Class: Google::Apis::BigqueryV2::BqmlTrainingRun::TrainingOptions

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

Overview

[Output-only, Beta] Training options used by this training run. These options are mutable for subsequent training runs. Default values are explicitly stored for options not specified in the input query of the first training run. For subsequent training runs, any option not explicitly specified in the input query will be copied from the previous training run.

Instance Attribute Summary collapse

Instance Method Summary collapse

Methods included from Core::JsonObjectSupport

#to_json

Methods included from Core::Hashable

process_value, #to_h

Constructor Details

#initialize(**args) ⇒ TrainingOptions

Returns a new instance of TrainingOptions.



973
974
975
# File 'generated/google/apis/bigquery_v2/classes.rb', line 973

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

Instance Attribute Details

#early_stopBoolean Also known as: early_stop?

Corresponds to the JSON property earlyStop

Returns:

  • (Boolean)


929
930
931
# File 'generated/google/apis/bigquery_v2/classes.rb', line 929

def early_stop
  @early_stop
end

#l1_regFloat

Corresponds to the JSON property l1Reg

Returns:

  • (Float)


935
936
937
# File 'generated/google/apis/bigquery_v2/classes.rb', line 935

def l1_reg
  @l1_reg
end

#l2_regFloat

Corresponds to the JSON property l2Reg

Returns:

  • (Float)


940
941
942
# File 'generated/google/apis/bigquery_v2/classes.rb', line 940

def l2_reg
  @l2_reg
end

#learn_rateFloat

Corresponds to the JSON property learnRate

Returns:

  • (Float)


945
946
947
# File 'generated/google/apis/bigquery_v2/classes.rb', line 945

def learn_rate
  @learn_rate
end

#learn_rate_strategyString

Corresponds to the JSON property learnRateStrategy

Returns:

  • (String)


950
951
952
# File 'generated/google/apis/bigquery_v2/classes.rb', line 950

def learn_rate_strategy
  @learn_rate_strategy
end

#line_search_init_learn_rateFloat

Corresponds to the JSON property lineSearchInitLearnRate

Returns:

  • (Float)


955
956
957
# File 'generated/google/apis/bigquery_v2/classes.rb', line 955

def line_search_init_learn_rate
  @line_search_init_learn_rate
end

#max_iterationFixnum

Corresponds to the JSON property maxIteration

Returns:

  • (Fixnum)


960
961
962
# File 'generated/google/apis/bigquery_v2/classes.rb', line 960

def max_iteration
  @max_iteration
end

#min_rel_progressFloat

Corresponds to the JSON property minRelProgress

Returns:

  • (Float)


965
966
967
# File 'generated/google/apis/bigquery_v2/classes.rb', line 965

def min_rel_progress
  @min_rel_progress
end

#warm_startBoolean Also known as: warm_start?

Corresponds to the JSON property warmStart

Returns:

  • (Boolean)


970
971
972
# File 'generated/google/apis/bigquery_v2/classes.rb', line 970

def warm_start
  @warm_start
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



978
979
980
981
982
983
984
985
986
987
988
# File 'generated/google/apis/bigquery_v2/classes.rb', line 978

def update!(**args)
  @early_stop = args[:early_stop] if args.key?(:early_stop)
  @l1_reg = args[:l1_reg] if args.key?(:l1_reg)
  @l2_reg = args[:l2_reg] if args.key?(:l2_reg)
  @learn_rate = args[:learn_rate] if args.key?(:learn_rate)
  @learn_rate_strategy = args[:learn_rate_strategy] if args.key?(:learn_rate_strategy)
  @line_search_init_learn_rate = args[:line_search_init_learn_rate] if args.key?(:line_search_init_learn_rate)
  @max_iteration = args[:max_iteration] if args.key?(:max_iteration)
  @min_rel_progress = args[:min_rel_progress] if args.key?(:min_rel_progress)
  @warm_start = args[:warm_start] if args.key?(:warm_start)
end