fix tests
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@ -197,4 +197,4 @@ tensorboard --logdir user_data/models/unique-id
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where `unique-id` is the `identifier` set in the `freqai` configuration file.
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where `unique-id` is the `identifier` set in the `freqai` configuration file.
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![tensorboard](assets/tensorboard.png)
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![tensorboard](assets/tensorboard.png)
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@ -213,7 +213,7 @@ class BaseReinforcementLearningModel(IFreqaiModel):
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dk.data_dictionary["prediction_features"] = filtered_dataframe
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dk.data_dictionary["prediction_features"] = filtered_dataframe
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# optional additional data cleaning/analysis
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# optional additional data cleaning/analysis
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self.data_cleaning_predict(dk, filtered_dataframe)
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self.data_cleaning_predict(dk)
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pred_df = self.rl_model_predict(
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pred_df = self.rl_model_predict(
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dk.data_dictionary["prediction_features"], dk, self.model)
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dk.data_dictionary["prediction_features"], dk, self.model)
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@ -71,7 +71,7 @@ def test_use_DBSCAN_to_remove_outliers(mocker, freqai_conf, caplog):
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freqai = make_data_dictionary(mocker, freqai_conf)
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freqai = make_data_dictionary(mocker, freqai_conf)
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# freqai_conf['freqai']['feature_parameters'].update({"outlier_protection_percentage": 1})
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# freqai_conf['freqai']['feature_parameters'].update({"outlier_protection_percentage": 1})
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freqai.dk.use_DBSCAN_to_remove_outliers(predict=False)
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freqai.dk.use_DBSCAN_to_remove_outliers(predict=False)
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assert log_has_re(r"DBSCAN found eps of 2\.3\d\.", caplog)
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assert log_has_re(r"DBSCAN found eps of 1.75", caplog)
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def test_compute_distances(mocker, freqai_conf):
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def test_compute_distances(mocker, freqai_conf):
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@ -86,7 +86,7 @@ def test_use_SVM_to_remove_outliers_and_outlier_protection(mocker, freqai_conf,
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freqai_conf['freqai']['feature_parameters'].update({"outlier_protection_percentage": 0.1})
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freqai_conf['freqai']['feature_parameters'].update({"outlier_protection_percentage": 0.1})
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freqai.dk.use_SVM_to_remove_outliers(predict=False)
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freqai.dk.use_SVM_to_remove_outliers(predict=False)
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assert log_has_re(
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assert log_has_re(
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"SVM detected 8.66%",
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"SVM detected 7.36%",
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caplog,
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caplog,
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)
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)
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