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cleanrl/CartPole-v1-dqn-seed2
CartPole-v1-dqn-seed2 is a reinforcement learning model from cleanrl. Use it for the reinforcement learning task on the model card, and read the license before you ship it in a product.
This is a trained model of a DQN agent playing CartPole-v1. The model was trained by using CleanRL and the most up-to-date training code can be found here.
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Updated Nov 17, 2022
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From the Hugging Face model README
This is a trained model of a DQN agent playing CartPole-v1. The model was trained by using CleanRL and the most up-to-date training code can be found here.
curl -OL https://huggingface.co/cleanrl/CartPole-v1-dqn-seed2/raw/main/dqn.py
curl -OL https://huggingface.co/cleanrl/CartPole-v1-dqn-seed2/raw/main/pyproject.toml
curl -OL https://huggingface.co/cleanrl/CartPole-v1-dqn-seed2/raw/main/poetry.lock
poetry install --all-extras
python dqn.py --save-model --upload-model --hf-entity cleanrl --cuda False --total-timesteps 100000 --seed 2
{'batch_size': 128,
'buffer_size': 10000,
'capture_video': False,
'cuda': False,
'end_e': 0.05,
'env_id': 'CartPole-v1',
'exp_name': 'dqn',
'exploration_fraction': 0.5,
'gamma': 0.99,
'hf_entity': 'cleanrl',
'learning_rate': 0.00025,
'learning_starts': 10000,
'save_model': True,
'seed': 2,
'start_e': 1,
'target_network_frequency': 500,
'torch_deterministic': True,
'total_timesteps': 100000,
'track': False,
'train_frequency': 10,
'upload_model': True,
'wandb_entity': None,
'wandb_project_name': 'cleanRL'}