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feat: non-contiguous query with paged kv cache #553
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yzh119
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LinHeLurking:feature/non-contiguous-query
Oct 25, 2024
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feat: non-contiguous query with paged kv cache #553
yzh119
merged 2 commits into
flashinfer-ai:main
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LinHeLurking:feature/non-contiguous-query
Oct 25, 2024
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Signed-off-by: LinHeLurking <[email protected]>
reyoung
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Signed-off-by: LinHeLurking <[email protected]>
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Thanks for your contribution @LinHeLurking and thank @reyoung for the review!
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Hi, when I try to rebase my current work, just found cpp integration (benchmark and test) failed to build, this is introduced by the feature #553. Tests have been passed. Co-authored-by: tsu-bin <[email protected]>
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Motivation
Previously, only ragged version of prefill kernel supported non-contiguous query tensor (#404). But with paged kv cache, you have to make query tensor contiguous. Libraries like vLLM or SGLang must make query tensor contiguous before calling flashinfer kernels (vLLM call of flashinfer, SGLang call of flashinfer). This PR solves it, ensuring that prefill/decode kernels with paged kv cache support non-contiguous query tensor.
Main Changes
BatchPrefillPagedParams
andBatchDecodeParams
.The Python interfaces remain the same. Nothing changes except it accepts non-contiguous query tensors now!