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CartPole-v1-c51-seed1
cleanrl/CartPole-v1-c51-seed1
CartPole-v1-c51-seed1 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. It is set up for cleanrl.
This is a trained model of a C51 agent playing CartPole-v1. The model was trained by using CleanRL and the most up-to-date training code can be found here.
Access
Public
Updated Dec 31, 2022
Repo size
1.6 MB
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At a glance
- Task
- Reinforcement Learning
- Library
- cleanrl
- Access
- Public
- Created
- Dec 31, 2022
- Updated
- Dec 31, 2022
- SHA
- a6507cb5
Model card
From the Hugging Face model README
(CleanRL) C51 Agent Playing CartPole-v1
This is a trained model of a C51 agent playing CartPole-v1. The model was trained by using CleanRL and the most up-to-date training code can be found here.
Command to reproduce the training
curl -OL https://huggingface.co/cleanrl/CartPole-v1-c51-seed1/raw/main/c51.py
curl -OL https://huggingface.co/cleanrl/CartPole-v1-c51-seed1/raw/main/pyproject.toml
curl -OL https://huggingface.co/cleanrl/CartPole-v1-c51-seed1/raw/main/poetry.lock
poetry install --all-extras
python c51.py --save-model --upload-model --hf-entity cleanrl --cuda False --env-id CartPole-v1
Hyperparameters
{'batch_size': 128,
'buffer_size': 10000,
'capture_video': False,
'cuda': False,
'end_e': 0.05,
'env_id': 'CartPole-v1',
'exp_name': 'c51',
'exploration_fraction': 0.5,
'gamma': 0.99,
'hf_entity': 'cleanrl',
'learning_rate': 0.00025,
'learning_starts': 10000,
'n_atoms': 101,
'save_model': True,
'seed': 1,
'start_e': 1,
'target_network_frequency': 500,
'torch_deterministic': True,
'total_timesteps': 500000,
'track': False,
'train_frequency': 10,
'upload_model': True,
'v_max': 100,
'v_min': -100,
'wandb_entity': None,
'wandb_project_name': 'cleanRL'}
- Task
- Reinforcement Learning
- Library
- cleanrl
- Created
- Dec 31, 2022
- Updated
- Dec 31, 2022