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feat: support cached cos/sin in rope APIs #585

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merged 4 commits into from
Nov 5, 2024
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@yzh119 yzh119 commented Nov 5, 2024

As requested in #530 , this PR implements the RoPE with cached cos/sin embeddings, which is more flexible in some use cases.

In our previous RoPE implementations, cos/sin values are computed on-the-fly inside kernels with float32 instead using cached values.

In this PR we found that if we use f16 cos/sin cache, the rope result will have a large discrepancy compared to our original implementation flashinfer.apply_rope (which stores cos/sin with fp32). So we require the cos_cache and sin_cache to use fp32 data type.

cc @dreaming-panda @ByronHsu

@yzh119 yzh119 merged commit 83e541d into main Nov 5, 2024
@yzh119 yzh119 mentioned this pull request Nov 10, 2024
@yzh119 yzh119 deleted the rope-cached-sin-cos branch November 10, 2024 08:47
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