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Reinforcement Learning for Gym CarRacing-v0 with PyTorch
Hi, I'm new to machine learning and I'm trying to solve the car-racingv0 environment using PPO.
I've tested this solution and in a matter of minutes my RAM consumptions reaches 16GB and the training stops. Is it normal? Does anyone know how to solve this?
Moving average score is defined as running_score.
running_score = running_score * 0.99 + score * 0.01
The score is the evaluation of the agent's performance in the current episode.
I think the current score is more important than those in the history.
So, why is the weight of running score higher than the weight of score?
Hi,
I notice that you've used some reward shaping during training, but forgot to remove it in in calculating the running average and in test.py
, and that leads to incorrect results.
Commenting out relevant lines, I got an average score of around 860 over 100 episodes for the model in the repo.
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