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reducing encode_multi_process GPU memory usage #2914

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anshuchen opened this issue Aug 28, 2024 · 0 comments
Open

reducing encode_multi_process GPU memory usage #2914

anshuchen opened this issue Aug 28, 2024 · 0 comments

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@anshuchen
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Here are the routes I can think of to adjust encode_multi_process when you're running low on CUDA memory.

  • Reduce batch size
  • Quantize embeddings (e.g., from float32 to int8)
  • Break up the data into for loops

Anything obvious that I'm missing?
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@anshuchen