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# 本代码由可视化策略环境自动生成 2023年5月7日 18:43
# 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。


m5 = M.instruments.v2(
    start_date='2023-01-01',
    end_date='2023-05-01',
    market='CN_STOCK_A',
    instrument_list='002371.SZA',
    max_count=0
)

m6 = M.input_features.v1(
    features="""fs_quarter_index_0
fs_net_profit_yoy_0"""
)

m7 = M.general_feature_extractor.v7(
    instruments=m5.data,
    features=m6.data,
    start_date='',
    end_date='',
    before_start_days=15
)

m8 = M.derived_feature_extractor.v3(
    input_data=m7.data,
    features=m6.data,
    date_col='date',
    instrument_col='instrument',
    drop_na=True,
    remove_extra_columns=True,
    user_functions={}
)

[2023-05-07 18:43:30.778414] INFO: moduleinvoker: instruments.v2 开始运行..

[2023-05-07 18:43:30.784366] INFO: moduleinvoker: 命中缓存

[2023-05-07 18:43:30.785835] INFO: moduleinvoker: instruments.v2 运行完成[0.007426s].

[2023-05-07 18:43:30.789657] INFO: moduleinvoker: input_features.v1 开始运行..

[2023-05-07 18:43:30.794500] INFO: moduleinvoker: 命中缓存

[2023-05-07 18:43:30.795653] INFO: moduleinvoker: input_features.v1 运行完成[0.005999s].

[2023-05-07 18:43:30.807921] INFO: moduleinvoker: general_feature_extractor.v7 开始运行..

[2023-05-07 18:43:30.812777] INFO: moduleinvoker: 命中缓存

[2023-05-07 18:43:30.814194] INFO: moduleinvoker: general_feature_extractor.v7 运行完成[0.006277s].

[2023-05-07 18:43:30.820650] INFO: moduleinvoker: derived_feature_extractor.v3 开始运行..

[2023-05-07 18:43:30.825328] INFO: moduleinvoker: 命中缓存

[2023-05-07 18:43:30.826411] INFO: moduleinvoker: derived_feature_extractor.v3 运行完成[0.005763s].