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[Performance]: Deepseek-v2 support #4802

@ZixinxinWang

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@ZixinxinWang

Proposal to improve performance

I implement the newest Deepseek-v2 model(which is a MOE with 236B parameter, 21B activated) and it's relatively slow, what else should be optimized

Report of performance regression

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Misc discussion on performance

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Your current environment (if you think it is necessary)

The output of `python collect_env.py`

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