Google Cloud Ai Platform V1 Client - Class SliceConfig (1.35.0)

Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class SliceConfig.

Specification message containing the config for this SliceSpec.

When kind is selected as value and/or range, only a single slice will be computed. When all_values is present, a separate slice will be computed for each possible label/value for the corresponding key in config. Examples, with feature zip_code with values 12345, 23334, 88888 and feature country with values "US", "Canada", "Mexico" in the dataset: Example 1: { "zip_code": { "value": { "float_value": 12345.0 } } } A single slice for any data with zip_code 12345 in the dataset. Example 2: { "zip_code": { "range": { "low": 12345, "high": 20000 } } } A single slice containing data where the zip_codes between 12345 and 20000 For this example, data with the zip_code of 12345 will be in this slice. Example 3: { "zip_code": { "range": { "low": 10000, "high": 20000 } }, "country": { "value": { "string_value": "US" } } } A single slice containing data where the zip_codes between 10000 and 20000 has the country "US". For this example, data with the zip_code of 12345 and country "US" will be in this slice. Example 4: { "country": {"all_values": { "value": true } } } Three slices are computed, one for each unique country in the dataset. Example 5: { "country": { "all_values": { "value": true } }, "zip_code": { "value": { "float_value": 12345.0 } } } Three slices are computed, one for each unique country in the dataset where the zip_code is also 12345. For this example, data with zip_code 12345 and country "US" will be in one slice, zip_code 12345 and country "Canada" in another slice, and zip_code 12345 and country "Mexico" in another slice, totaling 3 slices.

Generated from protobuf message google.cloud.aiplatform.v1.ModelEvaluationSlice.Slice.SliceSpec.SliceConfig

Constructor.

A unique specific value for a given feature.

Example: { "value": { "string_value": "12345" } }

A unique specific value for a given feature.

Example: { "value": { "string_value": "12345" } }

A range of values for a numerical feature.

Example: {"range":{"low":10000.0,"high":50000.0}} will capture 12345 and 23334 in the slice.

A range of values for a numerical feature.

Example: {"range":{"low":10000.0,"high":50000.0}} will capture 12345 and 23334 in the slice.

If all_values is set to true, then all possible labels of the keyed feature will have another slice computed.

Example: {"all_values":{"value":true}}

Returns the unboxed value from getAllValues()

If all_values is set to true, then all possible labels of the keyed feature will have another slice computed. Example: {"all_values":{"value":true}}

If all_values is set to true, then all possible labels of the keyed feature will have another slice computed.

Example: {"all_values":{"value":true}}

Sets the field by wrapping a primitive type in a Google\Protobuf\BoolValue object.

If all_values is set to true, then all possible labels of the keyed feature will have another slice computed. Example: {"all_values":{"value":true}}