wehub-resource-sync
40 lines
1.1 KiB
YAML
40 lines
1.1 KiB
YAML
# @OldAPIStack
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# Runs on a single g3.4xl node
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# See https://github.com/ray-project/rl-experiments for results
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dueling-ddqn:
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env:
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grid_search:
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- ale_py:ALE/Breakout-v5
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- ale_py:ALE/BeamRider-v5
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- ale_py:ALE/Qbert-v5
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- ale_py:ALE/SpaceInvaders-v5
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run: DQN
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config:
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# Works for both torch and tf.
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framework: torch
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# Make analogous to old v4 + NoFrameskip.
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env_config:
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frameskip: 1
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full_action_space: false
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repeat_action_probability: 0.0
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double_q: true
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dueling: true
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num_atoms: 1
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noisy: false
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replay_buffer_config:
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type: MultiAgentReplayBuffer
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capacity: 1000000
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num_steps_sampled_before_learning_starts: 20000
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n_step: 1
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target_network_update_freq: 8000
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lr: .0000625
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adam_epsilon: .00015
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hiddens: [512]
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rollout_fragment_length: 4
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train_batch_size: 32
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exploration_config:
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epsilon_timesteps: 200000
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final_epsilon: 0.01
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num_gpus: 0.2
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min_sample_timesteps_per_iteration: 10000
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