How to solve the communication overhead between the labindex?

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Star Rats
Star Rats 2020-3-4
I have implemented the spmd function according to this post.
It did improve the performance. However, it also generates a serious communication overhead.
Is there any way to reduce / solve the overhead generated between the labindex?
Thank you.

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