Files
composable_kernel/include/ck_tile/core.hpp
Hosang c800f88911 [rocm-libraries] ROCm/rocm-libraries#5088 (commit 36ca523)
[CK_TILE] Update gfx11 FMHA forward kernel configs

## Motivation
Tune gfx11 FMHA codegen to recover performance for mainly PSSK (padded
seqlen_q/k) cases.
This tuning is based on heuristic search and improves performance in
most tested shapes.
Performance should be evaluated on top of
[`ROCm/rocm-libraries#5018`](https://github.com/ROCm/rocm-libraries/pull/5018)
(required baseline).

## Technical Details

  - Updated gfx11 codegen heuristic choices for tile size and occupancy.
   - Updated gfx11 pipeline selection:
- Disabled the `npad` (`f,f,f,f`) qr entry because it was consistently
slower than the `pssk` (`t,t,f,f`) path, and kept `pssk` enabled so npad
cases are dispatched to the faster kernel path.`
- Kept gfx12 unchanged: with PSSK support from
[`ROCm/rocm-libraries#4957`](https://github.com/ROCm/rocm-libraries/pull/4957),
existing gfx12 config is already sufficient.
  - Tuning rationale:
    - In some cases, higher `kBlockPerCu` lowers register pressure.
- On RDNA, this generally aligns with better performance when
`waves_per_eu >= 6`.

## Test Plan
- test_ck_tile_fmha
- tile_example_fmha_fwd: tested this on gfx1100 and gfx1151
./build/bin/tile_example_fmha_fwd -prec=bf16 -mode={0/1} -b=1 -h=24
-d=128 -s={seqlen} -s_k={seqlen} -lse=0 -iperm={0/1} -operm={0/1}

## Test Result
- TFLOPs by sequence length target: `gfx1100` layout: `bhsd`
- mode: batch / VGPR usage: 225 vs 214

SeqLen | Baseline | Tuned | Gain
-- | -- | -- | --
1024 | 74.10 | 71.97 | 0.97x
4096 | 66.26 | 77.79 | 1.17x
8192 | 68.18 | 75.88 | 1.11x
12288 | 68.47 | 80.44 | 1.17x
16384 | 59.54 | 79.66 | 1.34x
20480 | 55.78 | 77.91 | 1.40x
24576 | 55.08 | 77.47 | 1.41x
27280 | 47.45 | 77.16 | 1.63x
- mode: group / VGPR usage: 256 vs 214

SeqLen | Baseline | Tuned | Gain
-- | -- | -- | --
1024 | 71.47 | 70.6 | 0.99x
4096 | 64.74 | 77.06 | 1.19x
8192 | 64.68 | 75.47 | 1.17x
12288 | 66.43 | 79.95 | 1.20x
16384 | 56.02 | 79.73 | 1.42x
20480 | 50.21 | 78.15 | 1.56x
24576 | 47.29 | 77.53 | 1.64x
27280 | 46.13 | 77.04 | 1.67x

- TFLOPs by sequence length target: `gfx1151` layout: `bshd`
- mode: batch / VGPR usage: 225 vs 223

Batch | Baseline | Tuned | Gain
-- | -- | -- | --
1024 | 26.85 | 29.17 | 1.09x
4096 | 24.75 | 26.01 | 1.05x
8192 | 25.24 | 25.50 | 1.01x
12288 | 25.18 | 25.00 | 0.99x
16384 | 24.79 | 25.91 | 1.05x
20480 | 25.56 | 25.24 | 0.99x
24576 | 25.13 | 26.20 | 1.04x
27280 | 10.78 | 26.35 | 2.44x
- mode: group / VGPR usage: 256 vs 229

Batch | Baseline | Tuned | Gain
-- | -- | -- | --
1024 | 27.44 | 26.71 | 0.97x
4096 | 21.89 | 23.09 | 1.05x
8192 | 22.85 | 24.49 | 1.07x
12288 | 24.33 | 24.42 | 1.00x
16384 | 20.05 | 24.98 | 1.24x
20480 | 14.70 | 25.15 | 1.71x
24576 | 11.30 | 26.31 | 2.33x
27280 | 10.10 | 26.32 | 2.61x

## Submission Checklist

- [ ] Look over the contributing guidelines at
https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests.
2026-03-10 16:47:43 +00:00

109 lines
5.3 KiB
C++

// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
// SPDX-License-Identifier: MIT
#pragma once
#include "ck_tile/core/algorithm/cluster_descriptor.hpp"
#include "ck_tile/core/algorithm/coordinate_transform.hpp"
#include "ck_tile/core/algorithm/indexing_adaptor.hpp"
#include "ck_tile/core/algorithm/space_filling_curve.hpp"
#include "ck_tile/core/algorithm/static_encoding_pattern.hpp"
#include "ck_tile/core/arch/amd_buffer_addressing.hpp"
#include "ck_tile/core/arch/amd_buffer_addressing_builtins.hpp"
#include "ck_tile/core/arch/amd_buffer_coherence.hpp"
#include "ck_tile/core/arch/amd_transpose_load_encoding.hpp"
#include "ck_tile/core/arch/arch.hpp"
#include "ck_tile/core/arch/generic_memory_space_atomic.hpp"
#include "ck_tile/core/arch/mma/amdgcn_mma.hpp"
#include "ck_tile/core/arch/mma/mfma/mfma.hpp"
#include "ck_tile/core/arch/mma/mfma/mfma_gfx9.hpp"
#include "ck_tile/core/arch/mma/mfma/mfma_selector.hpp"
#include "ck_tile/core/arch/mma/mfma/mfma_traits.hpp"
#include "ck_tile/core/arch/mma/mfma/mfma_transforms.hpp"
#include "ck_tile/core/arch/mma/mma.hpp"
#include "ck_tile/core/arch/mma/mma_selector.hpp"
#include "ck_tile/core/arch/mma/mma_traits.hpp"
#include "ck_tile/core/arch/mma/mma_transforms.hpp"
#include "ck_tile/core/arch/mma/utility/tile_distribution_encoding_register_mapper.hpp"
#include "ck_tile/core/arch/mma/wmma/wmma.hpp"
#include "ck_tile/core/arch/mma/wmma/wmma_gfx11.hpp"
#include "ck_tile/core/arch/mma/wmma/wmma_gfx12.hpp"
#include "ck_tile/core/arch/mma/wmma/wmma_selector.hpp"
#include "ck_tile/core/arch/mma/wmma/wmma_traits.hpp"
#include "ck_tile/core/arch/mma/wmma/wmma_transforms.hpp"
#include "ck_tile/core/arch/utility.hpp"
#include "ck_tile/core/arch/workgroup_barrier.hpp"
#include "ck_tile/core/config.hpp"
#include "ck_tile/core/container/array.hpp"
#include "ck_tile/core/container/container_helper.hpp"
#include "ck_tile/core/container/map.hpp"
#include "ck_tile/core/container/meta_data_buffer.hpp"
#include "ck_tile/core/container/multi_index.hpp"
#include "ck_tile/core/container/sequence.hpp"
#include "ck_tile/core/container/span.hpp"
#include "ck_tile/core/container/static_array.hpp"
#include "ck_tile/core/container/statically_indexed_array.hpp"
#include "ck_tile/core/container/thread_buffer.hpp"
#include "ck_tile/core/container/tuple.hpp"
#include "ck_tile/core/numeric/bfloat16.hpp"
#include "ck_tile/core/numeric/e8m0.hpp"
#include "ck_tile/core/numeric/float8.hpp"
#include "ck_tile/core/numeric/half.hpp"
#include "ck_tile/core/numeric/int8.hpp"
#include "ck_tile/core/numeric/integer.hpp"
#include "ck_tile/core/numeric/integral_constant.hpp"
#include "ck_tile/core/numeric/math.hpp"
#include "ck_tile/core/numeric/mxfp_convert.hpp"
#include "ck_tile/core/numeric/null_type.hpp"
#include "ck_tile/core/numeric/numeric.hpp"
#include "ck_tile/core/numeric/pk_fp4.hpp"
#include "ck_tile/core/numeric/pk_fp6.hpp"
#include "ck_tile/core/numeric/pk_int4.hpp"
#include "ck_tile/core/numeric/type_convert.hpp"
#include "ck_tile/core/numeric/vector_type.hpp"
#include "ck_tile/core/tensor/buffer_view.hpp"
#include "ck_tile/core/tensor/load_tile.hpp"
#include "ck_tile/core/tensor/load_tile_transpose.hpp"
#include "ck_tile/core/tensor/null_tensor.hpp"
#include "ck_tile/core/tensor/null_tile_window.hpp"
#include "ck_tile/core/tensor/shuffle_tile.hpp"
#include "ck_tile/core/tensor/slice_tile.hpp"
#include "ck_tile/core/tensor/static_distributed_tensor.hpp"
#include "ck_tile/core/tensor/store_tile.hpp"
#include "ck_tile/core/tensor/sweep_tile.hpp"
#include "ck_tile/core/tensor/tensor_adaptor.hpp"
#include "ck_tile/core/tensor/tensor_adaptor_coordinate.hpp"
#include "ck_tile/core/tensor/tensor_coordinate.hpp"
#include "ck_tile/core/tensor/tensor_descriptor.hpp"
#include "ck_tile/core/tensor/tensor_view.hpp"
#include "ck_tile/core/tensor/tile_distribution.hpp"
#include "ck_tile/core/tensor/tile_distribution_encoding.hpp"
#include "ck_tile/core/tensor/tile_elementwise.hpp"
#include "ck_tile/core/tensor/tile_scatter_gather.hpp"
#include "ck_tile/core/tensor/tile_window.hpp"
#include "ck_tile/core/tensor/tile_window_base.hpp"
#include "ck_tile/core/tensor/tile_window_linear.hpp"
#include "ck_tile/core/tensor/tile_window_utils.hpp"
#include "ck_tile/core/tensor/transpose_tile.hpp"
#include "ck_tile/core/tensor/update_tile.hpp"
#include "ck_tile/core/utility/bit_cast.hpp"
#include "ck_tile/core/utility/debug.hpp"
#include "ck_tile/core/utility/env.hpp"
#include "ck_tile/core/utility/functional.hpp"
#include "ck_tile/core/utility/functional_with_tuple.hpp"
#include "ck_tile/core/utility/gemm_validation.hpp"
#include "ck_tile/core/utility/ignore.hpp"
#include "ck_tile/core/utility/literals.hpp"
#include "ck_tile/core/utility/magic_div.hpp"
#include "ck_tile/core/utility/mixed_prec_compute_type.hpp"
#include "ck_tile/core/utility/persistent_async_input_scheduler.hpp"
#include "ck_tile/core/utility/philox_rand.hpp"
#include "ck_tile/core/utility/print.hpp"
#include "ck_tile/core/utility/random.hpp"
#include "ck_tile/core/utility/reduce_operator.hpp"
#include "ck_tile/core/utility/reduce_operator_accumulate.hpp"
#include "ck_tile/core/utility/static_counter.hpp"
#include "ck_tile/core/utility/to_sequence.hpp"
#include "ck_tile/core/utility/transpose_vectors.hpp"
#include "ck_tile/core/utility/type_traits.hpp"
#include "ck_tile/core/utility/unary_element_function.hpp"