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Completes OPEN-3870 Allow specification of a prediction threshold for… #102

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Merged
merged 1 commit into from
Mar 15, 2023
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Completes OPEN-3870 Allow specification of a prediction threshold for… #102

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Completes OPEN-3870 Allow specification of a prediction threshold for… 
… binary classifiers
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@gustavocidornelas
gustavocidornelas committed Mar 15, 2023
commit c5bf3be511a27700c8e76fe58e1a1488aa760b03
17 changes: 17 additions & 0 deletions openlayer/schemas.py
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Original file line number Diff line number Diff line change
Expand Up @@ -139,6 +139,23 @@ class ModelSchema(ma.Schema):
),
required=True,
)
predictionThreshold = ma.fields.Float(
allow_none=True,
validate=ma.validate.Range(
min=0.0,
max=1.0,
),
load_default=None,
)

@ma.validates_schema
def validates_prediction_threshold_and_class_names(self, data, **kwargs):
"""Validates whether a prediction threshold was specified for a
binary classification model."""
if data["predictionThreshold"] and len(data["classNames"]) != 2:
raise ma.ValidationError(
"`predictionThreshold` can only be specified for binary classification models."
)


class ProjectSchema(ma.Schema):
Expand Down