Commit Graph

7 Commits

Author SHA1 Message Date
Anton Gorenko
0d92fffedb [rocm-libraries] ROCm/rocm-libraries#4584 (commit 42efd1d)
[CK_TILE][FMHA] Support gfx11

## Motivation

Add support of gfx11 architectures (RDNA3) to FMHA.

## Technical Details

Distributions (matrix elements to lane registers mapping) of gfx11 WMMA
are completely different from distributions of gfx9 MFMA and gfx12 WMMA.
There are two cases in FMHA where this difference matters:
* usage of results (matrix C) of one GEMM as input (matrix A) of another
GEMM.
* random number generation for dropout (implementation for gfx9 MFMA,
gfx12 WMMA and host validation produce the same results).

Both cases are solved by a special remapping implemented using
`__builtin_amdgcn_permlanex16` and `__builtin_amdgcn_perm`.

Additional changes:
* FMHA tests are now build and run only for those types for which
instances exist (gfx11 supports only fp16 and bf16).
* Two fixes for uninitialized values (`mask.sink` and
`do_fp8_static_quant`): they may contain garbage resulting in incorrect
dispatching logic, sometimes tests report that there are no instance
available for current parameters.
* Small fix to remove expcnt(0) from s_waitcnt instruction on gfx11 when
they are not requested (i.e. every time), likely has no effect on
performance but makes disassembly a bit clearer.

## Test Plan

```
ninja test_ck_tile_fmha

bin/test_ck_tile_fmha_fwd_fp16
bin/test_ck_tile_fmha_fwd_bf16
bin/test_ck_tile_fmha_bwd_fp16
bin/test_ck_tile_fmha_bwd_bf16
```

## Test Result

All tests must pass (some tests may be skipped).

## Submission Checklist

- [x] Look over the contributing guidelines at
https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests.
2026-02-21 01:15:57 +00:00
Aviral Goel
de6466481f chore(copyright): update copyright header for include directory (#3293) 2025-11-26 11:00:05 -07:00
Anton Gorenko
d7b3197869 [CK_TILE] FMHA Reduce register spilling in fwd with dropout (workaround for CI failures with clang-22) (#3221)
* Use vectorized stores for dropout randvals

With no kPadSeqLenK the kernel uses 2 buffer_store_dwordx2 instead of
16 buffer_store_byte. This requires less registers and reduces spilling.

* Calculate dropout randvals for storing and applying only once

Even though it may add a small overhead when storing is not required,
it uses significantly less registers and hence no spilling.
2025-11-19 10:40:12 +05:00
Anton Gorenko
1edd250115 [CK_TILE] Support f32 in FMHA (fwd and bwd) (#2836)
* Support 16x16 (MFMA, WMMA) and 32x32 (MFMA) tiles in fwd and bwd BlockDropout

Add comments with dropout implementation details

Fix performance regression of fwd+dropout

    * Remove some usage of type punning (reinterpret_cast with ref or ptr) in Philox;
    * "scalarize" seed and offset, they may come either from kernel args or from device memory
      (presumably loaded with vector loads).

    These changes help the compiler to procude more optimal code and reduce register spilling.

Use WarpGemmDispatcher instead of explicit WarpGemmMfma... to get  CWarpDstrEncoding

Use code based on BlockDropout in BlockDropoutBwd

Refactor BlockDropout (fwd)

Implement BlockDropout (fwd) for WMMA

    Originally BlockDropout only supported 32x32 tiles (IsWG32 = true),
    this version supports 16x16 tiles.
    If MPerBlock > MWarp * 16, it can generate numbers for two 16x16 tiles, similarly
    to BlockDropoutBwd.

Implement BlockDropoutBwd for WMMA

Remove MakeRandValLds* functions unused in BlockDropoutBwd

Remove unused Run overload from BlockDropoutBwd

* Fix regression with philox seed and offset when they exceed 32-bit int

__builtin_amdgcn_readfirstlane works with 32-bit values, seed and offset
are 64-bit so they get truncated.

* Add F32 MFMA warp gemms

* Support f32 in fwd FMHA

* Implement transpose_vectors for 4-byte types (float)

* Fix unexpected implicit f32->uint32 cast in buffer_store<4>

__builtin_amdgcn_raw_buffer_store_b32 expects unsigned int but float was passed (implicitly casted to uint).
mbuf_t types in other buffer_store<> are changed for consistency.

* Support F32 in bwd FMHA

hdim = 256 is disabled for now because it uses too much memory on gfx90a

* Support Headdim = 48 (divisible by 16) in fwd

* Add fp32-specific receipts (800 and 801)

* Tune fwd tiles

* Tune bwd tiles

* Use small tiles only for small seqlen_q

* Fix after rebasing

* Fix selection of a fallback tile based on bm0

The assumption that the largest bm0 == 128 is not always true for
current fp32 tiles.

* Remove constraints and adjust filtering for fp32

Custom constraints are no longer needed because now the smallest tile
is selected automtically based on seqlen_q.
Filters related to qr_async_trload disabled valid fp32 tiles.

* Add fp32 tests

* Make splitkv and appendkv compile for fp32 only

There are no instances yet, but API still must compile when only fp32 is
requested.

* Remove unimportant f32 instances

* Add test_ck_tile_fmha_*_fp32 to REGRESSION_TESTS

* Replace magic numbers with a constant, improve comments for dropout

* Update changelog

* Fix condition that dq_acc must be set to zero when mask is used

The change was introduced in #2799

* Replace warp_uniform with recently added amd_wave_read_first_lane

* Add hdim = 96 and 192 to fwd
2025-09-27 18:03:48 +05:00
Dan Yao
79a5d9c10c [CK_TILE] FA bwd kernels optimization (#1397)
* tmp save

* fix batch deterministic bugs

* fix group deterministic bugs

* codegen update

* reorder files

* bias support

* hd256 bias support

* bwd smoke test update

* simplify convert dq

* fix hd256 dropout scratch

* do{}while() -> while(){}

* comments

* remove FmhaBwdTilePartitioner

* save clear_tile

* refactor dropout

* code cleanup

* code cleanup

* comments

* fix epilogue problem

* fix fwd dropout

* group convert_dq opt

* fix dq alignment

* Do not store storerandval in bwd for flash attention integration

* fix hd32 error and boost performance

* revert

* Remove duplicated WarpGemm definitions in the policy file

* dropout patch for mrepeat 16*16

* code sync up

* dq_acc stride

* dq_acc stride stuff

* codegen update

* fwd dropout revert

* fix hd128 scratches and boost performance

* receipt 3 for simplified smoke test

* more strides for fa integration

* fix hd64 scratches and boost performance

* non-iglp pipeline for headdim padding cases

* dpad same as dvpad for flash attention integration

* unpadded lse&d for group mode

* Support unpad layout for group lse

* Support unpad lse layout for splitkv

* Fix stride for splitkv kernel

* fix unpadded lse issue in fwd splitkv

* comment

* solve lds read&write conflicts

* rename

* bias rename

* tile index revert

---------

Co-authored-by: danyao12 <danyao12>
Co-authored-by: rocking <ChunYu.Lai@amd.com>
Co-authored-by: Qianfeng Zhang <Qianfeng.Zhang@amd.com>
2024-08-16 13:40:10 -07:00
Qianfeng
1973903f49 Hacking ck_tile fmha Dropout facility (#1344)
* Add NullBlockDropout to be used when kHasDropout is false

* Change to BlockDropout::Run() for forward to reduce conditional checkings

* Re-format files

---------

Co-authored-by: PoYen, Chen <PoYen.Chen@amd.com>
2024-06-19 10:37:22 +08:00
Dan Yao
2cab8d39e3 CK Tile FA Training kernels (#1286)
* FA fwd dropout

* FA bwd

* epilogue reuse

* CMakeLists update

* [CK_TILE] support alibi (#1269)

* add alibi support

* fix code

* update code based on comment

* Support more hdim

* fix fp8 bias

* support seqlen_k=0 case

* remove unused printf

* fix format

---------

Co-authored-by: rocking <ChunYu.Lai@amd.com>

* now fwd/bwd can build

* bwd alibi

* add bwd validation stream_config

* update generated filenames

* update bwd kernel launch

* CK_TILE_HOST_DEVICE in philox

* Transpose -> transpose

* format

* format

* format

* Generate the instance for FA required

* format

* fix error in WarpGemm

---------

Co-authored-by: danyao12 <danyao12>
Co-authored-by: carlushuang <carlus.huang@amd.com>
Co-authored-by: rocking <ChunYu.Lai@amd.com>
Co-authored-by: Po Yen Chen <PoYen.Chen@amd.com>
Co-authored-by: Jing Zhang <jizhan@amd.com>
2024-06-04 13:12:45 -05:00