Class: Google::Apis::AiplatformV1::GoogleCloudAiplatformV1EvaluatedAnnotation

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
lib/google/apis/aiplatform_v1/classes.rb,
lib/google/apis/aiplatform_v1/representations.rb,
lib/google/apis/aiplatform_v1/representations.rb

Overview

True positive, false positive, or false negative. EvaluatedAnnotation is only available under ModelEvaluationSlice with slice of annotationSpec dimension.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1EvaluatedAnnotation

Returns a new instance of GoogleCloudAiplatformV1EvaluatedAnnotation.



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 5820

def initialize(**args)
   update!(**args)
end

Instance Attribute Details

#data_item_payload ⇒ Object

Output only. The data item payload that the Model predicted this EvaluatedAnnotation on. Corresponds to the JSON property dataItemPayload

Returns:

  • (Object) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 5768

def data_item_payload
  @data_item_payload
end

#error_analysis_annotations ⇒ Array<Google::Apis::AiplatformV1::GoogleCloudAiplatformV1ErrorAnalysisAnnotation>

Annotations of model error analysis results. Corresponds to the JSON property errorAnalysisAnnotations

Returns:



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 5773

def error_analysis_annotations
  @error_analysis_annotations
end

#evaluated_data_item_view_id ⇒ String

Output only. ID of the EvaluatedDataItemView under the same ancestor ModelEvaluation. The EvaluatedDataItemView consists of all ground truths and predictions on data_item_payload. Corresponds to the JSON property evaluatedDataItemViewId

Returns:

  • (String) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 5780

def evaluated_data_item_view_id
  @evaluated_data_item_view_id
end

#explanations ⇒ Array<Google::Apis::AiplatformV1::GoogleCloudAiplatformV1EvaluatedAnnotationExplanation>

Explanations of predictions. Each element of the explanations indicates the explanation for one explanation Method. The attributions list in the EvaluatedAnnotationExplanation.explanation object corresponds to the predictions list. For example, the second element in the attributions list explains the second element in the predictions list. Corresponds to the JSON property explanations

Returns:



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 5789

def explanations
  @explanations
end

#ground_truths ⇒ Array<Object>

Output only. The ground truth Annotations, i.e. the Annotations that exist in the test data the Model is evaluated on. For true positive, there is one and only one ground truth annotation, which matches the only prediction in predictions. For false positive, there are zero or more ground truth annotations that are similar to the only prediction in predictions, but not enough for a match. For false negative, there is one and only one ground truth annotation, which doesn't match any predictions created by the model. The schema of the ground truth is stored in ModelEvaluation.annotation_schema_uri Corresponds to the JSON property groundTruths

Returns:

  • (Array<Object>) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 5801

def ground_truths
  @ground_truths
end

#predictions ⇒ Array<Object>

Output only. The model predicted annotations. For true positive, there is one and only one prediction, which matches the only one ground truth annotation in ground_truths. For false positive, there is one and only one prediction, which doesn't match any ground truth annotation of the corresponding data_item_view_id. For false negative, there are zero or more predictions which are similar to the only ground truth annotation in ground_truths but not enough for a match. The schema of the prediction is stored in ModelEvaluation. annotation_schema_uri Corresponds to the JSON property predictions

Returns:

  • (Array<Object>) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 5813

def predictions
  @predictions
end

#type ⇒ String

Output only. Type of the EvaluatedAnnotation. Corresponds to the JSON property type

Returns:

  • (String) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 5818

def type
  @type
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 5825

def update!(**args)
  @data_item_payload = args[:data_item_payload] if args.key?(:data_item_payload)
  @error_analysis_annotations = args[:error_analysis_annotations] if args.key?(:error_analysis_annotations)
  @evaluated_data_item_view_id = args[:evaluated_data_item_view_id] if args.key?(:evaluated_data_item_view_id)
  @explanations = args[:explanations] if args.key?(:explanations)
  @ground_truths = args[:ground_truths] if args.key?(:ground_truths)
  @predictions = args[:predictions] if args.key?(:predictions)
  @type = args[:type] if args.key?(:type)
end