Class: Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1CompositeReinforcementTuningRewardConfigWeightedRewardConfig

Inherits:

Object

• Object
• Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1CompositeReinforcementTuningRewardConfigWeightedRewardConfig

Includes:

Core::Hashable, Core::JsonObjectSupport

Defined in:

lib/google/apis/aiplatform_v1beta1/classes.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb

Overview

Reward function configuration with a weight. The weight is used to combine the reward with other rewards.

Instance Attribute Summary

• #reward_config ⇒ Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1SingleReinforcementTuningRewardConfig

  SingleReinforcementTuningRewardConfig defines a single reward function configuration for RL tuning.

• #weight ⇒ Float

  How much this single reward contributes to the total overall reward.

Instance Method Summary

• #initialize(**args) ⇒ GoogleCloudAiplatformV1beta1CompositeReinforcementTuningRewardConfigWeightedRewardConfig constructor

  A new instance of GoogleCloudAiplatformV1beta1CompositeReinforcementTuningRewardConfigWeightedRewardConfig.

• #update!(**args) ⇒ Object

  Update properties of this object.

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1CompositeReinforcementTuningRewardConfigWeightedRewardConfig

Returns a new instance of GoogleCloudAiplatformV1beta1CompositeReinforcementTuningRewardConfigWeightedRewardConfig.

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12830

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

Instance Attribute Details

#reward_config ⇒ Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1SingleReinforcementTuningRewardConfig

SingleReinforcementTuningRewardConfig defines a single reward function configuration for RL tuning. Each reward calculation/evaluation consists of two stages: 1. Stage 1: Parses the part of information important from sample response via regex extract, or simply takes the sample response unmodified. 2. Stage 2: Calls the configured reward scorer to compute the reward. Corresponds to the JSON property rewardConfig

Returns:

• (Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1SingleReinforcementTuningRewardConfig)

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12820

def reward_config
  @reward_config
end

#weight ⇒ Float

How much this single reward contributes to the total overall reward. Total reward is a linear combination of single rewards with their corresponding weights, i.e., total_reward = ( weight_a * reward_a + weight_b * reward_b + ... ) / (weight_a + weight_b + ...) Corresponds to the JSON property weight

Returns:

• (Float)

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12828

def weight
  @weight
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12835

def update!(**args)
  @reward_config = args[:reward_config] if args.key?(:reward_config)
  @weight = args[:weight] if args.key?(:weight)
end