Reference documentation and code samples for the Vertex AI V1 API class Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::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.
Inherits
- Object
Extended By
- Google::Protobuf::MessageExts::ClassMethods
Includes
- Google::Protobuf::MessageExts
Methods
#all_values
def all_values() -> ::Google::Protobuf::BoolValue
-
(::Google::Protobuf::BoolValue) — 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}}
#all_values=
def all_values=(value) -> ::Google::Protobuf::BoolValue
-
value (::Google::Protobuf::BoolValue) — 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}}
-
(::Google::Protobuf::BoolValue) — 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}}
#range
def range() -> ::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Range
-
(::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Range) — A range of values for a numerical feature.
Example:
{"range":{"low":10000.0,"high":50000.0}}
will capture 12345 and 23334 in the slice.
#range=
def range=(value) -> ::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Range
-
value (::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Range) — A range of values for a numerical feature.
Example:
{"range":{"low":10000.0,"high":50000.0}}
will capture 12345 and 23334 in the slice.
-
(::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Range) — A range of values for a numerical feature.
Example:
{"range":{"low":10000.0,"high":50000.0}}
will capture 12345 and 23334 in the slice.
#value
def value() -> ::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Value
-
(::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Value) — A unique specific value for a given feature.
Example:
{ "value": { "string_value": "12345" } }
#value=
def value=(value) -> ::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Value
-
value (::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Value) — A unique specific value for a given feature.
Example:
{ "value": { "string_value": "12345" } }
-
(::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Value) — A unique specific value for a given feature.
Example:
{ "value": { "string_value": "12345" } }