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halfcheetah_cql:
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env:
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grid_search:
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#- ray.rllib.examples.env.d4rl_env.halfcheetah_random
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#- ray.rllib.examples.env.d4rl_env.halfcheetah_medium
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- ray.rllib.examples.env.d4rl_env.halfcheetah_expert
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#- ray.rllib.examples.env.d4rl_env.halfcheetah_medium_replay
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run: CQL
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config:
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# SAC Configs
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#input: d4rl.halfcheetah-random-v0
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#input: d4rl.halfcheetah-medium-v0
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input: d4rl.halfcheetah-expert-v0
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#input: d4rl.halfcheetah-medium-replay-v0
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2021-09-07 11:48:41 +02:00
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# Works for both torch and tf.
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framework: tf
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soft_horizon: False
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horizon: 1000
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2022-05-22 18:58:47 +01:00
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q_model_config:
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fcnet_activation: relu
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fcnet_hiddens: [256, 256, 256]
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policy_model_config:
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fcnet_activation: relu
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fcnet_hiddens: [256, 256, 256]
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tau: 0.005
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target_entropy: auto
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no_done_at_end: false
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n_step: 3
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rollout_fragment_length: 1
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2022-05-17 13:43:49 +02:00
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replay_buffer_config:
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type: MultiAgentReplayBuffer
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learning_starts: 256
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train_batch_size: 256
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target_network_update_freq: 0
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2022-06-10 17:09:18 +02:00
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min_train_timesteps_per_iteration: 1000
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optimization:
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actor_learning_rate: 0.0001
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critic_learning_rate: 0.0003
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entropy_learning_rate: 0.0001
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num_workers: 0
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num_gpus: 1
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metrics_smoothing_episodes: 5
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# CQL Configs
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min_q_weight: 5.0
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bc_iters: 20000
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temperature: 1.0
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num_actions: 10
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lagrangian: False
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evaluation_interval: 3
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evaluation_config:
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input: sampler
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