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54 lines
1.7 KiB
ReStructuredText
54 lines
1.7 KiB
ReStructuredText
.. _exploration-reference-docs:
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Exploration API
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===============
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Exploration in RL is crucial for a learning agent in order to more easily
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reach areas of the environment that have not been discovered so far and therefore
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find new states yielding possibly high rewards.
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RLlib comes with several built-in exploration components, used by
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the different algorithms. Also users can customize an algo's exploration
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behavior by sub-classing the Exploration base class and implementing
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their own logic:
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Base Exploration class (ray.rllib.utils.exploration.exploration.Exploration)
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-----------------------------------------------------------------------------
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.. autoclass:: ray.rllib.utils.exploration.exploration.Exploration
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:members:
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All built-in Exploration classes
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--------------------------------
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.. autoclass:: ray.rllib.utils.exploration.random.Random
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:special-members: __init__
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:members:
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.. autoclass:: ray.rllib.utils.exploration.stochastic_sampling.StochasticSampling
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:special-members: __init__
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:members:
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.. autoclass:: ray.rllib.utils.exploration.epsilon_greedy.EpsilonGreedy
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:special-members: __init__
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:members:
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.. autoclass:: ray.rllib.utils.exploration.gaussian_noise.GaussianNoise
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:special-members: __init__
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:members:
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.. autoclass:: ray.rllib.utils.exploration.ornstein_uhlenbeck_noise.OrnsteinUhlenbeckNoise
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:special-members: __init__
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:members:
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.. autoclass:: ray.rllib.utils.exploration.random_encoder.RE3
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:special-members: __init__
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:members:
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.. autoclass:: ray.rllib.utils.exploration.curiosity.Curiosity
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:special-members: __init__
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:members:
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.. autoclass:: ray.rllib.utils.exploration.parameter_noise.ParameterNoise
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:special-members: __init__
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:members:
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