Commit Graph

966 Commits

Author SHA1 Message Date
Sami Remes
1c6f83df6c [CK_TILE] Tileloop persistent gemm - resubmit (#2299)
* Reapply "[CK_TILE] Tile loop persistent gemm kernel (#2191)" (#2293)

This reverts commit 233e274077.

* Add missing header for kentry

---------

Co-authored-by: Thomas Ning <Thomas.Ning@amd.com>
2025-06-06 14:18:49 -07:00
Andriy Roshchenko
00247e3c29 Optimized GEMMs for MX FP4/8 (#2294)
Adds V3 GEMM pipeline for MX FP4 and MX FP8 
Adds V3 GEMM pipeline for MX FP4 with preshuffling
Adds MXFP4 GEMM tests (#2275)
Adds MXFP4 GEMM examples
Adds MXFP4 GEMMs to ckProfiler




Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com>
Co-authored-by: Andriy Roshchenko <andriy.roshchenko@amd.com>
Co-authored-by: aska-0096 <haocwang@amd.com>
Co-authored-by: lalala-sh <Jiaxing.Wen@amd.com>
Co-authored-by: OscarXu <huaiguxu@amd.com>
Co-authored-by: mtgu0705 <mtgu@amd.com>
Co-authored-by: Ding, Yi <yi.ding@amd.com>
Co-authored-by: feifei14119 <feiw@amd.com>
Co-authored-by: Lin, Qun <qlin@amd.com>
Co-authored-by: joye <joye@amd.com>
Co-authored-by: Rostyslav Geyyer <46627076+geyyer@users.noreply.github.com>
2025-06-05 13:54:15 -06:00
Illia Silin
233e274077 Revert "[CK_TILE] Tile loop persistent gemm kernel (#2191)" (#2293)
This reverts commit ffb52783d0.
2025-06-05 09:24:00 -07:00
Sami Remes
7ea1508b59 [CK_TILE] Move GEMM pipeline tail handling logic to pipelines (#2222)
* Add TailHandler for V3, V4 and Mem pipelines

* Adapt examples and tests to use TailHandler

* move tail-handling logic to pipeline in persistent grouped gemm

* Fix Mem pipeline dispatching, add CompV4 dispatching

* Use a macro for handling the many tails of Mem pipeline

* Fix formatting again

* Use const-ref RunFunction, remove unnecessary try_run
2025-06-04 11:50:21 +03:00
Sami Remes
ffb52783d0 [CK_TILE] Tile loop persistent gemm kernel (#2191)
* Implement tile loop persistent gemm kernel

* Enable timing

* Add tests for persistent gemm

* Fix formatting

* Fix gemm_basic

* Rename True/False to Persistent/NonPersistent

* Use only one set of layouts for persistent tests

* Fix gemm example persistent template parameter

* Fix formatting
2025-06-04 11:46:28 +03:00
Anton Gorenko
52b4860a30 WMMA GEMM universal pipeline v1, mixed precision and paddings, examples (#2230)
* Fixed cmake errors related to  gemm_bilinear. Previously, if the above flags are set, cmake build fails: GPU_TARGETS="gfx1100;gfx1201" -D DTYPES="fp16;bf16;fp8"

* Fixed cmake build errors related to test_fp8

* Updates to support mixed precision

* Adding support for RRR, F8xF16xF16 gemm_universal_wmma - wip

* Added support for F8xF16xF16 to gemm_wmma_universal

* Added support for F16xF8xF16 to gemm_wmma_universal

* Added support for BF16xI4xBF16 to gemm_wmma_universal

* Added support for F16xI4xF16 to gemm_wmma_universal

* Fixed IsSupportedArgument to check ComputeTypeA, ComputeTypeB instead of ADataType, BDataType

* Added missing test class for FP16_KM_NK

* Pre-commit hooks fixes

* Added padding instances for f16xf16xf16

* Fixed cmake errors related to  gemm_bilinear. Previously, if the above flags are set, cmake build fails: GPU_TARGETS="gfx1100;gfx1201" -D DTYPES="fp16;bf16;fp8"

* Fixed cmake build errors related to test_fp8

* Ammending changes for adding support for padding instances for f16xf16xf16

* Fixes for padding instances for f16xf16xf16

* Added padding instances for bf16xbf16, f8xf8

* Added packed instances for bf16xi4xbf16

* Added padding instances for f8xf16xf16

* Added padding instances for f16xf8xf16, f16xi4xf16

* Fixed typos for bf16xbf16xbf16 padding instances

* Fixed typos for padded instances

* Added tests for fp16, KM_KN and KM_NK

* Padding not supported for when BDataType is pk_i4_t. Added fix for correct check and removed padding instances.

* Fixed typos

* Updated the set of tests for FP16

* Updated the set of tests for FP16

* Fix typo

* Moved f16xi4 test under the correct data layout group

* example for gemm_universal_bf16

* Adding examples for gemm_wmma instances

* Added the  missing parameters

* Fixed review comments and added executable to cmakeLists

* Fixing clang format

* Fixing build erros

* Fixed compilation failure.

* Modified some code as per gemm_universal_examples

* Fixed the gemm specialization error

* Fixed the build errors.

* Fix strides of a/b_thread_desc

The descriptors are larger than needed (even though the compiler don't alloc registers for unused values).

* Load in M/NRepeat dims with thread copy's slice instead of a loop

* Clone BlockwiseGemmXdlops_pipeline_v1 for WMMA implementation

* Implement Intrawave and Interwave variants of pipeline v1

* Add instances for Interwave and Intrawave v1

* Add instances with ABlockLdsExtraM and BBlockLdsExtraN = 0

* Remove instances that are too slow (mostly because of register spilling)

* Add a workaround for fp8/bf8->f32 packed conversion issue

* Add instances for Interwave and Intrawave v1

* Enable profiling of mixed precision with f8 and int4 on WMMA

* Fix segfault in profiler when B is pk_i4_t

b_device_buf's size in bytes is larger than b_k_n_permute so b_device_buf.ToDevice reads out-of-bounds.

* Remove instances that are too slow (mostly because of register spilling)

* Add missing add_device_gemm_wmma_universal_f8_f8_bf16 declarations

* Add test case for bf16_i4

* Add missing Regular tests

* Add test_gemm_universal_xdl/wmma_fp16 to REGRESSION_TESTS

They take more than 30 seconds

* Fix a bug that fp16_i4 validation passes only with PermuteB

A permutation required by conversion from pk_i4_t to half_t does not
depend on PermuteB, they can be used independently.

* Use PermuteB with f16_i4 in most instances (as xdl)

Some instances use PermuteB = false for checking correctness.
See also the previous commit.

* Fix cache flushing for pk_i4

* Add mixed precision examples

* Disable all tests and instances with f8 on gfx11

Even though f8_f16 and f16_f8 don't require f8 WMMA instructions,
gfx11 still lacks hardware instructions for fast f8->f32 conversion.

* Add FP16 KM_NK and KM_KN test suites for XDL

These tests were added to common .inc for better testing of WMMA instances

* Fix int8 DTYPES check for gemm_bilinear

---------

Co-authored-by: Anca Hamuraru <anca@streamhpc.com>
Co-authored-by: Apoorva Kalyani <apoorva@streamhpc.com>
2025-06-04 12:22:33 +06:00
Khushbu Agarwal
59a85cb4bc [CK_Tile] Fix gemm kernel for 4,64,16 and 64,4,16 warp tile sizes (#2262)
* debugging issue

* debugging issue

* debugging

* debugging

* reverting debugging code

* clang formatted

* updating default_config.json

* fix ci failure

* clang formatted
2025-06-03 20:16:10 -07:00
Aviral Goel
11f6c14e03 Add 0 as an acceptable arguement for strides in CK GEMM example (Issue 2037) (#2268)
* add 0 as valid default arguement for strides

* add 0 as valid default arguement for strides

# Conflicts:
#	example/01_gemm/common.hpp
2025-06-03 07:26:58 -07:00
Illia Silin
b76fdbe47f Upgrade to ROCm6.4.1 and use generic targets for gfx1x. (#2274)
* upgrade to rocm6.4.1 and use gfx1x-generic targets

* add rocm version parsing

* fix the gfx10-3-generic syntax in cmake
2025-06-03 07:17:35 -07:00
Khushbu Agarwal
2e38eb4f1c Rotating buffer PR CI fix (#2257)
* Revert "Revert "[CK_tile] Add rotating buffer feature for universal gemm (#2200)" (#2256)"

This reverts commit bbdaf79a52.

* fix regression
2025-06-02 10:25:01 -07:00
slippedJim
57f497452a remove restriction of group mode hd192 no lse (#2252)
Co-authored-by: Jim <jimguo12@amd.com>
2025-05-30 10:14:21 +08:00
Po Yen Chen
28cd0dffc9 [CK_TILE] FMHA forward batch_prefill optimization for low CU utilization (#2251)
* Add constraint on traits/tile/pipeline

* Use kM0=128 if max_seqlen_q == 8192

* Re-format codegen script

* Remove redundant attr name postix

* Fix import error: default field in dataclass

* Use kK0=64 & kK1=64 to hide latency

* Use CU utilization to decide tile size
2025-05-29 18:36:33 +09:00
Illia Silin
bbdaf79a52 Revert "[CK_tile] Add rotating buffer feature for universal gemm (#2200)" (#2256)
This reverts commit 99857e10e6.
2025-05-28 09:46:52 -06:00
Khushbu Agarwal
99857e10e6 [CK_tile] Add rotating buffer feature for universal gemm (#2200)
* Add rotating buffer feature for universal gemm

* adding changes in tile_engine

* Updated code to merge kernel_launch

* removing comments

* Enable rotating buffer changes to flatmm

* Created diff launch_kernel function for rotating buffer

* Simplfied calculation using macros

* merge code with new changes in tile_engine

* clang formatted

* Redefine macros
2025-05-27 23:00:58 -07:00
Aviral Goel
c52649ad57 Add catch blocks in example GEMM apps to enable better error handling (Issue: 1928) (#2234)
* added catch statements to examples

* clang format
2025-05-27 22:32:42 -07:00
Zzz9990
ece38b9d7a [VLLM V1] Add chunked prefill for FA to pass seq with small seqlen_q (#2221)
* fix splitkv compiler issue since lse is used to select kernel instances

* bypass seqlen == 1

* add chunked prefill into mha varlen

This reverts commit aa9847e42d.

* skip compile when receipt 2-4 and add comments

* fix

---------

Co-authored-by: fsx950223 <fsx950223@outlook.com>
2025-05-26 19:17:18 +08:00
Illia Silin
8146e471f1 fix the buffer intrinsic names for clang >=20 (#2228) 2025-05-23 14:58:25 -07:00
Illia Silin
1b846143c6 Revert "Update the buffer load/store intrinsic names for clang>=20. (#2192)" (#2227)
This reverts commit 58f9e9ffbc.
2025-05-22 15:41:17 -07:00
SamiAario-AMD
380bca2b85 Fix 11_add_rmsnorm2d_rdquant (#2207) 2025-05-20 15:15:28 -07:00
Thomas Ning
1386924749 Add the instances for small sized GEMM in preshuffle and improve CMake Flag (#2212)
* Add small instance, add the bug fix, & improve the example CMake

* clang format
2025-05-20 15:05:08 -07:00
Sami Remes
d1e6f0982d [CK_TILE] Grouped GEMM tile loop (#2146)
* Add trait to use a persistent kernel and split the entrypoints in grouped gemm

* Some helper functions for persistent kernel case

* Get max occupancy grid using device properties

* Implement tile loop in main entry point to grouped gemm

* Enable GridSize() on device

* Handle offset tile index using real current block index

* Add persistent kernel choice to grouped gemm example

* Use a for-loop for iterating over the group

* Reduce VGPR spills by early-exit

* Enable persistent kernel choice in grouped_gemm example

* Add persistent kernel option to grouped_gemm test

* Fix formatting with remod.py

* Remove GridUpdateBlocks as blocks are now iteratively computed

* Add comment about VGPR spilling

* Fix formatting

* Use CK_TILE_HOST instead of __host__

* Enable all Row/Col combinations in grouped gemm unit test

* Add some KBatch=2 cases to grouped gemm tests

* Fix SplitK for grouped gemm

* Enable pipeline hotloop/tailnumber selection in-kernel for grouped gemm

* Add type traits

* Split examples to regular and tileloop

* Formatting

* Use hipExtStreamGetCUMask to get current active CUs for the given stream

* Align test and example kernel config, and disable validation for splitk repeats

* Remove debug options from CMakeLists.txt

* Separate the code paths for persistent/non-persistent in test

* Fix formatting

* Address review comments

---------

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
2025-05-20 17:18:57 +03:00
Aviral Goel
c4929225f6 remove debug statements from CMakeLists (#2204) 2025-05-19 17:31:04 -07:00
jefyang1
f18170064d Use new mfma instructions for FP8 on gfx950 (#2202)
* Add logic to use new mfma instructions for fp8 bf8

* Fix example_gemm_xdl_fp8_pk_i4_bpreshuffle_v3 on gfx950 and run clang format

* Update include/ck/tensor_operation/gpu/warp/xdlops_gemm.hpp

Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com>

* Fix intrin_mfma f8 calls due to merge mistake

---------

Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com>
2025-05-19 17:29:51 -07:00
jefyang1
b8b12bb81e Fix example_grouped_gemm_multiple_d_xdl_fp16 on gfx950 (#2203)
* Fix example_grouped_gemm_multiple_d_xdl_fp16 on gfx950

* Run clang format
2025-05-19 14:25:50 -07:00
Po Yen Chen
8cb0474b3d Use only qr_async pipeline for batch_prefill (#2195) 2025-05-15 11:47:29 -07:00
Illia Silin
58f9e9ffbc Update the buffer load/store intrinsic names for clang>=20. (#2192)
* fix the buffer load/store intrinsic names

* fix clang format
2025-05-13 10:18:14 -07:00
Po Yen Chen
2920604786 [CK_TILE] Add logits soft-capping & customization support to the FMHA forward kernel/pipelines (#2163)
* hack for cap logits

* fix bug

* Re-format files

* Allow specifying logits_soft_cap through APIs

* Support turn on/off logits_soft_cap in async pipeline

* Do not generate non-verified kernels

* Align receipt used in Aiter

* Sync logits soft-capping across pipelines

* Re-enable some hdim pipelines

* fix perf

* Add attention variant for logits_soft_cap

* Add newline at end-of-file

* Fix performance

* Add comment to explain logits_soft_cap pre-processing

* Unify code

* Unify floating-point literal style

* Use class data member to slience the compilation error

* [CK_TILE] Update attention customizaton interface: add LogitsMask() (#2133)

* Send 'mask' along with variant params to the LogitsMask()

* Send block indices to the variant

* Add indices parameters in variant interface

* Fix fmha bwd codegen error

* Allow switch logits_soft_cap impl

* Eliminate register spills

* Fix compilation errors

* Fix wrong LSE

* Fix LSE for splitkv kernel

* Sync splitkv pipeline changes

* Add batch_prefill kernel/pipeline

* Fix codegen error

* Undo changes in CMakeLists.txt

* Merge pipeline filtering check

* Use different code path if kHasLogitsSoftCap=false

* Remove [[maybe_unused]] attribute

* Use pre-existing compile-time flag to instantiate templates

* Sync pipeline changes

* Update CHANGELOG.md

---------

Co-authored-by: Bernard <bernaliu@amd.com>
Co-authored-by: coderfeli <coderfeli@163.com>
2025-05-13 12:19:25 +08:00
Thomas Ning
b49f7de81f Improve the general performance of the Preshuffled GEMM V3 & delete the unnecessary instances (#2166)
* make the work compiled

* Solved the example code, but still have the profiler error

* Finished the feature

* Clang format and update the CHANGELOG

* solve the preshuffle v1 & v2 problem

* Comment Addressed

* Comment Addressed
2025-05-12 09:52:58 -07:00
Thomas Ning
9d1e44e56a Vectorized Transpose for Batched Transpose CK Tile Operator (#2131)
* Shared Memory for single data point

* CKTile Transpose vectorize CP1

* CKTile Transpose vectorize CP2

* CKTile Transpose vectorize CP2.1

* fixed the compile error of the transpose tile 2d

* Have the correct result for the current test sample

* Changes to printing tensor

* fp8 support added

* Debugging for transpose

* solving the corner issue

* Changed padding flag

* Intermideate Debugging

* Intermidiate Debugging

* Intermediate Debugging

* Finished debugging of the transpose op

* Code Cleanup

* Adding edge case smoke tests

* Adding Transpose test to CI/CD

* Adding Transpose test to CI/CD

* Adding Transpose test to CI/CD

* Addressing Review Comment

* Addressing Comments

* Addressing Comments

* Measuring Perf Tests

* Code Cleanup

* Changlog

* Added the running iterations

* clang format

* Fix the changelog

* Fix the compilation error

* change the printing factor

---------

Co-authored-by: ThruptiRajLakshmanaGowda <tlakshma@amd.com>
2025-05-12 00:41:45 -07:00
Mingtao Gu
a23390163d fix moe gemm2 for gfx950 (#2164)
Co-authored-by: mtgu0705 <mtgu@amd.com>
2025-05-09 08:25:31 -07:00
BingYuan.Zhou
6a3960c1e1 Flatmm merge (#2168)
* sync with function interface of cshuffleepiloge,fix flatmm build fail

* move code from solin/flatmm which add mfma16*16*32fp8 and optimize flatmm

---------

Co-authored-by: solin <bingzhou@amd.com>
2025-05-08 12:59:57 +08:00
Khushbu Agarwal
c7b8e86e34 [CK_Tile] Simplified Mem pipeline (#2159)
* simplify code

* compiled the code

* Simplified example and codegen for mem pipeline

* Reveting config and universal gemm example

* clang formatted

* remove comments

* clang formatted

* Add memory operation changes for defualt pipeline

* fix config file

---------

Co-authored-by: ThomasNing <thomas.ning@amd.com>
2025-05-07 18:37:31 -07:00
kylasa
956fe8f751 Simple copy kernel, which can be a tool to experiment with CK_Tile API with minimal code. (#2156)
* Test Copy kernel code for testing tile distribution logic

* Fix the error

* Solved the problem

* Updated comments and document formatting

* Removed unused tile distribution and code cleanup

* Added README.md and formatting for CI/CD.

---------

Co-authored-by: ThomasNing <thomas.ning@amd.com>
2025-05-07 00:02:59 -07:00
carlushuang
4e9b76f88c [CK_TILE] optimize moe sorting kernel, boost large context case up to 20x (#2153)
* combine 2-3 as single stage

* support zeroing

* improve long tokens

* update specialization

* b16 ws

* 8bit topk optimize

* update 15 example
2025-05-06 17:32:07 +08:00
jakpiase
0bcb804ad0 [CK_TILE] Remove scratch usage from universal gemm (#2001)
* moves kbatch condition outside of kernel

* add reviewer comments

* fixes

* fix tests

* fixes after review

---------

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
2025-05-05 18:46:44 +02:00
Andriy Roshchenko
79b0bfeb41 MX GEMM - Add FP8 GEMM Tests for Different Layouts (#2152)
* Add gemm_mx_fp8_bf8 example with row-major B

* Add more overloads of MX MFMA instructions

* Add MK_KN (RRR) tests

* Add KM_NK (CCR) tests

* Add more problem sizes to Large tests

* Add test_gemm_mx to the list of regression tests
2025-05-01 11:55:48 -06:00
Illia Silin
9a9f59ae69 Revert "Add ck tile examples to package (#1880)" (#2150) 2025-04-30 10:20:16 -07:00
Daniel Su
d9786f3363 Check max-ilp-scheduling compiler option for moe_gemm examples (#2127) 2025-04-28 13:40:22 -07:00
jakpiase
434d19f696 Add ck tile examples to package (#1880)
* add ck tile examples to package

* Update jenkinsfile

* fix for jenkinsfile

* fix for building ck tile code on non gfx9

* compile ck tile examples only for gfx94

* include ck tile examples in all target

* fix for basic gemm UseStructuredSparsity

* Update CMakeLists.txt

* Update gemm_pipeline_problem.hpp

* add targets to rocm install

---------

Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
2025-04-28 09:53:19 -07:00
lalala-sh
83394e40d2 fix moe i4 example bug (#2139) 2025-04-28 09:49:31 -07:00
Yi DING
8add2cf45d Fix fp8 convert & add option for basic example (#2129) 2025-04-27 16:26:05 -07:00
Po Yen Chen
3d4d70d2fc Avoid using store_tile_raw() for fp32 tensors (#2072) 2025-04-26 23:07:41 -07:00
joyeamd
41541aff7a SWDEV-52596 for hdim=256, when use splitkv pipeline, two new pipelines need to be added (#2126) 2025-04-25 16:31:09 +08:00
rocking
02ce6d39ea Only generate specific hdim (#2120) 2025-04-24 18:52:58 +08:00
lalala-sh
39ba03f25d Moe gemm activation (#2026)
* fix useless code and remove usless oob

* clang format

* fix coredump in e2e test

* fix2

* fix clang format

* fix output oob

* impl int64 but result not correct

* int64 index ok now

* input output all ok

* fix uint32

* revert v1 test

* use uint32

* mork to support 13w tokens

* moe sorting fix moebuf

* fix merge

* update moe api fix aiter build

* fix buid

* fuse silu

* silu ok

* acale ok

* add silu

* change code

* gemm2 ok

* gufusion compatible ok, fix warnings

* gu fusion for m32 m64 ok

* support bf16 cshuffle

* i4 gemm2 ok

* i4 gemm2 ok and i4 gemm1 build

* 16x16 run ok

* change flops; change cshuffle dtype

* fuse gelu silu act in moe gemm1

* fp8 with act ready

* int4 act ready

* remove useless changes

* remove useless code change

* fix clang format

* add the arch limit of int4 moe gemm

* fuse moe activation

* fix fp8 16x16

* fix no quant case

* fix bugs

* fix fp8 gufusion bug

* remove useless comments

* refine activation code & complete moe example

* fix int8 bugs

* merge tkw1

---------

Co-authored-by: coderfeli <coderfeli@163.com>
Co-authored-by: feli <felix.li@amd.com>
Co-authored-by: illsilin <Illia.Silin@amd.com>
Co-authored-by: root <root@hjbog-srdc-51.amd.com>
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
2025-04-23 10:35:34 +08:00
Gino Lu
504f563f78 [CK-Tile] warp-gemm support for using V_MFMA_F32_16x16x32_BF16 (#2073)
* draft v_mfma_f32_16x16x32_bf16

* fix error config and add debug code.

* Solve the CShuffle Problem

* draft v_mfma_f32_16x16x32_bf16

* fix error config and add debug code.

* Solve the CShuffle Problem

* fix error while testing new command

* Finished the feature of new mfma 16*16*32

* Addressed the comment

---------

Co-authored-by: ThomasNing <thomas.ning@amd.com>
2025-04-22 15:52:36 -07:00
lalala-sh
bcf5bb41be enable do top k weights in moe stage1 gemm (#2094)
* add switch for mul topk weights

* fix bf16/f16 bugs

* complete
2025-04-18 10:45:49 +08:00
Andriy Roshchenko
da54464cce MX GEMM - Add MX BF8 example (#2071)
* Add MX GEMM example for MX BF8

* Verified MX FP8 with 16x16x128 scale builtin

* Verify MX BF8 GEMM with BF16 output
2025-04-16 15:25:02 -06:00
BingYuan.Zhou
eaf1f0bf3b [flatmm] implement basic fp16 flatmm (#2089)
* [flatmm] implement basic fp16 flatmm

* fix CI build fail

---------

Co-authored-by: root <root@hjbog-srdc-50.amd.com>
Co-authored-by: solin <bingzhou@amd.com>
2025-04-16 16:51:17 +08:00
felix
c5975529bb add preshuffle gemm fp16 (#2036)
* add preshuffle gemm fp16

* clang format and test ok

* Update gemm_multiply_multiply_xdl_fp16_bpreshuffle.cpp

remove useless comments in example

* Update gemm_multiply_multiply_xdl_fp16_bpreshuffle.cpp

remove 2

---------

Co-authored-by: coderfeli <coderfeli@163.com>
2025-04-16 10:53:21 +08:00