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DDPG + HER

Requirment

  • python
  • keras
  • Mujoco-py
  • NumPy
  • gym

Test Envirment

  • Ubuntu 2004 LST
  • python 3.8
  • neural network update time 200 * 50 * 50
  • initial state is limited with distance close to 0.05 (just for efficiency)
  • openai environment FetchPickAndPlace-v1

How to use

How to train

  • change the configuration variable PLAY_MODEL come from main.py to False
  • Run main.py

How to play

  • Change the configuration variable PLAY_MODEL come from main.py to True
  • Run main.py

Model Explain

Combination with Deep Deterministic Policy Gradient(DDPG) and Hindsight Experience Replay(HER) algorithm.

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