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chore: Further reduce mutable default usage
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@ -214,7 +214,7 @@ class FreqaiDataKitchen:
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self,
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unfiltered_df: DataFrame,
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training_feature_list: List,
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label_list: List = list(),
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label_list: Optional[List] = None,
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training_filter: bool = True,
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) -> Tuple[DataFrame, DataFrame]:
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"""
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@ -244,7 +244,7 @@ class FreqaiDataKitchen:
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# we don't care about total row number (total no. datapoints) in training, we only care
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# about removing any row with NaNs
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# if labels has multiple columns (user wants to train multiple modelEs), we detect here
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labels = unfiltered_df.filter(label_list, axis=1)
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labels = unfiltered_df.filter(label_list or [], axis=1)
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drop_index_labels = pd.isnull(labels).any(axis=1)
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drop_index_labels = (
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drop_index_labels.replace(True, 1).replace(False, 0).infer_objects(copy=False)
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@ -654,8 +654,8 @@ class FreqaiDataKitchen:
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pair: str,
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tf: str,
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strategy: IStrategy,
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corr_dataframes: dict = {},
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base_dataframes: dict = {},
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corr_dataframes: dict,
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base_dataframes: dict,
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is_corr_pairs: bool = False,
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) -> DataFrame:
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"""
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@ -151,7 +151,9 @@ def test_get_pair_data_for_features_with_prealoaded_data(mocker, freqai_conf):
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freqai.dd.load_all_pair_histories(timerange, freqai.dk)
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_, base_df = freqai.dd.get_base_and_corr_dataframes(timerange, "LTC/BTC", freqai.dk)
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df = freqai.dk.get_pair_data_for_features("LTC/BTC", "5m", strategy, base_dataframes=base_df)
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df = freqai.dk.get_pair_data_for_features(
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"LTC/BTC", "5m", strategy, {}, base_dataframes=base_df
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)
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assert df is base_df["5m"]
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assert not df.empty
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@ -171,7 +173,9 @@ def test_get_pair_data_for_features_without_preloaded_data(mocker, freqai_conf):
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freqai.dd.load_all_pair_histories(timerange, freqai.dk)
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base_df = {"5m": pd.DataFrame()}
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df = freqai.dk.get_pair_data_for_features("LTC/BTC", "5m", strategy, base_dataframes=base_df)
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df = freqai.dk.get_pair_data_for_features(
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"LTC/BTC", "5m", strategy, {}, base_dataframes=base_df
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)
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assert df is not base_df["5m"]
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assert not df.empty
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