Commit Graph

262 Commits

Author SHA1 Message Date
damien-lejeune
1183824573 Fix clang in ck develop branch (#2445)
Co-authored-by: Damien Lejeune <damien.lejeune@amd.com>
2025-07-02 10:07:47 -06:00
chenjun
74a34e0f50 fix KPerBlock = 64 a8w8 bpreshulle gemm build fail in gfx950 (#2437)
Co-authored-by: valarLip <340077269@qq.com>
2025-07-02 19:12:07 +08:00
huaiguxu
e1c5172fdb Huaiguxu/moe fp8 pertoken scale fix (#2391)
* fix pertoken_scale a_scale dimension

* clang-format

* Fix moe_gemm2_fp8 perTokenScale reference and example.
2025-06-27 10:24:34 +08:00
Bartłomiej Kocot
cc98a41f46 Fix Add in dynamic buffer for fp32/i8 (#2351)
* Fix Add in dynamic buffer for fp32/i8

* fixes

* Fix
2025-06-17 22:25:56 +02:00
Satyanvesh Dittakavi
4c57157d50 Do not use warpSize as compile time constant as it is removed (#2320)
* Do not use warpSize as compile time constant as it is removed

* Update tile_image_to_column_shape.hpp

update warpSize usage.

* clean-up all use of warpSize, make sure code builds

* fix

---------

Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
Co-authored-by: illsilin <Illia.Silin@amd.com>
Co-authored-by: Bartlomiej Kocot <barkocot@amd.com>
2025-06-17 11:54:30 -07:00
Bartłomiej Kocot
f6c2ff9dce Grouped convolution forward with clamp (#2334)
* Grouped convolution forward with clamp

* Optimize clamp

* unary fixes

* test gk bias

* Revert "test gk bias"

This reverts commit 8e42e29d7b.

* Revert "Revert "test gk bias""

This reverts commit e73c0550ce.

* workaround comment
2025-06-16 15:36:53 +02:00
Bartłomiej Kocot
bb4f471b09 Grouped conv bwd weight with grouped gemm (#2304)
* Grouped conv bwd weight with grouped gemm

* fixes

* fix

* Fixes

* test comments

* restore atol

* fix
2025-06-12 10:15:07 +02:00
Yi DING
37554c31e8 Add MoE & FP8 Blockscale WP Kernels for GFX950 (#2297)
* [fix] align v3 gufusion pipeline

* fix device kernel selection.

* Add .co direct asm support by CK_USE_ASM_MOE_STAGE2_BLOCKSCALE

* experimental optimization for scale load in blkscale gemm

* Add asm for no-loop v3_128x128x128

* fix bugs

* tune fp8 example

* Update v1_128x128x128 to 2x2 instead of 4x1

* wip

* add warmup to asm launch

* wip2

* 16x16 function merged to moe

* temp save, a performant version.

* wip3

* Update .co binary to 16x16

* 16x16x128 correct; 64x64x128 failed

* update

* use mem_op::set when topk=1

* add mx fp8 b_preshuffle support, function not yet tested.

* Spilt the fp4 target. Fix the known bugs. 128x128x128 sanity checked; remove prints

* some fixes

* fix update

* remove some unnecessary hacky; enable 256x256x256 tilesize

* update for function debug

* Add pipeline v3. Have some runtime issue and register spill

* Fix pipe v3 correctness issue

* remove unnecessary hacky

* clang format

* fix a bug

* fix the bug, functional test passed

* tempsave; buggy at passed 4 e8m0 to scaled mfma

* added fp4_bpreshuffle example, build failures

* fixed some bugs

* implement shuffled scale mxfp4gemm, blocker: opsel not effect

* hotfix

* fix bugs, build passed

* (M, N, K)=(128, 128, 128) function failed.

* temp save for gemm1. Function not ready

* fix compile error. Gemm2 pass. Gemm1 WIP

* fix bug for a lds read

* update moe

* Compile pass. Gemm1 function WIP

* update moe

* fix fp8; fix even/odd

* tempsave

* update moe

* Revert "update"

This reverts commit 960b2bce1c.

* Revert "use mem_op::set when topk=1"

This reverts commit def952a178.

* Add v3 128x128x128_4x4_16x16.co for gfx950

* temp cmake flag suppression  for aiter test

* add code for mxfp4 gemm, blockscale not supported yet

* gemm1 up-only pass. GU WIP

* function pass with inline asm hacky

* revert unexpected file change

* updated and build passed

* update CE elementOP

* added code for debug

* Gemm1 GUFusion function pass. Perf WIP

* Fix fp8/bf8; remove duplicated code

* disable the scheduler in v3; bring it back when compiler feature ready.

* update moe v1 pipeline

* Add gemm1 v1 32x128x128

* remove schedule barrier

* updated

* Fix fp8/bf8 B-row

* mfma using asm, device result correct, host result need to check

* gemm1 v3 64x128x128 debug

* fix cpu ref

* a/b thread_desc stride fix

* Use random scale for init1

* 16x16x128 input size blockscale function passed

* fix blockscale gemm bug

* tempsave. Almost all instances passed.

* v1 fix for mi350.

* temp save

* debug save

* update debug

* fix the bug, 128x128x256 tile function passed

* v3

* rename moe block selector and pipeline

* Add gemm1 v1

* Add gemm1 v1 to selector

* added mx moe block v3 support, function passed

* compile error fix

* Improve the pipeline

* Pack e8m0 as int32_t

* v1 compile pass. Function not ready

* debug synchronize issue over different GPU/ROCm

* minor fix

* Add profiler filter

* Add f4 ckProfiler

* Fix example compile error

* Add f4 profiler examples

* tempsave

* v1 function pass.

* v3 function pass

* align file and function name

* mx_moe_fp4 ready for aiter with clang-format.

* modify the way we represent fp4

* generalize the pipeline scheduling.

* init moe mx f4 scale shuffle

* Cmakelist diable compiler-bound flags

* mx_fp4 default parameter change

* Moe blockscale gemm1&gemm2 asm support for aiter. Suppression cmkae flag til new compler.

* update code

* tempsave; modify the way we represent fp4

* generalize the pipeline scheduling.

* Add gemm1 gfx942 .co support

* updated code, build passed.

* Update gemm2 asm with latest compiler flag

* Fix mx f4 ckProfiler

* Fix blockwise gemm mx v1

* lds conflict free + buffer load lds

* Add gemm2 v3 64x128x128

* fix a, b scale loading bugs, a, b scale loading now correctly

* Add gemm2 v3 64x128x128

* commit with debug info

* fix fp4 profiler

* Add mx fp4 pileline v1 instances

* Fix v2 topk_weight cal. Add silu asm.

* v2 tok_weight WIP

* init mx fp4 B no preshuffle version

* tempsave. compile pass, function wrong

* enable fp4 moe no weigth preshuffle, function pass

* update the TFlops calculation in the example

* Add gemm2 64x128x128 asm. Fix BF16 ref.

* fix 2 typos in fp4_preshuffle

* Better kernel selection in device classes

* correct preShuffleBuffer

we should used packed k to do shuffle.

* lds conflict free + buffer load lds

* optimize offset math in dma

* Fix fp4 ckProfiler

* Fix MX MFMA tests

* fix f4 pipeline issues

* gemm1 func pass

* update mx moe gemm1_bns tile size to 64x128x256

* update mx moe gemm1 gemm2 TF and BW calculation

* fix typo

* temp save

* Fix example_gemm_mx build

* rename the block pipeline

* correct a typo in tail

* Add rotating to mx examples

* fix the correctness issue

* Fix v1; use M padding

* Add NT flag to B/BScale buffer

* Merge gemm_mx_common.hpp

* temp save, 4.4~4.5

* Fix 'Merge gemm_mx_common.hpp'

* refactor the pipeline

* Pad the M for scale buffer unconditionaly

* update MX moe GEMM1 hotloopscheduling

* change the gemm1 tile from 64x128x128 to 128x64x128

* Unconditional Ascale padding

* Pad shuffled a scale only

* pad ascale

* add vmcnt guard for async copy

* Profiler add f4 wp

* Merge preshuffle device

* Add more fp4 wp instances

* Fix do_weight in gemm1. Fix cshuffle_datatype. Clang-format

* Clang-format after 2 merges

* Remove rocm6.3 workaround flags and macro

* Fix fp8 config

* Fix bf8 config

* flag and barrier fix for copmiler branch MainOpSelV3

* Add fp8 profiler instances

* Remove debug infos; Enable flags for blockscale f8

* No asm ver. for merging moe blocksale fp8 into mainline

* update the flag name for f8blockscale

* recover example

* fix performance bug of bpreshuffle f8 gemm

* clang format, remove  single rate mfma restriction for f8

* remove single rate mfma restriction for f8 blockscale gemm

* Fix moe blockscale gemm1 barrier 0x800 for new compiler

* add pipeline v1 for MOE Gemm2

* Use v1 pipeline for example_moe_gemm2_xdl_mx_fp4_bns

* Fix OOB; add MB96 instances

* remove unnecessary files

* fix the cmake issue

* Enable splitk for mxfp4; clang format;

* Generate random tensor values with multiple threads

* Use packed_size_v for A/BPackedSize

* Fix warning

* Fix target_compile_options for disabled target on gfx942

* fix moe pki4 on gfx950

* doc the kGroup definition

* Fix ThreadwiseTensorSliceTransfer_v4::Run (Fuse scale)

* Refactor thread_copy_lds_direct_load; fix gfx942 direct lds load example; fix f16_pki4 example

* Fix unknown compiler flag

* fix two failed examples.

* fix some failure tile size in gfx950 universal gemm. fix test_gemm_fp16

* workaround fix for test_gemm_f32; * We have very limited support for lds direct load if input matrix is not K major

* fix test_gemm_splitk;

* Fix compile for mx_mfma_op

* add mfma selection logic for multipled_v3

* Clean up

* Fix device gemm mx link error

* improve the global atomic pattern

* Revert unnecessary copyright updates

* restore minimum_occupancy logic

* Avoid data race in moe gemm2 ref

* Build fp8 gemm_multiply_multiply and moe only on gfx94/95

* update the instance in device_mx_gemm

* Resolve comments

* Copyright 2025

* Remove unused code

* fix library linking issue

---------

Co-authored-by: OscarXu <huaiguxu@amd.com>
Co-authored-by: lalala-sh <Jiaxing.Wen@amd.com>
Co-authored-by: mtgu0705 <mtgu@amd.com>
Co-authored-by: aska-0096 <haocwang@amd.com>
Co-authored-by: Your Name <you@example.com>
Co-authored-by: valarLip <340077269@qq.com>
Co-authored-by: feifei14119 <feiw@amd.com>
Co-authored-by: Lin, Qun <qlin@amd.com>
Co-authored-by: Andriy Roshchenko <andriy.roshchenko@amd.com>
Co-authored-by: joye <joye@amd.com>
Co-authored-by: asleepzzz <hanwen.chang@amd.com>
2025-06-12 09:25:59 +08:00
Muhammed Emin Ozturk
6fad1c4874 Stream-K Reduction option as Runtime parameter and Compilation Error Fix (SK- Reduction) (#2145)
* reduction is passed as runtime parameter

* clang

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_streamk_v3.hpp

Co-authored-by: John Afaganis <john.afaganis@amd.com>

* Update include/ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp


* remove comment

---------
2025-06-11 10:59:44 -07:00
Bartłomiej Kocot
050cad09b5 Grouped Convolution Backward Weight Explicit GEMM (#2282)
* Grouped conv bwd weight explicit gemm

* 3d

* cmake fixes

* fix test

* fix
2025-06-06 10:30:08 +02:00
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
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
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
Bartłomiej Kocot
c53b7bd22e Switch to v2 pipeline for grouped conv bwd data (#2181)
* Change to old pipeline for grouped conv bwd data

* fix

* fix

* fix

* fix

* fix

* fix

* Fix
2025-05-13 10:14:30 +02:00
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
Andriy Roshchenko
cb27e7c77f Ensure MX GEMM Instances can be Cross-Compiled for Multiple Architectures (#2171)
* Re-enable MX GEMM instances

* Fix compilation error when building MX GEMM for multiple architectures
2025-05-08 13:26:03 -06:00
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
Bartłomiej Kocot
4094ad158a Integrate universal gemm with conv bwd data and add SplitK (#1315)
* Integrate universal gemm with conv bwd data

* Fix multi d kernel

* Add splitK support

* instances refactor

* instances refactor

* refactor

* fixeS

* fixes

* 16x16 instnaces

* Fixes

* Fix

* Fix

* Fix

* Fix

* Fix

* Fixes

* fix

* fix
2025-04-28 23:54:49 +02:00
Anton Gorenko
edd92fc546 DeviceGemm_Wmma_CShuffleV3 with BlockGemmPipelineVersion::v3 (#2096)
* Prepare files for DeviceGemm_Wmma_CShuffleV3

* Implement main part of CShuffleV3 with block pipeline v3 for WMMA

* Remove unused functions and template params for A/B descriptors

* Support both gfx11 and gfx12

* Enable SplitK for gfx12 and disable for gfx11

* Added RowColRow layout for DeviceGemmV2 fp16

* Added more instances for Row, Col, Row data layout

* Added instances for DeviceGemm_Wmma_CShuffleV3, Col, Row, Row data layout

* Added instances for DeviceGemm_Wmma_CShuffleV3, Col, Col, Row data layout

* Added more instances for DeviceGemm_Wmma_CShuffleV3, Row, Row, Row data layout

* Fix formatting

* Add documentation

Based on e5ad48a784

* Enable gemm_universal profiling for gfx11/12

* Add WMMA intrinsics for F8/BF8

* Support F8/BF8 DeviceGemm_Wmma_CShuffleV3, add basic instances

* Add BF16 instances and tests

* Fix test_gemm_universal_wmma_fp8 by adding CK_USE_WMMA_FP8

---------

Co-authored-by: Anca Hamuraru <anca@streamhpc.com>
2025-04-28 10:14:21 +05:00
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
Muhammed Emin Ozturk
b092c18da7 MI308 fix for streamk 1-Tile floating point exception (#2101) 2025-04-21 11:44:07 -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
7106976a72 MX GEMM - New GEMM pipeline for MX data types (#2059)
* Allow selection of mfma_scale instructions

* Read B tensor from LDS to VGPR in chunks of 16 in MFMA order

* Add constexpr and synchronize return type for `get_exponent_value`

* Pass scales by reference and add comments to `mfma_scale_f32_32x32x64`

* Add support for microscaling instructions in `XdlopsGemm`

* Fix `mfma_scale_f32_16x16x128f8f6f4` wrapper

* Remove software implementation of MX GEMM

* Make interface of `intrin_mfma_scale_f32_16x16x128f8f6f4<16, 16>` consistent with the other scale instruction

* Update README

* Updated CHANGELOG

* Remove unused static methods
2025-04-15 17:17:07 -06:00
Illia Silin
572cd820ce Split env.hpp header from the ck.hpp header. (#2049)
* split env.hpp out of main headers

* fix namespace logic
2025-04-03 15:30:21 -07:00
Adam Osewski
e5ad48a784 Basic docs for universal gemm & ck-tile gemm. (#2014)
* Basic docs for universal gemm & ck-tile gemm.

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

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

* Update include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

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

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

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

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

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

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

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

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

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

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

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

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

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

* Update include/ck/tensor_operation/gpu/device/impl/device_gemm_xdl_cshuffle_v3.hpp

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

* Reviewers suggestions.

* Align tparam names in doc with class tparams.

* More reviewers fine tuning ;)

---------

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>
Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>
2025-04-02 11:03:40 +02:00
Bartłomiej Kocot
8c0ab61ece Grouped conv backward data GKCYX support (#2029)
* Grouped conv backward data GKCYX support

* profiler

* Converter

* split instances
2025-04-01 13:24:38 -07:00
Bartłomiej Kocot
54c81a1fcf Add support for GKCYX grouped conv fwd (#2015)
* Add support for GKCYX grouped conv fwd

* fixes

* fix

* changelog

* Fixes
2025-03-26 21:13:38 +01:00
Andriy Roshchenko
6660dc6b8e Introduce MX GEMM for FP8 data type (#2000) 2025-03-24 15:41:07 -06:00
felix
7eaedeb36c Ck moe hot fix (#1979)
* fix useless code and remove usless oob

* clang format

* fix coredump in e2e test

* fix2

* fix clang format

* fix output oob

* clang format

* rm useless comments

---------

Co-authored-by: coderfeli <coderfeli@163.com>
Co-authored-by: illsilin <Illia.Silin@amd.com>
2025-03-19 22:58:27 +08:00
Bartłomiej Kocot
c2e4898b4b Grouped conv bwd data NGCHW (#1967)
* Grouped conv bwd data NGCHW

* fixes

* fix

* Improvements

* Fix

* Fix

* add client example
2025-03-17 13:32:00 +01:00
Haocong WANG
cbd74c2d12 [Block Scale GEMM] Optimized block scale gemm (#1950)
* Added two kernel for M=32 problem

* Comment the first one

* Enable multiply_multiply for Scale_Block_M = 1 for deepseek

* Modify the a_thread offset since the A data load is different from B.

* edit fp8 ab scale for Scale_Block_M=1

* edit GemmSpec to MNKPadding

* enable blockwise pipelie v1 and v2. v1 is work for small K.

* add instance for gemm_ab_scale

* fix cmakelist of ckProfiler

* optimize blockscale gemm. todo: reduce vgpr usage

* fix a correctness bug

* sanity checked

* revert ckprofiler cmake changes

* clang format

* revert unnecessary changes.

* remove commented codes.

* split weight preshuffle library targets

* bring back enable-post-misched=0

* fix build issues for gemm_multiply_multiply_fp8 instances

* fix clang format

* add verbose build flag when building for all targets

* reduce path names for new instances

* fix paths in cmake

* refactor gemm_multiply_multiply library target

* fix a bug in example

* fix example 65 cmake

* reduce the number of threads when building libs for all targets to 50

* use ninja to build for all targets

* reduce teh number of threads when building for all targets

* reduce the number of threads to 32 when building libs for all targets to 50

---------

Co-authored-by: mtgu0705 <mtgu@amd.com>
Co-authored-by: chenjun <junchen2@amd.com>
Co-authored-by: illsilin <Illia.Silin@amd.com>
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
2025-03-11 10:11:21 -07:00
Mingtao Gu
0db7c8f0b2 Ck int4 moe develop (#1949)
* Add Gemm fp8xint4 example and kernel, function pass.

* Init Gemm_fp8xint4 Bpreshuffle

* Added gemm_fp8xint4_Bpreshuffle files, function not checked yet

* General fix.

* fp8xint4 bpreshuffle function pass

* fix.

* init b preshuffle dequant in VGPR.

* fix bug, function pass.

* move b thread dequant copy to blockwise.

* fix bug, function now passes.

* modified the tile size to 256, 128x128x128.

* fixed a bug.

* Initial int4 moe, compile pass, function not check.

* fix bug in moe_gemm1.cpp, now function pass.

* test expert = 8 and function pass.

* Added moe_pk_i4_gemm2, function pass.

* Added b preshuffle pipeline v3 support.

* fixed merge issue. fp8xint4 and fp8xint4_bpreshuffle function pass.

* Split the blockwise pipeline for fp8xint4.

* commit missing files

* opt gemm2 to 2x2 wave

* fix swizzle = false

* update int4 moe with latest input changes.

* update tile size.

* enable pipeline v3.

* fix nswizzle = true

* commit a version for compiler debug.

* Updated transfer_v3r1_gather to support pk_i4_t type.

* for int4 moe2 for type_convert support.

* remove some values between mfma instructions.

* fix int4 moe

* Updated transfer_v3r1_gather to support pk_i4_t type.

* i4 support lds multiple shuffle

* fixed int4 moe tflops calculation.

* Modified CshuffleCShuffleMXdlPerWavePerShuffle to 1 to suit C multiple shuffle

* updated gemm2.

* change int4 moe example names

* fix and format code.

* format.

* format codes.

* update fp8xint4 example tile size.

* add <unordered_map> header

* fixed.

* format.

* Added conditional compilation for int4 -> fp8 conversion kernels

---------

Co-authored-by: mtgu0705 <mtgu@amd.com>
Co-authored-by: coderfeli <coderfeli@163.com>
2025-03-10 11:16:44 +08:00
carlushuang
c12fb0a624 [CK_TILE][HOTFIX] WA for address space by disable it completely (#1947)
* port all moe changes from ck_moe_gemm branch

* refine codes in the pr

* fix tail odd

* fix clang format

* fix clang format2

* make hot loop scheduler compatible with 16x16 and 32x32

* clang format

* fix per token quant

* rename moe example

* clang format

* WA for address space by disable it completely

* hot fix moe gemm2

---------

Co-authored-by: coderfeli <coderfeli@163.com>
Co-authored-by: feli <felix.li@amd.com>
2025-03-06 12:01:25 +08:00
Illia Silin
a88bf76ecc Replace buffer load/store intrinsics with builtins (#1876)
* replace buffer load/store intrinsics with builtins

* fix clang format

* replace buffer load/store intrinsics with built-ins in ck_tile

* fix clang format

* add switch between buffer intrinsics and built-ins

* change the builtins threshold to clang20

* fix clang format

* fix some compilation errors

* revert changes in ck_tile

* revert changes in ck_tile

* delete all root files and folders when CI completes

* try changing the username in CI

* fix groovy syntax

* add user and group id info to ci dockers

* change ownership of all files in CI to jenkins at the end

* update changelog
2025-03-05 14:33:28 -08:00
feli
3786e16375 ck moe gemm implement (#1936)
* port all moe changes from ck_moe_gemm branch

* refine codes in the pr

* fix tail odd

* fix clang format

* fix clang format2

* make hot loop scheduler compatible with 16x16 and 32x32

* clang format

* fix per token quant

* rename moe example

* clang format

---------

Co-authored-by: coderfeli <coderfeli@163.com>
2025-03-05 15:56:55 +08:00
jefyang1
c95bda93ba Remove CK_USE_AMD_MFMA_GFX950 (#1935)
* Add runtime check in example_gemm_xdl_streamk for gfx950

* Add runtime check in grouped conv fwd examples for gfx950

* Disable CK_USE_AMD_MFMA_GFX950

* Add new instances for gfx950

* Fix test_gemm_universal on gfx950
2025-03-04 10:32:25 -08:00
asleepzzz
ef16010273 Revert "[BlockScale GEMM] FP8 Blockscale GEMM optimization and ckProfiler (#1913)" (#1933)
This reverts commit 020148d0f7.
2025-03-03 07:17:39 -08:00
Haocong WANG
020148d0f7 [BlockScale GEMM] FP8 Blockscale GEMM optimization and ckProfiler (#1913)
* Added two kernel for M=32 problem

* Comment the first one

* Enable multiply_multiply for Scale_Block_M = 1 for deepseek

* Modify the a_thread offset since the A data load is different from B.

* edit fp8 ab scale for Scale_Block_M=1

* edit GemmSpec to MNKPadding

* enable blockwise pipelie v1 and v2. v1 is work for small K.

* add instance for gemm_ab_scale

* fix cmakelist of ckProfiler

* optimize blockscale gemm. todo: reduce vgpr usage

* fix a correctness bug

* sanity checked

* revert ckprofiler cmake changes

* clang format

* revert unnecessary changes.

* remove commented codes.

---------

Co-authored-by: mtgu0705 <mtgu@amd.com>
Co-authored-by: chenjun <junchen2@amd.com>
2025-02-25 15:42:20 +08:00
Illia Silin
68a08c872e Rebase the PR #1520 to ROCm repo. (#1574)
* Implement hiprtc for codegen tests

* Introduce gemm_softmax_gemm to codegen.

* Fix codegen build issues.

* Address PR comments.

* Separate ck_host lib and gemm_softmax_gemm into different PR.

* Fix cmake.

* Replace ENV variable with CMake option for toggling hipRTC in codegen
tests.

* Address PR comments.

* fix clang format

* Add missing header in magic_division.hpp

* - Workaround for hipRTC content wrapper
- Move descriptor for gemm_softmax_gemm to different branch

* Fix formatting.

* Revert "Fix formatting."

This reverts commit b5209eaef4.

* formatting fix

* fixed header guard issues

* updated header guards

* updated data_type for new types

* fixed redefinition error

* Add codegen test for batched_gemm_softmax_gemm.

Signed-off-by: Mirza Halilcevic <mirza.halilcevic@amd.com>

* formatting fix

---------

Signed-off-by: Mirza Halilcevic <mirza.halilcevic@amd.com>
Co-authored-by: Dino Musić <dino.music@htecgroup.com>
Co-authored-by: Mirza Halilcevic <mirza.halilcevic@htecgroup.com>
Co-authored-by: Po Yen Chen <PoYen.Chen@amd.com>
Co-authored-by: arai713 <67439843+arai713@users.noreply.github.com>
Co-authored-by: Astha Rai <astha.rai713@gmail.com>
Co-authored-by: Mirza Halilcevic <mirza.halilcevic@amd.com>
2025-02-20 18:58:14 -08:00
Haocong WANG
76425a673f [A8W8 GEMM] Optimized weight-preshuffled implementation & add quantization datatype for CK TILE rms_norm (#1862)
* tempsave

* temp save

* tempsave

* tempsave, epilogue optimization for universal gemm done. TODO: mulitpleD epilogue optimization

* temp save

* tempsave

* temp save

* update bf16 instance list

* clang format

* bug fix

* temp save

* tempsave

* revert exp changes.

* add blank line

* add int8 gemm multiply multiply a8w8

* uncomment

* clang-format-12

* Add example_gemm_multiply_multiply_xdl_int8

* Remove shell scripts

* update preprocess number for mi308; bring back printout in ckprofiler

* tempsave

* update ck_a8w8 library, update flush cache timing api

* remove the change in ckprofiler src

* clean the flush_cache api

* reduce prefetch stage in blockwisepipev4

* update tile size for fp8 rowwise

* fix bug in enable f8 gemm inside ckProfiler

* update instance and lds layout strategy

* delete use less files

* fix cmake bug

* update instances

* add configs to fix tunning cases

* port tiles from a8w8

* rm debug used files

* add instances

* remove all non gemm in cmake

* fix build

* sanity bug fix

* add bypass logic and build

* can run

* add double buffer scratch

* remove agpr usage when vgpr usage <256

* add configs to fix tunning cases

* fix build

* fix performance regression on blockgemm v3 pipe

* using develop branch timer

* impl fp16 in ckprofiler

* add cpu shuffle

* fix tail

* use empty hipstream in ckprofiler

* fix missed files and fix clang format

* fix fp16 build

* fix cmake rm compile options

* fix brepeat, kloop and lds two buffer; works ok now

* use new pipeline for b preshuffle, run ok; revert olds to fix ckprofiler

* auto calculate hard code params

* fix warnings and revert cmake and fix clang format

* tempsave

* sanity pass, most tile size enabled. TODO: NWave!=4

* disable N, K  Padding, splitk enabled

* add fp16 instances

* use bpreshuffle as independent example

* refine weight preshuffle format.

* tempsave

* optimize software pipeline

* refine blockgemm pipeline version as base struct.

* fp8 add_rmsnorm_dynamic_dequant

* add save_x=true instance

* tempsave

* Add compute-friendly pipeline for bpreshuffle case; remove enable-post-misched=0 flag.

* fix Odd Mrepeat number pipelinev3; Add v3 instances to ckProfiler

* clean the code

* Merge from internal (#1857)

* enable batched_gemm_softmax_gemm_perm_wmma for gfx12

* disable instances with blocksize=256 in attention examples

* debuggging

* debug

* fixed lds_enabled

* debugging

* Fix and add limit to skiplds feature

* Enable skipLds feature and fix compilation bugs

* add ck_tile definitions for gfx12

* fix clang format and test/wmma_op

* updage instances cmake for gfx12

* disable the test_wmma_op on gfx12

* fix the builds for gfx950

* add gfx12 and gfx950 to default target list

* clean-up cmake file

* Initial introduction of OFP8 data types.

* Renamed FP8 and BF8 tests into FP8_FNUZ and BF8_FNUZ.

* Implementation of ConvertFP32Nearest in test_fp8_ocp.

* Remove dependence on possibly undeclared alias.

* Implement FP8OCP test for stochastic rounding mode.

* Implement FP8OCP tests for half_t type conversions.

* enable bf16 atomic add on gfx950

* Implement ConvertFP32Nearest test.

* Implement ConvertFP32Stochastic test.

* Implement ConvertFP16Nearest and ConvertFP16Stochastic tests.

* Refactoring. Move FP8 definitions into a separate header file.

* Enable easy switching between architectures.

* Fix compilation error for gfx942 architecture.

* Add fp4 type with constants

* only builf gfx950 branch for gfx950 target by default

* Enable OCP build of example_gemm_xdl_fp8.

* Fix formatting.

* fix the build logic for gfx950

* Improve GEMM example verbosity.

* Add constexpr where applicable.

* fix the logic of enabling XDL and WMMA instances

* Improve GEMM example verbosity.

* Enable build of example_gemm_xdl_fp8_bf8 test.

* Fix tests for gfx1101 architecture.

* Build DPP examples only on gfx103 and gfx11 architectures.

* Optionaly run either CPU or GPU verifications with GEMM examples.

* Extend GeneratorTensor_Sequential to produce values of prescribed data types.

* Add missing constructor.

* Add scale type and mxfp conversions

* Update conversions

* Add conversion tests

* Fix typo

* Improve infrastructure for OFP8 data type support.

* BUGFIX. Should not use FP8 as Compute/Accum data type.

* Add custom target for grouped_convnd_bwd_weight tests.

* Can build `tests` target on gfx950.

* Bugfixes on gfx1101 architecture.

* Fix dependencies.

* Add stochastic rounding tests

* Provide single point of truth for FP8 INF and NAN checks

* Prevent instantiation of operators that are not supported by FP8 data types

* Add FP8 type selection into client_axample CMakeLists.txt

* Prevent sccache server from shutting down during build

* Fix test success reporting logic

* Change default verification method to CPU.

GPU verification takes too much time to complete on the emulator.

* Add scale <-> float conversions

* Add scaled conversions with tests

* Add device conversions

* Make sure all tests and examples are built for gfx950

* Facilitate testing of FP8 data types on the emulator

* Introduce two new tensor generators

* Enable instances built for gfx94 to be built on gfx950

* Verify 35_splitk_gemm on floating point numbers.

splitk gemm appears to be losing precision VS reference implementation when FP numbers are involved.

* Format

* Verify 04_gemm_add_add_fastgelu on floating point numbers

* Verify 20_grouped_conv_bwd_weight on floating point numbers

* Verify 38_grouped_conv_bwd_data_multiple_d on floating point numbers

* Verify more tests on floating point data

* Fix data types and improve testing verbocity.

* Add fp4 vectors

* Add debug tests

* Upgrade to NPI 573 build docker.

* Skip on gemm_universal tests.

The tests take too long to complete on the emulator.
Need to see if it is possible to reduce the scope of the testing to just FP8 data types.

* Add new mfma instructions and examples

* Add preprocessor directives for gfx950 specific code

* Fix gfx1101 build

* Document test availability

* Re-enable fp8 gemms for gfx94/95

* Cherry-pick GEMM Universal tests for FP8 data types

* Cleanup

* Add vector types and tests

* Add check_err function

* Add tensor generators

* CK_USE_GFX94 has already been set on this branch

* Fix

* Address formatting issues and leftovers

* Make fail/pass logic consistent within 01_gemm folder

Removed multiple negations in fail/pass logic to propagate `true` as the success indicator.

* Fix GPU verification reporting logic.

* Update year in copyright notice.

* Cleanup

* Use `enum class` instead of `enum`

* Remove set_property for FP8 tests

* Add vector conversions

* Fix

* Fix linker errror

* Clean up

* Fix gfx950 conversions

* Clean up

* Fix more gfx950 conversions

* Fix even more gfx950 conversions

* Narrowing the scope of PR to OCP FP8 enablement only

* Add tests for OCP FP8 vector_type storage

* Fix client examples build

* Fix typo

* Update e8m0 casting

* Rename E8M0 type

* Update unpack method

* Cleanup merge artifacts

* Enable gemm kernel on all gfx9 architectures (#227)

* clean-up

* Implement `non_native_vector_base` with `ext_vector_type` array. (#232)

* Enable support of 1, 2, 4, and 8-byte custom types in CK.

* Fix pool tests for OCP FP8 data type

* Fix build

* Add ckProfiler gemm instances for new mfma instructions and fix ckProfiler build on MI350

* fix clang format

* Add new mfma instructions and examples

* Add preprocessor directives for gfx950 specific code

* Add ckProfiler gemm instances for new mfma instructions and fix ckProfiler build on MI350

* fix clang format

* Fix clang format for the newly merged files

* Use the existing example instances for fp16 bf16 and int8

* Remove comment on new mfma instructions in MfmaInstr

* Update include/ck/tensor_operation/gpu/grid/gridwise_batched_gemm_gemm_xdl_cshuffle_v1.hpp

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

* merge from public repo

* Fix ck build

* Fix ck build

* Use double for max_abs_in_val

* Move scaled_type_convert functions to a separate header (#251)

* re-enable building mha lib and gemm_universal_f8 instances for gfx950

* Update library/src/tensor_operation_instance/gpu/CMakeLists.txt

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

* fix typo for CK_USE_OCP_FP8

* fix typo for CK_USE_OCP_FP8

* Add FP6 and BF6 types (#261)

* Add a rounding flag

* Add FP6 and BF6

* Add tests

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

* Clean up

---------

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

* fix one more typo

* Refactor E8M0 scale implementation (#262)

* Refactor E8M0 scale implementation

* Add MXFP6 and MXBF6 conversion methods (#270)

* Add conversions

* Add tests

* Add docstrings

* Add scaled conversions

* Add fp6/bf6 tests

* Remove misleading fp4 test case

* Add docstrings

* Clean up

* Address comments

* Set stricter tolerances for RNE tests

* Add missing tests

* Add native conversions to float

* Revert "Add native conversions to float"

This reverts commit 09467111f73b753c8cc3d597533b187940353dab.

* Update copyright years

* replace the fp6 with bf6 convert calls in test_bf6

* fix test_bf6

* enable smfmac test

* [MX FP8] Add Scaled Type Convert Functions for OCP FP8/BF8 data types (#271)

* Move scaled_type_convert functions to a separate header

* Introduce MX data tests

* Build MX tests only on relevant architectures

* Refactor E8M0 scale implementation

* Fix `config.h` typo

* Cleanup deprecated symbols

* Refactor `amd_ck_fp8.hpp`

* `scaled_type_convert` for `f8_ocp_t`

* Implement test for MX FP8 scaled type convert

* Implement test for MX BF8 scaled type convert

* Scaled type convert for vectors of 2 FP8 elements

* Scaled type convert for vectors of 16 FP8 elements

* Implementation of scaled conversion from F32 to F8

* Add tests for scaled conversions from FP32 to FP8

* Add documentation to the test functions

* Implementation of scaled conversion from F32x2 to F8x2

* Implementation of scaled conversion from F32x16 to F8x16

* Implementation of scaled conversion from F32x32 to F8x32

* Implementation of scaled conversion from F8x32 to F32x32

* Verified on the emulator

* MX FP GEMM - Example Template (#277)

Temporarily uses `DeviceGemmMultiD_ABScale_Xdl_CShuffle_V3` kernel and 128x128 scaling matrices.
Must be modified to use MX-native GEMM kernell with 16 or 32 component vectors per scale.

Verified on the emulator.

* Add vector support

* Add tests

* Add missing type aliases

* Fix test naming

* only build mx example for gfx950

* disable CK_USE_AMD_MFMA_GFX950 by default

* fic build for multiple archs

* fix typo

* fix typo

* Update unpack signature

* Fix merge

* Add size checks in pack function

* Add a flag

* Add conversions

* Fix build logic

* Update pack/unpack methods

* Remove unneeded AsType accessors

* Add docstrings

* Add a flag to config file

* Test the functionality of V_MFMA_F32_16X16X128_F8F6F4 and  V_MFMA_F32_32X32X64_F8F6F4 instructions. (#293)

* Introduced MFMA tests

* Verified f8f6f4 MFMA Instructions

* Move flag logic to scaled_type_convert header

* Use pointers instead of array indices

* Fix a typo

* Update tests and pack functions

* Fix gemm gemm on gfx950

* Fix clang format

* restore the default gput target lists

* fix the jenkinsfile

* add missing ifdef

---------

Co-authored-by: Jing Zhang <jizhan@amd.com>
Co-authored-by: aska-0096 <haocwang@amd.com>
Co-authored-by: Jun Liu <Liu.Jun@amd.com>
Co-authored-by: Andriy Roshchenko <andriy.roshchenko@amd.com>
Co-authored-by: Rostyslav Geyyer <rosty.geyyer@amd.com>
Co-authored-by: Rostyslav Geyyer <46627076+geyyer@users.noreply.github.com>
Co-authored-by: root <root@banff-cyxtera-s83-2.ctr.dcgpu>
Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com>
Co-authored-by: jefyang1 <146495389+jefyang1@users.noreply.github.com>
Co-authored-by: jefyang1 <Jeffreyj.Yang@amd.com>

* clang format

* fix errors

* fix errors

* remove compile flags in example

* fix error

* restore cron trigger (#1863)

* recover enable-post-misched=0 for sanity issue

* add vectorloads on non-k dim for memory pipelines (#1856)

* Support for dtypes (fp8, bf8, bf16 and fp16) for the ck_tile/03_gemm example. (#1845)

* Support bf16/fb8/bf8 datatypes for ck_tile/gemm

* remove commented out code.

* Addressing code review comments and enabling universal_gemm for all the supported data types.

* Merge conflict resolution.

* Solve the memory pipeline compilation error. Merge with the new change of CShuffle

* finish the feature, pass the tests

* Fix the pipeline and add the benchmark script for other data types

---------

Co-authored-by: ThomasNing <thomas.ning@amd.com>

* revert blockwisegemm modification

* revert blkgemm pipe v2 changes.

* CK Tile - small fix to hotloop scheduler & KPack value. (#1867)

* Use SmemPack in HotLoop scheduler

* Additional debug print information

* Change KPack value.

Hardcode for now, as without AK1/BK1 there's no good way to determine
its value.

* Fix HotLoopScheduler MFMA instr parameters.

* Add a host mx gemm reference kernel (#1864)

* Add mx gemm reference kernel

* Update copyright year

* Update mx gemm example

* Use element-wise ops in the reference gemm

* External CI: enable amd-develop branch trigger (#1859)

* Apply suggestions from code review

Co-authored-by: John Afaganis <john.afaganis@amd.com>

* hotfix for ckprofiler operator

* add the 16x16 mfma instances

---------

Co-authored-by: chenjun <junchen2@amd.com>
Co-authored-by: coderfeli <coderfeli@163.com>
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
Co-authored-by: Jing Zhang <jizhan@amd.com>
Co-authored-by: Jun Liu <Liu.Jun@amd.com>
Co-authored-by: Andriy Roshchenko <andriy.roshchenko@amd.com>
Co-authored-by: Rostyslav Geyyer <rosty.geyyer@amd.com>
Co-authored-by: Rostyslav Geyyer <46627076+geyyer@users.noreply.github.com>
Co-authored-by: root <root@banff-cyxtera-s83-2.ctr.dcgpu>
Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com>
Co-authored-by: jefyang1 <146495389+jefyang1@users.noreply.github.com>
Co-authored-by: jefyang1 <Jeffreyj.Yang@amd.com>
Co-authored-by: jakpiase <jakub.piasecki@amd.com>
Co-authored-by: kylasa <sudhir.kylasa@amd.com>
Co-authored-by: ThomasNing <thomas.ning@amd.com>
Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
Co-authored-by: Daniel Su <danielsu@amd.com>
Co-authored-by: John Afaganis <john.afaganis@amd.com>
2025-02-20 14:00:27 -08:00
Muhammed Emin Ozturk
92b79ead0a Fix for Unsupported Input Shapes/Sizes in Stream-K GEMM - BF16/FP16 (#1866) 2025-02-18 08:46:47 -08:00
jefyang1
7b826807cd Fix KPack and enable existing instances on gfx950 (#1871) 2025-02-12 09:46:38 -08:00
Mingtao Gu
d9f1ead347 Added Int4 mixed batch gemm support (#1839)
* remove redundant kernels.

* added batched_gemm_xdl_fp16int4_b_scale_v3

* Enabled the split K.

* added the batched_gemm_b_scale ckProfiler, meet function issue

* fix some typo

* fix ckProfiler build issue

* fix some bugs

* updated some debug info

* comment some code

* Fix

* fixed some bugs and refactor the code

* fixed a function bug.

* formatted files.

* formatted

* uncommented the ckProfiler CMakeLists

* fixed.

* fix ckProfiler for batched_gemm_b_scale

---------

Co-authored-by: mtgu0705 <mtgu@amd.com>
Co-authored-by: aska-0096 <haocwang@amd.com>
Co-authored-by: Bartlomiej Kocot <barkocot@amd.com>
2025-02-10 11:17:02 +08:00
Illia Silin
555244e7b7 Merge from internal (#1857)
* enable batched_gemm_softmax_gemm_perm_wmma for gfx12

* disable instances with blocksize=256 in attention examples

* debuggging

* debug

* fixed lds_enabled

* debugging

* Fix and add limit to skiplds feature

* Enable skipLds feature and fix compilation bugs

* add ck_tile definitions for gfx12

* fix clang format and test/wmma_op

* updage instances cmake for gfx12

* disable the test_wmma_op on gfx12

* fix the builds for gfx950

* add gfx12 and gfx950 to default target list

* clean-up cmake file

* Initial introduction of OFP8 data types.

* Renamed FP8 and BF8 tests into FP8_FNUZ and BF8_FNUZ.

* Implementation of ConvertFP32Nearest in test_fp8_ocp.

* Remove dependence on possibly undeclared alias.

* Implement FP8OCP test for stochastic rounding mode.

* Implement FP8OCP tests for half_t type conversions.

* enable bf16 atomic add on gfx950

* Implement ConvertFP32Nearest test.

* Implement ConvertFP32Stochastic test.

* Implement ConvertFP16Nearest and ConvertFP16Stochastic tests.

* Refactoring. Move FP8 definitions into a separate header file.

* Enable easy switching between architectures.

* Fix compilation error for gfx942 architecture.

* Add fp4 type with constants

* only builf gfx950 branch for gfx950 target by default

* Enable OCP build of example_gemm_xdl_fp8.

* Fix formatting.

* fix the build logic for gfx950

* Improve GEMM example verbosity.

* Add constexpr where applicable.

* fix the logic of enabling XDL and WMMA instances

* Improve GEMM example verbosity.

* Enable build of example_gemm_xdl_fp8_bf8 test.

* Fix tests for gfx1101 architecture.

* Build DPP examples only on gfx103 and gfx11 architectures.

* Optionaly run either CPU or GPU verifications with GEMM examples.

* Extend GeneratorTensor_Sequential to produce values of prescribed data types.

* Add missing constructor.

* Add scale type and mxfp conversions

* Update conversions

* Add conversion tests

* Fix typo

* Improve infrastructure for OFP8 data type support.

* BUGFIX. Should not use FP8 as Compute/Accum data type.

* Add custom target for grouped_convnd_bwd_weight tests.

* Can build `tests` target on gfx950.

* Bugfixes on gfx1101 architecture.

* Fix dependencies.

* Add stochastic rounding tests

* Provide single point of truth for FP8 INF and NAN checks

* Prevent instantiation of operators that are not supported by FP8 data types

* Add FP8 type selection into client_axample CMakeLists.txt

* Prevent sccache server from shutting down during build

* Fix test success reporting logic

* Change default verification method to CPU.

GPU verification takes too much time to complete on the emulator.

* Add scale <-> float conversions

* Add scaled conversions with tests

* Add device conversions

* Make sure all tests and examples are built for gfx950

* Facilitate testing of FP8 data types on the emulator

* Introduce two new tensor generators

* Enable instances built for gfx94 to be built on gfx950

* Verify 35_splitk_gemm on floating point numbers.

splitk gemm appears to be losing precision VS reference implementation when FP numbers are involved.

* Format

* Verify 04_gemm_add_add_fastgelu on floating point numbers

* Verify 20_grouped_conv_bwd_weight on floating point numbers

* Verify 38_grouped_conv_bwd_data_multiple_d on floating point numbers

* Verify more tests on floating point data

* Fix data types and improve testing verbocity.

* Add fp4 vectors

* Add debug tests

* Upgrade to NPI 573 build docker.

* Skip on gemm_universal tests.

The tests take too long to complete on the emulator.
Need to see if it is possible to reduce the scope of the testing to just FP8 data types.

* Add new mfma instructions and examples

* Add preprocessor directives for gfx950 specific code

* Fix gfx1101 build

* Document test availability

* Re-enable fp8 gemms for gfx94/95

* Cherry-pick GEMM Universal tests for FP8 data types

* Cleanup

* Add vector types and tests

* Add check_err function

* Add tensor generators

* CK_USE_GFX94 has already been set on this branch

* Fix

* Address formatting issues and leftovers

* Make fail/pass logic consistent within 01_gemm folder

Removed multiple negations in fail/pass logic to propagate `true` as the success indicator.

* Fix GPU verification reporting logic.

* Update year in copyright notice.

* Cleanup

* Use `enum class` instead of `enum`

* Remove set_property for FP8 tests

* Add vector conversions

* Fix

* Fix linker errror

* Clean up

* Fix gfx950 conversions

* Clean up

* Fix more gfx950 conversions

* Fix even more gfx950 conversions

* Narrowing the scope of PR to OCP FP8 enablement only

* Add tests for OCP FP8 vector_type storage

* Fix client examples build

* Fix typo

* Update e8m0 casting

* Rename E8M0 type

* Update unpack method

* Cleanup merge artifacts

* Enable gemm kernel on all gfx9 architectures (#227)

* clean-up

* Implement `non_native_vector_base` with `ext_vector_type` array. (#232)

* Enable support of 1, 2, 4, and 8-byte custom types in CK.

* Fix pool tests for OCP FP8 data type

* Fix build

* Add ckProfiler gemm instances for new mfma instructions and fix ckProfiler build on gfx950

* fix clang format

* Add new mfma instructions and examples

* Add preprocessor directives for gfx950 specific code

* Add ckProfiler gemm instances for new mfma instructions and fix ckProfiler build on gfx950

* fix clang format

* Fix clang format for the newly merged files

* Use the existing example instances for fp16 bf16 and int8

* Remove comment on new mfma instructions in MfmaInstr

* Update include/ck/tensor_operation/gpu/grid/gridwise_batched_gemm_gemm_xdl_cshuffle_v1.hpp

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

* merge from public repo

* Fix ck build

* Fix ck build

* Use double for max_abs_in_val

* Move scaled_type_convert functions to a separate header (#251)

* re-enable building mha lib and gemm_universal_f8 instances for gfx950

* Update library/src/tensor_operation_instance/gpu/CMakeLists.txt

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

* fix typo for CK_USE_OCP_FP8

* fix typo for CK_USE_OCP_FP8

* Add FP6 and BF6 types (#261)

* Add a rounding flag

* Add FP6 and BF6

* Add tests

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

* Clean up

---------

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

* fix one more typo

* Refactor E8M0 scale implementation (#262)

* Refactor E8M0 scale implementation

* Add MXFP6 and MXBF6 conversion methods (#270)

* Add conversions

* Add tests

* Add docstrings

* Add scaled conversions

* Add fp6/bf6 tests

* Remove misleading fp4 test case

* Add docstrings

* Clean up

* Address comments

* Set stricter tolerances for RNE tests

* Add missing tests

* Add native conversions to float

* Revert "Add native conversions to float"

This reverts commit 09467111f73b753c8cc3d597533b187940353dab.

* Update copyright years

* replace the fp6 with bf6 convert calls in test_bf6

* fix test_bf6

* enable smfmac test

* [MX FP8] Add Scaled Type Convert Functions for OCP FP8/BF8 data types (#271)

* Move scaled_type_convert functions to a separate header

* Introduce MX data tests

* Build MX tests only on relevant architectures

* Refactor E8M0 scale implementation

* Fix `config.h` typo

* Cleanup deprecated symbols

* Refactor `amd_ck_fp8.hpp`

* `scaled_type_convert` for `f8_ocp_t`

* Implement test for MX FP8 scaled type convert

* Implement test for MX BF8 scaled type convert

* Scaled type convert for vectors of 2 FP8 elements

* Scaled type convert for vectors of 16 FP8 elements

* Implementation of scaled conversion from F32 to F8

* Add tests for scaled conversions from FP32 to FP8

* Add documentation to the test functions

* Implementation of scaled conversion from F32x2 to F8x2

* Implementation of scaled conversion from F32x16 to F8x16

* Implementation of scaled conversion from F32x32 to F8x32

* Implementation of scaled conversion from F8x32 to F32x32

* Verified on the emulator

* MX FP GEMM - Example Template (#277)

Temporarily uses `DeviceGemmMultiD_ABScale_Xdl_CShuffle_V3` kernel and 128x128 scaling matrices.
Must be modified to use MX-native GEMM kernell with 16 or 32 component vectors per scale.

Verified on the emulator.

* Add vector support

* Add tests

* Add missing type aliases

* Fix test naming

* only build mx example for gfx950

* disable CK_USE_AMD_MFMA_GFX950 by default

* fic build for multiple archs

* fix typo

* fix typo

* Update unpack signature

* Fix merge

* Add size checks in pack function

* Add a flag

* Add conversions

* Fix build logic

* Update pack/unpack methods

* Remove unneeded AsType accessors

* Add docstrings

* Add a flag to config file

* Test the functionality of V_MFMA_F32_16X16X128_F8F6F4 and  V_MFMA_F32_32X32X64_F8F6F4 instructions. (#293)

* Introduced MFMA tests

* Verified f8f6f4 MFMA Instructions

* Move flag logic to scaled_type_convert header

* Use pointers instead of array indices

* Fix a typo

* Update tests and pack functions

* Fix gemm gemm on gfx950

* Fix clang format

* restore the default gput target lists

* fix the jenkinsfile

* add missing ifdef

---------

Co-authored-by: Jing Zhang <jizhan@amd.com>
Co-authored-by: aska-0096 <haocwang@amd.com>
Co-authored-by: Jun Liu <Liu.Jun@amd.com>
Co-authored-by: Andriy Roshchenko <andriy.roshchenko@amd.com>
Co-authored-by: Rostyslav Geyyer <rosty.geyyer@amd.com>
Co-authored-by: Rostyslav Geyyer <46627076+geyyer@users.noreply.github.com>
Co-authored-by: root <root@banff-cyxtera-s83-2.ctr.dcgpu>
Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com>
Co-authored-by: jefyang1 <146495389+jefyang1@users.noreply.github.com>
Co-authored-by: jefyang1 <Jeffreyj.Yang@amd.com>
2025-02-07 15:05:05 -07:00
arai713
2e3183af4f Codegen hipRTC compilation (#1579)
* updating codegen build for MIOpen access: adding .cmake for codegen component

* updating CMake

* adding in header guards for some headers due to issues with hiprtc compilation in MIOpen

* some more header guards

* putting env file in header guard

* cleaning up some includes

* updated types file for hiprtc purposes

* fixed types file: bit-wise/memcpy issue

* updating multiple utility files to deal with standard header inclusion for hiprtc

* added some more header guards in the utility files, replacing some standard header functionality

* added some more header guards

* fixing some conflicts in utility files, another round of header guards

* fixing errors in data type file

* resolved conflict errors in a few utility files

* added header guards/replicated functionality in device files

* resolved issues with standard headers in device files: device_base and device_grouped_conv_fwd_multiple_abd

* resolved issues with standard headers in device files: device_base.hpp, device_grouped_conv_fwd_multiple_abd.hpp, device_grouped_conv_fwd_multiple_abd_xdl_cshuffle.hpp

* added header guards for gridwise gemm files: gridwise_gemm_multiple_abd_xdl_cshuffle.hpp and gridwise_gemm_multiple_d_xdl_cshuffle.hpp

* fixed issue with numerics header, removed from transform_conv_fwd_to_gemm and added to device_column_to_image_impl, device_grouped_conv_fwd_multiple_abd_xdl_cshuffle, device_grouped_conv_fwd_multiple_abd_xdl_cshuffle_v3, device_image_to_column_impl

* replaced standard header usage and added header guards in block to ctile map and gridwise_gemm_pipeline_selector

* resolved errors in device_gemm_xdl_splitk_c_shuffle files in regards to replacement of standard headers in previous commit

* added replicated functionality for standard header methods in utility files

* replaced standard header functionality in threadwise tensor slice transfer files and added header guards in element_wise_operation.hpp

* temp fix for namespace error in MIOpen

* remove standard header usage in codegen device op

* removed standard header usage in elementwise files, resolved namespace errors

* formatting fix

* changed codegen argument to ON for testing

* temporarily removing codegen compiler flag for testing purposes

* added codegen flag again, set default to ON

* set codegen flag default back to OFF

* replaced enable_if_t standard header usage in data_type.hpp

* added some debug prints to pinpoint issues in MIOpen

* added print outs to debug in MIOpen

* removed debug print outs from device op

* resolved stdexcept include error

* formatting fix

* adding includes to new fp8 file to resolve ck::enable_if_t errors

* made changes to amd_wave_read_first_lane

* updated functionality in type utility file

* fixed end of file issue

* resovled errors in type utility file, added functionality to array utility file

* fixed standard header usage replication in data_type file, resolves error with failing examples on navi3x

* formatting fix

* replaced standard header usage in amd_ck_fp8 file

* added include to random_gen file

* removed and replicated standard header usage from data_type and type_convert files for fp8 changes

* replicated standard unsigned integer types in random_gen

* resolved comments from review: put calls to reinterpret_cast for size_t in header guards

* updated/added copyright headers

* removed duplicate header

* fixed typo in header guard

* updated copyright headers

---------

Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
2025-01-31 09:48:39 -08:00
darren-amd
d6a4605e1c Change flag to CK_GFX90A_DENORM_WORKAROUND (#1817)
* Change flag from CK_WORKAROUND_DENORM_FIX to CK_GFX90A_DENORM_WORKAROUND for more clarity. Also changed the definition macros to be more clear.
2025-01-28 09:58:39 -05:00
Mingtao Gu
4f62f6e9b7 Implement the fp16xint4 scale weight only kernel for Ali (#1786)
* enable int4 scale (weight only) kernel

* format some files

* Add unit test for int4 weight only

* fixed and formatted code

* fixed

* formated

* formated

* fixed

* fixed a bug in the ckProfiler, and formatted the code

---------

Co-authored-by: mtgu0705 <mtgu@amd.com>
2025-01-03 18:35:21 +08:00
Adam Osewski
1d8e4ec2ce Jing's contribution: prototype of mixed precision gemm FP16/BF16xint4 GEMM (#1762)
* add a prototype of int4

* clean

* debug

* clean

* clean

* move packed into dynamic_buffer

* fixed coord reset

* add fast pki4 to half conversion

* fix

* fixed reference and host_tensor

* fixed tensor init

* format

* debug i4_to_f16_convert

* format

* fixed splitk

* weight permute

* add b tile permute

* clean

* weight permute with splitki

* format

* improve weight layout

* add and_or_b32

* fixed splitk crush

* add permute switch as a template

* recover v3r1

* clean

* failure with intrawave v2

* fixed

* fixed

* add ckProfiler

* add bfp16 support

* add bf16 example

* fixed int4 to bhalf_t conversion

* format

* fixed int4 to bf16 conversion

* clean

* add instances for mem

* clean

* fixed host tensor size

* fixed

* debug

* fixed

* add pk_i4_t as a struct

* fix

* Update example/01_gemm/gemm_xdl_bf16_pk_i4_v3.cpp

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* Update example/01_gemm/gemm_xdl_bf16_pk_i4_v3.cpp

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* Update example/01_gemm/gemm_xdl_bf16_pk_i4_v3.cpp

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* revert

* Update example/01_gemm/gemm_xdl_bf16_pk_i4_v3.cpp

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* Update example/01_gemm/gemm_xdl_fp16_pk_i4_v3.cpp

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* Update example/01_gemm/gemm_xdl_fp16_pk_i4_v3.cpp

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* Update example/01_gemm/gemm_xdl_fp16_pk_i4_v3.cpp

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* Update example/01_gemm/gemm_xdl_fp16_pk_i4_v3.cpp

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* fixed comments

* revert

* clean

* revert

* revert

* fixed

* Update CMakeLists.txt

* Update script/cmake-ck-dev.sh

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* Update include/ck/tensor_operation/gpu/element/unary_element_wise_operation.hpp

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* Update CMakeLists.txt

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

* fixed

* fixed

* fixed

* revert

* revert

* add comments

* format

* fixed assert

* fixed

* Fix I4 define in ckProfiler

* Fixed example_gemm_xdl_bf16_pk_i4_v3 test failed issue

---------

Co-authored-by: Jing Zhang <jizhan@fb.com>
Co-authored-by: zjing14 <zhangjing14@gmail.com>
Co-authored-by: mtgu0705 <mtgu@amd.com>
2025-01-02 11:48:06 +08:00
Bartłomiej Kocot
4d8fce33dd Add SplitK support into Batched GEMM V3 (#1729)
* add bmm api

* add bf16 multi_d

* add ckProfiler for bf16

* add ckProfiler files

* add more instance; fixed 64bit index issue

* fixed naming

* enabled batched Ds

* use long_index for ds offsets

* clean

* add bmm fp8 ckProfiler

* Update example/24_batched_gemm/batched_gemm_xdl_bf16_v3.cpp

Co-authored-by: Bartłomiej Kocot <bartlomiejkocot98@gmail.com>

* Update example/24_batched_gemm/batched_gemm_xdl_fp8_rowwise_v3.cpp

Co-authored-by: Bartłomiej Kocot <bartlomiejkocot98@gmail.com>

* Update example/24_batched_gemm/run_batched_gemm_example_rowwise.inc

Co-authored-by: Bartłomiej Kocot <bartlomiejkocot98@gmail.com>

* Update library/src/tensor_operation_instance/gpu/gemm_universal_batched/device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn.hpp

Co-authored-by: Bartłomiej Kocot <bartlomiejkocot98@gmail.com>

* Update library/src/tensor_operation_instance/gpu/gemm_universal_batched/device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_mem_v1_default_instance.cpp

Co-authored-by: Bartłomiej Kocot <bartlomiejkocot98@gmail.com>

* Update library/src/tensor_operation_instance/gpu/gemm_universal_batched/device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_mem_v2_default_instance.cpp

Co-authored-by: Bartłomiej Kocot <bartlomiejkocot98@gmail.com>

* Update profiler/src/profile_gemm_universal_batched.cpp

Co-authored-by: Bartłomiej Kocot <bartlomiejkocot98@gmail.com>

* Update profiler/include/profiler/profile_gemm_universal_batched_impl.hpp

Co-authored-by: Bartłomiej Kocot <bartlomiejkocot98@gmail.com>

* clean

* Update include/ck/tensor_operation/gpu/device/impl/device_batched_gemm_multiple_d_xdl_cshuffle_v3.hpp

* Update include/ck/tensor_operation/gpu/device/impl/device_batched_gemm_multiple_d_xdl_cshuffle_v3.hpp

* Update library/src/tensor_operation_instance/gpu/gemm_universal_batched/device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_comp_default_instance.cpp

* Update include/ck/tensor_operation/gpu/device/impl/device_batched_gemm_multiple_d_xdl_cshuffle_v3.hpp

* Update include/ck/tensor_operation/gpu/device/impl/device_batched_gemm_multiple_d_xdl_cshuffle_v3.hpp

* Update include/ck/tensor_operation/gpu/device/impl/device_batched_gemm_multiple_d_xdl_cshuffle_v3.hpp

* refactor batch offset func

* add splitk suppport into bmm_v3

* clean

* clean

* format

* fixed

* fix

---------

Co-authored-by: Jing Zhang <jizhan@fb.com>
Co-authored-by: zjing14 <zhangjing14@gmail.com>
2024-12-13 21:08:35 +01:00
Illia Silin
08d5c02c37 OCP FP8 support for gfx12. (#1710)
* (2/5) bilinear gemm pass, perf bug: skip a lds has lower performance than skip b lds

* (3/5) batched gemm pass, perf bug: skip a lds has lower performance than skip b lds

* (4/5) grouped conv pass

* (5/5) attention pass, todo: debug lds perf bug

* AIT Attention API refactor (#8)

* sanity pass

* sanity pass 2

* confirm significant performance regression.

* turn on all instances

* turn off instance format

* Fix bug & tunning & format

* DML meta, self_attn+cross_attn

* sanity pass

* remove useless flag

* update tile and problem size used in AIT attention

* bug fix in grouped conv supporting check

* deprecate inline asm wmma

* Bug fix: double lds skip

* clang-format

* Fix errors in
1. example, fmha
2. gridwise pipeline
3. deviceop, fmha, change some containers from vector to array

* part2 of previous commit

* clang format

* API fix of gridwisegemmpipeline

* separate array base and vector base attention tensor transformation

* fix gemm

* clang format

* add gemm fp16 instances

* Temp save

* fpAintB kernel compile pass

* Sanity pass.

* Temp save

* debug code enabled

* Fp16AInt8B_GEMM sanity

* MQA implementation

* GQA-4 example

* tempsave

* Compile pass

* New implementation of fp16Aint8B Gemm, Acheieve similar math throughput with native fp16 Gemm

* Bump rocm-docs-core from 0.24.0 to 0.29.0 in /docs/sphinx

Bumps [rocm-docs-core](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.24.0 to 0.29.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/RadeonOpenCompute/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.24.0...v0.29.0)

---
updated-dependencies:
- dependency-name: rocm-docs-core
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* initial enablement of gfx950

* fix clang format

* disable examples 31 and 41 int8 on gfx950

* initial navi4x enablement

* remove extra endif

* enabled dl_gemm

* update s_barrier and s_waitcnt for gfx12

* fix the gfx12 assembly syntax

* fixed block_sync_lds

* add support for more dl kernels on navi4

* add wmma

* format

* Todo: fix gemm_bilinear_wmma instances compilation bug

* Solve a bug when K1=16

* remove unnecessary changes

* Remove tensor layout limitation to LDS usage in tesnor contraction

* fixed block_sync_lds

* merge navi3_ref

* update self-attention and cross-attention

* fix a typo of name

* fixed layout

* debugging

* Add arch limiter for fp8 gemm

* fixed wmma

* enable fp8 gemm_xdl for all gfx9 targets

* temporarily disable gemm_xdl_fp16_fp8 on MI100/200

* fix the cmake logic for gemm_xdl_fp16_fp8

* fixed c_output

* re-enable the gemm_xdl_fp16_fp8 on MI100/200

* fixed gfx12

* fixed

* fixed

* seperate gfx12 blockwise_gemm

* fixed

* enable fwd conv on navi4x

* enable gridwise

* enabled gemm

* fixed merge

* remove empty example fold

* fixed conflicts

* some small changes

* Update cmake-ck-dev.sh

* Update cmake-ck-dev.sh

* enabled other types

* fixed register loads

* test fa

* enable gfx12

* clean up

* enable some instances on gfx12

* add gfx1201 macro in amd_wmma header

* fix clang format

* enable batched_gemm_softmax_gemm_perm_wmma for gfx12

* disable instances with blocksize=256 in attention examples

* debuggging

* debug

* fixed lds_enabled

* debugging

* Fix and add limit to skiplds feature

* Enable skipLds feature and fix compilation bugs

* add ck_tile definitions for gfx12

* fix clang format and test/wmma_op

* updage instances cmake for gfx12

* disable the test_wmma_op on gfx12

* fix the builds for gfx950

* add gfx12 and gfx950 to default target list

* clean-up cmake file

* Initial introduction of OFP8 data types.

* Renamed FP8 and BF8 tests into FP8_FNUZ and BF8_FNUZ.

* Implementation of ConvertFP32Nearest in test_fp8_ocp.

* Remove dependence on possibly undeclared alias.

* Implement FP8OCP test for stochastic rounding mode.

* Implement FP8OCP tests for half_t type conversions.

* enable bf16 atomic add on gfx950

* Implement ConvertFP32Nearest test.

* Implement ConvertFP32Stochastic test.

* Implement ConvertFP16Nearest and ConvertFP16Stochastic tests.

* Refactoring. Move FP8 definitions into a separate header file.

* Enable easy switching between architectures.

* Fix compilation error for gfx942 architecture.

* only builf gfx950 branch for gfx950 target by default

* Enable OCP build of example_gemm_xdl_fp8.

* Fix formatting.

* fix the build logic for gfx950

* Improve GEMM example verbosity.

* Add constexpr where applicable.

* fix the logic of enabling XDL and WMMA instances

* Improve GEMM example verbosity.

* Enable build of example_gemm_xdl_fp8_bf8 test.

* Fix tests for gfx1101 architecture.

* Build DPP examples only on gfx103 and gfx11 architectures.

* Optionaly run either CPU or GPU verifications with GEMM examples.

* Extend GeneratorTensor_Sequential to produce values of prescribed data types.

* Add missing constructor.

* Improve infrastructure for OFP8 data type support.

* BUGFIX. Should not use FP8 as Compute/Accum data type.

* Add custom target for grouped_convnd_bwd_weight tests.

* Can build `tests` target on gfx950.

* Bugfixes on gfx1101 architecture.

* Fix dependencies.

* Provide single point of truth for FP8 INF and NAN checks

* Prevent instantiation of operators that are not supported by FP8 data types

* Add FP8 type selection into client_axample CMakeLists.txt

* Prevent sccache server from shutting down during build

* Fix test success reporting logic

* Change default verification method to CPU.

GPU verification takes too much time to complete on the emulator.

* Make sure all tests and examples are built for gfx950

* Facilitate testing of FP8 data types on the emulator

* Introduce two new tensor generators

* Enable instances built for gfx94 to be built on gfx950

* Verify 35_splitk_gemm on floating point numbers.

splitk gemm appears to be losing precision VS reference implementation when FP numbers are involved.

* Verify 04_gemm_add_add_fastgelu on floating point numbers

* Verify 20_grouped_conv_bwd_weight on floating point numbers

* Verify 38_grouped_conv_bwd_data_multiple_d on floating point numbers

* Verify more tests on floating point data

* Fix data types and improve testing verbocity.

* Upgrade to NPI 573 build docker.

* Skip on gemm_universal tests.

The tests take too long to complete on the emulator.
Need to see if it is possible to reduce the scope of the testing to just FP8 data types.

* Fix gfx1101 build

* Document test availability

* Re-enable fp8 gemms for gfx94/95

* Cherry-pick GEMM Universal tests for FP8 data types

* Cleanup

* CK_USE_GFX94 has already been set on this branch

* Address formatting issues and leftovers

* Make fail/pass logic consistent within 01_gemm folder

Removed multiple negations in fail/pass logic to propagate `true` as the success indicator.

* Fix GPU verification reporting logic.

* Update year in copyright notice.

* Cleanup

* Use `enum class` instead of `enum`

* Remove set_property for FP8 tests

* Narrowing the scope of PR to OCP FP8 enablement only

* Add tests for OCP FP8 vector_type storage

* Enable gemm kernel on all gfx9 architectures (#227)

* clean-up

* Implement `non_native_vector_base` with `ext_vector_type` array. (#232)

* Enable support of 1, 2, 4, and 8-byte custom types in CK.

* Fix pool tests for OCP FP8 data type

* fix jenkins file

* restore cron trigger

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: aska-0096 <haocwang@amd.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jing Zhang <jizhan@amd.com>
Co-authored-by: zjing14 <zhangjing14@gmail.com>
Co-authored-by: Jun Liu <Liu.Jun@amd.com>
Co-authored-by: Andriy Roshchenko <andriy.roshchenko@amd.com>
Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com>
2024-12-03 08:42:55 -08:00