colinrgodsey commited on
Commit
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1 Parent(s): bb44628

Push agent to the Hub

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.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ ---
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+ tags:
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+ - Deathmatch-v1
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+ - ppo
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+ - deep-reinforcement-learning
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+ - reinforcement-learning
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+ - custom-implementation
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+ - deep-rl-course
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+ model-index:
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+ - name: PPO
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+ results:
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+ - task:
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+ type: reinforcement-learning
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+ name: reinforcement-learning
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+ dataset:
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+ name: Deathmatch-v1
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+ type: Deathmatch-v1
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+ metrics:
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+ - type: mean_reward
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+ value: 46.57 +/- 30.63
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+ name: mean_reward
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+ verified: false
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+ ---
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+
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+ # PPO Agent Playing Deathmatch-v1
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+
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+ This is a trained model of a PPO agent playing Deathmatch-v1.
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+
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+ # Hyperparameters
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+ ```python
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+ {'env_id': 'Deathmatch-v1'
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+ 'num_envs': 96
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+ 'num_steps': 96
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+ 'learning_rate': 5e-05
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+ 'learning_rate_min': 1e-05
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+ 'gamma': 0.99
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+ 'gae_lambda': 0.95
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+ 'clip_coef': 0.2
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+ 'total_timesteps': 30000000
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+ 'recurrence': 32
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+ 'ent_coef': 0.001
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+ 'vf_coef': 0.5
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+ 'max_grad_norm': 0.5
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+ 'num_minibatches': 4
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+ 'update_epochs': 1
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+ 'frame_skip': 4}
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+ ```
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+
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+ {"env_id": "Deathmatch-v1", "mean_reward": 46.570068359375, "std_reward": 30.63079071044922, "n_evaluation_episodes": 10, "eval_datetime": "2024-08-06T13:31:59.000132"}