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I have a code with old api, but if i use old "evidently" it downgrade other dependencies, so i need use new api.
i take a look on documentation but i don´t know how to change... my code:
from evidently.dashboard import Dashboard
from evidently.pipeline.column_mapping import ColumnMapping
from evidently.tabs import CatTargetDriftTab, DataDriftTab
column_mapping = ColumnMapping()
column_mapping.target = target
column_mapping.prediction = None
column_mapping.datetime = None
column_mapping.numerical_features = numeric_features
column_mapping.categorical_features = categorical_features
column_mapping.datetime_features = date_features
if target not in reference_data.columns or target not in current_data.columns:
raise ValueError(
f"Both dataset must contain a label column {target} "
"in order to create a drift report."
)
dashboard = Dashboard(tabs=[DataDriftTab(), CatTargetDriftTab()])
dashboard.calculate(reference_data, current_data, column_mapping=column_mapping)
filename = (
filename or f"{self.exp_name_log}_{int(time.time())}_Drift_Report.html"
)
dashboard.save(filename)
return filename
upgraded to:
from evidently import ColumnMapping
from evidently.metric_preset import DataDriftPreset, TargetDriftPreset
from evidently.report import Report
column_mapping = ColumnMapping()
column_mapping.target = target
column_mapping.prediction = None
column_mapping.datetime = None
column_mapping.numerical_features = numeric_features
column_mapping.categorical_features = categorical_features
column_mapping.datetime_features = date_features
report = Report(metrics=[DataDriftPreset(), TargetDriftPreset()])
# Generate the report filename
filename = f"{self.exp_name_log}_{int(time.time())}_Drift_Report.html"
# Save the report as an HTML file
report.save(filename)
# Return the filename
return filename
It its correctly upgraded? Any suggestions?
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