[2022-09-20 18:37:12.912444] INFO: moduleinvoker: input_features.v1 开始运行..
[2022-09-20 18:37:12.919289] INFO: moduleinvoker: 命中缓存
[2022-09-20 18:37:12.921544] INFO: moduleinvoker: input_features.v1 运行完成[0.009101s].
[2022-09-20 18:37:12.930544] INFO: moduleinvoker: factorlens.v2 开始运行..
[2022-09-20 18:37:12.973929] INFO: 因子分析: batch_process start
[2022-09-20 18:37:12.976177] INFO: 因子分析: load_instruments 2022-01-01, 2022-09-20
[2022-09-20 18:37:14.353491] INFO: 因子分析: load_instruments, 4965 rows.
[2022-09-20 18:37:14.355292] INFO: 因子分析: load_benchmark_data 2022-01-01, 2022-09-20
[2022-09-20 18:37:14.420309] INFO: 因子分析: load_benchmark_data, 522 rows.
[2022-09-20 18:37:14.422553] INFO: 因子分析: StockPool.before_load_general_feature_data
[2022-09-20 18:37:14.424529] INFO: 因子分析: UserDataMerge.before_load_general_feature_data
[2022-09-20 18:37:14.426289] INFO: 因子分析: DropSTStocks.before_load_general_feature_data
[2022-09-20 18:37:14.428087] INFO: 因子分析: DropNewStocks.before_load_general_feature_data
[2022-09-20 18:37:14.429840] INFO: 因子分析: Neutralization.before_load_general_feature_data
[2022-09-20 18:37:14.431375] INFO: 因子分析: DelayRebalanceDays.before_load_general_feature_data
[2022-09-20 18:37:14.432705] INFO: 因子分析: RebalancePeriod.before_load_general_feature_data
[2022-09-20 18:37:14.434240] INFO: 因子分析: RebalancePrice.before_load_general_feature_data
[2022-09-20 18:37:14.436027] INFO: 因子分析: FactorCoverage.before_load_general_feature_data
[2022-09-20 18:37:14.437631] INFO: 因子分析: Industry.before_load_general_feature_data
[2022-09-20 18:37:14.439252] INFO: 因子分析: PBRatio.before_load_general_feature_data
[2022-09-20 18:37:14.440775] INFO: 因子分析: Turnover.before_load_general_feature_data
[2022-09-20 18:37:14.442340] INFO: 因子分析: MarketCap.before_load_general_feature_data
[2022-09-20 18:37:14.444029] INFO: 因子分析: load_general_feature_data, load data
[2022-09-20 18:37:47.436575] INFO: 因子分析: RebalancePeriod.after_load_general_feature_data
[2022-09-20 18:37:47.509799] INFO: 因子分析: RebalancePeriodsReturns.after_load_general_feature_data
[2022-09-20 18:38:11.127747] INFO: 因子分析: RebalancePrice.after_load_general_feature_data
[2022-09-20 18:38:11.129676] INFO: 因子分析: load_general_feature_data, 1892794 rows.
[2022-09-20 18:38:11.131981] INFO: 因子分析: load_derived_feature_data, 1892794 rows, 23 columns.
[2022-09-20 18:38:11.133528] INFO: 因子分析: process, close_0
[2022-09-20 18:38:11.134922] INFO: 因子分析: calculate_factor, close_0
[2022-09-20 18:38:11.372739] INFO: 因子分析: calculate_factor, done
[2022-09-20 18:38:11.477062] INFO: 因子分析: QuantileReturns.before_process
[2022-09-20 18:38:11.479052] INFO: 因子分析: IC.before_process
[2022-09-20 18:38:11.480775] INFO: 因子分析: BasicDescription.before_process
[2022-09-20 18:38:11.482480] INFO: 因子分析: Industry.before_process
[2022-09-20 18:38:11.483922] INFO: 因子分析: RebalanceOverlap.before_process
[2022-09-20 18:38:11.485473] INFO: 因子分析: PBRatio.before_process
[2022-09-20 18:38:11.487468] INFO: 因子分析: Turnover.before_process
[2022-09-20 18:38:11.489428] INFO: 因子分析: Stocks.before_process
[2022-09-20 18:38:11.491183] INFO: 因子分析: MarketCap.before_process
[2022-09-20 18:38:11.492743] INFO: 因子分析: FactorValue.before_process
[2022-09-20 18:38:11.494386] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2022-09-20 18:38:11.555412] INFO: 因子分析: process metrics, start ..
[2022-09-20 18:38:11.672555] INFO: 因子分析: process, 774117/832080 rows ..
[2022-09-20 18:38:11.674468] INFO: 因子分析: BacktestInterval.process, 0.000s
[2022-09-20 18:38:11.676168] INFO: 因子分析: Benchmark.process, 0.000s
[2022-09-20 18:38:11.677684] INFO: 因子分析: StockPool.process, 0.000s
[2022-09-20 18:38:11.679187] INFO: 因子分析: UserDataMerge.process, 0.000s
[2022-09-20 18:38:11.680724] INFO: 因子分析: DropSTStocks.process, 0.000s
[2022-09-20 18:38:11.682283] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2022-09-20 18:38:11.683809] INFO: 因子分析: DropNewStocks.process, 0.000s
[2022-09-20 18:38:11.685345] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2022-09-20 18:38:11.686836] INFO: 因子分析: QuantileCount.process, 0.000s
[2022-09-20 18:38:11.688369] INFO: 因子分析: CommissionRates.process, 0.000s
[2022-09-20 18:38:11.689861] INFO: 因子分析: Cutoutliers.process, 0.000s
[2022-09-20 18:38:11.691406] INFO: 因子分析: Normalization.process, 0.000s
[2022-09-20 18:38:19.856145] INFO: 因子分析: Neutralization.process, 8.163s
[2022-09-20 18:38:19.858491] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2022-09-20 18:39:00.223051] INFO: 因子分析: RebalancePeriod.process, 40.362s
[2022-09-20 18:39:00.225199] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2022-09-20 18:39:00.226678] INFO: 因子分析: RebalancePrice.process, 0.000s
[2022-09-20 18:39:00.228234] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2022-09-20 18:39:00.229730] INFO: 因子分析: FactorCoverage.process, 0.000s
[2022-09-20 18:39:00.309478] INFO: 因子分析: QuantileReturns.process, 0.078s
[2022-09-20 18:39:01.826190] INFO: 因子分析: IC.process, 1.514s
[2022-09-20 18:39:01.913547] INFO: 因子分析: BasicDescription.process, 0.085s
[2022-09-20 18:39:02.284631] INFO: 因子分析: Industry.process, 0.369s
[2022-09-20 18:39:02.542534] INFO: 因子分析: RebalanceOverlap.process, 0.256s
[2022-09-20 18:39:02.614645] INFO: 因子分析: PBRatio.process, 0.070s
[2022-09-20 18:39:02.673354] INFO: 因子分析: Turnover.process, 0.057s
[2022-09-20 18:39:02.700321] INFO: 因子分析: Stocks.process, 0.025s
[2022-09-20 18:39:02.996091] INFO: 因子分析: MarketCap.process, 0.294s
[2022-09-20 18:39:03.070966] INFO: 因子分析: FactorValue.process, 0.073s
[2022-09-20 18:39:03.138945] INFO: 因子分析: process metrics, 51.584s
[2022-09-20 18:39:03.148408] INFO: 因子分析: QuantileReturns.after_process
[2022-09-20 18:39:03.150019] INFO: 因子分析: IC.after_process
[2022-09-20 18:39:03.151596] INFO: 因子分析: BasicDescription.after_process
[2022-09-20 18:39:03.153574] INFO: 因子分析: Industry.after_process
[2022-09-20 18:39:03.155423] INFO: 因子分析: RebalanceOverlap.after_process
[2022-09-20 18:39:03.157078] INFO: 因子分析: PBRatio.after_process
[2022-09-20 18:39:03.158734] INFO: 因子分析: Turnover.after_process
[2022-09-20 18:39:03.160385] INFO: 因子分析: Stocks.after_process
[2022-09-20 18:39:03.161972] INFO: 因子分析: MarketCap.after_process
[2022-09-20 18:39:03.163388] INFO: 因子分析: FactorValue.after_process
[2022-09-20 18:39:03.164955] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2022-09-20 18:39:03.166574] INFO: 因子分析: QuantileReturns.before_merged_process
[2022-09-20 18:39:03.168385] INFO: 因子分析: IC.before_merged_process
[2022-09-20 18:39:03.169978] INFO: 因子分析: BasicDescription.before_merged_process
[2022-09-20 18:39:03.171440] INFO: 因子分析: Industry.before_merged_process
[2022-09-20 18:39:03.172797] INFO: 因子分析: RebalanceOverlap.before_merged_process
[2022-09-20 18:39:03.174082] INFO: 因子分析: PBRatio.before_merged_process
[2022-09-20 18:39:03.175555] INFO: 因子分析: Turnover.before_merged_process
[2022-09-20 18:39:03.177525] INFO: 因子分析: Stocks.before_merged_process
[2022-09-20 18:39:03.179020] INFO: 因子分析: MarketCap.before_merged_process
[2022-09-20 18:39:03.180737] INFO: 因子分析: FactorValue.before_merged_process
[2022-09-20 18:39:03.182636] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_merged_process
[2022-09-20 18:39:03.184519] INFO: 因子分析: QuantileReturns.after_merged_process
[2022-09-20 18:39:03.186296] INFO: 因子分析: IC.after_merged_process
[2022-09-20 18:39:03.188061] INFO: 因子分析: BasicDescription.after_merged_process
[2022-09-20 18:39:03.189811] INFO: 因子分析: Industry.after_merged_process
[2022-09-20 18:39:03.191588] INFO: 因子分析: RebalanceOverlap.after_merged_process
[2022-09-20 18:39:03.193341] INFO: 因子分析: PBRatio.after_merged_process
[2022-09-20 18:39:03.195088] INFO: 因子分析: Turnover.after_merged_process
[2022-09-20 18:39:03.196846] INFO: 因子分析: Stocks.after_merged_process
[2022-09-20 18:39:03.198612] INFO: 因子分析: MarketCap.after_merged_process
[2022-09-20 18:39:03.200377] INFO: 因子分析: FactorValue.after_merged_process
[2022-09-20 18:39:03.202139] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_merged_process
[2022-09-20 18:39:03.204902] INFO: 因子分析: batch_process ended, 110.231s
[2022-09-20 18:39:03.504266] INFO: moduleinvoker: factorlens.v2 运行完成[110.57371s].