[2021-10-30 11:45:54.621605] INFO: moduleinvoker: instruments.v2 开始运行..
[2021-10-30 11:45:54.631233] INFO: moduleinvoker: 命中缓存
[2021-10-30 11:45:54.632560] INFO: moduleinvoker: instruments.v2 运行完成[0.010967s].
[2021-10-30 11:45:54.636121] INFO: moduleinvoker: input_features.v1 开始运行..
[2021-10-30 11:45:54.644146] INFO: moduleinvoker: 命中缓存
[2021-10-30 11:45:54.645299] INFO: moduleinvoker: input_features.v1 运行完成[0.009181s].
[2021-10-30 11:45:54.656090] INFO: moduleinvoker: general_feature_extractor.v7 开始运行..
[2021-10-30 11:45:54.660614] INFO: moduleinvoker: 命中缓存
[2021-10-30 11:45:54.661747] INFO: moduleinvoker: general_feature_extractor.v7 运行完成[0.005663s].
[2021-10-30 11:45:54.667849] INFO: moduleinvoker: derived_feature_extractor.v3 开始运行..
[2021-10-30 11:45:54.673479] INFO: moduleinvoker: 命中缓存
[2021-10-30 11:45:54.674634] INFO: moduleinvoker: derived_feature_extractor.v3 运行完成[0.006784s].
[2021-10-30 11:45:54.678890] INFO: moduleinvoker: genetic_algorithm.v1 开始运行..
[2021-10-30 11:45:56.571246] INFO: 遗传规划: loading data from 2018-01-01 to 2020-08-30...
[2021-10-30 11:46:36.806449] INFO: 遗传规划: loaded data from 2018-01-01 to 2020-08-30 successfully
[2021-10-30 11:46:37.053124] INFO: 遗传规划: loading data from 2018-01-01 to 2021-10-20...
[2021-10-30 11:47:31.150424] INFO: 遗传规划: loaded data from 2018-01-01 to 2021-10-20 successfully
[2021-10-30 11:47:31.215740] INFO: 遗传规划: 初始化toolbox ...
[2021-10-30 11:47:31.221970] INFO: 遗传规划: == 开始第「1」次因子挖掘 ==
[2021-10-30 11:47:31.223469] INFO: 遗传规划: -- 开始第「1」次循环第「1」代挖掘 --
[2021-10-30 11:47:31.225537] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2021-10-30 11:47:31.229799] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:47:31.311625] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:47:41.379337] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 10.1s
[2021-10-30 11:47:41.861339] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 10.5s remaining: 42.2s
[2021-10-30 11:47:41.865395] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 10.6s remaining: 24.6s
[2021-10-30 11:47:42.210623] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 10.9s remaining: 16.3s
[2021-10-30 11:47:42.626627] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 11.3s remaining: 11.3s
[2021-10-30 11:47:47.640536] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 16.3s remaining: 10.9s
[2021-10-30 11:47:47.834634] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 16.5s remaining: 7.1s
[2021-10-30 11:47:48.138877] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 16.8s remaining: 4.2s
[2021-10-30 11:47:49.225276] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 17.9s finished
[2021-10-30 11:47:49.224497] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 17.9s remaining: 0.0s
[2021-10-30 11:47:49.429446] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:47:49.432047] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:47:56.084302] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 6.7s
[2021-10-30 11:47:56.426918] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 7.0s remaining: 28.0s
[2021-10-30 11:47:56.777491] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 7.3s remaining: 17.1s
[2021-10-30 11:47:56.882500] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 7.4s remaining: 11.2s
[2021-10-30 11:47:57.571541] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 8.1s remaining: 8.1s
[2021-10-30 11:48:01.570309] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 12.1s remaining: 8.1s
[2021-10-30 11:48:01.615849] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 12.2s remaining: 5.2s
[2021-10-30 11:48:02.077152] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 12.6s remaining: 3.2s
[2021-10-30 11:48:03.067250] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 13.6s finished
[2021-10-30 11:48:03.066536] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 13.6s remaining: 0.0s
[2021-10-30 11:48:03.271344] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [32.0436968379654s]
[2021-10-30 11:48:03.274223] INFO: 遗传规划: 共「1」个表达式:['sma(standardation(return_0), constant(3))']通过训练数据检测
[2021-10-30 11:48:03.275376] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2021-10-30 11:48:03.276521] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2021-10-30 11:48:03.277993] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:48:03.280312] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:48:09.714791] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 6.4s
[2021-10-30 11:48:09.725710] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 out of 1 | elapsed: 6.4s finished
[2021-10-30 11:48:09.928565] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [6.650819831003901s]
[2021-10-30 11:48:09.930591] INFO: 遗传规划: 共「1」个表达式:['sma(standardation(return_0), constant(3))']通过测试数据检测
[2021-10-30 11:48:09.931688] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2021-10-30 11:48:09.932777] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2021-10-30 11:48:36.973436] INFO: 遗传规划: 添加表达式[sma(standardation(return_0), constant(3))]至表达式保存列表中
[2021-10-30 11:48:36.974968] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [27.041169412026647s]
[2021-10-30 11:48:36.976058] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2021-10-30 11:48:37.218115] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': 1.8014644530165738, 'std': 0.0, 'min': 1.8014644530165738, 'max': 1.8014644530165738}]
[2021-10-30 11:48:37.219894] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2021-10-30 11:48:37.221934] INFO: 遗传规划: -- 开始第「1」次循环第「2」代挖掘 --
[2021-10-30 11:48:37.223507] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2021-10-30 11:48:37.225937] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:48:37.228256] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:48:51.382037] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 14.2s
[2021-10-30 11:48:51.838907] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 8 | elapsed: 14.6s remaining: 43.8s
[2021-10-30 11:48:52.218024] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 8 | elapsed: 15.0s remaining: 25.0s
[2021-10-30 11:48:52.489371] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 8 | elapsed: 15.3s remaining: 15.3s
[2021-10-30 11:48:52.737762] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 8 | elapsed: 15.5s remaining: 9.3s
[2021-10-30 11:48:59.469478] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 8 | elapsed: 22.2s remaining: 7.4s
[2021-10-30 11:49:00.600432] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 23.4s finished
[2021-10-30 11:49:00.599346] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 23.4s remaining: 0.0s
[2021-10-30 11:49:00.805391] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:49:00.808171] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:49:09.912576] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 9.1s
[2021-10-30 11:49:10.305790] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 8 | elapsed: 9.5s remaining: 28.5s
[2021-10-30 11:49:10.701633] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 8 | elapsed: 9.9s remaining: 16.5s
[2021-10-30 11:49:11.227003] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 8 | elapsed: 10.4s remaining: 10.4s
[2021-10-30 11:49:11.824968] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 8 | elapsed: 11.0s remaining: 6.6s
[2021-10-30 11:49:17.520842] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 8 | elapsed: 16.7s remaining: 5.6s
[2021-10-30 11:49:18.571197] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 17.8s finished
[2021-10-30 11:49:18.570474] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 17.8s remaining: 0.0s
[2021-10-30 11:49:18.775071] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [41.55004037800245s]
[2021-10-30 11:49:18.777653] INFO: 遗传规划: 共「0」个表达式:[]通过训练数据检测
[2021-10-30 11:49:18.778849] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2021-10-30 11:49:18.787367] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2021-10-30 11:49:18.790628] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:49:18.793677] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:49:18.795176] INFO: AI: [ParallelEx(n_jobs=5)]: Done 0 out of 0 | elapsed: 0.0s finished
[2021-10-30 11:49:18.796787] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [0.006812242034357041s]
[2021-10-30 11:49:18.798290] INFO: 遗传规划: 共「0」个表达式:[]通过测试数据检测
[2021-10-30 11:49:18.799766] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2021-10-30 11:49:18.800901] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2021-10-30 11:49:18.802036] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [7.0359674282372e-06s]
[2021-10-30 11:49:18.803843] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2021-10-30 11:49:18.806235] INFO: 遗传规划: 未找到适应度满足条件的表达式,故本代挖掘未添加任何表达式至表达式保存列表中
[2021-10-30 11:49:18.881120] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': 1.8014644530165738, 'std': 0.0, 'min': 1.8014644530165738, 'max': 1.8014644530165738}, {'gen': 2, 'nevals': 8, 'avg': 0.41572501134738304, 'std': 0.4027669007913395, 'min': -0.40450131974237, 'max': 0.8306588530067993}]
[2021-10-30 11:49:18.883467] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2021-10-30 11:49:18.885895] INFO: 遗传规划: -- 开始第「1」次循环第「3」代挖掘 --
[2021-10-30 11:49:18.888076] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2021-10-30 11:49:18.892058] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:49:18.895092] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:49:28.872643] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 10.0s
[2021-10-30 11:49:29.288996] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 9 | elapsed: 10.4s remaining: 36.4s
[2021-10-30 11:49:29.705643] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 9 | elapsed: 10.8s remaining: 21.6s
[2021-10-30 11:49:30.184164] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 9 | elapsed: 11.3s remaining: 14.1s
[2021-10-30 11:49:30.423006] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 9 | elapsed: 11.5s remaining: 9.2s
[2021-10-30 11:49:37.472809] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 9 | elapsed: 18.6s remaining: 9.3s
[2021-10-30 11:49:37.753302] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 9 | elapsed: 18.9s remaining: 5.4s
[2021-10-30 11:49:38.916345] INFO: AI: [ParallelEx(n_jobs=5)]: Done 9 out of 9 | elapsed: 20.0s finished
[2021-10-30 11:49:38.915660] INFO: AI: [ParallelEx(n_jobs=5)]: Done 9 out of 9 | elapsed: 20.0s remaining: 0.0s
[2021-10-30 11:49:39.120110] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:49:39.122302] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:49:48.226179] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 9.1s
[2021-10-30 11:49:48.650746] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 9 | elapsed: 9.5s remaining: 33.3s
[2021-10-30 11:49:49.062776] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 9 | elapsed: 9.9s remaining: 19.9s
[2021-10-30 11:49:49.236731] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 9 | elapsed: 10.1s remaining: 12.6s
[2021-10-30 11:49:49.676606] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 9 | elapsed: 10.6s remaining: 8.4s
[2021-10-30 11:49:56.147535] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 9 | elapsed: 17.0s remaining: 8.5s
[2021-10-30 11:49:56.364118] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 9 | elapsed: 17.2s remaining: 4.9s
[2021-10-30 11:49:57.144968] INFO: AI: [ParallelEx(n_jobs=5)]: Done 9 out of 9 | elapsed: 18.0s finished
[2021-10-30 11:49:57.144259] INFO: AI: [ParallelEx(n_jobs=5)]: Done 9 out of 9 | elapsed: 18.0s remaining: 0.0s
[2021-10-30 11:49:57.348881] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [38.45790506101912s]
[2021-10-30 11:49:57.351304] INFO: 遗传规划: 共「0」个表达式:[]通过训练数据检测
[2021-10-30 11:49:57.352355] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2021-10-30 11:49:57.353315] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2021-10-30 11:49:57.354541] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:49:57.356236] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:49:57.357279] INFO: AI: [ParallelEx(n_jobs=5)]: Done 0 out of 0 | elapsed: 0.0s finished
[2021-10-30 11:49:57.358528] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [0.004242850991431624s]
[2021-10-30 11:49:57.359436] INFO: 遗传规划: 共「0」个表达式:[]通过测试数据检测
[2021-10-30 11:49:57.360414] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2021-10-30 11:49:57.361389] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2021-10-30 11:49:57.362443] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [2.496992237865925e-06s]
[2021-10-30 11:49:57.363410] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2021-10-30 11:49:57.364358] INFO: 遗传规划: 未找到适应度满足条件的表达式,故本代挖掘未添加任何表达式至表达式保存列表中
[2021-10-30 11:49:57.434295] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': 1.8014644530165738, 'std': 0.0, 'min': 1.8014644530165738, 'max': 1.8014644530165738}, {'gen': 2, 'nevals': 8, 'avg': 0.41572501134738304, 'std': 0.4027669007913395, 'min': -0.40450131974237, 'max': 0.8306588530067993}, {'gen': 3, 'nevals': 9, 'avg': 0.74593499984857, 'std': 0.12202015710920394, 'min': 0.5153648897672801, 'max': 0.8456432736126808}]
[2021-10-30 11:49:57.435953] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2021-10-30 11:49:57.453532] INFO: 遗传规划: == 第「1」次因子挖掘循环结束,共耗时 [146.2315579340211s] ==
[2021-10-30 11:49:57.454693] INFO: 遗传规划: == 开始第「2」次因子挖掘 ==
[2021-10-30 11:49:57.456114] INFO: 遗传规划: -- 开始第「2」次循环第「1」代挖掘 --
[2021-10-30 11:49:57.457264] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2021-10-30 11:49:57.460022] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:49:57.462405] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:50:07.677010] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 10.2s
[2021-10-30 11:50:07.679267] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 10.2s remaining: 40.9s
[2021-10-30 11:50:08.184980] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 10.7s remaining: 25.0s
[2021-10-30 11:50:08.391442] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 10.9s remaining: 16.4s
[2021-10-30 11:50:08.737578] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 11.3s remaining: 11.3s
[2021-10-30 11:50:16.300307] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 18.8s remaining: 12.6s
[2021-10-30 11:50:16.650017] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 19.2s remaining: 8.2s
[2021-10-30 11:50:16.800725] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 19.3s remaining: 4.8s
[2021-10-30 11:50:17.338677] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 19.9s finished
[2021-10-30 11:50:17.337960] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 19.9s remaining: 0.0s
[2021-10-30 11:50:17.542301] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:50:17.544457] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:50:26.956489] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 9.4s
[2021-10-30 11:50:26.990551] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 9.4s remaining: 37.8s
[2021-10-30 11:50:27.332990] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 9.8s remaining: 22.8s
[2021-10-30 11:50:27.820231] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 10.3s remaining: 15.4s
[2021-10-30 11:50:27.983938] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 10.4s remaining: 10.4s
[2021-10-30 11:50:35.012239] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 17.5s remaining: 11.6s
[2021-10-30 11:50:35.308831] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 17.8s remaining: 7.6s
[2021-10-30 11:50:36.640278] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 19.1s remaining: 4.8s
[2021-10-30 11:50:36.808217] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 19.3s finished
[2021-10-30 11:50:36.807111] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 19.3s remaining: 0.0s
[2021-10-30 11:50:37.013443] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [39.55455872998573s]
[2021-10-30 11:50:37.016689] INFO: 遗传规划: 共「0」个表达式:[]通过训练数据检测
[2021-10-30 11:50:37.018588] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2021-10-30 11:50:37.020411] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2021-10-30 11:50:37.022581] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:50:37.024991] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:50:37.026615] INFO: AI: [ParallelEx(n_jobs=5)]: Done 0 out of 0 | elapsed: 0.0s finished
[2021-10-30 11:50:37.028491] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [0.0062020900077186525s]
[2021-10-30 11:50:37.029420] INFO: 遗传规划: 共「0」个表达式:[]通过测试数据检测
[2021-10-30 11:50:37.030972] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2021-10-30 11:50:37.032099] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2021-10-30 11:50:37.033118] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [3.269000444561243e-06s]
[2021-10-30 11:50:37.034673] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2021-10-30 11:50:37.036086] INFO: 遗传规划: 未找到适应度满足条件的表达式,故本代挖掘未添加任何表达式至表达式保存列表中
[2021-10-30 11:50:37.110474] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': 1.009072084095288, 'std': 0.40033572132409556, 'min': 0.6429795824874913, 'max': 1.792060973612757}]
[2021-10-30 11:50:37.113109] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2021-10-30 11:50:37.116150] INFO: 遗传规划: -- 开始第「2」次循环第「2」代挖掘 --
[2021-10-30 11:50:37.119221] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2021-10-30 11:50:37.124020] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:50:37.127467] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:50:48.101811] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 11.0s
[2021-10-30 11:50:48.584920] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 8 | elapsed: 11.5s remaining: 34.4s
[2021-10-30 11:50:49.804719] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 8 | elapsed: 12.7s remaining: 21.1s
[2021-10-30 11:50:50.181963] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 8 | elapsed: 13.1s remaining: 13.1s
[2021-10-30 11:50:50.437456] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 8 | elapsed: 13.3s remaining: 8.0s
[2021-10-30 11:50:57.672541] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 8 | elapsed: 20.5s remaining: 6.8s
[2021-10-30 11:50:58.960186] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 21.8s finished
[2021-10-30 11:50:58.959058] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 21.8s remaining: 0.0s
[2021-10-30 11:50:59.164394] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:50:59.167165] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:51:09.141506] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 10.0s
[2021-10-30 11:51:09.773499] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 8 | elapsed: 10.6s remaining: 31.8s
[2021-10-30 11:51:10.691435] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 8 | elapsed: 11.5s remaining: 19.2s
[2021-10-30 11:51:11.216839] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 8 | elapsed: 12.0s remaining: 12.0s
[2021-10-30 11:51:11.221883] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 8 | elapsed: 12.1s remaining: 7.2s
[2021-10-30 11:51:17.600360] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 8 | elapsed: 18.4s remaining: 6.1s
[2021-10-30 11:51:19.079149] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 19.9s finished
[2021-10-30 11:51:19.078445] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 19.9s remaining: 0.0s
[2021-10-30 11:51:19.285434] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [42.16244975000154s]
[2021-10-30 11:51:19.288784] INFO: 遗传规划: 共「1」个表达式:['min(return_0, open_0)']通过训练数据检测
[2021-10-30 11:51:19.290052] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2021-10-30 11:51:19.292027] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2021-10-30 11:51:19.294112] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:51:19.297752] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:51:29.533789] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 10.2s
[2021-10-30 11:51:29.545089] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 out of 1 | elapsed: 10.2s finished
[2021-10-30 11:51:29.848685] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [10.55506951600546s]
[2021-10-30 11:51:29.851140] INFO: 遗传规划: 共「0」个表达式:[]通过测试数据检测
[2021-10-30 11:51:29.852355] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2021-10-30 11:51:29.853449] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2021-10-30 11:51:29.854943] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [3.822962753474712e-06s]
[2021-10-30 11:51:29.856066] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2021-10-30 11:51:29.857574] INFO: 遗传规划: 未找到适应度满足条件的表达式,故本代挖掘未添加任何表达式至表达式保存列表中
[2021-10-30 11:51:29.941540] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': 1.009072084095288, 'std': 0.40033572132409556, 'min': 0.6429795824874913, 'max': 1.792060973612757}, {'gen': 2, 'nevals': 8, 'avg': 1.1433017597984974, 'std': 0.0, 'min': 1.1433017597984974, 'max': 1.1433017597984974}]
[2021-10-30 11:51:29.943719] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2021-10-30 11:51:29.945445] INFO: 遗传规划: -- 开始第「2」次循环第「3」代挖掘 --
[2021-10-30 11:51:29.947424] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2021-10-30 11:51:29.950226] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:51:29.952991] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:51:40.671515] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 10.7s
[2021-10-30 11:51:41.513709] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 4 | elapsed: 11.6s remaining: 11.6s
[2021-10-30 11:51:42.148167] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 4 | elapsed: 12.2s finished
[2021-10-30 11:51:42.147324] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 4 | elapsed: 12.2s remaining: 0.0s
[2021-10-30 11:51:42.353454] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:51:42.356325] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:51:52.776813] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 10.4s
[2021-10-30 11:51:52.819222] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 4 | elapsed: 10.5s remaining: 10.5s
[2021-10-30 11:51:53.774538] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 4 | elapsed: 11.4s remaining: 0.0s
[2021-10-30 11:51:53.775485] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 4 | elapsed: 11.4s finished
[2021-10-30 11:51:53.980157] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [24.03065355803119s]
[2021-10-30 11:51:53.983105] INFO: 遗传规划: 共「2」个表达式:['min(return_0, return_0)', 'min(return_0, open_0)']通过训练数据检测
[2021-10-30 11:51:53.984336] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2021-10-30 11:51:53.985919] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2021-10-30 11:51:53.987290] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2021-10-30 11:51:53.989813] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2021-10-30 11:52:03.706979] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 9.7s
[2021-10-30 11:52:04.055137] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 2 | elapsed: 10.1s remaining: 0.0s
[2021-10-30 11:52:04.056316] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 2 | elapsed: 10.1s finished
[2021-10-30 11:52:04.260822] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [10.273781284980942s]
[2021-10-30 11:52:04.263195] INFO: 遗传规划: 共「0」个表达式:[]通过测试数据检测
[2021-10-30 11:52:04.264729] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2021-10-30 11:52:04.265779] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2021-10-30 11:52:04.267193] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [2.693035639822483e-06s]
[2021-10-30 11:52:04.268375] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2021-10-30 11:52:04.269541] INFO: 遗传规划: 未找到适应度满足条件的表达式,故本代挖掘未添加任何表达式至表达式保存列表中
[2021-10-30 11:52:04.347444] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': 1.009072084095288, 'std': 0.40033572132409556, 'min': 0.6429795824874913, 'max': 1.792060973612757}, {'gen': 2, 'nevals': 8, 'avg': 1.1433017597984974, 'std': 0.0, 'min': 1.1433017597984974, 'max': 1.1433017597984974}, {'gen': 3, 'nevals': 4, 'avg': 1.1458702501661828, 'std': 0.002568490367685472, 'min': 1.1433017597984974, 'max': 1.1484387405338683}]
[2021-10-30 11:52:04.349708] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2021-10-30 11:52:04.362829] INFO: 遗传规划: == 第「2」次因子挖掘循环结束,共耗时 [126.90811759303324s] ==
[2021-10-30 11:52:04.364466] INFO: 遗传规划: 所有通过检验的因子共「1」个:{'alpha0001': 'sma(standardation(return_0), constant(3))'}
[2021-10-30 11:52:04.365574] INFO: 遗传规划: 本次因子挖掘共循环「2」次,每次进行种群数量为「10」个的挖掘共「3」代,共耗时 [273.1499s]
[2021-10-30 11:52:04.443443] INFO: moduleinvoker: genetic_algorithm.v1 运行完成[369.764521s].