Class: Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::SliceConfig

Inherits:
Object
  • Object
show all
Extended by:
Protobuf::MessageExts::ClassMethods
Includes:
Protobuf::MessageExts
Defined in:
proto_docs/google/cloud/aiplatform/v1/model_evaluation_slice.rb

Overview

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.

Instance Attribute Summary collapse

Instance Attribute Details

#all_values ⇒ ::Google::Protobuf::BoolValue

Returns 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:

  • (::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}}



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# File 'proto_docs/google/cloud/aiplatform/v1/model_evaluation_slice.rb', line 159

class SliceConfig
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end

#range ⇒ ::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Range

Returns 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:



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# File 'proto_docs/google/cloud/aiplatform/v1/model_evaluation_slice.rb', line 159

class SliceConfig
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end

#value ⇒ ::Google::Cloud::AIPlatform::V1::ModelEvaluationSlice::Slice::SliceSpec::Value

Returns A unique specific value for a given feature. Example: { "value": { "string_value": "12345" } }.

Returns:



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# File 'proto_docs/google/cloud/aiplatform/v1/model_evaluation_slice.rb', line 159

class SliceConfig
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end