Konan Service Serializers
- class konan_sdk.konan_service.serializers.KonanServiceBasePredictionRequest
Bases:
pydantic.main.BaseModel
Predict Request serializer for input format validation.
- class konan_sdk.konan_service.serializers.KonanServiceBasePredictionResponse
Bases:
pydantic.main.BaseModel
Predict Response serializer for output format validation.
- class konan_sdk.konan_service.serializers.KonanServiceBaseFeedback(*, prediction: konan_sdk.konan_service.serializers.KonanServiceBasePredictionResponse, target: Any = None)
Bases:
pydantic.main.BaseModel
Evaluation model for input format validation.
- prediction: konan_sdk.konan_service.serializers.KonanServiceBasePredictionResponse
Past prediction output
- target: Any
Target value provided by the /feeback Konan API
- class konan_sdk.konan_service.serializers.KonanServiceBaseEvaluateRequest(*, data: List[konan_sdk.konan_service.serializers.KonanServiceBaseFeedback])
Bases:
pydantic.main.BaseModel
Evaluate Request serializer for input format validation.
- data: List[konan_sdk.konan_service.serializers.KonanServiceBaseFeedback]
List of past predictions along side their feedbacks
- class konan_sdk.konan_service.serializers.KonanServicePredefinedMetricName(value)
-
Enum for Konan’s predefined metrics.
- multi_label_confusion_matrix = 'multi_label_confusion_matrix'
Multi label confusion matrix
- confusion_matrix = 'confusion_matrix'
Confusion Matrix
- precision = 'precision'
Precision
- recall = 'recall'
Recall
- f1_score = 'f1_score'
F1 Score
- rmse = 'rmse'
RMSE
- mae = 'mae'
MAE
- class konan_sdk.konan_service.serializers.KonanServiceEvaluation(*, metric_name: Union[konan_sdk.konan_service.serializers.KonanServicePredefinedMetricName, str], metric_value: Any = None)
Bases:
pydantic.main.BaseModel
A Konan Model’s evaluation
- metric_name: Union[konan_sdk.konan_service.serializers.KonanServicePredefinedMetricName, str]
Name of the metric
- metric_value: Any
Value of the metric
- class konan_sdk.konan_service.serializers.KonanServiceBaseEvaluateResponse(*, results: List[konan_sdk.konan_service.serializers.KonanServiceEvaluation])
Bases:
pydantic.main.BaseModel
Evaluate Response serializer for output format validation.
- results: List[konan_sdk.konan_service.serializers.KonanServiceEvaluation]
List of evaluations returned by the model