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ppo-LunarLander-v2-from-scratch-2

Reinforcement Learning
TensorBoard
LunarLander-v2
ppo
deep-reinforcement-learning
custom-implementation
deep-rl-course
Eval Results
Model card Files Metrics Community
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  1. README.md +61 -0
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  14. model.pt +3 -0
  15. replay.mp4 +0 -0
  16. results.json +1 -0
README.md ADDED
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+ ---
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+ tags:
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+ - LunarLander-v2
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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: LunarLander-v2
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+ type: LunarLander-v2
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+ metrics:
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+ - type: mean_reward
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+ value: -107.19 +/- 44.42
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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 LunarLander-v2
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+
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+ This is a trained model of a PPO agent playing LunarLander-v2.
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+
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+ # Hyperparameters
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+ ```python
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+ {'exp_name': 'default_experiment'
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+ 'gym_id': 'LunarLander-v2'
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+ 'learning_rate': 0.0003
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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': 'None'
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+ 'wandb_entity': 'None'
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+ 'num_envs': 4
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+ 'num_steps': 1024
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+ 'anneal_lr': True
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+ 'gae': True
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+ 'gamma': 0.999
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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': 'gael1130/ppo-LunarLander-v2-from-scratch-2'
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+ 'capture_video': False
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+ 'batch_size': 4096
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+ 'minibatch_size': 1024}
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+ ```
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+
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results.json ADDED
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+ {"gym_id": "LunarLander-v2", "mean_reward": -107.19141057147627, "std_reward": 44.41978123450986, "n_evaluation_episodes": 10, "eval_datetime": "2024-03-28T23:37:03.268537"}