[2022-12-08 02:05:30.365237] INFO: moduleinvoker: input_features.v1 开始运行..
[2022-12-08 02:05:30.461862] INFO: moduleinvoker: input_features.v1 运行完成[0.096644s].
[2022-12-08 02:05:30.496341] INFO: moduleinvoker: factorlens.v2 开始运行..
[2022-12-08 02:05:30.685108] INFO: 因子分析: batch_process start
[2022-12-08 02:05:30.687332] INFO: 因子分析: load_instruments 2018-01-01, 2022-12-01
[2022-12-08 02:05:34.707205] INFO: 因子分析: load_instruments, 5115 rows.
[2022-12-08 02:05:34.710068] INFO: 因子分析: load_benchmark_data 2018-01-01, 2022-12-01
[2022-12-08 02:05:34.764095] INFO: 因子分析: load_benchmark_data, 3582 rows.
[2022-12-08 02:05:34.766087] INFO: 因子分析: StockPool.before_load_general_feature_data
[2022-12-08 02:05:34.767672] INFO: 因子分析: UserDataMerge.before_load_general_feature_data
[2022-12-08 02:05:34.769568] INFO: 因子分析: DropSTStocks.before_load_general_feature_data
[2022-12-08 02:05:34.771610] INFO: 因子分析: DropNewStocks.before_load_general_feature_data
[2022-12-08 02:05:34.773319] INFO: 因子分析: Neutralization.before_load_general_feature_data
[2022-12-08 02:05:34.775071] INFO: 因子分析: DelayRebalanceDays.before_load_general_feature_data
[2022-12-08 02:05:34.776648] INFO: 因子分析: RebalancePeriod.before_load_general_feature_data
[2022-12-08 02:05:34.778505] INFO: 因子分析: RebalancePrice.before_load_general_feature_data
[2022-12-08 02:05:34.780451] INFO: 因子分析: FactorCoverage.before_load_general_feature_data
[2022-12-08 02:05:34.782462] INFO: 因子分析: Industry.before_load_general_feature_data
[2022-12-08 02:05:34.784380] INFO: 因子分析: PBRatio.before_load_general_feature_data
[2022-12-08 02:05:34.786424] INFO: 因子分析: Turnover.before_load_general_feature_data
[2022-12-08 02:05:34.788171] INFO: 因子分析: MarketCap.before_load_general_feature_data
[2022-12-08 02:05:34.789894] INFO: 因子分析: load_general_feature_data, load data
[2022-12-08 02:06:30.683751] INFO: 因子分析: RebalancePeriod.after_load_general_feature_data
[2022-12-08 02:06:31.009626] INFO: 因子分析: RebalancePeriodsReturns.after_load_general_feature_data
[2022-12-08 02:07:03.280049] INFO: 因子分析: RebalancePrice.after_load_general_feature_data
[2022-12-08 02:07:03.282696] INFO: 因子分析: load_general_feature_data, 5517809 rows.
[2022-12-08 02:07:03.286290] INFO: 因子分析: load_derived_feature_data, 5517809 rows, 23 columns.
[2022-12-08 02:07:03.288548] INFO: 因子分析: process, rank(market_cap_0)
[2022-12-08 02:07:03.290416] INFO: 因子分析: calculate_factor, rank(market_cap_0)
[2022-12-08 02:07:08.152766] INFO: 因子分析: calculate_factor, done
[2022-12-08 02:07:09.066981] INFO: 因子分析: QuantileReturns.before_process
[2022-12-08 02:07:09.069506] INFO: 因子分析: IC.before_process
[2022-12-08 02:07:09.071473] INFO: 因子分析: BasicDescription.before_process
[2022-12-08 02:07:09.072871] INFO: 因子分析: Industry.before_process
[2022-12-08 02:07:09.074447] INFO: 因子分析: RebalanceOverlap.before_process
[2022-12-08 02:07:09.076267] INFO: 因子分析: PBRatio.before_process
[2022-12-08 02:07:09.078482] INFO: 因子分析: Turnover.before_process
[2022-12-08 02:07:09.083809] INFO: 因子分析: Stocks.before_process
[2022-12-08 02:07:09.086116] INFO: 因子分析: MarketCap.before_process
[2022-12-08 02:07:09.088324] INFO: 因子分析: FactorValue.before_process
[2022-12-08 02:07:09.090514] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2022-12-08 02:07:09.462394] INFO: 因子分析: process metrics, start ..
[2022-12-08 02:07:10.471181] INFO: 因子分析: process, 4333940/4774752 rows ..
[2022-12-08 02:07:10.473355] INFO: 因子分析: BacktestInterval.process, 0.000s
[2022-12-08 02:07:10.475161] INFO: 因子分析: Benchmark.process, 0.000s
[2022-12-08 02:07:10.476953] INFO: 因子分析: StockPool.process, 0.000s
[2022-12-08 02:07:10.479204] INFO: 因子分析: UserDataMerge.process, 0.000s
[2022-12-08 02:07:10.481452] INFO: 因子分析: DropSTStocks.process, 0.000s
[2022-12-08 02:07:10.483494] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2022-12-08 02:07:10.485596] INFO: 因子分析: DropNewStocks.process, 0.000s
[2022-12-08 02:07:10.488190] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2022-12-08 02:07:10.490716] INFO: 因子分析: QuantileCount.process, 0.000s
[2022-12-08 02:07:10.492936] INFO: 因子分析: CommissionRates.process, 0.000s
[2022-12-08 02:07:10.495124] INFO: 因子分析: Cutoutliers.process, 0.000s
[2022-12-08 02:07:10.497198] INFO: 因子分析: Normalization.process, 0.000s
[2022-12-08 02:07:10.499260] INFO: 因子分析: Neutralization.process, 0.000s
[2022-12-08 02:07:10.501492] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2022-12-08 02:08:19.842890] INFO: 因子分析: RebalancePeriod.process, 69.339s
[2022-12-08 02:08:19.844887] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2022-12-08 02:08:19.846175] INFO: 因子分析: RebalancePrice.process, 0.000s
[2022-12-08 02:08:19.847356] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2022-12-08 02:08:19.848521] INFO: 因子分析: FactorCoverage.process, 0.000s
[2022-12-08 02:08:20.199700] INFO: 因子分析: QuantileReturns.process, 0.350s
[2022-12-08 02:08:22.165613] INFO: 因子分析: IC.process, 1.963s
[2022-12-08 02:08:22.408598] INFO: 因子分析: BasicDescription.process, 0.241s
[2022-12-08 02:08:22.885494] INFO: 因子分析: Industry.process, 0.475s
[2022-12-08 02:08:23.083591] INFO: 因子分析: RebalanceOverlap.process, 0.196s
[2022-12-08 02:08:23.587107] INFO: 因子分析: PBRatio.process, 0.501s
[2022-12-08 02:08:23.917987] INFO: 因子分析: Turnover.process, 0.329s
[2022-12-08 02:08:23.974701] INFO: 因子分析: Stocks.process, 0.054s
[2022-12-08 02:08:24.256647] INFO: 因子分析: MarketCap.process, 0.279s
[2022-12-08 02:08:24.807026] INFO: 因子分析: FactorValue.process, 0.549s
[2022-12-08 02:08:24.931227] INFO: 因子分析: process metrics, 75.469s
[2022-12-08 02:08:24.979025] INFO: 因子分析: QuantileReturns.after_process
[2022-12-08 02:08:24.981387] INFO: 因子分析: IC.after_process
[2022-12-08 02:08:24.983479] INFO: 因子分析: BasicDescription.after_process
[2022-12-08 02:08:24.986154] INFO: 因子分析: Industry.after_process
[2022-12-08 02:08:24.989445] INFO: 因子分析: RebalanceOverlap.after_process
[2022-12-08 02:08:24.992500] INFO: 因子分析: PBRatio.after_process
[2022-12-08 02:08:24.995258] INFO: 因子分析: Turnover.after_process
[2022-12-08 02:08:24.997636] INFO: 因子分析: Stocks.after_process
[2022-12-08 02:08:25.000267] INFO: 因子分析: MarketCap.after_process
[2022-12-08 02:08:25.003667] INFO: 因子分析: FactorValue.after_process
[2022-12-08 02:08:25.006506] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2022-12-08 02:08:25.008979] INFO: 因子分析: QuantileReturns.before_merged_process
[2022-12-08 02:08:25.011417] INFO: 因子分析: IC.before_merged_process
[2022-12-08 02:08:25.013526] INFO: 因子分析: BasicDescription.before_merged_process
[2022-12-08 02:08:25.015803] INFO: 因子分析: Industry.before_merged_process
[2022-12-08 02:08:25.017906] INFO: 因子分析: RebalanceOverlap.before_merged_process
[2022-12-08 02:08:25.019905] INFO: 因子分析: PBRatio.before_merged_process
[2022-12-08 02:08:25.021711] INFO: 因子分析: Turnover.before_merged_process
[2022-12-08 02:08:25.023008] INFO: 因子分析: Stocks.before_merged_process
[2022-12-08 02:08:25.024186] INFO: 因子分析: MarketCap.before_merged_process
[2022-12-08 02:08:25.025473] INFO: 因子分析: FactorValue.before_merged_process
[2022-12-08 02:08:25.026693] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_merged_process
[2022-12-08 02:08:25.028385] INFO: 因子分析: QuantileReturns.after_merged_process
[2022-12-08 02:08:25.029841] INFO: 因子分析: IC.after_merged_process
[2022-12-08 02:08:25.031120] INFO: 因子分析: BasicDescription.after_merged_process
[2022-12-08 02:08:25.032318] INFO: 因子分析: Industry.after_merged_process
[2022-12-08 02:08:25.033752] INFO: 因子分析: RebalanceOverlap.after_merged_process
[2022-12-08 02:08:25.035460] INFO: 因子分析: PBRatio.after_merged_process
[2022-12-08 02:08:25.037012] INFO: 因子分析: Turnover.after_merged_process
[2022-12-08 02:08:25.038249] INFO: 因子分析: Stocks.after_merged_process
[2022-12-08 02:08:25.039508] INFO: 因子分析: MarketCap.after_merged_process
[2022-12-08 02:08:25.041058] INFO: 因子分析: FactorValue.after_merged_process
[2022-12-08 02:08:25.042530] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_merged_process
[2022-12-08 02:08:25.044750] INFO: 因子分析: batch_process ended, 174.360s
[2022-12-08 02:08:27.408469] INFO: moduleinvoker: factorlens.v2 运行完成[176.912122s].