[2020-07-30 10:43:04.802414] INFO: moduleinvoker: input_features.v1 开始运行..
[2020-07-30 10:43:04.841666] INFO: moduleinvoker: input_features.v1 运行完成[0.039244s].
[2020-07-30 10:43:04.846088] INFO: moduleinvoker: input_csv.v5 开始运行..
[2020-07-30 10:43:04.850290] INFO: moduleinvoker: 命中缓存
[2020-07-30 10:43:04.851139] INFO: moduleinvoker: input_csv.v5 运行完成[0.005056s].
[2020-07-30 10:43:04.858491] INFO: moduleinvoker: factorlens.v1 开始运行..
[2020-07-30 10:43:05.038914] INFO: 因子分析: batch_process start
[2020-07-30 10:43:05.040062] INFO: 因子分析: load_instruments 2019-12-01, 2019-12-31
[2020-07-30 10:43:05.631127] INFO: 因子分析: load_instruments, 3762 rows.
[2020-07-30 10:43:05.632329] INFO: 因子分析: StockPool.before_load_general_feature_data
[2020-07-30 10:43:05.633180] INFO: 因子分析: DropSTStocks.before_load_general_feature_data
[2020-07-30 10:43:05.633969] INFO: 因子分析: DropNewStocks.before_load_general_feature_data
[2020-07-30 10:43:05.634754] INFO: 因子分析: Neutralization.before_load_general_feature_data
[2020-07-30 10:43:05.635669] INFO: 因子分析: Industry.before_load_general_feature_data
[2020-07-30 10:43:05.636495] INFO: 因子分析: PBRatio.before_load_general_feature_data
[2020-07-30 10:43:05.637283] INFO: 因子分析: Turnover.before_load_general_feature_data
[2020-07-30 10:43:05.638058] INFO: 因子分析: MarketCap.before_load_general_feature_data
[2020-07-30 10:43:05.638825] INFO: 因子分析: load_general_feature_data, load data
[2020-07-30 10:43:06.403460] INFO: 因子分析: RebalancePeriod.after_load_general_feature_data
[2020-07-30 10:43:06.530194] INFO: 因子分析: load_general_feature_data, 82012 rows.
[2020-07-30 10:43:06.531733] INFO: 因子分析: load_derived_feature_data, 82012 rows, 18 columns.
[2020-07-30 10:43:06.532755] INFO: 因子分析: process, gap_ind_0
[2020-07-30 10:43:06.533564] INFO: 因子分析: calculate_factor, gap_ind_0
[2020-07-30 10:43:06.535580] INFO: 因子分析: calculate_factor, done
[2020-07-30 10:43:06.544382] INFO: 因子分析: QuantileReturns.before_process
[2020-07-30 10:43:06.545238] INFO: 因子分析: IC.before_process
[2020-07-30 10:43:06.546032] INFO: 因子分析: BasicDescription.before_process
[2020-07-30 10:43:06.546801] INFO: 因子分析: Industry.before_process
[2020-07-30 10:43:06.547736] INFO: 因子分析: RebalanceOverlap.before_process
[2020-07-30 10:43:06.548541] INFO: 因子分析: PBRatio.before_process
[2020-07-30 10:43:06.549401] INFO: 因子分析: Turnover.before_process
[2020-07-30 10:43:06.550159] INFO: 因子分析: Stocks.before_process
[2020-07-30 10:43:06.550996] INFO: 因子分析: MarketCap.before_process
[2020-07-30 10:43:06.551742] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2020-07-30 10:43:06.555804] INFO: 因子分析: process metrics, start ..
[2020-07-30 10:43:06.599686] INFO: 因子分析: process, 76703/82012 rows ..
[2020-07-30 10:43:06.600803] INFO: 因子分析: BacktestInterval.process, 0.000s
[2020-07-30 10:43:06.601644] INFO: 因子分析: StockPool.process, 0.000s
[2020-07-30 10:43:06.602393] INFO: 因子分析: DropSTStocks.process, 0.000s
[2020-07-30 10:43:06.603152] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2020-07-30 10:43:06.603910] INFO: 因子分析: DropNewStocks.process, 0.000s
[2020-07-30 10:43:06.604724] INFO: 因子分析: QuantileCount.process, 0.000s
[2020-07-30 10:43:06.605497] INFO: 因子分析: CommissionRates.process, 0.000s
[2020-07-30 10:43:06.628660] INFO: 因子分析: Normalization.process, 0.022s
[2020-07-30 10:43:07.894722] INFO: 因子分析: Neutralization.process, 1.265s
[2020-07-30 10:43:07.932063] INFO: 因子分析: RebalancePeriod.process, 0.036s
[2020-07-30 10:43:07.933162] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2020-07-30 10:43:07.990370] INFO: 因子分析: QuantileReturns.process, 0.056s
[2020-07-30 10:43:08.044338] INFO: 因子分析: IC.process, 0.053s
[2020-07-30 10:43:08.053856] INFO: 因子分析: BasicDescription.process, 0.008s
[2020-07-30 10:43:08.168463] INFO: 因子分析: Industry.process, 0.114s
[2020-07-30 10:43:08.195708] INFO: 因子分析: RebalanceOverlap.process, 0.026s
[2020-07-30 10:43:08.209275] INFO: 因子分析: PBRatio.process, 0.013s
[2020-07-30 10:43:08.221310] INFO: 因子分析: Turnover.process, 0.011s
[2020-07-30 10:43:08.336125] INFO: 因子分析: Stocks.process, 0.114s
[2020-07-30 10:43:08.360074] INFO: 因子分析: MarketCap.process, 0.023s
[2020-07-30 10:43:08.468472] INFO: 因子分析: process metrics, 1.913s
[2020-07-30 10:43:08.469649] INFO: 因子分析: QuantileReturns.after_process
[2020-07-30 10:43:08.470531] INFO: 因子分析: IC.after_process
[2020-07-30 10:43:08.471338] INFO: 因子分析: BasicDescription.after_process
[2020-07-30 10:43:08.472167] INFO: 因子分析: Industry.after_process
[2020-07-30 10:43:08.472938] INFO: 因子分析: RebalanceOverlap.after_process
[2020-07-30 10:43:08.473704] INFO: 因子分析: PBRatio.after_process
[2020-07-30 10:43:08.474491] INFO: 因子分析: Turnover.after_process
[2020-07-30 10:43:08.475270] INFO: 因子分析: Stocks.after_process
[2020-07-30 10:43:08.476116] INFO: 因子分析: MarketCap.after_process
[2020-07-30 10:43:08.476895] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2020-07-30 10:43:08.484519] INFO: 因子分析: QuantileReturns.before_merged_process
[2020-07-30 10:43:08.485325] INFO: 因子分析: IC.before_merged_process
[2020-07-30 10:43:08.486075] INFO: 因子分析: BasicDescription.before_merged_process
[2020-07-30 10:43:08.486808] INFO: 因子分析: Industry.before_merged_process
[2020-07-30 10:43:08.487541] INFO: 因子分析: RebalanceOverlap.before_merged_process
[2020-07-30 10:43:08.488283] INFO: 因子分析: PBRatio.before_merged_process
[2020-07-30 10:43:08.489011] INFO: 因子分析: Turnover.before_merged_process
[2020-07-30 10:43:08.489732] INFO: 因子分析: Stocks.before_merged_process
[2020-07-30 10:43:08.490453] INFO: 因子分析: MarketCap.before_merged_process
[2020-07-30 10:43:08.491187] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_merged_process
[2020-07-30 10:43:08.492051] INFO: 因子分析: QuantileReturns.after_merged_process
[2020-07-30 10:43:08.492809] INFO: 因子分析: IC.after_merged_process
[2020-07-30 10:43:08.493542] INFO: 因子分析: BasicDescription.after_merged_process
[2020-07-30 10:43:08.494337] INFO: 因子分析: Industry.after_merged_process
[2020-07-30 10:43:08.495093] INFO: 因子分析: RebalanceOverlap.after_merged_process
[2020-07-30 10:43:08.495850] INFO: 因子分析: PBRatio.after_merged_process
[2020-07-30 10:43:08.496603] INFO: 因子分析: Turnover.after_merged_process
[2020-07-30 10:43:08.497346] INFO: 因子分析: Stocks.after_merged_process
[2020-07-30 10:43:08.498105] INFO: 因子分析: MarketCap.after_merged_process
[2020-07-30 10:43:08.498834] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_merged_process
[2020-07-30 10:43:08.499818] INFO: 因子分析: batch_process ended, 3.461s
[2020-07-30 10:43:08.610942] INFO: moduleinvoker: factorlens.v1 运行完成[3.75244s].