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public sealed class ModelExplanation : IMessage<ModelExplanation>, IEquatable<ModelExplanation>, IDeepCloneable<ModelExplanation>, IBufferMessage, IMessage
Aggregated explanation metrics for a Model over a set of instances.
Implements
IMessage<ModelExplanation>, IEquatable<ModelExplanation>, IDeepCloneable<ModelExplanation>, IBufferMessage, IMessageNamespace
Google.Cloud.AIPlatform.V1Assembly
Google.Cloud.AIPlatform.V1.dll
Constructors
ModelExplanation()
public ModelExplanation()
ModelExplanation(ModelExplanation)
public ModelExplanation(ModelExplanation other)
Parameter | |
---|---|
Name | Description |
other | ModelExplanation |
Properties
MeanAttributions
public RepeatedField<Attribution> MeanAttributions { get; }
Output only. Aggregated attributions explaining the Model's prediction outputs over the set of instances. The attributions are grouped by outputs.
For Models that predict only one output, such as regression Models that predict only one score, there is only one attibution that explains the predicted output. For Models that predict multiple outputs, such as multiclass Models that predict multiple classes, each element explains one specific item. [Attribution.output_index][google.cloud.aiplatform.v1.Attribution.output_index] can be used to identify which output this attribution is explaining.
The [baselineOutputValue][google.cloud.aiplatform.v1.Attribution.baseline_output_value], [instanceOutputValue][google.cloud.aiplatform.v1.Attribution.instance_output_value] and [featureAttributions][google.cloud.aiplatform.v1.Attribution.feature_attributions] fields are averaged over the test data.
NOTE: Currently AutoML tabular classification Models produce only one attribution, which averages attributions over all the classes it predicts. [Attribution.approximation_error][google.cloud.aiplatform.v1.Attribution.approximation_error] is not populated.
Property Value | |
---|---|
Type | Description |
RepeatedField<Attribution> |