Open source TPU-friendly ragged paged attention kernel.#26920
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copybara-service[bot] merged 1 commit intomainfrom Mar 6, 2025
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Open source TPU-friendly ragged paged attention kernel.#26920copybara-service[bot] merged 1 commit intomainfrom
copybara-service[bot] merged 1 commit intomainfrom
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Key features: * ***Support mixed prefill and decode*** to increase throughput for inference. (eg., ***5x*** speedup compared to padded Muti-Queries Paged Attention implementation for llama-3-8b.) * ***No explicit `swapaxes`*** for `seq_len` and `num_head` in pre/post kernel. The kernel takes `num_head` in 2nd minor as it naturally was. We fold swapaxes to strided load/store in the kernel and apply transpose on the fly. * ***No GMM (Grouped Matmul) Metadata required!*** We calculate the metadata on the fly in the kernel. This can speed up ***10%***! * ***Increase MXU utilization 8x in GQA*** by grouping shared q heads for MXU in decode. * ***Minimize recompilation:*** The only factors can cause recompilation are model specs, `max_num_batched_tokens` and `max_num_seqs` in the setting of mixed engine. PiperOrigin-RevId: 734269519
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Open source TPU-friendly ragged paged attention kernel.
Key features:
swapaxesforseq_lenandnum_headin pre/post kernel. The kernel takesnum_headin 2nd minor as it naturally was. We fold swapaxes to strided load/store in the kernel and apply transpose on the fly.max_num_batched_tokensandmax_num_seqsin the setting of mixed engine.