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Implementation of DDPG+HER on gym robotics environment FetchReach-v1

Fetchreach_gym

I have used DDPG+HER to train FetchReach-V1. After training for 5 hours, its accuracy is around 90% to 95%.

Result after training for 5 hours

new_performance_ddpg_her

column = [" Episode_no ", " reward for the current episode ", " average reward ", " Max_reward "]

Average is taken over last 10 observation.

Every Episode contains 200 actions to reach the goal. You would receive a reward of 0 if you reached the goal else 0. So, max and min reward for an episode is 0 and -200.

I have only sampled given achieve goals and desired goal, but you can also sample different goal to make algorithm learn faster.