Resource: ModelEvaluationSlice
A collection of metrics calculated by comparing Model's predictions on a slice of the test data against ground truth annotations.
name
string
Output only. The resource name of the ModelEvaluationSlice.
Output only. The slice of the test data that is used to evaluate the Model.
metricsSchemaUri
string
Output only. Points to a YAML file stored on Google Cloud Storage describing the metrics
of this ModelEvaluationSlice. The schema is defined as an OpenAPI 3.0.2 Schema Object.
Output only. Sliced evaluation metrics of the Model. The schema of the metrics is stored in metricsSchemaUri
Output only. timestamp when this ModelEvaluationSlice was created.
A timestamp in RFC3339 UTC "Zulu" format, with nanosecond resolution and up to nine fractional digits. Examples: "2014-10-02T15:01:23Z"
and "2014-10-02T15:01:23.045123456Z"
.
Output only. Aggregated explanation metrics for the Model's prediction output over the data this ModelEvaluation uses. This field is populated only if the Model is evaluated with explanations, and only for tabular Models.
JSON representation |
---|
{ "name": string, "slice": { object ( |
Slice
Definition of a slice.
dimension
string
Output only. The dimension of the slice. Well-known dimensions are: * annotationSpec
: This slice is on the test data that has either ground truth or prediction with AnnotationSpec.display_name
equals to value
. * slice
: This slice is a user customized slice defined by its SliceSpec.
value
string
Output only. The value of the dimension in this slice.
Output only. Specification for how the data was sliced.
JSON representation |
---|
{
"dimension": string,
"value": string,
"sliceSpec": {
object ( |
Methods |
|
---|---|
|
Imports a list of externally generated EvaluatedAnnotations. |
|
Gets a ModelEvaluationSlice. |
|
Lists ModelEvaluationSlices in a ModelEvaluation. |