', LSTM = '7255.32', iTransformer = '7375.61', TSMixer = '7296.98', TSMixerx = '7304.24', PatchTST = '7288.53', RNN = '7316.8', GRU = '7357.77', TCN = '7406.36', BiTCN = '7330.32', DilatedRNN = '7284.31', MLP = '7336.16', DLinear = '7282.57', NLinear = '7305.31', TFT = '7289.84', StemGNN = '7306.12', MLPMultivariate = '7295.54', TiDE = '7297.12', DeepNPTS = '7304.88', y = '7315.0' WHERE ds = '2024-01-30 00:00:00' 2024-11-20 10:31:52,411 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-30 00:00:00', NHITS = '7314.25', Informer = '7335.76', LSTM = '7255.32', iTransformer = '7375.61', TSMixer = '7296.98', TSMixerx = '7304.24', PatchTST = '7288.53', RNN = '7316.8', GRU = '7357.77', TCN = '7406.36', BiTCN = '7330.32', DilatedRNN = '7284.31', MLP = '7336.16', DLinear = '7282.57', NLinear = '7305.31', TFT = '7289.84', StemGNN = '7306.12', MLPMultivariate = '7295.54', TiDE = '7297.12', DeepNPTS = '7304.88', y = '7315.0' WHERE ds = '2024-01-30 00:00:00' 2024-11-20 10:31:52,414 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-31 00:00:00', NHITS = '7313.85', Informer = '7333.85', LSTM = '7260.27', iTransformer = '7376.32', TSMixer = '7306.93', TSMixerx = '7303.91', PatchTST = '7291.97', RNN = '7327.11', GRU = '7364.25', TCN = '7409.82', BiTCN = '7340.18', DilatedRNN = '7298.74', MLP = '7321.85', DLinear = '7294.2', NLinear = '7298.47', TFT = '7302.1', StemGNN = '7304.55', MLPMultivariate = '7299.61', TiDE = '7302.49', DeepNPTS = '7313.87', y = '7302.5' WHERE ds = '2024-01-31 00:00:00' 2024-11-20 10:31:52,414 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-31 00:00:00', NHITS = '7313.85', Informer = '7333.85', LSTM = '7260.27', iTransformer = '7376.32', TSMixer = '7306.93', TSMixerx = '7303.91', PatchTST = '7291.97', RNN = '7327.11', GRU = '7364.25', TCN = '7409.82', BiTCN = '7340.18', DilatedRNN = '7298.74', MLP = '7321.85', DLinear = '7294.2', NLinear = '7298.47', TFT = '7302.1', StemGNN = '7304.55', MLPMultivariate = '7299.61', TiDE = '7302.49', DeepNPTS = '7313.87', y = '7302.5' WHERE ds = '2024-01-31 00:00:00' 2024-11-20 10:31:52,417 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7297.0', Informer = '7335.21', LSTM = '7250.98', iTransformer = '7385.46', TSMixer = '7298.8', TSMixerx = '7304.56', PatchTST = '7284.13', RNN = '7314.06', GRU = '7351.66', TCN = '7406.99', BiTCN = '7334.74', DilatedRNN = '7290.45', MLP = '7319.52', DLinear = '7291.02', NLinear = '7287.84', TFT = '7290.86', StemGNN = '7303.42', MLPMultivariate = '7300.2', TiDE = '7301.71', DeepNPTS = '7297.39', y = '7275.0' WHERE ds = '2024-02-01 00:00:00' 2024-11-20 10:31:52,417 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7297.0', Informer = '7335.21', LSTM = '7250.98', iTransformer = '7385.46', TSMixer = '7298.8', TSMixerx = '7304.56', PatchTST = '7284.13', RNN = '7314.06', GRU = '7351.66', TCN = '7406.99', BiTCN = '7334.74', DilatedRNN = '7290.45', MLP = '7319.52', DLinear = '7291.02', NLinear = '7287.84', TFT = '7290.86', StemGNN = '7303.42', MLPMultivariate = '7300.2', TiDE = '7301.71', DeepNPTS = '7297.39', y = '7275.0' WHERE ds = '2024-02-01 00:00:00' 2024-11-20 10:31:52,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7275.51', Informer = '7314.77', LSTM = '7233.06', iTransformer = '7349.83', TSMixer = '7272.41', TSMixerx = '7282.94', PatchTST = '7263.86', RNN = '7294.73', GRU = '7330.68', TCN = '7395.3', BiTCN = '7306.72', DilatedRNN = '7260.65', MLP = '7289.64', DLinear = '7278.71', NLinear = '7262.57', TFT = '7266.32', StemGNN = '7300.92', MLPMultivariate = '7272.72', TiDE = '7280.73', DeepNPTS = '7271.37', y = '7242.5' WHERE ds = '2024-02-02 00:00:00' 2024-11-20 10:31:52,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7275.51', Informer = '7314.77', LSTM = '7233.06', iTransformer = '7349.83', TSMixer = '7272.41', TSMixerx = '7282.94', PatchTST = '7263.86', RNN = '7294.73', GRU = '7330.68', TCN = '7395.3', BiTCN = '7306.72', DilatedRNN = '7260.65', MLP = '7289.64', DLinear = '7278.71', NLinear = '7262.57', TFT = '7266.32', StemGNN = '7300.92', MLPMultivariate = '7272.72', TiDE = '7280.73', DeepNPTS = '7271.37', y = '7242.5' WHERE ds = '2024-02-02 00:00:00' 2024-11-20 10:31:52,422 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7236.79', Informer = '7273.36', LSTM = '7212.67', iTransformer = '7264.81', TSMixer = '7239.09', TSMixerx = '7232.82', PatchTST = '7228.47', RNN = '7267.82', GRU = '7308.6', TCN = '7378.92', BiTCN = '7271.96', DilatedRNN = '7228.76', MLP = '7248.22', DLinear = '7249.75', NLinear = '7245.09', TFT = '7227.47', StemGNN = '7297.04', MLPMultivariate = '7210.26', TiDE = '7249.74', DeepNPTS = '7287.39', y = '7240.0' WHERE ds = '2024-02-04 00:00:00' 2024-11-20 10:31:52,422 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7236.79', Informer = '7273.36', LSTM = '7212.67', iTransformer = '7264.81', TSMixer = '7239.09', TSMixerx = '7232.82', PatchTST = '7228.47', RNN = '7267.82', GRU = '7308.6', TCN = '7378.92', BiTCN = '7271.96', DilatedRNN = '7228.76', MLP = '7248.22', DLinear = '7249.75', NLinear = '7245.09', TFT = '7227.47', StemGNN = '7297.04', MLPMultivariate = '7210.26', TiDE = '7249.74', DeepNPTS = '7287.39', y = '7240.0' WHERE ds = '2024-02-04 00:00:00' 2024-11-20 10:31:52,424 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7237.9', Informer = '7254.36', LSTM = '7211.69', iTransformer = '7215.08', TSMixer = '7225.67', TSMixerx = '7197.03', PatchTST = '7226.16', RNN = '7266.29', GRU = '7310.45', TCN = '7374.66', BiTCN = '7241.34', DilatedRNN = '7223.16', MLP = '7238.12', DLinear = '7228.83', NLinear = '7231.89', TFT = '7224.25', StemGNN = '7292.84', MLPMultivariate = '7185.72', TiDE = '7230.67', DeepNPTS = '7307.89', y = '7227.5' WHERE ds = '2024-02-05 00:00:00' 2024-11-20 10:31:52,424 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7237.9', Informer = '7254.36', LSTM = '7211.69', iTransformer = '7215.08', TSMixer = '7225.67', TSMixerx = '7197.03', PatchTST = '7226.16', RNN = '7266.29', GRU = '7310.45', TCN = '7374.66', BiTCN = '7241.34', DilatedRNN = '7223.16', MLP = '7238.12', DLinear = '7228.83', NLinear = '7231.89', TFT = '7224.25', StemGNN = '7292.84', MLPMultivariate = '7185.72', TiDE = '7230.67', DeepNPTS = '7307.89', y = '7227.5' WHERE ds = '2024-02-05 00:00:00' 2024-11-20 10:31:52,426 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.19', Informer = '7245.77', LSTM = '7203.25', iTransformer = '7200.75', TSMixer = '7215.03', TSMixerx = '7174.85', PatchTST = '7206.81', RNN = '7257.77', GRU = '7300.49', TCN = '7369.7', BiTCN = '7214.12', DilatedRNN = '7210.87', MLP = '7217.43', DLinear = '7212.0', NLinear = '7214.21', TFT = '7214.99', StemGNN = '7288.06', MLPMultivariate = '7159.48', TiDE = '7215.9', DeepNPTS = '7300.92', y = '7246.67' WHERE ds = '2024-02-06 00:00:00' 2024-11-20 10:31:52,426 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.19', Informer = '7245.77', LSTM = '7203.25', iTransformer = '7200.75', TSMixer = '7215.03', TSMixerx = '7174.85', PatchTST = '7206.81', RNN = '7257.77', GRU = '7300.49', TCN = '7369.7', BiTCN = '7214.12', DilatedRNN = '7210.87', MLP = '7217.43', DLinear = '7212.0', NLinear = '7214.21', TFT = '7214.99', StemGNN = '7288.06', MLPMultivariate = '7159.48', TiDE = '7215.9', DeepNPTS = '7300.92', y = '7246.67' WHERE ds = '2024-02-06 00:00:00' 2024-11-20 10:31:52,428 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7237.08', Informer = '7241.63', LSTM = '7216.83', iTransformer = '7221.2', TSMixer = '7226.42', TSMixerx = '7222.58', PatchTST = '7234.44', RNN = '7277.5', GRU = '7317.63', TCN = '7377.89', BiTCN = '7198.22', DilatedRNN = '7229.34', MLP = '7228.86', DLinear = '7227.31', NLinear = '7229.82', TFT = '7221.54', StemGNN = '7284.15', MLPMultivariate = '7172.75', TiDE = '7230.4', DeepNPTS = '7282.88', y = '7255.0' WHERE ds = '2024-02-07 00:00:00' 2024-11-20 10:31:52,428 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7237.08', Informer = '7241.63', LSTM = '7216.83', iTransformer = '7221.2', TSMixer = '7226.42', TSMixerx = '7222.58', PatchTST = '7234.44', RNN = '7277.5', GRU = '7317.63', TCN = '7377.89', BiTCN = '7198.22', DilatedRNN = '7229.34', MLP = '7228.86', DLinear = '7227.31', NLinear = '7229.82', TFT = '7221.54', StemGNN = '7284.15', MLPMultivariate = '7172.75', TiDE = '7230.4', DeepNPTS = '7282.88', y = '7255.0' WHERE ds = '2024-02-07 00:00:00' 2024-11-20 10:31:52,430 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.03', Informer = '7225.22', LSTM = '7221.61', iTransformer = '7236.65', TSMixer = '7242.4', TSMixerx = '7235.89', PatchTST = '7252.49', RNN = '7285.7', GRU = '7321.4', TCN = '7382.84', BiTCN = '7189.21', DilatedRNN = '7239.06', MLP = '7239.93', DLinear = '7231.63', NLinear = '7251.7', TFT = '7236.11', StemGNN = '7280.63', MLPMultivariate = '7193.89', TiDE = '7252.08', DeepNPTS = '7254.66', y = '7270.0' WHERE ds = '2024-02-08 00:00:00' 2024-11-20 10:31:52,430 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.03', Informer = '7225.22', LSTM = '7221.61', iTransformer = '7236.65', TSMixer = '7242.4', TSMixerx = '7235.89', PatchTST = '7252.49', RNN = '7285.7', GRU = '7321.4', TCN = '7382.84', BiTCN = '7189.21', DilatedRNN = '7239.06', MLP = '7239.93', DLinear = '7231.63', NLinear = '7251.7', TFT = '7236.11', StemGNN = '7280.63', MLPMultivariate = '7193.89', TiDE = '7252.08', DeepNPTS = '7254.66', y = '7270.0' WHERE ds = '2024-02-08 00:00:00' 2024-11-20 10:31:52,432 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7257.58', Informer = '7232.66', LSTM = '7232.76', iTransformer = '7247.51', TSMixer = '7258.08', TSMixerx = '7252.65', PatchTST = '7269.86', RNN = '7295.25', GRU = '7334.03', TCN = '7388.26', BiTCN = '7192.33', DilatedRNN = '7253.86', MLP = '7251.03', DLinear = '7230.31', NLinear = '7268.39', TFT = '7263.02', StemGNN = '7278.08', MLPMultivariate = '7215.18', TiDE = '7272.44', DeepNPTS = '7244.53', y = '7336.67' WHERE ds = '2024-02-18 00:00:00' 2024-11-20 10:31:52,432 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7257.58', Informer = '7232.66', LSTM = '7232.76', iTransformer = '7247.51', TSMixer = '7258.08', TSMixerx = '7252.65', PatchTST = '7269.86', RNN = '7295.25', GRU = '7334.03', TCN = '7388.26', BiTCN = '7192.33', DilatedRNN = '7253.86', MLP = '7251.03', DLinear = '7230.31', NLinear = '7268.39', TFT = '7263.02', StemGNN = '7278.08', MLPMultivariate = '7215.18', TiDE = '7272.44', DeepNPTS = '7244.53', y = '7336.67' WHERE ds = '2024-02-18 00:00:00' 2024-11-20 10:31:52,435 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7329.8', Informer = '7284.9', LSTM = '7279.87', iTransformer = '7271.41', TSMixer = '7312.25', TSMixerx = '7328.12', PatchTST = '7333.28', RNN = '7359.55', GRU = '7391.84', TCN = '7412.85', BiTCN = '7285.85', DilatedRNN = '7321.05', MLP = '7295.19', DLinear = '7280.82', NLinear = '7344.06', TFT = '7349.32', StemGNN = '7277.16', MLPMultivariate = '7268.04', TiDE = '7323.31', DeepNPTS = '7273.12', y = '7350.0' WHERE ds = '2024-02-19 00:00:00' 2024-11-20 10:31:52,435 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7329.8', Informer = '7284.9', LSTM = '7279.87', iTransformer = '7271.41', TSMixer = '7312.25', TSMixerx = '7328.12', PatchTST = '7333.28', RNN = '7359.55', GRU = '7391.84', TCN = '7412.85', BiTCN = '7285.85', DilatedRNN = '7321.05', MLP = '7295.19', DLinear = '7280.82', NLinear = '7344.06', TFT = '7349.32', StemGNN = '7277.16', MLPMultivariate = '7268.04', TiDE = '7323.31', DeepNPTS = '7273.12', y = '7350.0' WHERE ds = '2024-02-19 00:00:00' 2024-11-20 10:31:52,438 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7343.01', Informer = '7301.36', LSTM = '7287.02', iTransformer = '7283.48', TSMixer = '7338.11', TSMixerx = '7398.41', PatchTST = '7344.57', RNN = '7358.8', GRU = '7393.28', TCN = '7424.57', BiTCN = '7353.08', DilatedRNN = '7341.83', MLP = '7322.19', DLinear = '7304.78', NLinear = '7354.74', TFT = '7371.01', StemGNN = '7276.7', MLPMultivariate = '7309.68', TiDE = '7334.03', DeepNPTS = '7338.48', y = '7335.0' WHERE ds = '2024-02-20 00:00:00' 2024-11-20 10:31:52,438 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7343.01', Informer = '7301.36', LSTM = '7287.02', iTransformer = '7283.48', TSMixer = '7338.11', TSMixerx = '7398.41', PatchTST = '7344.57', RNN = '7358.8', GRU = '7393.28', TCN = '7424.57', BiTCN = '7353.08', DilatedRNN = '7341.83', MLP = '7322.19', DLinear = '7304.78', NLinear = '7354.74', TFT = '7371.01', StemGNN = '7276.7', MLPMultivariate = '7309.68', TiDE = '7334.03', DeepNPTS = '7338.48', y = '7335.0' WHERE ds = '2024-02-20 00:00:00' 2024-11-20 10:31:52,440 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7331.02', Informer = '7289.8', LSTM = '7277.52', iTransformer = '7284.16', TSMixer = '7334.13', TSMixerx = '7417.16', PatchTST = '7333.0', RNN = '7344.13', GRU = '7379.12', TCN = '7429.64', BiTCN = '7381.22', DilatedRNN = '7344.5', MLP = '7320.66', DLinear = '7332.96', NLinear = '7337.17', TFT = '7360.45', StemGNN = '7275.86', MLPMultivariate = '7320.94', TiDE = '7325.44', DeepNPTS = '7337.84', y = '7297.5' WHERE ds = '2024-02-21 00:00:00' 2024-11-20 10:31:52,440 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7331.02', Informer = '7289.8', LSTM = '7277.52', iTransformer = '7284.16', TSMixer = '7334.13', TSMixerx = '7417.16', PatchTST = '7333.0', RNN = '7344.13', GRU = '7379.12', TCN = '7429.64', BiTCN = '7381.22', DilatedRNN = '7344.5', MLP = '7320.66', DLinear = '7332.96', NLinear = '7337.17', TFT = '7360.45', StemGNN = '7275.86', MLPMultivariate = '7320.94', TiDE = '7325.44', DeepNPTS = '7337.84', y = '7297.5' WHERE ds = '2024-02-21 00:00:00' 2024-11-20 10:31:52,442 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7286.55', Informer = '7266.5', LSTM = '7249.85', iTransformer = '7285.34', TSMixer = '7304.14', TSMixerx = '7392.3', PatchTST = '7305.8', RNN = '7314.63', GRU = '7345.37', TCN = '7420.07', BiTCN = '7373.2', DilatedRNN = '7311.53', MLP = '7302.57', DLinear = '7318.15', NLinear = '7298.16', TFT = '7284.19', StemGNN = '7273.93', MLPMultivariate = '7304.0', TiDE = '7292.32', DeepNPTS = '7342.6', y = '7285.0' WHERE ds = '2024-02-22 00:00:00' 2024-11-20 10:31:52,442 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7286.55', Informer = '7266.5', LSTM = '7249.85', iTransformer = '7285.34', TSMixer = '7304.14', TSMixerx = '7392.3', PatchTST = '7305.8', RNN = '7314.63', GRU = '7345.37', TCN = '7420.07', BiTCN = '7373.2', DilatedRNN = '7311.53', MLP = '7302.57', DLinear = '7318.15', NLinear = '7298.16', TFT = '7284.19', StemGNN = '7273.93', MLPMultivariate = '7304.0', TiDE = '7292.32', DeepNPTS = '7342.6', y = '7285.0' WHERE ds = '2024-02-22 00:00:00' 2024-11-20 10:31:52,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7272.61', Informer = '7258.89', LSTM = '7241.55', iTransformer = '7287.63', TSMixer = '7288.24', TSMixerx = '7365.99', PatchTST = '7296.96', RNN = '7295.77', GRU = '7340.09', TCN = '7413.29', BiTCN = '7359.23', DilatedRNN = '7296.67', MLP = '7292.49', DLinear = '7303.51', NLinear = '7281.81', TFT = '7269.99', StemGNN = '7271.49', MLPMultivariate = '7289.99', TiDE = '7281.0', DeepNPTS = '7323.98', y = '7306.67' WHERE ds = '2024-02-23 00:00:00' 2024-11-20 10:31:52,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7272.61', Informer = '7258.89', LSTM = '7241.55', iTransformer = '7287.63', TSMixer = '7288.24', TSMixerx = '7365.99', PatchTST = '7296.96', RNN = '7295.77', GRU = '7340.09', TCN = '7413.29', BiTCN = '7359.23', DilatedRNN = '7296.67', MLP = '7292.49', DLinear = '7303.51', NLinear = '7281.81', TFT = '7269.99', StemGNN = '7271.49', MLPMultivariate = '7289.99', TiDE = '7281.0', DeepNPTS = '7323.98', y = '7306.67' WHERE ds = '2024-02-23 00:00:00' 2024-11-20 10:31:52,446 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7318.19', Informer = '7258.93', LSTM = '7254.44', iTransformer = '7295.47', TSMixer = '7299.03', TSMixerx = '7362.35', PatchTST = '7321.52', RNN = '7317.68', GRU = '7358.98', TCN = '7413.28', BiTCN = '7357.37', DilatedRNN = '7301.95', MLP = '7320.65', DLinear = '7296.1', NLinear = '7301.41', TFT = '7307.13', StemGNN = '7269.8', MLPMultivariate = '7306.61', TiDE = '7295.1', DeepNPTS = '7371.11', y = '7292.5' WHERE ds = '2024-02-26 00:00:00' 2024-11-20 10:31:52,446 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7318.19', Informer = '7258.93', LSTM = '7254.44', iTransformer = '7295.47', TSMixer = '7299.03', TSMixerx = '7362.35', PatchTST = '7321.52', RNN = '7317.68', GRU = '7358.98', TCN = '7413.28', BiTCN = '7357.37', DilatedRNN = '7301.95', MLP = '7320.65', DLinear = '7296.1', NLinear = '7301.41', TFT = '7307.13', StemGNN = '7269.8', MLPMultivariate = '7306.61', TiDE = '7295.1', DeepNPTS = '7371.11', y = '7292.5' WHERE ds = '2024-02-26 00:00:00' 2024-11-20 10:31:52,448 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7324.57', Informer = '7251.97', LSTM = '7242.58', iTransformer = '7290.08', TSMixer = '7297.98', TSMixerx = '7317.99', PatchTST = '7297.46', RNN = '7304.28', GRU = '7342.81', TCN = '7408.67', BiTCN = '7340.79', DilatedRNN = '7289.78', MLP = '7327.02', DLinear = '7292.81', NLinear = '7282.36', TFT = '7282.91', StemGNN = '7268.05', MLPMultivariate = '7299.63', TiDE = '7286.47', DeepNPTS = '7368.65', y = '7306.67' WHERE ds = '2024-02-27 00:00:00' 2024-11-20 10:31:52,448 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7324.57', Informer = '7251.97', LSTM = '7242.58', iTransformer = '7290.08', TSMixer = '7297.98', TSMixerx = '7317.99', PatchTST = '7297.46', RNN = '7304.28', GRU = '7342.81', TCN = '7408.67', BiTCN = '7340.79', DilatedRNN = '7289.78', MLP = '7327.02', DLinear = '7292.81', NLinear = '7282.36', TFT = '7282.91', StemGNN = '7268.05', MLPMultivariate = '7299.63', TiDE = '7286.47', DeepNPTS = '7368.65', y = '7306.67' WHERE ds = '2024-02-27 00:00:00' 2024-11-20 10:31:52,451 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7352.75', Informer = '7295.49', LSTM = '7254.83', iTransformer = '7276.21', TSMixer = '7302.82', TSMixerx = '7348.5', PatchTST = '7323.02', RNN = '7324.8', GRU = '7359.94', TCN = '7413.98', BiTCN = '7330.58', DilatedRNN = '7305.92', MLP = '7341.13', DLinear = '7310.9', NLinear = '7305.61', TFT = '7301.83', StemGNN = '7266.96', MLPMultivariate = '7303.46', TiDE = '7303.91', DeepNPTS = '7380.02', y = '7353.33' WHERE ds = '2024-02-28 00:00:00' 2024-11-20 10:31:52,451 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7352.75', Informer = '7295.49', LSTM = '7254.83', iTransformer = '7276.21', TSMixer = '7302.82', TSMixerx = '7348.5', PatchTST = '7323.02', RNN = '7324.8', GRU = '7359.94', TCN = '7413.98', BiTCN = '7330.58', DilatedRNN = '7305.92', MLP = '7341.13', DLinear = '7310.9', NLinear = '7305.61', TFT = '7301.83', StemGNN = '7266.96', MLPMultivariate = '7303.46', TiDE = '7303.91', DeepNPTS = '7380.02', y = '7353.33' WHERE ds = '2024-02-28 00:00:00' 2024-11-20 10:31:52,454 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.17', Informer = '7313.22', LSTM = '7288.96', iTransformer = '7293.72', TSMixer = '7334.31', TSMixerx = '7378.47', PatchTST = '7368.02', RNN = '7371.75', GRU = '7401.12', TCN = '7425.51', BiTCN = '7341.83', DilatedRNN = '7336.51', MLP = '7371.22', DLinear = '7333.33', NLinear = '7360.72', TFT = '7354.87', StemGNN = '7266.78', MLPMultivariate = '7327.83', TiDE = '7343.33', DeepNPTS = '7374.52', y = '7325.0' WHERE ds = '2024-02-29 00:00:00' 2024-11-20 10:31:52,454 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.17', Informer = '7313.22', LSTM = '7288.96', iTransformer = '7293.72', TSMixer = '7334.31', TSMixerx = '7378.47', PatchTST = '7368.02', RNN = '7371.75', GRU = '7401.12', TCN = '7425.51', BiTCN = '7341.83', DilatedRNN = '7336.51', MLP = '7371.22', DLinear = '7333.33', NLinear = '7360.72', TFT = '7354.87', StemGNN = '7266.78', MLPMultivariate = '7327.83', TiDE = '7343.33', DeepNPTS = '7374.52', y = '7325.0' WHERE ds = '2024-02-29 00:00:00' 2024-11-20 10:31:52,457 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7320.5', Informer = '7306.35', LSTM = '7263.73', iTransformer = '7277.35', TSMixer = '7322.0', TSMixerx = '7343.2', PatchTST = '7329.76', RNN = '7327.44', GRU = '7364.73', TCN = '7416.31', BiTCN = '7322.68', DilatedRNN = '7306.52', MLP = '7337.22', DLinear = '7315.45', NLinear = '7335.42', TFT = '7314.74', StemGNN = '7266.41', MLPMultivariate = '7308.63', TiDE = '7327.13', DeepNPTS = '7294.14', y = '7343.33' WHERE ds = '2024-03-01 00:00:00' 2024-11-20 10:31:52,457 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7320.5', Informer = '7306.35', LSTM = '7263.73', iTransformer = '7277.35', TSMixer = '7322.0', TSMixerx = '7343.2', PatchTST = '7329.76', RNN = '7327.44', GRU = '7364.73', TCN = '7416.31', BiTCN = '7322.68', DilatedRNN = '7306.52', MLP = '7337.22', DLinear = '7315.45', NLinear = '7335.42', TFT = '7314.74', StemGNN = '7266.41', MLPMultivariate = '7308.63', TiDE = '7327.13', DeepNPTS = '7294.14', y = '7343.33' WHERE ds = '2024-03-01 00:00:00' 2024-11-20 10:31:52,459 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7334.56', Informer = '7330.43', LSTM = '7283.3', iTransformer = '7276.89', TSMixer = '7330.63', TSMixerx = '7344.31', PatchTST = '7334.27', RNN = '7357.22', GRU = '7391.92', TCN = '7422.3', BiTCN = '7315.67', DilatedRNN = '7328.23', MLP = '7328.13', DLinear = '7333.05', NLinear = '7339.2', TFT = '7314.98', StemGNN = '7266.39', MLPMultivariate = '7306.47', TiDE = '7342.18', DeepNPTS = '7296.81', y = '7330.0' WHERE ds = '2024-03-04 00:00:00' 2024-11-20 10:31:52,459 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7334.56', Informer = '7330.43', LSTM = '7283.3', iTransformer = '7276.89', TSMixer = '7330.63', TSMixerx = '7344.31', PatchTST = '7334.27', RNN = '7357.22', GRU = '7391.92', TCN = '7422.3', BiTCN = '7315.67', DilatedRNN = '7328.23', MLP = '7328.13', DLinear = '7333.05', NLinear = '7339.2', TFT = '7314.98', StemGNN = '7266.39', MLPMultivariate = '7306.47', TiDE = '7342.18', DeepNPTS = '7296.81', y = '7330.0' WHERE ds = '2024-03-04 00:00:00' 2024-11-20 10:31:52,461 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7309.45', Informer = '7325.04', LSTM = '7267.88', iTransformer = '7277.67', TSMixer = '7326.97', TSMixerx = '7335.79', PatchTST = '7319.16', RNN = '7340.15', GRU = '7370.5', TCN = '7418.13', BiTCN = '7305.37', DilatedRNN = '7318.76', MLP = '7320.53', DLinear = '7326.05', NLinear = '7321.28', TFT = '7293.51', StemGNN = '7266.15', MLPMultivariate = '7303.62', TiDE = '7328.04', DeepNPTS = '7281.27', y = '7310.0' WHERE ds = '2024-03-05 00:00:00' 2024-11-20 10:31:52,461 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7309.45', Informer = '7325.04', LSTM = '7267.88', iTransformer = '7277.67', TSMixer = '7326.97', TSMixerx = '7335.79', PatchTST = '7319.16', RNN = '7340.15', GRU = '7370.5', TCN = '7418.13', BiTCN = '7305.37', DilatedRNN = '7318.76', MLP = '7320.53', DLinear = '7326.05', NLinear = '7321.28', TFT = '7293.51', StemGNN = '7266.15', MLPMultivariate = '7303.62', TiDE = '7328.04', DeepNPTS = '7281.27', y = '7310.0' WHERE ds = '2024-03-05 00:00:00' 2024-11-20 10:31:52,463 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7304.78', Informer = '7318.4', LSTM = '7255.75', iTransformer = '7276.86', TSMixer = '7305.71', TSMixerx = '7311.24', PatchTST = '7313.83', RNN = '7311.53', GRU = '7357.06', TCN = '7412.45', BiTCN = '7301.94', DilatedRNN = '7304.3', MLP = '7315.76', DLinear = '7309.79', NLinear = '7297.15', TFT = '7279.6', StemGNN = '7265.64', MLPMultivariate = '7295.52', TiDE = '7301.35', DeepNPTS = '7288.95', y = '7297.5' WHERE ds = '2024-03-06 00:00:00' 2024-11-20 10:31:52,463 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7304.78', Informer = '7318.4', LSTM = '7255.75', iTransformer = '7276.86', TSMixer = '7305.71', TSMixerx = '7311.24', PatchTST = '7313.83', RNN = '7311.53', GRU = '7357.06', TCN = '7412.45', BiTCN = '7301.94', DilatedRNN = '7304.3', MLP = '7315.76', DLinear = '7309.79', NLinear = '7297.15', TFT = '7279.6', StemGNN = '7265.64', MLPMultivariate = '7295.52', TiDE = '7301.35', DeepNPTS = '7288.95', y = '7297.5' WHERE ds = '2024-03-06 00:00:00' 2024-11-20 10:31:52,465 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7302.21', Informer = '7321.25', LSTM = '7246.71', iTransformer = '7271.87', TSMixer = '7294.17', TSMixerx = '7309.87', PatchTST = '7308.66', RNN = '7314.28', GRU = '7347.75', TCN = '7407.47', BiTCN = '7294.43', DilatedRNN = '7290.02', MLP = '7319.87', DLinear = '7285.87', NLinear = '7297.02', TFT = '7274.12', StemGNN = '7264.97', MLPMultivariate = '7290.85', TiDE = '7293.32', DeepNPTS = '7295.53', y = '7290.0' WHERE ds = '2024-03-07 00:00:00' 2024-11-20 10:31:52,465 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7302.21', Informer = '7321.25', LSTM = '7246.71', iTransformer = '7271.87', TSMixer = '7294.17', TSMixerx = '7309.87', PatchTST = '7308.66', RNN = '7314.28', GRU = '7347.75', TCN = '7407.47', BiTCN = '7294.43', DilatedRNN = '7290.02', MLP = '7319.87', DLinear = '7285.87', NLinear = '7297.02', TFT = '7274.12', StemGNN = '7264.97', MLPMultivariate = '7290.85', TiDE = '7293.32', DeepNPTS = '7295.53', y = '7290.0' WHERE ds = '2024-03-07 00:00:00' 2024-11-20 10:31:52,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7292.95', Informer = '7299.1', LSTM = '7241.47', iTransformer = '7246.3', TSMixer = '7288.79', TSMixerx = '7302.01', PatchTST = '7299.54', RNN = '7302.63', GRU = '7343.0', TCN = '7403.52', BiTCN = '7279.52', DilatedRNN = '7288.72', MLP = '7290.22', DLinear = '7284.58', NLinear = '7288.43', TFT = '7271.91', StemGNN = '7264.57', MLPMultivariate = '7279.09', TiDE = '7290.29', DeepNPTS = '7294.8', y = '7295.0' WHERE ds = '2024-03-08 00:00:00' 2024-11-20 10:31:52,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7292.95', Informer = '7299.1', LSTM = '7241.47', iTransformer = '7246.3', TSMixer = '7288.79', TSMixerx = '7302.01', PatchTST = '7299.54', RNN = '7302.63', GRU = '7343.0', TCN = '7403.52', BiTCN = '7279.52', DilatedRNN = '7288.72', MLP = '7290.22', DLinear = '7284.58', NLinear = '7288.43', TFT = '7271.91', StemGNN = '7264.57', MLPMultivariate = '7279.09', TiDE = '7290.29', DeepNPTS = '7294.8', y = '7295.0' WHERE ds = '2024-03-08 00:00:00' 2024-11-20 10:31:52,471 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7283.5', Informer = '7308.73', LSTM = '7245.06', iTransformer = '7233.56', TSMixer = '7289.62', TSMixerx = '7272.81', PatchTST = '7302.29', RNN = '7308.69', GRU = '7348.58', TCN = '7402.53', BiTCN = '7275.18', DilatedRNN = '7290.97', MLP = '7265.94', DLinear = '7297.8', NLinear = '7293.46', TFT = '7274.37', StemGNN = '7264.62', MLPMultivariate = '7276.64', TiDE = '7289.43', DeepNPTS = '7294.81', y = '7285.0' WHERE ds = '2024-03-11 00:00:00' 2024-11-20 10:31:52,471 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7283.5', Informer = '7308.73', LSTM = '7245.06', iTransformer = '7233.56', TSMixer = '7289.62', TSMixerx = '7272.81', PatchTST = '7302.29', RNN = '7308.69', GRU = '7348.58', TCN = '7402.53', BiTCN = '7275.18', DilatedRNN = '7290.97', MLP = '7265.94', DLinear = '7297.8', NLinear = '7293.46', TFT = '7274.37', StemGNN = '7264.62', MLPMultivariate = '7276.64', TiDE = '7289.43', DeepNPTS = '7294.81', y = '7285.0' WHERE ds = '2024-03-11 00:00:00' 2024-11-20 10:31:52,473 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7264.78', Informer = '7291.06', LSTM = '7238.1', iTransformer = '7239.95', TSMixer = '7277.58', TSMixerx = '7269.54', PatchTST = '7282.67', RNN = '7303.06', GRU = '7339.16', TCN = '7395.51', BiTCN = '7277.12', DilatedRNN = '7280.3', MLP = '7244.14', DLinear = '7296.69', NLinear = '7275.29', TFT = '7269.44', StemGNN = '7265.88', MLPMultivariate = '7271.18', TiDE = '7270.28', DeepNPTS = '7285.48', y = '7283.33' WHERE ds = '2024-03-12 00:00:00' 2024-11-20 10:31:52,473 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7264.78', Informer = '7291.06', LSTM = '7238.1', iTransformer = '7239.95', TSMixer = '7277.58', TSMixerx = '7269.54', PatchTST = '7282.67', RNN = '7303.06', GRU = '7339.16', TCN = '7395.51', BiTCN = '7277.12', DilatedRNN = '7280.3', MLP = '7244.14', DLinear = '7296.69', NLinear = '7275.29', TFT = '7269.44', StemGNN = '7265.88', MLPMultivariate = '7271.18', TiDE = '7270.28', DeepNPTS = '7285.48', y = '7283.33' WHERE ds = '2024-03-12 00:00:00' 2024-11-20 10:31:52,475 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7256.37', Informer = '7287.32', LSTM = '7238.44', iTransformer = '7251.53', TSMixer = '7272.1', TSMixerx = '7275.87', PatchTST = '7280.45', RNN = '7301.9', GRU = '7340.35', TCN = '7398.0', BiTCN = '7269.77', DilatedRNN = '7285.73', MLP = '7238.05', DLinear = '7303.68', NLinear = '7278.15', TFT = '7276.54', StemGNN = '7267.4', MLPMultivariate = '7268.86', TiDE = '7272.17', DeepNPTS = '7252.64', y = '7285.0' WHERE ds = '2024-03-13 00:00:00' 2024-11-20 10:31:52,475 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7256.37', Informer = '7287.32', LSTM = '7238.44', iTransformer = '7251.53', TSMixer = '7272.1', TSMixerx = '7275.87', PatchTST = '7280.45', RNN = '7301.9', GRU = '7340.35', TCN = '7398.0', BiTCN = '7269.77', DilatedRNN = '7285.73', MLP = '7238.05', DLinear = '7303.68', NLinear = '7278.15', TFT = '7276.54', StemGNN = '7267.4', MLPMultivariate = '7268.86', TiDE = '7272.17', DeepNPTS = '7252.64', y = '7285.0' WHERE ds = '2024-03-13 00:00:00' 2024-11-20 10:31:52,478 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7269.4', Informer = '7282.06', LSTM = '7239.51', iTransformer = '7265.08', TSMixer = '7275.51', TSMixerx = '7277.1', PatchTST = '7283.45', RNN = '7304.5', GRU = '7341.46', TCN = '7397.56', BiTCN = '7280.69', DilatedRNN = '7284.09', MLP = '7251.88', DLinear = '7273.88', NLinear = '7288.42', TFT = '7290.29', StemGNN = '7270.84', MLPMultivariate = '7275.91', TiDE = '7281.04', DeepNPTS = '7264.11', y = '7277.5' WHERE ds = '2024-03-14 00:00:00' 2024-11-20 10:31:52,478 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7269.4', Informer = '7282.06', LSTM = '7239.51', iTransformer = '7265.08', TSMixer = '7275.51', TSMixerx = '7277.1', PatchTST = '7283.45', RNN = '7304.5', GRU = '7341.46', TCN = '7397.56', BiTCN = '7280.69', DilatedRNN = '7284.09', MLP = '7251.88', DLinear = '7273.88', NLinear = '7288.42', TFT = '7290.29', StemGNN = '7270.84', MLPMultivariate = '7275.91', TiDE = '7281.04', DeepNPTS = '7264.11', y = '7277.5' WHERE ds = '2024-03-14 00:00:00' 2024-11-20 10:31:52,480 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7264.23', Informer = '7275.59', LSTM = '7234.82', iTransformer = '7272.71', TSMixer = '7271.08', TSMixerx = '7262.54', PatchTST = '7274.31', RNN = '7295.47', GRU = '7335.31', TCN = '7395.98', BiTCN = '7277.6', DilatedRNN = '7279.69', MLP = '7256.92', DLinear = '7252.44', NLinear = '7269.11', TFT = '7283.47', StemGNN = '7273.29', MLPMultivariate = '7276.28', TiDE = '7279.45', DeepNPTS = '7273.04', y = '7353.33' WHERE ds = '2024-03-15 00:00:00' 2024-11-20 10:31:52,480 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7264.23', Informer = '7275.59', LSTM = '7234.82', iTransformer = '7272.71', TSMixer = '7271.08', TSMixerx = '7262.54', PatchTST = '7274.31', RNN = '7295.47', GRU = '7335.31', TCN = '7395.98', BiTCN = '7277.6', DilatedRNN = '7279.69', MLP = '7256.92', DLinear = '7252.44', NLinear = '7269.11', TFT = '7283.47', StemGNN = '7273.29', MLPMultivariate = '7276.28', TiDE = '7279.45', DeepNPTS = '7273.04', y = '7353.33' WHERE ds = '2024-03-15 00:00:00' 2024-11-20 10:31:52,482 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7339.36', Informer = '7324.94', LSTM = '7292.13', iTransformer = '7287.28', TSMixer = '7320.05', TSMixerx = '7302.48', PatchTST = '7366.6', RNN = '7371.87', GRU = '7407.54', TCN = '7422.89', BiTCN = '7304.87', DilatedRNN = '7348.6', MLP = '7314.84', DLinear = '7304.7', NLinear = '7353.23', TFT = '7347.31', StemGNN = '7276.14', MLPMultivariate = '7311.7', TiDE = '7330.94', DeepNPTS = '7344.93', y = '7387.5' WHERE ds = '2024-03-18 00:00:00' 2024-11-20 10:31:52,482 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7339.36', Informer = '7324.94', LSTM = '7292.13', iTransformer = '7287.28', TSMixer = '7320.05', TSMixerx = '7302.48', PatchTST = '7366.6', RNN = '7371.87', GRU = '7407.54', TCN = '7422.89', BiTCN = '7304.87', DilatedRNN = '7348.6', MLP = '7314.84', DLinear = '7304.7', NLinear = '7353.23', TFT = '7347.31', StemGNN = '7276.14', MLPMultivariate = '7311.7', TiDE = '7330.94', DeepNPTS = '7344.93', y = '7387.5' WHERE ds = '2024-03-18 00:00:00' 2024-11-20 10:31:52,485 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7388.08', Informer = '7385.8', LSTM = '7320.49', iTransformer = '7300.95', TSMixer = '7361.99', TSMixerx = '7336.57', PatchTST = '7386.98', RNN = '7397.01', GRU = '7427.54', TCN = '7439.6', BiTCN = '7311.0', DilatedRNN = '7378.46', MLP = '7361.53', DLinear = '7326.46', NLinear = '7392.8', TFT = '7379.9', StemGNN = '7277.91', MLPMultivariate = '7348.62', TiDE = '7363.5', DeepNPTS = '7387.24', y = '7435.0' WHERE ds = '2024-03-19 00:00:00' 2024-11-20 10:31:52,485 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7388.08', Informer = '7385.8', LSTM = '7320.49', iTransformer = '7300.95', TSMixer = '7361.99', TSMixerx = '7336.57', PatchTST = '7386.98', RNN = '7397.01', GRU = '7427.54', TCN = '7439.6', BiTCN = '7311.0', DilatedRNN = '7378.46', MLP = '7361.53', DLinear = '7326.46', NLinear = '7392.8', TFT = '7379.9', StemGNN = '7277.91', MLPMultivariate = '7348.62', TiDE = '7363.5', DeepNPTS = '7387.24', y = '7435.0' WHERE ds = '2024-03-19 00:00:00' 2024-11-20 10:31:52,488 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7446.17', Informer = '7409.96', LSTM = '7390.64', iTransformer = '7318.43', TSMixer = '7404.71', TSMixerx = '7354.35', PatchTST = '7446.15', RNN = '7449.59', GRU = '7481.41', TCN = '7465.93', BiTCN = '7324.92', DilatedRNN = '7439.02', MLP = '7414.86', DLinear = '7384.65', NLinear = '7440.51', TFT = '7410.61', StemGNN = '7279.73', MLPMultivariate = '7384.11', TiDE = '7415.17', DeepNPTS = '7432.14', y = '7460.0' WHERE ds = '2024-03-20 00:00:00' 2024-11-20 10:31:52,488 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7446.17', Informer = '7409.96', LSTM = '7390.64', iTransformer = '7318.43', TSMixer = '7404.71', TSMixerx = '7354.35', PatchTST = '7446.15', RNN = '7449.59', GRU = '7481.41', TCN = '7465.93', BiTCN = '7324.92', DilatedRNN = '7439.02', MLP = '7414.86', DLinear = '7384.65', NLinear = '7440.51', TFT = '7410.61', StemGNN = '7279.73', MLPMultivariate = '7384.11', TiDE = '7415.17', DeepNPTS = '7432.14', y = '7460.0' WHERE ds = '2024-03-20 00:00:00' 2024-11-20 10:31:52,490 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7471.48', Informer = '7410.82', LSTM = '7418.15', iTransformer = '7359.09', TSMixer = '7436.82', TSMixerx = '7382.55', PatchTST = '7467.97', RNN = '7485.88', GRU = '7497.73', TCN = '7485.05', BiTCN = '7342.78', DilatedRNN = '7469.99', MLP = '7437.01', DLinear = '7433.13', NLinear = '7466.88', TFT = '7407.96', StemGNN = '7282.79', MLPMultivariate = '7422.37', TiDE = '7449.82', DeepNPTS = '7435.73', y = '7422.5' WHERE ds = '2024-03-21 00:00:00' 2024-11-20 10:31:52,490 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7471.48', Informer = '7410.82', LSTM = '7418.15', iTransformer = '7359.09', TSMixer = '7436.82', TSMixerx = '7382.55', PatchTST = '7467.97', RNN = '7485.88', GRU = '7497.73', TCN = '7485.05', BiTCN = '7342.78', DilatedRNN = '7469.99', MLP = '7437.01', DLinear = '7433.13', NLinear = '7466.88', TFT = '7407.96', StemGNN = '7282.79', MLPMultivariate = '7422.37', TiDE = '7449.82', DeepNPTS = '7435.73', y = '7422.5' WHERE ds = '2024-03-21 00:00:00' 2024-11-20 10:31:52,492 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7417.1', Informer = '7386.94', LSTM = '7359.75', iTransformer = '7407.99', TSMixer = '7419.15', TSMixerx = '7377.38', PatchTST = '7398.66', RNN = '7419.29', GRU = '7445.15', TCN = '7473.64', BiTCN = '7348.41', DilatedRNN = '7429.75', MLP = '7410.0', DLinear = '7426.43', NLinear = '7427.33', TFT = '7392.96', StemGNN = '7286.4', MLPMultivariate = '7414.18', TiDE = '7431.13', DeepNPTS = '7377.32', y = '7402.5' WHERE ds = '2024-03-22 00:00:00' 2024-11-20 10:31:52,492 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7417.1', Informer = '7386.94', LSTM = '7359.75', iTransformer = '7407.99', TSMixer = '7419.15', TSMixerx = '7377.38', PatchTST = '7398.66', RNN = '7419.29', GRU = '7445.15', TCN = '7473.64', BiTCN = '7348.41', DilatedRNN = '7429.75', MLP = '7410.0', DLinear = '7426.43', NLinear = '7427.33', TFT = '7392.96', StemGNN = '7286.4', MLPMultivariate = '7414.18', TiDE = '7431.13', DeepNPTS = '7377.32', y = '7402.5' WHERE ds = '2024-03-22 00:00:00' 2024-11-20 10:31:52,494 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7404.65', Informer = '7354.68', LSTM = '7337.62', iTransformer = '7438.0', TSMixer = '7391.76', TSMixerx = '7372.08', PatchTST = '7396.19', RNN = '7403.69', GRU = '7432.8', TCN = '7463.86', BiTCN = '7342.24', DilatedRNN = '7408.89', MLP = '7382.35', DLinear = '7426.01', NLinear = '7402.0', TFT = '7391.26', StemGNN = '7288.26', MLPMultivariate = '7395.28', TiDE = '7401.38', DeepNPTS = '7352.68', y = '7372.5' WHERE ds = '2024-03-25 00:00:00' 2024-11-20 10:31:52,494 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7404.65', Informer = '7354.68', LSTM = '7337.62', iTransformer = '7438.0', TSMixer = '7391.76', TSMixerx = '7372.08', PatchTST = '7396.19', RNN = '7403.69', GRU = '7432.8', TCN = '7463.86', BiTCN = '7342.24', DilatedRNN = '7408.89', MLP = '7382.35', DLinear = '7426.01', NLinear = '7402.0', TFT = '7391.26', StemGNN = '7288.26', MLPMultivariate = '7395.28', TiDE = '7401.38', DeepNPTS = '7352.68', y = '7372.5' WHERE ds = '2024-03-25 00:00:00' 2024-11-20 10:31:52,496 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7367.22', Informer = '7322.27', LSTM = '7297.47', iTransformer = '7379.26', TSMixer = '7362.82', TSMixerx = '7379.8', PatchTST = '7348.91', RNN = '7365.84', GRU = '7399.45', TCN = '7449.14', BiTCN = '7347.17', DilatedRNN = '7376.77', MLP = '7355.65', DLinear = '7392.1', NLinear = '7355.2', TFT = '7356.75', StemGNN = '7289.35', MLPMultivariate = '7365.31', TiDE = '7355.82', DeepNPTS = '7332.97', y = '7365.0' WHERE ds = '2024-03-26 00:00:00' 2024-11-20 10:31:52,496 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7367.22', Informer = '7322.27', LSTM = '7297.47', iTransformer = '7379.26', TSMixer = '7362.82', TSMixerx = '7379.8', PatchTST = '7348.91', RNN = '7365.84', GRU = '7399.45', TCN = '7449.14', BiTCN = '7347.17', DilatedRNN = '7376.77', MLP = '7355.65', DLinear = '7392.1', NLinear = '7355.2', TFT = '7356.75', StemGNN = '7289.35', MLPMultivariate = '7365.31', TiDE = '7355.82', DeepNPTS = '7332.97', y = '7365.0' WHERE ds = '2024-03-26 00:00:00' 2024-11-20 10:31:52,498 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7348.99', Informer = '7314.72', LSTM = '7292.01', iTransformer = '7324.37', TSMixer = '7348.72', TSMixerx = '7361.01', PatchTST = '7349.25', RNN = '7354.78', GRU = '7399.57', TCN = '7441.3', BiTCN = '7353.53', DilatedRNN = '7370.99', MLP = '7335.98', DLinear = '7369.87', NLinear = '7345.71', TFT = '7338.27', StemGNN = '7290.38', MLPMultivariate = '7340.31', TiDE = '7351.88', DeepNPTS = '7327.51', y = '7345.0' WHERE ds = '2024-03-27 00:00:00' 2024-11-20 10:31:52,498 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7348.99', Informer = '7314.72', LSTM = '7292.01', iTransformer = '7324.37', TSMixer = '7348.72', TSMixerx = '7361.01', PatchTST = '7349.25', RNN = '7354.78', GRU = '7399.57', TCN = '7441.3', BiTCN = '7353.53', DilatedRNN = '7370.99', MLP = '7335.98', DLinear = '7369.87', NLinear = '7345.71', TFT = '7338.27', StemGNN = '7290.38', MLPMultivariate = '7340.31', TiDE = '7351.88', DeepNPTS = '7327.51', y = '7345.0' WHERE ds = '2024-03-27 00:00:00' 2024-11-20 10:31:52,500 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7315.95', Informer = '7301.15', LSTM = '7273.48', iTransformer = '7295.8', TSMixer = '7330.9', TSMixerx = '7328.15', PatchTST = '7333.3', RNN = '7346.44', GRU = '7379.1', TCN = '7428.09', BiTCN = '7353.19', DilatedRNN = '7339.56', MLP = '7312.39', DLinear = '7352.16', NLinear = '7328.61', TFT = '7330.9', StemGNN = '7291.17', MLPMultivariate = '7320.32', TiDE = '7333.7', DeepNPTS = '7319.06', y = '7345.0' WHERE ds = '2024-03-28 00:00:00' 2024-11-20 10:31:52,500 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7315.95', Informer = '7301.15', LSTM = '7273.48', iTransformer = '7295.8', TSMixer = '7330.9', TSMixerx = '7328.15', PatchTST = '7333.3', RNN = '7346.44', GRU = '7379.1', TCN = '7428.09', BiTCN = '7353.19', DilatedRNN = '7339.56', MLP = '7312.39', DLinear = '7352.16', NLinear = '7328.61', TFT = '7330.9', StemGNN = '7291.17', MLPMultivariate = '7320.32', TiDE = '7333.7', DeepNPTS = '7319.06', y = '7345.0' WHERE ds = '2024-03-28 00:00:00' 2024-11-20 10:31:52,503 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7330.24', Informer = '7305.84', LSTM = '7275.81', iTransformer = '7295.1', TSMixer = '7325.45', TSMixerx = '7312.22', PatchTST = '7328.93', RNN = '7348.29', GRU = '7385.13', TCN = '7421.9', BiTCN = '7338.67', DilatedRNN = '7331.57', MLP = '7296.93', DLinear = '7335.55', NLinear = '7336.98', TFT = '7327.3', StemGNN = '7292.35', MLPMultivariate = '7309.14', TiDE = '7332.74', DeepNPTS = '7339.16', y = '7345.0' WHERE ds = '2024-03-29 00:00:00' 2024-11-20 10:31:52,503 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7330.24', Informer = '7305.84', LSTM = '7275.81', iTransformer = '7295.1', TSMixer = '7325.45', TSMixerx = '7312.22', PatchTST = '7328.93', RNN = '7348.29', GRU = '7385.13', TCN = '7421.9', BiTCN = '7338.67', DilatedRNN = '7331.57', MLP = '7296.93', DLinear = '7335.55', NLinear = '7336.98', TFT = '7327.3', StemGNN = '7292.35', MLPMultivariate = '7309.14', TiDE = '7332.74', DeepNPTS = '7339.16', y = '7345.0' WHERE ds = '2024-03-29 00:00:00' 2024-11-20 10:31:52,505 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7338.24', Informer = '7312.92', LSTM = '7275.35', iTransformer = '7297.79', TSMixer = '7326.11', TSMixerx = '7304.88', PatchTST = '7330.88', RNN = '7350.42', GRU = '7384.03', TCN = '7416.0', BiTCN = '7329.56', DilatedRNN = '7326.53', MLP = '7302.67', DLinear = '7334.68', NLinear = '7344.62', TFT = '7326.0', StemGNN = '7293.29', MLPMultivariate = '7308.76', TiDE = '7335.23', DeepNPTS = '7344.61', y = '7360.0' WHERE ds = '2024-04-01 00:00:00' 2024-11-20 10:31:52,505 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7338.24', Informer = '7312.92', LSTM = '7275.35', iTransformer = '7297.79', TSMixer = '7326.11', TSMixerx = '7304.88', PatchTST = '7330.88', RNN = '7350.42', GRU = '7384.03', TCN = '7416.0', BiTCN = '7329.56', DilatedRNN = '7326.53', MLP = '7302.67', DLinear = '7334.68', NLinear = '7344.62', TFT = '7326.0', StemGNN = '7293.29', MLPMultivariate = '7308.76', TiDE = '7335.23', DeepNPTS = '7344.61', y = '7360.0' WHERE ds = '2024-04-01 00:00:00' 2024-11-20 10:31:52,508 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7346.74', Informer = '7332.9', LSTM = '7289.21', iTransformer = '7307.99', TSMixer = '7336.79', TSMixerx = '7317.73', PatchTST = '7346.57', RNN = '7364.25', GRU = '7401.18', TCN = '7422.32', BiTCN = '7325.94', DilatedRNN = '7337.44', MLP = '7312.67', DLinear = '7330.29', NLinear = '7355.13', TFT = '7331.72', StemGNN = '7294.23', MLPMultivariate = '7313.7', TiDE = '7342.82', DeepNPTS = '7353.49', y = '7380.0' WHERE ds = '2024-04-02 00:00:00' 2024-11-20 10:31:52,508 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7346.74', Informer = '7332.9', LSTM = '7289.21', iTransformer = '7307.99', TSMixer = '7336.79', TSMixerx = '7317.73', PatchTST = '7346.57', RNN = '7364.25', GRU = '7401.18', TCN = '7422.32', BiTCN = '7325.94', DilatedRNN = '7337.44', MLP = '7312.67', DLinear = '7330.29', NLinear = '7355.13', TFT = '7331.72', StemGNN = '7294.23', MLPMultivariate = '7313.7', TiDE = '7342.82', DeepNPTS = '7353.49', y = '7380.0' WHERE ds = '2024-04-02 00:00:00' 2024-11-20 10:31:52,510 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7362.03', Informer = '7378.23', LSTM = '7308.14', iTransformer = '7335.29', TSMixer = '7353.97', TSMixerx = '7345.56', PatchTST = '7371.53', RNN = '7386.28', GRU = '7419.33', TCN = '7428.12', BiTCN = '7335.65', DilatedRNN = '7363.3', MLP = '7336.41', DLinear = '7329.53', NLinear = '7376.12', TFT = '7363.62', StemGNN = '7295.82', MLPMultivariate = '7333.87', TiDE = '7357.16', DeepNPTS = '7375.72', y = '7397.5' WHERE ds = '2024-04-03 00:00:00' 2024-11-20 10:31:52,510 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7362.03', Informer = '7378.23', LSTM = '7308.14', iTransformer = '7335.29', TSMixer = '7353.97', TSMixerx = '7345.56', PatchTST = '7371.53', RNN = '7386.28', GRU = '7419.33', TCN = '7428.12', BiTCN = '7335.65', DilatedRNN = '7363.3', MLP = '7336.41', DLinear = '7329.53', NLinear = '7376.12', TFT = '7363.62', StemGNN = '7295.82', MLPMultivariate = '7333.87', TiDE = '7357.16', DeepNPTS = '7375.72', y = '7397.5' WHERE ds = '2024-04-03 00:00:00' 2024-11-20 10:31:52,512 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7380.46', Informer = '7399.9', LSTM = '7329.28', iTransformer = '7342.79', TSMixer = '7377.67', TSMixerx = '7353.99', PatchTST = '7410.47', RNN = '7402.89', GRU = '7435.25', TCN = '7440.61', BiTCN = '7349.37', DilatedRNN = '7386.35', MLP = '7366.33', DLinear = '7351.98', NLinear = '7390.83', TFT = '7357.89', StemGNN = '7298.55', MLPMultivariate = '7362.64', TiDE = '7388.62', DeepNPTS = '7390.25', y = '7437.5' WHERE ds = '2024-04-07 00:00:00' 2024-11-20 10:31:52,512 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7380.46', Informer = '7399.9', LSTM = '7329.28', iTransformer = '7342.79', TSMixer = '7377.67', TSMixerx = '7353.99', PatchTST = '7410.47', RNN = '7402.89', GRU = '7435.25', TCN = '7440.61', BiTCN = '7349.37', DilatedRNN = '7386.35', MLP = '7366.33', DLinear = '7351.98', NLinear = '7390.83', TFT = '7357.89', StemGNN = '7298.55', MLPMultivariate = '7362.64', TiDE = '7388.62', DeepNPTS = '7390.25', y = '7437.5' WHERE ds = '2024-04-07 00:00:00' 2024-11-20 10:31:52,514 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7447.65', Informer = '7446.34', LSTM = '7385.22', iTransformer = '7363.92', TSMixer = '7413.36', TSMixerx = '7379.34', PatchTST = '7464.31', RNN = '7450.51', GRU = '7478.47', TCN = '7458.92', BiTCN = '7355.57', DilatedRNN = '7434.99', MLP = '7413.54', DLinear = '7377.16', NLinear = '7434.57', TFT = '7405.02', StemGNN = '7302.9', MLPMultivariate = '7409.96', TiDE = '7431.65', DeepNPTS = '7422.17', y = '7490.0' WHERE ds = '2024-04-08 00:00:00' 2024-11-20 10:31:52,514 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7447.65', Informer = '7446.34', LSTM = '7385.22', iTransformer = '7363.92', TSMixer = '7413.36', TSMixerx = '7379.34', PatchTST = '7464.31', RNN = '7450.51', GRU = '7478.47', TCN = '7458.92', BiTCN = '7355.57', DilatedRNN = '7434.99', MLP = '7413.54', DLinear = '7377.16', NLinear = '7434.57', TFT = '7405.02', StemGNN = '7302.9', MLPMultivariate = '7409.96', TiDE = '7431.65', DeepNPTS = '7422.17', y = '7490.0' WHERE ds = '2024-04-08 00:00:00' 2024-11-20 10:31:52,516 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7508.91', Informer = '7451.4', LSTM = '7454.91', iTransformer = '7495.67', TSMixer = '7458.67', TSMixerx = '7404.45', PatchTST = '7504.04', RNN = '7508.22', GRU = '7535.45', TCN = '7498.07', BiTCN = '7362.18', DilatedRNN = '7500.56', MLP = '7456.07', DLinear = '7436.46', NLinear = '7490.4', TFT = '7479.82', StemGNN = '7307.45', MLPMultivariate = '7470.89', TiDE = '7473.05', DeepNPTS = '7482.98', y = '7507.5' WHERE ds = '2024-04-09 00:00:00' 2024-11-20 10:31:52,516 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7508.91', Informer = '7451.4', LSTM = '7454.91', iTransformer = '7495.67', TSMixer = '7458.67', TSMixerx = '7404.45', PatchTST = '7504.04', RNN = '7508.22', GRU = '7535.45', TCN = '7498.07', BiTCN = '7362.18', DilatedRNN = '7500.56', MLP = '7456.07', DLinear = '7436.46', NLinear = '7490.4', TFT = '7479.82', StemGNN = '7307.45', MLPMultivariate = '7470.89', TiDE = '7473.05', DeepNPTS = '7482.98', y = '7507.5' WHERE ds = '2024-04-09 00:00:00' 2024-11-20 10:31:52,519 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7525.01', Informer = '7463.69', LSTM = '7471.0', iTransformer = '7599.2', TSMixer = '7480.64', TSMixerx = '7407.01', PatchTST = '7494.6', RNN = '7518.41', GRU = '7543.95', TCN = '7529.9', BiTCN = '7380.28', DilatedRNN = '7529.39', MLP = '7474.85', DLinear = '7472.81', NLinear = '7508.65', TFT = '7484.08', StemGNN = '7312.89', MLPMultivariate = '7512.26', TiDE = '7487.67', DeepNPTS = '7500.6', y = '7497.5' WHERE ds = '2024-04-10 00:00:00' 2024-11-20 10:31:52,519 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7525.01', Informer = '7463.69', LSTM = '7471.0', iTransformer = '7599.2', TSMixer = '7480.64', TSMixerx = '7407.01', PatchTST = '7494.6', RNN = '7518.41', GRU = '7543.95', TCN = '7529.9', BiTCN = '7380.28', DilatedRNN = '7529.39', MLP = '7474.85', DLinear = '7472.81', NLinear = '7508.65', TFT = '7484.08', StemGNN = '7312.89', MLPMultivariate = '7512.26', TiDE = '7487.67', DeepNPTS = '7500.6', y = '7497.5' WHERE ds = '2024-04-10 00:00:00' 2024-11-20 10:31:52,521 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7504.87', Informer = '7435.27', LSTM = '7455.34', iTransformer = '7541.44', TSMixer = '7475.08', TSMixerx = '7402.14', PatchTST = '7456.31', RNN = '7507.48', GRU = '7525.09', TCN = '7529.47', BiTCN = '7398.46', DilatedRNN = '7516.28', MLP = '7430.02', DLinear = '7497.04', NLinear = '7500.72', TFT = '7442.53', StemGNN = '7317.92', MLPMultivariate = '7486.73', TiDE = '7485.56', DeepNPTS = '7459.59', y = '7497.5' WHERE ds = '2024-04-11 00:00:00' 2024-11-20 10:31:52,521 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7504.87', Informer = '7435.27', LSTM = '7455.34', iTransformer = '7541.44', TSMixer = '7475.08', TSMixerx = '7402.14', PatchTST = '7456.31', RNN = '7507.48', GRU = '7525.09', TCN = '7529.47', BiTCN = '7398.46', DilatedRNN = '7516.28', MLP = '7430.02', DLinear = '7497.04', NLinear = '7500.72', TFT = '7442.53', StemGNN = '7317.92', MLPMultivariate = '7486.73', TiDE = '7485.56', DeepNPTS = '7459.59', y = '7497.5' WHERE ds = '2024-04-11 00:00:00' 2024-11-20 10:31:52,523 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7479.46', Informer = '7435.88', LSTM = '7455.09', iTransformer = '7449.45', TSMixer = '7465.52', TSMixerx = '7413.95', PatchTST = '7465.76', RNN = '7506.2', GRU = '7527.13', TCN = '7527.37', BiTCN = '7413.39', DilatedRNN = '7518.23', MLP = '7412.17', DLinear = '7521.26', NLinear = '7487.64', TFT = '7408.6', StemGNN = '7322.92', MLPMultivariate = '7468.34', TiDE = '7477.26', DeepNPTS = '7416.74', y = '7506.67' WHERE ds = '2024-04-12 00:00:00' 2024-11-20 10:31:52,523 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7479.46', Informer = '7435.88', LSTM = '7455.09', iTransformer = '7449.45', TSMixer = '7465.52', TSMixerx = '7413.95', PatchTST = '7465.76', RNN = '7506.2', GRU = '7527.13', TCN = '7527.37', BiTCN = '7413.39', DilatedRNN = '7518.23', MLP = '7412.17', DLinear = '7521.26', NLinear = '7487.64', TFT = '7408.6', StemGNN = '7322.92', MLPMultivariate = '7468.34', TiDE = '7477.26', DeepNPTS = '7416.74', y = '7506.67' WHERE ds = '2024-04-12 00:00:00' 2024-11-20 10:31:52,526 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7472.32', Informer = '7395.35', LSTM = '7463.68', iTransformer = '7434.46', TSMixer = '7464.76', TSMixerx = '7388.03', PatchTST = '7470.02', RNN = '7506.19', GRU = '7537.05', TCN = '7531.6', BiTCN = '7428.35', DilatedRNN = '7524.9', MLP = '7414.0', DLinear = '7503.56', NLinear = '7498.12', TFT = '7387.92', StemGNN = '7327.57', MLPMultivariate = '7459.92', TiDE = '7479.79', DeepNPTS = '7412.79', y = '7482.5' WHERE ds = '2024-04-15 00:00:00' 2024-11-20 10:31:52,526 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7472.32', Informer = '7395.35', LSTM = '7463.68', iTransformer = '7434.46', TSMixer = '7464.76', TSMixerx = '7388.03', PatchTST = '7470.02', RNN = '7506.19', GRU = '7537.05', TCN = '7531.6', BiTCN = '7428.35', DilatedRNN = '7524.9', MLP = '7414.0', DLinear = '7503.56', NLinear = '7498.12', TFT = '7387.92', StemGNN = '7327.57', MLPMultivariate = '7459.92', TiDE = '7479.79', DeepNPTS = '7412.79', y = '7482.5' WHERE ds = '2024-04-15 00:00:00' 2024-11-20 10:31:52,527 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7445.28', Informer = '7384.64', LSTM = '7424.47', iTransformer = '7387.4', TSMixer = '7448.83', TSMixerx = '7379.28', PatchTST = '7438.86', RNN = '7474.01', GRU = '7498.57', TCN = '7514.49', BiTCN = '7421.47', DilatedRNN = '7486.23', MLP = '7387.0', DLinear = '7473.29', NLinear = '7463.03', TFT = '7381.95', StemGNN = '7330.04', MLPMultivariate = '7305.22', TiDE = '7465.68', DeepNPTS = '7344.09', y = '7495.0' WHERE ds = '2024-04-16 00:00:00' 2024-11-20 10:31:52,527 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7445.28', Informer = '7384.64', LSTM = '7424.47', iTransformer = '7387.4', TSMixer = '7448.83', TSMixerx = '7379.28', PatchTST = '7438.86', RNN = '7474.01', GRU = '7498.57', TCN = '7514.49', BiTCN = '7421.47', DilatedRNN = '7486.23', MLP = '7387.0', DLinear = '7473.29', NLinear = '7463.03', TFT = '7381.95', StemGNN = '7330.04', MLPMultivariate = '7305.22', TiDE = '7465.68', DeepNPTS = '7344.09', y = '7495.0' WHERE ds = '2024-04-16 00:00:00' 2024-11-20 10:31:52,530 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7446.2', Informer = '7378.36', LSTM = '7448.03', iTransformer = '7381.32', TSMixer = '7454.08', TSMixerx = '7369.86', PatchTST = '7440.14', RNN = '7500.86', GRU = '7526.87', TCN = '7516.48', BiTCN = '7420.73', DilatedRNN = '7502.13', MLP = '7377.72', DLinear = '7467.53', NLinear = '7480.13', TFT = '7386.93', StemGNN = '7332.3', MLPMultivariate = '7268.14', TiDE = '7470.71', DeepNPTS = '7356.98', y = '7497.5' WHERE ds = '2024-04-17 00:00:00' 2024-11-20 10:31:52,530 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7446.2', Informer = '7378.36', LSTM = '7448.03', iTransformer = '7381.32', TSMixer = '7454.08', TSMixerx = '7369.86', PatchTST = '7440.14', RNN = '7500.86', GRU = '7526.87', TCN = '7516.48', BiTCN = '7420.73', DilatedRNN = '7502.13', MLP = '7377.72', DLinear = '7467.53', NLinear = '7480.13', TFT = '7386.93', StemGNN = '7332.3', MLPMultivariate = '7268.14', TiDE = '7470.71', DeepNPTS = '7356.98', y = '7497.5' WHERE ds = '2024-04-17 00:00:00' 2024-11-20 10:31:52,532 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.83', Informer = '7363.61', LSTM = '7444.84', iTransformer = '7383.72', TSMixer = '7460.04', TSMixerx = '7373.79', PatchTST = '7419.24', RNN = '7500.61', GRU = '7521.25', TCN = '7508.95', BiTCN = '7418.34', DilatedRNN = '7495.19', MLP = '7396.12', DLinear = '7451.62', NLinear = '7494.75', TFT = '7389.4', StemGNN = '7335.15', MLPMultivariate = '7228.79', TiDE = '7474.29', DeepNPTS = '7391.17', y = '7497.5' WHERE ds = '2024-04-18 00:00:00' 2024-11-20 10:31:52,532 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.83', Informer = '7363.61', LSTM = '7444.84', iTransformer = '7383.72', TSMixer = '7460.04', TSMixerx = '7373.79', PatchTST = '7419.24', RNN = '7500.61', GRU = '7521.25', TCN = '7508.95', BiTCN = '7418.34', DilatedRNN = '7495.19', MLP = '7396.12', DLinear = '7451.62', NLinear = '7494.75', TFT = '7389.4', StemGNN = '7335.15', MLPMultivariate = '7228.79', TiDE = '7474.29', DeepNPTS = '7391.17', y = '7497.5' WHERE ds = '2024-04-18 00:00:00' 2024-11-20 10:31:52,535 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7469.48', Informer = '7391.86', LSTM = '7446.51', iTransformer = '7398.17', TSMixer = '7463.59', TSMixerx = '7377.7', PatchTST = '7399.12', RNN = '7494.52', GRU = '7524.0', TCN = '7505.1', BiTCN = '7416.04', DilatedRNN = '7489.72', MLP = '7404.43', DLinear = '7461.7', NLinear = '7489.8', TFT = '7391.95', StemGNN = '7339.46', MLPMultivariate = '7183.49', TiDE = '7469.89', DeepNPTS = '7418.57', y = '7527.5' WHERE ds = '2024-04-19 00:00:00' 2024-11-20 10:31:52,535 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7469.48', Informer = '7391.86', LSTM = '7446.51', iTransformer = '7398.17', TSMixer = '7463.59', TSMixerx = '7377.7', PatchTST = '7399.12', RNN = '7494.52', GRU = '7524.0', TCN = '7505.1', BiTCN = '7416.04', DilatedRNN = '7489.72', MLP = '7404.43', DLinear = '7461.7', NLinear = '7489.8', TFT = '7391.95', StemGNN = '7339.46', MLPMultivariate = '7183.49', TiDE = '7469.89', DeepNPTS = '7418.57', y = '7527.5' WHERE ds = '2024-04-19 00:00:00' 2024-11-20 10:31:52,537 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7496.98', Informer = '7406.58', LSTM = '7488.83', iTransformer = '7424.42', TSMixer = '7488.17', TSMixerx = '7396.38', PatchTST = '7437.13', RNN = '7540.59', GRU = '7567.34', TCN = '7522.83', BiTCN = '7419.43', DilatedRNN = '7523.84', MLP = '7447.05', DLinear = '7465.61', NLinear = '7533.4', TFT = '7406.44', StemGNN = '7344.58', MLPMultivariate = '7230.71', TiDE = '7495.75', DeepNPTS = '7421.88', y = '7527.5' WHERE ds = '2024-04-22 00:00:00' 2024-11-20 10:31:52,537 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7496.98', Informer = '7406.58', LSTM = '7488.83', iTransformer = '7424.42', TSMixer = '7488.17', TSMixerx = '7396.38', PatchTST = '7437.13', RNN = '7540.59', GRU = '7567.34', TCN = '7522.83', BiTCN = '7419.43', DilatedRNN = '7523.84', MLP = '7447.05', DLinear = '7465.61', NLinear = '7533.4', TFT = '7406.44', StemGNN = '7344.58', MLPMultivariate = '7230.71', TiDE = '7495.75', DeepNPTS = '7421.88', y = '7527.5' WHERE ds = '2024-04-22 00:00:00' 2024-11-20 10:31:52,539 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7500.82', Informer = '7452.72', LSTM = '7481.53', iTransformer = '7395.13', TSMixer = '7502.22', TSMixerx = '7423.83', PatchTST = '7450.05', RNN = '7529.01', GRU = '7554.42', TCN = '7525.62', BiTCN = '7422.18', DilatedRNN = '7519.67', MLP = '7474.19', DLinear = '7493.49', NLinear = '7518.56', TFT = '7409.24', StemGNN = '7349.08', MLPMultivariate = '7271.15', TiDE = '7508.02', DeepNPTS = '7407.19', y = '7510.0' WHERE ds = '2024-04-23 00:00:00' 2024-11-20 10:31:52,539 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7500.82', Informer = '7452.72', LSTM = '7481.53', iTransformer = '7395.13', TSMixer = '7502.22', TSMixerx = '7423.83', PatchTST = '7450.05', RNN = '7529.01', GRU = '7554.42', TCN = '7525.62', BiTCN = '7422.18', DilatedRNN = '7519.67', MLP = '7474.19', DLinear = '7493.49', NLinear = '7518.56', TFT = '7409.24', StemGNN = '7349.08', MLPMultivariate = '7271.15', TiDE = '7508.02', DeepNPTS = '7407.19', y = '7510.0' WHERE ds = '2024-04-23 00:00:00' 2024-11-20 10:31:52,542 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7497.27', Informer = '7500.77', LSTM = '7459.8', iTransformer = '7455.1', TSMixer = '7496.63', TSMixerx = '7431.4', PatchTST = '7476.97', RNN = '7509.26', GRU = '7532.07', TCN = '7519.69', BiTCN = '7425.21', DilatedRNN = '7500.56', MLP = '7480.36', DLinear = '7501.79', NLinear = '7492.2', TFT = '7399.97', StemGNN = '7354.25', MLPMultivariate = '7295.49', TiDE = '7501.93', DeepNPTS = '7410.32', y = '7487.5' WHERE ds = '2024-04-24 00:00:00' 2024-11-20 10:31:52,542 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7497.27', Informer = '7500.77', LSTM = '7459.8', iTransformer = '7455.1', TSMixer = '7496.63', TSMixerx = '7431.4', PatchTST = '7476.97', RNN = '7509.26', GRU = '7532.07', TCN = '7519.69', BiTCN = '7425.21', DilatedRNN = '7500.56', MLP = '7480.36', DLinear = '7501.79', NLinear = '7492.2', TFT = '7399.97', StemGNN = '7354.25', MLPMultivariate = '7295.49', TiDE = '7501.93', DeepNPTS = '7410.32', y = '7487.5' WHERE ds = '2024-04-24 00:00:00' 2024-11-20 10:31:52,544 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7494.2', Informer = '7521.97', LSTM = '7429.77', iTransformer = '7471.33', TSMixer = '7478.92', TSMixerx = '7441.51', PatchTST = '7488.24', RNN = '7489.95', GRU = '7505.15', TCN = '7494.85', BiTCN = '7433.35', DilatedRNN = '7474.95', MLP = '7478.76', DLinear = '7484.28', NLinear = '7477.99', TFT = '7392.8', StemGNN = '7358.79', MLPMultivariate = '7279.72', TiDE = '7481.18', DeepNPTS = '7420.67', y = '7487.5' WHERE ds = '2024-04-25 00:00:00' 2024-11-20 10:31:52,544 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7494.2', Informer = '7521.97', LSTM = '7429.77', iTransformer = '7471.33', TSMixer = '7478.92', TSMixerx = '7441.51', PatchTST = '7488.24', RNN = '7489.95', GRU = '7505.15', TCN = '7494.85', BiTCN = '7433.35', DilatedRNN = '7474.95', MLP = '7478.76', DLinear = '7484.28', NLinear = '7477.99', TFT = '7392.8', StemGNN = '7358.79', MLPMultivariate = '7279.72', TiDE = '7481.18', DeepNPTS = '7420.67', y = '7487.5' WHERE ds = '2024-04-25 00:00:00' 2024-11-20 10:31:52,546 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7487.55', Informer = '7493.94', LSTM = '7433.02', iTransformer = '7460.56', TSMixer = '7472.8', TSMixerx = '7448.11', PatchTST = '7513.83', RNN = '7482.12', GRU = '7512.5', TCN = '7489.62', BiTCN = '7445.96', DilatedRNN = '7481.97', MLP = '7489.84', DLinear = '7486.69', NLinear = '7476.71', TFT = '7395.86', StemGNN = '7361.77', MLPMultivariate = '7288.1', TiDE = '7477.9', DeepNPTS = '7450.74', y = '7502.5' WHERE ds = '2024-04-26 00:00:00' 2024-11-20 10:31:52,546 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7487.55', Informer = '7493.94', LSTM = '7433.02', iTransformer = '7460.56', TSMixer = '7472.8', TSMixerx = '7448.11', PatchTST = '7513.83', RNN = '7482.12', GRU = '7512.5', TCN = '7489.62', BiTCN = '7445.96', DilatedRNN = '7481.97', MLP = '7489.84', DLinear = '7486.69', NLinear = '7476.71', TFT = '7395.86', StemGNN = '7361.77', MLPMultivariate = '7288.1', TiDE = '7477.9', DeepNPTS = '7450.74', y = '7502.5' WHERE ds = '2024-04-26 00:00:00' 2024-11-20 10:31:52,548 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7492.31', Informer = '7527.77', LSTM = '7453.0', iTransformer = '7454.06', TSMixer = '7481.64', TSMixerx = '7470.31', PatchTST = '7526.84', RNN = '7501.31', GRU = '7531.63', TCN = '7497.66', BiTCN = '7466.42', DilatedRNN = '7499.28', MLP = '7485.05', DLinear = '7472.34', NLinear = '7496.09', TFT = '7403.69', StemGNN = '7365.99', MLPMultivariate = '7287.76', TiDE = '7486.34', DeepNPTS = '7491.89', y = '7527.5' WHERE ds = '2024-04-28 00:00:00' 2024-11-20 10:31:52,548 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7492.31', Informer = '7527.77', LSTM = '7453.0', iTransformer = '7454.06', TSMixer = '7481.64', TSMixerx = '7470.31', PatchTST = '7526.84', RNN = '7501.31', GRU = '7531.63', TCN = '7497.66', BiTCN = '7466.42', DilatedRNN = '7499.28', MLP = '7485.05', DLinear = '7472.34', NLinear = '7496.09', TFT = '7403.69', StemGNN = '7365.99', MLPMultivariate = '7287.76', TiDE = '7486.34', DeepNPTS = '7491.89', y = '7527.5' WHERE ds = '2024-04-28 00:00:00' 2024-11-20 10:31:52,550 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7498.57', Informer = '7548.47', LSTM = '7486.26', iTransformer = '7431.35', TSMixer = '7495.67', TSMixerx = '7531.22', PatchTST = '7528.19', RNN = '7533.16', GRU = '7564.23', TCN = '7521.28', BiTCN = '7480.11', DilatedRNN = '7535.52', MLP = '7457.69', DLinear = '7502.54', NLinear = '7512.45', TFT = '7415.22', StemGNN = '7369.91', MLPMultivariate = '7304.96', TiDE = '7503.48', DeepNPTS = '7512.67', y = '7537.5' WHERE ds = '2024-04-29 00:00:00' 2024-11-20 10:31:52,550 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7498.57', Informer = '7548.47', LSTM = '7486.26', iTransformer = '7431.35', TSMixer = '7495.67', TSMixerx = '7531.22', PatchTST = '7528.19', RNN = '7533.16', GRU = '7564.23', TCN = '7521.28', BiTCN = '7480.11', DilatedRNN = '7535.52', MLP = '7457.69', DLinear = '7502.54', NLinear = '7512.45', TFT = '7415.22', StemGNN = '7369.91', MLPMultivariate = '7304.96', TiDE = '7503.48', DeepNPTS = '7512.67', y = '7537.5' WHERE ds = '2024-04-29 00:00:00' 2024-11-20 10:31:52,553 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7495.75', Informer = '7592.61', LSTM = '7496.31', iTransformer = '7370.04', TSMixer = '7501.83', TSMixerx = '7521.1', PatchTST = '7525.03', RNN = '7545.76', GRU = '7570.16', TCN = '7542.07', BiTCN = '7482.28', DilatedRNN = '7551.96', MLP = '7438.24', DLinear = '7535.52', NLinear = '7529.03', TFT = '7422.59', StemGNN = '7374.53', MLPMultivariate = '7279.18', TiDE = '7509.82', DeepNPTS = '7520.88', y = '7532.5' WHERE ds = '2024-04-30 00:00:00' 2024-11-20 10:31:52,553 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7495.75', Informer = '7592.61', LSTM = '7496.31', iTransformer = '7370.04', TSMixer = '7501.83', TSMixerx = '7521.1', PatchTST = '7525.03', RNN = '7545.76', GRU = '7570.16', TCN = '7542.07', BiTCN = '7482.28', DilatedRNN = '7551.96', MLP = '7438.24', DLinear = '7535.52', NLinear = '7529.03', TFT = '7422.59', StemGNN = '7374.53', MLPMultivariate = '7279.18', TiDE = '7509.82', DeepNPTS = '7520.88', y = '7532.5' WHERE ds = '2024-04-30 00:00:00' 2024-11-20 10:31:52,555 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7486.98', Informer = '7575.81', LSTM = '7488.82', iTransformer = '7356.33', TSMixer = '7496.14', TSMixerx = '7475.81', PatchTST = '7510.93', RNN = '7539.36', GRU = '7560.82', TCN = '7539.02', BiTCN = '7472.66', DilatedRNN = '7538.92', MLP = '7425.33', DLinear = '7523.91', NLinear = '7531.51', TFT = '7425.09', StemGNN = '7380.07', MLPMultivariate = '7292.73', TiDE = '7510.87', DeepNPTS = '7504.35', y = '7502.5' WHERE ds = '2024-05-06 00:00:00' 2024-11-20 10:31:52,555 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7486.98', Informer = '7575.81', LSTM = '7488.82', iTransformer = '7356.33', TSMixer = '7496.14', TSMixerx = '7475.81', PatchTST = '7510.93', RNN = '7539.36', GRU = '7560.82', TCN = '7539.02', BiTCN = '7472.66', DilatedRNN = '7538.92', MLP = '7425.33', DLinear = '7523.91', NLinear = '7531.51', TFT = '7425.09', StemGNN = '7380.07', MLPMultivariate = '7292.73', TiDE = '7510.87', DeepNPTS = '7504.35', y = '7502.5' WHERE ds = '2024-05-06 00:00:00' 2024-11-20 10:31:52,558 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7459.47', Informer = '7522.92', LSTM = '7446.9', iTransformer = '7293.06', TSMixer = '7472.45', TSMixerx = '7416.02', PatchTST = '7473.61', RNN = '7500.68', GRU = '7517.77', TCN = '7513.82', BiTCN = '7461.0', DilatedRNN = '7495.62', MLP = '7401.71', DLinear = '7499.71', NLinear = '7493.95', TFT = '7423.25', StemGNN = '7385.97', MLPMultivariate = '7269.02', TiDE = '7482.75', DeepNPTS = '7427.8', y = '7475.0' WHERE ds = '2024-05-07 00:00:00' 2024-11-20 10:31:52,558 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7459.47', Informer = '7522.92', LSTM = '7446.9', iTransformer = '7293.06', TSMixer = '7472.45', TSMixerx = '7416.02', PatchTST = '7473.61', RNN = '7500.68', GRU = '7517.77', TCN = '7513.82', BiTCN = '7461.0', DilatedRNN = '7495.62', MLP = '7401.71', DLinear = '7499.71', NLinear = '7493.95', TFT = '7423.25', StemGNN = '7385.97', MLPMultivariate = '7269.02', TiDE = '7482.75', DeepNPTS = '7427.8', y = '7475.0' WHERE ds = '2024-05-07 00:00:00' 2024-11-20 10:31:52,560 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7452.1', Informer = '7498.92', LSTM = '7412.88', iTransformer = '7266.95', TSMixer = '7451.0', TSMixerx = '7393.7', PatchTST = '7456.99', RNN = '7466.12', GRU = '7491.15', TCN = '7492.59', BiTCN = '7451.26', DilatedRNN = '7466.67', MLP = '7400.62', DLinear = '7459.54', NLinear = '7476.41', TFT = '7422.86', StemGNN = '7391.94', MLPMultivariate = '7251.08', TiDE = '7457.2', DeepNPTS = '7413.32', y = '7512.5' WHERE ds = '2024-05-08 00:00:00' 2024-11-20 10:31:52,560 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7452.1', Informer = '7498.92', LSTM = '7412.88', iTransformer = '7266.95', TSMixer = '7451.0', TSMixerx = '7393.7', PatchTST = '7456.99', RNN = '7466.12', GRU = '7491.15', TCN = '7492.59', BiTCN = '7451.26', DilatedRNN = '7466.67', MLP = '7400.62', DLinear = '7459.54', NLinear = '7476.41', TFT = '7422.86', StemGNN = '7391.94', MLPMultivariate = '7251.08', TiDE = '7457.2', DeepNPTS = '7413.32', y = '7512.5' WHERE ds = '2024-05-08 00:00:00' 2024-11-20 10:31:52,562 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7507.17', Informer = '7481.83', LSTM = '7470.25', iTransformer = '7276.28', TSMixer = '7474.45', TSMixerx = '7402.05', PatchTST = '7487.83', RNN = '7516.03', GRU = '7551.66', TCN = '7514.2', BiTCN = '7457.1', DilatedRNN = '7515.92', MLP = '7427.3', DLinear = '7461.2', NLinear = '7499.92', TFT = '7434.42', StemGNN = '7398.46', MLPMultivariate = '7258.22', TiDE = '7479.38', DeepNPTS = '7489.75', y = '7505.0' WHERE ds = '2024-05-09 00:00:00' 2024-11-20 10:31:52,562 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7507.17', Informer = '7481.83', LSTM = '7470.25', iTransformer = '7276.28', TSMixer = '7474.45', TSMixerx = '7402.05', PatchTST = '7487.83', RNN = '7516.03', GRU = '7551.66', TCN = '7514.2', BiTCN = '7457.1', DilatedRNN = '7515.92', MLP = '7427.3', DLinear = '7461.2', NLinear = '7499.92', TFT = '7434.42', StemGNN = '7398.46', MLPMultivariate = '7258.22', TiDE = '7479.38', DeepNPTS = '7489.75', y = '7505.0' WHERE ds = '2024-05-09 00:00:00' 2024-11-20 10:31:52,563 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7513.2', Informer = '7490.87', LSTM = '7449.28', iTransformer = '7300.66', TSMixer = '7485.6', TSMixerx = '7421.4', PatchTST = '7469.69', RNN = '7498.91', GRU = '7523.2', TCN = '7512.77', BiTCN = '7449.59', DilatedRNN = '7501.96', MLP = '7431.21', DLinear = '7468.93', NLinear = '7501.23', TFT = '7437.45', StemGNN = '7405.6', MLPMultivariate = '7252.87', TiDE = '7475.75', DeepNPTS = '7494.29', y = '7477.5' WHERE ds = '2024-05-10 00:00:00' 2024-11-20 10:31:52,563 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7513.2', Informer = '7490.87', LSTM = '7449.28', iTransformer = '7300.66', TSMixer = '7485.6', TSMixerx = '7421.4', PatchTST = '7469.69', RNN = '7498.91', GRU = '7523.2', TCN = '7512.77', BiTCN = '7449.59', DilatedRNN = '7501.96', MLP = '7431.21', DLinear = '7468.93', NLinear = '7501.23', TFT = '7437.45', StemGNN = '7405.6', MLPMultivariate = '7252.87', TiDE = '7475.75', DeepNPTS = '7494.29', y = '7477.5' WHERE ds = '2024-05-10 00:00:00' 2024-11-20 10:31:52,567 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7483.99', Informer = '7472.65', LSTM = '7416.67', iTransformer = '7318.22', TSMixer = '7474.62', TSMixerx = '7444.24', PatchTST = '7451.12', RNN = '7474.21', GRU = '7495.17', TCN = '7500.56', BiTCN = '7435.79', DilatedRNN = '7469.77', MLP = '7434.19', DLinear = '7468.85', NLinear = '7475.62', TFT = '7438.88', StemGNN = '7412.61', MLPMultivariate = '7258.36', TiDE = '7463.97', DeepNPTS = '7463.24', y = '7475.0' WHERE ds = '2024-05-11 00:00:00' 2024-11-20 10:31:52,567 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7483.99', Informer = '7472.65', LSTM = '7416.67', iTransformer = '7318.22', TSMixer = '7474.62', TSMixerx = '7444.24', PatchTST = '7451.12', RNN = '7474.21', GRU = '7495.17', TCN = '7500.56', BiTCN = '7435.79', DilatedRNN = '7469.77', MLP = '7434.19', DLinear = '7468.85', NLinear = '7475.62', TFT = '7438.88', StemGNN = '7412.61', MLPMultivariate = '7258.36', TiDE = '7463.97', DeepNPTS = '7463.24', y = '7475.0' WHERE ds = '2024-05-11 00:00:00' 2024-11-20 10:31:52,570 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7492.02', Informer = '7469.96', LSTM = '7417.52', iTransformer = '7332.23', TSMixer = '7473.29', TSMixerx = '7459.2', PatchTST = '7460.44', RNN = '7485.61', GRU = '7499.11', TCN = '7486.36', BiTCN = '7435.56', DilatedRNN = '7462.95', MLP = '7449.81', DLinear = '7487.18', NLinear = '7477.07', TFT = '7448.36', StemGNN = '7419.8', MLPMultivariate = '7278.9', TiDE = '7470.81', DeepNPTS = '7462.39', y = '7485.0' WHERE ds = '2024-05-13 00:00:00' 2024-11-20 10:31:52,570 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7492.02', Informer = '7469.96', LSTM = '7417.52', iTransformer = '7332.23', TSMixer = '7473.29', TSMixerx = '7459.2', PatchTST = '7460.44', RNN = '7485.61', GRU = '7499.11', TCN = '7486.36', BiTCN = '7435.56', DilatedRNN = '7462.95', MLP = '7449.81', DLinear = '7487.18', NLinear = '7477.07', TFT = '7448.36', StemGNN = '7419.8', MLPMultivariate = '7278.9', TiDE = '7470.81', DeepNPTS = '7462.39', y = '7485.0' WHERE ds = '2024-05-13 00:00:00' 2024-11-20 10:31:52,572 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7485.84', Informer = '7471.29', LSTM = '7430.62', iTransformer = '7342.64', TSMixer = '7479.87', TSMixerx = '7489.41', PatchTST = '7462.96', RNN = '7479.66', GRU = '7511.71', TCN = '7483.63', BiTCN = '7457.97', DilatedRNN = '7468.02', MLP = '7482.82', DLinear = '7489.58', NLinear = '7495.8', TFT = '7450.75', StemGNN = '7428.02', MLPMultivariate = '7325.6', TiDE = '7475.31', DeepNPTS = '7470.97', y = '7507.5' WHERE ds = '2024-05-14 00:00:00' 2024-11-20 10:31:52,572 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7485.84', Informer = '7471.29', LSTM = '7430.62', iTransformer = '7342.64', TSMixer = '7479.87', TSMixerx = '7489.41', PatchTST = '7462.96', RNN = '7479.66', GRU = '7511.71', TCN = '7483.63', BiTCN = '7457.97', DilatedRNN = '7468.02', MLP = '7482.82', DLinear = '7489.58', NLinear = '7495.8', TFT = '7450.75', StemGNN = '7428.02', MLPMultivariate = '7325.6', TiDE = '7475.31', DeepNPTS = '7470.97', y = '7507.5' WHERE ds = '2024-05-14 00:00:00' 2024-11-20 10:31:52,574 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7494.66', Informer = '7527.76', LSTM = '7462.12', iTransformer = '7357.79', TSMixer = '7498.05', TSMixerx = '7496.8', PatchTST = '7487.66', RNN = '7508.05', GRU = '7541.39', TCN = '7503.29', BiTCN = '7486.74', DilatedRNN = '7493.37', MLP = '7518.69', DLinear = '7500.46', NLinear = '7501.49', TFT = '7471.96', StemGNN = '7432.85', MLPMultivariate = '7329.11', TiDE = '7495.48', DeepNPTS = '7474.04', y = '7510.0' WHERE ds = '2024-05-15 00:00:00' 2024-11-20 10:31:52,574 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7494.66', Informer = '7527.76', LSTM = '7462.12', iTransformer = '7357.79', TSMixer = '7498.05', TSMixerx = '7496.8', PatchTST = '7487.66', RNN = '7508.05', GRU = '7541.39', TCN = '7503.29', BiTCN = '7486.74', DilatedRNN = '7493.37', MLP = '7518.69', DLinear = '7500.46', NLinear = '7501.49', TFT = '7471.96', StemGNN = '7432.85', MLPMultivariate = '7329.11', TiDE = '7495.48', DeepNPTS = '7474.04', y = '7510.0' WHERE ds = '2024-05-15 00:00:00' 2024-11-20 10:31:52,576 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7486.32', Informer = '7547.16', LSTM = '7461.93', iTransformer = '7375.92', TSMixer = '7505.98', TSMixerx = '7500.59', PatchTST = '7506.94', RNN = '7517.17', GRU = '7536.9', TCN = '7516.66', BiTCN = '7504.73', DilatedRNN = '7500.54', MLP = '7524.96', DLinear = '7515.96', NLinear = '7497.25', TFT = '7475.93', StemGNN = '7436.31', MLPMultivariate = '7369.26', TiDE = '7509.39', DeepNPTS = '7487.81', y = '7525.0' WHERE ds = '2024-05-16 00:00:00' 2024-11-20 10:31:52,576 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7486.32', Informer = '7547.16', LSTM = '7461.93', iTransformer = '7375.92', TSMixer = '7505.98', TSMixerx = '7500.59', PatchTST = '7506.94', RNN = '7517.17', GRU = '7536.9', TCN = '7516.66', BiTCN = '7504.73', DilatedRNN = '7500.54', MLP = '7524.96', DLinear = '7515.96', NLinear = '7497.25', TFT = '7475.93', StemGNN = '7436.31', MLPMultivariate = '7369.26', TiDE = '7509.39', DeepNPTS = '7487.81', y = '7525.0' WHERE ds = '2024-05-16 00:00:00' 2024-11-20 10:31:52,578 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7495.27', Informer = '7547.66', LSTM = '7484.75', iTransformer = '7363.66', TSMixer = '7512.85', TSMixerx = '7512.16', PatchTST = '7527.19', RNN = '7534.39', GRU = '7561.08', TCN = '7537.95', BiTCN = '7517.79', DilatedRNN = '7529.81', MLP = '7511.87', DLinear = '7526.4', NLinear = '7519.39', TFT = '7487.89', StemGNN = '7438.31', MLPMultivariate = '7337.0', TiDE = '7520.01', DeepNPTS = '7495.98', y = '7587.5' WHERE ds = '2024-05-17 00:00:00' 2024-11-20 10:31:52,578 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7495.27', Informer = '7547.66', LSTM = '7484.75', iTransformer = '7363.66', TSMixer = '7512.85', TSMixerx = '7512.16', PatchTST = '7527.19', RNN = '7534.39', GRU = '7561.08', TCN = '7537.95', BiTCN = '7517.79', DilatedRNN = '7529.81', MLP = '7511.87', DLinear = '7526.4', NLinear = '7519.39', TFT = '7487.89', StemGNN = '7438.31', MLPMultivariate = '7337.0', TiDE = '7520.01', DeepNPTS = '7495.98', y = '7587.5' WHERE ds = '2024-05-17 00:00:00' 2024-11-20 10:31:52,580 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7560.91', Informer = '7627.52', LSTM = '7571.38', iTransformer = '7382.25', TSMixer = '7551.36', TSMixerx = '7540.14', PatchTST = '7599.44', RNN = '7615.53', GRU = '7644.78', TCN = '7640.54', BiTCN = '7541.9', DilatedRNN = '7609.56', MLP = '7537.17', DLinear = '7538.88', NLinear = '7591.33', TFT = '7608.87', StemGNN = '7440.06', MLPMultivariate = '7344.79', TiDE = '7572.66', DeepNPTS = '7580.6', y = '7670.0' WHERE ds = '2024-05-20 00:00:00' 2024-11-20 10:31:52,580 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7560.91', Informer = '7627.52', LSTM = '7571.38', iTransformer = '7382.25', TSMixer = '7551.36', TSMixerx = '7540.14', PatchTST = '7599.44', RNN = '7615.53', GRU = '7644.78', TCN = '7640.54', BiTCN = '7541.9', DilatedRNN = '7609.56', MLP = '7537.17', DLinear = '7538.88', NLinear = '7591.33', TFT = '7608.87', StemGNN = '7440.06', MLPMultivariate = '7344.79', TiDE = '7572.66', DeepNPTS = '7580.6', y = '7670.0' WHERE ds = '2024-05-20 00:00:00' 2024-11-20 10:31:52,582 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7658.46', Informer = '7702.18', LSTM = '7684.89', iTransformer = '7412.29', TSMixer = '7615.56', TSMixerx = '7572.75', PatchTST = '7679.05', RNN = '7723.06', GRU = '7740.26', TCN = '7767.59', BiTCN = '7554.82', DilatedRNN = '7719.04', MLP = '7600.38', DLinear = '7599.58', NLinear = '7671.84', TFT = '7656.84', StemGNN = '7442.83', MLPMultivariate = '7387.49', TiDE = '7645.65', DeepNPTS = '7667.59', y = '7677.5' WHERE ds = '2024-05-21 00:00:00' 2024-11-20 10:31:52,582 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7658.46', Informer = '7702.18', LSTM = '7684.89', iTransformer = '7412.29', TSMixer = '7615.56', TSMixerx = '7572.75', PatchTST = '7679.05', RNN = '7723.06', GRU = '7740.26', TCN = '7767.59', BiTCN = '7554.82', DilatedRNN = '7719.04', MLP = '7600.38', DLinear = '7599.58', NLinear = '7671.84', TFT = '7656.84', StemGNN = '7442.83', MLPMultivariate = '7387.49', TiDE = '7645.65', DeepNPTS = '7667.59', y = '7677.5' WHERE ds = '2024-05-21 00:00:00' 2024-11-20 10:31:52,586 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7658.66', Informer = '7694.97', LSTM = '7674.66', iTransformer = '7429.14', TSMixer = '7638.08', TSMixerx = '7568.24', PatchTST = '7632.54', RNN = '7712.51', GRU = '7717.9', TCN = '7771.7', BiTCN = '7542.16', DilatedRNN = '7724.91', MLP = '7588.67', DLinear = '7629.96', NLinear = '7679.33', TFT = '7656.76', StemGNN = '7446.85', MLPMultivariate = '7412.06', TiDE = '7659.85', DeepNPTS = '7672.34', y = '7677.5' WHERE ds = '2024-05-22 00:00:00' 2024-11-20 10:31:52,586 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7658.66', Informer = '7694.97', LSTM = '7674.66', iTransformer = '7429.14', TSMixer = '7638.08', TSMixerx = '7568.24', PatchTST = '7632.54', RNN = '7712.51', GRU = '7717.9', TCN = '7771.7', BiTCN = '7542.16', DilatedRNN = '7724.91', MLP = '7588.67', DLinear = '7629.96', NLinear = '7679.33', TFT = '7656.76', StemGNN = '7446.85', MLPMultivariate = '7412.06', TiDE = '7659.85', DeepNPTS = '7672.34', y = '7677.5' WHERE ds = '2024-05-22 00:00:00' 2024-11-20 10:31:52,588 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7642.4', Informer = '7676.73', LSTM = '7676.06', iTransformer = '7435.77', TSMixer = '7634.23', TSMixerx = '7552.03', PatchTST = '7612.69', RNN = '7712.66', GRU = '7718.55', TCN = '7767.44', BiTCN = '7536.28', DilatedRNN = '7722.24', MLP = '7566.67', DLinear = '7651.84', NLinear = '7671.41', TFT = '7581.26', StemGNN = '7452.62', MLPMultivariate = '7439.62', TiDE = '7656.34', DeepNPTS = '7653.24', y = '7645.0' WHERE ds = '2024-05-23 00:00:00' 2024-11-20 10:31:52,588 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7642.4', Informer = '7676.73', LSTM = '7676.06', iTransformer = '7435.77', TSMixer = '7634.23', TSMixerx = '7552.03', PatchTST = '7612.69', RNN = '7712.66', GRU = '7718.55', TCN = '7767.44', BiTCN = '7536.28', DilatedRNN = '7722.24', MLP = '7566.67', DLinear = '7651.84', NLinear = '7671.41', TFT = '7581.26', StemGNN = '7452.62', MLPMultivariate = '7439.62', TiDE = '7656.34', DeepNPTS = '7653.24', y = '7645.0' WHERE ds = '2024-05-23 00:00:00' 2024-11-20 10:31:52,590 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7609.85', Informer = '7677.56', LSTM = '7617.06', iTransformer = '7413.75', TSMixer = '7605.9', TSMixerx = '7513.65', PatchTST = '7579.41', RNN = '7654.46', GRU = '7660.86', TCN = '7738.27', BiTCN = '7534.54', DilatedRNN = '7674.64', MLP = '7539.22', DLinear = '7650.42', NLinear = '7640.53', TFT = '7529.25', StemGNN = '7459.19', MLPMultivariate = '7459.08', TiDE = '7620.13', DeepNPTS = '7598.74', y = '7630.0' WHERE ds = '2024-05-24 00:00:00' 2024-11-20 10:31:52,590 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7609.85', Informer = '7677.56', LSTM = '7617.06', iTransformer = '7413.75', TSMixer = '7605.9', TSMixerx = '7513.65', PatchTST = '7579.41', RNN = '7654.46', GRU = '7660.86', TCN = '7738.27', BiTCN = '7534.54', DilatedRNN = '7674.64', MLP = '7539.22', DLinear = '7650.42', NLinear = '7640.53', TFT = '7529.25', StemGNN = '7459.19', MLPMultivariate = '7459.08', TiDE = '7620.13', DeepNPTS = '7598.74', y = '7630.0' WHERE ds = '2024-05-24 00:00:00' 2024-11-20 10:31:52,592 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7602.61', Informer = '7604.74', LSTM = '7602.11', iTransformer = '7442.68', TSMixer = '7591.02', TSMixerx = '7509.58', PatchTST = '7585.75', RNN = '7619.81', GRU = '7655.25', TCN = '7679.82', BiTCN = '7535.6', DilatedRNN = '7648.6', MLP = '7529.26', DLinear = '7610.52', NLinear = '7622.08', TFT = '7536.4', StemGNN = '7467.0', MLPMultivariate = '7448.39', TiDE = '7606.81', DeepNPTS = '7607.49', y = '7650.0' WHERE ds = '2024-05-27 00:00:00' 2024-11-20 10:31:52,592 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7602.61', Informer = '7604.74', LSTM = '7602.11', iTransformer = '7442.68', TSMixer = '7591.02', TSMixerx = '7509.58', PatchTST = '7585.75', RNN = '7619.81', GRU = '7655.25', TCN = '7679.82', BiTCN = '7535.6', DilatedRNN = '7648.6', MLP = '7529.26', DLinear = '7610.52', NLinear = '7622.08', TFT = '7536.4', StemGNN = '7467.0', MLPMultivariate = '7448.39', TiDE = '7606.81', DeepNPTS = '7607.49', y = '7650.0' WHERE ds = '2024-05-27 00:00:00' 2024-11-20 10:31:52,594 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7621.53', Informer = '7579.11', LSTM = '7632.67', iTransformer = '7460.22', TSMixer = '7604.76', TSMixerx = '7536.8', PatchTST = '7604.37', RNN = '7666.65', GRU = '7688.61', TCN = '7713.19', BiTCN = '7536.61', DilatedRNN = '7676.49', MLP = '7535.3', DLinear = '7602.96', NLinear = '7628.69', TFT = '7561.36', StemGNN = '7475.23', MLPMultivariate = '7472.05', TiDE = '7623.2', DeepNPTS = '7637.36', y = '7690.0' WHERE ds = '2024-05-28 00:00:00' 2024-11-20 10:31:52,594 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7621.53', Informer = '7579.11', LSTM = '7632.67', iTransformer = '7460.22', TSMixer = '7604.76', TSMixerx = '7536.8', PatchTST = '7604.37', RNN = '7666.65', GRU = '7688.61', TCN = '7713.19', BiTCN = '7536.61', DilatedRNN = '7676.49', MLP = '7535.3', DLinear = '7602.96', NLinear = '7628.69', TFT = '7561.36', StemGNN = '7475.23', MLPMultivariate = '7472.05', TiDE = '7623.2', DeepNPTS = '7637.36', y = '7690.0' WHERE ds = '2024-05-28 00:00:00' 2024-11-20 10:31:52,597 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.31', Informer = '7564.95', LSTM = '7690.2', iTransformer = '7542.13', TSMixer = '7642.38', TSMixerx = '7556.52', PatchTST = '7635.98', RNN = '7722.5', GRU = '7740.62', TCN = '7758.82', BiTCN = '7553.88', DilatedRNN = '7726.35', MLP = '7564.89', DLinear = '7633.76', NLinear = '7662.29', TFT = '7584.71', StemGNN = '7483.88', MLPMultivariate = '7537.41', TiDE = '7655.15', DeepNPTS = '7643.97', y = '7690.0' WHERE ds = '2024-05-29 00:00:00' 2024-11-20 10:31:52,597 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.31', Informer = '7564.95', LSTM = '7690.2', iTransformer = '7542.13', TSMixer = '7642.38', TSMixerx = '7556.52', PatchTST = '7635.98', RNN = '7722.5', GRU = '7740.62', TCN = '7758.82', BiTCN = '7553.88', DilatedRNN = '7726.35', MLP = '7564.89', DLinear = '7633.76', NLinear = '7662.29', TFT = '7584.71', StemGNN = '7483.88', MLPMultivariate = '7537.41', TiDE = '7655.15', DeepNPTS = '7643.97', y = '7690.0' WHERE ds = '2024-05-29 00:00:00' 2024-11-20 10:31:52,599 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7659.5', Informer = '7553.99', LSTM = '7679.95', iTransformer = '7592.99', TSMixer = '7652.8', TSMixerx = '7541.2', PatchTST = '7625.44', RNN = '7716.96', GRU = '7723.41', TCN = '7779.81', BiTCN = '7572.33', DilatedRNN = '7718.33', MLP = '7566.44', DLinear = '7647.5', NLinear = '7675.07', TFT = '7605.57', StemGNN = '7492.21', MLPMultivariate = '7596.18', TiDE = '7666.5', DeepNPTS = '7566.29', y = '7716.67' WHERE ds = '2024-05-30 00:00:00' 2024-11-20 10:31:52,599 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7659.5', Informer = '7553.99', LSTM = '7679.95', iTransformer = '7592.99', TSMixer = '7652.8', TSMixerx = '7541.2', PatchTST = '7625.44', RNN = '7716.96', GRU = '7723.41', TCN = '7779.81', BiTCN = '7572.33', DilatedRNN = '7718.33', MLP = '7566.44', DLinear = '7647.5', NLinear = '7675.07', TFT = '7605.57', StemGNN = '7492.21', MLPMultivariate = '7596.18', TiDE = '7666.5', DeepNPTS = '7566.29', y = '7716.67' WHERE ds = '2024-05-30 00:00:00' 2024-11-20 10:31:52,602 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.04', Informer = '7592.94', LSTM = '7721.02', iTransformer = '7620.88', TSMixer = '7669.84', TSMixerx = '7558.63', PatchTST = '7640.45', RNN = '7755.05', GRU = '7767.45', TCN = '7825.41', BiTCN = '7589.97', DilatedRNN = '7745.55', MLP = '7604.26', DLinear = '7679.07', NLinear = '7714.9', TFT = '7641.48', StemGNN = '7499.87', MLPMultivariate = '7620.5', TiDE = '7694.39', DeepNPTS = '7561.95', y = '7740.0' WHERE ds = '2024-05-31 00:00:00' 2024-11-20 10:31:52,602 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.04', Informer = '7592.94', LSTM = '7721.02', iTransformer = '7620.88', TSMixer = '7669.84', TSMixerx = '7558.63', PatchTST = '7640.45', RNN = '7755.05', GRU = '7767.45', TCN = '7825.41', BiTCN = '7589.97', DilatedRNN = '7745.55', MLP = '7604.26', DLinear = '7679.07', NLinear = '7714.9', TFT = '7641.48', StemGNN = '7499.87', MLPMultivariate = '7620.5', TiDE = '7694.39', DeepNPTS = '7561.95', y = '7740.0' WHERE ds = '2024-05-31 00:00:00' 2024-11-20 10:31:52,604 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7690.19', Informer = '7602.5', LSTM = '7744.59', iTransformer = '7643.27', TSMixer = '7692.21', TSMixerx = '7576.14', PatchTST = '7643.83', RNN = '7774.9', GRU = '7783.75', TCN = '7838.53', BiTCN = '7598.89', DilatedRNN = '7768.8', MLP = '7652.97', DLinear = '7688.61', NLinear = '7744.76', TFT = '7658.11', StemGNN = '7507.05', MLPMultivariate = '7660.01', TiDE = '7713.29', DeepNPTS = '7635.55', y = '7720.0' WHERE ds = '2024-06-03 00:00:00' 2024-11-20 10:31:52,604 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7690.19', Informer = '7602.5', LSTM = '7744.59', iTransformer = '7643.27', TSMixer = '7692.21', TSMixerx = '7576.14', PatchTST = '7643.83', RNN = '7774.9', GRU = '7783.75', TCN = '7838.53', BiTCN = '7598.89', DilatedRNN = '7768.8', MLP = '7652.97', DLinear = '7688.61', NLinear = '7744.76', TFT = '7658.11', StemGNN = '7507.05', MLPMultivariate = '7660.01', TiDE = '7713.29', DeepNPTS = '7635.55', y = '7720.0' WHERE ds = '2024-06-03 00:00:00' 2024-11-20 10:31:52,606 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7676.58', Informer = '7604.72', LSTM = '7709.75', iTransformer = '7625.74', TSMixer = '7686.42', TSMixerx = '7586.88', PatchTST = '7633.54', RNN = '7732.22', GRU = '7745.49', TCN = '7822.4', BiTCN = '7601.66', DilatedRNN = '7739.83', MLP = '7638.93', DLinear = '7670.32', NLinear = '7704.17', TFT = '7640.85', StemGNN = '7512.9', MLPMultivariate = '7624.79', TiDE = '7702.71', DeepNPTS = '7650.31', y = '7650.0' WHERE ds = '2024-06-04 00:00:00' 2024-11-20 10:31:52,606 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7676.58', Informer = '7604.72', LSTM = '7709.75', iTransformer = '7625.74', TSMixer = '7686.42', TSMixerx = '7586.88', PatchTST = '7633.54', RNN = '7732.22', GRU = '7745.49', TCN = '7822.4', BiTCN = '7601.66', DilatedRNN = '7739.83', MLP = '7638.93', DLinear = '7670.32', NLinear = '7704.17', TFT = '7640.85', StemGNN = '7512.9', MLPMultivariate = '7624.79', TiDE = '7702.71', DeepNPTS = '7650.31', y = '7650.0' WHERE ds = '2024-06-04 00:00:00' 2024-11-20 10:31:52,609 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.42', Informer = '7585.56', LSTM = '7608.16', iTransformer = '7521.1', TSMixer = '7636.97', TSMixerx = '7592.04', PatchTST = '7619.76', RNN = '7642.54', GRU = '7645.94', TCN = '7710.69', BiTCN = '7592.1', DilatedRNN = '7655.94', MLP = '7600.55', DLinear = '7656.55', NLinear = '7622.66', TFT = '7582.8', StemGNN = '7516.58', MLPMultivariate = '7580.1', TiDE = '7640.7', DeepNPTS = '7558.49', y = '7620.0' WHERE ds = '2024-06-05 00:00:00' 2024-11-20 10:31:52,609 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.42', Informer = '7585.56', LSTM = '7608.16', iTransformer = '7521.1', TSMixer = '7636.97', TSMixerx = '7592.04', PatchTST = '7619.76', RNN = '7642.54', GRU = '7645.94', TCN = '7710.69', BiTCN = '7592.1', DilatedRNN = '7655.94', MLP = '7600.55', DLinear = '7656.55', NLinear = '7622.66', TFT = '7582.8', StemGNN = '7516.58', MLPMultivariate = '7580.1', TiDE = '7640.7', DeepNPTS = '7558.49', y = '7620.0' WHERE ds = '2024-06-05 00:00:00' 2024-11-20 10:31:52,611 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7627.55', Informer = '7601.65', LSTM = '7581.97', iTransformer = '7498.69', TSMixer = '7602.71', TSMixerx = '7600.4', PatchTST = '7617.53', RNN = '7613.13', GRU = '7635.79', TCN = '7570.58', BiTCN = '7579.57', DilatedRNN = '7631.12', MLP = '7591.91', DLinear = '7629.57', NLinear = '7600.04', TFT = '7577.28', StemGNN = '7519.33', MLPMultivariate = '7549.89', TiDE = '7594.44', DeepNPTS = '7584.87', y = '7600.0' WHERE ds = '2024-06-06 00:00:00' 2024-11-20 10:31:52,611 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7627.55', Informer = '7601.65', LSTM = '7581.97', iTransformer = '7498.69', TSMixer = '7602.71', TSMixerx = '7600.4', PatchTST = '7617.53', RNN = '7613.13', GRU = '7635.79', TCN = '7570.58', BiTCN = '7579.57', DilatedRNN = '7631.12', MLP = '7591.91', DLinear = '7629.57', NLinear = '7600.04', TFT = '7577.28', StemGNN = '7519.33', MLPMultivariate = '7549.89', TiDE = '7594.44', DeepNPTS = '7584.87', y = '7600.0' WHERE ds = '2024-06-06 00:00:00' 2024-11-20 10:31:52,613 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7620.12', Informer = '7576.07', LSTM = '7555.8', iTransformer = '7496.98', TSMixer = '7587.86', TSMixerx = '7584.3', PatchTST = '7616.1', RNN = '7584.17', GRU = '7614.55', TCN = '7535.23', BiTCN = '7568.33', DilatedRNN = '7605.75', MLP = '7595.99', DLinear = '7578.05', NLinear = '7587.0', TFT = '7574.39', StemGNN = '7522.1', MLPMultivariate = '7512.69', TiDE = '7578.68', DeepNPTS = '7597.59', y = '7606.67' WHERE ds = '2024-06-07 00:00:00' 2024-11-20 10:31:52,613 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7620.12', Informer = '7576.07', LSTM = '7555.8', iTransformer = '7496.98', TSMixer = '7587.86', TSMixerx = '7584.3', PatchTST = '7616.1', RNN = '7584.17', GRU = '7614.55', TCN = '7535.23', BiTCN = '7568.33', DilatedRNN = '7605.75', MLP = '7595.99', DLinear = '7578.05', NLinear = '7587.0', TFT = '7574.39', StemGNN = '7522.1', MLPMultivariate = '7512.69', TiDE = '7578.68', DeepNPTS = '7597.59', y = '7606.67' WHERE ds = '2024-06-07 00:00:00' 2024-11-20 10:31:52,615 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7615.42', Informer = '7561.42', LSTM = '7572.2', iTransformer = '7494.23', TSMixer = '7592.89', TSMixerx = '7608.43', PatchTST = '7623.98', RNN = '7598.93', GRU = '7636.73', TCN = '7560.02', BiTCN = '7573.55', DilatedRNN = '7615.37', MLP = '7596.81', DLinear = '7575.98', NLinear = '7597.5', TFT = '7578.83', StemGNN = '7525.05', MLPMultivariate = '7527.02', TiDE = '7589.47', DeepNPTS = '7608.48', y = '7620.0' WHERE ds = '2024-06-11 00:00:00' 2024-11-20 10:31:52,615 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7615.42', Informer = '7561.42', LSTM = '7572.2', iTransformer = '7494.23', TSMixer = '7592.89', TSMixerx = '7608.43', PatchTST = '7623.98', RNN = '7598.93', GRU = '7636.73', TCN = '7560.02', BiTCN = '7573.55', DilatedRNN = '7615.37', MLP = '7596.81', DLinear = '7575.98', NLinear = '7597.5', TFT = '7578.83', StemGNN = '7525.05', MLPMultivariate = '7527.02', TiDE = '7589.47', DeepNPTS = '7608.48', y = '7620.0' WHERE ds = '2024-06-11 00:00:00' 2024-11-20 10:31:52,619 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7611.62', Informer = '7553.93', LSTM = '7591.31', iTransformer = '7496.85', TSMixer = '7606.43', TSMixerx = '7639.72', PatchTST = '7624.18', RNN = '7636.33', GRU = '7654.1', TCN = '7637.44', BiTCN = '7589.62', DilatedRNN = '7633.55', MLP = '7569.36', DLinear = '7605.97', NLinear = '7609.05', TFT = '7591.22', StemGNN = '7527.96', MLPMultivariate = '7539.77', TiDE = '7601.45', DeepNPTS = '7616.41', y = '7673.33' WHERE ds = '2024-06-12 00:00:00' 2024-11-20 10:31:52,619 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7611.62', Informer = '7553.93', LSTM = '7591.31', iTransformer = '7496.85', TSMixer = '7606.43', TSMixerx = '7639.72', PatchTST = '7624.18', RNN = '7636.33', GRU = '7654.1', TCN = '7637.44', BiTCN = '7589.62', DilatedRNN = '7633.55', MLP = '7569.36', DLinear = '7605.97', NLinear = '7609.05', TFT = '7591.22', StemGNN = '7527.96', MLPMultivariate = '7539.77', TiDE = '7601.45', DeepNPTS = '7616.41', y = '7673.33' WHERE ds = '2024-06-12 00:00:00' 2024-11-20 10:31:52,621 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7655.61', Informer = '7603.46', LSTM = '7674.73', iTransformer = '7519.39', TSMixer = '7641.07', TSMixerx = '7638.81', PatchTST = '7672.45', RNN = '7713.7', GRU = '7731.49', TCN = '7805.59', BiTCN = '7621.73', DilatedRNN = '7705.76', MLP = '7603.03', DLinear = '7659.96', NLinear = '7673.02', TFT = '7621.81', StemGNN = '7532.56', MLPMultivariate = '7584.4', TiDE = '7645.12', DeepNPTS = '7648.14', y = '7690.0' WHERE ds = '2024-06-13 00:00:00' 2024-11-20 10:31:52,621 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7655.61', Informer = '7603.46', LSTM = '7674.73', iTransformer = '7519.39', TSMixer = '7641.07', TSMixerx = '7638.81', PatchTST = '7672.45', RNN = '7713.7', GRU = '7731.49', TCN = '7805.59', BiTCN = '7621.73', DilatedRNN = '7705.76', MLP = '7603.03', DLinear = '7659.96', NLinear = '7673.02', TFT = '7621.81', StemGNN = '7532.56', MLPMultivariate = '7584.4', TiDE = '7645.12', DeepNPTS = '7648.14', y = '7690.0' WHERE ds = '2024-06-13 00:00:00' 2024-11-20 10:31:52,623 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7662.58', Informer = '7670.16', LSTM = '7685.94', iTransformer = '7575.84', TSMixer = '7660.44', TSMixerx = '7647.96', PatchTST = '7682.6', RNN = '7725.29', GRU = '7731.85', TCN = '7828.61', BiTCN = '7646.61', DilatedRNN = '7720.59', MLP = '7639.52', DLinear = '7679.22', NLinear = '7692.25', TFT = '7660.54', StemGNN = '7536.97', MLPMultivariate = '7625.65', TiDE = '7665.64', DeepNPTS = '7660.87', y = '7690.0' WHERE ds = '2024-06-14 00:00:00' 2024-11-20 10:31:52,623 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7662.58', Informer = '7670.16', LSTM = '7685.94', iTransformer = '7575.84', TSMixer = '7660.44', TSMixerx = '7647.96', PatchTST = '7682.6', RNN = '7725.29', GRU = '7731.85', TCN = '7828.61', BiTCN = '7646.61', DilatedRNN = '7720.59', MLP = '7639.52', DLinear = '7679.22', NLinear = '7692.25', TFT = '7660.54', StemGNN = '7536.97', MLPMultivariate = '7625.65', TiDE = '7665.64', DeepNPTS = '7660.87', y = '7690.0' WHERE ds = '2024-06-14 00:00:00' 2024-11-20 10:31:52,625 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7671.29', Informer = '7647.84', LSTM = '7684.84', iTransformer = '7597.49', TSMixer = '7665.59', TSMixerx = '7665.5', PatchTST = '7691.83', RNN = '7715.76', GRU = '7728.39', TCN = '7830.33', BiTCN = '7664.51', DilatedRNN = '7720.84', MLP = '7657.3', DLinear = '7667.72', NLinear = '7690.86', TFT = '7643.12', StemGNN = '7541.43', MLPMultivariate = '7646.18', TiDE = '7679.22', DeepNPTS = '7629.43', y = '7656.67' WHERE ds = '2024-06-17 00:00:00' 2024-11-20 10:31:52,625 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7671.29', Informer = '7647.84', LSTM = '7684.84', iTransformer = '7597.49', TSMixer = '7665.59', TSMixerx = '7665.5', PatchTST = '7691.83', RNN = '7715.76', GRU = '7728.39', TCN = '7830.33', BiTCN = '7664.51', DilatedRNN = '7720.84', MLP = '7657.3', DLinear = '7667.72', NLinear = '7690.86', TFT = '7643.12', StemGNN = '7541.43', MLPMultivariate = '7646.18', TiDE = '7679.22', DeepNPTS = '7629.43', y = '7656.67' WHERE ds = '2024-06-17 00:00:00' 2024-11-20 10:31:52,628 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7654.17', Informer = '7665.9', LSTM = '7629.33', iTransformer = '7606.86', TSMixer = '7644.06', TSMixerx = '7636.13', PatchTST = '7666.63', RNN = '7667.54', GRU = '7672.72', TCN = '7798.64', BiTCN = '7652.07', DilatedRNN = '7680.42', MLP = '7619.72', DLinear = '7641.58', NLinear = '7656.95', TFT = '7592.23', StemGNN = '7545.62', MLPMultivariate = '7627.04', TiDE = '7657.63', DeepNPTS = '7638.64', y = '7656.67' WHERE ds = '2024-06-18 00:00:00' 2024-11-20 10:31:52,628 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7654.17', Informer = '7665.9', LSTM = '7629.33', iTransformer = '7606.86', TSMixer = '7644.06', TSMixerx = '7636.13', PatchTST = '7666.63', RNN = '7667.54', GRU = '7672.72', TCN = '7798.64', BiTCN = '7652.07', DilatedRNN = '7680.42', MLP = '7619.72', DLinear = '7641.58', NLinear = '7656.95', TFT = '7592.23', StemGNN = '7545.62', MLPMultivariate = '7627.04', TiDE = '7657.63', DeepNPTS = '7638.64', y = '7656.67' WHERE ds = '2024-06-18 00:00:00' 2024-11-20 10:31:52,630 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7727.11', Informer = '7640.08', LSTM = '7638.93', iTransformer = '7578.59', TSMixer = '7636.68', TSMixerx = '7591.02', PatchTST = '7659.72', RNN = '7664.19', GRU = '7690.23', TCN = '7756.19', BiTCN = '7637.89', DilatedRNN = '7681.55', MLP = '7618.03', DLinear = '7634.64', NLinear = '7654.33', TFT = '7591.34', StemGNN = '7548.8', MLPMultivariate = '7635.99', TiDE = '7636.73', DeepNPTS = '7637.2', y = '7670.0' WHERE ds = '2024-06-19 00:00:00' 2024-11-20 10:31:52,630 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7727.11', Informer = '7640.08', LSTM = '7638.93', iTransformer = '7578.59', TSMixer = '7636.68', TSMixerx = '7591.02', PatchTST = '7659.72', RNN = '7664.19', GRU = '7690.23', TCN = '7756.19', BiTCN = '7637.89', DilatedRNN = '7681.55', MLP = '7618.03', DLinear = '7634.64', NLinear = '7654.33', TFT = '7591.34', StemGNN = '7548.8', MLPMultivariate = '7635.99', TiDE = '7636.73', DeepNPTS = '7637.2', y = '7670.0' WHERE ds = '2024-06-19 00:00:00' 2024-11-20 10:31:52,632 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7756.39', Informer = '7659.25', LSTM = '7656.39', iTransformer = '7564.65', TSMixer = '7645.7', TSMixerx = '7595.62', PatchTST = '7650.33', RNN = '7687.96', GRU = '7706.14', TCN = '7773.77', BiTCN = '7634.08', DilatedRNN = '7701.54', MLP = '7642.69', DLinear = '7644.28', NLinear = '7666.27', TFT = '7593.11', StemGNN = '7552.24', MLPMultivariate = '7671.8', TiDE = '7632.11', DeepNPTS = '7650.3', y = '7680.0' WHERE ds = '2024-06-20 00:00:00' 2024-11-20 10:31:52,632 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7756.39', Informer = '7659.25', LSTM = '7656.39', iTransformer = '7564.65', TSMixer = '7645.7', TSMixerx = '7595.62', PatchTST = '7650.33', RNN = '7687.96', GRU = '7706.14', TCN = '7773.77', BiTCN = '7634.08', DilatedRNN = '7701.54', MLP = '7642.69', DLinear = '7644.28', NLinear = '7666.27', TFT = '7593.11', StemGNN = '7552.24', MLPMultivariate = '7671.8', TiDE = '7632.11', DeepNPTS = '7650.3', y = '7680.0' WHERE ds = '2024-06-20 00:00:00' 2024-11-20 10:31:52,634 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7726.67', Informer = '7685.7', LSTM = '7669.65', iTransformer = '7563.31', TSMixer = '7659.75', TSMixerx = '7610.74', PatchTST = '7654.26', RNN = '7698.64', GRU = '7717.54', TCN = '7814.91', BiTCN = '7636.12', DilatedRNN = '7712.27', MLP = '7668.85', DLinear = '7668.87', NLinear = '7677.59', TFT = '7596.45', StemGNN = '7556.53', MLPMultivariate = '7678.47', TiDE = '7647.91', DeepNPTS = '7660.17', y = '7680.0' WHERE ds = '2024-06-21 00:00:00' 2024-11-20 10:31:52,634 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7726.67', Informer = '7685.7', LSTM = '7669.65', iTransformer = '7563.31', TSMixer = '7659.75', TSMixerx = '7610.74', PatchTST = '7654.26', RNN = '7698.64', GRU = '7717.54', TCN = '7814.91', BiTCN = '7636.12', DilatedRNN = '7712.27', MLP = '7668.85', DLinear = '7668.87', NLinear = '7677.59', TFT = '7596.45', StemGNN = '7556.53', MLPMultivariate = '7678.47', TiDE = '7647.91', DeepNPTS = '7660.17', y = '7680.0' WHERE ds = '2024-06-21 00:00:00' 2024-11-20 10:31:52,637 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7694.64', Informer = '7672.12', LSTM = '7667.38', iTransformer = '7570.59', TSMixer = '7668.28', TSMixerx = '7625.21', PatchTST = '7646.98', RNN = '7705.2', GRU = '7713.55', TCN = '7819.28', BiTCN = '7629.2', DilatedRNN = '7707.03', MLP = '7645.71', DLinear = '7680.38', NLinear = '7684.28', TFT = '7592.7', StemGNN = '7561.85', MLPMultivariate = '7657.72', TiDE = '7666.29', DeepNPTS = '7648.92', y = '7680.0' WHERE ds = '2024-06-24 00:00:00' 2024-11-20 10:31:52,637 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7694.64', Informer = '7672.12', LSTM = '7667.38', iTransformer = '7570.59', TSMixer = '7668.28', TSMixerx = '7625.21', PatchTST = '7646.98', RNN = '7705.2', GRU = '7713.55', TCN = '7819.28', BiTCN = '7629.2', DilatedRNN = '7707.03', MLP = '7645.71', DLinear = '7680.38', NLinear = '7684.28', TFT = '7592.7', StemGNN = '7561.85', MLPMultivariate = '7657.72', TiDE = '7666.29', DeepNPTS = '7648.92', y = '7680.0' WHERE ds = '2024-06-24 00:00:00' 2024-11-20 10:31:52,639 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7656.97', Informer = '7685.36', LSTM = '7667.81', iTransformer = '7584.83', TSMixer = '7669.49', TSMixerx = '7652.55', PatchTST = '7639.3', RNN = '7702.86', GRU = '7714.04', TCN = '7804.54', BiTCN = '7638.43', DilatedRNN = '7698.53', MLP = '7635.15', DLinear = '7695.28', NLinear = '7680.91', TFT = '7592.76', StemGNN = '7567.32', MLPMultivariate = '7651.89', TiDE = '7677.07', DeepNPTS = '7634.02', y = '7693.33' WHERE ds = '2024-06-25 00:00:00' 2024-11-20 10:31:52,639 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7656.97', Informer = '7685.36', LSTM = '7667.81', iTransformer = '7584.83', TSMixer = '7669.49', TSMixerx = '7652.55', PatchTST = '7639.3', RNN = '7702.86', GRU = '7714.04', TCN = '7804.54', BiTCN = '7638.43', DilatedRNN = '7698.53', MLP = '7635.15', DLinear = '7695.28', NLinear = '7680.91', TFT = '7592.76', StemGNN = '7567.32', MLPMultivariate = '7651.89', TiDE = '7677.07', DeepNPTS = '7634.02', y = '7693.33' WHERE ds = '2024-06-25 00:00:00' 2024-11-20 10:31:52,641 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7663.05', Informer = '7700.56', LSTM = '7688.21', iTransformer = '7592.06', TSMixer = '7675.82', TSMixerx = '7671.93', PatchTST = '7645.04', RNN = '7717.94', GRU = '7733.98', TCN = '7810.16', BiTCN = '7655.06', DilatedRNN = '7714.51', MLP = '7645.3', DLinear = '7714.43', NLinear = '7695.17', TFT = '7603.42', StemGNN = '7572.47', MLPMultivariate = '7672.88', TiDE = '7691.75', DeepNPTS = '7632.18', y = '7716.67' WHERE ds = '2024-06-26 00:00:00' 2024-11-20 10:31:52,641 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7663.05', Informer = '7700.56', LSTM = '7688.21', iTransformer = '7592.06', TSMixer = '7675.82', TSMixerx = '7671.93', PatchTST = '7645.04', RNN = '7717.94', GRU = '7733.98', TCN = '7810.16', BiTCN = '7655.06', DilatedRNN = '7714.51', MLP = '7645.3', DLinear = '7714.43', NLinear = '7695.17', TFT = '7603.42', StemGNN = '7572.47', MLPMultivariate = '7672.88', TiDE = '7691.75', DeepNPTS = '7632.18', y = '7716.67' WHERE ds = '2024-06-26 00:00:00' 2024-11-20 10:31:52,643 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7677.4', Informer = '7733.3', LSTM = '7717.34', iTransformer = '7581.76', TSMixer = '7688.27', TSMixerx = '7684.8', PatchTST = '7672.33', RNN = '7746.99', GRU = '7762.31', TCN = '7828.62', BiTCN = '7679.04', DilatedRNN = '7743.03', MLP = '7653.37', DLinear = '7703.94', NLinear = '7708.81', TFT = '7629.43', StemGNN = '7577.01', MLPMultivariate = '7688.28', TiDE = '7699.69', DeepNPTS = '7625.66', y = '7723.33' WHERE ds = '2024-06-27 00:00:00' 2024-11-20 10:31:52,643 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7677.4', Informer = '7733.3', LSTM = '7717.34', iTransformer = '7581.76', TSMixer = '7688.27', TSMixerx = '7684.8', PatchTST = '7672.33', RNN = '7746.99', GRU = '7762.31', TCN = '7828.62', BiTCN = '7679.04', DilatedRNN = '7743.03', MLP = '7653.37', DLinear = '7703.94', NLinear = '7708.81', TFT = '7629.43', StemGNN = '7577.01', MLPMultivariate = '7688.28', TiDE = '7699.69', DeepNPTS = '7625.66', y = '7723.33' WHERE ds = '2024-06-27 00:00:00' 2024-11-20 10:31:52,645 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7677.32', Informer = '7757.11', LSTM = '7720.51', iTransformer = '7600.88', TSMixer = '7694.57', TSMixerx = '7678.53', PatchTST = '7677.87', RNN = '7750.27', GRU = '7761.7', TCN = '7842.71', BiTCN = '7690.04', DilatedRNN = '7751.73', MLP = '7651.4', DLinear = '7685.27', NLinear = '7712.89', TFT = '7630.63', StemGNN = '7581.37', MLPMultivariate = '7685.2', TiDE = '7704.47', DeepNPTS = '7616.63', y = '7730.0' WHERE ds = '2024-06-28 00:00:00' 2024-11-20 10:31:52,645 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7677.32', Informer = '7757.11', LSTM = '7720.51', iTransformer = '7600.88', TSMixer = '7694.57', TSMixerx = '7678.53', PatchTST = '7677.87', RNN = '7750.27', GRU = '7761.7', TCN = '7842.71', BiTCN = '7690.04', DilatedRNN = '7751.73', MLP = '7651.4', DLinear = '7685.27', NLinear = '7712.89', TFT = '7630.63', StemGNN = '7581.37', MLPMultivariate = '7685.2', TiDE = '7704.47', DeepNPTS = '7616.63', y = '7730.0' WHERE ds = '2024-06-28 00:00:00' 2024-11-20 10:31:52,647 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7707.93', Informer = '7783.31', LSTM = '7729.01', iTransformer = '7658.78', TSMixer = '7698.83', TSMixerx = '7678.79', PatchTST = '7708.14', RNN = '7757.56', GRU = '7769.41', TCN = '7858.08', BiTCN = '7695.38', DilatedRNN = '7759.5', MLP = '7666.04', DLinear = '7688.93', NLinear = '7720.96', TFT = '7649.1', StemGNN = '7586.13', MLPMultivariate = '7704.59', TiDE = '7715.52', DeepNPTS = '7664.76', y = '7763.33' WHERE ds = '2024-07-01 00:00:00' 2024-11-20 10:31:52,647 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7707.93', Informer = '7783.31', LSTM = '7729.01', iTransformer = '7658.78', TSMixer = '7698.83', TSMixerx = '7678.79', PatchTST = '7708.14', RNN = '7757.56', GRU = '7769.41', TCN = '7858.08', BiTCN = '7695.38', DilatedRNN = '7759.5', MLP = '7666.04', DLinear = '7688.93', NLinear = '7720.96', TFT = '7649.1', StemGNN = '7586.13', MLPMultivariate = '7704.59', TiDE = '7715.52', DeepNPTS = '7664.76', y = '7763.33' WHERE ds = '2024-07-01 00:00:00' 2024-11-20 10:31:52,650 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7751.55', Informer = '7828.43', LSTM = '7773.13', iTransformer = '7771.68', TSMixer = '7722.98', TSMixerx = '7680.78', PatchTST = '7739.17', RNN = '7797.09', GRU = '7808.54', TCN = '7880.75', BiTCN = '7688.06', DilatedRNN = '7793.55', MLP = '7695.02', DLinear = '7722.0', NLinear = '7756.72', TFT = '7715.2', StemGNN = '7592.57', MLPMultivariate = '7759.12', TiDE = '7744.77', DeepNPTS = '7741.74', y = '7780.0' WHERE ds = '2024-07-02 00:00:00' 2024-11-20 10:31:52,650 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7751.55', Informer = '7828.43', LSTM = '7773.13', iTransformer = '7771.68', TSMixer = '7722.98', TSMixerx = '7680.78', PatchTST = '7739.17', RNN = '7797.09', GRU = '7808.54', TCN = '7880.75', BiTCN = '7688.06', DilatedRNN = '7793.55', MLP = '7695.02', DLinear = '7722.0', NLinear = '7756.72', TFT = '7715.2', StemGNN = '7592.57', MLPMultivariate = '7759.12', TiDE = '7744.77', DeepNPTS = '7741.74', y = '7780.0' WHERE ds = '2024-07-02 00:00:00' 2024-11-20 10:31:52,654 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7762.43', Informer = '7821.1', LSTM = '7785.83', iTransformer = '7768.14', TSMixer = '7737.08', TSMixerx = '7688.67', PatchTST = '7737.38', RNN = '7805.72', GRU = '7814.84', TCN = '7884.52', BiTCN = '7671.07', DilatedRNN = '7805.74', MLP = '7699.38', DLinear = '7736.65', NLinear = '7780.01', TFT = '7781.53', StemGNN = '7600.68', MLPMultivariate = '7781.87', TiDE = '7747.47', DeepNPTS = '7776.13', y = '7800.0' WHERE ds = '2024-07-03 00:00:00' 2024-11-20 10:31:52,654 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7762.43', Informer = '7821.1', LSTM = '7785.83', iTransformer = '7768.14', TSMixer = '7737.08', TSMixerx = '7688.67', PatchTST = '7737.38', RNN = '7805.72', GRU = '7814.84', TCN = '7884.52', BiTCN = '7671.07', DilatedRNN = '7805.74', MLP = '7699.38', DLinear = '7736.65', NLinear = '7780.01', TFT = '7781.53', StemGNN = '7600.68', MLPMultivariate = '7781.87', TiDE = '7747.47', DeepNPTS = '7776.13', y = '7800.0' WHERE ds = '2024-07-03 00:00:00' 2024-11-20 10:31:52,656 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7786.08', Informer = '7820.99', LSTM = '7808.32', iTransformer = '7778.61', TSMixer = '7757.09', TSMixerx = '7698.67', PatchTST = '7767.39', RNN = '7826.63', GRU = '7834.39', TCN = '7886.31', BiTCN = '7664.84', DilatedRNN = '7824.24', MLP = '7716.39', DLinear = '7755.69', NLinear = '7793.56', TFT = '7744.54', StemGNN = '7607.4', MLPMultivariate = '7810.21', TiDE = '7767.25', DeepNPTS = '7795.52', y = '7800.0' WHERE ds = '2024-07-04 00:00:00' 2024-11-20 10:31:52,656 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7786.08', Informer = '7820.99', LSTM = '7808.32', iTransformer = '7778.61', TSMixer = '7757.09', TSMixerx = '7698.67', PatchTST = '7767.39', RNN = '7826.63', GRU = '7834.39', TCN = '7886.31', BiTCN = '7664.84', DilatedRNN = '7824.24', MLP = '7716.39', DLinear = '7755.69', NLinear = '7793.56', TFT = '7744.54', StemGNN = '7607.4', MLPMultivariate = '7810.21', TiDE = '7767.25', DeepNPTS = '7795.52', y = '7800.0' WHERE ds = '2024-07-04 00:00:00' 2024-11-20 10:31:52,658 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7786.85', Informer = '7820.6', LSTM = '7802.07', iTransformer = '7857.05', TSMixer = '7765.0', TSMixerx = '7704.08', PatchTST = '7775.88', RNN = '7824.34', GRU = '7824.23', TCN = '7867.37', BiTCN = '7675.64', DilatedRNN = '7822.93', MLP = '7717.42', DLinear = '7771.03', NLinear = '7787.48', TFT = '7722.59', StemGNN = '7614.78', MLPMultivariate = '7784.03', TiDE = '7781.0', DeepNPTS = '7773.13', y = '7766.67' WHERE ds = '2024-07-05 00:00:00' 2024-11-20 10:31:52,658 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7786.85', Informer = '7820.6', LSTM = '7802.07', iTransformer = '7857.05', TSMixer = '7765.0', TSMixerx = '7704.08', PatchTST = '7775.88', RNN = '7824.34', GRU = '7824.23', TCN = '7867.37', BiTCN = '7675.64', DilatedRNN = '7822.93', MLP = '7717.42', DLinear = '7771.03', NLinear = '7787.48', TFT = '7722.59', StemGNN = '7614.78', MLPMultivariate = '7784.03', TiDE = '7781.0', DeepNPTS = '7773.13', y = '7766.67' WHERE ds = '2024-07-05 00:00:00' 2024-11-20 10:31:52,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7750.86', Informer = '7775.85', LSTM = '7756.63', iTransformer = '7790.97', TSMixer = '7745.48', TSMixerx = '7728.45', PatchTST = '7735.1', RNN = '7771.43', GRU = '7782.12', TCN = '7830.41', BiTCN = '7681.79', DilatedRNN = '7783.1', MLP = '7680.52', DLinear = '7766.86', NLinear = '7756.73', TFT = '7673.49', StemGNN = '7623.7', MLPMultivariate = '7743.8', TiDE = '7760.92', DeepNPTS = '7733.4', y = '7746.67' WHERE ds = '2024-07-08 00:00:00' 2024-11-20 10:31:52,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7750.86', Informer = '7775.85', LSTM = '7756.63', iTransformer = '7790.97', TSMixer = '7745.48', TSMixerx = '7728.45', PatchTST = '7735.1', RNN = '7771.43', GRU = '7782.12', TCN = '7830.41', BiTCN = '7681.79', DilatedRNN = '7783.1', MLP = '7680.52', DLinear = '7766.86', NLinear = '7756.73', TFT = '7673.49', StemGNN = '7623.7', MLPMultivariate = '7743.8', TiDE = '7760.92', DeepNPTS = '7733.4', y = '7746.67' WHERE ds = '2024-07-08 00:00:00' 2024-11-20 10:31:52,663 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7722.96', Informer = '7771.44', LSTM = '7738.08', iTransformer = '7700.89', TSMixer = '7723.15', TSMixerx = '7740.89', PatchTST = '7719.52', RNN = '7758.3', GRU = '7770.58', TCN = '7808.82', BiTCN = '7683.28', DilatedRNN = '7764.36', MLP = '7650.72', DLinear = '7738.94', NLinear = '7735.36', TFT = '7674.87', StemGNN = '7632.98', MLPMultivariate = '7718.29', TiDE = '7736.34', DeepNPTS = '7708.61', y = '7720.0' WHERE ds = '2024-07-09 00:00:00' 2024-11-20 10:31:52,663 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7722.96', Informer = '7771.44', LSTM = '7738.08', iTransformer = '7700.89', TSMixer = '7723.15', TSMixerx = '7740.89', PatchTST = '7719.52', RNN = '7758.3', GRU = '7770.58', TCN = '7808.82', BiTCN = '7683.28', DilatedRNN = '7764.36', MLP = '7650.72', DLinear = '7738.94', NLinear = '7735.36', TFT = '7674.87', StemGNN = '7632.98', MLPMultivariate = '7718.29', TiDE = '7736.34', DeepNPTS = '7708.61', y = '7720.0' WHERE ds = '2024-07-09 00:00:00' 2024-11-20 10:31:52,665 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7678.34', Informer = '7688.29', LSTM = '7704.44', iTransformer = '7589.11', TSMixer = '7701.77', TSMixerx = '7712.37', PatchTST = '7697.39', RNN = '7727.91', GRU = '7738.12', TCN = '7775.17', BiTCN = '7671.93', DilatedRNN = '7736.38', MLP = '7618.9', DLinear = '7709.76', NLinear = '7703.35', TFT = '7668.79', StemGNN = '7641.77', MLPMultivariate = '7677.77', TiDE = '7704.73', DeepNPTS = '7692.53', y = '7693.33' WHERE ds = '2024-07-10 00:00:00' 2024-11-20 10:31:52,665 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7678.34', Informer = '7688.29', LSTM = '7704.44', iTransformer = '7589.11', TSMixer = '7701.77', TSMixerx = '7712.37', PatchTST = '7697.39', RNN = '7727.91', GRU = '7738.12', TCN = '7775.17', BiTCN = '7671.93', DilatedRNN = '7736.38', MLP = '7618.9', DLinear = '7709.76', NLinear = '7703.35', TFT = '7668.79', StemGNN = '7641.77', MLPMultivariate = '7677.77', TiDE = '7704.73', DeepNPTS = '7692.53', y = '7693.33' WHERE ds = '2024-07-10 00:00:00' 2024-11-20 10:31:52,668 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7648.69', Informer = '7674.48', LSTM = '7673.89', iTransformer = '7581.47', TSMixer = '7676.21', TSMixerx = '7708.96', PatchTST = '7680.71', RNN = '7693.04', GRU = '7711.88', TCN = '7753.58', BiTCN = '7666.8', DilatedRNN = '7706.51', MLP = '7619.0', DLinear = '7682.29', NLinear = '7677.71', TFT = '7681.14', StemGNN = '7649.18', MLPMultivariate = '7661.22', TiDE = '7672.21', DeepNPTS = '7680.78', y = '7686.67' WHERE ds = '2024-07-11 00:00:00' 2024-11-20 10:31:52,668 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7648.69', Informer = '7674.48', LSTM = '7673.89', iTransformer = '7581.47', TSMixer = '7676.21', TSMixerx = '7708.96', PatchTST = '7680.71', RNN = '7693.04', GRU = '7711.88', TCN = '7753.58', BiTCN = '7666.8', DilatedRNN = '7706.51', MLP = '7619.0', DLinear = '7682.29', NLinear = '7677.71', TFT = '7681.14', StemGNN = '7649.18', MLPMultivariate = '7661.22', TiDE = '7672.21', DeepNPTS = '7680.78', y = '7686.67' WHERE ds = '2024-07-11 00:00:00' 2024-11-20 10:31:52,670 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7669.61', Informer = '7650.62', LSTM = '7671.48', iTransformer = '7621.69', TSMixer = '7665.51', TSMixerx = '7658.81', PatchTST = '7675.2', RNN = '7701.66', GRU = '7714.63', TCN = '7765.84', BiTCN = '7667.84', DilatedRNN = '7701.91', MLP = '7626.23', DLinear = '7678.42', NLinear = '7672.11', TFT = '7680.77', StemGNN = '7656.73', MLPMultivariate = '7648.62', TiDE = '7658.77', DeepNPTS = '7681.25', y = '7680.0' WHERE ds = '2024-07-12 00:00:00' 2024-11-20 10:31:52,670 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7669.61', Informer = '7650.62', LSTM = '7671.48', iTransformer = '7621.69', TSMixer = '7665.51', TSMixerx = '7658.81', PatchTST = '7675.2', RNN = '7701.66', GRU = '7714.63', TCN = '7765.84', BiTCN = '7667.84', DilatedRNN = '7701.91', MLP = '7626.23', DLinear = '7678.42', NLinear = '7672.11', TFT = '7680.77', StemGNN = '7656.73', MLPMultivariate = '7648.62', TiDE = '7658.77', DeepNPTS = '7681.25', y = '7680.0' WHERE ds = '2024-07-12 00:00:00' 2024-11-20 10:31:52,672 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7674.74', Informer = '7636.96', LSTM = '7662.9', iTransformer = '7660.4', TSMixer = '7664.41', TSMixerx = '7649.86', PatchTST = '7662.4', RNN = '7692.31', GRU = '7707.55', TCN = '7758.14', BiTCN = '7666.8', DilatedRNN = '7694.71', MLP = '7642.93', DLinear = '7675.73', NLinear = '7670.65', TFT = '7683.32', StemGNN = '7663.66', MLPMultivariate = '7658.05', TiDE = '7658.65', DeepNPTS = '7685.69', y = '7680.0' WHERE ds = '2024-07-15 00:00:00' 2024-11-20 10:31:52,672 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7674.74', Informer = '7636.96', LSTM = '7662.9', iTransformer = '7660.4', TSMixer = '7664.41', TSMixerx = '7649.86', PatchTST = '7662.4', RNN = '7692.31', GRU = '7707.55', TCN = '7758.14', BiTCN = '7666.8', DilatedRNN = '7694.71', MLP = '7642.93', DLinear = '7675.73', NLinear = '7670.65', TFT = '7683.32', StemGNN = '7663.66', MLPMultivariate = '7658.05', TiDE = '7658.65', DeepNPTS = '7685.69', y = '7680.0' WHERE ds = '2024-07-15 00:00:00' 2024-11-20 10:31:52,675 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7651.22', Informer = '7665.87', LSTM = '7666.36', iTransformer = '7679.77', TSMixer = '7669.12', TSMixerx = '7662.39', PatchTST = '7662.32', RNN = '7694.89', GRU = '7712.67', TCN = '7768.03', BiTCN = '7660.25', DilatedRNN = '7693.56', MLP = '7646.65', DLinear = '7667.06', NLinear = '7679.83', TFT = '7685.51', StemGNN = '7667.3', MLPMultivariate = '7657.69', TiDE = '7669.74', DeepNPTS = '7726.9', y = '7666.67' WHERE ds = '2024-07-16 00:00:00' 2024-11-20 10:31:52,675 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7651.22', Informer = '7665.87', LSTM = '7666.36', iTransformer = '7679.77', TSMixer = '7669.12', TSMixerx = '7662.39', PatchTST = '7662.32', RNN = '7694.89', GRU = '7712.67', TCN = '7768.03', BiTCN = '7660.25', DilatedRNN = '7693.56', MLP = '7646.65', DLinear = '7667.06', NLinear = '7679.83', TFT = '7685.51', StemGNN = '7667.3', MLPMultivariate = '7657.69', TiDE = '7669.74', DeepNPTS = '7726.9', y = '7666.67' WHERE ds = '2024-07-16 00:00:00' 2024-11-20 10:31:52,677 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7637.9', Informer = '7660.13', LSTM = '7645.18', iTransformer = '7660.46', TSMixer = '7665.03', TSMixerx = '7655.32', PatchTST = '7661.53', RNN = '7680.92', GRU = '7691.54', TCN = '7757.11', BiTCN = '7655.57', DilatedRNN = '7673.35', MLP = '7649.5', DLinear = '7651.11', NLinear = '7662.8', TFT = '7670.56', StemGNN = '7667.2', MLPMultivariate = '7655.92', TiDE = '7665.27', DeepNPTS = '7701.17', y = '7660.0' WHERE ds = '2024-07-17 00:00:00' 2024-11-20 10:31:52,677 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7637.9', Informer = '7660.13', LSTM = '7645.18', iTransformer = '7660.46', TSMixer = '7665.03', TSMixerx = '7655.32', PatchTST = '7661.53', RNN = '7680.92', GRU = '7691.54', TCN = '7757.11', BiTCN = '7655.57', DilatedRNN = '7673.35', MLP = '7649.5', DLinear = '7651.11', NLinear = '7662.8', TFT = '7670.56', StemGNN = '7667.2', MLPMultivariate = '7655.92', TiDE = '7665.27', DeepNPTS = '7701.17', y = '7660.0' WHERE ds = '2024-07-17 00:00:00' 2024-11-20 10:31:52,680 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7661.33', Informer = '7666.53', LSTM = '7639.5', iTransformer = '7683.98', TSMixer = '7661.71', TSMixerx = '7662.09', PatchTST = '7657.96', RNN = '7670.44', GRU = '7689.36', TCN = '7759.37', BiTCN = '7647.55', DilatedRNN = '7671.03', MLP = '7659.78', DLinear = '7652.43', NLinear = '7661.6', TFT = '7657.73', StemGNN = '7666.66', MLPMultivariate = '7654.79', TiDE = '7657.27', DeepNPTS = '7689.07', y = '7656.67' WHERE ds = '2024-07-18 00:00:00' 2024-11-20 10:31:52,680 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7661.33', Informer = '7666.53', LSTM = '7639.5', iTransformer = '7683.98', TSMixer = '7661.71', TSMixerx = '7662.09', PatchTST = '7657.96', RNN = '7670.44', GRU = '7689.36', TCN = '7759.37', BiTCN = '7647.55', DilatedRNN = '7671.03', MLP = '7659.78', DLinear = '7652.43', NLinear = '7661.6', TFT = '7657.73', StemGNN = '7666.66', MLPMultivariate = '7654.79', TiDE = '7657.27', DeepNPTS = '7689.07', y = '7656.67' WHERE ds = '2024-07-18 00:00:00' 2024-11-20 10:31:52,682 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7665.03', Informer = '7654.06', LSTM = '7635.24', iTransformer = '7668.78', TSMixer = '7662.77', TSMixerx = '7660.37', PatchTST = '7654.84', RNN = '7669.45', GRU = '7686.07', TCN = '7754.96', BiTCN = '7643.93', DilatedRNN = '7669.79', MLP = '7665.58', DLinear = '7643.64', NLinear = '7663.61', TFT = '7649.73', StemGNN = '7666.01', MLPMultivariate = '7657.81', TiDE = '7657.13', DeepNPTS = '7685.6', y = '7656.67' WHERE ds = '2024-07-19 00:00:00' 2024-11-20 10:31:52,682 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7665.03', Informer = '7654.06', LSTM = '7635.24', iTransformer = '7668.78', TSMixer = '7662.77', TSMixerx = '7660.37', PatchTST = '7654.84', RNN = '7669.45', GRU = '7686.07', TCN = '7754.96', BiTCN = '7643.93', DilatedRNN = '7669.79', MLP = '7665.58', DLinear = '7643.64', NLinear = '7663.61', TFT = '7649.73', StemGNN = '7666.01', MLPMultivariate = '7657.81', TiDE = '7657.13', DeepNPTS = '7685.6', y = '7656.67' WHERE ds = '2024-07-19 00:00:00' 2024-11-20 10:31:52,685 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7649.73', Informer = '7644.27', LSTM = '7636.49', iTransformer = '7644.6', TSMixer = '7665.12', TSMixerx = '7666.42', PatchTST = '7654.45', RNN = '7668.51', GRU = '7688.3', TCN = '7764.49', BiTCN = '7644.52', DilatedRNN = '7672.99', MLP = '7672.46', DLinear = '7658.74', NLinear = '7658.42', TFT = '7642.28', StemGNN = '7666.42', MLPMultivariate = '7664.4', TiDE = '7656.29', DeepNPTS = '7667.09', y = '7640.0' WHERE ds = '2024-07-22 00:00:00' 2024-11-20 10:31:52,685 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7649.73', Informer = '7644.27', LSTM = '7636.49', iTransformer = '7644.6', TSMixer = '7665.12', TSMixerx = '7666.42', PatchTST = '7654.45', RNN = '7668.51', GRU = '7688.3', TCN = '7764.49', BiTCN = '7644.52', DilatedRNN = '7672.99', MLP = '7672.46', DLinear = '7658.74', NLinear = '7658.42', TFT = '7642.28', StemGNN = '7666.42', MLPMultivariate = '7664.4', TiDE = '7656.29', DeepNPTS = '7667.09', y = '7640.0' WHERE ds = '2024-07-22 00:00:00' 2024-11-20 10:31:52,688 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7615.23', Informer = '7645.56', LSTM = '7610.57', iTransformer = '7655.94', TSMixer = '7652.1', TSMixerx = '7662.34', PatchTST = '7634.09', RNN = '7645.28', GRU = '7662.61', TCN = '7733.56', BiTCN = '7646.66', DilatedRNN = '7650.71', MLP = '7654.92', DLinear = '7659.24', NLinear = '7642.47', TFT = '7624.17', StemGNN = '7666.82', MLPMultivariate = '7659.42', TiDE = '7638.33', DeepNPTS = '7656.65', y = '7623.33' WHERE ds = '2024-07-23 00:00:00' 2024-11-20 10:31:52,688 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7615.23', Informer = '7645.56', LSTM = '7610.57', iTransformer = '7655.94', TSMixer = '7652.1', TSMixerx = '7662.34', PatchTST = '7634.09', RNN = '7645.28', GRU = '7662.61', TCN = '7733.56', BiTCN = '7646.66', DilatedRNN = '7650.71', MLP = '7654.92', DLinear = '7659.24', NLinear = '7642.47', TFT = '7624.17', StemGNN = '7666.82', MLPMultivariate = '7659.42', TiDE = '7638.33', DeepNPTS = '7656.65', y = '7623.33' WHERE ds = '2024-07-23 00:00:00' 2024-11-20 10:31:52,690 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7597.53', Informer = '7650.06', LSTM = '7590.27', iTransformer = '7719.11', TSMixer = '7634.82', TSMixerx = '7637.72', PatchTST = '7616.98', RNN = '7624.78', GRU = '7646.08', TCN = '7661.27', BiTCN = '7642.03', DilatedRNN = '7625.71', MLP = '7641.44', DLinear = '7656.11', NLinear = '7626.19', TFT = '7609.78', StemGNN = '7665.78', MLPMultivariate = '7651.82', TiDE = '7623.34', DeepNPTS = '7656.74', y = '7623.33' WHERE ds = '2024-07-24 00:00:00' 2024-11-20 10:31:52,690 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7597.53', Informer = '7650.06', LSTM = '7590.27', iTransformer = '7719.11', TSMixer = '7634.82', TSMixerx = '7637.72', PatchTST = '7616.98', RNN = '7624.78', GRU = '7646.08', TCN = '7661.27', BiTCN = '7642.03', DilatedRNN = '7625.71', MLP = '7641.44', DLinear = '7656.11', NLinear = '7626.19', TFT = '7609.78', StemGNN = '7665.78', MLPMultivariate = '7651.82', TiDE = '7623.34', DeepNPTS = '7656.74', y = '7623.33' WHERE ds = '2024-07-24 00:00:00' 2024-11-20 10:31:52,692 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7608.65', Informer = '7635.91', LSTM = '7593.96', iTransformer = '7735.25', TSMixer = '7627.76', TSMixerx = '7630.19', PatchTST = '7616.05', RNN = '7628.94', GRU = '7653.01', TCN = '7653.68', BiTCN = '7631.24', DilatedRNN = '7626.97', MLP = '7640.3', DLinear = '7666.61', NLinear = '7627.16', TFT = '7611.94', StemGNN = '7663.56', MLPMultivariate = '7653.03', TiDE = '7621.39', DeepNPTS = '7660.64', y = '7616.67' WHERE ds = '2024-07-25 00:00:00' 2024-11-20 10:31:52,692 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7608.65', Informer = '7635.91', LSTM = '7593.96', iTransformer = '7735.25', TSMixer = '7627.76', TSMixerx = '7630.19', PatchTST = '7616.05', RNN = '7628.94', GRU = '7653.01', TCN = '7653.68', BiTCN = '7631.24', DilatedRNN = '7626.97', MLP = '7640.3', DLinear = '7666.61', NLinear = '7627.16', TFT = '7611.94', StemGNN = '7663.56', MLPMultivariate = '7653.03', TiDE = '7621.39', DeepNPTS = '7660.64', y = '7616.67' WHERE ds = '2024-07-25 00:00:00' 2024-11-20 10:31:52,694 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7617.22', Informer = '7632.98', LSTM = '7583.26', iTransformer = '7719.98', TSMixer = '7622.01', TSMixerx = '7624.53', PatchTST = '7601.33', RNN = '7616.61', GRU = '7641.8', TCN = '7622.3', BiTCN = '7619.09', DilatedRNN = '7615.34', MLP = '7640.72', DLinear = '7653.16', NLinear = '7615.57', TFT = '7609.45', StemGNN = '7661.1', MLPMultivariate = '7643.86', TiDE = '7611.62', DeepNPTS = '7667.77', y = '7606.67' WHERE ds = '2024-07-26 00:00:00' 2024-11-20 10:31:52,694 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7617.22', Informer = '7632.98', LSTM = '7583.26', iTransformer = '7719.98', TSMixer = '7622.01', TSMixerx = '7624.53', PatchTST = '7601.33', RNN = '7616.61', GRU = '7641.8', TCN = '7622.3', BiTCN = '7619.09', DilatedRNN = '7615.34', MLP = '7640.72', DLinear = '7653.16', NLinear = '7615.57', TFT = '7609.45', StemGNN = '7661.1', MLPMultivariate = '7643.86', TiDE = '7611.62', DeepNPTS = '7667.77', y = '7606.67' WHERE ds = '2024-07-26 00:00:00' 2024-11-20 10:31:52,696 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7632.45', Informer = '7609.45', LSTM = '7571.18', iTransformer = '7713.09', TSMixer = '7611.68', TSMixerx = '7620.21', PatchTST = '7594.82', RNN = '7607.42', GRU = '7631.3', TCN = '7611.93', BiTCN = '7608.13', DilatedRNN = '7602.7', MLP = '7638.04', DLinear = '7621.31', NLinear = '7607.55', TFT = '7595.9', StemGNN = '7657.72', MLPMultivariate = '7625.12', TiDE = '7607.82', DeepNPTS = '7630.84', y = '7593.33' WHERE ds = '2024-07-29 00:00:00' 2024-11-20 10:31:52,696 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7632.45', Informer = '7609.45', LSTM = '7571.18', iTransformer = '7713.09', TSMixer = '7611.68', TSMixerx = '7620.21', PatchTST = '7594.82', RNN = '7607.42', GRU = '7631.3', TCN = '7611.93', BiTCN = '7608.13', DilatedRNN = '7602.7', MLP = '7638.04', DLinear = '7621.31', NLinear = '7607.55', TFT = '7595.9', StemGNN = '7657.72', MLPMultivariate = '7625.12', TiDE = '7607.82', DeepNPTS = '7630.84', y = '7593.33' WHERE ds = '2024-07-29 00:00:00' 2024-11-20 10:31:52,698 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7621.05', Informer = '7605.67', LSTM = '7554.07', iTransformer = '7693.67', TSMixer = '7599.03', TSMixerx = '7601.6', PatchTST = '7588.37', RNN = '7595.38', GRU = '7615.72', TCN = '7591.75', BiTCN = '7594.35', DilatedRNN = '7583.41', MLP = '7629.58', DLinear = '7602.19', NLinear = '7598.93', TFT = '7574.65', StemGNN = '7653.51', MLPMultivariate = '7600.72', TiDE = '7596.26', DeepNPTS = '7617.22', y = '7593.33' WHERE ds = '2024-07-30 00:00:00' 2024-11-20 10:31:52,698 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7621.05', Informer = '7605.67', LSTM = '7554.07', iTransformer = '7693.67', TSMixer = '7599.03', TSMixerx = '7601.6', PatchTST = '7588.37', RNN = '7595.38', GRU = '7615.72', TCN = '7591.75', BiTCN = '7594.35', DilatedRNN = '7583.41', MLP = '7629.58', DLinear = '7602.19', NLinear = '7598.93', TFT = '7574.65', StemGNN = '7653.51', MLPMultivariate = '7600.72', TiDE = '7596.26', DeepNPTS = '7617.22', y = '7593.33' WHERE ds = '2024-07-30 00:00:00' 2024-11-20 10:31:52,701 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.46', Informer = '7604.13', LSTM = '7557.67', iTransformer = '7676.02', TSMixer = '7593.74', TSMixerx = '7595.79', PatchTST = '7589.72', RNN = '7594.85', GRU = '7621.85', TCN = '7591.03', BiTCN = '7581.07', DilatedRNN = '7582.76', MLP = '7605.31', DLinear = '7587.62', NLinear = '7602.61', TFT = '7569.93', StemGNN = '7649.69', MLPMultivariate = '7571.38', TiDE = '7593.87', DeepNPTS = '7608.1', y = '7583.33' WHERE ds = '2024-07-31 00:00:00' 2024-11-20 10:31:52,701 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.46', Informer = '7604.13', LSTM = '7557.67', iTransformer = '7676.02', TSMixer = '7593.74', TSMixerx = '7595.79', PatchTST = '7589.72', RNN = '7594.85', GRU = '7621.85', TCN = '7591.03', BiTCN = '7581.07', DilatedRNN = '7582.76', MLP = '7605.31', DLinear = '7587.62', NLinear = '7602.61', TFT = '7569.93', StemGNN = '7649.69', MLPMultivariate = '7571.38', TiDE = '7593.87', DeepNPTS = '7608.1', y = '7583.33' WHERE ds = '2024-07-31 00:00:00' 2024-11-20 10:31:52,703 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7576.43', Informer = '7594.77', LSTM = '7542.38', iTransformer = '7676.91', TSMixer = '7583.79', TSMixerx = '7575.55', PatchTST = '7576.5', RNN = '7581.67', GRU = '7606.06', TCN = '7578.42', BiTCN = '7566.83', DilatedRNN = '7567.78', MLP = '7578.68', DLinear = '7581.86', NLinear = '7588.04', TFT = '7561.38', StemGNN = '7647.13', MLPMultivariate = '7543.93', TiDE = '7580.26', DeepNPTS = '7601.32', y = '7620.0' WHERE ds = '2024-08-01 00:00:00' 2024-11-20 10:31:52,703 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7576.43', Informer = '7594.77', LSTM = '7542.38', iTransformer = '7676.91', TSMixer = '7583.79', TSMixerx = '7575.55', PatchTST = '7576.5', RNN = '7581.67', GRU = '7606.06', TCN = '7578.42', BiTCN = '7566.83', DilatedRNN = '7567.78', MLP = '7578.68', DLinear = '7581.86', NLinear = '7588.04', TFT = '7561.38', StemGNN = '7647.13', MLPMultivariate = '7543.93', TiDE = '7580.26', DeepNPTS = '7601.32', y = '7620.0' WHERE ds = '2024-08-01 00:00:00' 2024-11-20 10:31:52,705 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7616.25', Informer = '7599.38', LSTM = '7601.53', iTransformer = '7702.78', TSMixer = '7607.2', TSMixerx = '7603.66', PatchTST = '7609.55', RNN = '7638.54', GRU = '7668.72', TCN = '7714.11', BiTCN = '7574.54', DilatedRNN = '7622.81', MLP = '7587.85', DLinear = '7601.98', NLinear = '7625.29', TFT = '7605.34', StemGNN = '7647.13', MLPMultivariate = '7558.22', TiDE = '7606.16', DeepNPTS = '7607.22', y = '7623.33' WHERE ds = '2024-08-02 00:00:00' 2024-11-20 10:31:52,705 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7616.25', Informer = '7599.38', LSTM = '7601.53', iTransformer = '7702.78', TSMixer = '7607.2', TSMixerx = '7603.66', PatchTST = '7609.55', RNN = '7638.54', GRU = '7668.72', TCN = '7714.11', BiTCN = '7574.54', DilatedRNN = '7622.81', MLP = '7587.85', DLinear = '7601.98', NLinear = '7625.29', TFT = '7605.34', StemGNN = '7647.13', MLPMultivariate = '7558.22', TiDE = '7606.16', DeepNPTS = '7607.22', y = '7623.33' WHERE ds = '2024-08-02 00:00:00' 2024-11-20 10:31:52,707 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7621.53', Informer = '7592.47', LSTM = '7595.34', iTransformer = '7698.87', TSMixer = '7621.36', TSMixerx = '7617.55', PatchTST = '7611.03', RNN = '7638.07', GRU = '7653.23', TCN = '7735.43', BiTCN = '7591.9', DilatedRNN = '7625.9', MLP = '7595.08', DLinear = '7607.4', NLinear = '7626.78', TFT = '7606.12', StemGNN = '7648.05', MLPMultivariate = '7577.72', TiDE = '7617.05', DeepNPTS = '7605.43', y = '7610.0' WHERE ds = '2024-08-05 00:00:00' 2024-11-20 10:31:52,707 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7621.53', Informer = '7592.47', LSTM = '7595.34', iTransformer = '7698.87', TSMixer = '7621.36', TSMixerx = '7617.55', PatchTST = '7611.03', RNN = '7638.07', GRU = '7653.23', TCN = '7735.43', BiTCN = '7591.9', DilatedRNN = '7625.9', MLP = '7595.08', DLinear = '7607.4', NLinear = '7626.78', TFT = '7606.12', StemGNN = '7648.05', MLPMultivariate = '7577.72', TiDE = '7617.05', DeepNPTS = '7605.43', y = '7610.0' WHERE ds = '2024-08-05 00:00:00' 2024-11-20 10:31:52,710 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7614.82', Informer = '7598.47', LSTM = '7578.08', iTransformer = '7696.71', TSMixer = '7616.64', TSMixerx = '7609.5', PatchTST = '7607.33', RNN = '7612.45', GRU = '7636.6', TCN = '7706.2', BiTCN = '7602.73', DilatedRNN = '7605.37', MLP = '7605.46', DLinear = '7622.93', NLinear = '7609.92', TFT = '7603.31', StemGNN = '7648.18', MLPMultivariate = '7593.61', TiDE = '7621.72', DeepNPTS = '7609.77', y = '7596.67' WHERE ds = '2024-08-06 00:00:00' 2024-11-20 10:31:52,710 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7614.82', Informer = '7598.47', LSTM = '7578.08', iTransformer = '7696.71', TSMixer = '7616.64', TSMixerx = '7609.5', PatchTST = '7607.33', RNN = '7612.45', GRU = '7636.6', TCN = '7706.2', BiTCN = '7602.73', DilatedRNN = '7605.37', MLP = '7605.46', DLinear = '7622.93', NLinear = '7609.92', TFT = '7603.31', StemGNN = '7648.18', MLPMultivariate = '7593.61', TiDE = '7621.72', DeepNPTS = '7609.77', y = '7596.67' WHERE ds = '2024-08-06 00:00:00' 2024-11-20 10:31:52,712 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7600.42', Informer = '7592.13', LSTM = '7560.49', iTransformer = '7700.19', TSMixer = '7603.22', TSMixerx = '7600.74', PatchTST = '7594.67', RNN = '7605.4', GRU = '7620.27', TCN = '7632.15', BiTCN = '7602.99', DilatedRNN = '7587.78', MLP = '7602.43', DLinear = '7620.43', NLinear = '7599.1', TFT = '7588.53', StemGNN = '7647.25', MLPMultivariate = '7581.33', TiDE = '7607.23', DeepNPTS = '7602.89', y = '7586.67' WHERE ds = '2024-08-07 00:00:00' 2024-11-20 10:31:52,712 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7600.42', Informer = '7592.13', LSTM = '7560.49', iTransformer = '7700.19', TSMixer = '7603.22', TSMixerx = '7600.74', PatchTST = '7594.67', RNN = '7605.4', GRU = '7620.27', TCN = '7632.15', BiTCN = '7602.99', DilatedRNN = '7587.78', MLP = '7602.43', DLinear = '7620.43', NLinear = '7599.1', TFT = '7588.53', StemGNN = '7647.25', MLPMultivariate = '7581.33', TiDE = '7607.23', DeepNPTS = '7602.89', y = '7586.67' WHERE ds = '2024-08-07 00:00:00' 2024-11-20 10:31:52,715 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7582.46', Informer = '7579.27', LSTM = '7547.9', iTransformer = '7691.99', TSMixer = '7590.51', TSMixerx = '7583.07', PatchTST = '7585.2', RNN = '7581.87', GRU = '7610.47', TCN = '7580.54', BiTCN = '7596.98', DilatedRNN = '7572.43', MLP = '7580.94', DLinear = '7599.9', NLinear = '7587.52', TFT = '7592.21', StemGNN = '7644.23', MLPMultivariate = '7643.29', TiDE = '7591.49', DeepNPTS = '7595.2', y = '7583.33' WHERE ds = '2024-08-08 00:00:00' 2024-11-20 10:31:52,715 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7582.46', Informer = '7579.27', LSTM = '7547.9', iTransformer = '7691.99', TSMixer = '7590.51', TSMixerx = '7583.07', PatchTST = '7585.2', RNN = '7581.87', GRU = '7610.47', TCN = '7580.54', BiTCN = '7596.98', DilatedRNN = '7572.43', MLP = '7580.94', DLinear = '7599.9', NLinear = '7587.52', TFT = '7592.21', StemGNN = '7644.23', MLPMultivariate = '7643.29', TiDE = '7591.49', DeepNPTS = '7595.2', y = '7583.33' WHERE ds = '2024-08-08 00:00:00' 2024-11-20 10:31:52,717 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7572.3', Informer = '7579.08', LSTM = '7544.76', iTransformer = '7685.98', TSMixer = '7581.03', TSMixerx = '7579.99', PatchTST = '7585.11', RNN = '7579.56', GRU = '7609.39', TCN = '7579.0', BiTCN = '7593.55', DilatedRNN = '7571.36', MLP = '7577.72', DLinear = '7584.52', NLinear = '7578.71', TFT = '7580.27', StemGNN = '7640.76', MLPMultivariate = '7661.68', TiDE = '7580.79', DeepNPTS = '7613.95', y = '7583.33' WHERE ds = '2024-08-09 00:00:00' 2024-11-20 10:31:52,717 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7572.3', Informer = '7579.08', LSTM = '7544.76', iTransformer = '7685.98', TSMixer = '7581.03', TSMixerx = '7579.99', PatchTST = '7585.11', RNN = '7579.56', GRU = '7609.39', TCN = '7579.0', BiTCN = '7593.55', DilatedRNN = '7571.36', MLP = '7577.72', DLinear = '7584.52', NLinear = '7578.71', TFT = '7580.27', StemGNN = '7640.76', MLPMultivariate = '7661.68', TiDE = '7580.79', DeepNPTS = '7613.95', y = '7583.33' WHERE ds = '2024-08-09 00:00:00' 2024-11-20 10:31:52,720 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7565.19', Informer = '7562.29', LSTM = '7545.41', iTransformer = '7676.57', TSMixer = '7579.53', TSMixerx = '7568.37', PatchTST = '7583.51', RNN = '7586.38', GRU = '7610.8', TCN = '7581.76', BiTCN = '7591.14', DilatedRNN = '7573.16', MLP = '7571.12', DLinear = '7579.25', NLinear = '7574.68', TFT = '7569.9', StemGNN = '7637.37', MLPMultivariate = '7675.83', TiDE = '7579.89', DeepNPTS = '7606.85', y = '7586.67' WHERE ds = '2024-08-12 00:00:00' 2024-11-20 10:31:52,720 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7565.19', Informer = '7562.29', LSTM = '7545.41', iTransformer = '7676.57', TSMixer = '7579.53', TSMixerx = '7568.37', PatchTST = '7583.51', RNN = '7586.38', GRU = '7610.8', TCN = '7581.76', BiTCN = '7591.14', DilatedRNN = '7573.16', MLP = '7571.12', DLinear = '7579.25', NLinear = '7574.68', TFT = '7569.9', StemGNN = '7637.37', MLPMultivariate = '7675.83', TiDE = '7579.89', DeepNPTS = '7606.85', y = '7586.67' WHERE ds = '2024-08-12 00:00:00' 2024-11-20 10:31:52,722 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.62', Informer = '7566.02', LSTM = '7550.8', iTransformer = '7670.48', TSMixer = '7579.66', TSMixerx = '7581.39', PatchTST = '7587.7', RNN = '7591.05', GRU = '7616.26', TCN = '7595.69', BiTCN = '7589.46', DilatedRNN = '7581.39', MLP = '7578.19', DLinear = '7586.37', NLinear = '7580.72', TFT = '7572.45', StemGNN = '7634.98', MLPMultivariate = '7685.1', TiDE = '7584.15', DeepNPTS = '7605.62', y = '7593.33' WHERE ds = '2024-08-13 00:00:00' 2024-11-20 10:31:52,722 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.62', Informer = '7566.02', LSTM = '7550.8', iTransformer = '7670.48', TSMixer = '7579.66', TSMixerx = '7581.39', PatchTST = '7587.7', RNN = '7591.05', GRU = '7616.26', TCN = '7595.69', BiTCN = '7589.46', DilatedRNN = '7581.39', MLP = '7578.19', DLinear = '7586.37', NLinear = '7580.72', TFT = '7572.45', StemGNN = '7634.98', MLPMultivariate = '7685.1', TiDE = '7584.15', DeepNPTS = '7605.62', y = '7593.33' WHERE ds = '2024-08-13 00:00:00' 2024-11-20 10:31:52,724 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7576.39', Informer = '7581.33', LSTM = '7560.34', iTransformer = '7675.32', TSMixer = '7581.9', TSMixerx = '7581.96', PatchTST = '7593.26', RNN = '7601.19', GRU = '7625.12', TCN = '7601.06', BiTCN = '7585.96', DilatedRNN = '7582.96', MLP = '7591.15', DLinear = '7583.67', NLinear = '7594.52', TFT = '7589.33', StemGNN = '7632.88', MLPMultivariate = '7686.85', TiDE = '7588.09', DeepNPTS = '7596.56', y = '7590.0' WHERE ds = '2024-08-14 00:00:00' 2024-11-20 10:31:52,724 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7576.39', Informer = '7581.33', LSTM = '7560.34', iTransformer = '7675.32', TSMixer = '7581.9', TSMixerx = '7581.96', PatchTST = '7593.26', RNN = '7601.19', GRU = '7625.12', TCN = '7601.06', BiTCN = '7585.96', DilatedRNN = '7582.96', MLP = '7591.15', DLinear = '7583.67', NLinear = '7594.52', TFT = '7589.33', StemGNN = '7632.88', MLPMultivariate = '7686.85', TiDE = '7588.09', DeepNPTS = '7596.56', y = '7590.0' WHERE ds = '2024-08-14 00:00:00' 2024-11-20 10:31:52,726 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7577.48', Informer = '7580.18', LSTM = '7554.1', iTransformer = '7682.5', TSMixer = '7580.27', TSMixerx = '7581.07', PatchTST = '7588.06', RNN = '7594.36', GRU = '7617.3', TCN = '7594.63', BiTCN = '7577.61', DilatedRNN = '7574.04', MLP = '7585.9', DLinear = '7573.04', NLinear = '7589.19', TFT = '7595.72', StemGNN = '7630.35', MLPMultivariate = '7676.25', TiDE = '7584.21', DeepNPTS = '7588.85', y = '7583.33' WHERE ds = '2024-08-15 00:00:00' 2024-11-20 10:31:52,726 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7577.48', Informer = '7580.18', LSTM = '7554.1', iTransformer = '7682.5', TSMixer = '7580.27', TSMixerx = '7581.07', PatchTST = '7588.06', RNN = '7594.36', GRU = '7617.3', TCN = '7594.63', BiTCN = '7577.61', DilatedRNN = '7574.04', MLP = '7585.9', DLinear = '7573.04', NLinear = '7589.19', TFT = '7595.72', StemGNN = '7630.35', MLPMultivariate = '7676.25', TiDE = '7584.21', DeepNPTS = '7588.85', y = '7583.33' WHERE ds = '2024-08-15 00:00:00' 2024-11-20 10:31:52,729 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7575.3', Informer = '7564.63', LSTM = '7545.8', iTransformer = '7686.68', TSMixer = '7575.85', TSMixerx = '7576.91', PatchTST = '7580.0', RNN = '7585.32', GRU = '7609.72', TCN = '7583.25', BiTCN = '7570.84', DilatedRNN = '7568.21', MLP = '7574.59', DLinear = '7570.58', NLinear = '7584.68', TFT = '7589.57', StemGNN = '7627.38', MLPMultivariate = '7665.61', TiDE = '7577.83', DeepNPTS = '7587.43', y = '7583.33' WHERE ds = '2024-08-16 00:00:00' 2024-11-20 10:31:52,729 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7575.3', Informer = '7564.63', LSTM = '7545.8', iTransformer = '7686.68', TSMixer = '7575.85', TSMixerx = '7576.91', PatchTST = '7580.0', RNN = '7585.32', GRU = '7609.72', TCN = '7583.25', BiTCN = '7570.84', DilatedRNN = '7568.21', MLP = '7574.59', DLinear = '7570.58', NLinear = '7584.68', TFT = '7589.57', StemGNN = '7627.38', MLPMultivariate = '7665.61', TiDE = '7577.83', DeepNPTS = '7587.43', y = '7583.33' WHERE ds = '2024-08-16 00:00:00' 2024-11-20 10:31:52,731 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7583.78', Informer = '7564.47', LSTM = '7547.04', iTransformer = '7693.78', TSMixer = '7576.66', TSMixerx = '7590.53', PatchTST = '7583.24', RNN = '7587.57', GRU = '7611.94', TCN = '7580.78', BiTCN = '7566.85', DilatedRNN = '7568.77', MLP = '7576.56', DLinear = '7563.43', NLinear = '7580.76', TFT = '7592.1', StemGNN = '7624.46', MLPMultivariate = '7672.57', TiDE = '7577.68', DeepNPTS = '7592.79', y = '7570.0' WHERE ds = '2024-08-19 00:00:00' 2024-11-20 10:31:52,731 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7583.78', Informer = '7564.47', LSTM = '7547.04', iTransformer = '7693.78', TSMixer = '7576.66', TSMixerx = '7590.53', PatchTST = '7583.24', RNN = '7587.57', GRU = '7611.94', TCN = '7580.78', BiTCN = '7566.85', DilatedRNN = '7568.77', MLP = '7576.56', DLinear = '7563.43', NLinear = '7580.76', TFT = '7592.1', StemGNN = '7624.46', MLPMultivariate = '7672.57', TiDE = '7577.68', DeepNPTS = '7592.79', y = '7570.0' WHERE ds = '2024-08-19 00:00:00' 2024-11-20 10:31:52,733 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7572.15', Informer = '7547.01', LSTM = '7526.81', iTransformer = '7671.45', TSMixer = '7568.6', TSMixerx = '7580.24', PatchTST = '7569.61', RNN = '7567.35', GRU = '7591.95', TCN = '7568.04', BiTCN = '7561.53', DilatedRNN = '7550.82', MLP = '7574.94', DLinear = '7559.89', NLinear = '7564.28', TFT = '7585.51', StemGNN = '7621.06', MLPMultivariate = '7668.15', TiDE = '7564.85', DeepNPTS = '7593.95', y = '7570.0' WHERE ds = '2024-08-20 00:00:00' 2024-11-20 10:31:52,733 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7572.15', Informer = '7547.01', LSTM = '7526.81', iTransformer = '7671.45', TSMixer = '7568.6', TSMixerx = '7580.24', PatchTST = '7569.61', RNN = '7567.35', GRU = '7591.95', TCN = '7568.04', BiTCN = '7561.53', DilatedRNN = '7550.82', MLP = '7574.94', DLinear = '7559.89', NLinear = '7564.28', TFT = '7585.51', StemGNN = '7621.06', MLPMultivariate = '7668.15', TiDE = '7564.85', DeepNPTS = '7593.95', y = '7570.0' WHERE ds = '2024-08-20 00:00:00' 2024-11-20 10:31:52,735 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7573.42', Informer = '7547.32', LSTM = '7530.82', iTransformer = '7666.64', TSMixer = '7567.89', TSMixerx = '7575.96', PatchTST = '7578.4', RNN = '7571.05', GRU = '7598.86', TCN = '7567.66', BiTCN = '7559.81', DilatedRNN = '7551.3', MLP = '7579.86', DLinear = '7556.56', NLinear = '7568.24', TFT = '7577.28', StemGNN = '7617.48', MLPMultivariate = '7658.24', TiDE = '7567.96', DeepNPTS = '7595.48', y = '7570.0' WHERE ds = '2024-08-21 00:00:00' 2024-11-20 10:31:52,735 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7573.42', Informer = '7547.32', LSTM = '7530.82', iTransformer = '7666.64', TSMixer = '7567.89', TSMixerx = '7575.96', PatchTST = '7578.4', RNN = '7571.05', GRU = '7598.86', TCN = '7567.66', BiTCN = '7559.81', DilatedRNN = '7551.3', MLP = '7579.86', DLinear = '7556.56', NLinear = '7568.24', TFT = '7577.28', StemGNN = '7617.48', MLPMultivariate = '7658.24', TiDE = '7567.96', DeepNPTS = '7595.48', y = '7570.0' WHERE ds = '2024-08-21 00:00:00' 2024-11-20 10:31:52,737 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.07', Informer = '7553.0', LSTM = '7529.61', iTransformer = '7668.62', TSMixer = '7570.14', TSMixerx = '7576.54', PatchTST = '7578.19', RNN = '7572.59', GRU = '7597.05', TCN = '7564.06', BiTCN = '7557.67', DilatedRNN = '7549.96', MLP = '7582.79', DLinear = '7558.09', NLinear = '7571.36', TFT = '7573.0', StemGNN = '7613.63', MLPMultivariate = '7649.21', TiDE = '7570.82', DeepNPTS = '7596.41', y = '7590.0' WHERE ds = '2024-08-22 00:00:00' 2024-11-20 10:31:52,737 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.07', Informer = '7553.0', LSTM = '7529.61', iTransformer = '7668.62', TSMixer = '7570.14', TSMixerx = '7576.54', PatchTST = '7578.19', RNN = '7572.59', GRU = '7597.05', TCN = '7564.06', BiTCN = '7557.67', DilatedRNN = '7549.96', MLP = '7582.79', DLinear = '7558.09', NLinear = '7571.36', TFT = '7573.0', StemGNN = '7613.63', MLPMultivariate = '7649.21', TiDE = '7570.82', DeepNPTS = '7596.41', y = '7590.0' WHERE ds = '2024-08-22 00:00:00' 2024-11-20 10:31:52,739 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7591.57', Informer = '7570.94', LSTM = '7560.14', iTransformer = '7670.81', TSMixer = '7585.53', TSMixerx = '7577.36', PatchTST = '7595.08', RNN = '7597.17', GRU = '7628.08', TCN = '7602.95', BiTCN = '7563.0', DilatedRNN = '7578.88', MLP = '7588.25', DLinear = '7580.61', NLinear = '7588.53', TFT = '7588.33', StemGNN = '7610.53', MLPMultivariate = '7651.94', TiDE = '7586.39', DeepNPTS = '7599.99', y = '7583.33' WHERE ds = '2024-08-23 00:00:00' 2024-11-20 10:31:52,739 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7591.57', Informer = '7570.94', LSTM = '7560.14', iTransformer = '7670.81', TSMixer = '7585.53', TSMixerx = '7577.36', PatchTST = '7595.08', RNN = '7597.17', GRU = '7628.08', TCN = '7602.95', BiTCN = '7563.0', DilatedRNN = '7578.88', MLP = '7588.25', DLinear = '7580.61', NLinear = '7588.53', TFT = '7588.33', StemGNN = '7610.53', MLPMultivariate = '7651.94', TiDE = '7586.39', DeepNPTS = '7599.99', y = '7583.33' WHERE ds = '2024-08-23 00:00:00' 2024-11-20 10:31:52,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7585.94', Informer = '7559.82', LSTM = '7544.76', iTransformer = '7661.83', TSMixer = '7584.95', TSMixerx = '7583.38', PatchTST = '7584.8', RNN = '7588.16', GRU = '7607.8', TCN = '7587.92', BiTCN = '7569.26', DilatedRNN = '7568.6', MLP = '7581.87', DLinear = '7588.27', NLinear = '7584.7', TFT = '7584.03', StemGNN = '7607.22', MLPMultivariate = '7649.99', TiDE = '7582.57', DeepNPTS = '7594.95', y = '7583.33' WHERE ds = '2024-08-26 00:00:00' 2024-11-20 10:31:52,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7585.94', Informer = '7559.82', LSTM = '7544.76', iTransformer = '7661.83', TSMixer = '7584.95', TSMixerx = '7583.38', PatchTST = '7584.8', RNN = '7588.16', GRU = '7607.8', TCN = '7587.92', BiTCN = '7569.26', DilatedRNN = '7568.6', MLP = '7581.87', DLinear = '7588.27', NLinear = '7584.7', TFT = '7584.03', StemGNN = '7607.22', MLPMultivariate = '7649.99', TiDE = '7582.57', DeepNPTS = '7594.95', y = '7583.33' WHERE ds = '2024-08-26 00:00:00' 2024-11-20 10:31:52,744 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7583.67', Informer = '7562.52', LSTM = '7548.9', iTransformer = '7658.7', TSMixer = '7583.01', TSMixerx = '7588.14', PatchTST = '7583.17', RNN = '7588.62', GRU = '7614.19', TCN = '7590.1', BiTCN = '7572.3', DilatedRNN = '7571.03', MLP = '7577.78', DLinear = '7596.16', NLinear = '7581.18', TFT = '7582.94', StemGNN = '7603.87', MLPMultivariate = '7646.62', TiDE = '7585.5', DeepNPTS = '7587.22', y = '7610.0' WHERE ds = '2024-08-27 00:00:00' 2024-11-20 10:31:52,744 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7583.67', Informer = '7562.52', LSTM = '7548.9', iTransformer = '7658.7', TSMixer = '7583.01', TSMixerx = '7588.14', PatchTST = '7583.17', RNN = '7588.62', GRU = '7614.19', TCN = '7590.1', BiTCN = '7572.3', DilatedRNN = '7571.03', MLP = '7577.78', DLinear = '7596.16', NLinear = '7581.18', TFT = '7582.94', StemGNN = '7603.87', MLPMultivariate = '7646.62', TiDE = '7585.5', DeepNPTS = '7587.22', y = '7610.0' WHERE ds = '2024-08-27 00:00:00' 2024-11-20 10:31:52,747 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7608.75', Informer = '7573.37', LSTM = '7587.12', iTransformer = '7673.3', TSMixer = '7599.94', TSMixerx = '7608.28', PatchTST = '7606.73', RNN = '7628.21', GRU = '7652.47', TCN = '7664.54', BiTCN = '7591.65', DilatedRNN = '7610.38', MLP = '7596.44', DLinear = '7602.33', NLinear = '7610.44', TFT = '7591.02', StemGNN = '7601.62', MLPMultivariate = '7649.51', TiDE = '7604.31', DeepNPTS = '7595.06', y = '7610.0' WHERE ds = '2024-08-28 00:00:00' 2024-11-20 10:31:52,747 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7608.75', Informer = '7573.37', LSTM = '7587.12', iTransformer = '7673.3', TSMixer = '7599.94', TSMixerx = '7608.28', PatchTST = '7606.73', RNN = '7628.21', GRU = '7652.47', TCN = '7664.54', BiTCN = '7591.65', DilatedRNN = '7610.38', MLP = '7596.44', DLinear = '7602.33', NLinear = '7610.44', TFT = '7591.02', StemGNN = '7601.62', MLPMultivariate = '7649.51', TiDE = '7604.31', DeepNPTS = '7595.06', y = '7610.0' WHERE ds = '2024-08-28 00:00:00' 2024-11-20 10:31:52,748 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7610.24', Informer = '7581.95', LSTM = '7579.49', iTransformer = '7667.2', TSMixer = '7606.13', TSMixerx = '7611.64', PatchTST = '7601.7', RNN = '7614.17', GRU = '7638.98', TCN = '7657.09', BiTCN = '7608.52', DilatedRNN = '7604.72', MLP = '7599.74', DLinear = '7592.46', NLinear = '7610.07', TFT = '7593.12', StemGNN = '7599.89', MLPMultivariate = '7651.06', TiDE = '7610.39', DeepNPTS = '7598.34', y = '7613.33' WHERE ds = '2024-08-29 00:00:00' 2024-11-20 10:31:52,748 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7610.24', Informer = '7581.95', LSTM = '7579.49', iTransformer = '7667.2', TSMixer = '7606.13', TSMixerx = '7611.64', PatchTST = '7601.7', RNN = '7614.17', GRU = '7638.98', TCN = '7657.09', BiTCN = '7608.52', DilatedRNN = '7604.72', MLP = '7599.74', DLinear = '7592.46', NLinear = '7610.07', TFT = '7593.12', StemGNN = '7599.89', MLPMultivariate = '7651.06', TiDE = '7610.39', DeepNPTS = '7598.34', y = '7613.33' WHERE ds = '2024-08-29 00:00:00' 2024-11-20 10:31:52,751 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7614.03', Informer = '7597.63', LSTM = '7586.96', iTransformer = '7655.72', TSMixer = '7609.34', TSMixerx = '7627.82', PatchTST = '7609.66', RNN = '7622.84', GRU = '7647.73', TCN = '7683.32', BiTCN = '7625.2', DilatedRNN = '7611.68', MLP = '7604.11', DLinear = '7604.98', NLinear = '7607.4', TFT = '7605.44', StemGNN = '7598.84', MLPMultivariate = '7655.51', TiDE = '7616.44', DeepNPTS = '7604.42', y = '7606.67' WHERE ds = '2024-08-30 00:00:00' 2024-11-20 10:31:52,751 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7614.03', Informer = '7597.63', LSTM = '7586.96', iTransformer = '7655.72', TSMixer = '7609.34', TSMixerx = '7627.82', PatchTST = '7609.66', RNN = '7622.84', GRU = '7647.73', TCN = '7683.32', BiTCN = '7625.2', DilatedRNN = '7611.68', MLP = '7604.11', DLinear = '7604.98', NLinear = '7607.4', TFT = '7605.44', StemGNN = '7598.84', MLPMultivariate = '7655.51', TiDE = '7616.44', DeepNPTS = '7604.42', y = '7606.67' WHERE ds = '2024-08-30 00:00:00' 2024-11-20 10:31:52,754 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7605.77', Informer = '7607.48', LSTM = '7574.01', iTransformer = '7657.55', TSMixer = '7606.13', TSMixerx = '7623.34', PatchTST = '7601.08', RNN = '7617.14', GRU = '7632.79', TCN = '7647.45', BiTCN = '7631.48', DilatedRNN = '7601.88', MLP = '7607.32', DLinear = '7602.92', NLinear = '7610.32', TFT = '7598.03', StemGNN = '7597.7', MLPMultivariate = '7649.4', TiDE = '7604.07', DeepNPTS = '7593.73', y = '7583.33' WHERE ds = '2024-09-02 00:00:00' 2024-11-20 10:31:52,754 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7605.77', Informer = '7607.48', LSTM = '7574.01', iTransformer = '7657.55', TSMixer = '7606.13', TSMixerx = '7623.34', PatchTST = '7601.08', RNN = '7617.14', GRU = '7632.79', TCN = '7647.45', BiTCN = '7631.48', DilatedRNN = '7601.88', MLP = '7607.32', DLinear = '7602.92', NLinear = '7610.32', TFT = '7598.03', StemGNN = '7597.7', MLPMultivariate = '7649.4', TiDE = '7604.07', DeepNPTS = '7593.73', y = '7583.33' WHERE ds = '2024-09-02 00:00:00' 2024-11-20 10:31:52,756 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7585.53', Informer = '7591.18', LSTM = '7541.28', iTransformer = '7616.14', TSMixer = '7585.56', TSMixerx = '7597.08', PatchTST = '7575.22', RNN = '7577.4', GRU = '7602.02', TCN = '7584.32', BiTCN = '7620.22', DilatedRNN = '7566.19', MLP = '7593.28', DLinear = '7584.09', NLinear = '7584.79', TFT = '7569.87', StemGNN = '7596.02', MLPMultivariate = '7632.57', TiDE = '7579.08', DeepNPTS = '7589.84', y = '7562.5' WHERE ds = '2024-09-03 00:00:00' 2024-11-20 10:31:52,756 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7585.53', Informer = '7591.18', LSTM = '7541.28', iTransformer = '7616.14', TSMixer = '7585.56', TSMixerx = '7597.08', PatchTST = '7575.22', RNN = '7577.4', GRU = '7602.02', TCN = '7584.32', BiTCN = '7620.22', DilatedRNN = '7566.19', MLP = '7593.28', DLinear = '7584.09', NLinear = '7584.79', TFT = '7569.87', StemGNN = '7596.02', MLPMultivariate = '7632.57', TiDE = '7579.08', DeepNPTS = '7589.84', y = '7562.5' WHERE ds = '2024-09-03 00:00:00' 2024-11-20 10:31:52,758 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7568.37', Informer = '7571.94', LSTM = '7515.98', iTransformer = '7610.57', TSMixer = '7565.79', TSMixerx = '7581.26', PatchTST = '7562.25', RNN = '7558.08', GRU = '7581.85', TCN = '7545.27', BiTCN = '7604.56', DilatedRNN = '7535.46', MLP = '7576.39', DLinear = '7572.94', NLinear = '7565.45', TFT = '7557.33', StemGNN = '7593.59', MLPMultivariate = '7618.83', TiDE = '7560.98', DeepNPTS = '7584.89', y = '7535.0' WHERE ds = '2024-09-04 00:00:00' 2024-11-20 10:31:52,758 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7568.37', Informer = '7571.94', LSTM = '7515.98', iTransformer = '7610.57', TSMixer = '7565.79', TSMixerx = '7581.26', PatchTST = '7562.25', RNN = '7558.08', GRU = '7581.85', TCN = '7545.27', BiTCN = '7604.56', DilatedRNN = '7535.46', MLP = '7576.39', DLinear = '7572.94', NLinear = '7565.45', TFT = '7557.33', StemGNN = '7593.59', MLPMultivariate = '7618.83', TiDE = '7560.98', DeepNPTS = '7584.89', y = '7535.0' WHERE ds = '2024-09-04 00:00:00' 2024-11-20 10:31:52,761 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7543.76', Informer = '7554.78', LSTM = '7480.27', iTransformer = '7596.32', TSMixer = '7542.46', TSMixerx = '7560.43', PatchTST = '7542.41', RNN = '7526.06', GRU = '7549.62', TCN = '7514.26', BiTCN = '7580.6', DilatedRNN = '7496.51', MLP = '7554.42', DLinear = '7552.65', NLinear = '7529.62', TFT = '7533.45', StemGNN = '7589.9', MLPMultivariate = '7609.7', TiDE = '7536.19', DeepNPTS = '7604.62', y = '7475.0' WHERE ds = '2024-09-05 00:00:00' 2024-11-20 10:31:52,761 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7543.76', Informer = '7554.78', LSTM = '7480.27', iTransformer = '7596.32', TSMixer = '7542.46', TSMixerx = '7560.43', PatchTST = '7542.41', RNN = '7526.06', GRU = '7549.62', TCN = '7514.26', BiTCN = '7580.6', DilatedRNN = '7496.51', MLP = '7554.42', DLinear = '7552.65', NLinear = '7529.62', TFT = '7533.45', StemGNN = '7589.9', MLPMultivariate = '7609.7', TiDE = '7536.19', DeepNPTS = '7604.62', y = '7475.0' WHERE ds = '2024-09-05 00:00:00' 2024-11-20 10:31:52,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.44', Informer = '7535.38', LSTM = '7399.34', iTransformer = '7579.63', TSMixer = '7490.15', TSMixerx = '7530.32', PatchTST = '7484.73', RNN = '7455.8', GRU = '7477.09', TCN = '7467.9', BiTCN = '7540.47', DilatedRNN = '7420.37', MLP = '7514.24', DLinear = '7518.1', NLinear = '7469.82', TFT = '7508.77', StemGNN = '7582.87', MLPMultivariate = '7581.29', TiDE = '7483.85', DeepNPTS = '7606.65', y = '7442.5' WHERE ds = '2024-09-06 00:00:00' 2024-11-20 10:31:52,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.44', Informer = '7535.38', LSTM = '7399.34', iTransformer = '7579.63', TSMixer = '7490.15', TSMixerx = '7530.32', PatchTST = '7484.73', RNN = '7455.8', GRU = '7477.09', TCN = '7467.9', BiTCN = '7540.47', DilatedRNN = '7420.37', MLP = '7514.24', DLinear = '7518.1', NLinear = '7469.82', TFT = '7508.77', StemGNN = '7582.87', MLPMultivariate = '7581.29', TiDE = '7483.85', DeepNPTS = '7606.65', y = '7442.5' WHERE ds = '2024-09-06 00:00:00' 2024-11-20 10:31:52,764 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7470.01', Informer = '7515.88', LSTM = '7364.62', iTransformer = '7562.42', TSMixer = '7446.27', TSMixerx = '7498.53', PatchTST = '7460.67', RNN = '7431.29', GRU = '7457.63', TCN = '7439.77', BiTCN = '7496.35', DilatedRNN = '7380.39', MLP = '7490.04', DLinear = '7478.05', NLinear = '7433.33', TFT = '7489.86', StemGNN = '7574.18', MLPMultivariate = '7557.17', TiDE = '7447.27', DeepNPTS = '7583.34', y = '7422.5' WHERE ds = '2024-09-09 00:00:00' 2024-11-20 10:31:52,764 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7470.01', Informer = '7515.88', LSTM = '7364.62', iTransformer = '7562.42', TSMixer = '7446.27', TSMixerx = '7498.53', PatchTST = '7460.67', RNN = '7431.29', GRU = '7457.63', TCN = '7439.77', BiTCN = '7496.35', DilatedRNN = '7380.39', MLP = '7490.04', DLinear = '7478.05', NLinear = '7433.33', TFT = '7489.86', StemGNN = '7574.18', MLPMultivariate = '7557.17', TiDE = '7447.27', DeepNPTS = '7583.34', y = '7422.5' WHERE ds = '2024-09-09 00:00:00' 2024-11-20 10:31:52,768 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7451.33', Informer = '7504.81', LSTM = '7339.71', iTransformer = '7541.21', TSMixer = '7420.48', TSMixerx = '7477.1', PatchTST = '7438.77', RNN = '7409.71', GRU = '7440.34', TCN = '7417.87', BiTCN = '7462.64', DilatedRNN = '7355.09', MLP = '7458.54', DLinear = '7445.15', NLinear = '7421.15', TFT = '7475.16', StemGNN = '7564.85', MLPMultivariate = '7527.78', TiDE = '7425.45', DeepNPTS = '7562.5', y = '7412.5' WHERE ds = '2024-09-10 00:00:00' 2024-11-20 10:31:52,768 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7451.33', Informer = '7504.81', LSTM = '7339.71', iTransformer = '7541.21', TSMixer = '7420.48', TSMixerx = '7477.1', PatchTST = '7438.77', RNN = '7409.71', GRU = '7440.34', TCN = '7417.87', BiTCN = '7462.64', DilatedRNN = '7355.09', MLP = '7458.54', DLinear = '7445.15', NLinear = '7421.15', TFT = '7475.16', StemGNN = '7564.85', MLPMultivariate = '7527.78', TiDE = '7425.45', DeepNPTS = '7562.5', y = '7412.5' WHERE ds = '2024-09-10 00:00:00' 2024-11-20 10:31:52,771 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7430.97', Informer = '7491.05', LSTM = '7330.97', iTransformer = '7519.37', TSMixer = '7404.28', TSMixerx = '7462.26', PatchTST = '7420.89', RNN = '7398.85', GRU = '7436.14', TCN = '7408.15', BiTCN = '7431.14', DilatedRNN = '7340.45', MLP = '7432.55', DLinear = '7418.98', NLinear = '7415.28', TFT = '7464.61', StemGNN = '7555.64', MLPMultivariate = '7498.71', TiDE = '7417.44', DeepNPTS = '7535.0', y = '7387.5' WHERE ds = '2024-09-11 00:00:00' 2024-11-20 10:31:52,771 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7430.97', Informer = '7491.05', LSTM = '7330.97', iTransformer = '7519.37', TSMixer = '7404.28', TSMixerx = '7462.26', PatchTST = '7420.89', RNN = '7398.85', GRU = '7436.14', TCN = '7408.15', BiTCN = '7431.14', DilatedRNN = '7340.45', MLP = '7432.55', DLinear = '7418.98', NLinear = '7415.28', TFT = '7464.61', StemGNN = '7555.64', MLPMultivariate = '7498.71', TiDE = '7417.44', DeepNPTS = '7535.0', y = '7387.5' WHERE ds = '2024-09-11 00:00:00' 2024-11-20 10:31:52,774 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7398.0', Informer = '7478.74', LSTM = '7303.67', iTransformer = '7492.92', TSMixer = '7382.31', TSMixerx = '7444.67', PatchTST = '7391.09', RNN = '7382.94', GRU = '7411.65', TCN = '7396.88', BiTCN = '7397.14', DilatedRNN = '7313.15', MLP = '7402.38', DLinear = '7400.79', NLinear = '7386.94', TFT = '7448.76', StemGNN = '7545.54', MLPMultivariate = '7460.06', TiDE = '7395.3', DeepNPTS = '7475.01', y = '7380.0' WHERE ds = '2024-09-12 00:00:00' 2024-11-20 10:31:52,774 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7398.0', Informer = '7478.74', LSTM = '7303.67', iTransformer = '7492.92', TSMixer = '7382.31', TSMixerx = '7444.67', PatchTST = '7391.09', RNN = '7382.94', GRU = '7411.65', TCN = '7396.88', BiTCN = '7397.14', DilatedRNN = '7313.15', MLP = '7402.38', DLinear = '7400.79', NLinear = '7386.94', TFT = '7448.76', StemGNN = '7545.54', MLPMultivariate = '7460.06', TiDE = '7395.3', DeepNPTS = '7475.01', y = '7380.0' WHERE ds = '2024-09-12 00:00:00' 2024-11-20 10:31:52,776 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7388.71', Informer = '7460.03', LSTM = '7300.95', iTransformer = '7464.13', TSMixer = '7369.45', TSMixerx = '7424.93', PatchTST = '7380.86', RNN = '7379.25', GRU = '7411.88', TCN = '7392.85', BiTCN = '7374.15', DilatedRNN = '7309.57', MLP = '7382.1', DLinear = '7401.54', NLinear = '7385.04', TFT = '7438.55', StemGNN = '7535.68', MLPMultivariate = '7439.73', TiDE = '7384.62', DeepNPTS = '7442.51', y = '7395.0' WHERE ds = '2024-09-13 00:00:00' 2024-11-20 10:31:52,776 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7388.71', Informer = '7460.03', LSTM = '7300.95', iTransformer = '7464.13', TSMixer = '7369.45', TSMixerx = '7424.93', PatchTST = '7380.86', RNN = '7379.25', GRU = '7411.88', TCN = '7392.85', BiTCN = '7374.15', DilatedRNN = '7309.57', MLP = '7382.1', DLinear = '7401.54', NLinear = '7385.04', TFT = '7438.55', StemGNN = '7535.68', MLPMultivariate = '7439.73', TiDE = '7384.62', DeepNPTS = '7442.51', y = '7395.0' WHERE ds = '2024-09-13 00:00:00' 2024-11-20 10:31:52,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7403.95', Informer = '7464.0', LSTM = '7318.92', iTransformer = '7450.39', TSMixer = '7380.9', TSMixerx = '7417.35', PatchTST = '7390.87', RNN = '7396.28', GRU = '7429.07', TCN = '7406.03', BiTCN = '7371.11', DilatedRNN = '7327.5', MLP = '7375.1', DLinear = '7403.94', NLinear = '7403.98', TFT = '7435.49', StemGNN = '7527.23', MLPMultivariate = '7421.01', TiDE = '7393.19', DeepNPTS = '7422.53', y = '7375.0' WHERE ds = '2024-09-14 00:00:00' 2024-11-20 10:31:52,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7403.95', Informer = '7464.0', LSTM = '7318.92', iTransformer = '7450.39', TSMixer = '7380.9', TSMixerx = '7417.35', PatchTST = '7390.87', RNN = '7396.28', GRU = '7429.07', TCN = '7406.03', BiTCN = '7371.11', DilatedRNN = '7327.5', MLP = '7375.1', DLinear = '7403.94', NLinear = '7403.98', TFT = '7435.49', StemGNN = '7527.23', MLPMultivariate = '7421.01', TiDE = '7393.19', DeepNPTS = '7422.53', y = '7375.0' WHERE ds = '2024-09-14 00:00:00' 2024-11-20 10:31:52,781 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7378.25', Informer = '7450.51', LSTM = '7296.64', iTransformer = '7420.48', TSMixer = '7374.33', TSMixerx = '7397.35', PatchTST = '7365.31', RNN = '7369.65', GRU = '7403.89', TCN = '7405.31', BiTCN = '7367.04', DilatedRNN = '7307.74', MLP = '7352.11', DLinear = '7382.56', NLinear = '7384.77', TFT = '7418.46', StemGNN = '7518.24', MLPMultivariate = '7376.68', TiDE = '7382.2', DeepNPTS = '7412.61', y = '7342.5' WHERE ds = '2024-09-18 00:00:00' 2024-11-20 10:31:52,781 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7378.25', Informer = '7450.51', LSTM = '7296.64', iTransformer = '7420.48', TSMixer = '7374.33', TSMixerx = '7397.35', PatchTST = '7365.31', RNN = '7369.65', GRU = '7403.89', TCN = '7405.31', BiTCN = '7367.04', DilatedRNN = '7307.74', MLP = '7352.11', DLinear = '7382.56', NLinear = '7384.77', TFT = '7418.46', StemGNN = '7518.24', MLPMultivariate = '7376.68', TiDE = '7382.2', DeepNPTS = '7412.61', y = '7342.5' WHERE ds = '2024-09-18 00:00:00' 2024-11-20 10:31:52,783 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7345.8', Informer = '7424.07', LSTM = '7273.03', iTransformer = '7383.78', TSMixer = '7351.39', TSMixerx = '7367.71', PatchTST = '7348.02', RNN = '7343.67', GRU = '7377.78', TCN = '7405.74', BiTCN = '7364.49', DilatedRNN = '7286.64', MLP = '7340.79', DLinear = '7371.55', NLinear = '7346.23', TFT = '7404.98', StemGNN = '7508.11', MLPMultivariate = '7313.24', TiDE = '7357.08', DeepNPTS = '7392.25', y = '7325.0' WHERE ds = '2024-09-19 00:00:00' 2024-11-20 10:31:52,783 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7345.8', Informer = '7424.07', LSTM = '7273.03', iTransformer = '7383.78', TSMixer = '7351.39', TSMixerx = '7367.71', PatchTST = '7348.02', RNN = '7343.67', GRU = '7377.78', TCN = '7405.74', BiTCN = '7364.49', DilatedRNN = '7286.64', MLP = '7340.79', DLinear = '7371.55', NLinear = '7346.23', TFT = '7404.98', StemGNN = '7508.11', MLPMultivariate = '7313.24', TiDE = '7357.08', DeepNPTS = '7392.25', y = '7325.0' WHERE ds = '2024-09-19 00:00:00' 2024-11-20 10:31:52,786 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7331.34', Informer = '7411.4', LSTM = '7261.47', iTransformer = '7359.5', TSMixer = '7333.1', TSMixerx = '7352.78', PatchTST = '7340.24', RNN = '7332.29', GRU = '7366.28', TCN = '7407.88', BiTCN = '7366.1', DilatedRNN = '7275.0', MLP = '7339.29', DLinear = '7357.37', NLinear = '7336.36', TFT = '7381.77', StemGNN = '7497.51', MLPMultivariate = '7277.24', TiDE = '7337.64', DeepNPTS = '7389.01', y = '7340.0' WHERE ds = '2024-09-20 00:00:00' 2024-11-20 10:31:52,786 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7331.34', Informer = '7411.4', LSTM = '7261.47', iTransformer = '7359.5', TSMixer = '7333.1', TSMixerx = '7352.78', PatchTST = '7340.24', RNN = '7332.29', GRU = '7366.28', TCN = '7407.88', BiTCN = '7366.1', DilatedRNN = '7275.0', MLP = '7339.29', DLinear = '7357.37', NLinear = '7336.36', TFT = '7381.77', StemGNN = '7497.51', MLPMultivariate = '7277.24', TiDE = '7337.64', DeepNPTS = '7389.01', y = '7340.0' WHERE ds = '2024-09-20 00:00:00' 2024-11-20 10:31:52,789 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7350.17', Informer = '7409.47', LSTM = '7273.6', iTransformer = '7360.28', TSMixer = '7338.57', TSMixerx = '7354.65', PatchTST = '7355.94', RNN = '7342.36', GRU = '7383.53', TCN = '7413.67', BiTCN = '7372.86', DilatedRNN = '7285.44', MLP = '7350.24', DLinear = '7359.13', NLinear = '7346.39', TFT = '7390.63', StemGNN = '7488.3', MLPMultivariate = '7253.74', TiDE = '7336.25', DeepNPTS = '7363.92', y = '7310.0' WHERE ds = '2024-09-23 00:00:00' 2024-11-20 10:31:52,789 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7350.17', Informer = '7409.47', LSTM = '7273.6', iTransformer = '7360.28', TSMixer = '7338.57', TSMixerx = '7354.65', PatchTST = '7355.94', RNN = '7342.36', GRU = '7383.53', TCN = '7413.67', BiTCN = '7372.86', DilatedRNN = '7285.44', MLP = '7350.24', DLinear = '7359.13', NLinear = '7346.39', TFT = '7390.63', StemGNN = '7488.3', MLPMultivariate = '7253.74', TiDE = '7336.25', DeepNPTS = '7363.92', y = '7310.0' WHERE ds = '2024-09-23 00:00:00' 2024-11-20 10:31:52,791 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7334.33', Informer = '7387.52', LSTM = '7250.34', iTransformer = '7333.1', TSMixer = '7321.56', TSMixerx = '7341.2', PatchTST = '7323.07', RNN = '7313.94', GRU = '7351.58', TCN = '7405.47', BiTCN = '7369.32', DilatedRNN = '7258.87', MLP = '7332.21', DLinear = '7339.95', NLinear = '7319.59', TFT = '7372.23', StemGNN = '7478.05', MLPMultivariate = '7233.88', TiDE = '7309.53', DeepNPTS = '7330.44', y = '7280.0' WHERE ds = '2024-09-24 00:00:00' 2024-11-20 10:31:52,791 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7334.33', Informer = '7387.52', LSTM = '7250.34', iTransformer = '7333.1', TSMixer = '7321.56', TSMixerx = '7341.2', PatchTST = '7323.07', RNN = '7313.94', GRU = '7351.58', TCN = '7405.47', BiTCN = '7369.32', DilatedRNN = '7258.87', MLP = '7332.21', DLinear = '7339.95', NLinear = '7319.59', TFT = '7372.23', StemGNN = '7478.05', MLPMultivariate = '7233.88', TiDE = '7309.53', DeepNPTS = '7330.44', y = '7280.0' WHERE ds = '2024-09-24 00:00:00' 2024-11-20 10:31:52,793 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7331.68', Informer = '7358.95', LSTM = '7233.76', iTransformer = '7294.82', TSMixer = '7295.02', TSMixerx = '7325.46', PatchTST = '7313.92', RNN = '7295.67', GRU = '7333.57', TCN = '7389.7', BiTCN = '7358.18', DilatedRNN = '7239.93', MLP = '7329.29', DLinear = '7318.18', NLinear = '7284.22', TFT = '7352.1', StemGNN = '7466.86', MLPMultivariate = '7208.89', TiDE = '7292.13', DeepNPTS = '7300.88', y = '7315.0' WHERE ds = '2024-09-25 00:00:00' 2024-11-20 10:31:52,793 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7331.68', Informer = '7358.95', LSTM = '7233.76', iTransformer = '7294.82', TSMixer = '7295.02', TSMixerx = '7325.46', PatchTST = '7313.92', RNN = '7295.67', GRU = '7333.57', TCN = '7389.7', BiTCN = '7358.18', DilatedRNN = '7239.93', MLP = '7329.29', DLinear = '7318.18', NLinear = '7284.22', TFT = '7352.1', StemGNN = '7466.86', MLPMultivariate = '7208.89', TiDE = '7292.13', DeepNPTS = '7300.88', y = '7315.0' WHERE ds = '2024-09-25 00:00:00' 2024-11-20 10:31:52,795 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7383.23', Informer = '7354.28', LSTM = '7258.63', iTransformer = '7322.43', TSMixer = '7311.57', TSMixerx = '7337.57', PatchTST = '7346.59', RNN = '7334.2', GRU = '7368.18', TCN = '7395.19', BiTCN = '7360.13', DilatedRNN = '7262.58', MLP = '7348.37', DLinear = '7337.87', NLinear = '7321.63', TFT = '7365.79', StemGNN = '7457.88', MLPMultivariate = '7369.88', TiDE = '7315.96', DeepNPTS = '7309.91', y = '7310.0' WHERE ds = '2024-09-26 00:00:00' 2024-11-20 10:31:52,795 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7383.23', Informer = '7354.28', LSTM = '7258.63', iTransformer = '7322.43', TSMixer = '7311.57', TSMixerx = '7337.57', PatchTST = '7346.59', RNN = '7334.2', GRU = '7368.18', TCN = '7395.19', BiTCN = '7360.13', DilatedRNN = '7262.58', MLP = '7348.37', DLinear = '7337.87', NLinear = '7321.63', TFT = '7365.79', StemGNN = '7457.88', MLPMultivariate = '7369.88', TiDE = '7315.96', DeepNPTS = '7309.91', y = '7310.0' WHERE ds = '2024-09-26 00:00:00' 2024-11-20 10:31:52,798 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7395.39', Informer = '7342.84', LSTM = '7252.57', iTransformer = '7349.44', TSMixer = '7311.78', TSMixerx = '7332.55', PatchTST = '7328.61', RNN = '7316.26', GRU = '7355.87', TCN = '7383.46', BiTCN = '7355.37', DilatedRNN = '7250.85', MLP = '7333.29', DLinear = '7314.8', NLinear = '7318.06', TFT = '7363.19', StemGNN = '7449.12', MLPMultivariate = '7426.95', TiDE = '7307.61', DeepNPTS = '7323.36', y = '7310.0' WHERE ds = '2024-09-27 00:00:00' 2024-11-20 10:31:52,798 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7395.39', Informer = '7342.84', LSTM = '7252.57', iTransformer = '7349.44', TSMixer = '7311.78', TSMixerx = '7332.55', PatchTST = '7328.61', RNN = '7316.26', GRU = '7355.87', TCN = '7383.46', BiTCN = '7355.37', DilatedRNN = '7250.85', MLP = '7333.29', DLinear = '7314.8', NLinear = '7318.06', TFT = '7363.19', StemGNN = '7449.12', MLPMultivariate = '7426.95', TiDE = '7307.61', DeepNPTS = '7323.36', y = '7310.0' WHERE ds = '2024-09-27 00:00:00' 2024-11-20 10:31:52,801 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7404.69', Informer = '7328.01', LSTM = '7255.95', iTransformer = '7412.08', TSMixer = '7310.44', TSMixerx = '7339.92', PatchTST = '7335.89', RNN = '7322.03', GRU = '7360.7', TCN = '7391.28', BiTCN = '7348.53', DilatedRNN = '7255.08', MLP = '7324.23', DLinear = '7308.09', NLinear = '7314.78', TFT = '7356.94', StemGNN = '7440.11', MLPMultivariate = '7459.6', TiDE = '7314.78', DeepNPTS = '7323.36', y = '7365.0' WHERE ds = '2024-09-29 00:00:00' 2024-11-20 10:31:52,801 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7404.69', Informer = '7328.01', LSTM = '7255.95', iTransformer = '7412.08', TSMixer = '7310.44', TSMixerx = '7339.92', PatchTST = '7335.89', RNN = '7322.03', GRU = '7360.7', TCN = '7391.28', BiTCN = '7348.53', DilatedRNN = '7255.08', MLP = '7324.23', DLinear = '7308.09', NLinear = '7314.78', TFT = '7356.94', StemGNN = '7440.11', MLPMultivariate = '7459.6', TiDE = '7314.78', DeepNPTS = '7323.36', y = '7365.0' WHERE ds = '2024-09-29 00:00:00' 2024-11-20 10:31:52,804 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7426.12', Informer = '7341.11', LSTM = '7300.09', iTransformer = '7456.35', TSMixer = '7351.28', TSMixerx = '7360.36', PatchTST = '7371.79', RNN = '7386.81', GRU = '7413.94', TCN = '7423.46', BiTCN = '7354.23', DilatedRNN = '7305.8', MLP = '7350.79', DLinear = '7337.02', NLinear = '7372.67', TFT = '7375.01', StemGNN = '7433.62', MLPMultivariate = '7526.69', TiDE = '7362.78', DeepNPTS = '7362.27', y = '7420.0' WHERE ds = '2024-09-30 00:00:00' 2024-11-20 10:31:52,804 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7426.12', Informer = '7341.11', LSTM = '7300.09', iTransformer = '7456.35', TSMixer = '7351.28', TSMixerx = '7360.36', PatchTST = '7371.79', RNN = '7386.81', GRU = '7413.94', TCN = '7423.46', BiTCN = '7354.23', DilatedRNN = '7305.8', MLP = '7350.79', DLinear = '7337.02', NLinear = '7372.67', TFT = '7375.01', StemGNN = '7433.62', MLPMultivariate = '7526.69', TiDE = '7362.78', DeepNPTS = '7362.27', y = '7420.0' WHERE ds = '2024-09-30 00:00:00' 2024-11-20 10:31:52,806 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7406.37', Informer = '7396.05', LSTM = '7363.97', iTransformer = '7515.23', TSMixer = '7401.51', TSMixerx = '7391.97', PatchTST = '7409.69', RNN = '7428.8', GRU = '7463.3', TCN = '7450.62', BiTCN = '7382.85', DilatedRNN = '7368.46', MLP = '7376.8', DLinear = '7366.11', NLinear = '7426.31', TFT = '7404.72', StemGNN = '7429.4', MLPMultivariate = '7614.2', TiDE = '7412.17', DeepNPTS = '7419.09', y = '7602.5' WHERE ds = '2024-10-08 00:00:00' 2024-11-20 10:31:52,806 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7406.37', Informer = '7396.05', LSTM = '7363.97', iTransformer = '7515.23', TSMixer = '7401.51', TSMixerx = '7391.97', PatchTST = '7409.69', RNN = '7428.8', GRU = '7463.3', TCN = '7450.62', BiTCN = '7382.85', DilatedRNN = '7368.46', MLP = '7376.8', DLinear = '7366.11', NLinear = '7426.31', TFT = '7404.72', StemGNN = '7429.4', MLPMultivariate = '7614.2', TiDE = '7412.17', DeepNPTS = '7419.09', y = '7602.5' WHERE ds = '2024-10-08 00:00:00' 2024-11-20 10:31:52,808 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7577.33', Informer = '7574.57', LSTM = '7625.6', iTransformer = '7661.65', TSMixer = '7544.47', TSMixerx = '7607.6', PatchTST = '7631.74', RNN = '7679.46', GRU = '7699.37', TCN = '7713.1', BiTCN = '7580.36', DilatedRNN = '7635.88', MLP = '7586.54', DLinear = '7484.3', NLinear = '7607.45', TFT = '7604.1', StemGNN = '7429.48', MLPMultivariate = '7766.63', TiDE = '7573.71', DeepNPTS = '7602.24', y = '7602.5' WHERE ds = '2024-10-09 00:00:00' 2024-11-20 10:31:52,808 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7577.33', Informer = '7574.57', LSTM = '7625.6', iTransformer = '7661.65', TSMixer = '7544.47', TSMixerx = '7607.6', PatchTST = '7631.74', RNN = '7679.46', GRU = '7699.37', TCN = '7713.1', BiTCN = '7580.36', DilatedRNN = '7635.88', MLP = '7586.54', DLinear = '7484.3', NLinear = '7607.45', TFT = '7604.1', StemGNN = '7429.48', MLPMultivariate = '7766.63', TiDE = '7573.71', DeepNPTS = '7602.24', y = '7602.5' WHERE ds = '2024-10-09 00:00:00' 2024-11-20 10:31:52,810 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7576.0', Informer = '7601.33', LSTM = '7581.64', iTransformer = '7719.31', TSMixer = '7608.25', TSMixerx = '7677.35', PatchTST = '7632.34', RNN = '7639.99', GRU = '7633.43', TCN = '7766.71', BiTCN = '7661.03', DilatedRNN = '7634.72', MLP = '7640.36', DLinear = '7542.83', NLinear = '7609.24', TFT = '7617.74', StemGNN = '7429.69', MLPMultivariate = '7786.16', TiDE = '7604.18', DeepNPTS = '7602.37', y = '7585.0' WHERE ds = '2024-10-10 00:00:00' 2024-11-20 10:31:52,810 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7576.0', Informer = '7601.33', LSTM = '7581.64', iTransformer = '7719.31', TSMixer = '7608.25', TSMixerx = '7677.35', PatchTST = '7632.34', RNN = '7639.99', GRU = '7633.43', TCN = '7766.71', BiTCN = '7661.03', DilatedRNN = '7634.72', MLP = '7640.36', DLinear = '7542.83', NLinear = '7609.24', TFT = '7617.74', StemGNN = '7429.69', MLPMultivariate = '7786.16', TiDE = '7604.18', DeepNPTS = '7602.37', y = '7585.0' WHERE ds = '2024-10-10 00:00:00' 2024-11-20 10:31:52,813 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7631.65', Informer = '7624.48', LSTM = '7575.07', iTransformer = '7766.2', TSMixer = '7609.2', TSMixerx = '7714.27', PatchTST = '7629.44', RNN = '7599.98', GRU = '7624.22', TCN = '7788.7', BiTCN = '7691.29', DilatedRNN = '7618.88', MLP = '7651.66', DLinear = '7572.18', NLinear = '7587.86', TFT = '7623.61', StemGNN = '7429.71', MLPMultivariate = '7764.22', TiDE = '7600.31', DeepNPTS = '7584.85', y = '7575.0' WHERE ds = '2024-10-11 00:00:00' 2024-11-20 10:31:52,813 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7631.65', Informer = '7624.48', LSTM = '7575.07', iTransformer = '7766.2', TSMixer = '7609.2', TSMixerx = '7714.27', PatchTST = '7629.44', RNN = '7599.98', GRU = '7624.22', TCN = '7788.7', BiTCN = '7691.29', DilatedRNN = '7618.88', MLP = '7651.66', DLinear = '7572.18', NLinear = '7587.86', TFT = '7623.61', StemGNN = '7429.71', MLPMultivariate = '7764.22', TiDE = '7600.31', DeepNPTS = '7584.85', y = '7575.0' WHERE ds = '2024-10-11 00:00:00' 2024-11-20 10:31:52,815 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7653.07', Informer = '7598.33', LSTM = '7548.5', iTransformer = '7847.1', TSMixer = '7585.18', TSMixerx = '7706.53', PatchTST = '7607.08', RNN = '7603.88', GRU = '7602.92', TCN = '7740.27', BiTCN = '7700.39', DilatedRNN = '7589.1', MLP = '7663.18', DLinear = '7571.87', NLinear = '7574.65', TFT = '7629.57', StemGNN = '7429.59', MLPMultivariate = '7716.69', TiDE = '7568.07', DeepNPTS = '7574.84', y = '7576.67' WHERE ds = '2024-10-12 00:00:00' 2024-11-20 10:31:52,815 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7653.07', Informer = '7598.33', LSTM = '7548.5', iTransformer = '7847.1', TSMixer = '7585.18', TSMixerx = '7706.53', PatchTST = '7607.08', RNN = '7603.88', GRU = '7602.92', TCN = '7740.27', BiTCN = '7700.39', DilatedRNN = '7589.1', MLP = '7663.18', DLinear = '7571.87', NLinear = '7574.65', TFT = '7629.57', StemGNN = '7429.59', MLPMultivariate = '7716.69', TiDE = '7568.07', DeepNPTS = '7574.84', y = '7576.67' WHERE ds = '2024-10-12 00:00:00' 2024-11-20 10:31:52,819 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7691.78', Informer = '7608.75', LSTM = '7548.03', iTransformer = '7871.49', TSMixer = '7552.13', TSMixerx = '7690.78', PatchTST = '7583.72', RNN = '7553.81', GRU = '7607.37', TCN = '7730.31', BiTCN = '7696.8', DilatedRNN = '7583.52', MLP = '7677.65', DLinear = '7557.6', NLinear = '7562.15', TFT = '7651.37', StemGNN = '7429.44', MLPMultivariate = '7670.88', TiDE = '7546.73', DeepNPTS = '7576.1', y = '7565.0' WHERE ds = '2024-10-14 00:00:00' 2024-11-20 10:31:52,819 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7691.78', Informer = '7608.75', LSTM = '7548.03', iTransformer = '7871.49', TSMixer = '7552.13', TSMixerx = '7690.78', PatchTST = '7583.72', RNN = '7553.81', GRU = '7607.37', TCN = '7730.31', BiTCN = '7696.8', DilatedRNN = '7583.52', MLP = '7677.65', DLinear = '7557.6', NLinear = '7562.15', TFT = '7651.37', StemGNN = '7429.44', MLPMultivariate = '7670.88', TiDE = '7546.73', DeepNPTS = '7576.1', y = '7565.0' WHERE ds = '2024-10-14 00:00:00' 2024-11-20 10:31:52,821 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7639.02', Informer = '7604.74', LSTM = '7524.41', iTransformer = '7792.94', TSMixer = '7538.07', TSMixerx = '7647.37', PatchTST = '7550.89', RNN = '7554.31', GRU = '7587.3', TCN = '7702.48', BiTCN = '7678.15', DilatedRNN = '7562.07', MLP = '7640.33', DLinear = '7526.24', NLinear = '7536.04', TFT = '7653.55', StemGNN = '7429.02', MLPMultivariate = '7615.24', TiDE = '7536.11', DeepNPTS = '7564.45', y = '7527.5' WHERE ds = '2024-10-15 00:00:00' 2024-11-20 10:31:52,821 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7639.02', Informer = '7604.74', LSTM = '7524.41', iTransformer = '7792.94', TSMixer = '7538.07', TSMixerx = '7647.37', PatchTST = '7550.89', RNN = '7554.31', GRU = '7587.3', TCN = '7702.48', BiTCN = '7678.15', DilatedRNN = '7562.07', MLP = '7640.33', DLinear = '7526.24', NLinear = '7536.04', TFT = '7653.55', StemGNN = '7429.02', MLPMultivariate = '7615.24', TiDE = '7536.11', DeepNPTS = '7564.45', y = '7527.5' WHERE ds = '2024-10-15 00:00:00' 2024-11-20 10:31:52,824 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7560.16', Informer = '7584.03', LSTM = '7472.19', iTransformer = '7524.15', TSMixer = '7510.13', TSMixerx = '7557.71', PatchTST = '7500.61', RNN = '7525.6', GRU = '7538.71', TCN = '7580.69', BiTCN = '7620.62', DilatedRNN = '7490.21', MLP = '7571.23', DLinear = '7510.21', NLinear = '7483.04', TFT = '7574.04', StemGNN = '7427.96', MLPMultivariate = '7569.48', TiDE = '7510.9', DeepNPTS = '7522.37', y = '7477.5' WHERE ds = '2024-10-16 00:00:00' 2024-11-20 10:31:52,824 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7560.16', Informer = '7584.03', LSTM = '7472.19', iTransformer = '7524.15', TSMixer = '7510.13', TSMixerx = '7557.71', PatchTST = '7500.61', RNN = '7525.6', GRU = '7538.71', TCN = '7580.69', BiTCN = '7620.62', DilatedRNN = '7490.21', MLP = '7571.23', DLinear = '7510.21', NLinear = '7483.04', TFT = '7574.04', StemGNN = '7427.96', MLPMultivariate = '7569.48', TiDE = '7510.9', DeepNPTS = '7522.37', y = '7477.5' WHERE ds = '2024-10-16 00:00:00' 2024-11-20 10:31:52,826 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7497.05', Informer = '7571.56', LSTM = '7406.36', iTransformer = '7436.05', TSMixer = '7462.23', TSMixerx = '7506.3', PatchTST = '7433.55', RNN = '7466.97', GRU = '7484.21', TCN = '7495.48', BiTCN = '7551.6', DilatedRNN = '7417.59', MLP = '7502.19', DLinear = '7486.54', NLinear = '7451.01', TFT = '7481.14', StemGNN = '7425.86', MLPMultivariate = '7531.56', TiDE = '7464.61', DeepNPTS = '7505.66', y = '7467.5' WHERE ds = '2024-10-17 00:00:00' 2024-11-20 10:31:52,826 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7497.05', Informer = '7571.56', LSTM = '7406.36', iTransformer = '7436.05', TSMixer = '7462.23', TSMixerx = '7506.3', PatchTST = '7433.55', RNN = '7466.97', GRU = '7484.21', TCN = '7495.48', BiTCN = '7551.6', DilatedRNN = '7417.59', MLP = '7502.19', DLinear = '7486.54', NLinear = '7451.01', TFT = '7481.14', StemGNN = '7425.86', MLPMultivariate = '7531.56', TiDE = '7464.61', DeepNPTS = '7505.66', y = '7467.5' WHERE ds = '2024-10-17 00:00:00' 2024-11-20 10:31:52,829 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7485.83', Informer = '7576.53', LSTM = '7400.38', iTransformer = '7405.13', TSMixer = '7439.71', TSMixerx = '7492.0', PatchTST = '7417.06', RNN = '7460.72', GRU = '7487.02', TCN = '7473.88', BiTCN = '7503.86', DilatedRNN = '7368.89', MLP = '7465.12', DLinear = '7435.8', NLinear = '7465.36', TFT = '7460.77', StemGNN = '7423.55', MLPMultivariate = '7513.17', TiDE = '7448.06', DeepNPTS = '7457.38', y = '7370.0' WHERE ds = '2024-10-18 00:00:00' 2024-11-20 10:31:52,829 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7485.83', Informer = '7576.53', LSTM = '7400.38', iTransformer = '7405.13', TSMixer = '7439.71', TSMixerx = '7492.0', PatchTST = '7417.06', RNN = '7460.72', GRU = '7487.02', TCN = '7473.88', BiTCN = '7503.86', DilatedRNN = '7368.89', MLP = '7465.12', DLinear = '7435.8', NLinear = '7465.36', TFT = '7460.77', StemGNN = '7423.55', MLPMultivariate = '7513.17', TiDE = '7448.06', DeepNPTS = '7457.38', y = '7370.0' WHERE ds = '2024-10-18 00:00:00' 2024-11-20 10:31:52,831 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7344.19', Informer = '7448.06', LSTM = '7278.98', iTransformer = '7367.94', TSMixer = '7369.4', TSMixerx = '7422.88', PatchTST = '7311.05', RNN = '7344.49', GRU = '7375.82', TCN = '7434.49', BiTCN = '7406.12', DilatedRNN = '7267.31', MLP = '7378.31', DLinear = '7359.09', NLinear = '7361.07', TFT = '7360.86', StemGNN = '7418.39', MLPMultivariate = '7455.82', TiDE = '7359.83', DeepNPTS = '7457.08', y = '7362.5' WHERE ds = '2024-10-21 00:00:00' 2024-11-20 10:31:52,831 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7344.19', Informer = '7448.06', LSTM = '7278.98', iTransformer = '7367.94', TSMixer = '7369.4', TSMixerx = '7422.88', PatchTST = '7311.05', RNN = '7344.49', GRU = '7375.82', TCN = '7434.49', BiTCN = '7406.12', DilatedRNN = '7267.31', MLP = '7378.31', DLinear = '7359.09', NLinear = '7361.07', TFT = '7360.86', StemGNN = '7418.39', MLPMultivariate = '7455.82', TiDE = '7359.83', DeepNPTS = '7457.08', y = '7362.5' WHERE ds = '2024-10-21 00:00:00' 2024-11-20 10:31:52,834 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7325.96', Informer = '7412.3', LSTM = '7285.18', iTransformer = '7351.41', TSMixer = '7343.75', TSMixerx = '7341.76', PatchTST = '7318.72', RNN = '7356.17', GRU = '7398.84', TCN = '7424.42', BiTCN = '7348.14', DilatedRNN = '7270.19', MLP = '7359.63', DLinear = '7331.88', NLinear = '7344.37', TFT = '7359.19', StemGNN = '7413.08', MLPMultivariate = '7435.49', TiDE = '7339.82', DeepNPTS = '7498.96', y = '7346.67' WHERE ds = '2024-10-22 00:00:00' 2024-11-20 10:31:52,834 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7325.96', Informer = '7412.3', LSTM = '7285.18', iTransformer = '7351.41', TSMixer = '7343.75', TSMixerx = '7341.76', PatchTST = '7318.72', RNN = '7356.17', GRU = '7398.84', TCN = '7424.42', BiTCN = '7348.14', DilatedRNN = '7270.19', MLP = '7359.63', DLinear = '7331.88', NLinear = '7344.37', TFT = '7359.19', StemGNN = '7413.08', MLPMultivariate = '7435.49', TiDE = '7339.82', DeepNPTS = '7498.96', y = '7346.67' WHERE ds = '2024-10-22 00:00:00' 2024-11-20 10:31:52,837 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7300.58', Informer = '7353.2', LSTM = '7269.19', iTransformer = '7345.42', TSMixer = '7330.7', TSMixerx = '7285.19', PatchTST = '7316.86', RNN = '7347.0', GRU = '7376.53', TCN = '7407.48', BiTCN = '7302.48', DilatedRNN = '7257.8', MLP = '7344.1', DLinear = '7307.03', NLinear = '7315.78', TFT = '7345.47', StemGNN = '7407.29', MLPMultivariate = '7416.71', TiDE = '7328.57', DeepNPTS = '7479.02', y = '7357.5' WHERE ds = '2024-10-23 00:00:00' 2024-11-20 10:31:52,837 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7300.58', Informer = '7353.2', LSTM = '7269.19', iTransformer = '7345.42', TSMixer = '7330.7', TSMixerx = '7285.19', PatchTST = '7316.86', RNN = '7347.0', GRU = '7376.53', TCN = '7407.48', BiTCN = '7302.48', DilatedRNN = '7257.8', MLP = '7344.1', DLinear = '7307.03', NLinear = '7315.78', TFT = '7345.47', StemGNN = '7407.29', MLPMultivariate = '7416.71', TiDE = '7328.57', DeepNPTS = '7479.02', y = '7357.5' WHERE ds = '2024-10-23 00:00:00' 2024-11-20 10:31:52,839 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7327.36', Informer = '7330.89', LSTM = '7282.53', iTransformer = '7334.39', TSMixer = '7335.02', TSMixerx = '7320.17', PatchTST = '7344.86', RNN = '7348.92', GRU = '7396.87', TCN = '7389.91', BiTCN = '7289.94', DilatedRNN = '7275.05', MLP = '7332.82', DLinear = '7332.66', NLinear = '7343.01', TFT = '7344.94', StemGNN = '7401.82', MLPMultivariate = '7432.15', TiDE = '7340.73', DeepNPTS = '7461.51', y = '7352.5' WHERE ds = '2024-10-24 00:00:00' 2024-11-20 10:31:52,839 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7327.36', Informer = '7330.89', LSTM = '7282.53', iTransformer = '7334.39', TSMixer = '7335.02', TSMixerx = '7320.17', PatchTST = '7344.86', RNN = '7348.92', GRU = '7396.87', TCN = '7389.91', BiTCN = '7289.94', DilatedRNN = '7275.05', MLP = '7332.82', DLinear = '7332.66', NLinear = '7343.01', TFT = '7344.94', StemGNN = '7401.82', MLPMultivariate = '7432.15', TiDE = '7340.73', DeepNPTS = '7461.51', y = '7352.5' WHERE ds = '2024-10-24 00:00:00' 2024-11-20 10:31:52,842 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7343.94', Informer = '7307.17', LSTM = '7278.58', iTransformer = '7353.38', TSMixer = '7347.83', TSMixerx = '7335.72', PatchTST = '7367.26', RNN = '7362.14', GRU = '7388.07', TCN = '7392.13', BiTCN = '7273.09', DilatedRNN = '7271.2', MLP = '7327.52', DLinear = '7320.14', NLinear = '7359.31', TFT = '7334.4', StemGNN = '7396.39', MLPMultivariate = '7461.64', TiDE = '7356.27', DeepNPTS = '7405.27', y = '7372.5' WHERE ds = '2024-10-25 00:00:00' 2024-11-20 10:31:52,842 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7343.94', Informer = '7307.17', LSTM = '7278.58', iTransformer = '7353.38', TSMixer = '7347.83', TSMixerx = '7335.72', PatchTST = '7367.26', RNN = '7362.14', GRU = '7388.07', TCN = '7392.13', BiTCN = '7273.09', DilatedRNN = '7271.2', MLP = '7327.52', DLinear = '7320.14', NLinear = '7359.31', TFT = '7334.4', StemGNN = '7396.39', MLPMultivariate = '7461.64', TiDE = '7356.27', DeepNPTS = '7405.27', y = '7372.5' WHERE ds = '2024-10-25 00:00:00' 2024-11-20 10:31:52,844 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7348.35', Informer = '7346.41', LSTM = '7299.95', iTransformer = '7382.28', TSMixer = '7373.17', TSMixerx = '7332.05', PatchTST = '7394.25', RNN = '7378.33', GRU = '7413.72', TCN = '7409.43', BiTCN = '7278.91', DilatedRNN = '7304.22', MLP = '7355.17', DLinear = '7345.4', NLinear = '7380.76', TFT = '7341.12', StemGNN = '7391.81', MLPMultivariate = '7485.78', TiDE = '7385.35', DeepNPTS = '7352.0', y = '7373.33' WHERE ds = '2024-10-28 00:00:00' 2024-11-20 10:31:52,844 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7348.35', Informer = '7346.41', LSTM = '7299.95', iTransformer = '7382.28', TSMixer = '7373.17', TSMixerx = '7332.05', PatchTST = '7394.25', RNN = '7378.33', GRU = '7413.72', TCN = '7409.43', BiTCN = '7278.91', DilatedRNN = '7304.22', MLP = '7355.17', DLinear = '7345.4', NLinear = '7380.76', TFT = '7341.12', StemGNN = '7391.81', MLPMultivariate = '7485.78', TiDE = '7385.35', DeepNPTS = '7352.0', y = '7373.33' WHERE ds = '2024-10-28 00:00:00' 2024-11-20 10:31:52,846 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7362.26', Informer = '7347.62', LSTM = '7299.38', iTransformer = '7403.71', TSMixer = '7382.63', TSMixerx = '7372.1', PatchTST = '7388.31', RNN = '7376.75', GRU = '7408.46', TCN = '7425.13', BiTCN = '7307.02', DilatedRNN = '7317.3', MLP = '7360.51', DLinear = '7394.13', NLinear = '7388.48', TFT = '7339.41', StemGNN = '7387.2', MLPMultivariate = '7506.54', TiDE = '7374.2', DeepNPTS = '7368.01', y = '7380.0' WHERE ds = '2024-10-29 00:00:00' 2024-11-20 10:31:52,846 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7362.26', Informer = '7347.62', LSTM = '7299.38', iTransformer = '7403.71', TSMixer = '7382.63', TSMixerx = '7372.1', PatchTST = '7388.31', RNN = '7376.75', GRU = '7408.46', TCN = '7425.13', BiTCN = '7307.02', DilatedRNN = '7317.3', MLP = '7360.51', DLinear = '7394.13', NLinear = '7388.48', TFT = '7339.41', StemGNN = '7387.2', MLPMultivariate = '7506.54', TiDE = '7374.2', DeepNPTS = '7368.01', y = '7380.0' WHERE ds = '2024-10-29 00:00:00' 2024-11-20 10:31:52,849 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7368.73', Informer = '7372.31', LSTM = '7309.24', iTransformer = '7410.82', TSMixer = '7385.75', TSMixerx = '7428.36', PatchTST = '7376.78', RNN = '7383.46', GRU = '7418.25', TCN = '7445.98', BiTCN = '7354.4', DilatedRNN = '7342.89', MLP = '7363.36', DLinear = '7410.4', NLinear = '7387.01', TFT = '7346.05', StemGNN = '7383.02', MLPMultivariate = '7505.69', TiDE = '7359.37', DeepNPTS = '7437.75', y = '7330.0' WHERE ds = '2024-10-30 00:00:00' 2024-11-20 10:31:52,849 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7368.73', Informer = '7372.31', LSTM = '7309.24', iTransformer = '7410.82', TSMixer = '7385.75', TSMixerx = '7428.36', PatchTST = '7376.78', RNN = '7383.46', GRU = '7418.25', TCN = '7445.98', BiTCN = '7354.4', DilatedRNN = '7342.89', MLP = '7363.36', DLinear = '7410.4', NLinear = '7387.01', TFT = '7346.05', StemGNN = '7383.02', MLPMultivariate = '7505.69', TiDE = '7359.37', DeepNPTS = '7437.75', y = '7330.0' WHERE ds = '2024-10-30 00:00:00' 2024-11-20 10:31:52,852 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7311.11', Informer = '7337.7', LSTM = '7264.33', iTransformer = '7417.51', TSMixer = '7354.56', TSMixerx = '7416.21', PatchTST = '7295.6', RNN = '7331.68', GRU = '7363.08', TCN = '7446.37', BiTCN = '7349.71', DilatedRNN = '7310.97', MLP = '7345.95', DLinear = '7400.75', NLinear = '7339.24', TFT = '7304.52', StemGNN = '7377.33', MLPMultivariate = '7490.8', TiDE = '7331.52', DeepNPTS = '7393.39', y = '7340.0' WHERE ds = '2024-10-31 00:00:00' 2024-11-20 10:31:52,852 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7311.11', Informer = '7337.7', LSTM = '7264.33', iTransformer = '7417.51', TSMixer = '7354.56', TSMixerx = '7416.21', PatchTST = '7295.6', RNN = '7331.68', GRU = '7363.08', TCN = '7446.37', BiTCN = '7349.71', DilatedRNN = '7310.97', MLP = '7345.95', DLinear = '7400.75', NLinear = '7339.24', TFT = '7304.52', StemGNN = '7377.33', MLPMultivariate = '7490.8', TiDE = '7331.52', DeepNPTS = '7393.39', y = '7340.0' WHERE ds = '2024-10-31 00:00:00' 2024-11-20 10:31:52,855 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7325.45', Informer = '7340.67', LSTM = '7277.19', iTransformer = '7403.85', TSMixer = '7350.09', TSMixerx = '7391.7', PatchTST = '7325.08', RNN = '7346.34', GRU = '7386.1', TCN = '7448.67', BiTCN = '7361.61', DilatedRNN = '7319.58', MLP = '7370.1', DLinear = '7385.94', NLinear = '7339.78', TFT = '7319.82', StemGNN = '7372.31', MLPMultivariate = '7485.72', TiDE = '7337.9', DeepNPTS = '7388.84', y = '7363.33' WHERE ds = '2024-11-01 00:00:00' 2024-11-20 10:31:52,855 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7325.45', Informer = '7340.67', LSTM = '7277.19', iTransformer = '7403.85', TSMixer = '7350.09', TSMixerx = '7391.7', PatchTST = '7325.08', RNN = '7346.34', GRU = '7386.1', TCN = '7448.67', BiTCN = '7361.61', DilatedRNN = '7319.58', MLP = '7370.1', DLinear = '7385.94', NLinear = '7339.78', TFT = '7319.82', StemGNN = '7372.31', MLPMultivariate = '7485.72', TiDE = '7337.9', DeepNPTS = '7388.84', y = '7363.33' WHERE ds = '2024-11-01 00:00:00' 2024-11-20 10:31:52,857 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7380.95', Informer = '7383.65', LSTM = '7292.43', iTransformer = '7383.24', TSMixer = '7362.64', TSMixerx = '7391.41', PatchTST = '7347.38', RNN = '7368.79', GRU = '7402.84', TCN = '7453.22', BiTCN = '7370.16', DilatedRNN = '7335.67', MLP = '7402.01', DLinear = '7359.02', NLinear = '7359.95', TFT = '7345.06', StemGNN = '7368.38', MLPMultivariate = '7497.59', TiDE = '7359.38', DeepNPTS = '7382.9', y = '7360.0' WHERE ds = '2024-11-04 00:00:00' 2024-11-20 10:31:52,857 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7380.95', Informer = '7383.65', LSTM = '7292.43', iTransformer = '7383.24', TSMixer = '7362.64', TSMixerx = '7391.41', PatchTST = '7347.38', RNN = '7368.79', GRU = '7402.84', TCN = '7453.22', BiTCN = '7370.16', DilatedRNN = '7335.67', MLP = '7402.01', DLinear = '7359.02', NLinear = '7359.95', TFT = '7345.06', StemGNN = '7368.38', MLPMultivariate = '7497.59', TiDE = '7359.38', DeepNPTS = '7382.9', y = '7360.0' WHERE ds = '2024-11-04 00:00:00' 2024-11-20 10:31:52,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7384.76', Informer = '7385.63', LSTM = '7289.12', iTransformer = '7346.33', TSMixer = '7359.37', TSMixerx = '7429.52', PatchTST = '7351.29', RNN = '7355.62', GRU = '7396.87', TCN = '7454.93', BiTCN = '7371.16', DilatedRNN = '7325.31', MLP = '7409.42', DLinear = '7374.6', NLinear = '7372.07', TFT = '7351.83', StemGNN = '7364.63', MLPMultivariate = '7481.09', TiDE = '7351.21', DeepNPTS = '7367.23', y = '7357.5' WHERE ds = '2024-11-05 00:00:00' 2024-11-20 10:31:52,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7384.76', Informer = '7385.63', LSTM = '7289.12', iTransformer = '7346.33', TSMixer = '7359.37', TSMixerx = '7429.52', PatchTST = '7351.29', RNN = '7355.62', GRU = '7396.87', TCN = '7454.93', BiTCN = '7371.16', DilatedRNN = '7325.31', MLP = '7409.42', DLinear = '7374.6', NLinear = '7372.07', TFT = '7351.83', StemGNN = '7364.63', MLPMultivariate = '7481.09', TiDE = '7351.21', DeepNPTS = '7367.23', y = '7357.5' WHERE ds = '2024-11-05 00:00:00' 2024-11-20 10:31:52,862 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7372.14', Informer = '7355.21', LSTM = '7288.76', iTransformer = '7314.96', TSMixer = '7358.52', TSMixerx = '7411.56', PatchTST = '7351.78', RNN = '7368.22', GRU = '7396.45', TCN = '7452.88', BiTCN = '7354.85', DilatedRNN = '7322.02', MLP = '7400.71', DLinear = '7361.08', NLinear = '7378.69', TFT = '7358.67', StemGNN = '7361.11', MLPMultivariate = '7474.57', TiDE = '7344.45', DeepNPTS = '7366.55', y = '7383.33' WHERE ds = '2024-11-06 00:00:00' 2024-11-20 10:31:52,862 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7372.14', Informer = '7355.21', LSTM = '7288.76', iTransformer = '7314.96', TSMixer = '7358.52', TSMixerx = '7411.56', PatchTST = '7351.78', RNN = '7368.22', GRU = '7396.45', TCN = '7452.88', BiTCN = '7354.85', DilatedRNN = '7322.02', MLP = '7400.71', DLinear = '7361.08', NLinear = '7378.69', TFT = '7358.67', StemGNN = '7361.11', MLPMultivariate = '7474.57', TiDE = '7344.45', DeepNPTS = '7366.55', y = '7383.33' WHERE ds = '2024-11-06 00:00:00' 2024-11-20 10:31:52,865 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7394.49', Informer = '7360.17', LSTM = '7314.98', iTransformer = '7313.69', TSMixer = '7372.23', TSMixerx = '7396.45', PatchTST = '7372.83', RNN = '7393.67', GRU = '7424.33', TCN = '7451.24', BiTCN = '7358.23', DilatedRNN = '7334.24', MLP = '7417.74', DLinear = '7365.87', NLinear = '7401.06', TFT = '7365.66', StemGNN = '7359.13', MLPMultivariate = '7468.38', TiDE = '7365.83', DeepNPTS = '7385.99', y = '7366.67' WHERE ds = '2024-11-07 00:00:00' 2024-11-20 10:31:52,865 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7394.49', Informer = '7360.17', LSTM = '7314.98', iTransformer = '7313.69', TSMixer = '7372.23', TSMixerx = '7396.45', PatchTST = '7372.83', RNN = '7393.67', GRU = '7424.33', TCN = '7451.24', BiTCN = '7358.23', DilatedRNN = '7334.24', MLP = '7417.74', DLinear = '7365.87', NLinear = '7401.06', TFT = '7365.66', StemGNN = '7359.13', MLPMultivariate = '7468.38', TiDE = '7365.83', DeepNPTS = '7385.99', y = '7366.67' WHERE ds = '2024-11-07 00:00:00' 2024-11-20 10:31:52,868 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7367.07', Informer = '7340.66', LSTM = '7293.82', iTransformer = '7316.41', TSMixer = '7367.46', TSMixerx = '7382.51', PatchTST = '7359.92', RNN = '7362.61', GRU = '7398.7', TCN = '7438.23', BiTCN = '7354.98', DilatedRNN = '7304.15', MLP = '7401.83', DLinear = '7383.2', NLinear = '7376.13', TFT = '7365.23', StemGNN = '7357.25', MLPMultivariate = '7458.3', TiDE = '7358.59', DeepNPTS = '7369.13', y = '7383.33' WHERE ds = '2024-11-08 00:00:00' 2024-11-20 10:31:52,868 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7367.07', Informer = '7340.66', LSTM = '7293.82', iTransformer = '7316.41', TSMixer = '7367.46', TSMixerx = '7382.51', PatchTST = '7359.92', RNN = '7362.61', GRU = '7398.7', TCN = '7438.23', BiTCN = '7354.98', DilatedRNN = '7304.15', MLP = '7401.83', DLinear = '7383.2', NLinear = '7376.13', TFT = '7365.23', StemGNN = '7357.25', MLPMultivariate = '7458.3', TiDE = '7358.59', DeepNPTS = '7369.13', y = '7383.33' WHERE ds = '2024-11-08 00:00:00' 2024-11-20 10:31:52,870 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7385.33', Informer = '7367.98', LSTM = '7315.88', iTransformer = '7312.9', TSMixer = '7378.33', TSMixerx = '7404.64', PatchTST = '7387.22', RNN = '7388.8', GRU = '7424.18', TCN = '7437.92', BiTCN = '7365.14', DilatedRNN = '7305.25', MLP = '7419.91', DLinear = '7362.62', NLinear = '7385.12', TFT = '7370.33', StemGNN = '7356.28', MLPMultivariate = '7474.63', TiDE = '7378.79', DeepNPTS = '7380.81', y = '7340.0' WHERE ds = '2024-11-11 00:00:00' 2024-11-20 10:31:52,870 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7385.33', Informer = '7367.98', LSTM = '7315.88', iTransformer = '7312.9', TSMixer = '7378.33', TSMixerx = '7404.64', PatchTST = '7387.22', RNN = '7388.8', GRU = '7424.18', TCN = '7437.92', BiTCN = '7365.14', DilatedRNN = '7305.25', MLP = '7419.91', DLinear = '7362.62', NLinear = '7385.12', TFT = '7370.33', StemGNN = '7356.28', MLPMultivariate = '7474.63', TiDE = '7378.79', DeepNPTS = '7380.81', y = '7340.0' WHERE ds = '2024-11-11 00:00:00' 2024-11-20 10:31:52,873 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7348.61', Informer = '7291.9', LSTM = '7270.91', iTransformer = '7276.3', TSMixer = '7360.35', TSMixerx = '7418.77', PatchTST = '7340.51', RNN = '7341.66', GRU = '7370.75', TCN = '7421.61', BiTCN = '7353.11', DilatedRNN = '7263.97', MLP = '7401.87', DLinear = '7368.74', NLinear = '7336.24', TFT = '7330.87', StemGNN = '7354.22', MLPMultivariate = '7450.79', TiDE = '7358.86', DeepNPTS = '7365.14', y = '7306.67' WHERE ds = '2024-11-12 00:00:00' 2024-11-20 10:31:52,873 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7348.61', Informer = '7291.9', LSTM = '7270.91', iTransformer = '7276.3', TSMixer = '7360.35', TSMixerx = '7418.77', PatchTST = '7340.51', RNN = '7341.66', GRU = '7370.75', TCN = '7421.61', BiTCN = '7353.11', DilatedRNN = '7263.97', MLP = '7401.87', DLinear = '7368.74', NLinear = '7336.24', TFT = '7330.87', StemGNN = '7354.22', MLPMultivariate = '7450.79', TiDE = '7358.86', DeepNPTS = '7365.14', y = '7306.67' WHERE ds = '2024-11-12 00:00:00' 2024-11-20 10:31:52,876 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7332.29', Informer = '7268.64', LSTM = '7251.3', iTransformer = '7254.86', TSMixer = '7321.8', TSMixerx = '7370.7', PatchTST = '7316.54', RNN = '7309.23', GRU = '7352.06', TCN = '7407.6', BiTCN = '7345.42', DilatedRNN = '7241.63', MLP = '7403.21', DLinear = '7337.77', NLinear = '7293.72', TFT = '7283.12', StemGNN = '7351.63', MLPMultivariate = '7422.7', TiDE = '7318.66', DeepNPTS = '7366.33', y = '7323.33' WHERE ds = '2024-11-13 00:00:00' 2024-11-20 10:31:52,876 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7332.29', Informer = '7268.64', LSTM = '7251.3', iTransformer = '7254.86', TSMixer = '7321.8', TSMixerx = '7370.7', PatchTST = '7316.54', RNN = '7309.23', GRU = '7352.06', TCN = '7407.6', BiTCN = '7345.42', DilatedRNN = '7241.63', MLP = '7403.21', DLinear = '7337.77', NLinear = '7293.72', TFT = '7283.12', StemGNN = '7351.63', MLPMultivariate = '7422.7', TiDE = '7318.66', DeepNPTS = '7366.33', y = '7323.33' WHERE ds = '2024-11-13 00:00:00' 2024-11-20 10:31:52,879 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7344.44', Informer = '7272.3', LSTM = '7257.76', iTransformer = '7244.21', TSMixer = '7333.12', TSMixerx = '7360.61', PatchTST = '7371.92', RNN = '7303.81', GRU = '7360.68', TCN = '7413.77', BiTCN = '7340.82', DilatedRNN = '7254.99', MLP = '7417.81', DLinear = '7357.29', NLinear = '7319.99', TFT = '7274.54', StemGNN = '7348.14', MLPMultivariate = '7390.92', TiDE = '7325.41', DeepNPTS = '7400.55', y = '7353.33' WHERE ds = '2024-11-14 00:00:00' 2024-11-20 10:31:52,879 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7344.44', Informer = '7272.3', LSTM = '7257.76', iTransformer = '7244.21', TSMixer = '7333.12', TSMixerx = '7360.61', PatchTST = '7371.92', RNN = '7303.81', GRU = '7360.68', TCN = '7413.77', BiTCN = '7340.82', DilatedRNN = '7254.99', MLP = '7417.81', DLinear = '7357.29', NLinear = '7319.99', TFT = '7274.54', StemGNN = '7348.14', MLPMultivariate = '7390.92', TiDE = '7325.41', DeepNPTS = '7400.55', y = '7353.33' WHERE ds = '2024-11-14 00:00:00' 2024-11-20 10:31:52,881 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7319.74', Informer = '7273.8', LSTM = '7268.91', iTransformer = '7230.74', TSMixer = '7333.59', TSMixerx = '7348.71', PatchTST = '7348.61', RNN = '7284.0', GRU = '7349.73', TCN = '7441.16', BiTCN = '7343.64', DilatedRNN = '7265.12', MLP = '7418.84', DLinear = '7321.15', NLinear = '7309.22', TFT = '7271.93', StemGNN = '7337.24', MLPMultivariate = '7383.45', TiDE = '7336.21', DeepNPTS = '7391.44', y = '7393.33' WHERE ds = '2024-11-15 00:00:00' 2024-11-20 10:31:52,881 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7319.74', Informer = '7273.8', LSTM = '7268.91', iTransformer = '7230.74', TSMixer = '7333.59', TSMixerx = '7348.71', PatchTST = '7348.61', RNN = '7284.0', GRU = '7349.73', TCN = '7441.16', BiTCN = '7343.64', DilatedRNN = '7265.12', MLP = '7418.84', DLinear = '7321.15', NLinear = '7309.22', TFT = '7271.93', StemGNN = '7337.24', MLPMultivariate = '7383.45', TiDE = '7336.21', DeepNPTS = '7391.44', y = '7393.33' WHERE ds = '2024-11-15 00:00:00' 2024-11-20 10:31:52,885 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7317.36', Informer = '7293.89', LSTM = '7282.1', iTransformer = '7208.8', TSMixer = '7330.95', TSMixerx = '7366.03', PatchTST = '7319.87', RNN = '7297.49', GRU = '7368.11', TCN = '7442.79', BiTCN = '7338.93', DilatedRNN = '7287.87', MLP = '7411.82', DLinear = '7370.53', NLinear = '7321.93', TFT = '7272.12', StemGNN = '7360.05', MLPMultivariate = '7365.12', TiDE = '7326.46', DeepNPTS = '7397.05', y = '7363.33' WHERE ds = '2024-11-18 00:00:00' 2024-11-20 10:31:52,885 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7317.36', Informer = '7293.89', LSTM = '7282.1', iTransformer = '7208.8', TSMixer = '7330.95', TSMixerx = '7366.03', PatchTST = '7319.87', RNN = '7297.49', GRU = '7368.11', TCN = '7442.79', BiTCN = '7338.93', DilatedRNN = '7287.87', MLP = '7411.82', DLinear = '7370.53', NLinear = '7321.93', TFT = '7272.12', StemGNN = '7360.05', MLPMultivariate = '7365.12', TiDE = '7326.46', DeepNPTS = '7397.05', y = '7363.33' WHERE ds = '2024-11-18 00:00:00' 2024-11-20 10:31:52,888 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7307.74', Informer = '7295.89', LSTM = '7310.31', iTransformer = '7191.16', TSMixer = '7332.0', TSMixerx = '7325.75', PatchTST = '7319.12', RNN = '7335.5', GRU = '7371.58', TCN = '7436.03', BiTCN = '7333.44', DilatedRNN = '7305.78', MLP = '7369.13', DLinear = '7344.6', NLinear = '7332.86', TFT = '7272.76', StemGNN = '7349.71', MLPMultivariate = '7334.35', TiDE = '7334.74', DeepNPTS = '7399.99', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:31:52,888 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7307.74', Informer = '7295.89', LSTM = '7310.31', iTransformer = '7191.16', TSMixer = '7332.0', TSMixerx = '7325.75', PatchTST = '7319.12', RNN = '7335.5', GRU = '7371.58', TCN = '7436.03', BiTCN = '7333.44', DilatedRNN = '7305.78', MLP = '7369.13', DLinear = '7344.6', NLinear = '7332.86', TFT = '7272.76', StemGNN = '7349.71', MLPMultivariate = '7334.35', TiDE = '7334.74', DeepNPTS = '7399.99', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:31:52,890 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7337.59', Informer = '7316.53', LSTM = '7313.05', iTransformer = '7342.47', TSMixer = '7344.39', TSMixerx = '7306.89', PatchTST = '7350.64', RNN = '7378.3', GRU = '7405.32', TCN = '7418.54', BiTCN = '7321.07', DilatedRNN = '7320.57', MLP = '7338.04', DLinear = '7387.81', NLinear = '7361.4', TFT = '7362.29', StemGNN = '7351.25', MLPMultivariate = '7331.53', TiDE = '7354.71', DeepNPTS = '7376.74', y = 'nan' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 10:31:52,890 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7337.59', Informer = '7316.53', LSTM = '7313.05', iTransformer = '7342.47', TSMixer = '7344.39', TSMixerx = '7306.89', PatchTST = '7350.64', RNN = '7378.3', GRU = '7405.32', TCN = '7418.54', BiTCN = '7321.07', DilatedRNN = '7320.57', MLP = '7338.04', DLinear = '7387.81', NLinear = '7361.4', TFT = '7362.29', StemGNN = '7351.25', MLPMultivariate = '7331.53', TiDE = '7354.71', DeepNPTS = '7376.74', y = 'nan' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 10:31:52,893 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7317.17', Informer = '7307.52', LSTM = '7316.97', iTransformer = '7328.65', TSMixer = '7332.21', TSMixerx = '7313.82', PatchTST = '7338.19', RNN = '7370.33', GRU = '7411.06', TCN = '7428.94', BiTCN = '7317.81', DilatedRNN = '7327.25', MLP = '7336.69', DLinear = '7338.95', NLinear = '7351.55', TFT = '7367.47', StemGNN = '7347.77', MLPMultivariate = '7312.24', TiDE = '7317.22', DeepNPTS = '7363.68', y = 'nan' WHERE ds = '2024-11-21 00:00:00' 2024-11-20 10:31:52,893 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7317.17', Informer = '7307.52', LSTM = '7316.97', iTransformer = '7328.65', TSMixer = '7332.21', TSMixerx = '7313.82', PatchTST = '7338.19', RNN = '7370.33', GRU = '7411.06', TCN = '7428.94', BiTCN = '7317.81', DilatedRNN = '7327.25', MLP = '7336.69', DLinear = '7338.95', NLinear = '7351.55', TFT = '7367.47', StemGNN = '7347.77', MLPMultivariate = '7312.24', TiDE = '7317.22', DeepNPTS = '7363.68', y = 'nan' WHERE ds = '2024-11-21 00:00:00' 2024-11-20 10:31:52,896 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7297.24', Informer = '7303.13', LSTM = '7326.41', iTransformer = '7326.86', TSMixer = '7312.23', TSMixerx = '7317.62', PatchTST = '7323.69', RNN = '7346.49', GRU = '7403.67', TCN = '7445.02', BiTCN = '7312.61', DilatedRNN = '7330.36', MLP = '7338.74', DLinear = '7334.72', NLinear = '7364.72', TFT = '7364.16', StemGNN = '7336.86', MLPMultivariate = '7308.51', TiDE = '7293.33', DeepNPTS = '7345.68', y = 'nan' WHERE ds = '2024-11-22 00:00:00' 2024-11-20 10:31:52,896 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7297.24', Informer = '7303.13', LSTM = '7326.41', iTransformer = '7326.86', TSMixer = '7312.23', TSMixerx = '7317.62', PatchTST = '7323.69', RNN = '7346.49', GRU = '7403.67', TCN = '7445.02', BiTCN = '7312.61', DilatedRNN = '7330.36', MLP = '7338.74', DLinear = '7334.72', NLinear = '7364.72', TFT = '7364.16', StemGNN = '7336.86', MLPMultivariate = '7308.51', TiDE = '7293.33', DeepNPTS = '7345.68', y = 'nan' WHERE ds = '2024-11-22 00:00:00' 2024-11-20 10:31:52,899 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7303.15', Informer = '7296.9', LSTM = '7344.72', iTransformer = '7335.47', TSMixer = '7295.32', TSMixerx = '7333.21', PatchTST = '7318.15', RNN = '7358.58', GRU = '7420.51', TCN = '7441.58', BiTCN = '7302.02', DilatedRNN = '7356.28', MLP = '7322.75', DLinear = '7303.17', NLinear = '7395.47', TFT = '7359.94', StemGNN = '7359.68', MLPMultivariate = '7302.15', TiDE = '7295.56', DeepNPTS = '7386.05', y = 'nan' WHERE ds = '2024-11-25 00:00:00' 2024-11-20 10:31:52,899 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7303.15', Informer = '7296.9', LSTM = '7344.72', iTransformer = '7335.47', TSMixer = '7295.32', TSMixerx = '7333.21', PatchTST = '7318.15', RNN = '7358.58', GRU = '7420.51', TCN = '7441.58', BiTCN = '7302.02', DilatedRNN = '7356.28', MLP = '7322.75', DLinear = '7303.17', NLinear = '7395.47', TFT = '7359.94', StemGNN = '7359.68', MLPMultivariate = '7302.15', TiDE = '7295.56', DeepNPTS = '7386.05', y = 'nan' WHERE ds = '2024-11-25 00:00:00' 2024-11-20 10:31:52,902 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7291.95', Informer = '7311.98', LSTM = '7373.82', iTransformer = '7342.08', TSMixer = '7280.39', TSMixerx = '7364.26', PatchTST = '7291.85', RNN = '7386.51', GRU = '7420.56', TCN = '7449.44', BiTCN = '7294.83', DilatedRNN = '7374.35', MLP = '7319.28', DLinear = '7310.3', NLinear = '7329.59', TFT = '7357.71', StemGNN = '7349.34', MLPMultivariate = '7286.71', TiDE = '7291.14', DeepNPTS = '7341.73', y = 'nan' WHERE ds = '2024-11-26 00:00:00' 2024-11-20 10:31:52,902 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7291.95', Informer = '7311.98', LSTM = '7373.82', iTransformer = '7342.08', TSMixer = '7280.39', TSMixerx = '7364.26', PatchTST = '7291.85', RNN = '7386.51', GRU = '7420.56', TCN = '7449.44', BiTCN = '7294.83', DilatedRNN = '7374.35', MLP = '7319.28', DLinear = '7310.3', NLinear = '7329.59', TFT = '7357.71', StemGNN = '7349.34', MLPMultivariate = '7286.71', TiDE = '7291.14', DeepNPTS = '7341.73', y = 'nan' WHERE ds = '2024-11-26 00:00:00' 2024-11-20 10:32:58,889 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-20 10:32:58,889 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-20 10:32:58,891 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-20 10:32:58,891 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-20 10:33:27,560 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) 2024-11-20 10:33:27,560 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) 2024-11-20 10:33:27,959 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) 2024-11-20 10:33:27,959 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) 2024-11-20 10:33:27,962 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) 2024-11-20 10:33:27,962 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) 2024-11-20 10:33:27,964 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) 2024-11-20 10:33:27,964 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) 2024-11-20 10:33:29,779 - my_logger - INFO - 日度(218) 6天(1) 周度(93) 84天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 BOPP开工率(隆众)同差 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... ... 213 PE期货收盘价 214 PP连续-1月 215 PP连续-5月 216 PP连续-9月 217 y [218 rows x 4 columns] 2024-11-20 10:33:29,779 - my_logger - INFO - 日度(218) 6天(1) 周度(93) 84天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 BOPP开工率(隆众)同差 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 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 .. ... ... ... ... 213 PE期货收盘价 214 PP连续-1月 215 PP连续-5月 216 PP连续-9月 217 y [218 rows x 4 columns] 2024-11-20 10:33:29,807 - my_logger - INFO - 特征信息：总共有311个,日度(218),6天(1),周度(93),84天(1), 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： 2024-11-20 10:33:29,807 - my_logger - INFO - 特征信息：总共有311个,日度(218),6天(1),周度(93),84天(1), 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： 2024-11-20 10:33:29,809 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 10:33:29,809 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 10:33:30,543 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:33:30,543 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 10:33:30,545 - my_logger - INFO - 开始训练模型... 2024-11-20 10:33:30,545 - my_logger - INFO - 开始训练模型... 2024-11-20 10:33:30,546 - my_logger - INFO - 模型训练完成 2024-11-20 10:33:30,546 - my_logger - INFO - 模型训练完成 2024-11-20 10:33:30,547 - my_logger - INFO - 训练数据绘图ing 2024-11-20 10:33:30,547 - my_logger - INFO - 训练数据绘图ing 2024-11-20 10:33:31,338 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-30 00:00:00', NHITS = '7314.25', Informer = '7335.76', LSTM = '7255.32', iTransformer = '7375.61', TSMixer = '7296.98', TSMixerx = '7304.24', PatchTST = '7288.53', RNN = '7316.8', GRU = '7357.77', TCN = '7406.36', BiTCN = '7330.32', DilatedRNN = '7284.31', MLP = '7336.16', DLinear = '7282.57', NLinear = '7305.31', TFT = '7289.84', StemGNN = '7306.12', MLPMultivariate = '7295.54', TiDE = '7297.12', DeepNPTS = '7304.88', y = '7315.0' WHERE ds = '2024-01-30 00:00:00' 2024-11-20 10:33:31,338 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-30 00:00:00', NHITS = '7314.25', Informer = '7335.76', LSTM = '7255.32', iTransformer = '7375.61', TSMixer = '7296.98', TSMixerx = '7304.24', PatchTST = '7288.53', RNN = '7316.8', GRU = '7357.77', TCN = '7406.36', BiTCN = '7330.32', DilatedRNN = '7284.31', MLP = '7336.16', DLinear = '7282.57', NLinear = '7305.31', TFT = '7289.84', StemGNN = '7306.12', MLPMultivariate = '7295.54', TiDE = '7297.12', DeepNPTS = '7304.88', y = '7315.0' WHERE ds = '2024-01-30 00:00:00' 2024-11-20 10:33:31,341 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-31 00:00:00', NHITS = '7313.85', Informer = '7333.85', LSTM = '7260.27', iTransformer = '7376.32', TSMixer = '7306.93', TSMixerx = '7303.91', PatchTST = '7291.97', RNN = '7327.11', GRU = '7364.25', TCN = '7409.82', BiTCN = '7340.18', DilatedRNN = '7298.74', MLP = '7321.85', DLinear = '7294.2', NLinear = '7298.47', TFT = '7302.1', StemGNN = '7304.55', MLPMultivariate = '7299.61', TiDE = '7302.49', DeepNPTS = '7313.87', y = '7302.5' WHERE ds = '2024-01-31 00:00:00' 2024-11-20 10:33:31,341 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-01-31 00:00:00', NHITS = '7313.85', Informer = '7333.85', LSTM = '7260.27', iTransformer = '7376.32', TSMixer = '7306.93', TSMixerx = '7303.91', PatchTST = '7291.97', RNN = '7327.11', GRU = '7364.25', TCN = '7409.82', BiTCN = '7340.18', DilatedRNN = '7298.74', MLP = '7321.85', DLinear = '7294.2', NLinear = '7298.47', TFT = '7302.1', StemGNN = '7304.55', MLPMultivariate = '7299.61', TiDE = '7302.49', DeepNPTS = '7313.87', y = '7302.5' WHERE ds = '2024-01-31 00:00:00' 2024-11-20 10:33:31,344 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7297.0', Informer = '7335.21', LSTM = '7250.98', iTransformer = '7385.46', TSMixer = '7298.8', TSMixerx = '7304.56', PatchTST = '7284.13', RNN = '7314.06', GRU = '7351.66', TCN = '7406.99', BiTCN = '7334.74', DilatedRNN = '7290.45', MLP = '7319.52', DLinear = '7291.02', NLinear = '7287.84', TFT = '7290.86', StemGNN = '7303.42', MLPMultivariate = '7300.2', TiDE = '7301.71', DeepNPTS = '7297.39', y = '7275.0' WHERE ds = '2024-02-01 00:00:00' 2024-11-20 10:33:31,344 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7297.0', Informer = '7335.21', LSTM = '7250.98', iTransformer = '7385.46', TSMixer = '7298.8', TSMixerx = '7304.56', PatchTST = '7284.13', RNN = '7314.06', GRU = '7351.66', TCN = '7406.99', BiTCN = '7334.74', DilatedRNN = '7290.45', MLP = '7319.52', DLinear = '7291.02', NLinear = '7287.84', TFT = '7290.86', StemGNN = '7303.42', MLPMultivariate = '7300.2', TiDE = '7301.71', DeepNPTS = '7297.39', y = '7275.0' WHERE ds = '2024-02-01 00:00:00' 2024-11-20 10:33:31,346 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7275.51', Informer = '7314.77', LSTM = '7233.06', iTransformer = '7349.83', TSMixer = '7272.41', TSMixerx = '7282.94', PatchTST = '7263.86', RNN = '7294.73', GRU = '7330.68', TCN = '7395.3', BiTCN = '7306.72', DilatedRNN = '7260.65', MLP = '7289.64', DLinear = '7278.71', NLinear = '7262.57', TFT = '7266.32', StemGNN = '7300.92', MLPMultivariate = '7272.72', TiDE = '7280.73', DeepNPTS = '7271.37', y = '7242.5' WHERE ds = '2024-02-02 00:00:00' 2024-11-20 10:33:31,346 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7275.51', Informer = '7314.77', LSTM = '7233.06', iTransformer = '7349.83', TSMixer = '7272.41', TSMixerx = '7282.94', PatchTST = '7263.86', RNN = '7294.73', GRU = '7330.68', TCN = '7395.3', BiTCN = '7306.72', DilatedRNN = '7260.65', MLP = '7289.64', DLinear = '7278.71', NLinear = '7262.57', TFT = '7266.32', StemGNN = '7300.92', MLPMultivariate = '7272.72', TiDE = '7280.73', DeepNPTS = '7271.37', y = '7242.5' WHERE ds = '2024-02-02 00:00:00' 2024-11-20 10:33:31,349 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7236.79', Informer = '7273.36', LSTM = '7212.67', iTransformer = '7264.81', TSMixer = '7239.09', TSMixerx = '7232.82', PatchTST = '7228.47', RNN = '7267.82', GRU = '7308.6', TCN = '7378.92', BiTCN = '7271.96', DilatedRNN = '7228.76', MLP = '7248.22', DLinear = '7249.75', NLinear = '7245.09', TFT = '7227.47', StemGNN = '7297.04', MLPMultivariate = '7210.26', TiDE = '7249.74', DeepNPTS = '7287.39', y = '7240.0' WHERE ds = '2024-02-04 00:00:00' 2024-11-20 10:33:31,349 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7236.79', Informer = '7273.36', LSTM = '7212.67', iTransformer = '7264.81', TSMixer = '7239.09', TSMixerx = '7232.82', PatchTST = '7228.47', RNN = '7267.82', GRU = '7308.6', TCN = '7378.92', BiTCN = '7271.96', DilatedRNN = '7228.76', MLP = '7248.22', DLinear = '7249.75', NLinear = '7245.09', TFT = '7227.47', StemGNN = '7297.04', MLPMultivariate = '7210.26', TiDE = '7249.74', DeepNPTS = '7287.39', y = '7240.0' WHERE ds = '2024-02-04 00:00:00' 2024-11-20 10:33:31,352 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7237.9', Informer = '7254.36', LSTM = '7211.69', iTransformer = '7215.08', TSMixer = '7225.67', TSMixerx = '7197.03', PatchTST = '7226.16', RNN = '7266.29', GRU = '7310.45', TCN = '7374.66', BiTCN = '7241.34', DilatedRNN = '7223.16', MLP = '7238.12', DLinear = '7228.83', NLinear = '7231.89', TFT = '7224.25', StemGNN = '7292.84', MLPMultivariate = '7185.72', TiDE = '7230.67', DeepNPTS = '7307.89', y = '7227.5' WHERE ds = '2024-02-05 00:00:00' 2024-11-20 10:33:31,352 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7237.9', Informer = '7254.36', LSTM = '7211.69', iTransformer = '7215.08', TSMixer = '7225.67', TSMixerx = '7197.03', PatchTST = '7226.16', RNN = '7266.29', GRU = '7310.45', TCN = '7374.66', BiTCN = '7241.34', DilatedRNN = '7223.16', MLP = '7238.12', DLinear = '7228.83', NLinear = '7231.89', TFT = '7224.25', StemGNN = '7292.84', MLPMultivariate = '7185.72', TiDE = '7230.67', DeepNPTS = '7307.89', y = '7227.5' WHERE ds = '2024-02-05 00:00:00' 2024-11-20 10:33:31,355 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.19', Informer = '7245.77', LSTM = '7203.25', iTransformer = '7200.75', TSMixer = '7215.03', TSMixerx = '7174.85', PatchTST = '7206.81', RNN = '7257.77', GRU = '7300.49', TCN = '7369.7', BiTCN = '7214.12', DilatedRNN = '7210.87', MLP = '7217.43', DLinear = '7212.0', NLinear = '7214.21', TFT = '7214.99', StemGNN = '7288.06', MLPMultivariate = '7159.48', TiDE = '7215.9', DeepNPTS = '7300.92', y = '7246.67' WHERE ds = '2024-02-06 00:00:00' 2024-11-20 10:33:31,355 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.19', Informer = '7245.77', LSTM = '7203.25', iTransformer = '7200.75', TSMixer = '7215.03', TSMixerx = '7174.85', PatchTST = '7206.81', RNN = '7257.77', GRU = '7300.49', TCN = '7369.7', BiTCN = '7214.12', DilatedRNN = '7210.87', MLP = '7217.43', DLinear = '7212.0', NLinear = '7214.21', TFT = '7214.99', StemGNN = '7288.06', MLPMultivariate = '7159.48', TiDE = '7215.9', DeepNPTS = '7300.92', y = '7246.67' WHERE ds = '2024-02-06 00:00:00' 2024-11-20 10:33:31,357 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7237.08', Informer = '7241.63', LSTM = '7216.83', iTransformer = '7221.2', TSMixer = '7226.42', TSMixerx = '7222.58', PatchTST = '7234.44', RNN = '7277.5', GRU = '7317.63', TCN = '7377.89', BiTCN = '7198.22', DilatedRNN = '7229.34', MLP = '7228.86', DLinear = '7227.31', NLinear = '7229.82', TFT = '7221.54', StemGNN = '7284.15', MLPMultivariate = '7172.75', TiDE = '7230.4', DeepNPTS = '7282.88', y = '7255.0' WHERE ds = '2024-02-07 00:00:00' 2024-11-20 10:33:31,357 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7237.08', Informer = '7241.63', LSTM = '7216.83', iTransformer = '7221.2', TSMixer = '7226.42', TSMixerx = '7222.58', PatchTST = '7234.44', RNN = '7277.5', GRU = '7317.63', TCN = '7377.89', BiTCN = '7198.22', DilatedRNN = '7229.34', MLP = '7228.86', DLinear = '7227.31', NLinear = '7229.82', TFT = '7221.54', StemGNN = '7284.15', MLPMultivariate = '7172.75', TiDE = '7230.4', DeepNPTS = '7282.88', y = '7255.0' WHERE ds = '2024-02-07 00:00:00' 2024-11-20 10:33:31,360 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.03', Informer = '7225.22', LSTM = '7221.61', iTransformer = '7236.65', TSMixer = '7242.4', TSMixerx = '7235.89', PatchTST = '7252.49', RNN = '7285.7', GRU = '7321.4', TCN = '7382.84', BiTCN = '7189.21', DilatedRNN = '7239.06', MLP = '7239.93', DLinear = '7231.63', NLinear = '7251.7', TFT = '7236.11', StemGNN = '7280.63', MLPMultivariate = '7193.89', TiDE = '7252.08', DeepNPTS = '7254.66', y = '7270.0' WHERE ds = '2024-02-08 00:00:00' 2024-11-20 10:33:31,360 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.03', Informer = '7225.22', LSTM = '7221.61', iTransformer = '7236.65', TSMixer = '7242.4', TSMixerx = '7235.89', PatchTST = '7252.49', RNN = '7285.7', GRU = '7321.4', TCN = '7382.84', BiTCN = '7189.21', DilatedRNN = '7239.06', MLP = '7239.93', DLinear = '7231.63', NLinear = '7251.7', TFT = '7236.11', StemGNN = '7280.63', MLPMultivariate = '7193.89', TiDE = '7252.08', DeepNPTS = '7254.66', y = '7270.0' WHERE ds = '2024-02-08 00:00:00' 2024-11-20 10:33:31,363 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7257.58', Informer = '7232.66', LSTM = '7232.76', iTransformer = '7247.51', TSMixer = '7258.08', TSMixerx = '7252.65', PatchTST = '7269.86', RNN = '7295.25', GRU = '7334.03', TCN = '7388.26', BiTCN = '7192.33', DilatedRNN = '7253.86', MLP = '7251.03', DLinear = '7230.31', NLinear = '7268.39', TFT = '7263.02', StemGNN = '7278.08', MLPMultivariate = '7215.18', TiDE = '7272.44', DeepNPTS = '7244.53', y = '7336.67' WHERE ds = '2024-02-18 00:00:00' 2024-11-20 10:33:31,363 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7257.58', Informer = '7232.66', LSTM = '7232.76', iTransformer = '7247.51', TSMixer = '7258.08', TSMixerx = '7252.65', PatchTST = '7269.86', RNN = '7295.25', GRU = '7334.03', TCN = '7388.26', BiTCN = '7192.33', DilatedRNN = '7253.86', MLP = '7251.03', DLinear = '7230.31', NLinear = '7268.39', TFT = '7263.02', StemGNN = '7278.08', MLPMultivariate = '7215.18', TiDE = '7272.44', DeepNPTS = '7244.53', y = '7336.67' WHERE ds = '2024-02-18 00:00:00' 2024-11-20 10:33:31,365 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7329.8', Informer = '7284.9', LSTM = '7279.87', iTransformer = '7271.41', TSMixer = '7312.25', TSMixerx = '7328.12', PatchTST = '7333.28', RNN = '7359.55', GRU = '7391.84', TCN = '7412.85', BiTCN = '7285.85', DilatedRNN = '7321.05', MLP = '7295.19', DLinear = '7280.82', NLinear = '7344.06', TFT = '7349.32', StemGNN = '7277.16', MLPMultivariate = '7268.04', TiDE = '7323.31', DeepNPTS = '7273.12', y = '7350.0' WHERE ds = '2024-02-19 00:00:00' 2024-11-20 10:33:31,365 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7329.8', Informer = '7284.9', LSTM = '7279.87', iTransformer = '7271.41', TSMixer = '7312.25', TSMixerx = '7328.12', PatchTST = '7333.28', RNN = '7359.55', GRU = '7391.84', TCN = '7412.85', BiTCN = '7285.85', DilatedRNN = '7321.05', MLP = '7295.19', DLinear = '7280.82', NLinear = '7344.06', TFT = '7349.32', StemGNN = '7277.16', MLPMultivariate = '7268.04', TiDE = '7323.31', DeepNPTS = '7273.12', y = '7350.0' WHERE ds = '2024-02-19 00:00:00' 2024-11-20 10:33:31,368 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7343.01', Informer = '7301.36', LSTM = '7287.02', iTransformer = '7283.48', TSMixer = '7338.11', TSMixerx = '7398.41', PatchTST = '7344.57', RNN = '7358.8', GRU = '7393.28', TCN = '7424.57', BiTCN = '7353.08', DilatedRNN = '7341.83', MLP = '7322.19', DLinear = '7304.78', NLinear = '7354.74', TFT = '7371.01', StemGNN = '7276.7', MLPMultivariate = '7309.68', TiDE = '7334.03', DeepNPTS = '7338.48', y = '7335.0' WHERE ds = '2024-02-20 00:00:00' 2024-11-20 10:33:31,368 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7343.01', Informer = '7301.36', LSTM = '7287.02', iTransformer = '7283.48', TSMixer = '7338.11', TSMixerx = '7398.41', PatchTST = '7344.57', RNN = '7358.8', GRU = '7393.28', TCN = '7424.57', BiTCN = '7353.08', DilatedRNN = '7341.83', MLP = '7322.19', DLinear = '7304.78', NLinear = '7354.74', TFT = '7371.01', StemGNN = '7276.7', MLPMultivariate = '7309.68', TiDE = '7334.03', DeepNPTS = '7338.48', y = '7335.0' WHERE ds = '2024-02-20 00:00:00' 2024-11-20 10:33:31,370 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7331.02', Informer = '7289.8', LSTM = '7277.52', iTransformer = '7284.16', TSMixer = '7334.13', TSMixerx = '7417.16', PatchTST = '7333.0', RNN = '7344.13', GRU = '7379.12', TCN = '7429.64', BiTCN = '7381.22', DilatedRNN = '7344.5', MLP = '7320.66', DLinear = '7332.96', NLinear = '7337.17', TFT = '7360.45', StemGNN = '7275.86', MLPMultivariate = '7320.94', TiDE = '7325.44', DeepNPTS = '7337.84', y = '7297.5' WHERE ds = '2024-02-21 00:00:00' 2024-11-20 10:33:31,370 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7331.02', Informer = '7289.8', LSTM = '7277.52', iTransformer = '7284.16', TSMixer = '7334.13', TSMixerx = '7417.16', PatchTST = '7333.0', RNN = '7344.13', GRU = '7379.12', TCN = '7429.64', BiTCN = '7381.22', DilatedRNN = '7344.5', MLP = '7320.66', DLinear = '7332.96', NLinear = '7337.17', TFT = '7360.45', StemGNN = '7275.86', MLPMultivariate = '7320.94', TiDE = '7325.44', DeepNPTS = '7337.84', y = '7297.5' WHERE ds = '2024-02-21 00:00:00' 2024-11-20 10:33:31,373 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7286.55', Informer = '7266.5', LSTM = '7249.85', iTransformer = '7285.34', TSMixer = '7304.14', TSMixerx = '7392.3', PatchTST = '7305.8', RNN = '7314.63', GRU = '7345.37', TCN = '7420.07', BiTCN = '7373.2', DilatedRNN = '7311.53', MLP = '7302.57', DLinear = '7318.15', NLinear = '7298.16', TFT = '7284.19', StemGNN = '7273.93', MLPMultivariate = '7304.0', TiDE = '7292.32', DeepNPTS = '7342.6', y = '7285.0' WHERE ds = '2024-02-22 00:00:00' 2024-11-20 10:33:31,373 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7286.55', Informer = '7266.5', LSTM = '7249.85', iTransformer = '7285.34', TSMixer = '7304.14', TSMixerx = '7392.3', PatchTST = '7305.8', RNN = '7314.63', GRU = '7345.37', TCN = '7420.07', BiTCN = '7373.2', DilatedRNN = '7311.53', MLP = '7302.57', DLinear = '7318.15', NLinear = '7298.16', TFT = '7284.19', StemGNN = '7273.93', MLPMultivariate = '7304.0', TiDE = '7292.32', DeepNPTS = '7342.6', y = '7285.0' WHERE ds = '2024-02-22 00:00:00' 2024-11-20 10:33:31,376 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7272.61', Informer = '7258.89', LSTM = '7241.55', iTransformer = '7287.63', TSMixer = '7288.24', TSMixerx = '7365.99', PatchTST = '7296.96', RNN = '7295.77', GRU = '7340.09', TCN = '7413.29', BiTCN = '7359.23', DilatedRNN = '7296.67', MLP = '7292.49', DLinear = '7303.51', NLinear = '7281.81', TFT = '7269.99', StemGNN = '7271.49', MLPMultivariate = '7289.99', TiDE = '7281.0', DeepNPTS = '7323.98', y = '7306.67' WHERE ds = '2024-02-23 00:00:00' 2024-11-20 10:33:31,376 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7272.61', Informer = '7258.89', LSTM = '7241.55', iTransformer = '7287.63', TSMixer = '7288.24', TSMixerx = '7365.99', PatchTST = '7296.96', RNN = '7295.77', GRU = '7340.09', TCN = '7413.29', BiTCN = '7359.23', DilatedRNN = '7296.67', MLP = '7292.49', DLinear = '7303.51', NLinear = '7281.81', TFT = '7269.99', StemGNN = '7271.49', MLPMultivariate = '7289.99', TiDE = '7281.0', DeepNPTS = '7323.98', y = '7306.67' WHERE ds = '2024-02-23 00:00:00' 2024-11-20 10:33:31,380 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7318.19', Informer = '7258.93', LSTM = '7254.44', iTransformer = '7295.47', TSMixer = '7299.03', TSMixerx = '7362.35', PatchTST = '7321.52', RNN = '7317.68', GRU = '7358.98', TCN = '7413.28', BiTCN = '7357.37', DilatedRNN = '7301.95', MLP = '7320.65', DLinear = '7296.1', NLinear = '7301.41', TFT = '7307.13', StemGNN = '7269.8', MLPMultivariate = '7306.61', TiDE = '7295.1', DeepNPTS = '7371.11', y = '7292.5' WHERE ds = '2024-02-26 00:00:00' 2024-11-20 10:33:31,380 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7318.19', Informer = '7258.93', LSTM = '7254.44', iTransformer = '7295.47', TSMixer = '7299.03', TSMixerx = '7362.35', PatchTST = '7321.52', RNN = '7317.68', GRU = '7358.98', TCN = '7413.28', BiTCN = '7357.37', DilatedRNN = '7301.95', MLP = '7320.65', DLinear = '7296.1', NLinear = '7301.41', TFT = '7307.13', StemGNN = '7269.8', MLPMultivariate = '7306.61', TiDE = '7295.1', DeepNPTS = '7371.11', y = '7292.5' WHERE ds = '2024-02-26 00:00:00' 2024-11-20 10:33:31,382 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7324.57', Informer = '7251.97', LSTM = '7242.58', iTransformer = '7290.08', TSMixer = '7297.98', TSMixerx = '7317.99', PatchTST = '7297.46', RNN = '7304.28', GRU = '7342.81', TCN = '7408.67', BiTCN = '7340.79', DilatedRNN = '7289.78', MLP = '7327.02', DLinear = '7292.81', NLinear = '7282.36', TFT = '7282.91', StemGNN = '7268.05', MLPMultivariate = '7299.63', TiDE = '7286.47', DeepNPTS = '7368.65', y = '7306.67' WHERE ds = '2024-02-27 00:00:00' 2024-11-20 10:33:31,382 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7324.57', Informer = '7251.97', LSTM = '7242.58', iTransformer = '7290.08', TSMixer = '7297.98', TSMixerx = '7317.99', PatchTST = '7297.46', RNN = '7304.28', GRU = '7342.81', TCN = '7408.67', BiTCN = '7340.79', DilatedRNN = '7289.78', MLP = '7327.02', DLinear = '7292.81', NLinear = '7282.36', TFT = '7282.91', StemGNN = '7268.05', MLPMultivariate = '7299.63', TiDE = '7286.47', DeepNPTS = '7368.65', y = '7306.67' WHERE ds = '2024-02-27 00:00:00' 2024-11-20 10:33:31,384 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7352.75', Informer = '7295.49', LSTM = '7254.83', iTransformer = '7276.21', TSMixer = '7302.82', TSMixerx = '7348.5', PatchTST = '7323.02', RNN = '7324.8', GRU = '7359.94', TCN = '7413.98', BiTCN = '7330.58', DilatedRNN = '7305.92', MLP = '7341.13', DLinear = '7310.9', NLinear = '7305.61', TFT = '7301.83', StemGNN = '7266.96', MLPMultivariate = '7303.46', TiDE = '7303.91', DeepNPTS = '7380.02', y = '7353.33' WHERE ds = '2024-02-28 00:00:00' 2024-11-20 10:33:31,384 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7352.75', Informer = '7295.49', LSTM = '7254.83', iTransformer = '7276.21', TSMixer = '7302.82', TSMixerx = '7348.5', PatchTST = '7323.02', RNN = '7324.8', GRU = '7359.94', TCN = '7413.98', BiTCN = '7330.58', DilatedRNN = '7305.92', MLP = '7341.13', DLinear = '7310.9', NLinear = '7305.61', TFT = '7301.83', StemGNN = '7266.96', MLPMultivariate = '7303.46', TiDE = '7303.91', DeepNPTS = '7380.02', y = '7353.33' WHERE ds = '2024-02-28 00:00:00' 2024-11-20 10:33:31,386 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.17', Informer = '7313.22', LSTM = '7288.96', iTransformer = '7293.72', TSMixer = '7334.31', TSMixerx = '7378.47', PatchTST = '7368.02', RNN = '7371.75', GRU = '7401.12', TCN = '7425.51', BiTCN = '7341.83', DilatedRNN = '7336.51', MLP = '7371.22', DLinear = '7333.33', NLinear = '7360.72', TFT = '7354.87', StemGNN = '7266.78', MLPMultivariate = '7327.83', TiDE = '7343.33', DeepNPTS = '7374.52', y = '7325.0' WHERE ds = '2024-02-29 00:00:00' 2024-11-20 10:33:31,386 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.17', Informer = '7313.22', LSTM = '7288.96', iTransformer = '7293.72', TSMixer = '7334.31', TSMixerx = '7378.47', PatchTST = '7368.02', RNN = '7371.75', GRU = '7401.12', TCN = '7425.51', BiTCN = '7341.83', DilatedRNN = '7336.51', MLP = '7371.22', DLinear = '7333.33', NLinear = '7360.72', TFT = '7354.87', StemGNN = '7266.78', MLPMultivariate = '7327.83', TiDE = '7343.33', DeepNPTS = '7374.52', y = '7325.0' WHERE ds = '2024-02-29 00:00:00' 2024-11-20 10:33:31,388 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7320.5', Informer = '7306.35', LSTM = '7263.73', iTransformer = '7277.35', TSMixer = '7322.0', TSMixerx = '7343.2', PatchTST = '7329.76', RNN = '7327.44', GRU = '7364.73', TCN = '7416.31', BiTCN = '7322.68', DilatedRNN = '7306.52', MLP = '7337.22', DLinear = '7315.45', NLinear = '7335.42', TFT = '7314.74', StemGNN = '7266.41', MLPMultivariate = '7308.63', TiDE = '7327.13', DeepNPTS = '7294.14', y = '7343.33' WHERE ds = '2024-03-01 00:00:00' 2024-11-20 10:33:31,388 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7320.5', Informer = '7306.35', LSTM = '7263.73', iTransformer = '7277.35', TSMixer = '7322.0', TSMixerx = '7343.2', PatchTST = '7329.76', RNN = '7327.44', GRU = '7364.73', TCN = '7416.31', BiTCN = '7322.68', DilatedRNN = '7306.52', MLP = '7337.22', DLinear = '7315.45', NLinear = '7335.42', TFT = '7314.74', StemGNN = '7266.41', MLPMultivariate = '7308.63', TiDE = '7327.13', DeepNPTS = '7294.14', y = '7343.33' WHERE ds = '2024-03-01 00:00:00' 2024-11-20 10:33:31,391 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7334.56', Informer = '7330.43', LSTM = '7283.3', iTransformer = '7276.89', TSMixer = '7330.63', TSMixerx = '7344.31', PatchTST = '7334.27', RNN = '7357.22', GRU = '7391.92', TCN = '7422.3', BiTCN = '7315.67', DilatedRNN = '7328.23', MLP = '7328.13', DLinear = '7333.05', NLinear = '7339.2', TFT = '7314.98', StemGNN = '7266.39', MLPMultivariate = '7306.47', TiDE = '7342.18', DeepNPTS = '7296.81', y = '7330.0' WHERE ds = '2024-03-04 00:00:00' 2024-11-20 10:33:31,391 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7334.56', Informer = '7330.43', LSTM = '7283.3', iTransformer = '7276.89', TSMixer = '7330.63', TSMixerx = '7344.31', PatchTST = '7334.27', RNN = '7357.22', GRU = '7391.92', TCN = '7422.3', BiTCN = '7315.67', DilatedRNN = '7328.23', MLP = '7328.13', DLinear = '7333.05', NLinear = '7339.2', TFT = '7314.98', StemGNN = '7266.39', MLPMultivariate = '7306.47', TiDE = '7342.18', DeepNPTS = '7296.81', y = '7330.0' WHERE ds = '2024-03-04 00:00:00' 2024-11-20 10:33:31,393 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7309.45', Informer = '7325.04', LSTM = '7267.88', iTransformer = '7277.67', TSMixer = '7326.97', TSMixerx = '7335.79', PatchTST = '7319.16', RNN = '7340.15', GRU = '7370.5', TCN = '7418.13', BiTCN = '7305.37', DilatedRNN = '7318.76', MLP = '7320.53', DLinear = '7326.05', NLinear = '7321.28', TFT = '7293.51', StemGNN = '7266.15', MLPMultivariate = '7303.62', TiDE = '7328.04', DeepNPTS = '7281.27', y = '7310.0' WHERE ds = '2024-03-05 00:00:00' 2024-11-20 10:33:31,393 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7309.45', Informer = '7325.04', LSTM = '7267.88', iTransformer = '7277.67', TSMixer = '7326.97', TSMixerx = '7335.79', PatchTST = '7319.16', RNN = '7340.15', GRU = '7370.5', TCN = '7418.13', BiTCN = '7305.37', DilatedRNN = '7318.76', MLP = '7320.53', DLinear = '7326.05', NLinear = '7321.28', TFT = '7293.51', StemGNN = '7266.15', MLPMultivariate = '7303.62', TiDE = '7328.04', DeepNPTS = '7281.27', y = '7310.0' WHERE ds = '2024-03-05 00:00:00' 2024-11-20 10:33:31,396 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7304.78', Informer = '7318.4', LSTM = '7255.75', iTransformer = '7276.86', TSMixer = '7305.71', TSMixerx = '7311.24', PatchTST = '7313.83', RNN = '7311.53', GRU = '7357.06', TCN = '7412.45', BiTCN = '7301.94', DilatedRNN = '7304.3', MLP = '7315.76', DLinear = '7309.79', NLinear = '7297.15', TFT = '7279.6', StemGNN = '7265.64', MLPMultivariate = '7295.52', TiDE = '7301.35', DeepNPTS = '7288.95', y = '7297.5' WHERE ds = '2024-03-06 00:00:00' 2024-11-20 10:33:31,396 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7304.78', Informer = '7318.4', LSTM = '7255.75', iTransformer = '7276.86', TSMixer = '7305.71', TSMixerx = '7311.24', PatchTST = '7313.83', RNN = '7311.53', GRU = '7357.06', TCN = '7412.45', BiTCN = '7301.94', DilatedRNN = '7304.3', MLP = '7315.76', DLinear = '7309.79', NLinear = '7297.15', TFT = '7279.6', StemGNN = '7265.64', MLPMultivariate = '7295.52', TiDE = '7301.35', DeepNPTS = '7288.95', y = '7297.5' WHERE ds = '2024-03-06 00:00:00' 2024-11-20 10:33:31,398 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7302.21', Informer = '7321.25', LSTM = '7246.71', iTransformer = '7271.87', TSMixer = '7294.17', TSMixerx = '7309.87', PatchTST = '7308.66', RNN = '7314.28', GRU = '7347.75', TCN = '7407.47', BiTCN = '7294.43', DilatedRNN = '7290.02', MLP = '7319.87', DLinear = '7285.87', NLinear = '7297.02', TFT = '7274.12', StemGNN = '7264.97', MLPMultivariate = '7290.85', TiDE = '7293.32', DeepNPTS = '7295.53', y = '7290.0' WHERE ds = '2024-03-07 00:00:00' 2024-11-20 10:33:31,398 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7302.21', Informer = '7321.25', LSTM = '7246.71', iTransformer = '7271.87', TSMixer = '7294.17', TSMixerx = '7309.87', PatchTST = '7308.66', RNN = '7314.28', GRU = '7347.75', TCN = '7407.47', BiTCN = '7294.43', DilatedRNN = '7290.02', MLP = '7319.87', DLinear = '7285.87', NLinear = '7297.02', TFT = '7274.12', StemGNN = '7264.97', MLPMultivariate = '7290.85', TiDE = '7293.32', DeepNPTS = '7295.53', y = '7290.0' WHERE ds = '2024-03-07 00:00:00' 2024-11-20 10:33:31,401 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7292.95', Informer = '7299.1', LSTM = '7241.47', iTransformer = '7246.3', TSMixer = '7288.79', TSMixerx = '7302.01', PatchTST = '7299.54', RNN = '7302.63', GRU = '7343.0', TCN = '7403.52', BiTCN = '7279.52', DilatedRNN = '7288.72', MLP = '7290.22', DLinear = '7284.58', NLinear = '7288.43', TFT = '7271.91', StemGNN = '7264.57', MLPMultivariate = '7279.09', TiDE = '7290.29', DeepNPTS = '7294.8', y = '7295.0' WHERE ds = '2024-03-08 00:00:00' 2024-11-20 10:33:31,401 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7292.95', Informer = '7299.1', LSTM = '7241.47', iTransformer = '7246.3', TSMixer = '7288.79', TSMixerx = '7302.01', PatchTST = '7299.54', RNN = '7302.63', GRU = '7343.0', TCN = '7403.52', BiTCN = '7279.52', DilatedRNN = '7288.72', MLP = '7290.22', DLinear = '7284.58', NLinear = '7288.43', TFT = '7271.91', StemGNN = '7264.57', MLPMultivariate = '7279.09', TiDE = '7290.29', DeepNPTS = '7294.8', y = '7295.0' WHERE ds = '2024-03-08 00:00:00' 2024-11-20 10:33:31,403 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7283.5', Informer = '7308.73', LSTM = '7245.06', iTransformer = '7233.56', TSMixer = '7289.62', TSMixerx = '7272.81', PatchTST = '7302.29', RNN = '7308.69', GRU = '7348.58', TCN = '7402.53', BiTCN = '7275.18', DilatedRNN = '7290.97', MLP = '7265.94', DLinear = '7297.8', NLinear = '7293.46', TFT = '7274.37', StemGNN = '7264.62', MLPMultivariate = '7276.64', TiDE = '7289.43', DeepNPTS = '7294.81', y = '7285.0' WHERE ds = '2024-03-11 00:00:00' 2024-11-20 10:33:31,403 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7283.5', Informer = '7308.73', LSTM = '7245.06', iTransformer = '7233.56', TSMixer = '7289.62', TSMixerx = '7272.81', PatchTST = '7302.29', RNN = '7308.69', GRU = '7348.58', TCN = '7402.53', BiTCN = '7275.18', DilatedRNN = '7290.97', MLP = '7265.94', DLinear = '7297.8', NLinear = '7293.46', TFT = '7274.37', StemGNN = '7264.62', MLPMultivariate = '7276.64', TiDE = '7289.43', DeepNPTS = '7294.81', y = '7285.0' WHERE ds = '2024-03-11 00:00:00' 2024-11-20 10:33:31,405 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7264.78', Informer = '7291.06', LSTM = '7238.1', iTransformer = '7239.95', TSMixer = '7277.58', TSMixerx = '7269.54', PatchTST = '7282.67', RNN = '7303.06', GRU = '7339.16', TCN = '7395.51', BiTCN = '7277.12', DilatedRNN = '7280.3', MLP = '7244.14', DLinear = '7296.69', NLinear = '7275.29', TFT = '7269.44', StemGNN = '7265.88', MLPMultivariate = '7271.18', TiDE = '7270.28', DeepNPTS = '7285.48', y = '7283.33' WHERE ds = '2024-03-12 00:00:00' 2024-11-20 10:33:31,405 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7264.78', Informer = '7291.06', LSTM = '7238.1', iTransformer = '7239.95', TSMixer = '7277.58', TSMixerx = '7269.54', PatchTST = '7282.67', RNN = '7303.06', GRU = '7339.16', TCN = '7395.51', BiTCN = '7277.12', DilatedRNN = '7280.3', MLP = '7244.14', DLinear = '7296.69', NLinear = '7275.29', TFT = '7269.44', StemGNN = '7265.88', MLPMultivariate = '7271.18', TiDE = '7270.28', DeepNPTS = '7285.48', y = '7283.33' WHERE ds = '2024-03-12 00:00:00' 2024-11-20 10:33:31,408 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7256.37', Informer = '7287.32', LSTM = '7238.44', iTransformer = '7251.53', TSMixer = '7272.1', TSMixerx = '7275.87', PatchTST = '7280.45', RNN = '7301.9', GRU = '7340.35', TCN = '7398.0', BiTCN = '7269.77', DilatedRNN = '7285.73', MLP = '7238.05', DLinear = '7303.68', NLinear = '7278.15', TFT = '7276.54', StemGNN = '7267.4', MLPMultivariate = '7268.86', TiDE = '7272.17', DeepNPTS = '7252.64', y = '7285.0' WHERE ds = '2024-03-13 00:00:00' 2024-11-20 10:33:31,408 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7256.37', Informer = '7287.32', LSTM = '7238.44', iTransformer = '7251.53', TSMixer = '7272.1', TSMixerx = '7275.87', PatchTST = '7280.45', RNN = '7301.9', GRU = '7340.35', TCN = '7398.0', BiTCN = '7269.77', DilatedRNN = '7285.73', MLP = '7238.05', DLinear = '7303.68', NLinear = '7278.15', TFT = '7276.54', StemGNN = '7267.4', MLPMultivariate = '7268.86', TiDE = '7272.17', DeepNPTS = '7252.64', y = '7285.0' WHERE ds = '2024-03-13 00:00:00' 2024-11-20 10:33:31,410 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7269.4', Informer = '7282.06', LSTM = '7239.51', iTransformer = '7265.08', TSMixer = '7275.51', TSMixerx = '7277.1', PatchTST = '7283.45', RNN = '7304.5', GRU = '7341.46', TCN = '7397.56', BiTCN = '7280.69', DilatedRNN = '7284.09', MLP = '7251.88', DLinear = '7273.88', NLinear = '7288.42', TFT = '7290.29', StemGNN = '7270.84', MLPMultivariate = '7275.91', TiDE = '7281.04', DeepNPTS = '7264.11', y = '7277.5' WHERE ds = '2024-03-14 00:00:00' 2024-11-20 10:33:31,410 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7269.4', Informer = '7282.06', LSTM = '7239.51', iTransformer = '7265.08', TSMixer = '7275.51', TSMixerx = '7277.1', PatchTST = '7283.45', RNN = '7304.5', GRU = '7341.46', TCN = '7397.56', BiTCN = '7280.69', DilatedRNN = '7284.09', MLP = '7251.88', DLinear = '7273.88', NLinear = '7288.42', TFT = '7290.29', StemGNN = '7270.84', MLPMultivariate = '7275.91', TiDE = '7281.04', DeepNPTS = '7264.11', y = '7277.5' WHERE ds = '2024-03-14 00:00:00' 2024-11-20 10:33:31,412 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7264.23', Informer = '7275.59', LSTM = '7234.82', iTransformer = '7272.71', TSMixer = '7271.08', TSMixerx = '7262.54', PatchTST = '7274.31', RNN = '7295.47', GRU = '7335.31', TCN = '7395.98', BiTCN = '7277.6', DilatedRNN = '7279.69', MLP = '7256.92', DLinear = '7252.44', NLinear = '7269.11', TFT = '7283.47', StemGNN = '7273.29', MLPMultivariate = '7276.28', TiDE = '7279.45', DeepNPTS = '7273.04', y = '7353.33' WHERE ds = '2024-03-15 00:00:00' 2024-11-20 10:33:31,412 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7264.23', Informer = '7275.59', LSTM = '7234.82', iTransformer = '7272.71', TSMixer = '7271.08', TSMixerx = '7262.54', PatchTST = '7274.31', RNN = '7295.47', GRU = '7335.31', TCN = '7395.98', BiTCN = '7277.6', DilatedRNN = '7279.69', MLP = '7256.92', DLinear = '7252.44', NLinear = '7269.11', TFT = '7283.47', StemGNN = '7273.29', MLPMultivariate = '7276.28', TiDE = '7279.45', DeepNPTS = '7273.04', y = '7353.33' WHERE ds = '2024-03-15 00:00:00' 2024-11-20 10:33:31,414 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7339.36', Informer = '7324.94', LSTM = '7292.13', iTransformer = '7287.28', TSMixer = '7320.05', TSMixerx = '7302.48', PatchTST = '7366.6', RNN = '7371.87', GRU = '7407.54', TCN = '7422.89', BiTCN = '7304.87', DilatedRNN = '7348.6', MLP = '7314.84', DLinear = '7304.7', NLinear = '7353.23', TFT = '7347.31', StemGNN = '7276.14', MLPMultivariate = '7311.7', TiDE = '7330.94', DeepNPTS = '7344.93', y = '7387.5' WHERE ds = '2024-03-18 00:00:00' 2024-11-20 10:33:31,414 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7339.36', Informer = '7324.94', LSTM = '7292.13', iTransformer = '7287.28', TSMixer = '7320.05', TSMixerx = '7302.48', PatchTST = '7366.6', RNN = '7371.87', GRU = '7407.54', TCN = '7422.89', BiTCN = '7304.87', DilatedRNN = '7348.6', MLP = '7314.84', DLinear = '7304.7', NLinear = '7353.23', TFT = '7347.31', StemGNN = '7276.14', MLPMultivariate = '7311.7', TiDE = '7330.94', DeepNPTS = '7344.93', y = '7387.5' WHERE ds = '2024-03-18 00:00:00' 2024-11-20 10:33:31,417 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7388.08', Informer = '7385.8', LSTM = '7320.49', iTransformer = '7300.95', TSMixer = '7361.99', TSMixerx = '7336.57', PatchTST = '7386.98', RNN = '7397.01', GRU = '7427.54', TCN = '7439.6', BiTCN = '7311.0', DilatedRNN = '7378.46', MLP = '7361.53', DLinear = '7326.46', NLinear = '7392.8', TFT = '7379.9', StemGNN = '7277.91', MLPMultivariate = '7348.62', TiDE = '7363.5', DeepNPTS = '7387.24', y = '7435.0' WHERE ds = '2024-03-19 00:00:00' 2024-11-20 10:33:31,417 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7388.08', Informer = '7385.8', LSTM = '7320.49', iTransformer = '7300.95', TSMixer = '7361.99', TSMixerx = '7336.57', PatchTST = '7386.98', RNN = '7397.01', GRU = '7427.54', TCN = '7439.6', BiTCN = '7311.0', DilatedRNN = '7378.46', MLP = '7361.53', DLinear = '7326.46', NLinear = '7392.8', TFT = '7379.9', StemGNN = '7277.91', MLPMultivariate = '7348.62', TiDE = '7363.5', DeepNPTS = '7387.24', y = '7435.0' WHERE ds = '2024-03-19 00:00:00' 2024-11-20 10:33:31,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7446.17', Informer = '7409.96', LSTM = '7390.64', iTransformer = '7318.43', TSMixer = '7404.71', TSMixerx = '7354.35', PatchTST = '7446.15', RNN = '7449.59', GRU = '7481.41', TCN = '7465.93', BiTCN = '7324.92', DilatedRNN = '7439.02', MLP = '7414.86', DLinear = '7384.65', NLinear = '7440.51', TFT = '7410.61', StemGNN = '7279.73', MLPMultivariate = '7384.11', TiDE = '7415.17', DeepNPTS = '7432.14', y = '7460.0' WHERE ds = '2024-03-20 00:00:00' 2024-11-20 10:33:31,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7446.17', Informer = '7409.96', LSTM = '7390.64', iTransformer = '7318.43', TSMixer = '7404.71', TSMixerx = '7354.35', PatchTST = '7446.15', RNN = '7449.59', GRU = '7481.41', TCN = '7465.93', BiTCN = '7324.92', DilatedRNN = '7439.02', MLP = '7414.86', DLinear = '7384.65', NLinear = '7440.51', TFT = '7410.61', StemGNN = '7279.73', MLPMultivariate = '7384.11', TiDE = '7415.17', DeepNPTS = '7432.14', y = '7460.0' WHERE ds = '2024-03-20 00:00:00' 2024-11-20 10:33:31,421 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7471.48', Informer = '7410.82', LSTM = '7418.15', iTransformer = '7359.09', TSMixer = '7436.82', TSMixerx = '7382.55', PatchTST = '7467.97', RNN = '7485.88', GRU = '7497.73', TCN = '7485.05', BiTCN = '7342.78', DilatedRNN = '7469.99', MLP = '7437.01', DLinear = '7433.13', NLinear = '7466.88', TFT = '7407.96', StemGNN = '7282.79', MLPMultivariate = '7422.37', TiDE = '7449.82', DeepNPTS = '7435.73', y = '7422.5' WHERE ds = '2024-03-21 00:00:00' 2024-11-20 10:33:31,421 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7471.48', Informer = '7410.82', LSTM = '7418.15', iTransformer = '7359.09', TSMixer = '7436.82', TSMixerx = '7382.55', PatchTST = '7467.97', RNN = '7485.88', GRU = '7497.73', TCN = '7485.05', BiTCN = '7342.78', DilatedRNN = '7469.99', MLP = '7437.01', DLinear = '7433.13', NLinear = '7466.88', TFT = '7407.96', StemGNN = '7282.79', MLPMultivariate = '7422.37', TiDE = '7449.82', DeepNPTS = '7435.73', y = '7422.5' WHERE ds = '2024-03-21 00:00:00' 2024-11-20 10:33:31,423 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7417.1', Informer = '7386.94', LSTM = '7359.75', iTransformer = '7407.99', TSMixer = '7419.15', TSMixerx = '7377.38', PatchTST = '7398.66', RNN = '7419.29', GRU = '7445.15', TCN = '7473.64', BiTCN = '7348.41', DilatedRNN = '7429.75', MLP = '7410.0', DLinear = '7426.43', NLinear = '7427.33', TFT = '7392.96', StemGNN = '7286.4', MLPMultivariate = '7414.18', TiDE = '7431.13', DeepNPTS = '7377.32', y = '7402.5' WHERE ds = '2024-03-22 00:00:00' 2024-11-20 10:33:31,423 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7417.1', Informer = '7386.94', LSTM = '7359.75', iTransformer = '7407.99', TSMixer = '7419.15', TSMixerx = '7377.38', PatchTST = '7398.66', RNN = '7419.29', GRU = '7445.15', TCN = '7473.64', BiTCN = '7348.41', DilatedRNN = '7429.75', MLP = '7410.0', DLinear = '7426.43', NLinear = '7427.33', TFT = '7392.96', StemGNN = '7286.4', MLPMultivariate = '7414.18', TiDE = '7431.13', DeepNPTS = '7377.32', y = '7402.5' WHERE ds = '2024-03-22 00:00:00' 2024-11-20 10:33:31,425 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7404.65', Informer = '7354.68', LSTM = '7337.62', iTransformer = '7438.0', TSMixer = '7391.76', TSMixerx = '7372.08', PatchTST = '7396.19', RNN = '7403.69', GRU = '7432.8', TCN = '7463.86', BiTCN = '7342.24', DilatedRNN = '7408.89', MLP = '7382.35', DLinear = '7426.01', NLinear = '7402.0', TFT = '7391.26', StemGNN = '7288.26', MLPMultivariate = '7395.28', TiDE = '7401.38', DeepNPTS = '7352.68', y = '7372.5' WHERE ds = '2024-03-25 00:00:00' 2024-11-20 10:33:31,425 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7404.65', Informer = '7354.68', LSTM = '7337.62', iTransformer = '7438.0', TSMixer = '7391.76', TSMixerx = '7372.08', PatchTST = '7396.19', RNN = '7403.69', GRU = '7432.8', TCN = '7463.86', BiTCN = '7342.24', DilatedRNN = '7408.89', MLP = '7382.35', DLinear = '7426.01', NLinear = '7402.0', TFT = '7391.26', StemGNN = '7288.26', MLPMultivariate = '7395.28', TiDE = '7401.38', DeepNPTS = '7352.68', y = '7372.5' WHERE ds = '2024-03-25 00:00:00' 2024-11-20 10:33:31,428 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7367.22', Informer = '7322.27', LSTM = '7297.47', iTransformer = '7379.26', TSMixer = '7362.82', TSMixerx = '7379.8', PatchTST = '7348.91', RNN = '7365.84', GRU = '7399.45', TCN = '7449.14', BiTCN = '7347.17', DilatedRNN = '7376.77', MLP = '7355.65', DLinear = '7392.1', NLinear = '7355.2', TFT = '7356.75', StemGNN = '7289.35', MLPMultivariate = '7365.31', TiDE = '7355.82', DeepNPTS = '7332.97', y = '7365.0' WHERE ds = '2024-03-26 00:00:00' 2024-11-20 10:33:31,428 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7367.22', Informer = '7322.27', LSTM = '7297.47', iTransformer = '7379.26', TSMixer = '7362.82', TSMixerx = '7379.8', PatchTST = '7348.91', RNN = '7365.84', GRU = '7399.45', TCN = '7449.14', BiTCN = '7347.17', DilatedRNN = '7376.77', MLP = '7355.65', DLinear = '7392.1', NLinear = '7355.2', TFT = '7356.75', StemGNN = '7289.35', MLPMultivariate = '7365.31', TiDE = '7355.82', DeepNPTS = '7332.97', y = '7365.0' WHERE ds = '2024-03-26 00:00:00' 2024-11-20 10:33:31,430 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7348.99', Informer = '7314.72', LSTM = '7292.01', iTransformer = '7324.37', TSMixer = '7348.72', TSMixerx = '7361.01', PatchTST = '7349.25', RNN = '7354.78', GRU = '7399.57', TCN = '7441.3', BiTCN = '7353.53', DilatedRNN = '7370.99', MLP = '7335.98', DLinear = '7369.87', NLinear = '7345.71', TFT = '7338.27', StemGNN = '7290.38', MLPMultivariate = '7340.31', TiDE = '7351.88', DeepNPTS = '7327.51', y = '7345.0' WHERE ds = '2024-03-27 00:00:00' 2024-11-20 10:33:31,430 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7348.99', Informer = '7314.72', LSTM = '7292.01', iTransformer = '7324.37', TSMixer = '7348.72', TSMixerx = '7361.01', PatchTST = '7349.25', RNN = '7354.78', GRU = '7399.57', TCN = '7441.3', BiTCN = '7353.53', DilatedRNN = '7370.99', MLP = '7335.98', DLinear = '7369.87', NLinear = '7345.71', TFT = '7338.27', StemGNN = '7290.38', MLPMultivariate = '7340.31', TiDE = '7351.88', DeepNPTS = '7327.51', y = '7345.0' WHERE ds = '2024-03-27 00:00:00' 2024-11-20 10:33:31,432 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7315.95', Informer = '7301.15', LSTM = '7273.48', iTransformer = '7295.8', TSMixer = '7330.9', TSMixerx = '7328.15', PatchTST = '7333.3', RNN = '7346.44', GRU = '7379.1', TCN = '7428.09', BiTCN = '7353.19', DilatedRNN = '7339.56', MLP = '7312.39', DLinear = '7352.16', NLinear = '7328.61', TFT = '7330.9', StemGNN = '7291.17', MLPMultivariate = '7320.32', TiDE = '7333.7', DeepNPTS = '7319.06', y = '7345.0' WHERE ds = '2024-03-28 00:00:00' 2024-11-20 10:33:31,432 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7315.95', Informer = '7301.15', LSTM = '7273.48', iTransformer = '7295.8', TSMixer = '7330.9', TSMixerx = '7328.15', PatchTST = '7333.3', RNN = '7346.44', GRU = '7379.1', TCN = '7428.09', BiTCN = '7353.19', DilatedRNN = '7339.56', MLP = '7312.39', DLinear = '7352.16', NLinear = '7328.61', TFT = '7330.9', StemGNN = '7291.17', MLPMultivariate = '7320.32', TiDE = '7333.7', DeepNPTS = '7319.06', y = '7345.0' WHERE ds = '2024-03-28 00:00:00' 2024-11-20 10:33:31,435 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7330.24', Informer = '7305.84', LSTM = '7275.81', iTransformer = '7295.1', TSMixer = '7325.45', TSMixerx = '7312.22', PatchTST = '7328.93', RNN = '7348.29', GRU = '7385.13', TCN = '7421.9', BiTCN = '7338.67', DilatedRNN = '7331.57', MLP = '7296.93', DLinear = '7335.55', NLinear = '7336.98', TFT = '7327.3', StemGNN = '7292.35', MLPMultivariate = '7309.14', TiDE = '7332.74', DeepNPTS = '7339.16', y = '7345.0' WHERE ds = '2024-03-29 00:00:00' 2024-11-20 10:33:31,435 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7330.24', Informer = '7305.84', LSTM = '7275.81', iTransformer = '7295.1', TSMixer = '7325.45', TSMixerx = '7312.22', PatchTST = '7328.93', RNN = '7348.29', GRU = '7385.13', TCN = '7421.9', BiTCN = '7338.67', DilatedRNN = '7331.57', MLP = '7296.93', DLinear = '7335.55', NLinear = '7336.98', TFT = '7327.3', StemGNN = '7292.35', MLPMultivariate = '7309.14', TiDE = '7332.74', DeepNPTS = '7339.16', y = '7345.0' WHERE ds = '2024-03-29 00:00:00' 2024-11-20 10:33:31,437 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7338.24', Informer = '7312.92', LSTM = '7275.35', iTransformer = '7297.79', TSMixer = '7326.11', TSMixerx = '7304.88', PatchTST = '7330.88', RNN = '7350.42', GRU = '7384.03', TCN = '7416.0', BiTCN = '7329.56', DilatedRNN = '7326.53', MLP = '7302.67', DLinear = '7334.68', NLinear = '7344.62', TFT = '7326.0', StemGNN = '7293.29', MLPMultivariate = '7308.76', TiDE = '7335.23', DeepNPTS = '7344.61', y = '7360.0' WHERE ds = '2024-04-01 00:00:00' 2024-11-20 10:33:31,437 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7338.24', Informer = '7312.92', LSTM = '7275.35', iTransformer = '7297.79', TSMixer = '7326.11', TSMixerx = '7304.88', PatchTST = '7330.88', RNN = '7350.42', GRU = '7384.03', TCN = '7416.0', BiTCN = '7329.56', DilatedRNN = '7326.53', MLP = '7302.67', DLinear = '7334.68', NLinear = '7344.62', TFT = '7326.0', StemGNN = '7293.29', MLPMultivariate = '7308.76', TiDE = '7335.23', DeepNPTS = '7344.61', y = '7360.0' WHERE ds = '2024-04-01 00:00:00' 2024-11-20 10:33:31,440 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7346.74', Informer = '7332.9', LSTM = '7289.21', iTransformer = '7307.99', TSMixer = '7336.79', TSMixerx = '7317.73', PatchTST = '7346.57', RNN = '7364.25', GRU = '7401.18', TCN = '7422.32', BiTCN = '7325.94', DilatedRNN = '7337.44', MLP = '7312.67', DLinear = '7330.29', NLinear = '7355.13', TFT = '7331.72', StemGNN = '7294.23', MLPMultivariate = '7313.7', TiDE = '7342.82', DeepNPTS = '7353.49', y = '7380.0' WHERE ds = '2024-04-02 00:00:00' 2024-11-20 10:33:31,440 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7346.74', Informer = '7332.9', LSTM = '7289.21', iTransformer = '7307.99', TSMixer = '7336.79', TSMixerx = '7317.73', PatchTST = '7346.57', RNN = '7364.25', GRU = '7401.18', TCN = '7422.32', BiTCN = '7325.94', DilatedRNN = '7337.44', MLP = '7312.67', DLinear = '7330.29', NLinear = '7355.13', TFT = '7331.72', StemGNN = '7294.23', MLPMultivariate = '7313.7', TiDE = '7342.82', DeepNPTS = '7353.49', y = '7380.0' WHERE ds = '2024-04-02 00:00:00' 2024-11-20 10:33:31,442 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7362.03', Informer = '7378.23', LSTM = '7308.14', iTransformer = '7335.29', TSMixer = '7353.97', TSMixerx = '7345.56', PatchTST = '7371.53', RNN = '7386.28', GRU = '7419.33', TCN = '7428.12', BiTCN = '7335.65', DilatedRNN = '7363.3', MLP = '7336.41', DLinear = '7329.53', NLinear = '7376.12', TFT = '7363.62', StemGNN = '7295.82', MLPMultivariate = '7333.87', TiDE = '7357.16', DeepNPTS = '7375.72', y = '7397.5' WHERE ds = '2024-04-03 00:00:00' 2024-11-20 10:33:31,442 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7362.03', Informer = '7378.23', LSTM = '7308.14', iTransformer = '7335.29', TSMixer = '7353.97', TSMixerx = '7345.56', PatchTST = '7371.53', RNN = '7386.28', GRU = '7419.33', TCN = '7428.12', BiTCN = '7335.65', DilatedRNN = '7363.3', MLP = '7336.41', DLinear = '7329.53', NLinear = '7376.12', TFT = '7363.62', StemGNN = '7295.82', MLPMultivariate = '7333.87', TiDE = '7357.16', DeepNPTS = '7375.72', y = '7397.5' WHERE ds = '2024-04-03 00:00:00' 2024-11-20 10:33:31,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7380.46', Informer = '7399.9', LSTM = '7329.28', iTransformer = '7342.79', TSMixer = '7377.67', TSMixerx = '7353.99', PatchTST = '7410.47', RNN = '7402.89', GRU = '7435.25', TCN = '7440.61', BiTCN = '7349.37', DilatedRNN = '7386.35', MLP = '7366.33', DLinear = '7351.98', NLinear = '7390.83', TFT = '7357.89', StemGNN = '7298.55', MLPMultivariate = '7362.64', TiDE = '7388.62', DeepNPTS = '7390.25', y = '7437.5' WHERE ds = '2024-04-07 00:00:00' 2024-11-20 10:33:31,444 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7380.46', Informer = '7399.9', LSTM = '7329.28', iTransformer = '7342.79', TSMixer = '7377.67', TSMixerx = '7353.99', PatchTST = '7410.47', RNN = '7402.89', GRU = '7435.25', TCN = '7440.61', BiTCN = '7349.37', DilatedRNN = '7386.35', MLP = '7366.33', DLinear = '7351.98', NLinear = '7390.83', TFT = '7357.89', StemGNN = '7298.55', MLPMultivariate = '7362.64', TiDE = '7388.62', DeepNPTS = '7390.25', y = '7437.5' WHERE ds = '2024-04-07 00:00:00' 2024-11-20 10:33:31,446 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7447.65', Informer = '7446.34', LSTM = '7385.22', iTransformer = '7363.92', TSMixer = '7413.36', TSMixerx = '7379.34', PatchTST = '7464.31', RNN = '7450.51', GRU = '7478.47', TCN = '7458.92', BiTCN = '7355.57', DilatedRNN = '7434.99', MLP = '7413.54', DLinear = '7377.16', NLinear = '7434.57', TFT = '7405.02', StemGNN = '7302.9', MLPMultivariate = '7409.96', TiDE = '7431.65', DeepNPTS = '7422.17', y = '7490.0' WHERE ds = '2024-04-08 00:00:00' 2024-11-20 10:33:31,446 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7447.65', Informer = '7446.34', LSTM = '7385.22', iTransformer = '7363.92', TSMixer = '7413.36', TSMixerx = '7379.34', PatchTST = '7464.31', RNN = '7450.51', GRU = '7478.47', TCN = '7458.92', BiTCN = '7355.57', DilatedRNN = '7434.99', MLP = '7413.54', DLinear = '7377.16', NLinear = '7434.57', TFT = '7405.02', StemGNN = '7302.9', MLPMultivariate = '7409.96', TiDE = '7431.65', DeepNPTS = '7422.17', y = '7490.0' WHERE ds = '2024-04-08 00:00:00' 2024-11-20 10:33:31,448 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7508.91', Informer = '7451.4', LSTM = '7454.91', iTransformer = '7495.67', TSMixer = '7458.67', TSMixerx = '7404.45', PatchTST = '7504.04', RNN = '7508.22', GRU = '7535.45', TCN = '7498.07', BiTCN = '7362.18', DilatedRNN = '7500.56', MLP = '7456.07', DLinear = '7436.46', NLinear = '7490.4', TFT = '7479.82', StemGNN = '7307.45', MLPMultivariate = '7470.89', TiDE = '7473.05', DeepNPTS = '7482.98', y = '7507.5' WHERE ds = '2024-04-09 00:00:00' 2024-11-20 10:33:31,448 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7508.91', Informer = '7451.4', LSTM = '7454.91', iTransformer = '7495.67', TSMixer = '7458.67', TSMixerx = '7404.45', PatchTST = '7504.04', RNN = '7508.22', GRU = '7535.45', TCN = '7498.07', BiTCN = '7362.18', DilatedRNN = '7500.56', MLP = '7456.07', DLinear = '7436.46', NLinear = '7490.4', TFT = '7479.82', StemGNN = '7307.45', MLPMultivariate = '7470.89', TiDE = '7473.05', DeepNPTS = '7482.98', y = '7507.5' WHERE ds = '2024-04-09 00:00:00' 2024-11-20 10:33:31,451 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7525.01', Informer = '7463.69', LSTM = '7471.0', iTransformer = '7599.2', TSMixer = '7480.64', TSMixerx = '7407.01', PatchTST = '7494.6', RNN = '7518.41', GRU = '7543.95', TCN = '7529.9', BiTCN = '7380.28', DilatedRNN = '7529.39', MLP = '7474.85', DLinear = '7472.81', NLinear = '7508.65', TFT = '7484.08', StemGNN = '7312.89', MLPMultivariate = '7512.26', TiDE = '7487.67', DeepNPTS = '7500.6', y = '7497.5' WHERE ds = '2024-04-10 00:00:00' 2024-11-20 10:33:31,451 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7525.01', Informer = '7463.69', LSTM = '7471.0', iTransformer = '7599.2', TSMixer = '7480.64', TSMixerx = '7407.01', PatchTST = '7494.6', RNN = '7518.41', GRU = '7543.95', TCN = '7529.9', BiTCN = '7380.28', DilatedRNN = '7529.39', MLP = '7474.85', DLinear = '7472.81', NLinear = '7508.65', TFT = '7484.08', StemGNN = '7312.89', MLPMultivariate = '7512.26', TiDE = '7487.67', DeepNPTS = '7500.6', y = '7497.5' WHERE ds = '2024-04-10 00:00:00' 2024-11-20 10:33:31,453 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7504.87', Informer = '7435.27', LSTM = '7455.34', iTransformer = '7541.44', TSMixer = '7475.08', TSMixerx = '7402.14', PatchTST = '7456.31', RNN = '7507.48', GRU = '7525.09', TCN = '7529.47', BiTCN = '7398.46', DilatedRNN = '7516.28', MLP = '7430.02', DLinear = '7497.04', NLinear = '7500.72', TFT = '7442.53', StemGNN = '7317.92', MLPMultivariate = '7486.73', TiDE = '7485.56', DeepNPTS = '7459.59', y = '7497.5' WHERE ds = '2024-04-11 00:00:00' 2024-11-20 10:33:31,453 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7504.87', Informer = '7435.27', LSTM = '7455.34', iTransformer = '7541.44', TSMixer = '7475.08', TSMixerx = '7402.14', PatchTST = '7456.31', RNN = '7507.48', GRU = '7525.09', TCN = '7529.47', BiTCN = '7398.46', DilatedRNN = '7516.28', MLP = '7430.02', DLinear = '7497.04', NLinear = '7500.72', TFT = '7442.53', StemGNN = '7317.92', MLPMultivariate = '7486.73', TiDE = '7485.56', DeepNPTS = '7459.59', y = '7497.5' WHERE ds = '2024-04-11 00:00:00' 2024-11-20 10:33:31,456 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7479.46', Informer = '7435.88', LSTM = '7455.09', iTransformer = '7449.45', TSMixer = '7465.52', TSMixerx = '7413.95', PatchTST = '7465.76', RNN = '7506.2', GRU = '7527.13', TCN = '7527.37', BiTCN = '7413.39', DilatedRNN = '7518.23', MLP = '7412.17', DLinear = '7521.26', NLinear = '7487.64', TFT = '7408.6', StemGNN = '7322.92', MLPMultivariate = '7468.34', TiDE = '7477.26', DeepNPTS = '7416.74', y = '7506.67' WHERE ds = '2024-04-12 00:00:00' 2024-11-20 10:33:31,456 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7479.46', Informer = '7435.88', LSTM = '7455.09', iTransformer = '7449.45', TSMixer = '7465.52', TSMixerx = '7413.95', PatchTST = '7465.76', RNN = '7506.2', GRU = '7527.13', TCN = '7527.37', BiTCN = '7413.39', DilatedRNN = '7518.23', MLP = '7412.17', DLinear = '7521.26', NLinear = '7487.64', TFT = '7408.6', StemGNN = '7322.92', MLPMultivariate = '7468.34', TiDE = '7477.26', DeepNPTS = '7416.74', y = '7506.67' WHERE ds = '2024-04-12 00:00:00' 2024-11-20 10:33:31,459 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7472.32', Informer = '7395.35', LSTM = '7463.68', iTransformer = '7434.46', TSMixer = '7464.76', TSMixerx = '7388.03', PatchTST = '7470.02', RNN = '7506.19', GRU = '7537.05', TCN = '7531.6', BiTCN = '7428.35', DilatedRNN = '7524.9', MLP = '7414.0', DLinear = '7503.56', NLinear = '7498.12', TFT = '7387.92', StemGNN = '7327.57', MLPMultivariate = '7459.92', TiDE = '7479.79', DeepNPTS = '7412.79', y = '7482.5' WHERE ds = '2024-04-15 00:00:00' 2024-11-20 10:33:31,459 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7472.32', Informer = '7395.35', LSTM = '7463.68', iTransformer = '7434.46', TSMixer = '7464.76', TSMixerx = '7388.03', PatchTST = '7470.02', RNN = '7506.19', GRU = '7537.05', TCN = '7531.6', BiTCN = '7428.35', DilatedRNN = '7524.9', MLP = '7414.0', DLinear = '7503.56', NLinear = '7498.12', TFT = '7387.92', StemGNN = '7327.57', MLPMultivariate = '7459.92', TiDE = '7479.79', DeepNPTS = '7412.79', y = '7482.5' WHERE ds = '2024-04-15 00:00:00' 2024-11-20 10:33:31,460 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7445.28', Informer = '7384.64', LSTM = '7424.47', iTransformer = '7387.4', TSMixer = '7448.83', TSMixerx = '7379.28', PatchTST = '7438.86', RNN = '7474.01', GRU = '7498.57', TCN = '7514.49', BiTCN = '7421.47', DilatedRNN = '7486.23', MLP = '7387.0', DLinear = '7473.29', NLinear = '7463.03', TFT = '7381.95', StemGNN = '7330.04', MLPMultivariate = '7305.22', TiDE = '7465.68', DeepNPTS = '7344.09', y = '7495.0' WHERE ds = '2024-04-16 00:00:00' 2024-11-20 10:33:31,460 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7445.28', Informer = '7384.64', LSTM = '7424.47', iTransformer = '7387.4', TSMixer = '7448.83', TSMixerx = '7379.28', PatchTST = '7438.86', RNN = '7474.01', GRU = '7498.57', TCN = '7514.49', BiTCN = '7421.47', DilatedRNN = '7486.23', MLP = '7387.0', DLinear = '7473.29', NLinear = '7463.03', TFT = '7381.95', StemGNN = '7330.04', MLPMultivariate = '7305.22', TiDE = '7465.68', DeepNPTS = '7344.09', y = '7495.0' WHERE ds = '2024-04-16 00:00:00' 2024-11-20 10:33:31,462 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7446.2', Informer = '7378.36', LSTM = '7448.03', iTransformer = '7381.32', TSMixer = '7454.08', TSMixerx = '7369.86', PatchTST = '7440.14', RNN = '7500.86', GRU = '7526.87', TCN = '7516.48', BiTCN = '7420.73', DilatedRNN = '7502.13', MLP = '7377.72', DLinear = '7467.53', NLinear = '7480.13', TFT = '7386.93', StemGNN = '7332.3', MLPMultivariate = '7268.14', TiDE = '7470.71', DeepNPTS = '7356.98', y = '7497.5' WHERE ds = '2024-04-17 00:00:00' 2024-11-20 10:33:31,462 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7446.2', Informer = '7378.36', LSTM = '7448.03', iTransformer = '7381.32', TSMixer = '7454.08', TSMixerx = '7369.86', PatchTST = '7440.14', RNN = '7500.86', GRU = '7526.87', TCN = '7516.48', BiTCN = '7420.73', DilatedRNN = '7502.13', MLP = '7377.72', DLinear = '7467.53', NLinear = '7480.13', TFT = '7386.93', StemGNN = '7332.3', MLPMultivariate = '7268.14', TiDE = '7470.71', DeepNPTS = '7356.98', y = '7497.5' WHERE ds = '2024-04-17 00:00:00' 2024-11-20 10:33:31,465 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.83', Informer = '7363.61', LSTM = '7444.84', iTransformer = '7383.72', TSMixer = '7460.04', TSMixerx = '7373.79', PatchTST = '7419.24', RNN = '7500.61', GRU = '7521.25', TCN = '7508.95', BiTCN = '7418.34', DilatedRNN = '7495.19', MLP = '7396.12', DLinear = '7451.62', NLinear = '7494.75', TFT = '7389.4', StemGNN = '7335.15', MLPMultivariate = '7228.79', TiDE = '7474.29', DeepNPTS = '7391.17', y = '7497.5' WHERE ds = '2024-04-18 00:00:00' 2024-11-20 10:33:31,465 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.83', Informer = '7363.61', LSTM = '7444.84', iTransformer = '7383.72', TSMixer = '7460.04', TSMixerx = '7373.79', PatchTST = '7419.24', RNN = '7500.61', GRU = '7521.25', TCN = '7508.95', BiTCN = '7418.34', DilatedRNN = '7495.19', MLP = '7396.12', DLinear = '7451.62', NLinear = '7494.75', TFT = '7389.4', StemGNN = '7335.15', MLPMultivariate = '7228.79', TiDE = '7474.29', DeepNPTS = '7391.17', y = '7497.5' WHERE ds = '2024-04-18 00:00:00' 2024-11-20 10:33:31,467 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7469.48', Informer = '7391.86', LSTM = '7446.51', iTransformer = '7398.17', TSMixer = '7463.59', TSMixerx = '7377.7', PatchTST = '7399.12', RNN = '7494.52', GRU = '7524.0', TCN = '7505.1', BiTCN = '7416.04', DilatedRNN = '7489.72', MLP = '7404.43', DLinear = '7461.7', NLinear = '7489.8', TFT = '7391.95', StemGNN = '7339.46', MLPMultivariate = '7183.49', TiDE = '7469.89', DeepNPTS = '7418.57', y = '7527.5' WHERE ds = '2024-04-19 00:00:00' 2024-11-20 10:33:31,467 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7469.48', Informer = '7391.86', LSTM = '7446.51', iTransformer = '7398.17', TSMixer = '7463.59', TSMixerx = '7377.7', PatchTST = '7399.12', RNN = '7494.52', GRU = '7524.0', TCN = '7505.1', BiTCN = '7416.04', DilatedRNN = '7489.72', MLP = '7404.43', DLinear = '7461.7', NLinear = '7489.8', TFT = '7391.95', StemGNN = '7339.46', MLPMultivariate = '7183.49', TiDE = '7469.89', DeepNPTS = '7418.57', y = '7527.5' WHERE ds = '2024-04-19 00:00:00' 2024-11-20 10:33:31,470 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7496.98', Informer = '7406.58', LSTM = '7488.83', iTransformer = '7424.42', TSMixer = '7488.17', TSMixerx = '7396.38', PatchTST = '7437.13', RNN = '7540.59', GRU = '7567.34', TCN = '7522.83', BiTCN = '7419.43', DilatedRNN = '7523.84', MLP = '7447.05', DLinear = '7465.61', NLinear = '7533.4', TFT = '7406.44', StemGNN = '7344.58', MLPMultivariate = '7230.71', TiDE = '7495.75', DeepNPTS = '7421.88', y = '7527.5' WHERE ds = '2024-04-22 00:00:00' 2024-11-20 10:33:31,470 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7496.98', Informer = '7406.58', LSTM = '7488.83', iTransformer = '7424.42', TSMixer = '7488.17', TSMixerx = '7396.38', PatchTST = '7437.13', RNN = '7540.59', GRU = '7567.34', TCN = '7522.83', BiTCN = '7419.43', DilatedRNN = '7523.84', MLP = '7447.05', DLinear = '7465.61', NLinear = '7533.4', TFT = '7406.44', StemGNN = '7344.58', MLPMultivariate = '7230.71', TiDE = '7495.75', DeepNPTS = '7421.88', y = '7527.5' WHERE ds = '2024-04-22 00:00:00' 2024-11-20 10:33:31,472 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7500.82', Informer = '7452.72', LSTM = '7481.53', iTransformer = '7395.13', TSMixer = '7502.22', TSMixerx = '7423.83', PatchTST = '7450.05', RNN = '7529.01', GRU = '7554.42', TCN = '7525.62', BiTCN = '7422.18', DilatedRNN = '7519.67', MLP = '7474.19', DLinear = '7493.49', NLinear = '7518.56', TFT = '7409.24', StemGNN = '7349.08', MLPMultivariate = '7271.15', TiDE = '7508.02', DeepNPTS = '7407.19', y = '7510.0' WHERE ds = '2024-04-23 00:00:00' 2024-11-20 10:33:31,472 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7500.82', Informer = '7452.72', LSTM = '7481.53', iTransformer = '7395.13', TSMixer = '7502.22', TSMixerx = '7423.83', PatchTST = '7450.05', RNN = '7529.01', GRU = '7554.42', TCN = '7525.62', BiTCN = '7422.18', DilatedRNN = '7519.67', MLP = '7474.19', DLinear = '7493.49', NLinear = '7518.56', TFT = '7409.24', StemGNN = '7349.08', MLPMultivariate = '7271.15', TiDE = '7508.02', DeepNPTS = '7407.19', y = '7510.0' WHERE ds = '2024-04-23 00:00:00' 2024-11-20 10:33:31,474 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7497.27', Informer = '7500.77', LSTM = '7459.8', iTransformer = '7455.1', TSMixer = '7496.63', TSMixerx = '7431.4', PatchTST = '7476.97', RNN = '7509.26', GRU = '7532.07', TCN = '7519.69', BiTCN = '7425.21', DilatedRNN = '7500.56', MLP = '7480.36', DLinear = '7501.79', NLinear = '7492.2', TFT = '7399.97', StemGNN = '7354.25', MLPMultivariate = '7295.49', TiDE = '7501.93', DeepNPTS = '7410.32', y = '7487.5' WHERE ds = '2024-04-24 00:00:00' 2024-11-20 10:33:31,474 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7497.27', Informer = '7500.77', LSTM = '7459.8', iTransformer = '7455.1', TSMixer = '7496.63', TSMixerx = '7431.4', PatchTST = '7476.97', RNN = '7509.26', GRU = '7532.07', TCN = '7519.69', BiTCN = '7425.21', DilatedRNN = '7500.56', MLP = '7480.36', DLinear = '7501.79', NLinear = '7492.2', TFT = '7399.97', StemGNN = '7354.25', MLPMultivariate = '7295.49', TiDE = '7501.93', DeepNPTS = '7410.32', y = '7487.5' WHERE ds = '2024-04-24 00:00:00' 2024-11-20 10:33:31,477 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7494.2', Informer = '7521.97', LSTM = '7429.77', iTransformer = '7471.33', TSMixer = '7478.92', TSMixerx = '7441.51', PatchTST = '7488.24', RNN = '7489.95', GRU = '7505.15', TCN = '7494.85', BiTCN = '7433.35', DilatedRNN = '7474.95', MLP = '7478.76', DLinear = '7484.28', NLinear = '7477.99', TFT = '7392.8', StemGNN = '7358.79', MLPMultivariate = '7279.72', TiDE = '7481.18', DeepNPTS = '7420.67', y = '7487.5' WHERE ds = '2024-04-25 00:00:00' 2024-11-20 10:33:31,477 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7494.2', Informer = '7521.97', LSTM = '7429.77', iTransformer = '7471.33', TSMixer = '7478.92', TSMixerx = '7441.51', PatchTST = '7488.24', RNN = '7489.95', GRU = '7505.15', TCN = '7494.85', BiTCN = '7433.35', DilatedRNN = '7474.95', MLP = '7478.76', DLinear = '7484.28', NLinear = '7477.99', TFT = '7392.8', StemGNN = '7358.79', MLPMultivariate = '7279.72', TiDE = '7481.18', DeepNPTS = '7420.67', y = '7487.5' WHERE ds = '2024-04-25 00:00:00' 2024-11-20 10:33:31,479 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7487.55', Informer = '7493.94', LSTM = '7433.02', iTransformer = '7460.56', TSMixer = '7472.8', TSMixerx = '7448.11', PatchTST = '7513.83', RNN = '7482.12', GRU = '7512.5', TCN = '7489.62', BiTCN = '7445.96', DilatedRNN = '7481.97', MLP = '7489.84', DLinear = '7486.69', NLinear = '7476.71', TFT = '7395.86', StemGNN = '7361.77', MLPMultivariate = '7288.1', TiDE = '7477.9', DeepNPTS = '7450.74', y = '7502.5' WHERE ds = '2024-04-26 00:00:00' 2024-11-20 10:33:31,479 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7487.55', Informer = '7493.94', LSTM = '7433.02', iTransformer = '7460.56', TSMixer = '7472.8', TSMixerx = '7448.11', PatchTST = '7513.83', RNN = '7482.12', GRU = '7512.5', TCN = '7489.62', BiTCN = '7445.96', DilatedRNN = '7481.97', MLP = '7489.84', DLinear = '7486.69', NLinear = '7476.71', TFT = '7395.86', StemGNN = '7361.77', MLPMultivariate = '7288.1', TiDE = '7477.9', DeepNPTS = '7450.74', y = '7502.5' WHERE ds = '2024-04-26 00:00:00' 2024-11-20 10:33:31,481 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7492.31', Informer = '7527.77', LSTM = '7453.0', iTransformer = '7454.06', TSMixer = '7481.64', TSMixerx = '7470.31', PatchTST = '7526.84', RNN = '7501.31', GRU = '7531.63', TCN = '7497.66', BiTCN = '7466.42', DilatedRNN = '7499.28', MLP = '7485.05', DLinear = '7472.34', NLinear = '7496.09', TFT = '7403.69', StemGNN = '7365.99', MLPMultivariate = '7287.76', TiDE = '7486.34', DeepNPTS = '7491.89', y = '7527.5' WHERE ds = '2024-04-28 00:00:00' 2024-11-20 10:33:31,481 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7492.31', Informer = '7527.77', LSTM = '7453.0', iTransformer = '7454.06', TSMixer = '7481.64', TSMixerx = '7470.31', PatchTST = '7526.84', RNN = '7501.31', GRU = '7531.63', TCN = '7497.66', BiTCN = '7466.42', DilatedRNN = '7499.28', MLP = '7485.05', DLinear = '7472.34', NLinear = '7496.09', TFT = '7403.69', StemGNN = '7365.99', MLPMultivariate = '7287.76', TiDE = '7486.34', DeepNPTS = '7491.89', y = '7527.5' WHERE ds = '2024-04-28 00:00:00' 2024-11-20 10:33:31,484 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7498.57', Informer = '7548.47', LSTM = '7486.26', iTransformer = '7431.35', TSMixer = '7495.67', TSMixerx = '7531.22', PatchTST = '7528.19', RNN = '7533.16', GRU = '7564.23', TCN = '7521.28', BiTCN = '7480.11', DilatedRNN = '7535.52', MLP = '7457.69', DLinear = '7502.54', NLinear = '7512.45', TFT = '7415.22', StemGNN = '7369.91', MLPMultivariate = '7304.96', TiDE = '7503.48', DeepNPTS = '7512.67', y = '7537.5' WHERE ds = '2024-04-29 00:00:00' 2024-11-20 10:33:31,484 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7498.57', Informer = '7548.47', LSTM = '7486.26', iTransformer = '7431.35', TSMixer = '7495.67', TSMixerx = '7531.22', PatchTST = '7528.19', RNN = '7533.16', GRU = '7564.23', TCN = '7521.28', BiTCN = '7480.11', DilatedRNN = '7535.52', MLP = '7457.69', DLinear = '7502.54', NLinear = '7512.45', TFT = '7415.22', StemGNN = '7369.91', MLPMultivariate = '7304.96', TiDE = '7503.48', DeepNPTS = '7512.67', y = '7537.5' WHERE ds = '2024-04-29 00:00:00' 2024-11-20 10:33:31,486 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7495.75', Informer = '7592.61', LSTM = '7496.31', iTransformer = '7370.04', TSMixer = '7501.83', TSMixerx = '7521.1', PatchTST = '7525.03', RNN = '7545.76', GRU = '7570.16', TCN = '7542.07', BiTCN = '7482.28', DilatedRNN = '7551.96', MLP = '7438.24', DLinear = '7535.52', NLinear = '7529.03', TFT = '7422.59', StemGNN = '7374.53', MLPMultivariate = '7279.18', TiDE = '7509.82', DeepNPTS = '7520.88', y = '7532.5' WHERE ds = '2024-04-30 00:00:00' 2024-11-20 10:33:31,486 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7495.75', Informer = '7592.61', LSTM = '7496.31', iTransformer = '7370.04', TSMixer = '7501.83', TSMixerx = '7521.1', PatchTST = '7525.03', RNN = '7545.76', GRU = '7570.16', TCN = '7542.07', BiTCN = '7482.28', DilatedRNN = '7551.96', MLP = '7438.24', DLinear = '7535.52', NLinear = '7529.03', TFT = '7422.59', StemGNN = '7374.53', MLPMultivariate = '7279.18', TiDE = '7509.82', DeepNPTS = '7520.88', y = '7532.5' WHERE ds = '2024-04-30 00:00:00' 2024-11-20 10:33:31,489 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7486.98', Informer = '7575.81', LSTM = '7488.82', iTransformer = '7356.33', TSMixer = '7496.14', TSMixerx = '7475.81', PatchTST = '7510.93', RNN = '7539.36', GRU = '7560.82', TCN = '7539.02', BiTCN = '7472.66', DilatedRNN = '7538.92', MLP = '7425.33', DLinear = '7523.91', NLinear = '7531.51', TFT = '7425.09', StemGNN = '7380.07', MLPMultivariate = '7292.73', TiDE = '7510.87', DeepNPTS = '7504.35', y = '7502.5' WHERE ds = '2024-05-06 00:00:00' 2024-11-20 10:33:31,489 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7486.98', Informer = '7575.81', LSTM = '7488.82', iTransformer = '7356.33', TSMixer = '7496.14', TSMixerx = '7475.81', PatchTST = '7510.93', RNN = '7539.36', GRU = '7560.82', TCN = '7539.02', BiTCN = '7472.66', DilatedRNN = '7538.92', MLP = '7425.33', DLinear = '7523.91', NLinear = '7531.51', TFT = '7425.09', StemGNN = '7380.07', MLPMultivariate = '7292.73', TiDE = '7510.87', DeepNPTS = '7504.35', y = '7502.5' WHERE ds = '2024-05-06 00:00:00' 2024-11-20 10:33:31,491 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7459.47', Informer = '7522.92', LSTM = '7446.9', iTransformer = '7293.06', TSMixer = '7472.45', TSMixerx = '7416.02', PatchTST = '7473.61', RNN = '7500.68', GRU = '7517.77', TCN = '7513.82', BiTCN = '7461.0', DilatedRNN = '7495.62', MLP = '7401.71', DLinear = '7499.71', NLinear = '7493.95', TFT = '7423.25', StemGNN = '7385.97', MLPMultivariate = '7269.02', TiDE = '7482.75', DeepNPTS = '7427.8', y = '7475.0' WHERE ds = '2024-05-07 00:00:00' 2024-11-20 10:33:31,491 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7459.47', Informer = '7522.92', LSTM = '7446.9', iTransformer = '7293.06', TSMixer = '7472.45', TSMixerx = '7416.02', PatchTST = '7473.61', RNN = '7500.68', GRU = '7517.77', TCN = '7513.82', BiTCN = '7461.0', DilatedRNN = '7495.62', MLP = '7401.71', DLinear = '7499.71', NLinear = '7493.95', TFT = '7423.25', StemGNN = '7385.97', MLPMultivariate = '7269.02', TiDE = '7482.75', DeepNPTS = '7427.8', y = '7475.0' WHERE ds = '2024-05-07 00:00:00' 2024-11-20 10:33:31,493 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7452.1', Informer = '7498.92', LSTM = '7412.88', iTransformer = '7266.95', TSMixer = '7451.0', TSMixerx = '7393.7', PatchTST = '7456.99', RNN = '7466.12', GRU = '7491.15', TCN = '7492.59', BiTCN = '7451.26', DilatedRNN = '7466.67', MLP = '7400.62', DLinear = '7459.54', NLinear = '7476.41', TFT = '7422.86', StemGNN = '7391.94', MLPMultivariate = '7251.08', TiDE = '7457.2', DeepNPTS = '7413.32', y = '7512.5' WHERE ds = '2024-05-08 00:00:00' 2024-11-20 10:33:31,493 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7452.1', Informer = '7498.92', LSTM = '7412.88', iTransformer = '7266.95', TSMixer = '7451.0', TSMixerx = '7393.7', PatchTST = '7456.99', RNN = '7466.12', GRU = '7491.15', TCN = '7492.59', BiTCN = '7451.26', DilatedRNN = '7466.67', MLP = '7400.62', DLinear = '7459.54', NLinear = '7476.41', TFT = '7422.86', StemGNN = '7391.94', MLPMultivariate = '7251.08', TiDE = '7457.2', DeepNPTS = '7413.32', y = '7512.5' WHERE ds = '2024-05-08 00:00:00' 2024-11-20 10:33:31,495 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7507.17', Informer = '7481.83', LSTM = '7470.25', iTransformer = '7276.28', TSMixer = '7474.45', TSMixerx = '7402.05', PatchTST = '7487.83', RNN = '7516.03', GRU = '7551.66', TCN = '7514.2', BiTCN = '7457.1', DilatedRNN = '7515.92', MLP = '7427.3', DLinear = '7461.2', NLinear = '7499.92', TFT = '7434.42', StemGNN = '7398.46', MLPMultivariate = '7258.22', TiDE = '7479.38', DeepNPTS = '7489.75', y = '7505.0' WHERE ds = '2024-05-09 00:00:00' 2024-11-20 10:33:31,495 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7507.17', Informer = '7481.83', LSTM = '7470.25', iTransformer = '7276.28', TSMixer = '7474.45', TSMixerx = '7402.05', PatchTST = '7487.83', RNN = '7516.03', GRU = '7551.66', TCN = '7514.2', BiTCN = '7457.1', DilatedRNN = '7515.92', MLP = '7427.3', DLinear = '7461.2', NLinear = '7499.92', TFT = '7434.42', StemGNN = '7398.46', MLPMultivariate = '7258.22', TiDE = '7479.38', DeepNPTS = '7489.75', y = '7505.0' WHERE ds = '2024-05-09 00:00:00' 2024-11-20 10:33:31,497 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7513.2', Informer = '7490.87', LSTM = '7449.28', iTransformer = '7300.66', TSMixer = '7485.6', TSMixerx = '7421.4', PatchTST = '7469.69', RNN = '7498.91', GRU = '7523.2', TCN = '7512.77', BiTCN = '7449.59', DilatedRNN = '7501.96', MLP = '7431.21', DLinear = '7468.93', NLinear = '7501.23', TFT = '7437.45', StemGNN = '7405.6', MLPMultivariate = '7252.87', TiDE = '7475.75', DeepNPTS = '7494.29', y = '7477.5' WHERE ds = '2024-05-10 00:00:00' 2024-11-20 10:33:31,497 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7513.2', Informer = '7490.87', LSTM = '7449.28', iTransformer = '7300.66', TSMixer = '7485.6', TSMixerx = '7421.4', PatchTST = '7469.69', RNN = '7498.91', GRU = '7523.2', TCN = '7512.77', BiTCN = '7449.59', DilatedRNN = '7501.96', MLP = '7431.21', DLinear = '7468.93', NLinear = '7501.23', TFT = '7437.45', StemGNN = '7405.6', MLPMultivariate = '7252.87', TiDE = '7475.75', DeepNPTS = '7494.29', y = '7477.5' WHERE ds = '2024-05-10 00:00:00' 2024-11-20 10:33:31,499 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7483.99', Informer = '7472.65', LSTM = '7416.67', iTransformer = '7318.22', TSMixer = '7474.62', TSMixerx = '7444.24', PatchTST = '7451.12', RNN = '7474.21', GRU = '7495.17', TCN = '7500.56', BiTCN = '7435.79', DilatedRNN = '7469.77', MLP = '7434.19', DLinear = '7468.85', NLinear = '7475.62', TFT = '7438.88', StemGNN = '7412.61', MLPMultivariate = '7258.36', TiDE = '7463.97', DeepNPTS = '7463.24', y = '7475.0' WHERE ds = '2024-05-11 00:00:00' 2024-11-20 10:33:31,499 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7483.99', Informer = '7472.65', LSTM = '7416.67', iTransformer = '7318.22', TSMixer = '7474.62', TSMixerx = '7444.24', PatchTST = '7451.12', RNN = '7474.21', GRU = '7495.17', TCN = '7500.56', BiTCN = '7435.79', DilatedRNN = '7469.77', MLP = '7434.19', DLinear = '7468.85', NLinear = '7475.62', TFT = '7438.88', StemGNN = '7412.61', MLPMultivariate = '7258.36', TiDE = '7463.97', DeepNPTS = '7463.24', y = '7475.0' WHERE ds = '2024-05-11 00:00:00' 2024-11-20 10:33:31,502 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7492.02', Informer = '7469.96', LSTM = '7417.52', iTransformer = '7332.23', TSMixer = '7473.29', TSMixerx = '7459.2', PatchTST = '7460.44', RNN = '7485.61', GRU = '7499.11', TCN = '7486.36', BiTCN = '7435.56', DilatedRNN = '7462.95', MLP = '7449.81', DLinear = '7487.18', NLinear = '7477.07', TFT = '7448.36', StemGNN = '7419.8', MLPMultivariate = '7278.9', TiDE = '7470.81', DeepNPTS = '7462.39', y = '7485.0' WHERE ds = '2024-05-13 00:00:00' 2024-11-20 10:33:31,502 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7492.02', Informer = '7469.96', LSTM = '7417.52', iTransformer = '7332.23', TSMixer = '7473.29', TSMixerx = '7459.2', PatchTST = '7460.44', RNN = '7485.61', GRU = '7499.11', TCN = '7486.36', BiTCN = '7435.56', DilatedRNN = '7462.95', MLP = '7449.81', DLinear = '7487.18', NLinear = '7477.07', TFT = '7448.36', StemGNN = '7419.8', MLPMultivariate = '7278.9', TiDE = '7470.81', DeepNPTS = '7462.39', y = '7485.0' WHERE ds = '2024-05-13 00:00:00' 2024-11-20 10:33:31,505 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7485.84', Informer = '7471.29', LSTM = '7430.62', iTransformer = '7342.64', TSMixer = '7479.87', TSMixerx = '7489.41', PatchTST = '7462.96', RNN = '7479.66', GRU = '7511.71', TCN = '7483.63', BiTCN = '7457.97', DilatedRNN = '7468.02', MLP = '7482.82', DLinear = '7489.58', NLinear = '7495.8', TFT = '7450.75', StemGNN = '7428.02', MLPMultivariate = '7325.6', TiDE = '7475.31', DeepNPTS = '7470.97', y = '7507.5' WHERE ds = '2024-05-14 00:00:00' 2024-11-20 10:33:31,505 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7485.84', Informer = '7471.29', LSTM = '7430.62', iTransformer = '7342.64', TSMixer = '7479.87', TSMixerx = '7489.41', PatchTST = '7462.96', RNN = '7479.66', GRU = '7511.71', TCN = '7483.63', BiTCN = '7457.97', DilatedRNN = '7468.02', MLP = '7482.82', DLinear = '7489.58', NLinear = '7495.8', TFT = '7450.75', StemGNN = '7428.02', MLPMultivariate = '7325.6', TiDE = '7475.31', DeepNPTS = '7470.97', y = '7507.5' WHERE ds = '2024-05-14 00:00:00' 2024-11-20 10:33:31,507 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7494.66', Informer = '7527.76', LSTM = '7462.12', iTransformer = '7357.79', TSMixer = '7498.05', TSMixerx = '7496.8', PatchTST = '7487.66', RNN = '7508.05', GRU = '7541.39', TCN = '7503.29', BiTCN = '7486.74', DilatedRNN = '7493.37', MLP = '7518.69', DLinear = '7500.46', NLinear = '7501.49', TFT = '7471.96', StemGNN = '7432.85', MLPMultivariate = '7329.11', TiDE = '7495.48', DeepNPTS = '7474.04', y = '7510.0' WHERE ds = '2024-05-15 00:00:00' 2024-11-20 10:33:31,507 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7494.66', Informer = '7527.76', LSTM = '7462.12', iTransformer = '7357.79', TSMixer = '7498.05', TSMixerx = '7496.8', PatchTST = '7487.66', RNN = '7508.05', GRU = '7541.39', TCN = '7503.29', BiTCN = '7486.74', DilatedRNN = '7493.37', MLP = '7518.69', DLinear = '7500.46', NLinear = '7501.49', TFT = '7471.96', StemGNN = '7432.85', MLPMultivariate = '7329.11', TiDE = '7495.48', DeepNPTS = '7474.04', y = '7510.0' WHERE ds = '2024-05-15 00:00:00' 2024-11-20 10:33:31,509 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7486.32', Informer = '7547.16', LSTM = '7461.93', iTransformer = '7375.92', TSMixer = '7505.98', TSMixerx = '7500.59', PatchTST = '7506.94', RNN = '7517.17', GRU = '7536.9', TCN = '7516.66', BiTCN = '7504.73', DilatedRNN = '7500.54', MLP = '7524.96', DLinear = '7515.96', NLinear = '7497.25', TFT = '7475.93', StemGNN = '7436.31', MLPMultivariate = '7369.26', TiDE = '7509.39', DeepNPTS = '7487.81', y = '7525.0' WHERE ds = '2024-05-16 00:00:00' 2024-11-20 10:33:31,509 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7486.32', Informer = '7547.16', LSTM = '7461.93', iTransformer = '7375.92', TSMixer = '7505.98', TSMixerx = '7500.59', PatchTST = '7506.94', RNN = '7517.17', GRU = '7536.9', TCN = '7516.66', BiTCN = '7504.73', DilatedRNN = '7500.54', MLP = '7524.96', DLinear = '7515.96', NLinear = '7497.25', TFT = '7475.93', StemGNN = '7436.31', MLPMultivariate = '7369.26', TiDE = '7509.39', DeepNPTS = '7487.81', y = '7525.0' WHERE ds = '2024-05-16 00:00:00' 2024-11-20 10:33:31,511 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7495.27', Informer = '7547.66', LSTM = '7484.75', iTransformer = '7363.66', TSMixer = '7512.85', TSMixerx = '7512.16', PatchTST = '7527.19', RNN = '7534.39', GRU = '7561.08', TCN = '7537.95', BiTCN = '7517.79', DilatedRNN = '7529.81', MLP = '7511.87', DLinear = '7526.4', NLinear = '7519.39', TFT = '7487.89', StemGNN = '7438.31', MLPMultivariate = '7337.0', TiDE = '7520.01', DeepNPTS = '7495.98', y = '7587.5' WHERE ds = '2024-05-17 00:00:00' 2024-11-20 10:33:31,511 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7495.27', Informer = '7547.66', LSTM = '7484.75', iTransformer = '7363.66', TSMixer = '7512.85', TSMixerx = '7512.16', PatchTST = '7527.19', RNN = '7534.39', GRU = '7561.08', TCN = '7537.95', BiTCN = '7517.79', DilatedRNN = '7529.81', MLP = '7511.87', DLinear = '7526.4', NLinear = '7519.39', TFT = '7487.89', StemGNN = '7438.31', MLPMultivariate = '7337.0', TiDE = '7520.01', DeepNPTS = '7495.98', y = '7587.5' WHERE ds = '2024-05-17 00:00:00' 2024-11-20 10:33:31,513 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7560.91', Informer = '7627.52', LSTM = '7571.38', iTransformer = '7382.25', TSMixer = '7551.36', TSMixerx = '7540.14', PatchTST = '7599.44', RNN = '7615.53', GRU = '7644.78', TCN = '7640.54', BiTCN = '7541.9', DilatedRNN = '7609.56', MLP = '7537.17', DLinear = '7538.88', NLinear = '7591.33', TFT = '7608.87', StemGNN = '7440.06', MLPMultivariate = '7344.79', TiDE = '7572.66', DeepNPTS = '7580.6', y = '7670.0' WHERE ds = '2024-05-20 00:00:00' 2024-11-20 10:33:31,513 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7560.91', Informer = '7627.52', LSTM = '7571.38', iTransformer = '7382.25', TSMixer = '7551.36', TSMixerx = '7540.14', PatchTST = '7599.44', RNN = '7615.53', GRU = '7644.78', TCN = '7640.54', BiTCN = '7541.9', DilatedRNN = '7609.56', MLP = '7537.17', DLinear = '7538.88', NLinear = '7591.33', TFT = '7608.87', StemGNN = '7440.06', MLPMultivariate = '7344.79', TiDE = '7572.66', DeepNPTS = '7580.6', y = '7670.0' WHERE ds = '2024-05-20 00:00:00' 2024-11-20 10:33:31,516 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7658.46', Informer = '7702.18', LSTM = '7684.89', iTransformer = '7412.29', TSMixer = '7615.56', TSMixerx = '7572.75', PatchTST = '7679.05', RNN = '7723.06', GRU = '7740.26', TCN = '7767.59', BiTCN = '7554.82', DilatedRNN = '7719.04', MLP = '7600.38', DLinear = '7599.58', NLinear = '7671.84', TFT = '7656.84', StemGNN = '7442.83', MLPMultivariate = '7387.49', TiDE = '7645.65', DeepNPTS = '7667.59', y = '7677.5' WHERE ds = '2024-05-21 00:00:00' 2024-11-20 10:33:31,516 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7658.46', Informer = '7702.18', LSTM = '7684.89', iTransformer = '7412.29', TSMixer = '7615.56', TSMixerx = '7572.75', PatchTST = '7679.05', RNN = '7723.06', GRU = '7740.26', TCN = '7767.59', BiTCN = '7554.82', DilatedRNN = '7719.04', MLP = '7600.38', DLinear = '7599.58', NLinear = '7671.84', TFT = '7656.84', StemGNN = '7442.83', MLPMultivariate = '7387.49', TiDE = '7645.65', DeepNPTS = '7667.59', y = '7677.5' WHERE ds = '2024-05-21 00:00:00' 2024-11-20 10:33:31,519 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7658.66', Informer = '7694.97', LSTM = '7674.66', iTransformer = '7429.14', TSMixer = '7638.08', TSMixerx = '7568.24', PatchTST = '7632.54', RNN = '7712.51', GRU = '7717.9', TCN = '7771.7', BiTCN = '7542.16', DilatedRNN = '7724.91', MLP = '7588.67', DLinear = '7629.96', NLinear = '7679.33', TFT = '7656.76', StemGNN = '7446.85', MLPMultivariate = '7412.06', TiDE = '7659.85', DeepNPTS = '7672.34', y = '7677.5' WHERE ds = '2024-05-22 00:00:00' 2024-11-20 10:33:31,519 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7658.66', Informer = '7694.97', LSTM = '7674.66', iTransformer = '7429.14', TSMixer = '7638.08', TSMixerx = '7568.24', PatchTST = '7632.54', RNN = '7712.51', GRU = '7717.9', TCN = '7771.7', BiTCN = '7542.16', DilatedRNN = '7724.91', MLP = '7588.67', DLinear = '7629.96', NLinear = '7679.33', TFT = '7656.76', StemGNN = '7446.85', MLPMultivariate = '7412.06', TiDE = '7659.85', DeepNPTS = '7672.34', y = '7677.5' WHERE ds = '2024-05-22 00:00:00' 2024-11-20 10:33:31,521 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7642.4', Informer = '7676.73', LSTM = '7676.06', iTransformer = '7435.77', TSMixer = '7634.23', TSMixerx = '7552.03', PatchTST = '7612.69', RNN = '7712.66', GRU = '7718.55', TCN = '7767.44', BiTCN = '7536.28', DilatedRNN = '7722.24', MLP = '7566.67', DLinear = '7651.84', NLinear = '7671.41', TFT = '7581.26', StemGNN = '7452.62', MLPMultivariate = '7439.62', TiDE = '7656.34', DeepNPTS = '7653.24', y = '7645.0' WHERE ds = '2024-05-23 00:00:00' 2024-11-20 10:33:31,521 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7642.4', Informer = '7676.73', LSTM = '7676.06', iTransformer = '7435.77', TSMixer = '7634.23', TSMixerx = '7552.03', PatchTST = '7612.69', RNN = '7712.66', GRU = '7718.55', TCN = '7767.44', BiTCN = '7536.28', DilatedRNN = '7722.24', MLP = '7566.67', DLinear = '7651.84', NLinear = '7671.41', TFT = '7581.26', StemGNN = '7452.62', MLPMultivariate = '7439.62', TiDE = '7656.34', DeepNPTS = '7653.24', y = '7645.0' WHERE ds = '2024-05-23 00:00:00' 2024-11-20 10:33:31,524 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7609.85', Informer = '7677.56', LSTM = '7617.06', iTransformer = '7413.75', TSMixer = '7605.9', TSMixerx = '7513.65', PatchTST = '7579.41', RNN = '7654.46', GRU = '7660.86', TCN = '7738.27', BiTCN = '7534.54', DilatedRNN = '7674.64', MLP = '7539.22', DLinear = '7650.42', NLinear = '7640.53', TFT = '7529.25', StemGNN = '7459.19', MLPMultivariate = '7459.08', TiDE = '7620.13', DeepNPTS = '7598.74', y = '7630.0' WHERE ds = '2024-05-24 00:00:00' 2024-11-20 10:33:31,524 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7609.85', Informer = '7677.56', LSTM = '7617.06', iTransformer = '7413.75', TSMixer = '7605.9', TSMixerx = '7513.65', PatchTST = '7579.41', RNN = '7654.46', GRU = '7660.86', TCN = '7738.27', BiTCN = '7534.54', DilatedRNN = '7674.64', MLP = '7539.22', DLinear = '7650.42', NLinear = '7640.53', TFT = '7529.25', StemGNN = '7459.19', MLPMultivariate = '7459.08', TiDE = '7620.13', DeepNPTS = '7598.74', y = '7630.0' WHERE ds = '2024-05-24 00:00:00' 2024-11-20 10:33:31,526 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7602.61', Informer = '7604.74', LSTM = '7602.11', iTransformer = '7442.68', TSMixer = '7591.02', TSMixerx = '7509.58', PatchTST = '7585.75', RNN = '7619.81', GRU = '7655.25', TCN = '7679.82', BiTCN = '7535.6', DilatedRNN = '7648.6', MLP = '7529.26', DLinear = '7610.52', NLinear = '7622.08', TFT = '7536.4', StemGNN = '7467.0', MLPMultivariate = '7448.39', TiDE = '7606.81', DeepNPTS = '7607.49', y = '7650.0' WHERE ds = '2024-05-27 00:00:00' 2024-11-20 10:33:31,526 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7602.61', Informer = '7604.74', LSTM = '7602.11', iTransformer = '7442.68', TSMixer = '7591.02', TSMixerx = '7509.58', PatchTST = '7585.75', RNN = '7619.81', GRU = '7655.25', TCN = '7679.82', BiTCN = '7535.6', DilatedRNN = '7648.6', MLP = '7529.26', DLinear = '7610.52', NLinear = '7622.08', TFT = '7536.4', StemGNN = '7467.0', MLPMultivariate = '7448.39', TiDE = '7606.81', DeepNPTS = '7607.49', y = '7650.0' WHERE ds = '2024-05-27 00:00:00' 2024-11-20 10:33:31,529 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7621.53', Informer = '7579.11', LSTM = '7632.67', iTransformer = '7460.22', TSMixer = '7604.76', TSMixerx = '7536.8', PatchTST = '7604.37', RNN = '7666.65', GRU = '7688.61', TCN = '7713.19', BiTCN = '7536.61', DilatedRNN = '7676.49', MLP = '7535.3', DLinear = '7602.96', NLinear = '7628.69', TFT = '7561.36', StemGNN = '7475.23', MLPMultivariate = '7472.05', TiDE = '7623.2', DeepNPTS = '7637.36', y = '7690.0' WHERE ds = '2024-05-28 00:00:00' 2024-11-20 10:33:31,529 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7621.53', Informer = '7579.11', LSTM = '7632.67', iTransformer = '7460.22', TSMixer = '7604.76', TSMixerx = '7536.8', PatchTST = '7604.37', RNN = '7666.65', GRU = '7688.61', TCN = '7713.19', BiTCN = '7536.61', DilatedRNN = '7676.49', MLP = '7535.3', DLinear = '7602.96', NLinear = '7628.69', TFT = '7561.36', StemGNN = '7475.23', MLPMultivariate = '7472.05', TiDE = '7623.2', DeepNPTS = '7637.36', y = '7690.0' WHERE ds = '2024-05-28 00:00:00' 2024-11-20 10:33:31,531 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.31', Informer = '7564.95', LSTM = '7690.2', iTransformer = '7542.13', TSMixer = '7642.38', TSMixerx = '7556.52', PatchTST = '7635.98', RNN = '7722.5', GRU = '7740.62', TCN = '7758.82', BiTCN = '7553.88', DilatedRNN = '7726.35', MLP = '7564.89', DLinear = '7633.76', NLinear = '7662.29', TFT = '7584.71', StemGNN = '7483.88', MLPMultivariate = '7537.41', TiDE = '7655.15', DeepNPTS = '7643.97', y = '7690.0' WHERE ds = '2024-05-29 00:00:00' 2024-11-20 10:33:31,531 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.31', Informer = '7564.95', LSTM = '7690.2', iTransformer = '7542.13', TSMixer = '7642.38', TSMixerx = '7556.52', PatchTST = '7635.98', RNN = '7722.5', GRU = '7740.62', TCN = '7758.82', BiTCN = '7553.88', DilatedRNN = '7726.35', MLP = '7564.89', DLinear = '7633.76', NLinear = '7662.29', TFT = '7584.71', StemGNN = '7483.88', MLPMultivariate = '7537.41', TiDE = '7655.15', DeepNPTS = '7643.97', y = '7690.0' WHERE ds = '2024-05-29 00:00:00' 2024-11-20 10:33:31,533 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7659.5', Informer = '7553.99', LSTM = '7679.95', iTransformer = '7592.99', TSMixer = '7652.8', TSMixerx = '7541.2', PatchTST = '7625.44', RNN = '7716.96', GRU = '7723.41', TCN = '7779.81', BiTCN = '7572.33', DilatedRNN = '7718.33', MLP = '7566.44', DLinear = '7647.5', NLinear = '7675.07', TFT = '7605.57', StemGNN = '7492.21', MLPMultivariate = '7596.18', TiDE = '7666.5', DeepNPTS = '7566.29', y = '7716.67' WHERE ds = '2024-05-30 00:00:00' 2024-11-20 10:33:31,533 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7659.5', Informer = '7553.99', LSTM = '7679.95', iTransformer = '7592.99', TSMixer = '7652.8', TSMixerx = '7541.2', PatchTST = '7625.44', RNN = '7716.96', GRU = '7723.41', TCN = '7779.81', BiTCN = '7572.33', DilatedRNN = '7718.33', MLP = '7566.44', DLinear = '7647.5', NLinear = '7675.07', TFT = '7605.57', StemGNN = '7492.21', MLPMultivariate = '7596.18', TiDE = '7666.5', DeepNPTS = '7566.29', y = '7716.67' WHERE ds = '2024-05-30 00:00:00' 2024-11-20 10:33:31,537 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.04', Informer = '7592.94', LSTM = '7721.02', iTransformer = '7620.88', TSMixer = '7669.84', TSMixerx = '7558.63', PatchTST = '7640.45', RNN = '7755.05', GRU = '7767.45', TCN = '7825.41', BiTCN = '7589.97', DilatedRNN = '7745.55', MLP = '7604.26', DLinear = '7679.07', NLinear = '7714.9', TFT = '7641.48', StemGNN = '7499.87', MLPMultivariate = '7620.5', TiDE = '7694.39', DeepNPTS = '7561.95', y = '7740.0' WHERE ds = '2024-05-31 00:00:00' 2024-11-20 10:33:31,537 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.04', Informer = '7592.94', LSTM = '7721.02', iTransformer = '7620.88', TSMixer = '7669.84', TSMixerx = '7558.63', PatchTST = '7640.45', RNN = '7755.05', GRU = '7767.45', TCN = '7825.41', BiTCN = '7589.97', DilatedRNN = '7745.55', MLP = '7604.26', DLinear = '7679.07', NLinear = '7714.9', TFT = '7641.48', StemGNN = '7499.87', MLPMultivariate = '7620.5', TiDE = '7694.39', DeepNPTS = '7561.95', y = '7740.0' WHERE ds = '2024-05-31 00:00:00' 2024-11-20 10:33:31,539 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7690.19', Informer = '7602.5', LSTM = '7744.59', iTransformer = '7643.27', TSMixer = '7692.21', TSMixerx = '7576.14', PatchTST = '7643.83', RNN = '7774.9', GRU = '7783.75', TCN = '7838.53', BiTCN = '7598.89', DilatedRNN = '7768.8', MLP = '7652.97', DLinear = '7688.61', NLinear = '7744.76', TFT = '7658.11', StemGNN = '7507.05', MLPMultivariate = '7660.01', TiDE = '7713.29', DeepNPTS = '7635.55', y = '7720.0' WHERE ds = '2024-06-03 00:00:00' 2024-11-20 10:33:31,539 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7690.19', Informer = '7602.5', LSTM = '7744.59', iTransformer = '7643.27', TSMixer = '7692.21', TSMixerx = '7576.14', PatchTST = '7643.83', RNN = '7774.9', GRU = '7783.75', TCN = '7838.53', BiTCN = '7598.89', DilatedRNN = '7768.8', MLP = '7652.97', DLinear = '7688.61', NLinear = '7744.76', TFT = '7658.11', StemGNN = '7507.05', MLPMultivariate = '7660.01', TiDE = '7713.29', DeepNPTS = '7635.55', y = '7720.0' WHERE ds = '2024-06-03 00:00:00' 2024-11-20 10:33:31,541 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7676.58', Informer = '7604.72', LSTM = '7709.75', iTransformer = '7625.74', TSMixer = '7686.42', TSMixerx = '7586.88', PatchTST = '7633.54', RNN = '7732.22', GRU = '7745.49', TCN = '7822.4', BiTCN = '7601.66', DilatedRNN = '7739.83', MLP = '7638.93', DLinear = '7670.32', NLinear = '7704.17', TFT = '7640.85', StemGNN = '7512.9', MLPMultivariate = '7624.79', TiDE = '7702.71', DeepNPTS = '7650.31', y = '7650.0' WHERE ds = '2024-06-04 00:00:00' 2024-11-20 10:33:31,541 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7676.58', Informer = '7604.72', LSTM = '7709.75', iTransformer = '7625.74', TSMixer = '7686.42', TSMixerx = '7586.88', PatchTST = '7633.54', RNN = '7732.22', GRU = '7745.49', TCN = '7822.4', BiTCN = '7601.66', DilatedRNN = '7739.83', MLP = '7638.93', DLinear = '7670.32', NLinear = '7704.17', TFT = '7640.85', StemGNN = '7512.9', MLPMultivariate = '7624.79', TiDE = '7702.71', DeepNPTS = '7650.31', y = '7650.0' WHERE ds = '2024-06-04 00:00:00' 2024-11-20 10:33:31,544 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.42', Informer = '7585.56', LSTM = '7608.16', iTransformer = '7521.1', TSMixer = '7636.97', TSMixerx = '7592.04', PatchTST = '7619.76', RNN = '7642.54', GRU = '7645.94', TCN = '7710.69', BiTCN = '7592.1', DilatedRNN = '7655.94', MLP = '7600.55', DLinear = '7656.55', NLinear = '7622.66', TFT = '7582.8', StemGNN = '7516.58', MLPMultivariate = '7580.1', TiDE = '7640.7', DeepNPTS = '7558.49', y = '7620.0' WHERE ds = '2024-06-05 00:00:00' 2024-11-20 10:33:31,544 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.42', Informer = '7585.56', LSTM = '7608.16', iTransformer = '7521.1', TSMixer = '7636.97', TSMixerx = '7592.04', PatchTST = '7619.76', RNN = '7642.54', GRU = '7645.94', TCN = '7710.69', BiTCN = '7592.1', DilatedRNN = '7655.94', MLP = '7600.55', DLinear = '7656.55', NLinear = '7622.66', TFT = '7582.8', StemGNN = '7516.58', MLPMultivariate = '7580.1', TiDE = '7640.7', DeepNPTS = '7558.49', y = '7620.0' WHERE ds = '2024-06-05 00:00:00' 2024-11-20 10:33:31,546 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7627.55', Informer = '7601.65', LSTM = '7581.97', iTransformer = '7498.69', TSMixer = '7602.71', TSMixerx = '7600.4', PatchTST = '7617.53', RNN = '7613.13', GRU = '7635.79', TCN = '7570.58', BiTCN = '7579.57', DilatedRNN = '7631.12', MLP = '7591.91', DLinear = '7629.57', NLinear = '7600.04', TFT = '7577.28', StemGNN = '7519.33', MLPMultivariate = '7549.89', TiDE = '7594.44', DeepNPTS = '7584.87', y = '7600.0' WHERE ds = '2024-06-06 00:00:00' 2024-11-20 10:33:31,546 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7627.55', Informer = '7601.65', LSTM = '7581.97', iTransformer = '7498.69', TSMixer = '7602.71', TSMixerx = '7600.4', PatchTST = '7617.53', RNN = '7613.13', GRU = '7635.79', TCN = '7570.58', BiTCN = '7579.57', DilatedRNN = '7631.12', MLP = '7591.91', DLinear = '7629.57', NLinear = '7600.04', TFT = '7577.28', StemGNN = '7519.33', MLPMultivariate = '7549.89', TiDE = '7594.44', DeepNPTS = '7584.87', y = '7600.0' WHERE ds = '2024-06-06 00:00:00' 2024-11-20 10:33:31,549 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7620.12', Informer = '7576.07', LSTM = '7555.8', iTransformer = '7496.98', TSMixer = '7587.86', TSMixerx = '7584.3', PatchTST = '7616.1', RNN = '7584.17', GRU = '7614.55', TCN = '7535.23', BiTCN = '7568.33', DilatedRNN = '7605.75', MLP = '7595.99', DLinear = '7578.05', NLinear = '7587.0', TFT = '7574.39', StemGNN = '7522.1', MLPMultivariate = '7512.69', TiDE = '7578.68', DeepNPTS = '7597.59', y = '7606.67' WHERE ds = '2024-06-07 00:00:00' 2024-11-20 10:33:31,549 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7620.12', Informer = '7576.07', LSTM = '7555.8', iTransformer = '7496.98', TSMixer = '7587.86', TSMixerx = '7584.3', PatchTST = '7616.1', RNN = '7584.17', GRU = '7614.55', TCN = '7535.23', BiTCN = '7568.33', DilatedRNN = '7605.75', MLP = '7595.99', DLinear = '7578.05', NLinear = '7587.0', TFT = '7574.39', StemGNN = '7522.1', MLPMultivariate = '7512.69', TiDE = '7578.68', DeepNPTS = '7597.59', y = '7606.67' WHERE ds = '2024-06-07 00:00:00' 2024-11-20 10:33:31,552 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7615.42', Informer = '7561.42', LSTM = '7572.2', iTransformer = '7494.23', TSMixer = '7592.89', TSMixerx = '7608.43', PatchTST = '7623.98', RNN = '7598.93', GRU = '7636.73', TCN = '7560.02', BiTCN = '7573.55', DilatedRNN = '7615.37', MLP = '7596.81', DLinear = '7575.98', NLinear = '7597.5', TFT = '7578.83', StemGNN = '7525.05', MLPMultivariate = '7527.02', TiDE = '7589.47', DeepNPTS = '7608.48', y = '7620.0' WHERE ds = '2024-06-11 00:00:00' 2024-11-20 10:33:31,552 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7615.42', Informer = '7561.42', LSTM = '7572.2', iTransformer = '7494.23', TSMixer = '7592.89', TSMixerx = '7608.43', PatchTST = '7623.98', RNN = '7598.93', GRU = '7636.73', TCN = '7560.02', BiTCN = '7573.55', DilatedRNN = '7615.37', MLP = '7596.81', DLinear = '7575.98', NLinear = '7597.5', TFT = '7578.83', StemGNN = '7525.05', MLPMultivariate = '7527.02', TiDE = '7589.47', DeepNPTS = '7608.48', y = '7620.0' WHERE ds = '2024-06-11 00:00:00' 2024-11-20 10:33:31,554 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7611.62', Informer = '7553.93', LSTM = '7591.31', iTransformer = '7496.85', TSMixer = '7606.43', TSMixerx = '7639.72', PatchTST = '7624.18', RNN = '7636.33', GRU = '7654.1', TCN = '7637.44', BiTCN = '7589.62', DilatedRNN = '7633.55', MLP = '7569.36', DLinear = '7605.97', NLinear = '7609.05', TFT = '7591.22', StemGNN = '7527.96', MLPMultivariate = '7539.77', TiDE = '7601.45', DeepNPTS = '7616.41', y = '7673.33' WHERE ds = '2024-06-12 00:00:00' 2024-11-20 10:33:31,554 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7611.62', Informer = '7553.93', LSTM = '7591.31', iTransformer = '7496.85', TSMixer = '7606.43', TSMixerx = '7639.72', PatchTST = '7624.18', RNN = '7636.33', GRU = '7654.1', TCN = '7637.44', BiTCN = '7589.62', DilatedRNN = '7633.55', MLP = '7569.36', DLinear = '7605.97', NLinear = '7609.05', TFT = '7591.22', StemGNN = '7527.96', MLPMultivariate = '7539.77', TiDE = '7601.45', DeepNPTS = '7616.41', y = '7673.33' WHERE ds = '2024-06-12 00:00:00' 2024-11-20 10:33:31,557 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7655.61', Informer = '7603.46', LSTM = '7674.73', iTransformer = '7519.39', TSMixer = '7641.07', TSMixerx = '7638.81', PatchTST = '7672.45', RNN = '7713.7', GRU = '7731.49', TCN = '7805.59', BiTCN = '7621.73', DilatedRNN = '7705.76', MLP = '7603.03', DLinear = '7659.96', NLinear = '7673.02', TFT = '7621.81', StemGNN = '7532.56', MLPMultivariate = '7584.4', TiDE = '7645.12', DeepNPTS = '7648.14', y = '7690.0' WHERE ds = '2024-06-13 00:00:00' 2024-11-20 10:33:31,557 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7655.61', Informer = '7603.46', LSTM = '7674.73', iTransformer = '7519.39', TSMixer = '7641.07', TSMixerx = '7638.81', PatchTST = '7672.45', RNN = '7713.7', GRU = '7731.49', TCN = '7805.59', BiTCN = '7621.73', DilatedRNN = '7705.76', MLP = '7603.03', DLinear = '7659.96', NLinear = '7673.02', TFT = '7621.81', StemGNN = '7532.56', MLPMultivariate = '7584.4', TiDE = '7645.12', DeepNPTS = '7648.14', y = '7690.0' WHERE ds = '2024-06-13 00:00:00' 2024-11-20 10:33:31,559 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7662.58', Informer = '7670.16', LSTM = '7685.94', iTransformer = '7575.84', TSMixer = '7660.44', TSMixerx = '7647.96', PatchTST = '7682.6', RNN = '7725.29', GRU = '7731.85', TCN = '7828.61', BiTCN = '7646.61', DilatedRNN = '7720.59', MLP = '7639.52', DLinear = '7679.22', NLinear = '7692.25', TFT = '7660.54', StemGNN = '7536.97', MLPMultivariate = '7625.65', TiDE = '7665.64', DeepNPTS = '7660.87', y = '7690.0' WHERE ds = '2024-06-14 00:00:00' 2024-11-20 10:33:31,559 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7662.58', Informer = '7670.16', LSTM = '7685.94', iTransformer = '7575.84', TSMixer = '7660.44', TSMixerx = '7647.96', PatchTST = '7682.6', RNN = '7725.29', GRU = '7731.85', TCN = '7828.61', BiTCN = '7646.61', DilatedRNN = '7720.59', MLP = '7639.52', DLinear = '7679.22', NLinear = '7692.25', TFT = '7660.54', StemGNN = '7536.97', MLPMultivariate = '7625.65', TiDE = '7665.64', DeepNPTS = '7660.87', y = '7690.0' WHERE ds = '2024-06-14 00:00:00' 2024-11-20 10:33:31,561 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7671.29', Informer = '7647.84', LSTM = '7684.84', iTransformer = '7597.49', TSMixer = '7665.59', TSMixerx = '7665.5', PatchTST = '7691.83', RNN = '7715.76', GRU = '7728.39', TCN = '7830.33', BiTCN = '7664.51', DilatedRNN = '7720.84', MLP = '7657.3', DLinear = '7667.72', NLinear = '7690.86', TFT = '7643.12', StemGNN = '7541.43', MLPMultivariate = '7646.18', TiDE = '7679.22', DeepNPTS = '7629.43', y = '7656.67' WHERE ds = '2024-06-17 00:00:00' 2024-11-20 10:33:31,561 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7671.29', Informer = '7647.84', LSTM = '7684.84', iTransformer = '7597.49', TSMixer = '7665.59', TSMixerx = '7665.5', PatchTST = '7691.83', RNN = '7715.76', GRU = '7728.39', TCN = '7830.33', BiTCN = '7664.51', DilatedRNN = '7720.84', MLP = '7657.3', DLinear = '7667.72', NLinear = '7690.86', TFT = '7643.12', StemGNN = '7541.43', MLPMultivariate = '7646.18', TiDE = '7679.22', DeepNPTS = '7629.43', y = '7656.67' WHERE ds = '2024-06-17 00:00:00' 2024-11-20 10:33:31,563 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7654.17', Informer = '7665.9', LSTM = '7629.33', iTransformer = '7606.86', TSMixer = '7644.06', TSMixerx = '7636.13', PatchTST = '7666.63', RNN = '7667.54', GRU = '7672.72', TCN = '7798.64', BiTCN = '7652.07', DilatedRNN = '7680.42', MLP = '7619.72', DLinear = '7641.58', NLinear = '7656.95', TFT = '7592.23', StemGNN = '7545.62', MLPMultivariate = '7627.04', TiDE = '7657.63', DeepNPTS = '7638.64', y = '7656.67' WHERE ds = '2024-06-18 00:00:00' 2024-11-20 10:33:31,563 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7654.17', Informer = '7665.9', LSTM = '7629.33', iTransformer = '7606.86', TSMixer = '7644.06', TSMixerx = '7636.13', PatchTST = '7666.63', RNN = '7667.54', GRU = '7672.72', TCN = '7798.64', BiTCN = '7652.07', DilatedRNN = '7680.42', MLP = '7619.72', DLinear = '7641.58', NLinear = '7656.95', TFT = '7592.23', StemGNN = '7545.62', MLPMultivariate = '7627.04', TiDE = '7657.63', DeepNPTS = '7638.64', y = '7656.67' WHERE ds = '2024-06-18 00:00:00' 2024-11-20 10:33:31,566 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7727.11', Informer = '7640.08', LSTM = '7638.93', iTransformer = '7578.59', TSMixer = '7636.68', TSMixerx = '7591.02', PatchTST = '7659.72', RNN = '7664.19', GRU = '7690.23', TCN = '7756.19', BiTCN = '7637.89', DilatedRNN = '7681.55', MLP = '7618.03', DLinear = '7634.64', NLinear = '7654.33', TFT = '7591.34', StemGNN = '7548.8', MLPMultivariate = '7635.99', TiDE = '7636.73', DeepNPTS = '7637.2', y = '7670.0' WHERE ds = '2024-06-19 00:00:00' 2024-11-20 10:33:31,566 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7727.11', Informer = '7640.08', LSTM = '7638.93', iTransformer = '7578.59', TSMixer = '7636.68', TSMixerx = '7591.02', PatchTST = '7659.72', RNN = '7664.19', GRU = '7690.23', TCN = '7756.19', BiTCN = '7637.89', DilatedRNN = '7681.55', MLP = '7618.03', DLinear = '7634.64', NLinear = '7654.33', TFT = '7591.34', StemGNN = '7548.8', MLPMultivariate = '7635.99', TiDE = '7636.73', DeepNPTS = '7637.2', y = '7670.0' WHERE ds = '2024-06-19 00:00:00' 2024-11-20 10:33:31,568 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7756.39', Informer = '7659.25', LSTM = '7656.39', iTransformer = '7564.65', TSMixer = '7645.7', TSMixerx = '7595.62', PatchTST = '7650.33', RNN = '7687.96', GRU = '7706.14', TCN = '7773.77', BiTCN = '7634.08', DilatedRNN = '7701.54', MLP = '7642.69', DLinear = '7644.28', NLinear = '7666.27', TFT = '7593.11', StemGNN = '7552.24', MLPMultivariate = '7671.8', TiDE = '7632.11', DeepNPTS = '7650.3', y = '7680.0' WHERE ds = '2024-06-20 00:00:00' 2024-11-20 10:33:31,568 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7756.39', Informer = '7659.25', LSTM = '7656.39', iTransformer = '7564.65', TSMixer = '7645.7', TSMixerx = '7595.62', PatchTST = '7650.33', RNN = '7687.96', GRU = '7706.14', TCN = '7773.77', BiTCN = '7634.08', DilatedRNN = '7701.54', MLP = '7642.69', DLinear = '7644.28', NLinear = '7666.27', TFT = '7593.11', StemGNN = '7552.24', MLPMultivariate = '7671.8', TiDE = '7632.11', DeepNPTS = '7650.3', y = '7680.0' WHERE ds = '2024-06-20 00:00:00' 2024-11-20 10:33:31,571 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7726.67', Informer = '7685.7', LSTM = '7669.65', iTransformer = '7563.31', TSMixer = '7659.75', TSMixerx = '7610.74', PatchTST = '7654.26', RNN = '7698.64', GRU = '7717.54', TCN = '7814.91', BiTCN = '7636.12', DilatedRNN = '7712.27', MLP = '7668.85', DLinear = '7668.87', NLinear = '7677.59', TFT = '7596.45', StemGNN = '7556.53', MLPMultivariate = '7678.47', TiDE = '7647.91', DeepNPTS = '7660.17', y = '7680.0' WHERE ds = '2024-06-21 00:00:00' 2024-11-20 10:33:31,571 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7726.67', Informer = '7685.7', LSTM = '7669.65', iTransformer = '7563.31', TSMixer = '7659.75', TSMixerx = '7610.74', PatchTST = '7654.26', RNN = '7698.64', GRU = '7717.54', TCN = '7814.91', BiTCN = '7636.12', DilatedRNN = '7712.27', MLP = '7668.85', DLinear = '7668.87', NLinear = '7677.59', TFT = '7596.45', StemGNN = '7556.53', MLPMultivariate = '7678.47', TiDE = '7647.91', DeepNPTS = '7660.17', y = '7680.0' WHERE ds = '2024-06-21 00:00:00' 2024-11-20 10:33:31,573 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7694.64', Informer = '7672.12', LSTM = '7667.38', iTransformer = '7570.59', TSMixer = '7668.28', TSMixerx = '7625.21', PatchTST = '7646.98', RNN = '7705.2', GRU = '7713.55', TCN = '7819.28', BiTCN = '7629.2', DilatedRNN = '7707.03', MLP = '7645.71', DLinear = '7680.38', NLinear = '7684.28', TFT = '7592.7', StemGNN = '7561.85', MLPMultivariate = '7657.72', TiDE = '7666.29', DeepNPTS = '7648.92', y = '7680.0' WHERE ds = '2024-06-24 00:00:00' 2024-11-20 10:33:31,573 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7694.64', Informer = '7672.12', LSTM = '7667.38', iTransformer = '7570.59', TSMixer = '7668.28', TSMixerx = '7625.21', PatchTST = '7646.98', RNN = '7705.2', GRU = '7713.55', TCN = '7819.28', BiTCN = '7629.2', DilatedRNN = '7707.03', MLP = '7645.71', DLinear = '7680.38', NLinear = '7684.28', TFT = '7592.7', StemGNN = '7561.85', MLPMultivariate = '7657.72', TiDE = '7666.29', DeepNPTS = '7648.92', y = '7680.0' WHERE ds = '2024-06-24 00:00:00' 2024-11-20 10:33:31,575 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7656.97', Informer = '7685.36', LSTM = '7667.81', iTransformer = '7584.83', TSMixer = '7669.49', TSMixerx = '7652.55', PatchTST = '7639.3', RNN = '7702.86', GRU = '7714.04', TCN = '7804.54', BiTCN = '7638.43', DilatedRNN = '7698.53', MLP = '7635.15', DLinear = '7695.28', NLinear = '7680.91', TFT = '7592.76', StemGNN = '7567.32', MLPMultivariate = '7651.89', TiDE = '7677.07', DeepNPTS = '7634.02', y = '7693.33' WHERE ds = '2024-06-25 00:00:00' 2024-11-20 10:33:31,575 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7656.97', Informer = '7685.36', LSTM = '7667.81', iTransformer = '7584.83', TSMixer = '7669.49', TSMixerx = '7652.55', PatchTST = '7639.3', RNN = '7702.86', GRU = '7714.04', TCN = '7804.54', BiTCN = '7638.43', DilatedRNN = '7698.53', MLP = '7635.15', DLinear = '7695.28', NLinear = '7680.91', TFT = '7592.76', StemGNN = '7567.32', MLPMultivariate = '7651.89', TiDE = '7677.07', DeepNPTS = '7634.02', y = '7693.33' WHERE ds = '2024-06-25 00:00:00' 2024-11-20 10:33:31,578 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7663.05', Informer = '7700.56', LSTM = '7688.21', iTransformer = '7592.06', TSMixer = '7675.82', TSMixerx = '7671.93', PatchTST = '7645.04', RNN = '7717.94', GRU = '7733.98', TCN = '7810.16', BiTCN = '7655.06', DilatedRNN = '7714.51', MLP = '7645.3', DLinear = '7714.43', NLinear = '7695.17', TFT = '7603.42', StemGNN = '7572.47', MLPMultivariate = '7672.88', TiDE = '7691.75', DeepNPTS = '7632.18', y = '7716.67' WHERE ds = '2024-06-26 00:00:00' 2024-11-20 10:33:31,578 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7663.05', Informer = '7700.56', LSTM = '7688.21', iTransformer = '7592.06', TSMixer = '7675.82', TSMixerx = '7671.93', PatchTST = '7645.04', RNN = '7717.94', GRU = '7733.98', TCN = '7810.16', BiTCN = '7655.06', DilatedRNN = '7714.51', MLP = '7645.3', DLinear = '7714.43', NLinear = '7695.17', TFT = '7603.42', StemGNN = '7572.47', MLPMultivariate = '7672.88', TiDE = '7691.75', DeepNPTS = '7632.18', y = '7716.67' WHERE ds = '2024-06-26 00:00:00' 2024-11-20 10:33:31,580 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7677.4', Informer = '7733.3', LSTM = '7717.34', iTransformer = '7581.76', TSMixer = '7688.27', TSMixerx = '7684.8', PatchTST = '7672.33', RNN = '7746.99', GRU = '7762.31', TCN = '7828.62', BiTCN = '7679.04', DilatedRNN = '7743.03', MLP = '7653.37', DLinear = '7703.94', NLinear = '7708.81', TFT = '7629.43', StemGNN = '7577.01', MLPMultivariate = '7688.28', TiDE = '7699.69', DeepNPTS = '7625.66', y = '7723.33' WHERE ds = '2024-06-27 00:00:00' 2024-11-20 10:33:31,580 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7677.4', Informer = '7733.3', LSTM = '7717.34', iTransformer = '7581.76', TSMixer = '7688.27', TSMixerx = '7684.8', PatchTST = '7672.33', RNN = '7746.99', GRU = '7762.31', TCN = '7828.62', BiTCN = '7679.04', DilatedRNN = '7743.03', MLP = '7653.37', DLinear = '7703.94', NLinear = '7708.81', TFT = '7629.43', StemGNN = '7577.01', MLPMultivariate = '7688.28', TiDE = '7699.69', DeepNPTS = '7625.66', y = '7723.33' WHERE ds = '2024-06-27 00:00:00' 2024-11-20 10:33:31,582 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7677.32', Informer = '7757.11', LSTM = '7720.51', iTransformer = '7600.88', TSMixer = '7694.57', TSMixerx = '7678.53', PatchTST = '7677.87', RNN = '7750.27', GRU = '7761.7', TCN = '7842.71', BiTCN = '7690.04', DilatedRNN = '7751.73', MLP = '7651.4', DLinear = '7685.27', NLinear = '7712.89', TFT = '7630.63', StemGNN = '7581.37', MLPMultivariate = '7685.2', TiDE = '7704.47', DeepNPTS = '7616.63', y = '7730.0' WHERE ds = '2024-06-28 00:00:00' 2024-11-20 10:33:31,582 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7677.32', Informer = '7757.11', LSTM = '7720.51', iTransformer = '7600.88', TSMixer = '7694.57', TSMixerx = '7678.53', PatchTST = '7677.87', RNN = '7750.27', GRU = '7761.7', TCN = '7842.71', BiTCN = '7690.04', DilatedRNN = '7751.73', MLP = '7651.4', DLinear = '7685.27', NLinear = '7712.89', TFT = '7630.63', StemGNN = '7581.37', MLPMultivariate = '7685.2', TiDE = '7704.47', DeepNPTS = '7616.63', y = '7730.0' WHERE ds = '2024-06-28 00:00:00' 2024-11-20 10:33:31,585 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7707.93', Informer = '7783.31', LSTM = '7729.01', iTransformer = '7658.78', TSMixer = '7698.83', TSMixerx = '7678.79', PatchTST = '7708.14', RNN = '7757.56', GRU = '7769.41', TCN = '7858.08', BiTCN = '7695.38', DilatedRNN = '7759.5', MLP = '7666.04', DLinear = '7688.93', NLinear = '7720.96', TFT = '7649.1', StemGNN = '7586.13', MLPMultivariate = '7704.59', TiDE = '7715.52', DeepNPTS = '7664.76', y = '7763.33' WHERE ds = '2024-07-01 00:00:00' 2024-11-20 10:33:31,585 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7707.93', Informer = '7783.31', LSTM = '7729.01', iTransformer = '7658.78', TSMixer = '7698.83', TSMixerx = '7678.79', PatchTST = '7708.14', RNN = '7757.56', GRU = '7769.41', TCN = '7858.08', BiTCN = '7695.38', DilatedRNN = '7759.5', MLP = '7666.04', DLinear = '7688.93', NLinear = '7720.96', TFT = '7649.1', StemGNN = '7586.13', MLPMultivariate = '7704.59', TiDE = '7715.52', DeepNPTS = '7664.76', y = '7763.33' WHERE ds = '2024-07-01 00:00:00' 2024-11-20 10:33:31,588 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7751.55', Informer = '7828.43', LSTM = '7773.13', iTransformer = '7771.68', TSMixer = '7722.98', TSMixerx = '7680.78', PatchTST = '7739.17', RNN = '7797.09', GRU = '7808.54', TCN = '7880.75', BiTCN = '7688.06', DilatedRNN = '7793.55', MLP = '7695.02', DLinear = '7722.0', NLinear = '7756.72', TFT = '7715.2', StemGNN = '7592.57', MLPMultivariate = '7759.12', TiDE = '7744.77', DeepNPTS = '7741.74', y = '7780.0' WHERE ds = '2024-07-02 00:00:00' 2024-11-20 10:33:31,588 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7751.55', Informer = '7828.43', LSTM = '7773.13', iTransformer = '7771.68', TSMixer = '7722.98', TSMixerx = '7680.78', PatchTST = '7739.17', RNN = '7797.09', GRU = '7808.54', TCN = '7880.75', BiTCN = '7688.06', DilatedRNN = '7793.55', MLP = '7695.02', DLinear = '7722.0', NLinear = '7756.72', TFT = '7715.2', StemGNN = '7592.57', MLPMultivariate = '7759.12', TiDE = '7744.77', DeepNPTS = '7741.74', y = '7780.0' WHERE ds = '2024-07-02 00:00:00' 2024-11-20 10:33:31,590 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7762.43', Informer = '7821.1', LSTM = '7785.83', iTransformer = '7768.14', TSMixer = '7737.08', TSMixerx = '7688.67', PatchTST = '7737.38', RNN = '7805.72', GRU = '7814.84', TCN = '7884.52', BiTCN = '7671.07', DilatedRNN = '7805.74', MLP = '7699.38', DLinear = '7736.65', NLinear = '7780.01', TFT = '7781.53', StemGNN = '7600.68', MLPMultivariate = '7781.87', TiDE = '7747.47', DeepNPTS = '7776.13', y = '7800.0' WHERE ds = '2024-07-03 00:00:00' 2024-11-20 10:33:31,590 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7762.43', Informer = '7821.1', LSTM = '7785.83', iTransformer = '7768.14', TSMixer = '7737.08', TSMixerx = '7688.67', PatchTST = '7737.38', RNN = '7805.72', GRU = '7814.84', TCN = '7884.52', BiTCN = '7671.07', DilatedRNN = '7805.74', MLP = '7699.38', DLinear = '7736.65', NLinear = '7780.01', TFT = '7781.53', StemGNN = '7600.68', MLPMultivariate = '7781.87', TiDE = '7747.47', DeepNPTS = '7776.13', y = '7800.0' WHERE ds = '2024-07-03 00:00:00' 2024-11-20 10:33:31,592 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7786.08', Informer = '7820.99', LSTM = '7808.32', iTransformer = '7778.61', TSMixer = '7757.09', TSMixerx = '7698.67', PatchTST = '7767.39', RNN = '7826.63', GRU = '7834.39', TCN = '7886.31', BiTCN = '7664.84', DilatedRNN = '7824.24', MLP = '7716.39', DLinear = '7755.69', NLinear = '7793.56', TFT = '7744.54', StemGNN = '7607.4', MLPMultivariate = '7810.21', TiDE = '7767.25', DeepNPTS = '7795.52', y = '7800.0' WHERE ds = '2024-07-04 00:00:00' 2024-11-20 10:33:31,592 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7786.08', Informer = '7820.99', LSTM = '7808.32', iTransformer = '7778.61', TSMixer = '7757.09', TSMixerx = '7698.67', PatchTST = '7767.39', RNN = '7826.63', GRU = '7834.39', TCN = '7886.31', BiTCN = '7664.84', DilatedRNN = '7824.24', MLP = '7716.39', DLinear = '7755.69', NLinear = '7793.56', TFT = '7744.54', StemGNN = '7607.4', MLPMultivariate = '7810.21', TiDE = '7767.25', DeepNPTS = '7795.52', y = '7800.0' WHERE ds = '2024-07-04 00:00:00' 2024-11-20 10:33:31,594 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7786.85', Informer = '7820.6', LSTM = '7802.07', iTransformer = '7857.05', TSMixer = '7765.0', TSMixerx = '7704.08', PatchTST = '7775.88', RNN = '7824.34', GRU = '7824.23', TCN = '7867.37', BiTCN = '7675.64', DilatedRNN = '7822.93', MLP = '7717.42', DLinear = '7771.03', NLinear = '7787.48', TFT = '7722.59', StemGNN = '7614.78', MLPMultivariate = '7784.03', TiDE = '7781.0', DeepNPTS = '7773.13', y = '7766.67' WHERE ds = '2024-07-05 00:00:00' 2024-11-20 10:33:31,594 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7786.85', Informer = '7820.6', LSTM = '7802.07', iTransformer = '7857.05', TSMixer = '7765.0', TSMixerx = '7704.08', PatchTST = '7775.88', RNN = '7824.34', GRU = '7824.23', TCN = '7867.37', BiTCN = '7675.64', DilatedRNN = '7822.93', MLP = '7717.42', DLinear = '7771.03', NLinear = '7787.48', TFT = '7722.59', StemGNN = '7614.78', MLPMultivariate = '7784.03', TiDE = '7781.0', DeepNPTS = '7773.13', y = '7766.67' WHERE ds = '2024-07-05 00:00:00' 2024-11-20 10:33:31,596 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7750.86', Informer = '7775.85', LSTM = '7756.63', iTransformer = '7790.97', TSMixer = '7745.48', TSMixerx = '7728.45', PatchTST = '7735.1', RNN = '7771.43', GRU = '7782.12', TCN = '7830.41', BiTCN = '7681.79', DilatedRNN = '7783.1', MLP = '7680.52', DLinear = '7766.86', NLinear = '7756.73', TFT = '7673.49', StemGNN = '7623.7', MLPMultivariate = '7743.8', TiDE = '7760.92', DeepNPTS = '7733.4', y = '7746.67' WHERE ds = '2024-07-08 00:00:00' 2024-11-20 10:33:31,596 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7750.86', Informer = '7775.85', LSTM = '7756.63', iTransformer = '7790.97', TSMixer = '7745.48', TSMixerx = '7728.45', PatchTST = '7735.1', RNN = '7771.43', GRU = '7782.12', TCN = '7830.41', BiTCN = '7681.79', DilatedRNN = '7783.1', MLP = '7680.52', DLinear = '7766.86', NLinear = '7756.73', TFT = '7673.49', StemGNN = '7623.7', MLPMultivariate = '7743.8', TiDE = '7760.92', DeepNPTS = '7733.4', y = '7746.67' WHERE ds = '2024-07-08 00:00:00' 2024-11-20 10:33:31,598 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7722.96', Informer = '7771.44', LSTM = '7738.08', iTransformer = '7700.89', TSMixer = '7723.15', TSMixerx = '7740.89', PatchTST = '7719.52', RNN = '7758.3', GRU = '7770.58', TCN = '7808.82', BiTCN = '7683.28', DilatedRNN = '7764.36', MLP = '7650.72', DLinear = '7738.94', NLinear = '7735.36', TFT = '7674.87', StemGNN = '7632.98', MLPMultivariate = '7718.29', TiDE = '7736.34', DeepNPTS = '7708.61', y = '7720.0' WHERE ds = '2024-07-09 00:00:00' 2024-11-20 10:33:31,598 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7722.96', Informer = '7771.44', LSTM = '7738.08', iTransformer = '7700.89', TSMixer = '7723.15', TSMixerx = '7740.89', PatchTST = '7719.52', RNN = '7758.3', GRU = '7770.58', TCN = '7808.82', BiTCN = '7683.28', DilatedRNN = '7764.36', MLP = '7650.72', DLinear = '7738.94', NLinear = '7735.36', TFT = '7674.87', StemGNN = '7632.98', MLPMultivariate = '7718.29', TiDE = '7736.34', DeepNPTS = '7708.61', y = '7720.0' WHERE ds = '2024-07-09 00:00:00' 2024-11-20 10:33:31,600 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7678.34', Informer = '7688.29', LSTM = '7704.44', iTransformer = '7589.11', TSMixer = '7701.77', TSMixerx = '7712.37', PatchTST = '7697.39', RNN = '7727.91', GRU = '7738.12', TCN = '7775.17', BiTCN = '7671.93', DilatedRNN = '7736.38', MLP = '7618.9', DLinear = '7709.76', NLinear = '7703.35', TFT = '7668.79', StemGNN = '7641.77', MLPMultivariate = '7677.77', TiDE = '7704.73', DeepNPTS = '7692.53', y = '7693.33' WHERE ds = '2024-07-10 00:00:00' 2024-11-20 10:33:31,600 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7678.34', Informer = '7688.29', LSTM = '7704.44', iTransformer = '7589.11', TSMixer = '7701.77', TSMixerx = '7712.37', PatchTST = '7697.39', RNN = '7727.91', GRU = '7738.12', TCN = '7775.17', BiTCN = '7671.93', DilatedRNN = '7736.38', MLP = '7618.9', DLinear = '7709.76', NLinear = '7703.35', TFT = '7668.79', StemGNN = '7641.77', MLPMultivariate = '7677.77', TiDE = '7704.73', DeepNPTS = '7692.53', y = '7693.33' WHERE ds = '2024-07-10 00:00:00' 2024-11-20 10:33:31,603 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7648.69', Informer = '7674.48', LSTM = '7673.89', iTransformer = '7581.47', TSMixer = '7676.21', TSMixerx = '7708.96', PatchTST = '7680.71', RNN = '7693.04', GRU = '7711.88', TCN = '7753.58', BiTCN = '7666.8', DilatedRNN = '7706.51', MLP = '7619.0', DLinear = '7682.29', NLinear = '7677.71', TFT = '7681.14', StemGNN = '7649.18', MLPMultivariate = '7661.22', TiDE = '7672.21', DeepNPTS = '7680.78', y = '7686.67' WHERE ds = '2024-07-11 00:00:00' 2024-11-20 10:33:31,603 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7648.69', Informer = '7674.48', LSTM = '7673.89', iTransformer = '7581.47', TSMixer = '7676.21', TSMixerx = '7708.96', PatchTST = '7680.71', RNN = '7693.04', GRU = '7711.88', TCN = '7753.58', BiTCN = '7666.8', DilatedRNN = '7706.51', MLP = '7619.0', DLinear = '7682.29', NLinear = '7677.71', TFT = '7681.14', StemGNN = '7649.18', MLPMultivariate = '7661.22', TiDE = '7672.21', DeepNPTS = '7680.78', y = '7686.67' WHERE ds = '2024-07-11 00:00:00' 2024-11-20 10:33:31,605 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7669.61', Informer = '7650.62', LSTM = '7671.48', iTransformer = '7621.69', TSMixer = '7665.51', TSMixerx = '7658.81', PatchTST = '7675.2', RNN = '7701.66', GRU = '7714.63', TCN = '7765.84', BiTCN = '7667.84', DilatedRNN = '7701.91', MLP = '7626.23', DLinear = '7678.42', NLinear = '7672.11', TFT = '7680.77', StemGNN = '7656.73', MLPMultivariate = '7648.62', TiDE = '7658.77', DeepNPTS = '7681.25', y = '7680.0' WHERE ds = '2024-07-12 00:00:00' 2024-11-20 10:33:31,605 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7669.61', Informer = '7650.62', LSTM = '7671.48', iTransformer = '7621.69', TSMixer = '7665.51', TSMixerx = '7658.81', PatchTST = '7675.2', RNN = '7701.66', GRU = '7714.63', TCN = '7765.84', BiTCN = '7667.84', DilatedRNN = '7701.91', MLP = '7626.23', DLinear = '7678.42', NLinear = '7672.11', TFT = '7680.77', StemGNN = '7656.73', MLPMultivariate = '7648.62', TiDE = '7658.77', DeepNPTS = '7681.25', y = '7680.0' WHERE ds = '2024-07-12 00:00:00' 2024-11-20 10:33:31,607 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7674.74', Informer = '7636.96', LSTM = '7662.9', iTransformer = '7660.4', TSMixer = '7664.41', TSMixerx = '7649.86', PatchTST = '7662.4', RNN = '7692.31', GRU = '7707.55', TCN = '7758.14', BiTCN = '7666.8', DilatedRNN = '7694.71', MLP = '7642.93', DLinear = '7675.73', NLinear = '7670.65', TFT = '7683.32', StemGNN = '7663.66', MLPMultivariate = '7658.05', TiDE = '7658.65', DeepNPTS = '7685.69', y = '7680.0' WHERE ds = '2024-07-15 00:00:00' 2024-11-20 10:33:31,607 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7674.74', Informer = '7636.96', LSTM = '7662.9', iTransformer = '7660.4', TSMixer = '7664.41', TSMixerx = '7649.86', PatchTST = '7662.4', RNN = '7692.31', GRU = '7707.55', TCN = '7758.14', BiTCN = '7666.8', DilatedRNN = '7694.71', MLP = '7642.93', DLinear = '7675.73', NLinear = '7670.65', TFT = '7683.32', StemGNN = '7663.66', MLPMultivariate = '7658.05', TiDE = '7658.65', DeepNPTS = '7685.69', y = '7680.0' WHERE ds = '2024-07-15 00:00:00' 2024-11-20 10:33:31,610 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7651.22', Informer = '7665.87', LSTM = '7666.36', iTransformer = '7679.77', TSMixer = '7669.12', TSMixerx = '7662.39', PatchTST = '7662.32', RNN = '7694.89', GRU = '7712.67', TCN = '7768.03', BiTCN = '7660.25', DilatedRNN = '7693.56', MLP = '7646.65', DLinear = '7667.06', NLinear = '7679.83', TFT = '7685.51', StemGNN = '7667.3', MLPMultivariate = '7657.69', TiDE = '7669.74', DeepNPTS = '7726.9', y = '7666.67' WHERE ds = '2024-07-16 00:00:00' 2024-11-20 10:33:31,610 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7651.22', Informer = '7665.87', LSTM = '7666.36', iTransformer = '7679.77', TSMixer = '7669.12', TSMixerx = '7662.39', PatchTST = '7662.32', RNN = '7694.89', GRU = '7712.67', TCN = '7768.03', BiTCN = '7660.25', DilatedRNN = '7693.56', MLP = '7646.65', DLinear = '7667.06', NLinear = '7679.83', TFT = '7685.51', StemGNN = '7667.3', MLPMultivariate = '7657.69', TiDE = '7669.74', DeepNPTS = '7726.9', y = '7666.67' WHERE ds = '2024-07-16 00:00:00' 2024-11-20 10:33:31,612 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7637.9', Informer = '7660.13', LSTM = '7645.18', iTransformer = '7660.46', TSMixer = '7665.03', TSMixerx = '7655.32', PatchTST = '7661.53', RNN = '7680.92', GRU = '7691.54', TCN = '7757.11', BiTCN = '7655.57', DilatedRNN = '7673.35', MLP = '7649.5', DLinear = '7651.11', NLinear = '7662.8', TFT = '7670.56', StemGNN = '7667.2', MLPMultivariate = '7655.92', TiDE = '7665.27', DeepNPTS = '7701.17', y = '7660.0' WHERE ds = '2024-07-17 00:00:00' 2024-11-20 10:33:31,612 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7637.9', Informer = '7660.13', LSTM = '7645.18', iTransformer = '7660.46', TSMixer = '7665.03', TSMixerx = '7655.32', PatchTST = '7661.53', RNN = '7680.92', GRU = '7691.54', TCN = '7757.11', BiTCN = '7655.57', DilatedRNN = '7673.35', MLP = '7649.5', DLinear = '7651.11', NLinear = '7662.8', TFT = '7670.56', StemGNN = '7667.2', MLPMultivariate = '7655.92', TiDE = '7665.27', DeepNPTS = '7701.17', y = '7660.0' WHERE ds = '2024-07-17 00:00:00' 2024-11-20 10:33:31,614 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7661.33', Informer = '7666.53', LSTM = '7639.5', iTransformer = '7683.98', TSMixer = '7661.71', TSMixerx = '7662.09', PatchTST = '7657.96', RNN = '7670.44', GRU = '7689.36', TCN = '7759.37', BiTCN = '7647.55', DilatedRNN = '7671.03', MLP = '7659.78', DLinear = '7652.43', NLinear = '7661.6', TFT = '7657.73', StemGNN = '7666.66', MLPMultivariate = '7654.79', TiDE = '7657.27', DeepNPTS = '7689.07', y = '7656.67' WHERE ds = '2024-07-18 00:00:00' 2024-11-20 10:33:31,614 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7661.33', Informer = '7666.53', LSTM = '7639.5', iTransformer = '7683.98', TSMixer = '7661.71', TSMixerx = '7662.09', PatchTST = '7657.96', RNN = '7670.44', GRU = '7689.36', TCN = '7759.37', BiTCN = '7647.55', DilatedRNN = '7671.03', MLP = '7659.78', DLinear = '7652.43', NLinear = '7661.6', TFT = '7657.73', StemGNN = '7666.66', MLPMultivariate = '7654.79', TiDE = '7657.27', DeepNPTS = '7689.07', y = '7656.67' WHERE ds = '2024-07-18 00:00:00' 2024-11-20 10:33:31,617 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7665.03', Informer = '7654.06', LSTM = '7635.24', iTransformer = '7668.78', TSMixer = '7662.77', TSMixerx = '7660.37', PatchTST = '7654.84', RNN = '7669.45', GRU = '7686.07', TCN = '7754.96', BiTCN = '7643.93', DilatedRNN = '7669.79', MLP = '7665.58', DLinear = '7643.64', NLinear = '7663.61', TFT = '7649.73', StemGNN = '7666.01', MLPMultivariate = '7657.81', TiDE = '7657.13', DeepNPTS = '7685.6', y = '7656.67' WHERE ds = '2024-07-19 00:00:00' 2024-11-20 10:33:31,617 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7665.03', Informer = '7654.06', LSTM = '7635.24', iTransformer = '7668.78', TSMixer = '7662.77', TSMixerx = '7660.37', PatchTST = '7654.84', RNN = '7669.45', GRU = '7686.07', TCN = '7754.96', BiTCN = '7643.93', DilatedRNN = '7669.79', MLP = '7665.58', DLinear = '7643.64', NLinear = '7663.61', TFT = '7649.73', StemGNN = '7666.01', MLPMultivariate = '7657.81', TiDE = '7657.13', DeepNPTS = '7685.6', y = '7656.67' WHERE ds = '2024-07-19 00:00:00' 2024-11-20 10:33:31,619 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7649.73', Informer = '7644.27', LSTM = '7636.49', iTransformer = '7644.6', TSMixer = '7665.12', TSMixerx = '7666.42', PatchTST = '7654.45', RNN = '7668.51', GRU = '7688.3', TCN = '7764.49', BiTCN = '7644.52', DilatedRNN = '7672.99', MLP = '7672.46', DLinear = '7658.74', NLinear = '7658.42', TFT = '7642.28', StemGNN = '7666.42', MLPMultivariate = '7664.4', TiDE = '7656.29', DeepNPTS = '7667.09', y = '7640.0' WHERE ds = '2024-07-22 00:00:00' 2024-11-20 10:33:31,619 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7649.73', Informer = '7644.27', LSTM = '7636.49', iTransformer = '7644.6', TSMixer = '7665.12', TSMixerx = '7666.42', PatchTST = '7654.45', RNN = '7668.51', GRU = '7688.3', TCN = '7764.49', BiTCN = '7644.52', DilatedRNN = '7672.99', MLP = '7672.46', DLinear = '7658.74', NLinear = '7658.42', TFT = '7642.28', StemGNN = '7666.42', MLPMultivariate = '7664.4', TiDE = '7656.29', DeepNPTS = '7667.09', y = '7640.0' WHERE ds = '2024-07-22 00:00:00' 2024-11-20 10:33:31,622 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7615.23', Informer = '7645.56', LSTM = '7610.57', iTransformer = '7655.94', TSMixer = '7652.1', TSMixerx = '7662.34', PatchTST = '7634.09', RNN = '7645.28', GRU = '7662.61', TCN = '7733.56', BiTCN = '7646.66', DilatedRNN = '7650.71', MLP = '7654.92', DLinear = '7659.24', NLinear = '7642.47', TFT = '7624.17', StemGNN = '7666.82', MLPMultivariate = '7659.42', TiDE = '7638.33', DeepNPTS = '7656.65', y = '7623.33' WHERE ds = '2024-07-23 00:00:00' 2024-11-20 10:33:31,622 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7615.23', Informer = '7645.56', LSTM = '7610.57', iTransformer = '7655.94', TSMixer = '7652.1', TSMixerx = '7662.34', PatchTST = '7634.09', RNN = '7645.28', GRU = '7662.61', TCN = '7733.56', BiTCN = '7646.66', DilatedRNN = '7650.71', MLP = '7654.92', DLinear = '7659.24', NLinear = '7642.47', TFT = '7624.17', StemGNN = '7666.82', MLPMultivariate = '7659.42', TiDE = '7638.33', DeepNPTS = '7656.65', y = '7623.33' WHERE ds = '2024-07-23 00:00:00' 2024-11-20 10:33:31,623 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7597.53', Informer = '7650.06', LSTM = '7590.27', iTransformer = '7719.11', TSMixer = '7634.82', TSMixerx = '7637.72', PatchTST = '7616.98', RNN = '7624.78', GRU = '7646.08', TCN = '7661.27', BiTCN = '7642.03', DilatedRNN = '7625.71', MLP = '7641.44', DLinear = '7656.11', NLinear = '7626.19', TFT = '7609.78', StemGNN = '7665.78', MLPMultivariate = '7651.82', TiDE = '7623.34', DeepNPTS = '7656.74', y = '7623.33' WHERE ds = '2024-07-24 00:00:00' 2024-11-20 10:33:31,623 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7597.53', Informer = '7650.06', LSTM = '7590.27', iTransformer = '7719.11', TSMixer = '7634.82', TSMixerx = '7637.72', PatchTST = '7616.98', RNN = '7624.78', GRU = '7646.08', TCN = '7661.27', BiTCN = '7642.03', DilatedRNN = '7625.71', MLP = '7641.44', DLinear = '7656.11', NLinear = '7626.19', TFT = '7609.78', StemGNN = '7665.78', MLPMultivariate = '7651.82', TiDE = '7623.34', DeepNPTS = '7656.74', y = '7623.33' WHERE ds = '2024-07-24 00:00:00' 2024-11-20 10:33:31,626 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7608.65', Informer = '7635.91', LSTM = '7593.96', iTransformer = '7735.25', TSMixer = '7627.76', TSMixerx = '7630.19', PatchTST = '7616.05', RNN = '7628.94', GRU = '7653.01', TCN = '7653.68', BiTCN = '7631.24', DilatedRNN = '7626.97', MLP = '7640.3', DLinear = '7666.61', NLinear = '7627.16', TFT = '7611.94', StemGNN = '7663.56', MLPMultivariate = '7653.03', TiDE = '7621.39', DeepNPTS = '7660.64', y = '7616.67' WHERE ds = '2024-07-25 00:00:00' 2024-11-20 10:33:31,626 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7608.65', Informer = '7635.91', LSTM = '7593.96', iTransformer = '7735.25', TSMixer = '7627.76', TSMixerx = '7630.19', PatchTST = '7616.05', RNN = '7628.94', GRU = '7653.01', TCN = '7653.68', BiTCN = '7631.24', DilatedRNN = '7626.97', MLP = '7640.3', DLinear = '7666.61', NLinear = '7627.16', TFT = '7611.94', StemGNN = '7663.56', MLPMultivariate = '7653.03', TiDE = '7621.39', DeepNPTS = '7660.64', y = '7616.67' WHERE ds = '2024-07-25 00:00:00' 2024-11-20 10:33:31,628 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7617.22', Informer = '7632.98', LSTM = '7583.26', iTransformer = '7719.98', TSMixer = '7622.01', TSMixerx = '7624.53', PatchTST = '7601.33', RNN = '7616.61', GRU = '7641.8', TCN = '7622.3', BiTCN = '7619.09', DilatedRNN = '7615.34', MLP = '7640.72', DLinear = '7653.16', NLinear = '7615.57', TFT = '7609.45', StemGNN = '7661.1', MLPMultivariate = '7643.86', TiDE = '7611.62', DeepNPTS = '7667.77', y = '7606.67' WHERE ds = '2024-07-26 00:00:00' 2024-11-20 10:33:31,628 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7617.22', Informer = '7632.98', LSTM = '7583.26', iTransformer = '7719.98', TSMixer = '7622.01', TSMixerx = '7624.53', PatchTST = '7601.33', RNN = '7616.61', GRU = '7641.8', TCN = '7622.3', BiTCN = '7619.09', DilatedRNN = '7615.34', MLP = '7640.72', DLinear = '7653.16', NLinear = '7615.57', TFT = '7609.45', StemGNN = '7661.1', MLPMultivariate = '7643.86', TiDE = '7611.62', DeepNPTS = '7667.77', y = '7606.67' WHERE ds = '2024-07-26 00:00:00' 2024-11-20 10:33:31,630 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7632.45', Informer = '7609.45', LSTM = '7571.18', iTransformer = '7713.09', TSMixer = '7611.68', TSMixerx = '7620.21', PatchTST = '7594.82', RNN = '7607.42', GRU = '7631.3', TCN = '7611.93', BiTCN = '7608.13', DilatedRNN = '7602.7', MLP = '7638.04', DLinear = '7621.31', NLinear = '7607.55', TFT = '7595.9', StemGNN = '7657.72', MLPMultivariate = '7625.12', TiDE = '7607.82', DeepNPTS = '7630.84', y = '7593.33' WHERE ds = '2024-07-29 00:00:00' 2024-11-20 10:33:31,630 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7632.45', Informer = '7609.45', LSTM = '7571.18', iTransformer = '7713.09', TSMixer = '7611.68', TSMixerx = '7620.21', PatchTST = '7594.82', RNN = '7607.42', GRU = '7631.3', TCN = '7611.93', BiTCN = '7608.13', DilatedRNN = '7602.7', MLP = '7638.04', DLinear = '7621.31', NLinear = '7607.55', TFT = '7595.9', StemGNN = '7657.72', MLPMultivariate = '7625.12', TiDE = '7607.82', DeepNPTS = '7630.84', y = '7593.33' WHERE ds = '2024-07-29 00:00:00' 2024-11-20 10:33:31,632 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7621.05', Informer = '7605.67', LSTM = '7554.07', iTransformer = '7693.67', TSMixer = '7599.03', TSMixerx = '7601.6', PatchTST = '7588.37', RNN = '7595.38', GRU = '7615.72', TCN = '7591.75', BiTCN = '7594.35', DilatedRNN = '7583.41', MLP = '7629.58', DLinear = '7602.19', NLinear = '7598.93', TFT = '7574.65', StemGNN = '7653.51', MLPMultivariate = '7600.72', TiDE = '7596.26', DeepNPTS = '7617.22', y = '7593.33' WHERE ds = '2024-07-30 00:00:00' 2024-11-20 10:33:31,632 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7621.05', Informer = '7605.67', LSTM = '7554.07', iTransformer = '7693.67', TSMixer = '7599.03', TSMixerx = '7601.6', PatchTST = '7588.37', RNN = '7595.38', GRU = '7615.72', TCN = '7591.75', BiTCN = '7594.35', DilatedRNN = '7583.41', MLP = '7629.58', DLinear = '7602.19', NLinear = '7598.93', TFT = '7574.65', StemGNN = '7653.51', MLPMultivariate = '7600.72', TiDE = '7596.26', DeepNPTS = '7617.22', y = '7593.33' WHERE ds = '2024-07-30 00:00:00' 2024-11-20 10:33:31,636 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.46', Informer = '7604.13', LSTM = '7557.67', iTransformer = '7676.02', TSMixer = '7593.74', TSMixerx = '7595.79', PatchTST = '7589.72', RNN = '7594.85', GRU = '7621.85', TCN = '7591.03', BiTCN = '7581.07', DilatedRNN = '7582.76', MLP = '7605.31', DLinear = '7587.62', NLinear = '7602.61', TFT = '7569.93', StemGNN = '7649.69', MLPMultivariate = '7571.38', TiDE = '7593.87', DeepNPTS = '7608.1', y = '7583.33' WHERE ds = '2024-07-31 00:00:00' 2024-11-20 10:33:31,636 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.46', Informer = '7604.13', LSTM = '7557.67', iTransformer = '7676.02', TSMixer = '7593.74', TSMixerx = '7595.79', PatchTST = '7589.72', RNN = '7594.85', GRU = '7621.85', TCN = '7591.03', BiTCN = '7581.07', DilatedRNN = '7582.76', MLP = '7605.31', DLinear = '7587.62', NLinear = '7602.61', TFT = '7569.93', StemGNN = '7649.69', MLPMultivariate = '7571.38', TiDE = '7593.87', DeepNPTS = '7608.1', y = '7583.33' WHERE ds = '2024-07-31 00:00:00' 2024-11-20 10:33:31,638 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7576.43', Informer = '7594.77', LSTM = '7542.38', iTransformer = '7676.91', TSMixer = '7583.79', TSMixerx = '7575.55', PatchTST = '7576.5', RNN = '7581.67', GRU = '7606.06', TCN = '7578.42', BiTCN = '7566.83', DilatedRNN = '7567.78', MLP = '7578.68', DLinear = '7581.86', NLinear = '7588.04', TFT = '7561.38', StemGNN = '7647.13', MLPMultivariate = '7543.93', TiDE = '7580.26', DeepNPTS = '7601.32', y = '7620.0' WHERE ds = '2024-08-01 00:00:00' 2024-11-20 10:33:31,638 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7576.43', Informer = '7594.77', LSTM = '7542.38', iTransformer = '7676.91', TSMixer = '7583.79', TSMixerx = '7575.55', PatchTST = '7576.5', RNN = '7581.67', GRU = '7606.06', TCN = '7578.42', BiTCN = '7566.83', DilatedRNN = '7567.78', MLP = '7578.68', DLinear = '7581.86', NLinear = '7588.04', TFT = '7561.38', StemGNN = '7647.13', MLPMultivariate = '7543.93', TiDE = '7580.26', DeepNPTS = '7601.32', y = '7620.0' WHERE ds = '2024-08-01 00:00:00' 2024-11-20 10:33:31,640 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7616.25', Informer = '7599.38', LSTM = '7601.53', iTransformer = '7702.78', TSMixer = '7607.2', TSMixerx = '7603.66', PatchTST = '7609.55', RNN = '7638.54', GRU = '7668.72', TCN = '7714.11', BiTCN = '7574.54', DilatedRNN = '7622.81', MLP = '7587.85', DLinear = '7601.98', NLinear = '7625.29', TFT = '7605.34', StemGNN = '7647.13', MLPMultivariate = '7558.22', TiDE = '7606.16', DeepNPTS = '7607.22', y = '7623.33' WHERE ds = '2024-08-02 00:00:00' 2024-11-20 10:33:31,640 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7616.25', Informer = '7599.38', LSTM = '7601.53', iTransformer = '7702.78', TSMixer = '7607.2', TSMixerx = '7603.66', PatchTST = '7609.55', RNN = '7638.54', GRU = '7668.72', TCN = '7714.11', BiTCN = '7574.54', DilatedRNN = '7622.81', MLP = '7587.85', DLinear = '7601.98', NLinear = '7625.29', TFT = '7605.34', StemGNN = '7647.13', MLPMultivariate = '7558.22', TiDE = '7606.16', DeepNPTS = '7607.22', y = '7623.33' WHERE ds = '2024-08-02 00:00:00' 2024-11-20 10:33:31,643 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7621.53', Informer = '7592.47', LSTM = '7595.34', iTransformer = '7698.87', TSMixer = '7621.36', TSMixerx = '7617.55', PatchTST = '7611.03', RNN = '7638.07', GRU = '7653.23', TCN = '7735.43', BiTCN = '7591.9', DilatedRNN = '7625.9', MLP = '7595.08', DLinear = '7607.4', NLinear = '7626.78', TFT = '7606.12', StemGNN = '7648.05', MLPMultivariate = '7577.72', TiDE = '7617.05', DeepNPTS = '7605.43', y = '7610.0' WHERE ds = '2024-08-05 00:00:00' 2024-11-20 10:33:31,643 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7621.53', Informer = '7592.47', LSTM = '7595.34', iTransformer = '7698.87', TSMixer = '7621.36', TSMixerx = '7617.55', PatchTST = '7611.03', RNN = '7638.07', GRU = '7653.23', TCN = '7735.43', BiTCN = '7591.9', DilatedRNN = '7625.9', MLP = '7595.08', DLinear = '7607.4', NLinear = '7626.78', TFT = '7606.12', StemGNN = '7648.05', MLPMultivariate = '7577.72', TiDE = '7617.05', DeepNPTS = '7605.43', y = '7610.0' WHERE ds = '2024-08-05 00:00:00' 2024-11-20 10:33:31,645 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7614.82', Informer = '7598.47', LSTM = '7578.08', iTransformer = '7696.71', TSMixer = '7616.64', TSMixerx = '7609.5', PatchTST = '7607.33', RNN = '7612.45', GRU = '7636.6', TCN = '7706.2', BiTCN = '7602.73', DilatedRNN = '7605.37', MLP = '7605.46', DLinear = '7622.93', NLinear = '7609.92', TFT = '7603.31', StemGNN = '7648.18', MLPMultivariate = '7593.61', TiDE = '7621.72', DeepNPTS = '7609.77', y = '7596.67' WHERE ds = '2024-08-06 00:00:00' 2024-11-20 10:33:31,645 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7614.82', Informer = '7598.47', LSTM = '7578.08', iTransformer = '7696.71', TSMixer = '7616.64', TSMixerx = '7609.5', PatchTST = '7607.33', RNN = '7612.45', GRU = '7636.6', TCN = '7706.2', BiTCN = '7602.73', DilatedRNN = '7605.37', MLP = '7605.46', DLinear = '7622.93', NLinear = '7609.92', TFT = '7603.31', StemGNN = '7648.18', MLPMultivariate = '7593.61', TiDE = '7621.72', DeepNPTS = '7609.77', y = '7596.67' WHERE ds = '2024-08-06 00:00:00' 2024-11-20 10:33:31,647 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7600.42', Informer = '7592.13', LSTM = '7560.49', iTransformer = '7700.19', TSMixer = '7603.22', TSMixerx = '7600.74', PatchTST = '7594.67', RNN = '7605.4', GRU = '7620.27', TCN = '7632.15', BiTCN = '7602.99', DilatedRNN = '7587.78', MLP = '7602.43', DLinear = '7620.43', NLinear = '7599.1', TFT = '7588.53', StemGNN = '7647.25', MLPMultivariate = '7581.33', TiDE = '7607.23', DeepNPTS = '7602.89', y = '7586.67' WHERE ds = '2024-08-07 00:00:00' 2024-11-20 10:33:31,647 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7600.42', Informer = '7592.13', LSTM = '7560.49', iTransformer = '7700.19', TSMixer = '7603.22', TSMixerx = '7600.74', PatchTST = '7594.67', RNN = '7605.4', GRU = '7620.27', TCN = '7632.15', BiTCN = '7602.99', DilatedRNN = '7587.78', MLP = '7602.43', DLinear = '7620.43', NLinear = '7599.1', TFT = '7588.53', StemGNN = '7647.25', MLPMultivariate = '7581.33', TiDE = '7607.23', DeepNPTS = '7602.89', y = '7586.67' WHERE ds = '2024-08-07 00:00:00' 2024-11-20 10:33:31,649 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7582.46', Informer = '7579.27', LSTM = '7547.9', iTransformer = '7691.99', TSMixer = '7590.51', TSMixerx = '7583.07', PatchTST = '7585.2', RNN = '7581.87', GRU = '7610.47', TCN = '7580.54', BiTCN = '7596.98', DilatedRNN = '7572.43', MLP = '7580.94', DLinear = '7599.9', NLinear = '7587.52', TFT = '7592.21', StemGNN = '7644.23', MLPMultivariate = '7643.29', TiDE = '7591.49', DeepNPTS = '7595.2', y = '7583.33' WHERE ds = '2024-08-08 00:00:00' 2024-11-20 10:33:31,649 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7582.46', Informer = '7579.27', LSTM = '7547.9', iTransformer = '7691.99', TSMixer = '7590.51', TSMixerx = '7583.07', PatchTST = '7585.2', RNN = '7581.87', GRU = '7610.47', TCN = '7580.54', BiTCN = '7596.98', DilatedRNN = '7572.43', MLP = '7580.94', DLinear = '7599.9', NLinear = '7587.52', TFT = '7592.21', StemGNN = '7644.23', MLPMultivariate = '7643.29', TiDE = '7591.49', DeepNPTS = '7595.2', y = '7583.33' WHERE ds = '2024-08-08 00:00:00' 2024-11-20 10:33:31,652 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7572.3', Informer = '7579.08', LSTM = '7544.76', iTransformer = '7685.98', TSMixer = '7581.03', TSMixerx = '7579.99', PatchTST = '7585.11', RNN = '7579.56', GRU = '7609.39', TCN = '7579.0', BiTCN = '7593.55', DilatedRNN = '7571.36', MLP = '7577.72', DLinear = '7584.52', NLinear = '7578.71', TFT = '7580.27', StemGNN = '7640.76', MLPMultivariate = '7661.68', TiDE = '7580.79', DeepNPTS = '7613.95', y = '7583.33' WHERE ds = '2024-08-09 00:00:00' 2024-11-20 10:33:31,652 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7572.3', Informer = '7579.08', LSTM = '7544.76', iTransformer = '7685.98', TSMixer = '7581.03', TSMixerx = '7579.99', PatchTST = '7585.11', RNN = '7579.56', GRU = '7609.39', TCN = '7579.0', BiTCN = '7593.55', DilatedRNN = '7571.36', MLP = '7577.72', DLinear = '7584.52', NLinear = '7578.71', TFT = '7580.27', StemGNN = '7640.76', MLPMultivariate = '7661.68', TiDE = '7580.79', DeepNPTS = '7613.95', y = '7583.33' WHERE ds = '2024-08-09 00:00:00' 2024-11-20 10:33:31,654 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7565.19', Informer = '7562.29', LSTM = '7545.41', iTransformer = '7676.57', TSMixer = '7579.53', TSMixerx = '7568.37', PatchTST = '7583.51', RNN = '7586.38', GRU = '7610.8', TCN = '7581.76', BiTCN = '7591.14', DilatedRNN = '7573.16', MLP = '7571.12', DLinear = '7579.25', NLinear = '7574.68', TFT = '7569.9', StemGNN = '7637.37', MLPMultivariate = '7675.83', TiDE = '7579.89', DeepNPTS = '7606.85', y = '7586.67' WHERE ds = '2024-08-12 00:00:00' 2024-11-20 10:33:31,654 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7565.19', Informer = '7562.29', LSTM = '7545.41', iTransformer = '7676.57', TSMixer = '7579.53', TSMixerx = '7568.37', PatchTST = '7583.51', RNN = '7586.38', GRU = '7610.8', TCN = '7581.76', BiTCN = '7591.14', DilatedRNN = '7573.16', MLP = '7571.12', DLinear = '7579.25', NLinear = '7574.68', TFT = '7569.9', StemGNN = '7637.37', MLPMultivariate = '7675.83', TiDE = '7579.89', DeepNPTS = '7606.85', y = '7586.67' WHERE ds = '2024-08-12 00:00:00' 2024-11-20 10:33:31,656 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.62', Informer = '7566.02', LSTM = '7550.8', iTransformer = '7670.48', TSMixer = '7579.66', TSMixerx = '7581.39', PatchTST = '7587.7', RNN = '7591.05', GRU = '7616.26', TCN = '7595.69', BiTCN = '7589.46', DilatedRNN = '7581.39', MLP = '7578.19', DLinear = '7586.37', NLinear = '7580.72', TFT = '7572.45', StemGNN = '7634.98', MLPMultivariate = '7685.1', TiDE = '7584.15', DeepNPTS = '7605.62', y = '7593.33' WHERE ds = '2024-08-13 00:00:00' 2024-11-20 10:33:31,656 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.62', Informer = '7566.02', LSTM = '7550.8', iTransformer = '7670.48', TSMixer = '7579.66', TSMixerx = '7581.39', PatchTST = '7587.7', RNN = '7591.05', GRU = '7616.26', TCN = '7595.69', BiTCN = '7589.46', DilatedRNN = '7581.39', MLP = '7578.19', DLinear = '7586.37', NLinear = '7580.72', TFT = '7572.45', StemGNN = '7634.98', MLPMultivariate = '7685.1', TiDE = '7584.15', DeepNPTS = '7605.62', y = '7593.33' WHERE ds = '2024-08-13 00:00:00' 2024-11-20 10:33:31,658 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7576.39', Informer = '7581.33', LSTM = '7560.34', iTransformer = '7675.32', TSMixer = '7581.9', TSMixerx = '7581.96', PatchTST = '7593.26', RNN = '7601.19', GRU = '7625.12', TCN = '7601.06', BiTCN = '7585.96', DilatedRNN = '7582.96', MLP = '7591.15', DLinear = '7583.67', NLinear = '7594.52', TFT = '7589.33', StemGNN = '7632.88', MLPMultivariate = '7686.85', TiDE = '7588.09', DeepNPTS = '7596.56', y = '7590.0' WHERE ds = '2024-08-14 00:00:00' 2024-11-20 10:33:31,658 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7576.39', Informer = '7581.33', LSTM = '7560.34', iTransformer = '7675.32', TSMixer = '7581.9', TSMixerx = '7581.96', PatchTST = '7593.26', RNN = '7601.19', GRU = '7625.12', TCN = '7601.06', BiTCN = '7585.96', DilatedRNN = '7582.96', MLP = '7591.15', DLinear = '7583.67', NLinear = '7594.52', TFT = '7589.33', StemGNN = '7632.88', MLPMultivariate = '7686.85', TiDE = '7588.09', DeepNPTS = '7596.56', y = '7590.0' WHERE ds = '2024-08-14 00:00:00' 2024-11-20 10:33:31,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7577.48', Informer = '7580.18', LSTM = '7554.1', iTransformer = '7682.5', TSMixer = '7580.27', TSMixerx = '7581.07', PatchTST = '7588.06', RNN = '7594.36', GRU = '7617.3', TCN = '7594.63', BiTCN = '7577.61', DilatedRNN = '7574.04', MLP = '7585.9', DLinear = '7573.04', NLinear = '7589.19', TFT = '7595.72', StemGNN = '7630.35', MLPMultivariate = '7676.25', TiDE = '7584.21', DeepNPTS = '7588.85', y = '7583.33' WHERE ds = '2024-08-15 00:00:00' 2024-11-20 10:33:31,661 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7577.48', Informer = '7580.18', LSTM = '7554.1', iTransformer = '7682.5', TSMixer = '7580.27', TSMixerx = '7581.07', PatchTST = '7588.06', RNN = '7594.36', GRU = '7617.3', TCN = '7594.63', BiTCN = '7577.61', DilatedRNN = '7574.04', MLP = '7585.9', DLinear = '7573.04', NLinear = '7589.19', TFT = '7595.72', StemGNN = '7630.35', MLPMultivariate = '7676.25', TiDE = '7584.21', DeepNPTS = '7588.85', y = '7583.33' WHERE ds = '2024-08-15 00:00:00' 2024-11-20 10:33:31,663 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7575.3', Informer = '7564.63', LSTM = '7545.8', iTransformer = '7686.68', TSMixer = '7575.85', TSMixerx = '7576.91', PatchTST = '7580.0', RNN = '7585.32', GRU = '7609.72', TCN = '7583.25', BiTCN = '7570.84', DilatedRNN = '7568.21', MLP = '7574.59', DLinear = '7570.58', NLinear = '7584.68', TFT = '7589.57', StemGNN = '7627.38', MLPMultivariate = '7665.61', TiDE = '7577.83', DeepNPTS = '7587.43', y = '7583.33' WHERE ds = '2024-08-16 00:00:00' 2024-11-20 10:33:31,663 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7575.3', Informer = '7564.63', LSTM = '7545.8', iTransformer = '7686.68', TSMixer = '7575.85', TSMixerx = '7576.91', PatchTST = '7580.0', RNN = '7585.32', GRU = '7609.72', TCN = '7583.25', BiTCN = '7570.84', DilatedRNN = '7568.21', MLP = '7574.59', DLinear = '7570.58', NLinear = '7584.68', TFT = '7589.57', StemGNN = '7627.38', MLPMultivariate = '7665.61', TiDE = '7577.83', DeepNPTS = '7587.43', y = '7583.33' WHERE ds = '2024-08-16 00:00:00' 2024-11-20 10:33:31,666 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7583.78', Informer = '7564.47', LSTM = '7547.04', iTransformer = '7693.78', TSMixer = '7576.66', TSMixerx = '7590.53', PatchTST = '7583.24', RNN = '7587.57', GRU = '7611.94', TCN = '7580.78', BiTCN = '7566.85', DilatedRNN = '7568.77', MLP = '7576.56', DLinear = '7563.43', NLinear = '7580.76', TFT = '7592.1', StemGNN = '7624.46', MLPMultivariate = '7672.57', TiDE = '7577.68', DeepNPTS = '7592.79', y = '7570.0' WHERE ds = '2024-08-19 00:00:00' 2024-11-20 10:33:31,666 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7583.78', Informer = '7564.47', LSTM = '7547.04', iTransformer = '7693.78', TSMixer = '7576.66', TSMixerx = '7590.53', PatchTST = '7583.24', RNN = '7587.57', GRU = '7611.94', TCN = '7580.78', BiTCN = '7566.85', DilatedRNN = '7568.77', MLP = '7576.56', DLinear = '7563.43', NLinear = '7580.76', TFT = '7592.1', StemGNN = '7624.46', MLPMultivariate = '7672.57', TiDE = '7577.68', DeepNPTS = '7592.79', y = '7570.0' WHERE ds = '2024-08-19 00:00:00' 2024-11-20 10:33:31,669 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7572.15', Informer = '7547.01', LSTM = '7526.81', iTransformer = '7671.45', TSMixer = '7568.6', TSMixerx = '7580.24', PatchTST = '7569.61', RNN = '7567.35', GRU = '7591.95', TCN = '7568.04', BiTCN = '7561.53', DilatedRNN = '7550.82', MLP = '7574.94', DLinear = '7559.89', NLinear = '7564.28', TFT = '7585.51', StemGNN = '7621.06', MLPMultivariate = '7668.15', TiDE = '7564.85', DeepNPTS = '7593.95', y = '7570.0' WHERE ds = '2024-08-20 00:00:00' 2024-11-20 10:33:31,669 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7572.15', Informer = '7547.01', LSTM = '7526.81', iTransformer = '7671.45', TSMixer = '7568.6', TSMixerx = '7580.24', PatchTST = '7569.61', RNN = '7567.35', GRU = '7591.95', TCN = '7568.04', BiTCN = '7561.53', DilatedRNN = '7550.82', MLP = '7574.94', DLinear = '7559.89', NLinear = '7564.28', TFT = '7585.51', StemGNN = '7621.06', MLPMultivariate = '7668.15', TiDE = '7564.85', DeepNPTS = '7593.95', y = '7570.0' WHERE ds = '2024-08-20 00:00:00' 2024-11-20 10:33:31,671 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7573.42', Informer = '7547.32', LSTM = '7530.82', iTransformer = '7666.64', TSMixer = '7567.89', TSMixerx = '7575.96', PatchTST = '7578.4', RNN = '7571.05', GRU = '7598.86', TCN = '7567.66', BiTCN = '7559.81', DilatedRNN = '7551.3', MLP = '7579.86', DLinear = '7556.56', NLinear = '7568.24', TFT = '7577.28', StemGNN = '7617.48', MLPMultivariate = '7658.24', TiDE = '7567.96', DeepNPTS = '7595.48', y = '7570.0' WHERE ds = '2024-08-21 00:00:00' 2024-11-20 10:33:31,671 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7573.42', Informer = '7547.32', LSTM = '7530.82', iTransformer = '7666.64', TSMixer = '7567.89', TSMixerx = '7575.96', PatchTST = '7578.4', RNN = '7571.05', GRU = '7598.86', TCN = '7567.66', BiTCN = '7559.81', DilatedRNN = '7551.3', MLP = '7579.86', DLinear = '7556.56', NLinear = '7568.24', TFT = '7577.28', StemGNN = '7617.48', MLPMultivariate = '7658.24', TiDE = '7567.96', DeepNPTS = '7595.48', y = '7570.0' WHERE ds = '2024-08-21 00:00:00' 2024-11-20 10:33:31,674 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.07', Informer = '7553.0', LSTM = '7529.61', iTransformer = '7668.62', TSMixer = '7570.14', TSMixerx = '7576.54', PatchTST = '7578.19', RNN = '7572.59', GRU = '7597.05', TCN = '7564.06', BiTCN = '7557.67', DilatedRNN = '7549.96', MLP = '7582.79', DLinear = '7558.09', NLinear = '7571.36', TFT = '7573.0', StemGNN = '7613.63', MLPMultivariate = '7649.21', TiDE = '7570.82', DeepNPTS = '7596.41', y = '7590.0' WHERE ds = '2024-08-22 00:00:00' 2024-11-20 10:33:31,674 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.07', Informer = '7553.0', LSTM = '7529.61', iTransformer = '7668.62', TSMixer = '7570.14', TSMixerx = '7576.54', PatchTST = '7578.19', RNN = '7572.59', GRU = '7597.05', TCN = '7564.06', BiTCN = '7557.67', DilatedRNN = '7549.96', MLP = '7582.79', DLinear = '7558.09', NLinear = '7571.36', TFT = '7573.0', StemGNN = '7613.63', MLPMultivariate = '7649.21', TiDE = '7570.82', DeepNPTS = '7596.41', y = '7590.0' WHERE ds = '2024-08-22 00:00:00' 2024-11-20 10:33:31,676 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7591.57', Informer = '7570.94', LSTM = '7560.14', iTransformer = '7670.81', TSMixer = '7585.53', TSMixerx = '7577.36', PatchTST = '7595.08', RNN = '7597.17', GRU = '7628.08', TCN = '7602.95', BiTCN = '7563.0', DilatedRNN = '7578.88', MLP = '7588.25', DLinear = '7580.61', NLinear = '7588.53', TFT = '7588.33', StemGNN = '7610.53', MLPMultivariate = '7651.94', TiDE = '7586.39', DeepNPTS = '7599.99', y = '7583.33' WHERE ds = '2024-08-23 00:00:00' 2024-11-20 10:33:31,676 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7591.57', Informer = '7570.94', LSTM = '7560.14', iTransformer = '7670.81', TSMixer = '7585.53', TSMixerx = '7577.36', PatchTST = '7595.08', RNN = '7597.17', GRU = '7628.08', TCN = '7602.95', BiTCN = '7563.0', DilatedRNN = '7578.88', MLP = '7588.25', DLinear = '7580.61', NLinear = '7588.53', TFT = '7588.33', StemGNN = '7610.53', MLPMultivariate = '7651.94', TiDE = '7586.39', DeepNPTS = '7599.99', y = '7583.33' WHERE ds = '2024-08-23 00:00:00' 2024-11-20 10:33:31,679 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7585.94', Informer = '7559.82', LSTM = '7544.76', iTransformer = '7661.83', TSMixer = '7584.95', TSMixerx = '7583.38', PatchTST = '7584.8', RNN = '7588.16', GRU = '7607.8', TCN = '7587.92', BiTCN = '7569.26', DilatedRNN = '7568.6', MLP = '7581.87', DLinear = '7588.27', NLinear = '7584.7', TFT = '7584.03', StemGNN = '7607.22', MLPMultivariate = '7649.99', TiDE = '7582.57', DeepNPTS = '7594.95', y = '7583.33' WHERE ds = '2024-08-26 00:00:00' 2024-11-20 10:33:31,679 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7585.94', Informer = '7559.82', LSTM = '7544.76', iTransformer = '7661.83', TSMixer = '7584.95', TSMixerx = '7583.38', PatchTST = '7584.8', RNN = '7588.16', GRU = '7607.8', TCN = '7587.92', BiTCN = '7569.26', DilatedRNN = '7568.6', MLP = '7581.87', DLinear = '7588.27', NLinear = '7584.7', TFT = '7584.03', StemGNN = '7607.22', MLPMultivariate = '7649.99', TiDE = '7582.57', DeepNPTS = '7594.95', y = '7583.33' WHERE ds = '2024-08-26 00:00:00' 2024-11-20 10:33:31,681 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7583.67', Informer = '7562.52', LSTM = '7548.9', iTransformer = '7658.7', TSMixer = '7583.01', TSMixerx = '7588.14', PatchTST = '7583.17', RNN = '7588.62', GRU = '7614.19', TCN = '7590.1', BiTCN = '7572.3', DilatedRNN = '7571.03', MLP = '7577.78', DLinear = '7596.16', NLinear = '7581.18', TFT = '7582.94', StemGNN = '7603.87', MLPMultivariate = '7646.62', TiDE = '7585.5', DeepNPTS = '7587.22', y = '7610.0' WHERE ds = '2024-08-27 00:00:00' 2024-11-20 10:33:31,681 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7583.67', Informer = '7562.52', LSTM = '7548.9', iTransformer = '7658.7', TSMixer = '7583.01', TSMixerx = '7588.14', PatchTST = '7583.17', RNN = '7588.62', GRU = '7614.19', TCN = '7590.1', BiTCN = '7572.3', DilatedRNN = '7571.03', MLP = '7577.78', DLinear = '7596.16', NLinear = '7581.18', TFT = '7582.94', StemGNN = '7603.87', MLPMultivariate = '7646.62', TiDE = '7585.5', DeepNPTS = '7587.22', y = '7610.0' WHERE ds = '2024-08-27 00:00:00' 2024-11-20 10:33:31,684 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7608.75', Informer = '7573.37', LSTM = '7587.12', iTransformer = '7673.3', TSMixer = '7599.94', TSMixerx = '7608.28', PatchTST = '7606.73', RNN = '7628.21', GRU = '7652.47', TCN = '7664.54', BiTCN = '7591.65', DilatedRNN = '7610.38', MLP = '7596.44', DLinear = '7602.33', NLinear = '7610.44', TFT = '7591.02', StemGNN = '7601.62', MLPMultivariate = '7649.51', TiDE = '7604.31', DeepNPTS = '7595.06', y = '7610.0' WHERE ds = '2024-08-28 00:00:00' 2024-11-20 10:33:31,684 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7608.75', Informer = '7573.37', LSTM = '7587.12', iTransformer = '7673.3', TSMixer = '7599.94', TSMixerx = '7608.28', PatchTST = '7606.73', RNN = '7628.21', GRU = '7652.47', TCN = '7664.54', BiTCN = '7591.65', DilatedRNN = '7610.38', MLP = '7596.44', DLinear = '7602.33', NLinear = '7610.44', TFT = '7591.02', StemGNN = '7601.62', MLPMultivariate = '7649.51', TiDE = '7604.31', DeepNPTS = '7595.06', y = '7610.0' WHERE ds = '2024-08-28 00:00:00' 2024-11-20 10:33:31,686 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7610.24', Informer = '7581.95', LSTM = '7579.49', iTransformer = '7667.2', TSMixer = '7606.13', TSMixerx = '7611.64', PatchTST = '7601.7', RNN = '7614.17', GRU = '7638.98', TCN = '7657.09', BiTCN = '7608.52', DilatedRNN = '7604.72', MLP = '7599.74', DLinear = '7592.46', NLinear = '7610.07', TFT = '7593.12', StemGNN = '7599.89', MLPMultivariate = '7651.06', TiDE = '7610.39', DeepNPTS = '7598.34', y = '7613.33' WHERE ds = '2024-08-29 00:00:00' 2024-11-20 10:33:31,686 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7610.24', Informer = '7581.95', LSTM = '7579.49', iTransformer = '7667.2', TSMixer = '7606.13', TSMixerx = '7611.64', PatchTST = '7601.7', RNN = '7614.17', GRU = '7638.98', TCN = '7657.09', BiTCN = '7608.52', DilatedRNN = '7604.72', MLP = '7599.74', DLinear = '7592.46', NLinear = '7610.07', TFT = '7593.12', StemGNN = '7599.89', MLPMultivariate = '7651.06', TiDE = '7610.39', DeepNPTS = '7598.34', y = '7613.33' WHERE ds = '2024-08-29 00:00:00' 2024-11-20 10:33:31,688 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7614.03', Informer = '7597.63', LSTM = '7586.96', iTransformer = '7655.72', TSMixer = '7609.34', TSMixerx = '7627.82', PatchTST = '7609.66', RNN = '7622.84', GRU = '7647.73', TCN = '7683.32', BiTCN = '7625.2', DilatedRNN = '7611.68', MLP = '7604.11', DLinear = '7604.98', NLinear = '7607.4', TFT = '7605.44', StemGNN = '7598.84', MLPMultivariate = '7655.51', TiDE = '7616.44', DeepNPTS = '7604.42', y = '7606.67' WHERE ds = '2024-08-30 00:00:00' 2024-11-20 10:33:31,688 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7614.03', Informer = '7597.63', LSTM = '7586.96', iTransformer = '7655.72', TSMixer = '7609.34', TSMixerx = '7627.82', PatchTST = '7609.66', RNN = '7622.84', GRU = '7647.73', TCN = '7683.32', BiTCN = '7625.2', DilatedRNN = '7611.68', MLP = '7604.11', DLinear = '7604.98', NLinear = '7607.4', TFT = '7605.44', StemGNN = '7598.84', MLPMultivariate = '7655.51', TiDE = '7616.44', DeepNPTS = '7604.42', y = '7606.67' WHERE ds = '2024-08-30 00:00:00' 2024-11-20 10:33:31,691 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7605.77', Informer = '7607.48', LSTM = '7574.01', iTransformer = '7657.55', TSMixer = '7606.13', TSMixerx = '7623.34', PatchTST = '7601.08', RNN = '7617.14', GRU = '7632.79', TCN = '7647.45', BiTCN = '7631.48', DilatedRNN = '7601.88', MLP = '7607.32', DLinear = '7602.92', NLinear = '7610.32', TFT = '7598.03', StemGNN = '7597.7', MLPMultivariate = '7649.4', TiDE = '7604.07', DeepNPTS = '7593.73', y = '7583.33' WHERE ds = '2024-09-02 00:00:00' 2024-11-20 10:33:31,691 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7605.77', Informer = '7607.48', LSTM = '7574.01', iTransformer = '7657.55', TSMixer = '7606.13', TSMixerx = '7623.34', PatchTST = '7601.08', RNN = '7617.14', GRU = '7632.79', TCN = '7647.45', BiTCN = '7631.48', DilatedRNN = '7601.88', MLP = '7607.32', DLinear = '7602.92', NLinear = '7610.32', TFT = '7598.03', StemGNN = '7597.7', MLPMultivariate = '7649.4', TiDE = '7604.07', DeepNPTS = '7593.73', y = '7583.33' WHERE ds = '2024-09-02 00:00:00' 2024-11-20 10:33:31,693 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7585.53', Informer = '7591.18', LSTM = '7541.28', iTransformer = '7616.14', TSMixer = '7585.56', TSMixerx = '7597.08', PatchTST = '7575.22', RNN = '7577.4', GRU = '7602.02', TCN = '7584.32', BiTCN = '7620.22', DilatedRNN = '7566.19', MLP = '7593.28', DLinear = '7584.09', NLinear = '7584.79', TFT = '7569.87', StemGNN = '7596.02', MLPMultivariate = '7632.57', TiDE = '7579.08', DeepNPTS = '7589.84', y = '7562.5' WHERE ds = '2024-09-03 00:00:00' 2024-11-20 10:33:31,693 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7585.53', Informer = '7591.18', LSTM = '7541.28', iTransformer = '7616.14', TSMixer = '7585.56', TSMixerx = '7597.08', PatchTST = '7575.22', RNN = '7577.4', GRU = '7602.02', TCN = '7584.32', BiTCN = '7620.22', DilatedRNN = '7566.19', MLP = '7593.28', DLinear = '7584.09', NLinear = '7584.79', TFT = '7569.87', StemGNN = '7596.02', MLPMultivariate = '7632.57', TiDE = '7579.08', DeepNPTS = '7589.84', y = '7562.5' WHERE ds = '2024-09-03 00:00:00' 2024-11-20 10:33:31,694 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7568.37', Informer = '7571.94', LSTM = '7515.98', iTransformer = '7610.57', TSMixer = '7565.79', TSMixerx = '7581.26', PatchTST = '7562.25', RNN = '7558.08', GRU = '7581.85', TCN = '7545.27', BiTCN = '7604.56', DilatedRNN = '7535.46', MLP = '7576.39', DLinear = '7572.94', NLinear = '7565.45', TFT = '7557.33', StemGNN = '7593.59', MLPMultivariate = '7618.83', TiDE = '7560.98', DeepNPTS = '7584.89', y = '7535.0' WHERE ds = '2024-09-04 00:00:00' 2024-11-20 10:33:31,694 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7568.37', Informer = '7571.94', LSTM = '7515.98', iTransformer = '7610.57', TSMixer = '7565.79', TSMixerx = '7581.26', PatchTST = '7562.25', RNN = '7558.08', GRU = '7581.85', TCN = '7545.27', BiTCN = '7604.56', DilatedRNN = '7535.46', MLP = '7576.39', DLinear = '7572.94', NLinear = '7565.45', TFT = '7557.33', StemGNN = '7593.59', MLPMultivariate = '7618.83', TiDE = '7560.98', DeepNPTS = '7584.89', y = '7535.0' WHERE ds = '2024-09-04 00:00:00' 2024-11-20 10:33:31,698 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7543.76', Informer = '7554.78', LSTM = '7480.27', iTransformer = '7596.32', TSMixer = '7542.46', TSMixerx = '7560.43', PatchTST = '7542.41', RNN = '7526.06', GRU = '7549.62', TCN = '7514.26', BiTCN = '7580.6', DilatedRNN = '7496.51', MLP = '7554.42', DLinear = '7552.65', NLinear = '7529.62', TFT = '7533.45', StemGNN = '7589.9', MLPMultivariate = '7609.7', TiDE = '7536.19', DeepNPTS = '7604.62', y = '7475.0' WHERE ds = '2024-09-05 00:00:00' 2024-11-20 10:33:31,698 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7543.76', Informer = '7554.78', LSTM = '7480.27', iTransformer = '7596.32', TSMixer = '7542.46', TSMixerx = '7560.43', PatchTST = '7542.41', RNN = '7526.06', GRU = '7549.62', TCN = '7514.26', BiTCN = '7580.6', DilatedRNN = '7496.51', MLP = '7554.42', DLinear = '7552.65', NLinear = '7529.62', TFT = '7533.45', StemGNN = '7589.9', MLPMultivariate = '7609.7', TiDE = '7536.19', DeepNPTS = '7604.62', y = '7475.0' WHERE ds = '2024-09-05 00:00:00' 2024-11-20 10:33:31,700 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.44', Informer = '7535.38', LSTM = '7399.34', iTransformer = '7579.63', TSMixer = '7490.15', TSMixerx = '7530.32', PatchTST = '7484.73', RNN = '7455.8', GRU = '7477.09', TCN = '7467.9', BiTCN = '7540.47', DilatedRNN = '7420.37', MLP = '7514.24', DLinear = '7518.1', NLinear = '7469.82', TFT = '7508.77', StemGNN = '7582.87', MLPMultivariate = '7581.29', TiDE = '7483.85', DeepNPTS = '7606.65', y = '7442.5' WHERE ds = '2024-09-06 00:00:00' 2024-11-20 10:33:31,700 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.44', Informer = '7535.38', LSTM = '7399.34', iTransformer = '7579.63', TSMixer = '7490.15', TSMixerx = '7530.32', PatchTST = '7484.73', RNN = '7455.8', GRU = '7477.09', TCN = '7467.9', BiTCN = '7540.47', DilatedRNN = '7420.37', MLP = '7514.24', DLinear = '7518.1', NLinear = '7469.82', TFT = '7508.77', StemGNN = '7582.87', MLPMultivariate = '7581.29', TiDE = '7483.85', DeepNPTS = '7606.65', y = '7442.5' WHERE ds = '2024-09-06 00:00:00' 2024-11-20 10:33:31,703 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7470.01', Informer = '7515.88', LSTM = '7364.62', iTransformer = '7562.42', TSMixer = '7446.27', TSMixerx = '7498.53', PatchTST = '7460.67', RNN = '7431.29', GRU = '7457.63', TCN = '7439.77', BiTCN = '7496.35', DilatedRNN = '7380.39', MLP = '7490.04', DLinear = '7478.05', NLinear = '7433.33', TFT = '7489.86', StemGNN = '7574.18', MLPMultivariate = '7557.17', TiDE = '7447.27', DeepNPTS = '7583.34', y = '7422.5' WHERE ds = '2024-09-09 00:00:00' 2024-11-20 10:33:31,703 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7470.01', Informer = '7515.88', LSTM = '7364.62', iTransformer = '7562.42', TSMixer = '7446.27', TSMixerx = '7498.53', PatchTST = '7460.67', RNN = '7431.29', GRU = '7457.63', TCN = '7439.77', BiTCN = '7496.35', DilatedRNN = '7380.39', MLP = '7490.04', DLinear = '7478.05', NLinear = '7433.33', TFT = '7489.86', StemGNN = '7574.18', MLPMultivariate = '7557.17', TiDE = '7447.27', DeepNPTS = '7583.34', y = '7422.5' WHERE ds = '2024-09-09 00:00:00' 2024-11-20 10:33:31,705 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7451.33', Informer = '7504.81', LSTM = '7339.71', iTransformer = '7541.21', TSMixer = '7420.48', TSMixerx = '7477.1', PatchTST = '7438.77', RNN = '7409.71', GRU = '7440.34', TCN = '7417.87', BiTCN = '7462.64', DilatedRNN = '7355.09', MLP = '7458.54', DLinear = '7445.15', NLinear = '7421.15', TFT = '7475.16', StemGNN = '7564.85', MLPMultivariate = '7527.78', TiDE = '7425.45', DeepNPTS = '7562.5', y = '7412.5' WHERE ds = '2024-09-10 00:00:00' 2024-11-20 10:33:31,705 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7451.33', Informer = '7504.81', LSTM = '7339.71', iTransformer = '7541.21', TSMixer = '7420.48', TSMixerx = '7477.1', PatchTST = '7438.77', RNN = '7409.71', GRU = '7440.34', TCN = '7417.87', BiTCN = '7462.64', DilatedRNN = '7355.09', MLP = '7458.54', DLinear = '7445.15', NLinear = '7421.15', TFT = '7475.16', StemGNN = '7564.85', MLPMultivariate = '7527.78', TiDE = '7425.45', DeepNPTS = '7562.5', y = '7412.5' WHERE ds = '2024-09-10 00:00:00' 2024-11-20 10:33:31,708 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7430.97', Informer = '7491.05', LSTM = '7330.97', iTransformer = '7519.37', TSMixer = '7404.28', TSMixerx = '7462.26', PatchTST = '7420.89', RNN = '7398.85', GRU = '7436.14', TCN = '7408.15', BiTCN = '7431.14', DilatedRNN = '7340.45', MLP = '7432.55', DLinear = '7418.98', NLinear = '7415.28', TFT = '7464.61', StemGNN = '7555.64', MLPMultivariate = '7498.71', TiDE = '7417.44', DeepNPTS = '7535.0', y = '7387.5' WHERE ds = '2024-09-11 00:00:00' 2024-11-20 10:33:31,708 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7430.97', Informer = '7491.05', LSTM = '7330.97', iTransformer = '7519.37', TSMixer = '7404.28', TSMixerx = '7462.26', PatchTST = '7420.89', RNN = '7398.85', GRU = '7436.14', TCN = '7408.15', BiTCN = '7431.14', DilatedRNN = '7340.45', MLP = '7432.55', DLinear = '7418.98', NLinear = '7415.28', TFT = '7464.61', StemGNN = '7555.64', MLPMultivariate = '7498.71', TiDE = '7417.44', DeepNPTS = '7535.0', y = '7387.5' WHERE ds = '2024-09-11 00:00:00' 2024-11-20 10:33:31,710 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7398.0', Informer = '7478.74', LSTM = '7303.67', iTransformer = '7492.92', TSMixer = '7382.31', TSMixerx = '7444.67', PatchTST = '7391.09', RNN = '7382.94', GRU = '7411.65', TCN = '7396.88', BiTCN = '7397.14', DilatedRNN = '7313.15', MLP = '7402.38', DLinear = '7400.79', NLinear = '7386.94', TFT = '7448.76', StemGNN = '7545.54', MLPMultivariate = '7460.06', TiDE = '7395.3', DeepNPTS = '7475.01', y = '7380.0' WHERE ds = '2024-09-12 00:00:00' 2024-11-20 10:33:31,710 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7398.0', Informer = '7478.74', LSTM = '7303.67', iTransformer = '7492.92', TSMixer = '7382.31', TSMixerx = '7444.67', PatchTST = '7391.09', RNN = '7382.94', GRU = '7411.65', TCN = '7396.88', BiTCN = '7397.14', DilatedRNN = '7313.15', MLP = '7402.38', DLinear = '7400.79', NLinear = '7386.94', TFT = '7448.76', StemGNN = '7545.54', MLPMultivariate = '7460.06', TiDE = '7395.3', DeepNPTS = '7475.01', y = '7380.0' WHERE ds = '2024-09-12 00:00:00' 2024-11-20 10:33:31,712 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7388.71', Informer = '7460.03', LSTM = '7300.95', iTransformer = '7464.13', TSMixer = '7369.45', TSMixerx = '7424.93', PatchTST = '7380.86', RNN = '7379.25', GRU = '7411.88', TCN = '7392.85', BiTCN = '7374.15', DilatedRNN = '7309.57', MLP = '7382.1', DLinear = '7401.54', NLinear = '7385.04', TFT = '7438.55', StemGNN = '7535.68', MLPMultivariate = '7439.73', TiDE = '7384.62', DeepNPTS = '7442.51', y = '7395.0' WHERE ds = '2024-09-13 00:00:00' 2024-11-20 10:33:31,712 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7388.71', Informer = '7460.03', LSTM = '7300.95', iTransformer = '7464.13', TSMixer = '7369.45', TSMixerx = '7424.93', PatchTST = '7380.86', RNN = '7379.25', GRU = '7411.88', TCN = '7392.85', BiTCN = '7374.15', DilatedRNN = '7309.57', MLP = '7382.1', DLinear = '7401.54', NLinear = '7385.04', TFT = '7438.55', StemGNN = '7535.68', MLPMultivariate = '7439.73', TiDE = '7384.62', DeepNPTS = '7442.51', y = '7395.0' WHERE ds = '2024-09-13 00:00:00' 2024-11-20 10:33:31,714 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7403.95', Informer = '7464.0', LSTM = '7318.92', iTransformer = '7450.39', TSMixer = '7380.9', TSMixerx = '7417.35', PatchTST = '7390.87', RNN = '7396.28', GRU = '7429.07', TCN = '7406.03', BiTCN = '7371.11', DilatedRNN = '7327.5', MLP = '7375.1', DLinear = '7403.94', NLinear = '7403.98', TFT = '7435.49', StemGNN = '7527.23', MLPMultivariate = '7421.01', TiDE = '7393.19', DeepNPTS = '7422.53', y = '7375.0' WHERE ds = '2024-09-14 00:00:00' 2024-11-20 10:33:31,714 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7403.95', Informer = '7464.0', LSTM = '7318.92', iTransformer = '7450.39', TSMixer = '7380.9', TSMixerx = '7417.35', PatchTST = '7390.87', RNN = '7396.28', GRU = '7429.07', TCN = '7406.03', BiTCN = '7371.11', DilatedRNN = '7327.5', MLP = '7375.1', DLinear = '7403.94', NLinear = '7403.98', TFT = '7435.49', StemGNN = '7527.23', MLPMultivariate = '7421.01', TiDE = '7393.19', DeepNPTS = '7422.53', y = '7375.0' WHERE ds = '2024-09-14 00:00:00' 2024-11-20 10:33:31,716 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7378.25', Informer = '7450.51', LSTM = '7296.64', iTransformer = '7420.48', TSMixer = '7374.33', TSMixerx = '7397.35', PatchTST = '7365.31', RNN = '7369.65', GRU = '7403.89', TCN = '7405.31', BiTCN = '7367.04', DilatedRNN = '7307.74', MLP = '7352.11', DLinear = '7382.56', NLinear = '7384.77', TFT = '7418.46', StemGNN = '7518.24', MLPMultivariate = '7376.68', TiDE = '7382.2', DeepNPTS = '7412.61', y = '7342.5' WHERE ds = '2024-09-18 00:00:00' 2024-11-20 10:33:31,716 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7378.25', Informer = '7450.51', LSTM = '7296.64', iTransformer = '7420.48', TSMixer = '7374.33', TSMixerx = '7397.35', PatchTST = '7365.31', RNN = '7369.65', GRU = '7403.89', TCN = '7405.31', BiTCN = '7367.04', DilatedRNN = '7307.74', MLP = '7352.11', DLinear = '7382.56', NLinear = '7384.77', TFT = '7418.46', StemGNN = '7518.24', MLPMultivariate = '7376.68', TiDE = '7382.2', DeepNPTS = '7412.61', y = '7342.5' WHERE ds = '2024-09-18 00:00:00' 2024-11-20 10:33:31,719 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7345.8', Informer = '7424.07', LSTM = '7273.03', iTransformer = '7383.78', TSMixer = '7351.39', TSMixerx = '7367.71', PatchTST = '7348.02', RNN = '7343.67', GRU = '7377.78', TCN = '7405.74', BiTCN = '7364.49', DilatedRNN = '7286.64', MLP = '7340.79', DLinear = '7371.55', NLinear = '7346.23', TFT = '7404.98', StemGNN = '7508.11', MLPMultivariate = '7313.24', TiDE = '7357.08', DeepNPTS = '7392.25', y = '7325.0' WHERE ds = '2024-09-19 00:00:00' 2024-11-20 10:37:53,139 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-20 10:37:53,139 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-20 10:37:53,141 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-01 2024-11-20 10:37:53,141 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-01