[2021-10-29 17:01:57.947266] INFO: moduleinvoker: input_features.v1 开始运行..
[2021-10-29 17:01:58.012648] INFO: moduleinvoker: input_features.v1 运行完成[0.065349s].
[2021-10-29 17:01:58.036282] INFO: moduleinvoker: factorlens.v2 开始运行..
[2021-10-29 17:01:58.364828] INFO: 因子分析: batch_process start
[2021-10-29 17:01:58.367128] INFO: 因子分析: load_instruments 2019-01-01, 2020-12-31
[2021-10-29 17:01:59.077510] INFO: 因子分析: load_instruments, 4172 rows.
[2021-10-29 17:01:59.078784] INFO: 因子分析: load_benchmark_data 2019-01-01, 2020-12-31
[2021-10-29 17:01:59.159468] INFO: 因子分析: load_benchmark_data, 1461 rows.
[2021-10-29 17:01:59.161407] INFO: 因子分析: StockPool.before_load_general_feature_data
[2021-10-29 17:01:59.163044] INFO: 因子分析: UserDataMerge.before_load_general_feature_data
[2021-10-29 17:01:59.164447] INFO: 因子分析: DropSTStocks.before_load_general_feature_data
[2021-10-29 17:01:59.166186] INFO: 因子分析: DropNewStocks.before_load_general_feature_data
[2021-10-29 17:01:59.168068] INFO: 因子分析: Neutralization.before_load_general_feature_data
[2021-10-29 17:01:59.170479] INFO: 因子分析: DelayRebalanceDays.before_load_general_feature_data
[2021-10-29 17:01:59.173013] INFO: 因子分析: RebalancePeriod.before_load_general_feature_data
[2021-10-29 17:01:59.175691] INFO: 因子分析: RebalancePrice.before_load_general_feature_data
[2021-10-29 17:01:59.178185] INFO: 因子分析: FactorCoverage.before_load_general_feature_data
[2021-10-29 17:01:59.180145] INFO: 因子分析: Industry.before_load_general_feature_data
[2021-10-29 17:01:59.181800] INFO: 因子分析: PBRatio.before_load_general_feature_data
[2021-10-29 17:01:59.183371] INFO: 因子分析: Turnover.before_load_general_feature_data
[2021-10-29 17:01:59.184791] INFO: 因子分析: MarketCap.before_load_general_feature_data
[2021-10-29 17:01:59.187425] INFO: 因子分析: load_general_feature_data, load data
[2021-10-29 17:02:50.759266] INFO: 因子分析: RebalancePeriod.after_load_general_feature_data
[2021-10-29 17:02:50.861285] INFO: 因子分析: RebalancePeriodsReturns.after_load_general_feature_data
[2021-10-29 17:03:14.698590] INFO: 因子分析: RebalancePrice.after_load_general_feature_data
[2021-10-29 17:03:14.703866] INFO: 因子分析: load_general_feature_data, 2647224 rows.
[2021-10-29 17:03:14.707529] INFO: 因子分析: load_derived_feature_data, 2647224 rows, 23 columns.
[2021-10-29 17:03:14.712265] INFO: 因子分析: process, correlation(volume_0, close_0, 5)
[2021-10-29 17:03:14.714228] INFO: 因子分析: calculate_factor, correlation(volume_0, close_0, 5)
[2021-10-29 17:03:52.640539] INFO: 因子分析: calculate_factor, done
[2021-10-29 17:03:52.913328] INFO: 因子分析: QuantileReturns.before_process
[2021-10-29 17:03:52.915095] INFO: 因子分析: IC.before_process
[2021-10-29 17:03:52.916590] INFO: 因子分析: BasicDescription.before_process
[2021-10-29 17:03:52.918013] INFO: 因子分析: Industry.before_process
[2021-10-29 17:03:52.919312] INFO: 因子分析: RebalanceOverlap.before_process
[2021-10-29 17:03:52.920518] INFO: 因子分析: PBRatio.before_process
[2021-10-29 17:03:52.921850] INFO: 因子分析: Turnover.before_process
[2021-10-29 17:03:52.923108] INFO: 因子分析: Stocks.before_process
[2021-10-29 17:03:52.924325] INFO: 因子分析: MarketCap.before_process
[2021-10-29 17:03:52.925730] INFO: 因子分析: FactorValue.before_process
[2021-10-29 17:03:52.927376] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2021-10-29 17:03:53.070489] INFO: 因子分析: process metrics, start ..
[2021-10-29 17:03:55.202190] INFO: 因子分析: process, 1697339/1830828 rows ..
[2021-10-29 17:03:55.204377] INFO: 因子分析: BacktestInterval.process, 0.000s
[2021-10-29 17:03:55.206176] INFO: 因子分析: Benchmark.process, 0.000s
[2021-10-29 17:03:55.207535] INFO: 因子分析: StockPool.process, 0.000s
[2021-10-29 17:03:55.209092] INFO: 因子分析: UserDataMerge.process, 0.000s
[2021-10-29 17:03:55.210392] INFO: 因子分析: DropSTStocks.process, 0.000s
[2021-10-29 17:03:55.212073] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2021-10-29 17:03:55.213634] INFO: 因子分析: DropNewStocks.process, 0.000s
[2021-10-29 17:03:55.214705] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2021-10-29 17:03:55.215924] INFO: 因子分析: QuantileCount.process, 0.000s
[2021-10-29 17:03:55.217182] INFO: 因子分析: CommissionRates.process, 0.000s
[2021-10-29 17:03:55.939174] INFO: 因子分析: Normalization.process, 0.721s
[2021-10-29 17:04:05.759542] INFO: 因子分析: Neutralization.process, 9.819s
[2021-10-29 17:04:05.762354] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2021-10-29 17:04:51.256407] INFO: 因子分析: RebalancePeriod.process, 45.492s
[2021-10-29 17:04:51.258784] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2021-10-29 17:04:51.260527] INFO: 因子分析: RebalancePrice.process, 0.000s
[2021-10-29 17:04:51.262234] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2021-10-29 17:04:51.263981] INFO: 因子分析: FactorCoverage.process, 0.000s
[2021-10-29 17:04:51.386158] INFO: 因子分析: QuantileReturns.process, 0.121s
[2021-10-29 17:04:53.529704] INFO: 因子分析: IC.process, 2.140s
[2021-10-29 17:04:53.680857] INFO: 因子分析: BasicDescription.process, 0.149s
[2021-10-29 17:04:53.986732] INFO: 因子分析: Industry.process, 0.304s
[2021-10-29 17:04:54.345925] INFO: 因子分析: RebalanceOverlap.process, 0.357s
[2021-10-29 17:04:54.539578] INFO: 因子分析: PBRatio.process, 0.192s
[2021-10-29 17:04:54.630197] INFO: 因子分析: Turnover.process, 0.089s
[2021-10-29 17:04:54.666356] INFO: 因子分析: Stocks.process, 0.034s
[2021-10-29 17:04:54.978393] INFO: 因子分析: MarketCap.process, 0.309s
[2021-10-29 17:04:55.187110] INFO: 因子分析: FactorValue.process, 0.202s
[2021-10-29 17:04:55.295171] INFO: 因子分析: process metrics, 62.225s
[2021-10-29 17:04:55.329689] INFO: 因子分析: QuantileReturns.after_process
[2021-10-29 17:04:55.332300] INFO: 因子分析: IC.after_process
[2021-10-29 17:04:55.334728] INFO: 因子分析: BasicDescription.after_process
[2021-10-29 17:04:55.338314] INFO: 因子分析: Industry.after_process
[2021-10-29 17:04:55.345394] INFO: 因子分析: RebalanceOverlap.after_process
[2021-10-29 17:04:55.347711] INFO: 因子分析: PBRatio.after_process
[2021-10-29 17:04:55.350586] INFO: 因子分析: Turnover.after_process
[2021-10-29 17:04:55.353046] INFO: 因子分析: Stocks.after_process
[2021-10-29 17:04:55.355559] INFO: 因子分析: MarketCap.after_process
[2021-10-29 17:04:55.357665] INFO: 因子分析: FactorValue.after_process
[2021-10-29 17:04:55.359848] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2021-10-29 17:04:55.361781] INFO: 因子分析: QuantileReturns.before_merged_process
[2021-10-29 17:04:55.363540] INFO: 因子分析: IC.before_merged_process
[2021-10-29 17:04:55.365173] INFO: 因子分析: BasicDescription.before_merged_process
[2021-10-29 17:04:55.366725] INFO: 因子分析: Industry.before_merged_process
[2021-10-29 17:04:55.368273] INFO: 因子分析: RebalanceOverlap.before_merged_process
[2021-10-29 17:04:55.369938] INFO: 因子分析: PBRatio.before_merged_process
[2021-10-29 17:04:55.371698] INFO: 因子分析: Turnover.before_merged_process
[2021-10-29 17:04:55.373359] INFO: 因子分析: Stocks.before_merged_process
[2021-10-29 17:04:55.376139] INFO: 因子分析: MarketCap.before_merged_process
[2021-10-29 17:04:55.378889] INFO: 因子分析: FactorValue.before_merged_process
[2021-10-29 17:04:55.387320] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_merged_process
[2021-10-29 17:04:55.397523] INFO: 因子分析: QuantileReturns.after_merged_process
[2021-10-29 17:04:55.405668] INFO: 因子分析: IC.after_merged_process
[2021-10-29 17:04:55.411046] INFO: 因子分析: BasicDescription.after_merged_process
[2021-10-29 17:04:55.418553] INFO: 因子分析: Industry.after_merged_process
[2021-10-29 17:04:55.423030] INFO: 因子分析: RebalanceOverlap.after_merged_process
[2021-10-29 17:04:55.425777] INFO: 因子分析: PBRatio.after_merged_process
[2021-10-29 17:04:55.428041] INFO: 因子分析: Turnover.after_merged_process
[2021-10-29 17:04:55.430386] INFO: 因子分析: Stocks.after_merged_process
[2021-10-29 17:04:55.432594] INFO: 因子分析: MarketCap.after_merged_process
[2021-10-29 17:04:55.435320] INFO: 因子分析: FactorValue.after_merged_process
[2021-10-29 17:04:55.437243] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_merged_process
[2021-10-29 17:04:55.440373] INFO: 因子分析: batch_process ended, 177.076s
[2021-10-29 17:04:56.234135] INFO: moduleinvoker: factorlens.v2 运行完成[178.197829s].