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[Performance] why so many bubbles between steps when running llava-one-vision? #2076

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sleepwalker2017 opened this issue Nov 18, 2024 · 0 comments

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@sleepwalker2017
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Hi, I'm running llava-on-vision-7B using sglang on H100.

The GPU utilization is low, I can see the following timeline.

It seems a lot of time is wasted in memory management and data deserialization. Is that the fact?

I'm not familiar with sglang codes. I wonder what exactly is the bubbles doing? Thank you.

image

Attached is the profiling result.
1731919135.1918306.trace.json

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