Class: Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1EvaluatedAnnotation

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
lib/google/apis/aiplatform_v1beta1/classes.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb,
lib/google/apis/aiplatform_v1beta1/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) ⇒ GoogleCloudAiplatformV1beta1EvaluatedAnnotation

Returns a new instance of GoogleCloudAiplatformV1beta1EvaluatedAnnotation.



6756
6757
6758
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 6756

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) 


6704
6705
6706
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 6704

def data_item_payload
  @data_item_payload
end

#error_analysis_annotations ⇒ Array<Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1ErrorAnalysisAnnotation>

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

Returns:



6709
6710
6711
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 6709

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) 


6716
6717
6718
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 6716

def evaluated_data_item_view_id
  @evaluated_data_item_view_id
end

#explanations ⇒ Array<Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1EvaluatedAnnotationExplanation>

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:



6725
6726
6727
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 6725

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>) 


6737
6738
6739
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 6737

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>) 


6749
6750
6751
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 6749

def predictions
  @predictions
end

#type ⇒ String

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

Returns:

  • (String) 


6754
6755
6756
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 6754

def type
  @type
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



6761
6762
6763
6764
6765
6766
6767
6768
6769
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 6761

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