Files
composable_kernel/include/ck_tile/ops/fmha.hpp
Qianfeng 4f54fa3058 Ck tile/complete k prefetch (#1941)
* Re-implement qr_ks_vs_async pipeline by using kLoadOnce

* Remove last block_sync_lds() in the loop

* Tiny adjustment in qr_ks_vs_async pipeline for better performance

* Rename MakeQDramTileDistribution to MakeQRegTileDistribution for QLoadOnce pipeline

* Use LDS as intermediary stop when loading Q from global memory for qr_ks_vs_async pipeline

* Use un-rolled gemm for Gemm-0

* Use k0_loops small tile load/store to replace the big tile load/store for K

* Remove the commented lines in qx_ks_vs_custom_policy.hpp

* Tune the prefetching of V in qr_ks_vs_async pipeline

* Move the codes for storing the first v_lds tile some later

* Let BlockDropout reuse LDS with V

* Switch to separate code blocks according to iteration index

* Interleave code blocks for better performance

* Move clear_tile(s_acc) for better interleaving

* Move code interleaving

* Use MakeQDramTileDistribution for q_dram_window

* Roll-back to load Q directly from global memory instead of using LDS as intermediary stop

* Let V reuse the LDS of K

* Use array of tiles to represent Q in vgprs

* Use QLoadOnce == false for qr_ks_vs_async pipeline

* Special treatment for hdim-96 to save vgprs in qr_ks_vs_async pipeline

* Define statically indexed array k_lds_windows[] to reduce the using of get_slice_tile()

* Move the definition of v_tiles out from the loop

* Define statically indexed array v_lds_windows[] to reduce using of get_slice_tile()

* Remove using KLoadOnce in qx_ks_vs_custom_policy

* Remove un-used get_slice_tile() call

* Move the code line of clear_tile(s_acc)

* Tune the lines of codes to make them more tidy

* Re-arrange the codes before the main-loop

* Add comments

* Unify the alignment to be 8 for Q/K/V Lds decriptors

* Tuning to K pre-loading

* Tune K Lds and V Lds reuse for kPreloadWholeNextIterationK == false

* Adjust the pipeline codes

* Use NumPrefetchV to separate from NumVLdsBuffers

* Tune the location of a scheduler barrier code line

* Prefetch first v_tile at earlier time for both kPreloadNextWholeIterationK true/false paths

* Adjust the using of kPadSeqLenQ and kPadSeqLenK in the kernel

* Use __builtin_amdgcn_sched_barrier(0x7f) in the pipeline

* Move the location for store_tile() of first v_tile

* Rename the qr_ks_vs_async pipeline to qr_ks_vs_whole_k_prefetch pipeline

* Re-add NumPrefetchK as template for BlockFmhaPipelineQXKSVSCustomPolicy<>

* Try to fix old bugs in qx_ks_vs_custom_policy

* Remove K_LDS_LOAD_USE_OFFSET_TRANSFORM code-path to make qr_ks_vs_async and qx_ks_vs_custom_policy simpler

* Fix in MakeKDramTileDistribution() in qx_ks_vs_custom_policy

* Update to LdsBufferSequence and introduce NumKVLdsBuffers for max(NumPrefetchK, NumPrefetchV)

* Tiny Fix (#1888)

* Ck tile/paged attention workaround (#1894)

* Correction in GetRangeAlongX()

* Work-around to solve the failures in test_paged_attention_ck in xformers

* Tiny code adjustment in the qr_ks_vs_whole_k_prefetch pipeline

* Remove one call of move_tile_window for q_dram_window

* Refine the codes in GetNumPrefetchV()/GetNumKLdsBuffers()

* Tiny fix in qr_ks_vs_whole_k_prefetch pipeline

* Adjust the location of codes for storing the first V tile to LDS

* Tiny fix and add comments

* Change GetSmemKPackK size to improve performance

* Move the codes related to K-Lds to the pipeline default policy due to some override on the generic custom_policy

* Update MakeKDramTileDistribution() and MakeKLdsDescriptor() to completely remove bank conflicts for K-Lds access

* Adjustment in intermediate iteration codes for tiny performance improvement

* Reduce the number of VLds buffers to 2 for whole_k_prefetch situtation

* Use IsFirstKLdsBufferOverlapLastVLdsBuffer() to avoid potential Lds issue

* Adjust the code location for calling IsFirstKLdsBufferOverlapLastVLdsBuffer()

* Remove useless AsyncopyV

* Rename MakeQDramTileDistribution to MakeQRegTileDistribution when LDS is not used

* Keep qx_ks_vs_custom_policy work for other pipelines and move whole_k_prefetch specific codes to whole_k_prefetch default policy

* Recover the qr_ks_vs_async pipeline

* Recover qr_ks_vs_async in fmha.hpp and tiny fix in qr_ks_vs pipeline

* Revert "Try to fix old bugs in qx_ks_vs_custom_policy"

This reverts commit 39b82ca194.

* Tiny fix with regard to whole_k_prefetch pipeline compiling

* Update kPadSeqLenK setting in fmha_fwd_kernel

* Use q_element_func and k_element_func

* Use single q_tile rather than multiple sliced q_tiles

* Codes refine according to the comments

* Re-format one file

* Mark qr_ks_vs_whole_k_prefetch as QLoadOnec == true
2025-03-07 14:19:51 +08:00

50 lines
3.3 KiB
C++

// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include "ck_tile/ops/fmha/block/block_attention_bias_enum.hpp"
#include "ck_tile/ops/fmha/block/block_dropout.hpp"
#include "ck_tile/ops/fmha/block/block_masking.hpp"
#include "ck_tile/ops/fmha/block/block_position_encoding.hpp"
#include "ck_tile/ops/fmha/block/block_rotary_embedding.hpp"
#include "ck_tile/ops/fmha/block/page_block_navigator.hpp"
#include "ck_tile/ops/fmha/kernel/fmha_bwd_kernel.hpp"
#include "ck_tile/ops/fmha/kernel/fmha_fwd_appendkv_kernel.hpp"
#include "ck_tile/ops/fmha/kernel/fmha_fwd_appendkv_tile_partitioner.hpp"
#include "ck_tile/ops/fmha/kernel/fmha_fwd_kernel.hpp"
#include "ck_tile/ops/fmha/kernel/fmha_fwd_splitkv_combine_kernel.hpp"
#include "ck_tile/ops/fmha/kernel/fmha_fwd_splitkv_kernel.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_bwd_convert_dq.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_bwd_dot_do_o.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_bwd_dq_dk_dv_pipeline_kr_ktr_vr.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_bwd_dq_dk_dv_pipeline_kr_ktr_vr_iglp.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_bwd_pipeline_default_policy.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_bwd_pipeline_enum.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_bwd_pipeline_problem.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_fwd_appendkv_pipeline.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_fwd_appendkv_pipeline_default_policy.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_fwd_splitkv_combine_pipeline.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_fwd_splitkv_combine_pipeline_default_policy.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_fwd_splitkv_pipeline_nwarp_sshuffle_qr_ks_vs.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_fwd_splitkv_pipeline_nwarp_sshuffle_qr_ks_vs_default_policy.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_fwd_splitkv_pipeline_qr_ks_vs.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_fwd_splitkv_pipeline_qr_ks_vs_default_policy.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_enum.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_problem.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qr_ks_vs.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qr_ks_vs_default_policy.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qr_ks_vs_async.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qr_ks_vs_async_default_policy.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qr_ks_vs_whole_k_prefetch.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qr_ks_vs_whole_k_prefetch_default_policy.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qr_ks_vs_fp8.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qs_ks_vs.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qs_ks_vs_default_policy.hpp"
#include "ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qx_ks_vs_custom_policy.hpp"
#include "ck_tile/ops/fmha/pipeline/tile_fmha_shape.hpp"
#include "ck_tile/ops/fmha/pipeline/tile_fmha_traits.hpp"
#include "ck_tile/ops/common/generic_2d_block_shape.hpp"
#include "ck_tile/ops/common/tensor_layout.hpp"
#include "ck_tile/ops/common/utils.hpp"