Struct googapis::google::cloud::aiplatform::v1beta1::ModelExplanation [−][src]
pub struct ModelExplanation {
pub mean_attributions: Vec<Attribution>,
}
Expand description
Aggregated explanation metrics for a Model over a set of instances.
Fields
mean_attributions: Vec<Attribution>
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.v1beta1.Attribution.output_index] can be used to identify which output this attribution is explaining.
The [baselineOutputValue][google.cloud.aiplatform.v1beta1.Attribution.baseline_output_value], [instanceOutputValue][google.cloud.aiplatform.v1beta1.Attribution.instance_output_value] and [featureAttributions][google.cloud.aiplatform.v1beta1.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.v1beta1.Attribution.approximation_error] is not populated.
Trait Implementations
fn merge_field<B>(
&mut self,
tag: u32,
wire_type: WireType,
buf: &mut B,
ctx: DecodeContext
) -> Result<(), DecodeError> where
B: Buf,
Returns the encoded length of the message without a length delimiter.
Encodes the message to a buffer. Read more
Encodes the message to a newly allocated buffer.
Encodes the message with a length-delimiter to a buffer. Read more
Encodes the message with a length-delimiter to a newly allocated buffer.
Decodes an instance of the message from a buffer. Read more
fn decode_length_delimited<B>(buf: B) -> Result<Self, DecodeError> where
Self: Default,
B: Buf,
fn decode_length_delimited<B>(buf: B) -> Result<Self, DecodeError> where
Self: Default,
B: Buf,
Decodes a length-delimited instance of the message from the buffer.
Decodes an instance of the message from a buffer, and merges it into self
. Read more
Decodes a length-delimited instance of the message from buffer, and
merges it into self
. Read more
This method tests for self
and other
values to be equal, and is used
by ==
. Read more
This method tests for !=
.
Auto Trait Implementations
impl RefUnwindSafe for ModelExplanation
impl Send for ModelExplanation
impl Sync for ModelExplanation
impl Unpin for ModelExplanation
impl UnwindSafe for ModelExplanation
Blanket Implementations
Mutably borrows from an owned value. Read more
Wrap the input message T
in a tonic::Request
pub fn vzip(self) -> V
Attaches the provided Subscriber
to this type, returning a
WithDispatch
wrapper. Read more
Attaches the current default Subscriber
to this type, returning a
WithDispatch
wrapper. Read more