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@llyycchhee please help me check this PR, and see if there's anything that can be improved. Benchmarks welcome. |
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Can you paste some benchmark to illustrate the result? @llyycchhee |
qinxuye
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Nov 11, 2025
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256 queries' benchmark. The improvements are huge. |
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Before this PR, embedding is sequential, though users could create multiple embeddings at same time.
After this PR, the model class could inherit
BatchMixin, and provides method with batch version (utilizing xoscar batch API), the request will be put into queue, and a background coroutine will collect items as many as possible and call API in a single call.This is an initial version of auto batching, actually, this could be applied to all models, not only for auto-regressive models(basically LLM).
Fixes #4123