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
Namespace
Google \ Cloud \ AIPlatform \ V1 \ ModelEvaluationSlice \ Slice \ SliceSpecMethods
__construct
Constructor.
| Parameters | |
|---|---|
| Name | Description |
data |
array
Optional. Data for populating the Message object. |
↳ value |
Google\Cloud\AIPlatform\V1\ModelEvaluationSlice\Slice\SliceSpec\Value
A unique specific value for a given feature. Example: |
↳ range |
Google\Cloud\AIPlatform\V1\ModelEvaluationSlice\Slice\SliceSpec\Range
A range of values for a numerical feature. Example: |
↳ all_values |
Google\Protobuf\BoolValue
If all_values is set to true, then all possible labels of the keyed feature will have another slice computed. Example: |
getValue
A unique specific value for a given feature.
Example: { "value": { "string_value": "12345" } }
| Returns | |
|---|---|
| Type | Description |
Google\Cloud\AIPlatform\V1\ModelEvaluationSlice\Slice\SliceSpec\Value|null | |
hasValue
setValue
A unique specific value for a given feature.
Example: { "value": { "string_value": "12345" } }
| Parameter | |
|---|---|
| Name | Description |
var |
Google\Cloud\AIPlatform\V1\ModelEvaluationSlice\Slice\SliceSpec\Value
|
| Returns | |
|---|---|
| Type | Description |
$this | |
getRange
A range of values for a numerical feature.
Example: {"range":{"low":10000.0,"high":50000.0}}
will capture 12345 and 23334 in the slice.
| Returns | |
|---|---|
| Type | Description |
Google\Cloud\AIPlatform\V1\ModelEvaluationSlice\Slice\SliceSpec\Range|null | |
hasRange
setRange
A range of values for a numerical feature.
Example: {"range":{"low":10000.0,"high":50000.0}}
will capture 12345 and 23334 in the slice.
| Parameter | |
|---|---|
| Name | Description |
var |
Google\Cloud\AIPlatform\V1\ModelEvaluationSlice\Slice\SliceSpec\Range
|
| Returns | |
|---|---|
| Type | Description |
$this | |
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}}
| Returns | |
|---|---|
| Type | Description |
Google\Protobuf\BoolValue|null | |
hasAllValues
getAllValuesValue
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}}
| Returns | |
|---|---|
| Type | Description |
bool|null | |
setAllValues
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}}
| Parameter | |
|---|---|
| Name | Description |
var |
Google\Protobuf\BoolValue
|
| Returns | |
|---|---|
| Type | Description |
$this | |
setAllValuesValue
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}}
| Parameter | |
|---|---|
| Name | Description |
var |
bool|null
|
| Returns | |
|---|---|
| Type | Description |
$this | |
getKind
| Returns | |
|---|---|
| Type | Description |
string | |