[2022-04-22 16:28:06.805882] INFO: moduleinvoker: input_features.v1 开始运行..
[2022-04-22 16:28:06.815480] INFO: moduleinvoker: 命中缓存
[2022-04-22 16:28:06.817977] INFO: moduleinvoker: input_features.v1 运行完成[0.012128s].
[2022-04-22 16:28:06.828912] INFO: moduleinvoker: factorlens.v2 开始运行..
[2022-04-22 16:28:06.869047] INFO: 因子分析: batch_process start
[2022-04-22 16:28:06.870680] INFO: 因子分析: load_instruments 2018-01-01, 2022-05-01
[2022-04-22 16:28:08.087373] INFO: 因子分析: load_instruments, 4855 rows.
[2022-04-22 16:28:08.088923] INFO: 因子分析: load_benchmark_data 2018-01-01, 2022-05-01
[2022-04-22 16:28:08.175133] INFO: 因子分析: load_benchmark_data, 3132 rows.
[2022-04-22 16:28:08.176758] INFO: 因子分析: StockPool.before_load_general_feature_data
[2022-04-22 16:28:08.177906] INFO: 因子分析: UserDataMerge.before_load_general_feature_data
[2022-04-22 16:28:08.178932] INFO: 因子分析: DropSTStocks.before_load_general_feature_data
[2022-04-22 16:28:08.180534] INFO: 因子分析: DropNewStocks.before_load_general_feature_data
[2022-04-22 16:28:08.181902] INFO: 因子分析: Neutralization.before_load_general_feature_data
[2022-04-22 16:28:08.183548] INFO: 因子分析: DelayRebalanceDays.before_load_general_feature_data
[2022-04-22 16:28:08.185256] INFO: 因子分析: RebalancePeriod.before_load_general_feature_data
[2022-04-22 16:28:08.186548] INFO: 因子分析: RebalancePrice.before_load_general_feature_data
[2022-04-22 16:28:08.187785] INFO: 因子分析: FactorCoverage.before_load_general_feature_data
[2022-04-22 16:28:08.189352] INFO: 因子分析: Industry.before_load_general_feature_data
[2022-04-22 16:28:08.190591] INFO: 因子分析: PBRatio.before_load_general_feature_data
[2022-04-22 16:28:08.191952] INFO: 因子分析: Turnover.before_load_general_feature_data
[2022-04-22 16:28:08.193311] INFO: 因子分析: MarketCap.before_load_general_feature_data
[2022-04-22 16:28:08.195038] INFO: 因子分析: load_general_feature_data, load data
[2022-04-22 16:31:46.018143] INFO: 因子分析: RebalancePeriod.after_load_general_feature_data
[2022-04-22 16:31:46.210658] INFO: 因子分析: RebalancePeriodsReturns.after_load_general_feature_data
[2022-04-22 16:32:17.120461] INFO: 因子分析: RebalancePrice.after_load_general_feature_data
[2022-04-22 16:32:17.122227] INFO: 因子分析: load_general_feature_data, 4787737 rows.
[2022-04-22 16:32:17.124051] INFO: 因子分析: load_derived_feature_data, 4787737 rows, 30 columns.
[2022-04-22 16:32:17.125367] INFO: 因子分析: process, volume_0/volume_1
[2022-04-22 16:32:17.126471] INFO: 因子分析: calculate_factor, volume_0/volume_1
[2022-04-22 16:32:18.516433] INFO: 因子分析: calculate_factor, done
[2022-04-22 16:32:19.031338] INFO: 因子分析: QuantileReturns.before_process
[2022-04-22 16:32:19.033039] INFO: 因子分析: IC.before_process
[2022-04-22 16:32:19.034349] INFO: 因子分析: BasicDescription.before_process
[2022-04-22 16:32:19.035566] INFO: 因子分析: Industry.before_process
[2022-04-22 16:32:19.036732] INFO: 因子分析: RebalanceOverlap.before_process
[2022-04-22 16:32:19.037928] INFO: 因子分析: PBRatio.before_process
[2022-04-22 16:32:19.039131] INFO: 因子分析: Turnover.before_process
[2022-04-22 16:32:19.040345] INFO: 因子分析: Stocks.before_process
[2022-04-22 16:32:19.041570] INFO: 因子分析: MarketCap.before_process
[2022-04-22 16:32:19.042769] INFO: 因子分析: FactorValue.before_process
[2022-04-22 16:32:19.043974] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2022-04-22 16:32:19.388384] INFO: 因子分析: process metrics, start ..
[2022-04-22 16:32:19.465271] INFO: 因子分析: process, 306950/4044680 rows ..
[2022-04-22 16:32:19.466890] INFO: 因子分析: BacktestInterval.process, 0.000s
[2022-04-22 16:32:19.468109] INFO: 因子分析: Benchmark.process, 0.000s
[2022-04-22 16:32:19.469178] INFO: 因子分析: StockPool.process, 0.000s
[2022-04-22 16:32:19.470219] INFO: 因子分析: UserDataMerge.process, 0.000s
[2022-04-22 16:32:19.471259] INFO: 因子分析: DropSTStocks.process, 0.000s
[2022-04-22 16:32:19.472281] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2022-04-22 16:32:19.473324] INFO: 因子分析: DropNewStocks.process, 0.000s
[2022-04-22 16:32:19.474394] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2022-04-22 16:32:19.475427] INFO: 因子分析: QuantileCount.process, 0.000s
[2022-04-22 16:32:19.476462] INFO: 因子分析: CommissionRates.process, 0.000s
[2022-04-22 16:32:19.977278] INFO: 因子分析: Cutoutliers.process, 0.500s
[2022-04-22 16:32:20.253352] INFO: 因子分析: Normalization.process, 0.274s
[2022-04-22 16:33:19.062609] INFO: 因子分析: Neutralization.process, 58.805s
[2022-04-22 16:33:19.064221] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2022-04-22 16:33:25.616765] INFO: 因子分析: RebalancePeriod.process, 6.551s
[2022-04-22 16:33:25.618472] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2022-04-22 16:33:25.619819] INFO: 因子分析: RebalancePrice.process, 0.000s
[2022-04-22 16:33:25.621360] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2022-04-22 16:33:25.622911] INFO: 因子分析: FactorCoverage.process, 0.000s
[2022-04-22 16:33:25.702353] INFO: 因子分析: QuantileReturns.process, 0.078s
[2022-04-22 16:33:26.347870] INFO: 因子分析: IC.process, 0.644s
[2022-04-22 16:33:26.386581] INFO: 因子分析: BasicDescription.process, 0.037s
[2022-04-22 16:33:26.618491] INFO: 因子分析: Industry.process, 0.230s
[2022-04-22 16:33:26.818247] INFO: 因子分析: RebalanceOverlap.process, 0.198s
[2022-04-22 16:33:26.858313] INFO: 因子分析: PBRatio.process, 0.039s
[2022-04-22 16:33:26.883743] INFO: 因子分析: Turnover.process, 0.024s
[2022-04-22 16:33:26.895387] INFO: 因子分析: Stocks.process, 0.010s
[2022-04-22 16:33:26.979935] INFO: 因子分析: MarketCap.process, 0.083s
[2022-04-22 16:33:27.009402] INFO: 因子分析: FactorValue.process, 0.028s
[2022-04-22 16:33:27.030086] INFO: 因子分析: process metrics, 67.642s
[2022-04-22 16:33:27.034628] INFO: 因子分析: QuantileReturns.after_process
[2022-04-22 16:33:27.057425] INFO: 因子分析: IC.after_process
[2022-04-22 16:33:27.058790] INFO: 因子分析: BasicDescription.after_process
[2022-04-22 16:33:27.059895] INFO: 因子分析: Industry.after_process
[2022-04-22 16:33:27.061077] INFO: 因子分析: RebalanceOverlap.after_process
[2022-04-22 16:33:27.062246] INFO: 因子分析: PBRatio.after_process
[2022-04-22 16:33:27.063258] INFO: 因子分析: Turnover.after_process
[2022-04-22 16:33:27.064241] INFO: 因子分析: Stocks.after_process
[2022-04-22 16:33:27.065207] INFO: 因子分析: MarketCap.after_process
[2022-04-22 16:33:27.066184] INFO: 因子分析: FactorValue.after_process
[2022-04-22 16:33:27.067153] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2022-04-22 16:33:27.068269] INFO: 因子分析: process, avg_amount_5
[2022-04-22 16:33:27.069269] INFO: 因子分析: calculate_factor, avg_amount_5
[2022-04-22 16:33:27.842296] INFO: 因子分析: calculate_factor, done
[2022-04-22 16:33:28.362024] INFO: 因子分析: QuantileReturns.before_process
[2022-04-22 16:33:28.363540] INFO: 因子分析: IC.before_process
[2022-04-22 16:33:28.364627] INFO: 因子分析: BasicDescription.before_process
[2022-04-22 16:33:28.365608] INFO: 因子分析: Industry.before_process
[2022-04-22 16:33:28.366586] INFO: 因子分析: RebalanceOverlap.before_process
[2022-04-22 16:33:28.367556] INFO: 因子分析: PBRatio.before_process
[2022-04-22 16:33:28.368520] INFO: 因子分析: Turnover.before_process
[2022-04-22 16:33:28.369483] INFO: 因子分析: Stocks.before_process
[2022-04-22 16:33:28.370441] INFO: 因子分析: MarketCap.before_process
[2022-04-22 16:33:28.371407] INFO: 因子分析: FactorValue.before_process
[2022-04-22 16:33:28.372512] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2022-04-22 16:33:28.697940] INFO: 因子分析: process metrics, start ..
[2022-04-22 16:33:28.759925] INFO: 因子分析: process, 306950/4044680 rows ..
[2022-04-22 16:33:28.761548] INFO: 因子分析: BacktestInterval.process, 0.000s
[2022-04-22 16:33:28.763002] INFO: 因子分析: Benchmark.process, 0.000s
[2022-04-22 16:33:28.764383] INFO: 因子分析: StockPool.process, 0.000s
[2022-04-22 16:33:28.765441] INFO: 因子分析: UserDataMerge.process, 0.000s
[2022-04-22 16:33:28.766450] INFO: 因子分析: DropSTStocks.process, 0.000s
[2022-04-22 16:33:28.767635] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2022-04-22 16:33:28.768650] INFO: 因子分析: DropNewStocks.process, 0.000s
[2022-04-22 16:33:28.769777] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2022-04-22 16:33:28.770784] INFO: 因子分析: QuantileCount.process, 0.000s
[2022-04-22 16:33:28.771896] INFO: 因子分析: CommissionRates.process, 0.000s
[2022-04-22 16:33:29.218228] INFO: 因子分析: Cutoutliers.process, 0.445s
[2022-04-22 16:33:29.502580] INFO: 因子分析: Normalization.process, 0.283s
[2022-04-22 16:34:33.645090] INFO: 因子分析: Neutralization.process, 64.141s
[2022-04-22 16:34:33.657279] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2022-04-22 16:34:39.982426] INFO: 因子分析: RebalancePeriod.process, 6.324s
[2022-04-22 16:34:39.984109] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2022-04-22 16:34:39.985440] INFO: 因子分析: RebalancePrice.process, 0.000s
[2022-04-22 16:34:39.986495] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2022-04-22 16:34:39.987477] INFO: 因子分析: FactorCoverage.process, 0.000s
[2022-04-22 16:34:40.030552] INFO: 因子分析: QuantileReturns.process, 0.042s
[2022-04-22 16:34:40.749305] INFO: 因子分析: IC.process, 0.717s
[2022-04-22 16:34:40.788276] INFO: 因子分析: BasicDescription.process, 0.037s
[2022-04-22 16:34:41.025903] INFO: 因子分析: Industry.process, 0.236s
[2022-04-22 16:34:41.221565] INFO: 因子分析: RebalanceOverlap.process, 0.194s
[2022-04-22 16:34:41.263751] INFO: 因子分析: PBRatio.process, 0.041s
[2022-04-22 16:34:41.287844] INFO: 因子分析: Turnover.process, 0.023s
[2022-04-22 16:34:41.298055] INFO: 因子分析: Stocks.process, 0.009s
[2022-04-22 16:34:41.375582] INFO: 因子分析: MarketCap.process, 0.076s
[2022-04-22 16:34:41.405138] INFO: 因子分析: FactorValue.process, 0.028s
[2022-04-22 16:34:41.423770] INFO: 因子分析: process metrics, 72.726s
[2022-04-22 16:34:41.428259] INFO: 因子分析: QuantileReturns.after_process
[2022-04-22 16:34:41.429461] INFO: 因子分析: IC.after_process
[2022-04-22 16:34:41.430457] INFO: 因子分析: BasicDescription.after_process
[2022-04-22 16:34:41.431446] INFO: 因子分析: Industry.after_process
[2022-04-22 16:34:41.457749] INFO: 因子分析: RebalanceOverlap.after_process
[2022-04-22 16:34:41.458911] INFO: 因子分析: PBRatio.after_process
[2022-04-22 16:34:41.460013] INFO: 因子分析: Turnover.after_process
[2022-04-22 16:34:41.461059] INFO: 因子分析: Stocks.after_process
[2022-04-22 16:34:41.462118] INFO: 因子分析: MarketCap.after_process
[2022-04-22 16:34:41.463257] INFO: 因子分析: FactorValue.after_process
[2022-04-22 16:34:41.464486] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2022-04-22 16:34:41.465904] INFO: 因子分析: process, avg_turn_5
[2022-04-22 16:34:41.467084] INFO: 因子分析: calculate_factor, avg_turn_5
[2022-04-22 16:34:42.591868] INFO: 因子分析: calculate_factor, done
[2022-04-22 16:34:43.070019] INFO: 因子分析: QuantileReturns.before_process
[2022-04-22 16:34:43.071539] INFO: 因子分析: IC.before_process
[2022-04-22 16:34:43.072729] INFO: 因子分析: BasicDescription.before_process
[2022-04-22 16:34:43.073838] INFO: 因子分析: Industry.before_process
[2022-04-22 16:34:43.074895] INFO: 因子分析: RebalanceOverlap.before_process
[2022-04-22 16:34:43.075959] INFO: 因子分析: PBRatio.before_process
[2022-04-22 16:34:43.077036] INFO: 因子分析: Turnover.before_process
[2022-04-22 16:34:43.078097] INFO: 因子分析: Stocks.before_process
[2022-04-22 16:34:43.079169] INFO: 因子分析: MarketCap.before_process
[2022-04-22 16:34:43.080246] INFO: 因子分析: FactorValue.before_process
[2022-04-22 16:34:43.081346] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2022-04-22 16:34:43.416612] INFO: 因子分析: process metrics, start ..
[2022-04-22 16:34:43.482641] INFO: 因子分析: process, 306950/4044680 rows ..
[2022-04-22 16:34:43.484344] INFO: 因子分析: BacktestInterval.process, 0.000s
[2022-04-22 16:34:43.485728] INFO: 因子分析: Benchmark.process, 0.000s
[2022-04-22 16:34:43.487029] INFO: 因子分析: StockPool.process, 0.000s
[2022-04-22 16:34:43.488274] INFO: 因子分析: UserDataMerge.process, 0.000s
[2022-04-22 16:34:43.489520] INFO: 因子分析: DropSTStocks.process, 0.000s
[2022-04-22 16:34:43.490736] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2022-04-22 16:34:43.491984] INFO: 因子分析: DropNewStocks.process, 0.000s
[2022-04-22 16:34:43.493223] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2022-04-22 16:34:43.494454] INFO: 因子分析: QuantileCount.process, 0.000s
[2022-04-22 16:34:43.495820] INFO: 因子分析: CommissionRates.process, 0.000s
[2022-04-22 16:34:44.038385] INFO: 因子分析: Cutoutliers.process, 0.541s
[2022-04-22 16:34:44.351602] INFO: 因子分析: Normalization.process, 0.312s
[2022-04-22 16:35:47.784219] INFO: 因子分析: Neutralization.process, 63.427s
[2022-04-22 16:35:47.786338] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2022-04-22 16:35:54.424480] INFO: 因子分析: RebalancePeriod.process, 6.637s
[2022-04-22 16:35:54.426371] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2022-04-22 16:35:54.427853] INFO: 因子分析: RebalancePrice.process, 0.000s
[2022-04-22 16:35:54.429010] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2022-04-22 16:35:54.430074] INFO: 因子分析: FactorCoverage.process, 0.000s
[2022-04-22 16:35:54.496156] INFO: 因子分析: QuantileReturns.process, 0.065s
[2022-04-22 16:35:55.046462] INFO: 因子分析: IC.process, 0.549s
[2022-04-22 16:35:55.087858] INFO: 因子分析: BasicDescription.process, 0.040s
[2022-04-22 16:35:55.334122] INFO: 因子分析: Industry.process, 0.244s
[2022-04-22 16:35:55.528318] INFO: 因子分析: RebalanceOverlap.process, 0.193s
[2022-04-22 16:35:55.568175] INFO: 因子分析: PBRatio.process, 0.038s
[2022-04-22 16:35:55.592104] INFO: 因子分析: Turnover.process, 0.022s
[2022-04-22 16:35:55.602121] INFO: 因子分析: Stocks.process, 0.009s
[2022-04-22 16:35:55.682199] INFO: 因子分析: MarketCap.process, 0.079s
[2022-04-22 16:35:55.711477] INFO: 因子分析: FactorValue.process, 0.028s
[2022-04-22 16:35:55.730413] INFO: 因子分析: process metrics, 72.314s
[2022-04-22 16:35:55.735035] INFO: 因子分析: QuantileReturns.after_process
[2022-04-22 16:35:55.736535] INFO: 因子分析: IC.after_process
[2022-04-22 16:35:55.737646] INFO: 因子分析: BasicDescription.after_process
[2022-04-22 16:35:55.738633] INFO: 因子分析: Industry.after_process
[2022-04-22 16:35:55.757852] INFO: 因子分析: RebalanceOverlap.after_process
[2022-04-22 16:35:55.758928] INFO: 因子分析: PBRatio.after_process
[2022-04-22 16:35:55.759978] INFO: 因子分析: Turnover.after_process
[2022-04-22 16:35:55.761088] INFO: 因子分析: Stocks.after_process
[2022-04-22 16:35:55.762092] INFO: 因子分析: MarketCap.after_process
[2022-04-22 16:35:55.763078] INFO: 因子分析: FactorValue.after_process
[2022-04-22 16:35:55.764063] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2022-04-22 16:35:55.765163] INFO: 因子分析: process, swing_volatility_10_0/swing_volatility_60_0
[2022-04-22 16:35:55.766187] INFO: 因子分析: calculate_factor, swing_volatility_10_0/swing_volatility_60_0
[2022-04-22 16:35:56.498035] INFO: 因子分析: calculate_factor, done
[2022-04-22 16:35:56.957905] INFO: 因子分析: QuantileReturns.before_process
[2022-04-22 16:35:56.959484] INFO: 因子分析: IC.before_process
[2022-04-22 16:35:56.960607] INFO: 因子分析: BasicDescription.before_process
[2022-04-22 16:35:56.961599] INFO: 因子分析: Industry.before_process
[2022-04-22 16:35:56.962567] INFO: 因子分析: RebalanceOverlap.before_process
[2022-04-22 16:35:56.963536] INFO: 因子分析: PBRatio.before_process
[2022-04-22 16:35:56.964494] INFO: 因子分析: Turnover.before_process
[2022-04-22 16:35:56.965570] INFO: 因子分析: Stocks.before_process
[2022-04-22 16:35:56.966534] INFO: 因子分析: MarketCap.before_process
[2022-04-22 16:35:56.967491] INFO: 因子分析: FactorValue.before_process
[2022-04-22 16:35:56.968464] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2022-04-22 16:35:57.309437] INFO: 因子分析: process metrics, start ..
[2022-04-22 16:35:57.372146] INFO: 因子分析: process, 306941/4044680 rows ..
[2022-04-22 16:35:57.373687] INFO: 因子分析: BacktestInterval.process, 0.000s
[2022-04-22 16:35:57.374864] INFO: 因子分析: Benchmark.process, 0.000s
[2022-04-22 16:35:57.375849] INFO: 因子分析: StockPool.process, 0.000s
[2022-04-22 16:35:57.376940] INFO: 因子分析: UserDataMerge.process, 0.000s
[2022-04-22 16:35:57.377916] INFO: 因子分析: DropSTStocks.process, 0.000s
[2022-04-22 16:35:57.378952] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2022-04-22 16:35:57.380037] INFO: 因子分析: DropNewStocks.process, 0.000s
[2022-04-22 16:35:57.381031] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2022-04-22 16:35:57.382016] INFO: 因子分析: QuantileCount.process, 0.000s
[2022-04-22 16:35:57.383033] INFO: 因子分析: CommissionRates.process, 0.000s
[2022-04-22 16:35:57.830155] INFO: 因子分析: Cutoutliers.process, 0.446s
[2022-04-22 16:35:58.112590] INFO: 因子分析: Normalization.process, 0.281s
[2022-04-22 16:36:55.671439] INFO: 因子分析: Neutralization.process, 57.557s
[2022-04-22 16:36:55.673307] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2022-04-22 16:37:02.187896] INFO: 因子分析: RebalancePeriod.process, 6.513s
[2022-04-22 16:37:02.189613] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2022-04-22 16:37:02.190846] INFO: 因子分析: RebalancePrice.process, 0.000s
[2022-04-22 16:37:02.191919] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2022-04-22 16:37:02.192989] INFO: 因子分析: FactorCoverage.process, 0.000s
[2022-04-22 16:37:02.237397] INFO: 因子分析: QuantileReturns.process, 0.043s
[2022-04-22 16:37:02.849311] INFO: 因子分析: IC.process, 0.591s
[2022-04-22 16:37:02.883170] INFO: 因子分析: BasicDescription.process, 0.032s
[2022-04-22 16:37:03.112884] INFO: 因子分析: Industry.process, 0.228s
[2022-04-22 16:37:03.319559] INFO: 因子分析: RebalanceOverlap.process, 0.205s
[2022-04-22 16:37:03.362413] INFO: 因子分析: PBRatio.process, 0.041s
[2022-04-22 16:37:03.389254] INFO: 因子分析: Turnover.process, 0.025s
[2022-04-22 16:37:03.400680] INFO: 因子分析: Stocks.process, 0.010s
[2022-04-22 16:37:03.490811] INFO: 因子分析: MarketCap.process, 0.089s
[2022-04-22 16:37:03.525871] INFO: 因子分析: FactorValue.process, 0.033s
[2022-04-22 16:37:03.570173] INFO: 因子分析: process metrics, 66.261s
[2022-04-22 16:37:03.574912] INFO: 因子分析: QuantileReturns.after_process
[2022-04-22 16:37:03.576264] INFO: 因子分析: IC.after_process
[2022-04-22 16:37:03.577266] INFO: 因子分析: BasicDescription.after_process
[2022-04-22 16:37:03.578196] INFO: 因子分析: Industry.after_process
[2022-04-22 16:37:03.579132] INFO: 因子分析: RebalanceOverlap.after_process
[2022-04-22 16:37:03.580668] INFO: 因子分析: PBRatio.after_process
[2022-04-22 16:37:03.582230] INFO: 因子分析: Turnover.after_process
[2022-04-22 16:37:03.583754] INFO: 因子分析: Stocks.after_process
[2022-04-22 16:37:03.585268] INFO: 因子分析: MarketCap.after_process
[2022-04-22 16:37:03.586766] INFO: 因子分析: FactorValue.after_process
[2022-04-22 16:37:03.588182] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2022-04-22 16:37:03.589618] INFO: 因子分析: process, price_limit_status_0 * turn_0 + volatility_60_0
[2022-04-22 16:37:03.590924] INFO: 因子分析: calculate_factor, price_limit_status_0 * turn_0 + volatility_60_0
[2022-04-22 16:37:04.359475] INFO: 因子分析: calculate_factor, done
[2022-04-22 16:37:04.834087] INFO: 因子分析: QuantileReturns.before_process
[2022-04-22 16:37:04.835519] INFO: 因子分析: IC.before_process
[2022-04-22 16:37:04.836584] INFO: 因子分析: BasicDescription.before_process
[2022-04-22 16:37:04.837528] INFO: 因子分析: Industry.before_process
[2022-04-22 16:37:04.838584] INFO: 因子分析: RebalanceOverlap.before_process
[2022-04-22 16:37:04.839589] INFO: 因子分析: PBRatio.before_process
[2022-04-22 16:37:04.840538] INFO: 因子分析: Turnover.before_process
[2022-04-22 16:37:04.841473] INFO: 因子分析: Stocks.before_process
[2022-04-22 16:37:04.842411] INFO: 因子分析: MarketCap.before_process
[2022-04-22 16:37:04.843340] INFO: 因子分析: FactorValue.before_process
[2022-04-22 16:37:04.844296] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_process
[2022-04-22 16:37:05.215745] INFO: 因子分析: process metrics, start ..
[2022-04-22 16:37:05.280671] INFO: 因子分析: process, 306939/4044680 rows ..
[2022-04-22 16:37:05.282118] INFO: 因子分析: BacktestInterval.process, 0.000s
[2022-04-22 16:37:05.283176] INFO: 因子分析: Benchmark.process, 0.000s
[2022-04-22 16:37:05.284101] INFO: 因子分析: StockPool.process, 0.000s
[2022-04-22 16:37:05.285022] INFO: 因子分析: UserDataMerge.process, 0.000s
[2022-04-22 16:37:05.285935] INFO: 因子分析: DropSTStocks.process, 0.000s
[2022-04-22 16:37:05.286831] INFO: 因子分析: DropPriceLimitStocks.process, 0.000s
[2022-04-22 16:37:05.287733] INFO: 因子分析: DropNewStocks.process, 0.000s
[2022-04-22 16:37:05.288615] INFO: 因子分析: DropSuspendedStocks.process, 0.000s
[2022-04-22 16:37:05.289514] INFO: 因子分析: QuantileCount.process, 0.000s
[2022-04-22 16:37:05.290405] INFO: 因子分析: CommissionRates.process, 0.000s
[2022-04-22 16:37:05.916916] INFO: 因子分析: Cutoutliers.process, 0.626s
[2022-04-22 16:37:06.336269] INFO: 因子分析: Normalization.process, 0.416s
[2022-04-22 16:38:08.295166] INFO: 因子分析: Neutralization.process, 61.957s
[2022-04-22 16:38:08.297411] INFO: 因子分析: DelayRebalanceDays.process, 0.000s
[2022-04-22 16:38:15.564627] INFO: 因子分析: RebalancePeriod.process, 7.265s
[2022-04-22 16:38:15.566124] INFO: 因子分析: RebalancePeriodsReturns.process, 0.000s
[2022-04-22 16:38:15.567166] INFO: 因子分析: RebalancePrice.process, 0.000s
[2022-04-22 16:38:15.568110] INFO: 因子分析: ReturnsCalculationMethod.process, 0.000s
[2022-04-22 16:38:15.569077] INFO: 因子分析: FactorCoverage.process, 0.000s
[2022-04-22 16:38:15.615128] INFO: 因子分析: QuantileReturns.process, 0.045s
[2022-04-22 16:38:16.183871] INFO: 因子分析: IC.process, 0.567s
[2022-04-22 16:38:16.210859] INFO: 因子分析: BasicDescription.process, 0.025s
[2022-04-22 16:38:16.434489] INFO: 因子分析: Industry.process, 0.222s
[2022-04-22 16:38:16.646371] INFO: 因子分析: RebalanceOverlap.process, 0.210s
[2022-04-22 16:38:16.691624] INFO: 因子分析: PBRatio.process, 0.034s
[2022-04-22 16:38:16.715700] INFO: 因子分析: Turnover.process, 0.023s
[2022-04-22 16:38:16.726289] INFO: 因子分析: Stocks.process, 0.009s
[2022-04-22 16:38:16.807142] INFO: 因子分析: MarketCap.process, 0.080s
[2022-04-22 16:38:16.835819] INFO: 因子分析: FactorValue.process, 0.027s
[2022-04-22 16:38:16.872063] INFO: 因子分析: process metrics, 71.656s
[2022-04-22 16:38:16.876524] INFO: 因子分析: QuantileReturns.after_process
[2022-04-22 16:38:16.877992] INFO: 因子分析: IC.after_process
[2022-04-22 16:38:16.879229] INFO: 因子分析: BasicDescription.after_process
[2022-04-22 16:38:16.880394] INFO: 因子分析: Industry.after_process
[2022-04-22 16:38:16.881408] INFO: 因子分析: RebalanceOverlap.after_process
[2022-04-22 16:38:16.882455] INFO: 因子分析: PBRatio.after_process
[2022-04-22 16:38:16.883393] INFO: 因子分析: Turnover.after_process
[2022-04-22 16:38:16.884640] INFO: 因子分析: Stocks.after_process
[2022-04-22 16:38:16.885722] INFO: 因子分析: MarketCap.after_process
[2022-04-22 16:38:16.886672] INFO: 因子分析: FactorValue.after_process
[2022-04-22 16:38:16.887653] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_process
[2022-04-22 16:38:16.888658] INFO: 因子分析: QuantileReturns.before_merged_process
[2022-04-22 16:38:16.889580] INFO: 因子分析: IC.before_merged_process
[2022-04-22 16:38:16.890735] INFO: 因子分析: BasicDescription.before_merged_process
[2022-04-22 16:38:16.891761] INFO: 因子分析: Industry.before_merged_process
[2022-04-22 16:38:16.892655] INFO: 因子分析: RebalanceOverlap.before_merged_process
[2022-04-22 16:38:16.893578] INFO: 因子分析: PBRatio.before_merged_process
[2022-04-22 16:38:16.894506] INFO: 因子分析: Turnover.before_merged_process
[2022-04-22 16:38:16.895600] INFO: 因子分析: Stocks.before_merged_process
[2022-04-22 16:38:16.896630] INFO: 因子分析: MarketCap.before_merged_process
[2022-04-22 16:38:16.897797] INFO: 因子分析: FactorValue.before_merged_process
[2022-04-22 16:38:16.898829] INFO: 因子分析: FactorPairwiseCorrelationMerged.before_merged_process
[2022-04-22 16:38:17.045265] INFO: 因子分析: FactorPairwiseCorrelationMerged.merged_process, 0.145s
[2022-04-22 16:38:17.046699] INFO: 因子分析: QuantileReturns.after_merged_process
[2022-04-22 16:38:17.047888] INFO: 因子分析: IC.after_merged_process
[2022-04-22 16:38:17.048829] INFO: 因子分析: BasicDescription.after_merged_process
[2022-04-22 16:38:17.056944] INFO: 因子分析: Industry.after_merged_process
[2022-04-22 16:38:17.057910] INFO: 因子分析: RebalanceOverlap.after_merged_process
[2022-04-22 16:38:17.058964] INFO: 因子分析: PBRatio.after_merged_process
[2022-04-22 16:38:17.059943] INFO: 因子分析: Turnover.after_merged_process
[2022-04-22 16:38:17.060828] INFO: 因子分析: Stocks.after_merged_process
[2022-04-22 16:38:17.061699] INFO: 因子分析: MarketCap.after_merged_process
[2022-04-22 16:38:17.062575] INFO: 因子分析: FactorValue.after_merged_process
[2022-04-22 16:38:17.063471] INFO: 因子分析: FactorPairwiseCorrelationMerged.after_merged_process
[2022-04-22 16:38:17.064602] INFO: 因子分析: batch_process ended, 610.196s
[2022-04-22 16:38:19.903594] INFO: moduleinvoker: factorlens.v2 运行完成[613.074673s].