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Shorten splash attention kernel name to avoid 255 char limit #34125
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Summary of ChangesHello @patrick-toulme, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed! This pull request addresses an issue where Splash Attention kernel names could exceed the 255-character filename limit. The changes introduce a more concise naming convention by abbreviating certain flags and utilizing an MD5 hash for the Highlights
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Code Review
This pull request shortens the kernel name for SplashAttention to avoid exceeding the 255-character filename limit. It achieves this by hashing the block metadata instead of including it as a long string in the name. While the approach is sound, I've identified a potential issue with the chosen hash function and its truncation, which could lead to hash collisions and silent correctness bugs. My review includes a suggestion to use a more secure hash function to mitigate this risk.
jax/experimental/pallas/ops/tpu/splash_attention/splash_attention_kernel.py
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This looks like a good idea! Can you take a look at https://github.com/openxla/tokamax/blob/7f078e4545f00ecdac6e7d560c31e09e69f49c5d/tokamax/_src/ops/experimental/tpu/splash_attention/splash_attention_kernel.py#L100 - this is a fork of this version with the kernel name shortened. The block information is still useful to have, but it's possible to move it to the metadata field instead: https://github.com/openxla/tokamax/blob/7f078e4545f00ecdac6e7d560c31e09e69f49c5d/tokamax/_src/ops/experimental/tpu/splash_attention/splash_attention_kernel.py#L997 What do you think of adopting a similar strategy here? |
Fix for #34117