[2021-10-09 10:52:58.047423] INFO: 读取数据(DataSource): 读取数据 alpha_10503, count: 2527969
[2021-10-09 10:53:00.822993] INFO: 读取数据(DataSource): ds: DataSource(aa93d4af7f2b4b87a3d0da8864dcfbb4T)
[2021-10-09 10:53:00.824755] INFO: moduleinvoker: datahub_load_datasource.v1 运行完成[3.212889s].
[2021-10-09 10:53:00.828848] INFO: moduleinvoker: input_features.v1 开始运行..
[2021-10-09 10:53:00.875057] INFO: moduleinvoker: input_features.v1 运行完成[0.046218s].
[2021-10-09 10:53:00.882386] INFO: moduleinvoker: factorlens.v2 开始运行..
[2021-10-09 10:53:01.646509] INFO: 因子分析: batch_process start
[2021-10-09 10:53:01.648347] INFO: 因子分析: load_instruments 2019-01-01, 2019-12-31
[2021-10-09 10:53:03.067285] INFO: 因子分析: load_instruments, 3775 rows.
[2021-10-09 10:53:03.069036] INFO: 因子分析: load_benchmark_data 2019-01-01, 2019-12-31
[2021-10-09 10:53:03.221584] INFO: 因子分析: load_benchmark_data, 732 rows.
[2021-10-09 10:53:03.223176] INFO: 因子分析: StockPool.before_load_general_feature_data
[2021-10-09 10:53:03.224297] INFO: 因子分析: UserDataMerge.before_load_general_feature_data
[2021-10-09 10:53:03.225337] INFO: 因子分析: DropSTStocks.before_load_general_feature_data
[2021-10-09 10:53:03.226369] INFO: 因子分析: DropNewStocks.before_load_general_feature_data
[2021-10-09 10:53:03.227388] INFO: 因子分析: Neutralization.before_load_general_feature_data
[2021-10-09 10:53:03.228611] INFO: 因子分析: DelayRebalanceDays.before_load_general_feature_data
[2021-10-09 10:53:03.229668] INFO: 因子分析: RebalancePeriod.before_load_general_feature_data
[2021-10-09 10:53:03.230714] INFO: 因子分析: RebalancePrice.before_load_general_feature_data
[2021-10-09 10:53:03.231732] INFO: 因子分析: FactorCoverage.before_load_general_feature_data
[2021-10-09 10:53:03.232786] INFO: 因子分析: Industry.before_load_general_feature_data
[2021-10-09 10:53:03.233852] INFO: 因子分析: PBRatio.before_load_general_feature_data
[2021-10-09 10:53:03.234857] INFO: 因子分析: Turnover.before_load_general_feature_data
[2021-10-09 10:53:03.235862] INFO: 因子分析: MarketCap.before_load_general_feature_data
[2021-10-09 10:53:03.236936] INFO: 因子分析: load_general_feature_data, load data
[2021-10-09 10:53:32.273515] INFO: 因子分析: RebalancePeriod.after_load_general_feature_data
[2021-10-09 10:53:32.340347] INFO: 因子分析: RebalancePeriodsReturns.after_load_general_feature_data
[2021-10-09 10:53:52.061704] INFO: 因子分析: RebalancePrice.after_load_general_feature_data
[2021-10-09 10:53:52.063456] INFO: 因子分析: load_general_feature_data, 1701263 rows.
[2021-10-09 10:53:52.065214] INFO: 因子分析: load_derived_feature_data, 1701263 rows, 25 columns.
[2021-10-09 10:53:52.066455] INFO: 因子分析: process, ta_sma_60_0
[2021-10-09 10:53:52.067495] INFO: 因子分析: calculate_factor, ta_sma_60_0
[2021-10-09 10:53:52.402254] INFO: 因子分析: calculate_factor, done
[2021-10-09 10:53:52.510215] INFO: 因子分析: QuantileReturns.before_process
[2021-10-09 10:53:52.512253] INFO: 因子分析: IC.before_process
[2021-10-09 10:53:52.513848] INFO: 因子分析: BasicDescription.before_process
[2021-10-09 10:53:52.515168] INFO: 因子分析: Industry.before_process
[2021-10-09 10:53:52.516348] INFO: 因子分析: RebalanceOverlap.before_process
[2021-10-09 10:53:52.517442] INFO: 因子分析: PBRatio.before_process
[2021-10-09 10:53:52.518541] INFO: 因子分析: Turnover.before_process
[2021-10-09 10:53:52.519621] INFO: 因子分析: Stocks.before_process
[2021-10-09 10:53:52.520694] INFO: 因子分析: MarketCap.before_process
[2021-10-09 10:53:52.521768] INFO: 因子分析: FactorValue.before_process
[2021-10-09 10:53:52.522824] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2021-10-09 10:53:52.619549] INFO: 因子分析: process metrics, start ..
[2021-10-09 10:53:52.850629] INFO: 因子分析: process, 827096/884867 rows ..
[2021-10-09 10:53:52.852265] INFO: 因子分析: BacktestInterval.process, 0.000s
[2021-10-09 10:53:52.853429] INFO: 因子分析: Benchmark.process, 0.000s
[2021-10-09 10:53:52.854488] INFO: 因子分析: StockPool.process, 0.000s
[2021-10-09 10:53:52.855511] INFO: 因子分析: UserDataMerge.process, 0.000s
[2021-10-09 10:53:52.856536] INFO: 因子分析: DropSTStocks.process, 0.000s
[2021-10-09 10:53:52.857552] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2021-10-09 10:53:52.858583] INFO: 因子分析: DropNewStocks.process, 0.000s
[2021-10-09 10:53:52.859625] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2021-10-09 10:53:52.860652] INFO: 因子分析: QuantileCount.process, 0.000s
[2021-10-09 10:53:52.861685] INFO: 因子分析: CommissionRates.process, 0.000s
[2021-10-09 10:53:53.194503] INFO: 因子分析: Normalization.process, 0.332s
[2021-10-09 10:53:56.149085] INFO: 因子分析: Neutralization.process, 2.951s
[2021-10-09 10:53:56.150787] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2021-10-09 10:54:22.816713] INFO: 因子分析: RebalancePeriod.process, 26.665s
[2021-10-09 10:54:22.818409] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2021-10-09 10:54:22.819750] INFO: 因子分析: RebalancePrice.process, 0.000s
[2021-10-09 10:54:22.820793] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2021-10-09 10:54:22.821830] INFO: 因子分析: FactorCoverage.process, 0.000s
[2021-10-09 10:54:22.881864] INFO: 因子分析: QuantileReturns.process, 0.059s
[2021-10-09 10:54:23.235431] INFO: 因子分析: IC.process, 0.339s
[2021-10-09 10:54:23.297840] INFO: 因子分析: BasicDescription.process, 0.061s
[2021-10-09 10:54:23.464012] INFO: 因子分析: Industry.process, 0.164s
[2021-10-09 10:54:23.550922] INFO: 因子分析: RebalanceOverlap.process, 0.085s
[2021-10-09 10:54:23.656417] INFO: 因子分析: PBRatio.process, 0.104s
[2021-10-09 10:54:23.712885] INFO: 因子分析: Turnover.process, 0.055s
[2021-10-09 10:54:23.732811] INFO: 因子分析: Stocks.process, 0.018s
[2021-10-09 10:54:23.811724] INFO: 因子分析: MarketCap.process, 0.077s
[2021-10-09 10:54:24.056257] INFO: 因子分析: FactorValue.process, 0.243s
[2021-10-09 10:54:24.109678] INFO: 因子分析: process metrics, 31.490s
[2021-10-09 10:54:24.138156] INFO: 因子分析: QuantileReturns.after_process
[2021-10-09 10:54:24.139766] INFO: 因子分析: IC.after_process
[2021-10-09 10:54:24.140879] INFO: 因子分析: BasicDescription.after_process
[2021-10-09 10:54:24.141951] INFO: 因子分析: Industry.after_process
[2021-10-09 10:54:24.143150] INFO: 因子分析: RebalanceOverlap.after_process
[2021-10-09 10:54:24.144246] INFO: 因子分析: PBRatio.after_process
[2021-10-09 10:54:24.145325] INFO: 因子分析: Turnover.after_process
[2021-10-09 10:54:24.146434] INFO: 因子分析: Stocks.after_process
[2021-10-09 10:54:24.147496] INFO: 因子分析: MarketCap.after_process
[2021-10-09 10:54:24.148569] INFO: 因子分析: FactorValue.after_process
[2021-10-09 10:54:24.149585] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2021-10-09 10:54:24.150767] INFO: 因子分析: QuantileReturns.before_merged_process
[2021-10-09 10:54:24.151811] INFO: 因子分析: IC.before_merged_process
[2021-10-09 10:54:24.152892] INFO: 因子分析: BasicDescription.before_merged_process
[2021-10-09 10:54:24.153918] INFO: 因子分析: Industry.before_merged_process
[2021-10-09 10:54:24.155063] INFO: 因子分析: RebalanceOverlap.before_merged_process
[2021-10-09 10:54:24.156129] INFO: 因子分析: PBRatio.before_merged_process
[2021-10-09 10:54:24.157146] INFO: 因子分析: Turnover.before_merged_process
[2021-10-09 10:54:24.158157] INFO: 因子分析: Stocks.before_merged_process
[2021-10-09 10:54:24.159175] INFO: 因子分析: MarketCap.before_merged_process
[2021-10-09 10:54:24.160181] INFO: 因子分析: FactorValue.before_merged_process
[2021-10-09 10:54:24.161265] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_merged_process
[2021-10-09 10:54:24.162538] INFO: 因子分析: QuantileReturns.after_merged_process
[2021-10-09 10:54:24.163591] INFO: 因子分析: IC.after_merged_process
[2021-10-09 10:54:24.196960] INFO: 因子分析: BasicDescription.after_merged_process
[2021-10-09 10:54:24.198314] INFO: 因子分析: Industry.after_merged_process
[2021-10-09 10:54:24.199406] INFO: 因子分析: RebalanceOverlap.after_merged_process
[2021-10-09 10:54:24.200433] INFO: 因子分析: PBRatio.after_merged_process
[2021-10-09 10:54:24.201449] INFO: 因子分析: Turnover.after_merged_process
[2021-10-09 10:54:24.202493] INFO: 因子分析: Stocks.after_merged_process
[2021-10-09 10:54:24.203525] INFO: 因子分析: MarketCap.after_merged_process
[2021-10-09 10:54:24.204528] INFO: 因子分析: FactorValue.after_merged_process
[2021-10-09 10:54:24.205600] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_merged_process
[2021-10-09 10:54:24.207477] INFO: 因子分析: batch_process ended, 82.561s
[2021-10-09 10:54:25.057260] INFO: moduleinvoker: factorlens.v2 运行完成[84.174862s].