[2023-03-03 13:24:37.501261] INFO: moduleinvoker: input_features.v1 开始运行..
[2023-03-03 13:24:37.513766] INFO: moduleinvoker: 命中缓存
[2023-03-03 13:24:37.516482] INFO: moduleinvoker: input_features.v1 运行完成[0.01523s].
[2023-03-03 13:24:37.531612] INFO: moduleinvoker: factorlens.v2 开始运行..
[2023-03-03 13:24:37.583354] INFO: 因子分析: batch_process start
[2023-03-03 13:24:37.585844] INFO: 因子分析: load_instruments 2019-01-01, 2023-03-03
[2023-03-03 13:24:41.330410] INFO: 因子分析: load_instruments, 5203 rows.
[2023-03-03 13:24:41.333197] INFO: 因子分析: load_benchmark_data 2019-01-01, 2023-03-03
[2023-03-03 13:24:41.475221] INFO: 因子分析: load_benchmark_data, 3030 rows.
[2023-03-03 13:24:41.478471] INFO: 因子分析: StockPool.before_load_general_feature_data
[2023-03-03 13:24:41.481292] INFO: 因子分析: UserDataMerge.before_load_general_feature_data
[2023-03-03 13:24:41.484337] INFO: 因子分析: DropSTStocks.before_load_general_feature_data
[2023-03-03 13:24:41.488224] INFO: 因子分析: DropNewStocks.before_load_general_feature_data
[2023-03-03 13:24:41.491057] INFO: 因子分析: Neutralization.before_load_general_feature_data
[2023-03-03 13:24:41.494730] INFO: 因子分析: DelayRebalanceDays.before_load_general_feature_data
[2023-03-03 13:24:41.497232] INFO: 因子分析: RebalancePeriod.before_load_general_feature_data
[2023-03-03 13:24:41.499778] INFO: 因子分析: RebalancePrice.before_load_general_feature_data
[2023-03-03 13:24:41.502378] INFO: 因子分析: FactorCoverage.before_load_general_feature_data
[2023-03-03 13:24:41.504847] INFO: 因子分析: Industry.before_load_general_feature_data
[2023-03-03 13:24:41.507251] INFO: 因子分析: PBRatio.before_load_general_feature_data
[2023-03-03 13:24:41.510866] INFO: 因子分析: Turnover.before_load_general_feature_data
[2023-03-03 13:24:41.513434] INFO: 因子分析: MarketCap.before_load_general_feature_data
[2023-03-03 13:24:41.516261] INFO: 因子分析: load_general_feature_data, load data
[2023-03-03 13:25:11.594075] INFO: 因子分析: RebalancePeriod.after_load_general_feature_data
[2023-03-03 13:25:11.961020] INFO: 因子分析: RebalancePeriodsReturns.after_load_general_feature_data
[2023-03-03 13:25:14.027131] INFO: 因子分析: RebalancePrice.after_load_general_feature_data
[2023-03-03 13:25:14.030671] INFO: 因子分析: load_general_feature_data, 5072592 rows.
[2023-03-03 13:25:14.035310] INFO: 因子分析: load_derived_feature_data, 5072592 rows, 23 columns.
[2023-03-03 13:25:14.038505] INFO: 因子分析: process, mean(close_0, 44) / close_0 - 1
[2023-03-03 13:25:14.041507] INFO: 因子分析: calculate_factor, mean(close_0, 44) / close_0 - 1
[2023-03-03 13:25:20.613020] INFO: 因子分析: calculate_factor, done
[2023-03-03 13:25:21.506193] INFO: 因子分析: QuantileReturns.before_process
[2023-03-03 13:25:21.510159] INFO: 因子分析: IC.before_process
[2023-03-03 13:25:21.514147] INFO: 因子分析: BasicDescription.before_process
[2023-03-03 13:25:21.517484] INFO: 因子分析: Industry.before_process
[2023-03-03 13:25:21.522715] INFO: 因子分析: RebalanceOverlap.before_process
[2023-03-03 13:25:21.525247] INFO: 因子分析: PBRatio.before_process
[2023-03-03 13:25:21.528320] INFO: 因子分析: Turnover.before_process
[2023-03-03 13:25:21.531068] INFO: 因子分析: Stocks.before_process
[2023-03-03 13:25:21.534652] INFO: 因子分析: MarketCap.before_process
[2023-03-03 13:25:21.537543] INFO: 因子分析: FactorValue.before_process
[2023-03-03 13:25:21.539745] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2023-03-03 13:25:21.956402] INFO: 因子分析: process metrics, start ..
[2023-03-03 13:25:23.090343] INFO: 因子分析: process, 3949361/4256196 rows ..
[2023-03-03 13:25:23.092419] INFO: 因子分析: BacktestInterval.process, 0.000s
[2023-03-03 13:25:23.094194] INFO: 因子分析: Benchmark.process, 0.000s
[2023-03-03 13:25:23.095757] INFO: 因子分析: StockPool.process, 0.000s
[2023-03-03 13:25:23.097301] INFO: 因子分析: UserDataMerge.process, 0.000s
[2023-03-03 13:25:23.098884] INFO: 因子分析: DropSTStocks.process, 0.000s
[2023-03-03 13:25:23.100946] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2023-03-03 13:25:23.103774] INFO: 因子分析: DropNewStocks.process, 0.000s
[2023-03-03 13:25:23.106344] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2023-03-03 13:25:23.109570] INFO: 因子分析: QuantileCount.process, 0.000s
[2023-03-03 13:25:23.113706] INFO: 因子分析: CommissionRates.process, 0.000s
[2023-03-03 13:25:25.680277] INFO: 因子分析: Cutoutliers.process, 2.564s
[2023-03-03 13:25:27.598660] INFO: 因子分析: Normalization.process, 1.915s
[2023-03-03 13:26:07.675138] INFO: 因子分析: Neutralization.process, 40.073s
[2023-03-03 13:26:07.679189] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2023-03-03 13:26:49.348145] INFO: 因子分析: RebalancePeriod.process, 41.665s
[2023-03-03 13:26:49.351518] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2023-03-03 13:26:49.354848] INFO: 因子分析: RebalancePrice.process, 0.000s
[2023-03-03 13:26:49.357365] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2023-03-03 13:26:49.360919] INFO: 因子分析: FactorCoverage.process, 0.000s
[2023-03-03 13:26:49.747124] INFO: 因子分析: QuantileReturns.process, 0.382s
[2023-03-03 13:26:55.401874] INFO: 因子分析: IC.process, 5.651s
[2023-03-03 13:26:55.860413] INFO: 因子分析: BasicDescription.process, 0.456s
[2023-03-03 13:26:56.952241] INFO: 因子分析: Industry.process, 1.089s
[2023-03-03 13:26:57.781764] INFO: 因子分析: RebalanceOverlap.process, 0.828s
[2023-03-03 13:26:58.320581] INFO: 因子分析: PBRatio.process, 0.536s
[2023-03-03 13:26:58.663357] INFO: 因子分析: Turnover.process, 0.340s
[2023-03-03 13:26:58.738729] INFO: 因子分析: Stocks.process, 0.071s
[2023-03-03 13:26:59.769804] INFO: 因子分析: MarketCap.process, 1.025s
[2023-03-03 13:27:00.285003] INFO: 因子分析: FactorValue.process, 0.511s
[2023-03-03 13:27:00.944261] INFO: 因子分析: process metrics, 98.988s
[2023-03-03 13:27:01.000875] INFO: 因子分析: QuantileReturns.after_process
[2023-03-03 13:27:01.004396] INFO: 因子分析: IC.after_process
[2023-03-03 13:27:01.007193] INFO: 因子分析: BasicDescription.after_process
[2023-03-03 13:27:01.009883] INFO: 因子分析: Industry.after_process
[2023-03-03 13:27:01.013118] INFO: 因子分析: RebalanceOverlap.after_process
[2023-03-03 13:27:01.018325] INFO: 因子分析: PBRatio.after_process
[2023-03-03 13:27:01.021162] INFO: 因子分析: Turnover.after_process
[2023-03-03 13:27:01.024776] INFO: 因子分析: Stocks.after_process
[2023-03-03 13:27:01.028263] INFO: 因子分析: MarketCap.after_process
[2023-03-03 13:27:01.030814] INFO: 因子分析: FactorValue.after_process
[2023-03-03 13:27:01.034640] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2023-03-03 13:27:01.036986] INFO: 因子分析: QuantileReturns.before_merged_process
[2023-03-03 13:27:01.040144] INFO: 因子分析: IC.before_merged_process
[2023-03-03 13:27:01.042567] INFO: 因子分析: BasicDescription.before_merged_process
[2023-03-03 13:27:01.044826] INFO: 因子分析: Industry.before_merged_process
[2023-03-03 13:27:01.048275] INFO: 因子分析: RebalanceOverlap.before_merged_process
[2023-03-03 13:27:01.051195] INFO: 因子分析: PBRatio.before_merged_process
[2023-03-03 13:27:01.053834] INFO: 因子分析: Turnover.before_merged_process
[2023-03-03 13:27:01.056811] INFO: 因子分析: Stocks.before_merged_process
[2023-03-03 13:27:01.058932] INFO: 因子分析: MarketCap.before_merged_process
[2023-03-03 13:27:01.061544] INFO: 因子分析: FactorValue.before_merged_process
[2023-03-03 13:27:01.064273] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_merged_process
[2023-03-03 13:27:01.066399] INFO: 因子分析: QuantileReturns.after_merged_process
[2023-03-03 13:27:01.068484] INFO: 因子分析: IC.after_merged_process
[2023-03-03 13:27:01.075269] INFO: 因子分析: BasicDescription.after_merged_process
[2023-03-03 13:27:01.078873] INFO: 因子分析: Industry.after_merged_process
[2023-03-03 13:27:01.081218] INFO: 因子分析: RebalanceOverlap.after_merged_process
[2023-03-03 13:27:01.083722] INFO: 因子分析: PBRatio.after_merged_process
[2023-03-03 13:27:01.086541] INFO: 因子分析: Turnover.after_merged_process
[2023-03-03 13:27:01.089232] INFO: 因子分析: Stocks.after_merged_process
[2023-03-03 13:27:01.092061] INFO: 因子分析: MarketCap.after_merged_process
[2023-03-03 13:27:01.093774] INFO: 因子分析: FactorValue.after_merged_process
[2023-03-03 13:27:01.095170] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_merged_process
[2023-03-03 13:27:01.100562] INFO: 因子分析: batch_process ended, 143.517s
[2023-03-03 13:27:02.363018] INFO: moduleinvoker: factorlens.v2 运行完成[144.8314s].
[2023-03-03 13:27:02.879063] INFO: 保存因子: 开始检查因子数据 ...
[2023-03-03 13:27:02.885224] INFO: 保存因子: 检查因子通过, 请提交任务进行因子保存!
[2023-03-03 13:27:03.386601] INFO: moduleinvoker: factorlens_preservation.v2 运行完成[0.99058s].