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- # Runs on a single g3.4xl node
- # See https://github.com/ray-project/rl-experiments for results
- dueling-ddqn:
- env:
- grid_search:
- - BreakoutNoFrameskip-v4
- - BeamRiderNoFrameskip-v4
- - QbertNoFrameskip-v4
- - SpaceInvadersNoFrameskip-v4
- run: DQN
- config:
- # Works for both torch and tf.
- framework: tf
- double_q: true
- dueling: true
- num_atoms: 1
- noisy: false
- prioritized_replay: false
- n_step: 1
- target_network_update_freq: 8000
- lr: .0000625
- adam_epsilon: .00015
- hiddens: [512]
- learning_starts: 20000
- buffer_size: 1000000
- rollout_fragment_length: 4
- train_batch_size: 32
- exploration_config:
- epsilon_timesteps: 200000
- final_epsilon: 0.01
- prioritized_replay_alpha: 0.5
- final_prioritized_replay_beta: 1.0
- prioritized_replay_beta_annealing_timesteps: 2000000
- num_gpus: 0.2
- timesteps_per_iteration: 10000
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