https://github.com/hansbug/dqn_demo

Demo for dqn
https://github.com/hansbug/dqn_demo

Last synced: 8 months ago
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Demo for dqn

• Host: GitHub
• URL: https://github.com/hansbug/dqn_demo
• Owner: HansBug
• Created: 2023-06-11T09:12:31.000Z (almost 3 years ago)
• Default Branch: master
• Last Pushed: 2023-06-13T07:08:24.000Z (almost 3 years ago)
• Last Synced: 2025-07-13T11:45:51.557Z (11 months ago)
• Language: Python
• Size: 18.6 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# dqn_demo

DQN demo for cliff walking

```python

import gym

from ditk import logging

from dqn import train_dqn

if __name__ == '__main__':

    logging.try_init_root(logging.INFO)

    env = gym.make("CliffWalking-v0")

    train_dqn(

        env=env,

        workdir='runs/first_demo',

        max_episodes=10000,

        max_steps=1000,

        render_per_steps=20,

        eval_per_episodes=5,

        round_per_eval=10,

        eps_start=1.0,

        eps_end=0.1,

        eps_decay=0.995,

        replay_buffer_size=10000,

        batch=64,

        gamma=0.99,

        learning_rate=1e-3,

        state_trans='standalone'

    )

```