Commit Graph

27 Commits

Author SHA1 Message Date
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
Thomas Ning
5ada85ec04 Preshuffle Decode Prefill config fix (#2693)
* feat(gemm_wp): add two new configs for wp

* delete the unnecessary files

* fix the config error

* update the config

---------

Co-authored-by: AviralGoelAMD <aviral.goel@amd.com>
2025-08-15 15:49:07 -07:00
Aviral Goel
c06e8b4a66 feat(gemm_wp): add two new configs for gemm weight preshuffle in gemm_utils.h (#2690)
* feat(gemm_wp): add two new configs for wp

* delete the unnecessary files

---------

Co-authored-by: ThomasNing <thomas.ning@amd.com>
2025-08-15 15:00:25 -07:00
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
Aviral Goel
1441a0a7ee Integration of a new pipeline for weight preshuffle into gemm examples (#2516)
* something khushbu can help with

* v1 v2 works with flatmm develop

* v0 v1 v2 numerical error gone

* Fixing numerical error, and interchange preshuffle configs to match with flatmm

* Refactor GEMM pipeline configurations and integrate preshuffle support

- Updated preshuffle pipeline definitions to include multiple versions (V1, V2, V3).
- Changed the pipeline constant from CK_TILE_PIPELINE_PRESHUFFLE to CK_TILE_PIPELINE_PRESHUFFLE_V3 in relevant configurations.
- Removed obsolete code and comments

* clang format

* fix vectorloadsize bug

* add the Preshuffle3

* update kwarp calculation in gemm utils

* update vector size A and B correctly in V2 pipeline; Added few more changes to align with dteng's branch

* fix: add CK_GFX950_SUPPORT macro for gfx950 detection

* default disable rotating buffer

* docs(CHANGELOG): update changelog for rocm 7.0

* Revert "docs(CHANGELOG): update changelog for rocm 7.0"

This reverts commit 2bc16fff84.

* Remove unused Preshuffle V3 pipeline and related code; update gemm function to use Preshuffle V2; clean up comments and formatting in various files.

* revert example/ck_tile/flatmm to its original state

* remove comment added by second author

* switch to xor ALDSDescriptor

* modify the MakeALdsDescriptor()

* temporary profiling script

* getting rid of line marker compiler error

* UniversalWeightPreshufflePipelineAgBgCrPolicy now derives from UniversalGemmBasePolicy

* add a minor fix for the config

* typo fix

* Fix formatting in lambda function for WeightPreshufflePipelineAGmemBGmemCRegV2

* revert change in include/ck_tile/ops/flatmm/pipeline/flatmm_pipeline_agmem_bgmem_creg_v1.hpp

* revert change in include/ck_tile/core/arch/amd_buffer_addressing.hpp

* reenable the GemmSpatiallyLocalTilePartitioner

* make GemmConfigPreshuffle_1 for v1 pipeline, GemmConfigPreshuffle_2 for v2 pipeline

* remove hardcoded true for preshuffle bool template argument

* rename script

* remove gemm_profilie.sh script

* merge conflict resolve

* clang formatted

* typo fix

* Remove duplicate include of block_gemm_areg_bsmem_creg_v2r1.hpp in gemm.hpp

* Remove commented-out code in UniversalWeightPreshufflePipelineAgBgCrPolicy

* Fix missing newline at end of file in run_gemm_example.inc

* Remove unused barrier call in BlockWeightPreshuffleASmemBSmemCRegV1

* addressing review comments

* removing debug code

* addressing review comments

* Revert "addressing review comments"

This reverts commit 29c45192ba.

* updating tile_engine code

* addressing review comments

---------

Co-authored-by: amd-khushbu <khuagarw@amd.com>
Co-authored-by: ThomasNing <thomas.ning@amd.com>
2025-08-01 00:04:54 -07:00
Khushbu Agarwal
88d72178d6 [CK_Tile] Updating gpu timer when doing flush cache (#2593)
* Missed updating function names in example

* updating timer

* code cleanup

* addressing review comments

* updating tile_engine code

* addressing review comments
2025-07-31 16:43:33 -07:00
Khushbu Agarwal
61e21f5567 Update to gpu_timer for rotating_buffer (#2524)
* update gpu_timer for rotating buffer as hipblasLt's implementation

* timing fix

* Updating gpu timer for old ck as well

* Revert "Updating gpu timer for old ck as well"

This reverts commit 958cd1bc99.

* code clean up with runtime argument; function rename

* code cleanup

* general timer fixes

* bug fix

* clang formatted

* addressing reveiew comments

* clang formatted

* Addressing review comments

* CI fix

---------

Co-authored-by: Po Yen Chen <PoYen.Chen@amd.com>
2025-07-29 15:21:05 -07:00
Mateusz Ozga
b507d889c1 [CK_TILE] Introduces a new GEMM API that splits the existing basic GEMM class into multiple specialized classes. (#2520)
* Init commit new API

* apply clang-format

* PreShuffle preapring

* Apply Preshuffle condition to universal_gemm

* Fix: convert size_t to index_t

* Review changes

* Mode 100755 -> 100644

---------

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
2025-07-24 20:39:56 +02:00
Cong Ma
e62710e461 ck_tile kernel for gemm with groupwise quantized A tensor (#2473)
* ck_tile kernel for gemm with groupwise quantized A or B tensor.

This change introduces new pipelines with Intrawave scheduler and block gemm primitives that loads the scale tensor to registers to perform dequantization post MFMA on C tensor in registers.

Scale tensor data, AQ/BQ is spliced across threads in registers and not stored in LDS.

Current support is for the following combinations, but it should be fairly straightforward to extend support to more formats.

1. fp8, fp8 -> f32
2. bf8, bf8 -> f32
3. i4, fp8 -> f32
4. i4, bf8 -> f32

Group size can go down to as low as K length of underlying WarpGemm primitive.

For Gemm problems with quantized B tensor, this change also introduces preliminary support for flatmm pipeline which loads B tensor directly into registers.

* [Block Scale Gemm] Only run gemm quant examples on __gfx94__

- Only run gemm quant examples on __gfx94__ for usage of
  `v_cvt_pk_fp8_f32`
- Format the code

* [Block Scale Gemm] Remove Bquant Gemm BlockScale

This cleanup is in preparation for future development of bquant. By
isolating Aquant-related code, we can streamline the codebase and make
it easier to add and maintain bquant functionality in subsequent
updates.

* [Block Scale Gemm] Format code with clang-format-12

The latest clang-format (v19) in ROCm 7.0 generate different result than
clang-format-12 which is used in CK CI.

Format code with clang-format-12 for consistency.

* [Block Scale Gemm] Split the k direction loop

- Split the k direction loop in block_universal_gemm_as_quant_bs_cr.hpp
   to make the logic clearer.
- Disable C transposition.

* [Block Scale Gemm] Move block scale gemm example to 38_block_scale_gemm

* [Block Scale Gemm] Update copyright

* test

* Add TailHandler

* Move TileDistributionEncodingPatternAQ

* Refactor

* refactor

* fix bug

* fix bug

* help solve the PR comment

* Format the code

* [Block Scale Gemm] Add unit tests

* [Block Scale Gemm] Add support to 16x16x32 MFMA

- Add support to 16x16x32 MFMA
- Fix a bug when exchange data crossing lanes

---------

Co-authored-by: Vijay Krishnamoorthy <vjkrish@meta.com>
Co-authored-by: Cong MA <congma13@ctr2-alola-ctrl-01.amd.com>
Co-authored-by: ThomasNing <thomas.ning@amd.com>
2025-07-23 00:10:16 -07:00
Khushbu Agarwal
579bd73435 Fixing numerical error, and interchange preshuffle configs to match with flatmm (#2515) 2025-07-16 22:33:03 -07:00
Khushbu Agarwal
d239b91fd5 Merge flatmm Operator with universal gemm (#2434)
* Initial commit

* Adding new tile partitioner to flatmm

* intermediate changes

* debugging kernels

* Updating flatmm example to universal gemm example

* updated flatmm kernel to run via gemmKernel

* update universal gemm to incorporate flatmm

* debug

* Fix flatmm call

* Fixing other kernels and tests for API changes

* clang formatted

* fixing gemm tests

* added test for flatmm and simplify kernel arguments

* adding flatmm test

* fix test for flatmm

* simplify gemm kernel with flatmm

* remove flatmm related files

* addressing review comments and code clean up

* resolving empty file

* resolving empty file

* clang formatted

* addressing review comments

* enable persistent kernel for flatmm

* reverted the removed files for flatmm

* reverted the removed files for flatmm

* changed flatmm to weightPReshuffle; removed the _1 added in teh faltmm example

* some more renames

* clang formatted
2025-07-11 08:27:55 -07:00
Thomas Ning
f240ae3248 Enable Async Copy for MI355 (#2425)
* add for async load builtin

* add async load api

* fix some compiling errors

* fix a compiling error

* fix some compiling errors

* add a pipeline which copies from v4

* add a new pipeline for async load

* fix some compiling errors

* add async load tests

* fix some issues in async load

* fix

* fix async inline assembly

* fix async inline assembly

* add ignore header file

* comment some not gfx950 codes

* comment some not gfx950 codes

* fix a error

* update async load apis

* fix lds descriptor

* fix a compiling error

* fix some compiling errors

* fix a descriptor issue

* update lds descriptor

* change async pipeline's tile distribution pattern from thread to warp

* fix clang format

* update async policy

* fix a CRTP issue

* fix a typo error

* change lds layout

* fix some sync issues

* improve codes

* delete the async test

* fix a commented format issue

* avoid compiling device functions when compile host

* make gemm run

* add the copy kernel support

* finish the feature

* Address comment

* add the support for buffer_builtin

* solved the merging problem

* Comment Addressed

---------

Co-authored-by: joye <joye@amd.com>
Co-authored-by: joyeamd <John.Ye@amd.com>
2025-07-07 10:08:49 -07:00
Thomas Ning
e03293ebce [CK Tile] Int8 Support on CK Tile GEMM (#2267)
* updates to support int8 in 03_gemm example

* added comments, using aliases, helper functions

* test(gemm_universal): add test cases for int8 gemm pipeline

* fix(test_gemm): fix for failing test unit test for int8

* test(ck_tile): add int8 unit test for gemm universal

* refactor(gemm_universal): GPU reference verification for GEMM code improved

* style(gemm_universal): removed extra comments and did clang format

* merging recent changes to universal gemm to tile_engine

* ck tile engine integration work

* feat(tile_engine): add int8 support to tile engine ops/gemm

* feat(tile_engine): added 32 32 16 mfma instances to tile engine for int8

* style: Format code with clang-format-12

* refactor(tile_engine): address review comments

* style: removed unhelpful comments & unused variables.

* build: tile engine uses default config

* feat: add int8 support for CK_TILE GEMM

* style: added trailing commas to codegen_utils.py

* refactor: tile engine

* refactor: formatting and code review

* refactor: code formatting for python files

* fix: suppress build warning

* add support for gfx950

* refactor:KWarpTile size in gemms util

* Fix the branch and wrap up the k warp tile

* Add bf8 integration

* refactor: clang format and rebase

---------

Co-authored-by: zjli2013 <leezhengjiang@gmail.com>
Co-authored-by: AviralGoelAMD <aviral.goel@amd.com>
Co-authored-by: Khushbu Agarwal <khuagarw@amd.com>
2025-06-25 08:20:35 -07:00
linqunAMD
0eb8974502 [CK_TILE] Support multi-config in tile_example_gemm_universal (#2240)
* [CK_TILE] Support multi-config in tile_example_gemm_universal

Add GemmConfig in run_gemm_example to support multiple tile config.
- It is useful when use you need compare gemm perf with different tile/pipeline config
- we also can use it simplify the code for wmma support in the furture.

* [CK_TILE] Support multi-config in tile_example_gemm_universal

Address review comments

* rebase code and fix clang format.

* fix clang format

* support pipeline v5.

* fix merge conflict

* address review comment

* add missing file

* address review comment v2

* fix build error
2025-06-17 17:27:46 -07:00
Mateusz Ozga
bd96ac9742 [CK_TILE] Multiple-D GEMM example (#2219)
* Multiple d, initial commit

* Check Ds Layout

* Readme and clang format

* Update branch & conflicts

* Multiple D - fix clang-formatter

* Rename elemetwise_op

* Fix CI

* Code review part1

* Remove printf

* Remove unnecessary comment

* Add new tests with Col layout

* Review part 2

* Added support for Multiple D GEMM

* Update comment

* Remove maybe_unused

* Clang-format

* Review part 3

* Add comment to function

* Add comment to function: another

* Take number of params for a refrence function

* Remove additional d param for 0 tensor

* Change name of function

* Fix CI fails
2025-06-13 19:39:11 +02:00
kylasa
5f1ad09b61 Code drop for 2 warp ping pong scheduler along K dimension. (#2276)
* Code drop for 2 warp ping pong scheduler along K dimension.

* Addressing code review comments.

* Addressing Clang formatting issues.

* Addressing build issues.

* Addressing build issues of other GEMM pipelines with ping pong scheduler code drop.

* Fix for LDS memory size for GEMM pipelines.

* Addressing code review feedback comments.

* Change log update.

* Addressing code review comments and build issues.

* Added new policy for pipeline specific logic about LDS needs.

* Clang Fix during build.
2025-06-12 18:24:02 -07:00
Aviral Goel
e5ece14467 fix(gemm_universal): Update gemm_utils.hpp so it builds successfully for memory pipeline (#2336) 2025-06-12 15:27:14 -07:00
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
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
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
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
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
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
jakpiase
6c61f4d237 [CK_TILE] Add 2:4 structured sparsity support for fp16 gemm (#1957)
* add structured sparsity fp16 support for gemm

* added reviewer suggestions

* update changelog

* update changelog

* add reviewers suggestions

* Minor fix

* clang fix

* fix doxygen
2025-04-11 12:18:26 +02:00
kylasa
66c5f5b0b6 Addressing (Post Merge) code review comments for PR 1845 (#1883)
* Addressing code review comments.

* Addressing code review comments.

* Reorganized code for better readability.

* add ck_tile gemms for new types in CI

* fix jenkins syntax

* fix script syntax

* Add the test cases back

* Address the review comments

* Address review comments

* clang format

* Solve the merging issues

* Addressed the comments

* clang format

---------

Co-authored-by: illsilin <Illia.Silin@amd.com>
Co-authored-by: ThomasNing <thomas.ning@amd.com>
Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
2025-03-06 11:40:30 -08:00
Bartłomiej Kocot
0356ee069e [CK TILE] Gemm pk_int4_t permute B (#1907)
* [CK TILE] Gemm pk_int4_t permute B

* Fixes
2025-02-27 11:01:14 +01:00