Class: Google::Apis::BigqueryV2::HparamTuningTrial
- Inherits:
-
Object
- Object
- Google::Apis::BigqueryV2::HparamTuningTrial
- 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
Training info of a trial in hyperparameter tuning models.
Instance Attribute Summary collapse
-
#end_time_ms ⇒ Fixnum
Ending time of the trial.
-
#error_message ⇒ String
Error message for FAILED and INFEASIBLE trial.
-
#eval_loss ⇒ Float
Loss computed on the eval data at the end of trial.
-
#evaluation_metrics ⇒ Google::Apis::BigqueryV2::EvaluationMetrics
Evaluation metrics of a model.
-
#hparam_tuning_evaluation_metrics ⇒ Google::Apis::BigqueryV2::EvaluationMetrics
Evaluation metrics of a model.
-
#hparams ⇒ Google::Apis::BigqueryV2::TrainingOptions
Options used in model training.
-
#start_time_ms ⇒ Fixnum
Starting time of the trial.
-
#status ⇒ String
The status of the trial.
-
#training_loss ⇒ Float
Loss computed on the training data at the end of trial.
-
#trial_id ⇒ Fixnum
1-based index of the trial.
Instance Method Summary collapse
-
#initialize(**args) ⇒ HparamTuningTrial
constructor
A new instance of HparamTuningTrial.
-
#update!(**args) ⇒ Object
Update properties of this object.
Constructor Details
#initialize(**args) ⇒ HparamTuningTrial
Returns a new instance of HparamTuningTrial.
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3994 def initialize(**args) update!(**args) end |
Instance Attribute Details
#end_time_ms ⇒ Fixnum
Ending time of the trial.
Corresponds to the JSON property endTimeMs
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3943 def end_time_ms @end_time_ms end |
#error_message ⇒ String
Error message for FAILED and INFEASIBLE trial.
Corresponds to the JSON property errorMessage
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3948 def @error_message end |
#eval_loss ⇒ Float
Loss computed on the eval data at the end of trial.
Corresponds to the JSON property evalLoss
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3953 def eval_loss @eval_loss 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
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3960 def evaluation_metrics @evaluation_metrics end |
#hparam_tuning_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 hparamTuningEvaluationMetrics
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3967 def hparam_tuning_evaluation_metrics @hparam_tuning_evaluation_metrics end |
#hparams ⇒ Google::Apis::BigqueryV2::TrainingOptions
Options used in model training.
Corresponds to the JSON property hparams
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3972 def hparams @hparams end |
#start_time_ms ⇒ Fixnum
Starting time of the trial.
Corresponds to the JSON property startTimeMs
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3977 def start_time_ms @start_time_ms end |
#status ⇒ String
The status of the trial.
Corresponds to the JSON property status
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3982 def status @status end |
#training_loss ⇒ Float
Loss computed on the training data at the end of trial.
Corresponds to the JSON property trainingLoss
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3987 def training_loss @training_loss end |
#trial_id ⇒ Fixnum
1-based index of the trial.
Corresponds to the JSON property trialId
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3992 def trial_id @trial_id end |
Instance Method Details
#update!(**args) ⇒ Object
Update properties of this object
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# File 'lib/google/apis/bigquery_v2/classes.rb', line 3999 def update!(**args) @end_time_ms = args[:end_time_ms] if args.key?(:end_time_ms) @error_message = args[:error_message] if args.key?(:error_message) @eval_loss = args[:eval_loss] if args.key?(:eval_loss) @evaluation_metrics = args[:evaluation_metrics] if args.key?(:evaluation_metrics) @hparam_tuning_evaluation_metrics = args[:hparam_tuning_evaluation_metrics] if args.key?(:hparam_tuning_evaluation_metrics) @hparams = args[:hparams] if args.key?(:hparams) @start_time_ms = args[:start_time_ms] if args.key?(:start_time_ms) @status = args[:status] if args.key?(:status) @training_loss = args[:training_loss] if args.key?(:training_loss) @trial_id = args[:trial_id] if args.key?(:trial_id) end |