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All the gpu memory is occupied in the beginning of training #3192

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@SungbinChoi

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@SungbinChoi

All the gpu memory is occupied in the beginning of training if I experiment with mlagents 0.13.0.
This phenomenon didn't happen until 0.12.1.
I experimented with 3DBall example on CentOS7, tensorflow 1.13.1.
I both tried PPO and SAC.

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bugIssue describes a potential bug in ml-agents.

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