tmoroder commited on
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2721884
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1 Parent(s): aff14fe

Push agent to the Hub

Browse files
README.md CHANGED
@@ -1,6 +1,6 @@
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  ---
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  tags:
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- - CartPole-v1
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  - ppo
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  - deep-reinforcement-learning
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  - reinforcement-learning
@@ -13,49 +13,49 @@ model-index:
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  type: reinforcement-learning
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  name: reinforcement-learning
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  dataset:
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- name: CartPole-v1
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- type: CartPole-v1
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  metrics:
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  - type: mean_reward
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- value: 237.20 +/- 134.92
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  name: mean_reward
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  verified: false
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  ---
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- # PPO Agent Playing CartPole-v1
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- This is a trained model of a PPO agent playing CartPole-v1.
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- # Hyperparameters
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- ```python
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- {'exp_name': 'unit8_part1',
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- 'gym_id': 'CartPole-v1',
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- 'learning_rate': 0.00025,
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- 'seed': 1,
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- 'total_timesteps': 50000,
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- 'torch_deterministic': True,
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- 'cuda': True,
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- 'track': False,
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- 'wandb_project_name': 'ppo-implementation-details',
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- 'wandb_entity': None,
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- 'capture_video': False,
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- 'num_envs': 4,
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- 'num_steps': 128,
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- 'anneal_lr': True,
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- 'gae': True,
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- 'gamma': 0.99,
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- 'gae_lambda': 0.95,
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- 'num_minibatches': 4,
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- 'update_epochs': 4,
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- 'norm_adv': True,
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- 'clip_coef': 0.2,
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- 'clip_vloss': True,
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- 'ent_coef': 0.01,
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- 'vf_coef': 0.5,
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- 'max_grad_norm': 0.5,
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- 'target_kl': None,
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- 'repo_id': 'tmoroder/ppo-CartPole-v1',
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- 'batch_size': 512,
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- 'minibatch_size': 128}
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- ```
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  ---
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  tags:
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+ - LunarLander-v3
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  - ppo
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  - deep-reinforcement-learning
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  - reinforcement-learning
 
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  type: reinforcement-learning
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  name: reinforcement-learning
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  dataset:
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+ name: LunarLander-v3
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+ type: LunarLander-v3
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  metrics:
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  - type: mean_reward
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+ value: -172.97 +/- 102.64
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  name: mean_reward
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  verified: false
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  ---
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+ # PPO Agent Playing LunarLander-v3
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+ This is a trained model of a PPO agent playing LunarLander-v3.
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+ # Hyperparameters
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+ ```python
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+ {'exp_name': 'unit8_part1',
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+ 'gym_id': 'LunarLander-v3',
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+ 'learning_rate': 0.00025,
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+ 'seed': 1,
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+ 'total_timesteps': 50000,
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+ 'torch_deterministic': True,
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+ 'cuda': True,
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+ 'track': False,
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+ 'wandb_project_name': 'ppo-implementation-details',
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+ 'wandb_entity': None,
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+ 'capture_video': False,
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+ 'num_envs': 4,
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+ 'num_steps': 128,
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+ 'anneal_lr': True,
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+ 'gae': True,
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+ 'gamma': 0.99,
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+ 'gae_lambda': 0.95,
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+ 'num_minibatches': 4,
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+ 'update_epochs': 4,
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+ 'norm_adv': True,
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+ 'clip_coef': 0.2,
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+ 'clip_vloss': True,
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+ 'ent_coef': 0.01,
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+ 'vf_coef': 0.5,
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+ 'max_grad_norm': 0.5,
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+ 'target_kl': None,
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+ 'repo_id': 'tmoroder/ppo-CartPole-v1',
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+ 'batch_size': 512,
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+ 'minibatch_size': 128}
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+ ```
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results.json CHANGED
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- {"env_id": "CartPole-v1", "mean_reward": 237.2, "std_reward": 134.92056922500734, "n_evaluation_episodes": 10, "eval_datetime": "2025-03-14T00:54:39.231388"}
 
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+ {"env_id": "LunarLander-v3", "mean_reward": -172.96513640485938, "std_reward": 102.63833553579478, "n_evaluation_episodes": 10, "eval_datetime": "2025-03-14T01:04:48.782567"}