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--- |
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tags: |
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- LunarLander-v2 |
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- deep-reinforcement-learning |
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- reinforcement-learning |
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- custom-implementation |
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library_name: cleanrl |
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model-index: |
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- name: DQN |
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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: 227.09 +/- 33.24 |
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name: mean_reward |
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verified: false |
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--- |
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# (CleanRL) **DQN** Agent Playing **LunarLander-v2** |
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This is a trained model of a DQN agent playing LunarLander-v2. |
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The model was trained by using [CleanRL](https://github.com/vwxyzjn/cleanrl) and the most up-to-date training code can be |
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found [here](https://github.com/vwxyzjn/cleanrl/blob/master/cleanrl/LunarLander-Show.py). |
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## Get Started |
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To use this model, please install the `cleanrl` package with the following command: |
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``` |
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pip install "cleanrl[LunarLander-Show]" |
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python -m cleanrl_utils.enjoy --exp-name LunarLander-Show --env-id LunarLander-v2 |
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``` |
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Please refer to the [documentation](https://docs.cleanrl.dev/get-started/zoo/) for more detail. |
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## Command to reproduce the training |
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```bash |
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curl -OL https://huggingface.co/odiaz1066/LunarLander-v2-LunarLander-Show-seed42/raw/main/dqn.py |
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curl -OL https://huggingface.co/odiaz1066/LunarLander-v2-LunarLander-Show-seed42/raw/main/pyproject.toml |
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curl -OL https://huggingface.co/odiaz1066/LunarLander-v2-LunarLander-Show-seed42/raw/main/poetry.lock |
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poetry install --all-extras |
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python dqn.py --track --save-model --capture-video --exp-name LunarLander-Show --seed 42 --env-id LunarLander-v2 --upload-model --hf-entity odiaz1066 |
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``` |
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# Hyperparameters |
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```python |
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{'batch_size': 128, |
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'buffer_size': 10000, |
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'capture_video': True, |
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'cuda': True, |
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'end_e': 0.05, |
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'env_id': 'LunarLander-v2', |
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'exp_name': 'LunarLander-Show', |
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'exploration_fraction': 0.5, |
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'gamma': 0.99, |
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'hf_entity': 'odiaz1066', |
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'learning_rate': 0.00025, |
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'learning_starts': 10000, |
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'num_envs': 1, |
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'save_model': True, |
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'seed': 42, |
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'start_e': 1, |
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'target_network_frequency': 500, |
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'tau': 1.0, |
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'torch_deterministic': True, |
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'total_timesteps': 500000, |
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'track': True, |
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'train_frequency': 10, |
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'upload_model': True, |
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'wandb_entity': None, |
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'wandb_project_name': 'lagomorph'} |
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``` |
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