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# 本代码由可视化策略环境自动生成 2022年9月4日 00:27
# 本代码单元只能在可视化模式下编辑。您也可以拷贝代码，粘贴到新建的代码单元或者策略，然后修改。


m1 = M.instruments.v2(
    start_date='2021-01-01',
    end_date='2021-12-31',
    market='CN_STOCK_A',
    instrument_list='',
    max_count=0
)

m3 = M.input_features.v1(
    features='sum(avg_turn_10 > 0.05, 20)'
)

m15 = M.general_feature_extractor.v7(
    instruments=m1.data,
    features=m3.data,
    start_date='',
    end_date='',
    before_start_days=0
)

m16 = M.derived_feature_extractor.v3(
    input_data=m15.data,
    features=m3.data,
    date_col='date',
    instrument_col='instrument',
    drop_na=False,
    remove_extra_columns=False
)

[2022-09-04 00:25:25.395273] INFO: moduleinvoker: instruments.v2 开始运行..

[2022-09-04 00:25:25.402476] INFO: moduleinvoker: 命中缓存

[2022-09-04 00:25:25.405913] INFO: moduleinvoker: instruments.v2 运行完成[0.010635s].

[2022-09-04 00:25:25.412576] INFO: moduleinvoker: input_features.v1 开始运行..

[2022-09-04 00:25:25.419531] INFO: moduleinvoker: 命中缓存

[2022-09-04 00:25:25.422803] INFO: moduleinvoker: input_features.v1 运行完成[0.010246s].

[2022-09-04 00:25:25.437753] INFO: moduleinvoker: general_feature_extractor.v7 开始运行..

[2022-09-04 00:25:25.450474] INFO: moduleinvoker: 命中缓存

[2022-09-04 00:25:25.452472] INFO: moduleinvoker: general_feature_extractor.v7 运行完成[0.014749s].

[2022-09-04 00:25:25.461197] INFO: moduleinvoker: derived_feature_extractor.v3 开始运行..

[2022-09-04 00:25:25.472578] INFO: moduleinvoker: 命中缓存

[2022-09-04 00:25:25.474894] INFO: moduleinvoker: derived_feature_extractor.v3 运行完成[0.013693s].