[2022-03-23 19:28:44.724808] INFO: moduleinvoker: instruments.v2 开始运行..
[2022-03-23 19:28:45.478064] INFO: moduleinvoker: instruments.v2 运行完成[0.75519s].
[2022-03-23 19:28:45.489814] INFO: moduleinvoker: input_features.v1 开始运行..
[2022-03-23 19:28:45.548512] INFO: moduleinvoker: 命中缓存
[2022-03-23 19:28:45.550521] INFO: moduleinvoker: input_features.v1 运行完成[0.060731s].
[2022-03-23 19:28:45.583114] INFO: moduleinvoker: general_feature_extractor.v7 开始运行..
[2022-03-23 19:29:14.104239] INFO: 基础特征抽取: 年份 2017, 特征行数=193398
[2022-03-23 19:29:16.182661] INFO: 基础特征抽取: 年份 2018, 特征行数=364925
[2022-03-23 19:29:16.265842] INFO: 基础特征抽取: 总行数: 558323
[2022-03-23 19:29:16.274936] INFO: moduleinvoker: general_feature_extractor.v7 运行完成[30.691838s].
[2022-03-23 19:29:16.307917] INFO: moduleinvoker: derived_feature_extractor.v3 开始运行..
[2022-03-23 19:29:18.302469] INFO: derived_feature_extractor: /y_2017, 193398
[2022-03-23 19:29:19.109488] INFO: derived_feature_extractor: /y_2018, 364925
[2022-03-23 19:29:19.333578] INFO: moduleinvoker: derived_feature_extractor.v3 运行完成[3.025689s].
[2022-03-23 19:29:19.387325] INFO: moduleinvoker: genetic_algorithm.v1 开始运行..
[2022-03-23 19:29:19.913329] INFO: 遗传规划: loading data from 2018-01-01 to 2018-04-30...
[2022-03-23 19:29:33.330685] INFO: 遗传规划: loaded data from 2018-01-01 to 2018-04-30 successfully
[2022-03-23 19:29:33.367824] INFO: 遗传规划: loading data from 2018-01-01 to 2018-06-20...
[2022-03-23 19:29:43.746404] INFO: 遗传规划: loaded data from 2018-01-01 to 2018-06-20 successfully
[2022-03-23 19:29:43.755419] INFO: 遗传规划: 初始化toolbox ...
[2022-03-23 19:29:43.763325] INFO: 遗传规划: == 开始第「1」次因子挖掘 ==
[2022-03-23 19:29:43.766233] INFO: 遗传规划: -- 开始第「1」次循环第「1」代挖掘 --
[2022-03-23 19:29:43.768333] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2022-03-23 19:29:43.777128] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:29:43.838922] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:29:49.334473] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 5.5s
[2022-03-23 19:29:49.366715] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 5.5s remaining: 22.1s
[2022-03-23 19:29:49.374485] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 5.5s remaining: 12.9s
[2022-03-23 19:29:49.572473] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 5.7s remaining: 8.6s
[2022-03-23 19:29:49.608372] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 5.8s remaining: 5.8s
[2022-03-23 19:29:50.327872] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 6.5s remaining: 4.3s
[2022-03-23 19:29:50.598575] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 6.8s remaining: 2.9s
[2022-03-23 19:29:50.714589] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 6.9s remaining: 1.7s
[2022-03-23 19:29:50.837605] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 7.0s finished
[2022-03-23 19:29:50.836570] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 7.0s remaining: 0.0s
[2022-03-23 19:29:50.942205] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:29:50.945324] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:29:51.996951] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.0s
[2022-03-23 19:29:52.281536] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 1.3s remaining: 5.3s
[2022-03-23 19:29:52.324778] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 1.4s remaining: 3.2s
[2022-03-23 19:29:52.539844] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 1.6s remaining: 2.4s
[2022-03-23 19:29:52.650850] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 1.7s remaining: 1.7s
[2022-03-23 19:29:52.886537] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 1.9s remaining: 1.3s
[2022-03-23 19:29:53.107082] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 2.2s remaining: 0.9s
[2022-03-23 19:29:53.293807] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 2.3s remaining: 0.6s
[2022-03-23 19:29:53.566911] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.6s remaining: 0.0s
[2022-03-23 19:29:53.567732] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.6s finished
[2022-03-23 19:29:53.676313] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [9.90395723306574s]
[2022-03-23 19:29:53.680340] INFO: 遗传规划: 共「0」个表达式:[]通过训练数据检测
[2022-03-23 19:29:53.681958] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2022-03-23 19:29:53.683292] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2022-03-23 19:29:53.690127] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:29:53.693552] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:29:53.695498] INFO: AI: [ParallelEx(n_jobs=5)]: Done 0 out of 0 | elapsed: 0.0s finished
[2022-03-23 19:29:53.697235] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [0.0075552319176495075s]
[2022-03-23 19:29:53.698641] INFO: 遗传规划: 共「0」个表达式:[]通过测试数据检测
[2022-03-23 19:29:53.700275] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2022-03-23 19:29:53.701783] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2022-03-23 19:29:53.703082] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [4.839850589632988e-06s]
[2022-03-23 19:29:53.704124] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2022-03-23 19:29:53.705109] 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
[2022-03-23 19:29:53.729274] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': 0.015687449597229498, 'std': 0.03128092881411909, 'min': -0.017752981790064036, 'max': 0.08694558158117943}]
[2022-03-23 19:29:53.731291] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2022-03-23 19:29:53.734626] INFO: 遗传规划: -- 开始第「1」次循环第「2」代挖掘 --
[2022-03-23 19:29:53.736292] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2022-03-23 19:29:53.738849] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:29:53.741210] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:29:54.772531] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.0s
[2022-03-23 19:29:55.022870] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 1.3s remaining: 5.1s
[2022-03-23 19:29:55.036041] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 1.3s remaining: 3.0s
[2022-03-23 19:29:55.311742] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 1.6s remaining: 2.4s
[2022-03-23 19:29:55.505342] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 1.8s remaining: 1.8s
[2022-03-23 19:29:55.669880] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 1.9s remaining: 1.3s
[2022-03-23 19:29:55.882994] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 2.1s remaining: 0.9s
[2022-03-23 19:29:56.173895] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 2.4s remaining: 0.6s
[2022-03-23 19:29:56.348931] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.6s finished
[2022-03-23 19:29:56.348084] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.6s remaining: 0.0s
[2022-03-23 19:29:56.453003] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:29:56.456617] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:29:57.431453] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.0s
[2022-03-23 19:29:57.795034] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 1.3s remaining: 5.3s
[2022-03-23 19:29:57.933554] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 1.5s remaining: 3.4s
[2022-03-23 19:29:58.125728] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 1.7s remaining: 2.5s
[2022-03-23 19:29:58.475657] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 2.0s remaining: 2.0s
[2022-03-23 19:29:58.490367] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 2.0s remaining: 1.4s
[2022-03-23 19:29:58.554809] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 2.1s remaining: 0.9s
[2022-03-23 19:29:58.724821] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 2.3s remaining: 0.6s
[2022-03-23 19:29:59.182340] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.7s remaining: 0.0s
[2022-03-23 19:29:59.183197] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.7s finished
[2022-03-23 19:29:59.290107] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [5.552365683019161s]
[2022-03-23 19:29:59.294795] INFO: 遗传规划: 共「1」个表达式:['decay_linear(return_0, 3)']通过训练数据检测
[2022-03-23 19:29:59.296840] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2022-03-23 19:29:59.298216] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2022-03-23 19:29:59.299446] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:29:59.301322] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:00.308237] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.0s
[2022-03-23 19:30:00.319611] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 out of 1 | elapsed: 1.0s finished
[2022-03-23 19:30:00.423058] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [1.1238566839601845s]
[2022-03-23 19:30:00.425410] INFO: 遗传规划: 共「1」个表达式:['decay_linear(return_0, 3)']通过测试数据检测
[2022-03-23 19:30:00.427163] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2022-03-23 19:30:00.428897] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2022-03-23 19:30:06.622576] INFO: 遗传规划: 添加表达式[decay_linear(return_0, 3)]至表达式保存列表中
[2022-03-23 19:30:06.624771] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [6.194224927108735s]
[2022-03-23 19:30:06.626913] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2022-03-23 19:30:06.654870] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': 0.015687449597229498, 'std': 0.03128092881411909, 'min': -0.017752981790064036, 'max': 0.08694558158117943}, {'gen': 2, 'nevals': 10, 'avg': 0.18945887993743818, 'std': 0.0, 'min': 0.18945887993743818, 'max': 0.18945887993743818}]
[2022-03-23 19:30:06.657038] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2022-03-23 19:30:06.660610] INFO: 遗传规划: -- 开始第「1」次循环第「3」代挖掘 --
[2022-03-23 19:30:06.662653] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2022-03-23 19:30:06.665844] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:06.669037] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:07.800607] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.1s
[2022-03-23 19:30:08.052602] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 1.4s remaining: 5.5s
[2022-03-23 19:30:08.114553] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 1.4s remaining: 3.4s
[2022-03-23 19:30:08.263656] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 1.6s remaining: 2.4s
[2022-03-23 19:30:08.555327] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 1.9s remaining: 1.9s
[2022-03-23 19:30:08.717247] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 2.0s remaining: 1.4s
[2022-03-23 19:30:08.951102] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 2.3s remaining: 1.0s
[2022-03-23 19:30:09.089325] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 2.4s remaining: 0.6s
[2022-03-23 19:30:09.447750] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.8s remaining: 0.0s
[2022-03-23 19:30:09.448663] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.8s finished
[2022-03-23 19:30:09.553102] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:09.555592] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:10.633697] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.1s
[2022-03-23 19:30:10.940911] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 1.4s remaining: 5.5s
[2022-03-23 19:30:11.121784] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 1.6s remaining: 3.7s
[2022-03-23 19:30:11.237835] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 1.7s remaining: 2.5s
[2022-03-23 19:30:11.354199] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 1.8s remaining: 1.8s
[2022-03-23 19:30:11.479497] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 1.9s remaining: 1.3s
[2022-03-23 19:30:11.775592] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 2.2s remaining: 1.0s
[2022-03-23 19:30:12.011427] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 2.5s remaining: 0.6s
[2022-03-23 19:30:12.276580] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.7s remaining: 0.0s
[2022-03-23 19:30:12.278194] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.7s finished
[2022-03-23 19:30:12.384435] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [5.719594590831548s]
[2022-03-23 19:30:12.388549] INFO: 遗传规划: 共「1」个表达式:['return_0']通过训练数据检测
[2022-03-23 19:30:12.390311] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2022-03-23 19:30:12.391851] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2022-03-23 19:30:12.393543] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:12.395860] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:13.663479] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.3s
[2022-03-23 19:30:13.675065] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 out of 1 | elapsed: 1.3s finished
[2022-03-23 19:30:13.779347] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [1.3860986968502402s]
[2022-03-23 19:30:13.781242] INFO: 遗传规划: 共「0」个表达式:[]通过测试数据检测
[2022-03-23 19:30:13.782856] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2022-03-23 19:30:13.784911] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2022-03-23 19:30:13.787341] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [1.7277197912335396e-05s]
[2022-03-23 19:30:13.789865] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2022-03-23 19:30:13.792185] 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
[2022-03-23 19:30:13.811176] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': 0.015687449597229498, 'std': 0.03128092881411909, 'min': -0.017752981790064036, 'max': 0.08694558158117943}, {'gen': 2, 'nevals': 10, 'avg': 0.18945887993743818, 'std': 0.0, 'min': 0.18945887993743818, 'max': 0.18945887993743818}, {'gen': 3, 'nevals': 10, 'avg': 0.08957678893297398, 'std': 0.0, 'min': 0.08957678893297398, 'max': 0.08957678893297398}]
[2022-03-23 19:30:13.813425] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2022-03-23 19:30:13.826393] INFO: 遗传规划: == 第「1」次因子挖掘循环结束,共耗时 [30.063076355028898s] ==
[2022-03-23 19:30:13.827851] INFO: 遗传规划: == 开始第「2」次因子挖掘 ==
[2022-03-23 19:30:13.829278] INFO: 遗传规划: -- 开始第「2」次循环第「1」代挖掘 --
[2022-03-23 19:30:13.830776] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2022-03-23 19:30:13.834289] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:13.838016] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:15.114548] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.3s
[2022-03-23 19:30:15.256773] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 1.4s remaining: 5.7s
[2022-03-23 19:30:15.405971] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 1.6s remaining: 3.7s
[2022-03-23 19:30:15.658212] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 1.8s remaining: 2.7s
[2022-03-23 19:30:15.782133] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 1.9s remaining: 1.9s
[2022-03-23 19:30:16.075637] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 2.2s remaining: 1.5s
[2022-03-23 19:30:16.319523] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 2.5s remaining: 1.1s
[2022-03-23 19:30:16.360451] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 2.5s remaining: 0.6s
[2022-03-23 19:30:16.906542] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 3.1s finished
[2022-03-23 19:30:16.905397] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 3.1s remaining: 0.0s
[2022-03-23 19:30:17.011270] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:17.014297] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:18.198491] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.2s
[2022-03-23 19:30:18.464011] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 10 | elapsed: 1.4s remaining: 5.8s
[2022-03-23 19:30:18.566563] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 10 | elapsed: 1.6s remaining: 3.6s
[2022-03-23 19:30:18.704826] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 10 | elapsed: 1.7s remaining: 2.5s
[2022-03-23 19:30:18.882222] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 10 | elapsed: 1.9s remaining: 1.9s
[2022-03-23 19:30:19.312302] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 10 | elapsed: 2.3s remaining: 1.5s
[2022-03-23 19:30:19.488752] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 10 | elapsed: 2.5s remaining: 1.1s
[2022-03-23 19:30:19.505658] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 10 | elapsed: 2.5s remaining: 0.6s
[2022-03-23 19:30:19.862296] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.8s finished
[2022-03-23 19:30:19.861573] INFO: AI: [ParallelEx(n_jobs=5)]: Done 10 out of 10 | elapsed: 2.8s remaining: 0.0s
[2022-03-23 19:30:19.966158] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [6.133431457914412s]
[2022-03-23 19:30:19.968795] INFO: 遗传规划: 共「0」个表达式:[]通过训练数据检测
[2022-03-23 19:30:19.970507] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2022-03-23 19:30:19.972418] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2022-03-23 19:30:19.974233] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:19.976424] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:19.978232] INFO: AI: [ParallelEx(n_jobs=5)]: Done 0 out of 0 | elapsed: 0.0s finished
[2022-03-23 19:30:19.980449] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [0.006525139091536403s]
[2022-03-23 19:30:19.982726] INFO: 遗传规划: 共「0」个表达式:[]通过测试数据检测
[2022-03-23 19:30:19.984898] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2022-03-23 19:30:19.989938] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2022-03-23 19:30:19.992786] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [2.3526838049292564e-05s]
[2022-03-23 19:30:19.994182] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2022-03-23 19:30:19.995504] 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
[2022-03-23 19:30:20.017245] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': -0.010025547977646564, 'std': 0.022301286152098164, 'min': -0.052243464775969924, 'max': 0.023569149060509508}]
[2022-03-23 19:30:20.019772] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2022-03-23 19:30:20.024219] INFO: 遗传规划: -- 开始第「2」次循环第「2」代挖掘 --
[2022-03-23 19:30:20.026898] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2022-03-23 19:30:20.030747] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:20.034602] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:21.371644] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.3s
[2022-03-23 19:30:21.614656] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 8 | elapsed: 1.6s remaining: 4.7s
[2022-03-23 19:30:21.863069] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 8 | elapsed: 1.8s remaining: 3.0s
[2022-03-23 19:30:21.981027] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 8 | elapsed: 1.9s remaining: 1.9s
[2022-03-23 19:30:22.073604] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 8 | elapsed: 2.0s remaining: 1.2s
[2022-03-23 19:30:22.329619] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 8 | elapsed: 2.3s remaining: 0.8s
[2022-03-23 19:30:22.750912] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 2.7s remaining: 0.0s
[2022-03-23 19:30:22.751942] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 2.7s finished
[2022-03-23 19:30:22.856552] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:22.860299] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:23.995821] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.1s
[2022-03-23 19:30:24.170085] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 8 | elapsed: 1.3s remaining: 3.9s
[2022-03-23 19:30:24.311784] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 8 | elapsed: 1.4s remaining: 2.4s
[2022-03-23 19:30:24.636380] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 8 | elapsed: 1.8s remaining: 1.8s
[2022-03-23 19:30:24.801291] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 8 | elapsed: 1.9s remaining: 1.2s
[2022-03-23 19:30:24.849403] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 8 | elapsed: 2.0s remaining: 0.7s
[2022-03-23 19:30:25.347639] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 2.5s remaining: 0.0s
[2022-03-23 19:30:25.348438] INFO: AI: [ParallelEx(n_jobs=5)]: Done 8 out of 8 | elapsed: 2.5s finished
[2022-03-23 19:30:25.454122] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [5.424887956818566s]
[2022-03-23 19:30:25.456215] INFO: 遗传规划: 共「0」个表达式:[]通过训练数据检测
[2022-03-23 19:30:25.457416] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2022-03-23 19:30:25.458544] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2022-03-23 19:30:25.459957] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:25.462118] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:25.463356] INFO: AI: [ParallelEx(n_jobs=5)]: Done 0 out of 0 | elapsed: 0.0s finished
[2022-03-23 19:30:25.464957] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [0.005269379820674658s]
[2022-03-23 19:30:25.466553] INFO: 遗传规划: 共「0」个表达式:[]通过测试数据检测
[2022-03-23 19:30:25.468242] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2022-03-23 19:30:25.469792] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2022-03-23 19:30:25.472848] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [6.3357874751091e-06s]
[2022-03-23 19:30:25.477236] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2022-03-23 19:30:25.480361] 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
[2022-03-23 19:30:25.499898] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': -0.010025547977646564, 'std': 0.022301286152098164, 'min': -0.052243464775969924, 'max': 0.023569149060509508}, {'gen': 2, 'nevals': 8, 'avg': 0.0009488152430627121, 'std': 0.01413131758379458, 'min': -0.013688986977386073, 'max': 0.03322764685622302}]
[2022-03-23 19:30:25.502654] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2022-03-23 19:30:25.507734] INFO: 遗传规划: -- 开始第「2」次循环第「3」代挖掘 --
[2022-03-23 19:30:25.510491] INFO: 遗传规划: -- 开始使用训练数据计算表达式适应度··· --
[2022-03-23 19:30:25.514881] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:25.518402] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:26.644200] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.1s
[2022-03-23 19:30:27.054732] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 9 | elapsed: 1.5s remaining: 5.4s
[2022-03-23 19:30:27.116415] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 9 | elapsed: 1.6s remaining: 3.2s
[2022-03-23 19:30:27.346734] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 9 | elapsed: 1.8s remaining: 2.3s
[2022-03-23 19:30:27.469729] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 9 | elapsed: 1.9s remaining: 1.6s
[2022-03-23 19:30:27.592507] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 9 | elapsed: 2.1s remaining: 1.0s
[2022-03-23 19:30:28.150151] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 9 | elapsed: 2.6s remaining: 0.8s
[2022-03-23 19:30:28.352788] INFO: AI: [ParallelEx(n_jobs=5)]: Done 9 out of 9 | elapsed: 2.8s finished
[2022-03-23 19:30:28.352046] INFO: AI: [ParallelEx(n_jobs=5)]: Done 9 out of 9 | elapsed: 2.8s remaining: 0.0s
[2022-03-23 19:30:28.458315] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:28.461428] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:29.575107] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.1s
[2022-03-23 19:30:29.760155] INFO: AI: [ParallelEx(n_jobs=5)]: Done 2 out of 9 | elapsed: 1.3s remaining: 4.5s
[2022-03-23 19:30:29.922781] INFO: AI: [ParallelEx(n_jobs=5)]: Done 3 out of 9 | elapsed: 1.5s remaining: 2.9s
[2022-03-23 19:30:29.965512] INFO: AI: [ParallelEx(n_jobs=5)]: Done 4 out of 9 | elapsed: 1.5s remaining: 1.9s
[2022-03-23 19:30:30.199301] INFO: AI: [ParallelEx(n_jobs=5)]: Done 5 out of 9 | elapsed: 1.7s remaining: 1.4s
[2022-03-23 19:30:30.418998] INFO: AI: [ParallelEx(n_jobs=5)]: Done 6 out of 9 | elapsed: 2.0s remaining: 1.0s
[2022-03-23 19:30:30.608338] INFO: AI: [ParallelEx(n_jobs=5)]: Done 7 out of 9 | elapsed: 2.1s remaining: 0.6s
[2022-03-23 19:30:30.997258] INFO: AI: [ParallelEx(n_jobs=5)]: Done 9 out of 9 | elapsed: 2.5s finished
[2022-03-23 19:30:30.996464] INFO: AI: [ParallelEx(n_jobs=5)]: Done 9 out of 9 | elapsed: 2.5s remaining: 0.0s
[2022-03-23 19:30:31.103598] INFO: 遗传规划: 因子适应度在训练数据上检测完成,共耗时 [5.5904357300605625s]
[2022-03-23 19:30:31.105944] INFO: 遗传规划: 共「1」个表达式:['log(return_0)']通过训练数据检测
[2022-03-23 19:30:31.108248] INFO: 遗传规划: -- 使用训练数据计算表达式适应度完成 --
[2022-03-23 19:30:31.110238] INFO: 遗传规划: -- 开始使用测试数据计算表达式适应度··· --
[2022-03-23 19:30:31.112509] INFO: AI: 开始并行运算, remote_run=False, workers=5 ..
[2022-03-23 19:30:31.115317] INFO: AI: [ParallelEx(n_jobs=5)]: Using backend LokyBackend with 5 concurrent workers.
[2022-03-23 19:30:32.245463] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 tasks | elapsed: 1.1s
[2022-03-23 19:30:32.256663] INFO: AI: [ParallelEx(n_jobs=5)]: Done 1 out of 1 | elapsed: 1.1s finished
[2022-03-23 19:30:32.359350] INFO: 遗传规划: 因子适应度在测试数据上检测完成,共耗时 [1.2472495220135897s]
[2022-03-23 19:30:32.361509] INFO: 遗传规划: 共「0」个表达式:[]通过测试数据检测
[2022-03-23 19:30:32.363132] INFO: 遗传规划: -- 使用测试数据计算表达式适应度完成 --
[2022-03-23 19:30:32.364625] INFO: 遗传规划: -- 开始使用全区间数据计算表达式适应度 --
[2022-03-23 19:30:32.365661] INFO: 遗传规划: 因子适应度在全区间数据上检测完成,共耗时 [2.2728927433490753e-06s]
[2022-03-23 19:30:32.366736] INFO: 遗传规划: -- 使用全区间数据计算表达式适应度完成 --
[2022-03-23 19:30:32.367869] 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
[2022-03-23 19:30:32.389698] INFO: 遗传规划: 因子挖掘过程中相关指标:[{'gen': 1, 'nevals': 10, 'avg': -0.010025547977646564, 'std': 0.022301286152098164, 'min': -0.052243464775969924, 'max': 0.023569149060509508}, {'gen': 2, 'nevals': 8, 'avg': 0.0009488152430627121, 'std': 0.01413131758379458, 'min': -0.013688986977386073, 'max': 0.03322764685622302}, {'gen': 3, 'nevals': 9, 'avg': 0.09761939526497854, 'std': 0.0, 'min': 0.09761939526497854, 'max': 0.09761939526497854}]
[2022-03-23 19:30:32.391908] INFO: 遗传规划: -- 开始进行下一代因子挖掘 --
[2022-03-23 19:30:32.406582] INFO: 遗传规划: == 第「2」次因子挖掘循环结束,共耗时 [18.57871059514582s] ==
[2022-03-23 19:30:32.409000] INFO: 遗传规划: 所有通过检验的因子共「1」个:{'alpha0001': 'decay_linear(return_0, 3)'}
[2022-03-23 19:30:32.411404] 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 [48.6559s]
[2022-03-23 19:30:32.441358] INFO: moduleinvoker: genetic_algorithm.v1 运行完成[73.054033s].