[2022-09-09 17:51:48.592922] INFO: moduleinvoker: input_features.v1 开始运行..
[2022-09-09 17:51:48.629326] INFO: moduleinvoker: input_features.v1 运行完成[0.036398s].
[2022-09-09 17:51:48.637435] INFO: moduleinvoker: factorlens.v2 开始运行..
[2022-09-09 17:51:48.678020] INFO: 因子分析: batch_process start
[2022-09-09 17:51:48.679757] INFO: 因子分析: load_instruments 2019-01-01, 2019-12-31
[2022-09-09 17:51:49.862745] INFO: 因子分析: load_instruments, 3775 rows.
[2022-09-09 17:51:49.864396] INFO: 因子分析: load_benchmark_data 2019-01-01, 2019-12-31
[2022-09-09 17:51:49.934580] INFO: 因子分析: load_benchmark_data, 732 rows.
[2022-09-09 17:51:49.936304] INFO: 因子分析: StockPool.before_load_general_feature_data
[2022-09-09 17:51:49.937570] INFO: 因子分析: UserDataMerge.before_load_general_feature_data
[2022-09-09 17:51:49.938744] INFO: 因子分析: DropSTStocks.before_load_general_feature_data
[2022-09-09 17:51:49.939954] INFO: 因子分析: DropNewStocks.before_load_general_feature_data
[2022-09-09 17:51:49.941121] INFO: 因子分析: Neutralization.before_load_general_feature_data
[2022-09-09 17:51:49.942235] INFO: 因子分析: DelayRebalanceDays.before_load_general_feature_data
[2022-09-09 17:51:49.943344] INFO: 因子分析: RebalancePeriod.before_load_general_feature_data
[2022-09-09 17:51:49.944475] INFO: 因子分析: RebalancePrice.before_load_general_feature_data
[2022-09-09 17:51:49.945612] INFO: 因子分析: FactorCoverage.before_load_general_feature_data
[2022-09-09 17:51:49.946734] INFO: 因子分析: Industry.before_load_general_feature_data
[2022-09-09 17:51:49.947852] INFO: 因子分析: PBRatio.before_load_general_feature_data
[2022-09-09 17:51:49.948986] INFO: 因子分析: Turnover.before_load_general_feature_data
[2022-09-09 17:51:49.950151] INFO: 因子分析: MarketCap.before_load_general_feature_data
[2022-09-09 17:51:49.951537] INFO: 因子分析: load_general_feature_data, load data
[2022-09-09 17:52:23.390915] INFO: 因子分析: RebalancePeriod.after_load_general_feature_data
[2022-09-09 17:52:23.466567] INFO: 因子分析: RebalancePeriodsReturns.after_load_general_feature_data
[2022-09-09 17:52:45.015945] INFO: 因子分析: RebalancePrice.after_load_general_feature_data
[2022-09-09 17:52:45.017716] INFO: 因子分析: load_general_feature_data, 1701263 rows.
[2022-09-09 17:52:45.019512] INFO: 因子分析: load_derived_feature_data, 1701263 rows, 24 columns.
[2022-09-09 17:52:45.021014] INFO: 因子分析: process, sum(where((close_0/close_1 - 1)>0.05,1,0),90)
[2022-09-09 17:52:45.022168] INFO: 因子分析: calculate_factor, sum(where((close_0/close_1 - 1)>0.05,1,0),90)
[2022-09-09 17:52:46.129953] INFO: 因子分析: calculate_factor, done
[2022-09-09 17:52:46.234212] INFO: 因子分析: QuantileReturns.before_process
[2022-09-09 17:52:46.235781] INFO: 因子分析: IC.before_process
[2022-09-09 17:52:46.236921] INFO: 因子分析: BasicDescription.before_process
[2022-09-09 17:52:46.237962] INFO: 因子分析: Industry.before_process
[2022-09-09 17:52:46.239007] INFO: 因子分析: RebalanceOverlap.before_process
[2022-09-09 17:52:46.240071] INFO: 因子分析: PBRatio.before_process
[2022-09-09 17:52:46.241105] INFO: 因子分析: Turnover.before_process
[2022-09-09 17:52:46.242232] INFO: 因子分析: Stocks.before_process
[2022-09-09 17:52:46.243329] INFO: 因子分析: MarketCap.before_process
[2022-09-09 17:52:46.244380] INFO: 因子分析: FactorValue.before_process
[2022-09-09 17:52:46.245409] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2022-09-09 17:52:46.259326] INFO: 因子分析: process metrics, start ..
[2022-09-09 17:52:46.386594] INFO: 因子分析: process, 865532/884867 rows ..
[2022-09-09 17:52:46.388193] INFO: 因子分析: BacktestInterval.process, 0.000s
[2022-09-09 17:52:46.389415] INFO: 因子分析: Benchmark.process, 0.000s
[2022-09-09 17:52:46.390562] INFO: 因子分析: StockPool.process, 0.000s
[2022-09-09 17:52:46.391643] INFO: 因子分析: UserDataMerge.process, 0.000s
[2022-09-09 17:52:46.392699] INFO: 因子分析: DropSTStocks.process, 0.000s
[2022-09-09 17:52:46.393767] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2022-09-09 17:52:46.394830] INFO: 因子分析: DropNewStocks.process, 0.000s
[2022-09-09 17:52:46.395872] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2022-09-09 17:52:46.397008] INFO: 因子分析: QuantileCount.process, 0.000s
[2022-09-09 17:52:46.398461] INFO: 因子分析: CommissionRates.process, 0.000s
[2022-09-09 17:52:47.055844] INFO: 因子分析: Cutoutliers.process, 0.656s
[2022-09-09 17:52:47.357316] INFO: 因子分析: Normalization.process, 0.300s
[2022-09-09 17:52:47.358934] INFO: 因子分析: Neutralization.process, 0.000s
[2022-09-09 17:52:47.360261] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2022-09-09 17:53:10.705258] INFO: 因子分析: RebalancePeriod.process, 23.344s
[2022-09-09 17:53:10.707074] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2022-09-09 17:53:10.708295] INFO: 因子分析: RebalancePrice.process, 0.000s
[2022-09-09 17:53:10.709388] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2022-09-09 17:53:10.710453] INFO: 因子分析: FactorCoverage.process, 0.000s
[2022-09-09 17:53:10.771892] INFO: 因子分析: QuantileReturns.process, 0.060s
[2022-09-09 17:53:14.070861] INFO: 因子分析: IC.process, 3.297s
[2022-09-09 17:53:14.218210] INFO: 因子分析: BasicDescription.process, 0.146s
[2022-09-09 17:53:14.757056] INFO: 因子分析: Industry.process, 0.537s
[2022-09-09 17:53:15.275820] INFO: 因子分析: RebalanceOverlap.process, 0.517s
[2022-09-09 17:53:15.358039] INFO: 因子分析: PBRatio.process, 0.080s
[2022-09-09 17:53:15.403099] INFO: 因子分析: Turnover.process, 0.043s
[2022-09-09 17:53:15.422331] INFO: 因子分析: Stocks.process, 0.018s
[2022-09-09 17:53:15.980975] INFO: 因子分析: MarketCap.process, 0.557s
[2022-09-09 17:53:16.080860] INFO: 因子分析: FactorValue.process, 0.098s
[2022-09-09 17:53:16.193743] INFO: 因子分析: process metrics, 29.934s
[2022-09-09 17:53:16.204071] INFO: 因子分析: QuantileReturns.after_process
[2022-09-09 17:53:16.205704] INFO: 因子分析: IC.after_process
[2022-09-09 17:53:16.206992] INFO: 因子分析: BasicDescription.after_process
[2022-09-09 17:53:16.208193] INFO: 因子分析: Industry.after_process
[2022-09-09 17:53:16.209446] INFO: 因子分析: RebalanceOverlap.after_process
[2022-09-09 17:53:16.210681] INFO: 因子分析: PBRatio.after_process
[2022-09-09 17:53:16.211895] INFO: 因子分析: Turnover.after_process
[2022-09-09 17:53:16.213289] INFO: 因子分析: Stocks.after_process
[2022-09-09 17:53:16.215096] INFO: 因子分析: MarketCap.after_process
[2022-09-09 17:53:16.216671] INFO: 因子分析: FactorValue.after_process
[2022-09-09 17:53:16.218092] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2022-09-09 17:53:16.219727] INFO: 因子分析: QuantileReturns.before_merged_process
[2022-09-09 17:53:16.221098] INFO: 因子分析: IC.before_merged_process
[2022-09-09 17:53:16.222359] INFO: 因子分析: BasicDescription.before_merged_process
[2022-09-09 17:53:16.223599] INFO: 因子分析: Industry.before_merged_process
[2022-09-09 17:53:16.224957] INFO: 因子分析: RebalanceOverlap.before_merged_process
[2022-09-09 17:53:16.226257] INFO: 因子分析: PBRatio.before_merged_process
[2022-09-09 17:53:16.227534] INFO: 因子分析: Turnover.before_merged_process
[2022-09-09 17:53:16.228758] INFO: 因子分析: Stocks.before_merged_process
[2022-09-09 17:53:16.229959] INFO: 因子分析: MarketCap.before_merged_process
[2022-09-09 17:53:16.231259] INFO: 因子分析: FactorValue.before_merged_process
[2022-09-09 17:53:16.232573] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_merged_process
[2022-09-09 17:53:16.233884] INFO: 因子分析: QuantileReturns.after_merged_process
[2022-09-09 17:53:16.235097] INFO: 因子分析: IC.after_merged_process
[2022-09-09 17:53:16.236367] INFO: 因子分析: BasicDescription.after_merged_process
[2022-09-09 17:53:16.237609] INFO: 因子分析: Industry.after_merged_process
[2022-09-09 17:53:16.238811] INFO: 因子分析: RebalanceOverlap.after_merged_process
[2022-09-09 17:53:16.240124] INFO: 因子分析: PBRatio.after_merged_process
[2022-09-09 17:53:16.241545] INFO: 因子分析: Turnover.after_merged_process
[2022-09-09 17:53:16.242693] INFO: 因子分析: Stocks.after_merged_process
[2022-09-09 17:53:16.243837] INFO: 因子分析: MarketCap.after_merged_process
[2022-09-09 17:53:16.244973] INFO: 因子分析: FactorValue.after_merged_process
[2022-09-09 17:53:16.246110] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_merged_process
[2022-09-09 17:53:16.249565] INFO: 因子分析: batch_process ended, 87.572s
[2022-09-09 17:53:16.945138] INFO: moduleinvoker: factorlens.v2 运行完成[88.307694s].