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int8模型: gpu利用率很低,如何提高 #193

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chengxm1991 opened this issue May 22, 2024 · 0 comments
Closed

int8模型: gpu利用率很低,如何提高 #193

chengxm1991 opened this issue May 22, 2024 · 0 comments

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@chengxm1991
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chengxm1991 commented May 22, 2024

背景:internvl-1.5-int8,使用两张A10卡做batch_inf,设置bitch_size=4。
问题:

  1. gpu利用率平均在20%,太低
  2. 两张A10卡,受限于显存,不支持大bitch_size
  3. 已经采用异步预处理和推理
    请问在这种情况下,如何进一步提高gpu利用率,预期60%以上 。备注:可参考附件的截图,批次推理,每两个GPU利用率高峰间,总存在约45s的利用率低谷,请问这里有什么办法减小吗?
截屏2024-05-22 16 00 26

感谢!

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