Class: Google::Apis::BigqueryV2::TrainingRun

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
lib/google/apis/bigquery_v2/classes.rb,
lib/google/apis/bigquery_v2/representations.rb,
lib/google/apis/bigquery_v2/representations.rb

Overview

Information about a single training query run for the model.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ TrainingRun

Returns a new instance of TrainingRun.



11203
11204
11205
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11203

def initialize(**args)
   update!(**args)
end

Instance Attribute Details

#class_level_global_explanations ⇒ Array<Google::Apis::BigqueryV2::GlobalExplanation>

Output only. Global explanation contains the explanation of top features on the class level. Applies to classification models only. Corresponds to the JSON property classLevelGlobalExplanations

Returns:



11151
11152
11153
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11151

def class_level_global_explanations
  @class_level_global_explanations
end

#data_split_result ⇒ Google::Apis::BigqueryV2::DataSplitResult

Data split result. This contains references to the training and evaluation data tables that were used to train the model. Corresponds to the JSON property dataSplitResult

Returns:



11157
11158
11159
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11157

def data_split_result
  @data_split_result
end

#evaluation_metrics ⇒ Google::Apis::BigqueryV2::EvaluationMetrics

Evaluation metrics of a model. These are either computed on all training data or just the eval data based on whether eval data was used during training. These are not present for imported models. Corresponds to the JSON property evaluationMetrics

Returns:



11164
11165
11166
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11164

def evaluation_metrics
  @evaluation_metrics
end

#model_level_global_explanation ⇒ Google::Apis::BigqueryV2::GlobalExplanation

Global explanations containing the top most important features after training. Corresponds to the JSON property modelLevelGlobalExplanation

Returns:



11169
11170
11171
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11169

def model_level_global_explanation
  @model_level_global_explanation
end

#results ⇒ Array<Google::Apis::BigqueryV2::IterationResult>

Output only. Output of each iteration run, results.size() <= max_iterations. Corresponds to the JSON property results

Returns:



11174
11175
11176
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11174

def results
  @results
end

#start_time ⇒ String

Output only. The start time of this training run. Corresponds to the JSON property startTime

Returns:

  • (String) 


11179
11180
11181
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11179

def start_time
  @start_time
end

#training_options ⇒ Google::Apis::BigqueryV2::TrainingOptions

Options used in model training. Corresponds to the JSON property trainingOptions

Returns:



11184
11185
11186
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11184

def training_options
  @training_options
end

#training_start_time ⇒ Fixnum

Output only. The start time of this training run, in milliseconds since epoch. Corresponds to the JSON property trainingStartTime

Returns:

  • (Fixnum) 


11189
11190
11191
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11189

def training_start_time
  @training_start_time
end

#vertex_ai_model_id ⇒ String

The model id in the Vertex AI Model Registry for this training run. Corresponds to the JSON property vertexAiModelId

Returns:

  • (String) 


11195
11196
11197
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11195

def vertex_ai_model_id
  @vertex_ai_model_id
end

#vertex_ai_model_version ⇒ String

Output only. The model version in the Vertex AI Model Registry for this training run. Corresponds to the JSON property vertexAiModelVersion

Returns:

  • (String) 


11201
11202
11203
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11201

def vertex_ai_model_version
  @vertex_ai_model_version
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



11208
11209
11210
11211
11212
11213
11214
11215
11216
11217
11218
11219
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 11208

def update!(**args)
  @class_level_global_explanations = args[:class_level_global_explanations] if args.key?(:class_level_global_explanations)
  @data_split_result = args[:data_split_result] if args.key?(:data_split_result)
  @evaluation_metrics = args[:evaluation_metrics] if args.key?(:evaluation_metrics)
  @model_level_global_explanation = args[:model_level_global_explanation] if args.key?(:model_level_global_explanation)
  @results = args[:results] if args.key?(:results)
  @start_time = args[:start_time] if args.key?(:start_time)
  @training_options = args[:training_options] if args.key?(:training_options)
  @training_start_time = args[:training_start_time] if args.key?(:training_start_time)
  @vertex_ai_model_id = args[:vertex_ai_model_id] if args.key?(:vertex_ai_model_id)
  @vertex_ai_model_version = args[:vertex_ai_model_version] if args.key?(:vertex_ai_model_version)
end