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andriy/ck_tile/basic-tutorials
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1436 Commits

Author SHA1 Message Date
Bartłomiej Kocot
cfe5e448db Fix splitk autodeduce for grouped conv bwd weight (#2742) 2025-08-27 12:35:42 +02:00
Cong Ma
245467f359 [CK TILE] Fix bugs in AQuant preshuffle (#2700) 
* [CK TILE] Fix bugs in AQuant preshuffle

- Make Aquant works with block Mx64x256. `M` could be 16, 32, 64
- Make Aquant works with warp 16x16x32 and 32x32x16.

* [CK TILE] Rename Preshuffle to PreshuffleQuant

The new name, PreshuffleQuant, explicitly states the function's purpose:
to preshuffle the quantization matrix.

* [CK TILE Block Scale] Use GemmConfig to save tile properties

- Remove specialization of GemmQuantTypeConfig
- Pass GemmConfig around which contains tile properties. Stop using hard
  coded tile properties in `gemm_calc_aquant()`

* [CK TILE Block Scale] Rename GemmConfig used in block scale

    - Remove unused GemmConfig
    - Rename GemmConfig used in block scale

---------

Co-authored-by: ThomasNing <thomas.ning@amd.com>
 2025-08-27 00:05:54 -07:00
linqunAMD
95e4a4efcb Fix merge mfma_wmma (part 1) regression (#2749) 
root cause: a typo in GetGfx11InputBlkIdx, const ia added by mistake.
 2025-08-26 22:49:34 -07:00
John Afaganis
508e7912f9 Revert "[CK-TILE] Default epilogue, adding support for D (#2629)" (#2746) 
This reverts commit d43228fbca.
 2025-08-26 09:48:49 -07:00
Mateusz Ozga
d43228fbca [CK-TILE] Default epilogue, adding support for D (#2629) 
* Extend 2d-epilogue, D support

* Added tests & update

* Remove unused attribute

* Extend tests

---------

Co-authored-by: Thomas Ning <Thomas.Ning@amd.com>
 2025-08-25 19:29:35 -07:00
Yi DING
de61e55493 [CK_TILE] FMHA avoid unnecessary vmcnt0 (#2715) 
* FMHA avoid unnecessary vmcnt0

Squashed commit of the following:

commit 7bdf6a7eef
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 22 03:15:51 2025 +0000

    merge develop and solve conflicts

commit f21e916a8c
Merge: a7dd2a7d1 0db21053e
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 22 03:15:21 2025 +0000

    Merge branch 'develop' of https://github.com/ROCm/composable_kernel into vmcnt0issue

commit a7dd2a7d13
Author: Ding, Yi <yi.ding@amd.com>
Date:   Tue Aug 19 02:17:43 2025 +0000

    update bwd

commit 380aa8f311
Author: Kevin Choi <kevin.choi@amd.com>
Date:   Mon Aug 18 19:36:38 2025 +0000

    add restrict to applicable functions

commit b85daba2a3
Author: Ding, Yi <yi.ding@amd.com>
Date:   Mon Aug 18 02:07:03 2025 +0000

    bwd filter

commit 75c4b9372f
Author: Kevin Choi <kevin.choi@amd.com>
Date:   Sat Aug 16 08:15:23 2025 +0000

    remove noinline attr as it causes a lot more s_waitcnt's

commit 598e3fec41
Author: Kevin Choi <kevin.choi@amd.com>
Date:   Thu Aug 14 12:11:17 2025 +0000

    remove innerloop, move restrict parameters to mainloop and add noinline attribute.

commit 3340408537
Author: Kevin Choi <kevin.choi@amd.com>
Date:   Thu Aug 14 07:06:51 2025 +0000

    Create inner lambda with restrict parameters, add restrict to some parameters

commit 3bc45ecbc7
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Aug 14 03:43:54 2025 +0000

    save for debug

commit de4db6c4c5
Merge: 108abf00e 68694cb78
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Aug 13 02:15:22 2025 +0000

    Merge branch 'wip-async-tr-fa' of https://github.com/ROCm/composable_kernel into wip-async-tr-fa

commit 108abf00e0
Merge: 0810799e2 0f42a92fc
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Aug 13 02:14:26 2025 +0000

    Merge branch 'develop' of https://github.com/ROCm/composable_kernel into wip-async-tr-fa

commit 68694cb781
Merge: 0810799e2 20288caa2
Author: asleepzzz <hanwen.chang@amd.com>
Date:   Wed Aug 13 00:34:11 2025 +0800

    Merge branch 'develop' into wip-async-tr-fa

commit 0810799e25
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Aug 12 14:25:50 2025 +0000

    refactor blockgemm change, isolate to v2;

commit fd1eb323af
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Aug 12 09:26:13 2025 +0000

    clang format

commit 75f6f6bac4
Merge: bcc05eee6 8e1eb0c1e
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Aug 12 09:04:41 2025 +0000

    Merge branch 'develop' of https://github.com/ROCm/composable_kernel into wip-async-tr-fa

commit bcc05eee62
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Aug 12 08:46:06 2025 +0000

    Fix the bug

commit 96d24497f5
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Aug 12 04:02:41 2025 +0000

    fix conflict. disable all v-col instance for fmha fwd

commit 1716171be4
Merge: 1c9800790 4fde1646e
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Aug 12 03:52:34 2025 +0000

    Merge branch 'develop' of https://github.com/ROCm/composable_kernel into wip-async-tr-fa

commit 1c98007901
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Aug 12 01:53:31 2025 +0000

    clang format

commit f43e903b1d
Merge: 3868ddd70 a7badc6ec
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Aug 12 01:52:52 2025 +0000

    Merge branch 'develop' of https://github.com/ROCm/composable_kernel into wip-async-tr-fa

commit 3868ddd708
Merge: 498d234ab 191c62967
Author: aska-0096 <haocwang@amd.com>
Date:   Mon Aug 11 15:59:40 2025 +0000

    Merge branch 'develop' of https://github.com/ROCm/composable_kernel into wip-async-tr-fa

commit 498d234ab8
Author: aska-0096 <haocwang@amd.com>
Date:   Mon Aug 11 15:37:37 2025 +0000

    change the warp setting for hdim32 fmha fwd

commit b86f7786e2
Author: aska-0096 <haocwang@amd.com>
Date:   Mon Aug 11 14:21:09 2025 +0000

    tempsave, update the blocksync functions

commit 7b8052d7ca
Author: aska-0096 <haocwang@amd.com>
Date:   Sun Aug 10 06:00:51 2025 +0000

    fix bug in pki4

commit 76cbbb84a2
Author: aska-0096 <haocwang@amd.com>
Date:   Sat Aug 9 03:25:12 2025 +0000

    fix bugs in gemm

commit 8c101ccb88
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 8 18:35:53 2025 +0000

    fix bug on non-gfx950

commit efb8549279
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 8 17:53:19 2025 +0000

    fix bug

commit 729e8785fb
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 8 15:42:15 2025 +0000

    fix bugs

commit 250dc13c75
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 8 09:31:01 2025 +0000

    fix clangformat with 18.1.3

commit 106edeecd9
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 8 09:07:40 2025 +0000

    remove non-necessary change

commit 78edd7303b
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 8 09:04:02 2025 +0000

    bug fix, clang format;

commit 3b9fb6af38
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 8 08:08:03 2025 +0000

    Remove unnecessary changes

commit 6bb57c2c57
Merge: 1ecee378d ab2602683
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 8 07:50:12 2025 +0000

    Merge branch 'develop' of https://github.com/ROCm/composable_kernel into wip-async-tr-fa

commit 1ecee378d5
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 8 06:19:31 2025 +0000

    remove unnecessary files; rename some files

commit b4640a9de6
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 8 05:46:18 2025 +0000

    merge fa_decode pipeline into fmha_fwd api

commit fe63a646a4
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Aug 6 05:58:43 2025 +0000

    add __restrict__ to tr load

commit 414cad667b
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Aug 5 07:23:51 2025 +0000

    Add XOR fold strategy for hdim<128, but perf dropped; disable it by default; wait further perf debug

commit 0d12fc944f
Author: aska-0096 <haocwang@amd.com>
Date:   Mon Aug 4 10:27:42 2025 +0000

    Add v_permlaneb32 for block_reduce. Disable it as it will cause un-coexecutable packed math in FA

commit 4f31847de1
Author: aska-0096 <haocwang@amd.com>
Date:   Mon Aug 4 10:02:17 2025 +0000

    add vmcnt guard before load ktile

commit 746f4ccb99
Author: aska-0096 <haocwang@amd.com>
Date:   Mon Aug 4 06:49:01 2025 +0000

    Load Q through lds, implement xor;

commit 2d4e73d2b4
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Aug 1 10:44:54 2025 +0000

    small refactor

commit a28b6e67fe
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Jul 31 10:25:37 2025 +0000

    upgrade prefill pipeline; simple iglp; consistent data produce and consume order

commit 75cba48682
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Jul 31 05:13:27 2025 +0000

    enable larger tile size; upgrade xor pattern

commit 69890afc98
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Jul 30 12:25:33 2025 +0000

    remove all lds bankconflict with xor layouts

commit 8dacc35c4c
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Jul 30 03:51:06 2025 +0000

    enable prefill overload operator().

commit 13bcc913de
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Jul 25 07:10:01 2025 +0000

    fix the lds alignment caused performance regression

commit af28123cec
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Jul 23 09:05:57 2025 +0000

    remove unnecessary features

commit 14e0ab70c6
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Jul 22 08:04:05 2025 +0000

    tempsave. asynccopy+trload sanity checked

commit 1b468bac0b
Author: aska-0096 <haocwang@amd.com>
Date:   Mon Jul 21 05:55:55 2025 +0000

    tempsave, trload+asyncload done

commit afd96d8180
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Jul 18 10:04:34 2025 +0000

    compile pass

commit 5616551115
Merge: ae39c84f5 095393276
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Jul 18 05:17:27 2025 +0000

    Merge branch 'develop' of https://github.com/ROCm/composable_kernel into wip-async-tr-fa

commit ae39c84f55
Author: aska-0096 <haocwang@amd.com>
Date:   Fri Jul 18 05:16:39 2025 +0000

    tempsave

commit 94b6430489
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Jul 17 10:06:09 2025 +0000

    temp save

commit 7e330553dc
Merge: 18669925c 804f77dce
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Jul 17 07:24:32 2025 +0000

    Merge branch 'test_copy_fix' of https://github.com/ROCm/composable_kernel into fa_decode_pipeline

commit 804f77dce5
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Jul 17 03:10:46 2025 +0000

    move test_copy into test

commit 21627d7ca7
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Jul 17 02:41:31 2025 +0000

    remove unnecessary output

commit 287792c44a
Merge: a4221db30 21fd7e953
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Jul 17 02:26:13 2025 +0000

    Merge branch 'test_copy_fix' of https://github.com/ROCm/composable_kernel into test_copy_fix

commit a4221db304
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Jul 17 02:26:10 2025 +0000

    add input validation and bug fix

commit 21fd7e9538
Merge: d6df7bf85 6e76b8205
Author: Max Podkorytov <4273004+tenpercent@users.noreply.github.com>
Date:   Wed Jul 16 11:23:57 2025 -0700

    Merge branch 'develop' into test_copy_fix

commit d6df7bf851
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Jul 16 08:55:50 2025 +0000

    fix vmcnt shift

commit 40e039e4e4
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Jul 16 08:37:07 2025 +0000

    Improve s_waitcnt_imm calculation

commit c30f8b709b
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Jul 16 05:39:50 2025 +0000

    fix the s_waitcnt_imm calculation

commit ec0a45b29f
Merge: e5cc4af80 6b09f0823
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Jul 16 03:57:57 2025 +0000

    Merge branch 'develop' of https://github.com/ROCm/composable_kernel into test_copy_fix

commit e5cc4af808
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Jul 16 03:54:33 2025 +0000

    Add block_sync_lds_direct_load utility

commit eea58629cf
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Jul 15 09:39:03 2025 +0000

    fix async copytest bug

commit 18669925cc
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Jul 10 04:29:33 2025 +0000

    temp save, change all instance to 1wave

commit 18686cfe5b
Author: aska-0096 <haocwang@amd.com>
Date:   Tue Jul 8 08:37:20 2025 +0000

    tempsave, fmha_decode

commit 47565f21a5
Author: aska-0096 <haocwang@amd.com>
Date:   Sat Jun 21 15:02:57 2025 +0000

    temp save, waiting for debug

commit e0a634ef97
Author: aska-0096 <haocwang@amd.com>
Date:   Thu Jun 19 05:11:52 2025 +0000

    save an example for __bf16 type

commit 4bd5fd4a3c
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Jun 18 07:27:24 2025 +0000

    fix bwd code

commit 69809d9513
Author: aska-0096 <haocwang@amd.com>
Date:   Wed Jun 18 06:37:16 2025 +0000

    Fix for fwd/bwd kernel build filter

commit d5ec3d0e5768aafed7f77151b2a835e87b9f95ba
Author: Ding, Yi <yi.ding@amd.com>
Date:   Tue Aug 19 08:13:18 2025 +0000

    Add restrict to avoid unnecessary vmcnt

---------

Co-authored-by: aska-0096 <haocwang@amd.com>

* Add comments for c-stype cast

* Better comments

---------

Co-authored-by: aska-0096 <haocwang@amd.com>
 2025-08-25 20:55:12 +08:00
John Shumway
c71d7ddd74 Remove unsupported use of c++20 concept. (#2719) 
Downstream libraries aren't migrated to c++20 yet, so replace a use of c++20 concept with equivalent SFINAE logic. The template checks for both the existence and the truthiness of the static member variable.
 2025-08-24 21:29:23 -07:00
linqunAMD
d6e49c5fde Extend XDL kernel to Support RDNA3/4 - Part 1 (#2606) 2025-08-22 17:46:30 -04:00
Po Yen Chen
0db21053e6 [CK_TILE] Allow switching between SGPR/VGPR get_warp_id() return values (#2669) 
* Allow return VGPR get_warp_id() value

* Avoid using SALU in async_load_raw()
 2025-08-22 10:17:05 +08:00
Po Yen Chen
4a7ecce096 [CK_TILE][FMHA] Enable dwordx4 loading in async_load_tile_raw() (#2549) 
* Support async load dwordx4

* Enlarge load size on gfx950
 2025-08-22 10:13:47 +08:00
Yi DING
4cfa2c7158 [CK_TILE] FMHA BWD Fix Compilation with Bias (#2682) 
* [CK_TILE] FMHA BWD Fix Compilation with Bias

* Fix appendkv kApplyRoPE
 2025-08-22 10:01:10 +08:00
Bartłomiej Kocot
4212bbc170 [CK Tile] Grouped convolution backward data (#2652) 
* base working version for single groupped conv bwd data

* Fix 2d descriptor

* fix groups

* Add 3d support

* fixes

* fixes

* fixes

---------

Co-authored-by: Jakub Piasecki <jakpia21@gmail.com>
 2025-08-20 05:29:57 -07:00
Emily Martins
071165919f [CK Tile] Stream K GEMM Kernel HostArgs and Kernel Classes (#2681) 
* CK Tile Stream K Device Ops

Implementation of CK Tile StreamKHostArgs and StreamKKernel classes. The
StreamKKernel class injects Universal Gemm and includes functions to
facilitate kernel preparation for the GPU.

* Stream K Device Ops Fixes

- Update GetWorkSpaceSize to call TilePartitioner's GetWorkSpaceSize to
  ensure we get size needed for accumulation buffers and semaphores.
- Pass in num_sk_blocks into TilePartitioner constructor
- Update documentation

* Add WarpTile dimensions to GetName function in StreamKKernel class

* Fix typos in StreamKHostArgs class description.

Co-authored-by: Christopher Millette <63608002+cgmillette@users.noreply.github.com>

* Apply clang format on updated comment for StreamKHostArgs

* Explicitly specify type for StreamKReductionStrategy enum

* Remove unecessary scopes

* Unify the commenting style to inline comments

* Add explicit casts for occupancy and num_cu in MakeKernelArgs function

Both the static functions Occupancy and NumCU in the StreamKKernel class
use functions from the HIP API that result in the returned occupancy and
num_cu types being type int. The TilePartitioner interface for stream K will
have occupancy and num_cu being type ck_tile::index_t which is int32_t.
Thus, to be safe, this change ensures that both occupancy and num_cu are
cast to int32_t.

* Fix use of kentry due to interface update
PR #2594 updated the interface for the kentry function in
include/ck_tile/host/kernel_launch.hpp. As a result, the static function
Occupancy was updated to work correctly with the new interface.
PR #2594 also changed UniversalGemmKernel's KernelBlockSize static
variable to kBlockSize, so the StreamKKernel class was updated to
reflect this change.

* Switch type of num_sk_blocks from uint32_t to int32_t

This change switches the type of num_sk_blocks to type ck_tile::index_t
which is int32_t. This was done because parallel work for the CK Tile
StreamK TilePartitioner's constructor will have num_sk_blocks as
ck_tile::index_t. Thus, this change will help unify the interfaces to
avoid any type conversion errors.

---------

Co-authored-by: Christopher Millette <63608002+cgmillette@users.noreply.github.com>
 2025-08-19 15:08:52 -06:00
jefyang1
6ba9289b26 Fix pk i4 v3 example test regression on gfx942 (#2706) 
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
 2025-08-19 09:58:28 -07:00
joyeamd
a1589a9667 fix grouped gemm example when wave32 enabled (#2707) 
1, delete some unused variables
2, fix BlockSize when wave32 enabled
 2025-08-19 16:20:43 +08:00
mirchen-amd
60320e90c1 Mirchen/gemm blockscale wp segfault fix (#2638) 
* Add stride validation to prevent segfault in blockscale GEMM

* run clang-format

* Update profiler/include/profiler/profile_gemm_blockscale_wp_impl.hpp

Co-authored-by: rahjain-amd <Rahul.Jain@amd.com>

* added stride length checking to more gemm examples in ckprofiler

* ran clang format

* added validation header and implement in core gemm operations

* remove ck_tile transpose and gemm stages from CI (#2646)

* update CK build instruction step 4 (#2563)

Co-authored-by: Aviral Goel <aviral.goel@amd.com>

* Fixes to  "General 2D Reduction Kernel" (#2535) (#2656)

* fix reduce2d

- revret the combine_partial_results() chnages
- remove auto from function def

* clang-format

* enable aiter test_mha in daily CI (#2659)

* feat(copy_kernel): add basic copy kernel example with beginner friendly documentation (#2582)

* feat(copy_kernel): add basic copy kernel example with documentation

* docs(CHANGELOG): Updated changelog

* chore: performed clang format

* Update example/ck_tile/39_copy/copy_basic.cpp

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update example/ck_tile/39_copy/README.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update example/ck_tile/39_copy/README.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update example/ck_tile/39_copy/README.md

Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>

* Update example/ck_tile/39_copy/README.md

Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>

* Update example/ck_tile/39_copy/README.md

Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>

* fix(terminology): follow amd terms

* extract elementwise copy to a new kernel

* fix(copy_kernel): bug in verification

* add comments about vgpr usage

* lint and nits

* add notes and comments

* print hostTensor via stream

* print hostTensor via stream

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>

* [CK_TILE] FMHA BWD Optimization For GFX950 (#2628)

* simplify fmha_bwd_kernel MakeKargs & dq_dram_window

* simply duplicate

* trload pipeline

* Try two-stage

* add prefetch

* optimize & iglp

* Fix num_byte calculations to use nhead_k for K & V size (#2653)

Simple fix just to calculate the number of bytes correctly for what's reported in the output. I was getting 6200 GB/s which is past the SoL of MI300.

Before:
```
./bin/tile_example_fmha_fwd -prec=bf16 -b=2 -s=1 -s_k=32768 -h=32 -h_k=8 -d=128 -page_block_size=128 -num_splits=8 -iperm=0 -operm=0 -v=0 -kname=1
[bf16|batch|bshd] b:2, h:32/8, s:1/32768, d:128/128, scale_s:0.0883883, bias:n, p_drop:0, lse:0, squant:0, mask:n, v:r, num_splits:8, page_block_size:128, fmha_fwd_splitkv_d128_bf16_batch_b16x64x64x128x64x128_r1x4x1_r1x4x1_w16x16x16_w16x16x16_qr_nwarp_sshuffle_vr_ps_nlogits_nbias_nmask_lse_nsquant_pagedkv, fmha_fwd_splitkv_combine_d128_bf16_batch_b32_unused_ps_nlse_nsquant, 0.173 ms, 6.20 TFlops, 6202.95 GB/s
```

After:
```
./bin/tile_example_fmha_fwd -prec=bf16 -b=2 -s=1 -s_k=32768 -h=32 -h_k=8 -d=128 -page_block_size=128 -num_splits=8 -iperm=0 -operm=0 -v=0 -kname=1
[bf16|batch|bshd] b:2, h:32/8, s:1/32768, d:128/128, scale_s:0.0883883, bias:n, p_drop:0, lse:0, squant:0, mask:n, v:r, num_splits:8, page_block_size:128, fmha_fwd_splitkv_d128_bf16_batch_b16x64x64x128x64x128_r1x4x1_r1x4x1_w16x16x16_w16x16x16_qr_nwarp_sshuffle_vr_ps_nlogits_nbias_nmask_lse_nsquant_pagedkv, fmha_fwd_splitkv_combine_d128_bf16_batch_b32_unused_ps_nlse_nsquant, 0.163 ms, 6.58 TFlops, 1644.53 GB/s
```

* [CK_TILE] FMHA BWD Decode Pipeline (#2643)

* Fix distr

* Duplicate block_fmha_bwd_dq_dk_dv_pipeline_trload_kr_ktr_vr

* decode 16x16 o2

* fix (#2668)

* Optimize fmha fwd decode & prefill for gfx950 (#2641)

* Fix for fwd/bwd kernel build filter

* fix bwd code

* save an example for __bf16 type

* temp save, waiting for debug

* tempsave, fmha_decode

* temp save, change all instance to 1wave

* fix async copytest bug

* Add block_sync_lds_direct_load utility

* fix the s_waitcnt_imm calculation

* Improve s_waitcnt_imm calculation

* fix vmcnt shift

* add input validation and bug fix

* remove unnecessary output

* move test_copy into test

* temp save

* tempsave

* compile pass

* tempsave, trload+asyncload done

* tempsave. asynccopy+trload sanity checked

* remove unnecessary features

* fix the lds alignment caused performance regression

* enable prefill overload operator().

* remove all lds bankconflict with xor layouts

* enable larger tile size; upgrade xor pattern

* upgrade prefill pipeline; simple iglp; consistent data produce and consume order

* small refactor

* Load Q through lds, implement xor;

* add vmcnt guard before load ktile

* Add v_permlaneb32 for block_reduce. Disable it as it will cause un-coexecutable packed math in FA

* Add XOR fold strategy for hdim<128, but perf dropped; disable it by default; wait further perf debug

* add __restrict__ to tr load

* merge fa_decode pipeline into fmha_fwd api

* remove unnecessary files; rename some files

* Remove unnecessary changes

* bug fix, clang format;

* remove non-necessary change

* fix clangformat with 18.1.3

* fix bugs

* fix bug

* fix bug on non-gfx950

* fix bugs in gemm

* fix bug in pki4

* tempsave, update the blocksync functions

* change the warp setting for hdim32 fmha fwd

* clang format

* fix conflict. disable all v-col instance for fmha fwd

* Fix the bug

* clang format

---------

Co-authored-by: Max Podkorytov <4273004+tenpercent@users.noreply.github.com>

* Revert "Optimize fmha fwd decode & prefill for gfx950 (#2641)" (#2670)

This reverts commit b7322a521a.

* added batch stride checking to batched gemm ops in profiler

* removed batch stride validation

* removed batched stride validation again

* Update include/ck/library/utility/profiler_validation_common.hpp

Co-authored-by: rahjain-amd <Rahul.Jain@amd.com>

* refactor function names

* added gemm stride checking to more profiler gemm operations

* run clang format

* add stride checkign to 01 gemm example

* rename from profiler to validation common, used for examples and profiler

* build of ckProfiler success

* update file headers

---------

Co-authored-by: rahjain-amd <Rahul.Jain@amd.com>
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
Co-authored-by: geozhai <44495440+geozhai@users.noreply.github.com>
Co-authored-by: Aviral Goel <aviral.goel@amd.com>
Co-authored-by: Yashvardhan Agarwal <yashagar@amd.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>
Co-authored-by: Yi DING <yi.ding@amd.com>
Co-authored-by: Cameron Shinn <camerontshinn@gmail.com>
Co-authored-by: Mateusz Ozga <110818320+mozga-amd@users.noreply.github.com>
Co-authored-by: Haocong WANG <haocwang@amd.com>
Co-authored-by: Max Podkorytov <4273004+tenpercent@users.noreply.github.com>
Co-authored-by: asleepzzz <hanwen.chang@amd.com>
 2025-08-19 01:19:17 -07:00
linqunAMD
9fcc1ee9fd Support Wave32 in CK_TILE - Part 1 (#2594) 
* Support wave32/wave64 in CK_TILE - Part 1

* remove blocksize in kernel launch

* fix build error

* fix clang format

* fix clang format 2

* fix clang format 3

* fix fmha build error

* fix fmha build 2

* fix fmha build 3

* fix build error 4

* address review comment

* update change log

* replace KernelBlockSize with kBlockSize

* fix CI fail

* fix clang format

* address review comment and rebase code.

* fix universal test fail

---------

Co-authored-by: Lin, Qun <Quentin.Lin+amdeng@amd.com>
Co-authored-by: Thomas Ning <Thomas.Ning@amd.com>
 2025-08-18 10:08:31 -07:00
Sami Remes
26d3300930 Add other layouts for FP8 block scaled gemm (#2665) 
* Start adding other layouts for gemm_ab_scale

* Add some instances

* Create tensor descriptors for A/B scales depending on A/B layout

* Fix formatting

* Revert some comments

* Revert commented instances in CMakeLists.txt

* Add some more instances for col-row gemm

* enable more row,row instances

* Use occupancy=1 for col,row layout to avoid spills
 2025-08-18 01:46:10 -07:00
Tianyuan Wu
7310830d14 Fix CI build error (#2695) 
Signed-off-by: Tianyuan Wu <Tianyuan.Wu@amd.com>
 2025-08-18 01:45:40 -07:00
Tianyuan Wu
68134b60e4 [CK_TILE] CK_TILE GEMM WMMA Support for GFX11/GFX12 (#2466) 
* WMMA GEMM F16 Implementation

Signed-off-by: root <tianyuwu@amd.com>

* Self-review

Signed-off-by: root <tianyuwu@amd.com>

* ASIC check minor tweak

Signed-off-by: root <tianyuwu@amd.com>

* add missing include file

* Set GPU_TARGETS to gfx11/12 generic

Signed-off-by: root <tianyuwu@amd.com>

* INT8 GFX12

Signed-off-by: root <tianyuwu@amd.com>

* add int8x16 branch

* Fix CI script

Signed-off-by: root <tianyuwu@amd.com>

* Fix typo

Signed-off-by: root <tianyuwu@amd.com>

* Add CK_Tile WMMA example

Signed-off-by: Tianyuan Wu <tianyuwu@amd.com>

* Fix CI

Signed-off-by: Tianyuan Wu <tianyuwu@amd.com>

* fix clang format

* Set M/N_Warp Back to Constant

Signed-off-by: Tianyuan Wu <tianyuwu@amd.com>

* Use GemmConfigComputeV3 by default

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Enable CK_TILE_USE_AMD_BUFFER_ATOMIC_ADD_FLOAT for gfx12

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Remove CK_Tile wmma gemm examples from the CI list

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Add atomic add fallback method for gfx11

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Fix typo

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Omit copyright year

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Support non-square cases

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Fix CI

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Add get_device_ip()

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Revert "Add atomic add fallback method for gfx11"

This reverts commit 07a79e797d.

Signed-off-by: Tianyuan Wu <Tianyuan.Wu@amd.com>

* Revert "Enable CK_TILE_USE_AMD_BUFFER_ATOMIC_ADD_FLOAT for gfx12"

This reverts commit ceee918007.

* Revise method name and typos

Signed-off-by: Tianyuan Wu <Tianyuan.Wu@amd.com>

* clang-format

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Try fix CI

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Revert "Try fix CI"

This reverts commit 7a7241085e.

* clang-format

Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>

* Fix typo caused by merge

Signed-off-by: Tianyuan Wu <Tianyuan.Wu@amd.com>

* Fix typo caused by merging

Signed-off-by: Tianyuan Wu <Tianyuan.Wu@amd.com>

---------

Signed-off-by: root <tianyuwu@amd.com>
Signed-off-by: Tianyuan Wu <tianyuwu@amd.com>
Signed-off-by: TianyuanWu <Tianyuan.Wu@amd.com>
Signed-off-by: Tianyuan Wu <Tianyuan.Wu@amd.com>
Co-authored-by: joye <joye@amd.com>
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
Co-authored-by: illsilin_amdeng <Illia.Silin@amd.com>
 2025-08-15 16:22:27 -07:00
jefyang1
d7c95dd491 Add gemm universal f8 f8 bf16 instances on gfx950 (#2662) 2025-08-14 13:25:24 -07:00
Yashvardhan Agarwal
7f14772406 CK_TILE: Implement two-stage split-K GEMM with workspace reduction (LWPCK-2966) (#2632) 
* CK_TILE: Implement two-stage split-K GEMM with reduction

- Added split-K GEMM with reduction example

* comment resolutions
 2025-08-14 10:18:52 +02:00
Gino Lu
e5623d3825 fix wrong nan producion. (#2640) 
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
 2025-08-14 15:12:31 +08:00
Aviral Goel
8a698c7445 Minor Improvements in CK TILE memory copy EXAMPLE (#2678) 
* Rename vector to ThreadTile

* more notes on tile encoding

* remove number<> from tuple of make_tile_window

* add script to stress test the copy example
 2025-08-13 15:24:16 -07:00
joyeamd
bcc38deff7 [CK_TILE]fix elementwise example in gfx11/12 (#2676) 
* fix elementwise examples

* improve the robust

* fix ck_tile's elementwise test

* update elementwise test
 2025-08-13 15:21:46 -07:00
Enrico Degregori
a6f4029276 Add padding to 1x1Stride1Pad0 conv specialization (grouped conv bwd weight) (#2675) 
Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>
 2025-08-14 00:21:09 +02:00
SamiAario-AMD
28a97865f5 Cleanups (#2631) 
* Remove some duplicate code in fmha_fwd_appendkv_kernel.hpp

* Simplify two templated operator calls by having the templated types deduced automatically

* Simplify two GemmPipeline calls

* Fix GemmPipelineAgBgCrCompV4::GetName

* Refactor use of ArgParser in CK tile GEMM examples

* Update args in README.md to match the implementation in create_args

* Remove some unnecessary include statements

* Rename two variables

* Factor out common code

* Factor out do_verify

* Add and use type aliases for memory operation integral constants

* In gemm_basic.cpp, use kPadM, kPadN, kPadK, and kBlockPerCu from GemmConfig

---------

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
 2025-08-13 10:12:08 +02:00
Haocong WANG
05a6e92705 Re-enable optimization for gfx950 fmha fwd (#2671) 
* Fix for fwd/bwd kernel build filter

* fix bwd code

* save an example for __bf16 type

* temp save, waiting for debug

* tempsave, fmha_decode

* temp save, change all instance to 1wave

* fix async copytest bug

* Add block_sync_lds_direct_load utility

* fix the s_waitcnt_imm calculation

* Improve s_waitcnt_imm calculation

* fix vmcnt shift

* add input validation and bug fix

* remove unnecessary output

* move test_copy into test

* temp save

* tempsave

* compile pass

* tempsave, trload+asyncload done

* tempsave. asynccopy+trload sanity checked

* remove unnecessary features

* fix the lds alignment caused performance regression

* enable prefill overload operator().

* remove all lds bankconflict with xor layouts

* enable larger tile size; upgrade xor pattern

* upgrade prefill pipeline; simple iglp; consistent data produce and consume order

* small refactor

* Load Q through lds, implement xor;

* add vmcnt guard before load ktile

* Add v_permlaneb32 for block_reduce. Disable it as it will cause un-coexecutable packed math in FA

* Add XOR fold strategy for hdim<128, but perf dropped; disable it by default; wait further perf debug

* add __restrict__ to tr load

* merge fa_decode pipeline into fmha_fwd api

* remove unnecessary files; rename some files

* Remove unnecessary changes

* bug fix, clang format;

* remove non-necessary change

* fix clangformat with 18.1.3

* fix bugs

* fix bug

* fix bug on non-gfx950

* fix bugs in gemm

* fix bug in pki4

* tempsave, update the blocksync functions

* change the warp setting for hdim32 fmha fwd

* clang format

* fix conflict. disable all v-col instance for fmha fwd

* Fix the bug

* clang format

* refactor blockgemm change, isolate to v2;

---------

Co-authored-by: Max Podkorytov <4273004+tenpercent@users.noreply.github.com>
Co-authored-by: asleepzzz <hanwen.chang@amd.com>
 2025-08-13 14:57:43 +08:00
Cong Ma
452791a3ba Preshuffle AQ matrix in block scale gemm (#2624) 
* Preshuffle AQ matrix in block scale gemm

* turns the output to fp16. Increase the repetition time.

---------

Co-authored-by: ThomasNing <thomas.ning@amd.com>
 2025-08-12 21:32:51 -07:00
Thrupti Raj Lakshmana Gowda
3f57ec3d2d GEMM Multi D for CK Tile Engine (#2660) 
* Readme for GEMM Multi D

* GEMM Multi D partial Progress

* GEMM Multi D partial Progress!

* CK Tile Engine GEMM Multi D : All Python files generated

* Partial Progress

* Partial Progress

* Partial Progress

* Partial Progress : Incorrect Result

* Partial Progress : Debugging

* Partial Progress : Correct Results

* Partial Progress - Incorrect Results

* Partial Progress - Commenting Passthrough bypass logic

* Changing Passthrough to MultiplyMultiply

* Correct Results!

* Fix and debug the pass through feature

* Sample commit

* Correct Results : MultiplyMultiply

* Code Cleanup

* Removing Failed Instances

* Working code before Unary element support

* Custom Elementwise Function support and working implementation for Mul and Add

* Updating README

* Working for Passthrough

* Review Comments : Minor Fixes

* Review Comments : Minor Fixes

* Readme Updated

* Partial Changes after Rebase

* Working Code : Changes after Rebase

* Updating Jenkins file

* Removing default value changed while testing

* Configuration changes in config files

* Tile Handler changes in GEMM Multi D Tile Engine

* Tile Handler changes in GEMM Multi D Example

* Change log for Gemm Multi D in CK Tile Engine

* Configuration changes in config files

---------

Co-authored-by: ThomasNing <thomasning@amd.com>
 2025-08-12 16:05:05 -07:00
joyeamd
0856b3f4a2 [CK_TILE]fix ck_tile's moe_sorting example in gfx11 (#2667) 
* fix ck_tile's moe_sorting example in gfx11

* fix clang format

---------

Co-authored-by: illsilin_amdeng <Illia.Silin@amd.com>
 2025-08-12 12:33:56 -07:00
asleepzzz
5b39de4bb6 Revert "Optimize fmha fwd decode & prefill for gfx950 (#2641)" (#2670) 
This reverts commit b7322a521a.
 2025-08-12 20:27:10 +08:00
Haocong WANG
b7322a521a Optimize fmha fwd decode & prefill for gfx950 (#2641) 
* Fix for fwd/bwd kernel build filter

* fix bwd code

* save an example for __bf16 type

* temp save, waiting for debug

* tempsave, fmha_decode

* temp save, change all instance to 1wave

* fix async copytest bug

* Add block_sync_lds_direct_load utility

* fix the s_waitcnt_imm calculation

* Improve s_waitcnt_imm calculation

* fix vmcnt shift

* add input validation and bug fix

* remove unnecessary output

* move test_copy into test

* temp save

* tempsave

* compile pass

* tempsave, trload+asyncload done

* tempsave. asynccopy+trload sanity checked

* remove unnecessary features

* fix the lds alignment caused performance regression

* enable prefill overload operator().

* remove all lds bankconflict with xor layouts

* enable larger tile size; upgrade xor pattern

* upgrade prefill pipeline; simple iglp; consistent data produce and consume order

* small refactor

* Load Q through lds, implement xor;

* add vmcnt guard before load ktile

* Add v_permlaneb32 for block_reduce. Disable it as it will cause un-coexecutable packed math in FA

* Add XOR fold strategy for hdim<128, but perf dropped; disable it by default; wait further perf debug

* add __restrict__ to tr load

* merge fa_decode pipeline into fmha_fwd api

* remove unnecessary files; rename some files

* Remove unnecessary changes

* bug fix, clang format;

* remove non-necessary change

* fix clangformat with 18.1.3

* fix bugs

* fix bug

* fix bug on non-gfx950

* fix bugs in gemm

* fix bug in pki4

* tempsave, update the blocksync functions

* change the warp setting for hdim32 fmha fwd

* clang format

* fix conflict. disable all v-col instance for fmha fwd

* Fix the bug

* clang format

---------

Co-authored-by: Max Podkorytov <4273004+tenpercent@users.noreply.github.com>
 2025-08-12 19:43:14 +08:00
Yi DING
8e1eb0c1ee [CK_TILE] FMHA BWD Decode Pipeline (#2643) 
* Fix distr

* Duplicate block_fmha_bwd_dq_dk_dv_pipeline_trload_kr_ktr_vr

* decode 16x16 o2
 2025-08-12 17:02:52 +08:00
Yi DING
4fde1646e5 [CK_TILE] FMHA BWD Optimization For GFX950 (#2628) 
* simplify fmha_bwd_kernel MakeKargs & dq_dram_window

* simply duplicate

* trload pipeline

* Try two-stage

* add prefetch

* optimize & iglp
 2025-08-12 11:11:55 +08:00
Yashvardhan Agarwal
191c62967b Fixes to "General 2D Reduction Kernel" (#2535) (#2656) 
* fix reduce2d

- revret the combine_partial_results() chnages
- remove auto from function def

* clang-format
 2025-08-11 15:01:33 +02:00
Max Podkorytov
ab26026835 [CK-tile] add more tests for batched transpose testing the rectangular block tile sizes (#2634) 
* add failing tests

* swap out and reference

* add constraint assert to transpose input distribution

* test both pipelines with rectangular block tile

* print mismatched indices

* add a smaller failing test for old pipeline

* print grid and block

* fill output before operating on it

* swap m/n tile sizes and make one test pass

* add device syncs

* add one more flipped test case

* flip block tile at host arg init

* fix tiles for lds pipeline

* clang-format

* rename tests

* roll back error check

* remove device syncs

* reduce large test case's size
 2025-08-07 16:51:53 -07:00
Gino Lu
5d6d236b25 Add e8m0 scaled convert into CK_TILE (#2617) 
* first commit

* remove redundent code

* modify according to comments.

* fix type_convert error with scaled_type_convert
 2025-08-07 21:37:28 +08:00
Yi DING
b0a97498b0 [CK_TILE] FMHA BWD Remove Unnecessary Padding (#2550) 
* Remove unnecessary pssk

* Add BlockFmhaBwdDQDKDVPipeline wrapper

* Resolve copilot comments & Remove kpad & fix

* Remove spad
 2025-08-07 21:24:43 +08:00
Sami Remes
ffdee5e774 [CK_TILE] Enable printing more structures in CK-Tile (#2443) 
* Add more printing to core cktile

* Revert other changes in static encoding pattern

* Refactor to using a free print() function

* Remove loops and print just the containers

* Print tuple with better formatting, fix sequence compilation

* Add some tests for print utility

* Add print utility header

* Print for static_encoding_pattern

* add buffer_view printing

* Align vector_traits

* Fix formatting

* Lower-case enum strings

Co-authored-by: Christopher Millette <63608002+cgmillette@users.noreply.github.com>

* Remove empty comment lines

* Fix test with lower-case too

* Reduce repeated code in print tests, move helper function closer to type definition, test X&Y

* Add test_print_common.hpp

* add print.hpp in core.hpp

---------

Co-authored-by: Aviral Goel <aviral.goel@amd.com>
Co-authored-by: Christopher Millette <63608002+cgmillette@users.noreply.github.com>
Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
 2025-08-07 15:45:27 +03:00
Enrico Degregori
21e9983913 Revert "Add padding to 1x1Stride1Pad0 conv specialization (grouped conv bwd weight) (#2610)" (#2637) 
This reverts commit 2203b0ddfe.

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>
 2025-08-07 12:30:08 +02:00
Bartłomiej Kocot
5328b232b2 Grouped Convolution Forward Infer Bias Bnorm Activ (#2621) 
* Grouped Convolution Forward Infer Bias Bnorm Activ

* 3d
 2025-08-07 08:36:47 +02:00
Yashvardhan Agarwal
4750b293fe General 2D Reduction Kernel (#2535) 
* General 2D Reduction Kernel

* Move the reduction kernel from the example
* Split the code and add the necessary policy, problem, shape files as
per ck_tile convention
* Add/modify the headers
* Modified the example to work with the 'new' kernel
* Added tests for the kernel
* N-D refernce reduce
* Added support for N-D input with transform to 2D
* Added padding to support various input sized tensors
* Bug fix in the thread buffer constructor
* Some comments to explain the reduce2d block kernel

* comments resolution

* clang-format

* comments resolution

* clang-format

* clang-format

* comments resolution

* clang-format
 2025-08-06 15:36:59 +02:00
Adam Osewski
2622ff06cb Remove unused lds direct load instruction. (#2573) 
This functionality is replaced by amd_async_buffer_load

Co-authored-by: Max Podkorytov <4273004+tenpercent@users.noreply.github.com>
Co-authored-by: Aviral Goel <aviral.goel@amd.com>
 2025-08-06 15:16:12 +02:00
Enrico Degregori
2203b0ddfe Add padding to 1x1Stride1Pad0 conv specialization (grouped conv bwd weight) (#2610) 
* Add padding 1x1Stride1Pad0 conv specialization

* Add gridwise checks for conv cshufflev3

* Merge padding with previous transforms

* Apply transform changes for padding to default specialization as well

---------

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>
 2025-08-05 15:23:19 +02:00
Thomas Ning
cbfecf8d7a Persistent grouped gemm CompV4 Enablement & Polish (#2605) 
* enable the persistent kernel for CompV4

* polish the example and clang format

* fix the non-persistent kernel error

---------

Co-authored-by: ThomasNing <thomasning@amd.com>
 2025-08-04 23:43:01 -07:00
Jinchao Xu
15eb493152 Add -gsplit-dwarf flag to reduce debug section size and fix ckProfiler link errors (#2611) 
Resolves R_X86_64_32 relocation out of range errors in grouped conv2d instances
by splitting debug information into separate .dwo files.

Add explicit cast to avoid signed/unsigned comparison warning.
 2025-08-04 11:26:08 -07:00
Illia Silin
788e8a878e update the switch condition for buffer built-ins (#2602) 2025-08-01 14:30:07 -07:00
Thomas Ning
7c44a763fa Fix the GFX 950 Universal GEMM (#2597) 
* solve the gfx950 error

* clang format

* fix a typo error

---------

Co-authored-by: ThomasNing <thomasning@amd.com>
 2025-08-01 09:32:24 -07:00
lalala-sh
bb5c478295 fix weight index out of range (#2414) 2025-08-01 17:50:02 +08:00