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.



12481
12482
12483
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12481

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:



12429
12430
12431
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12429

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:



12435
12436
12437
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12435

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:



12442
12443
12444
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12442

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:



12447
12448
12449
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12447

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:



12452
12453
12454
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12452

def results
  @results
end

#start_time ⇒ String

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

Returns:

  • (String) 


12457
12458
12459
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12457

def start_time
  @start_time
end

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

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

Returns:



12462
12463
12464
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12462

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) 


12467
12468
12469
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12467

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) 


12473
12474
12475
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12473

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) 


12479
12480
12481
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12479

def vertex_ai_model_version
  @vertex_ai_model_version
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



12486
12487
12488
12489
12490
12491
12492
12493
12494
12495
12496
12497
 
# File 'lib/google/apis/bigquery_v2/classes.rb', line 12486

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