Commit Graph

104 Commits

Author SHA1 Message Date
yinglu
dd7af118d7 TF32 POC in Conv3d on MI30x platform #2763 (second attempt) (#2852)
* Revert "Revert "feature:tf32:add initial conv3d fwd kernel support (#2763)" (#2848)"

This reverts commit 03b59f8c76.

* fix compile error on gf12x

* only run tf32 example on gfx942

* only build tf32 instance on gfx942

* ckProfiler:only support tf32 in gfx942

* delete unuseful messages
2025-09-17 14:50:15 -07:00
linqunAMD
f22740df82 Extend XDL kernel to Support RDNA3/4 - Part 5 (#2725)
* Enable xdl in gfx11 & gfx12

* update cmake file

* fix all instance build (cmake)

* fix batched_gemm_gemm(cmake)

* rebase cmake files

* fix cmake build error

* remve CK_ENABLE_DYNAMIC_WARP_SIZE

* update cmake build error2

* fix gfx11 build

CK_USE_XDL is enabled on gfx11 and gfx12

* fix gfx10 build

* fix gfx11 error

---------

Co-authored-by: Lin, Qun <Quentin.Lin+amdeng@amd.com>
2025-09-15 10:59:25 -07:00
Illia Silin
03b59f8c76 Revert "feature:tf32:add initial conv3d fwd kernel support (#2763)" (#2848)
This reverts commit c51102144f.
2025-09-15 08:27:04 -07:00
lym
c51102144f feature:tf32:add initial conv3d fwd kernel support (#2763) 2025-09-15 21:03:00 +08:00
linqunAMD
321627aec5 Extend XDL kernel to Support RDNA3/4 - Part 4 (#2724)
* Fix example

* fix build error

* update pk_i4 & moe test case

* fix all instance build (examples)

* fix batched_gemm_gemm (example)

* disable example_gemm_bias_softmax_gemm_permute on gfx11

* remove unnecessary disable gfx11

* update tests

* update tests2
2025-09-12 08:17:07 -07:00
mirchen-amd
60320e90c1 Mirchen/gemm blockscale wp segfault fix (#2638)
* Add stride validation to prevent segfault in blockscale GEMM

* run clang-format

* Update profiler/include/profiler/profile_gemm_blockscale_wp_impl.hpp

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

* added stride length checking to more gemm examples in ckprofiler

* ran clang format

* added validation header and implement in core gemm operations

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

* update CK build instruction step 4 (#2563)

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

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

* fix reduce2d

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

* clang-format

* enable aiter test_mha in daily CI (#2659)

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

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

* docs(CHANGELOG): Updated changelog

* chore: performed clang format

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

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

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

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

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

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

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

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

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

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

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

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

* fix(terminology): follow amd terms

* extract elementwise copy to a new kernel

* fix(copy_kernel): bug in verification

* add comments about vgpr usage

* lint and nits

* add notes and comments

* print hostTensor via stream

* print hostTensor via stream

---------

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

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

* simplify fmha_bwd_kernel MakeKargs & dq_dram_window

* simply duplicate

* trload pipeline

* Try two-stage

* add prefetch

* optimize & iglp

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

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

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

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

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

* Fix distr

* Duplicate block_fmha_bwd_dq_dk_dv_pipeline_trload_kr_ktr_vr

* decode 16x16 o2

* fix (#2668)

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

* Fix for fwd/bwd kernel build filter

* fix bwd code

* save an example for __bf16 type

* temp save, waiting for debug

* tempsave, fmha_decode

* temp save, change all instance to 1wave

* fix async copytest bug

* Add block_sync_lds_direct_load utility

* fix the s_waitcnt_imm calculation

* Improve s_waitcnt_imm calculation

* fix vmcnt shift

* add input validation and bug fix

* remove unnecessary output

* move test_copy into test

* temp save

* tempsave

* compile pass

* tempsave, trload+asyncload done

* tempsave. asynccopy+trload sanity checked

* remove unnecessary features

* fix the lds alignment caused performance regression

* enable prefill overload operator().

* remove all lds bankconflict with xor layouts

* enable larger tile size; upgrade xor pattern

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

* small refactor

* Load Q through lds, implement xor;

* add vmcnt guard before load ktile

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

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

* add __restrict__ to tr load

* merge fa_decode pipeline into fmha_fwd api

* remove unnecessary files; rename some files

* Remove unnecessary changes

* bug fix, clang format;

* remove non-necessary change

* fix clangformat with 18.1.3

* fix bugs

* fix bug

* fix bug on non-gfx950

* fix bugs in gemm

* fix bug in pki4

* tempsave, update the blocksync functions

* change the warp setting for hdim32 fmha fwd

* clang format

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

* Fix the bug

* clang format

---------

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

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

This reverts commit b7322a521a.

* added batch stride checking to batched gemm ops in profiler

* removed batch stride validation

* removed batched stride validation again

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

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

* refactor function names

* added gemm stride checking to more profiler gemm operations

* run clang format

* add stride checkign to 01 gemm example

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

* build of ckProfiler success

* update file headers

---------

Co-authored-by: rahjain-amd <Rahul.Jain@amd.com>
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
Co-authored-by: geozhai <44495440+geozhai@users.noreply.github.com>
Co-authored-by: Aviral Goel <aviral.goel@amd.com>
Co-authored-by: Yashvardhan Agarwal <yashagar@amd.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>
Co-authored-by: Yi DING <yi.ding@amd.com>
Co-authored-by: Cameron Shinn <camerontshinn@gmail.com>
Co-authored-by: Mateusz Ozga <110818320+mozga-amd@users.noreply.github.com>
Co-authored-by: Haocong WANG <haocwang@amd.com>
Co-authored-by: Max Podkorytov <4273004+tenpercent@users.noreply.github.com>
Co-authored-by: asleepzzz <hanwen.chang@amd.com>
2025-08-19 01:19:17 -07:00
Illia Silin
504b101da3 upgrade from clang-format-12 to clang-format-18 (#2568)
* upgrade to clang-format-18

* update to clang-format-18 in pre-commit-config
2025-07-28 11:34:07 -07:00
Enrico Degregori
b01a27ff22 Support b_scale: (#2350)
- extend pipeline v1 and v3
 - add instances
 - add tests
 - add example

Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
2025-07-24 18:49:58 -07:00
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
Eisuke Kawashima
4e586ca958 chore: unset executable permission (#2303)
Co-authored-by: Eisuke Kawashima <e-kwsm@users.noreply.github.com>
2025-06-10 09:13:59 -07:00
Andriy Roshchenko
00247e3c29 Optimized GEMMs for MX FP4/8 (#2294)
Adds V3 GEMM pipeline for MX FP4 and MX FP8 
Adds V3 GEMM pipeline for MX FP4 with preshuffling
Adds MXFP4 GEMM tests (#2275)
Adds MXFP4 GEMM examples
Adds MXFP4 GEMMs to ckProfiler




Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com>
Co-authored-by: Andriy Roshchenko <andriy.roshchenko@amd.com>
Co-authored-by: aska-0096 <haocwang@amd.com>
Co-authored-by: lalala-sh <Jiaxing.Wen@amd.com>
Co-authored-by: OscarXu <huaiguxu@amd.com>
Co-authored-by: mtgu0705 <mtgu@amd.com>
Co-authored-by: Ding, Yi <yi.ding@amd.com>
Co-authored-by: feifei14119 <feiw@amd.com>
Co-authored-by: Lin, Qun <qlin@amd.com>
Co-authored-by: joye <joye@amd.com>
Co-authored-by: Rostyslav Geyyer <46627076+geyyer@users.noreply.github.com>
2025-06-05 13:54:15 -06:00
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
Aviral Goel
11f6c14e03 Add 0 as an acceptable arguement for strides in CK GEMM example (Issue 2037) (#2268)
* add 0 as valid default arguement for strides

* add 0 as valid default arguement for strides

# Conflicts:
#	example/01_gemm/common.hpp
2025-06-03 07:26:58 -07:00
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
Mingtao Gu
56378f810f CK pk_i4_t test failures fix (SWDEV-518629) (#2075)
* fix pk_i4_v3 tests failures in Unbuntu env.

* fix pk_i4_t tests failure on Unbuntu issues.

* some fixed.

---------

Co-authored-by: mtgu0705 <mtgu@amd.com>
2025-04-14 16:58:57 +08:00
Muhammed Emin Ozturk
dd4c12b155 f8/bf16 GEMM Stream-K (#1879) 2025-03-31 20:30:17 -06:00
Illia Silin
23a949706c Disable all pk_i4 tests for all targets except gfx942/950. (#2022)
* only build gemm_fp8_pk_i4 examples for gfx942/950

* fix cmake logic

* moved the architecture check to IsSupported function

* Revert "moved the architecture check to IsSupported function"

This reverts commit 056d2a08b3.

* disable all pk_i4 tests for targets other than gfx942/950

* fix cmake logic
2025-03-26 15:15:57 -07:00
Illia Silin
99b2bbc1d6 Make sure gemm_fp8_pk_i4 examples only build and run on gfx942/950. (#2010)
* only build gemm_fp8_pk_i4 examples for gfx942/950

* fix cmake logic

* moved the architecture check to IsSupported function

* Revert "moved the architecture check to IsSupported function"

This reverts commit 056d2a08b3.
2025-03-25 14:43:38 -07:00
Illia Silin
1342ecf7fb Add a daily CI build on gfx908. (#1987)
* add one daily ci build on gfx908

* add redis invocation tag for gfx908

* make ci build for gfx908 conditional

* fix groovy logic

* add option to run perf tests for gfx908

* disable a few tests on mi100
2025-03-17 18:08:53 -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
Illia Silin
9b51c08bf7 remove support for gfx940 and gfx941 targets (#1944)
* remove support for gfx940 and gfx941 targets

* update changelog
2025-03-05 11:07:33 -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
jefyang1
3b2302081e Fix test_gemm_universal test_grouped_convnd_fwd and example_gemm_xdl_streamk on gfx950 (#1891)
* Fix gemm universal test failure

* Fix test_grouped_convnd_fwd failure

* Fix example_gemm_xdl_streamk failure
2025-02-17 11:06:45 -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
Bartłomiej Kocot
7790e8c3f7 Add rounding for float to bf16 conversion as default (#1812)
* Add rounding for float to bf16 conversion

* Add bhalf test

* Add inf test bhalf

* Refactor

* update cmake

* Fixes
2025-01-15 16:41:21 +01:00
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
Muhammed Emin Ozturk
9e95d54cd2 BF16 GEMM Stream-K (#1541)
* initial

* Cmake file

* successfull compilation but validation failed

* Cmake

* update

* gpu validation

* gemm universal

* gemm universal sk update

* sk bf16 universal instance

* gemm_universal_streamk.hpp

* only build for gfx94

* Cmakelist

* profiler update, bf16 sk only works at gfx42

* clang

* clang

* clang all

* no need flags

* cmake script

* delete comment

* gemm universal sk fix

* clang

* profiler fix

* clang

* update

* update

* delete comment

* code formatting

* cmake

* fix instance

* clang

* argument supported

* argument supported and clang

* update

* fix

* removing unnecessary comments

* clang formatting

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

Co-authored-by: afagaj <john.afaganis@gmail.com>

* CopyRight Comment 2025

* clang reformatting

* copy right 2025

---------

Co-authored-by: Emin Ozturk <ozturk.27@osu.edu>
Co-authored-by: root <root@ctr-ubbsmc16.amd.com>
Co-authored-by: Muhammed Emin Ozturk <meozturk@t004-008.hpcfund>
Co-authored-by: root <root@splinter-126-wr-d3.amd.com>
Co-authored-by: Muhammed Emin Ozturk <meozturk@t006-001.hpcfund>
Co-authored-by: Muhammed Emin Ozturk <meozturk@login1.hpcfund>
Co-authored-by: Muhammed Emin Ozturk <meozturk@t004-004.hpcfund>
Co-authored-by: Emin Ozturk <emin.ozturk@utah.edu>
Co-authored-by: Muhammed Emin Ozturk <meozturk@t008-001.hpcfund>
Co-authored-by: afagaj <john.afaganis@gmail.com>
2025-01-02 10:30:04 -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
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
Adam Osewski
b6bcd76d88 CK-Tile first draft of universal block gemm with interwave & intrawave scheduler (#1676)
* Block universal gemm.

* Universal block gemm with interwave scheduler - draft.

* Refactoring

* Move a/b_warp_tiles into BlockGemmImpl
* set BlockGemmImpl as a class member

* Change tile size for more suitable to memory bound cases.

* Introduce kKPerThread to WarpGemm

* Add documentation comment.

* Fix Interwave scheduler block gemm.

* Add compute/memory friendly tile configuration.

* Clean

* New tile configurations in gemm mem example.

* Add more static checks and fix loop order in block gemm.

* Add more static checks and use warp gemm mfma dispatcher.

* Add default scheduler block gemm.

* Remove logging in example.
2024-11-26 08:45:14 +01:00
Harisankar Sadasivan
d6d4c2788b universal streamk fp8 changes (#1665)
* universal streamk fp8 changes & ckprofiler instances

* revert strides to -1 and verification options

* fp8 exclusion on pre-gfx94 for universal_streamk

* PR review based revisions: permissions reverted,  removed hip err checks


---------

Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
2024-11-21 08:21:37 -08:00
Illia Silin
8aba2724cc Add bf16 and int8 wmma gemms for Navi3x and Navi4x. (#1671)
* add bf16 gemms for gfx11/gfx12

* reduce the input values in test_gemm

* add int8 wmma gemm instances for gfx11/gfx12

* add example gemm_wmma_int8

* fix bug in gemm_wmma_int8 test

* increase bf16 gemm test tolerance

* update the dates and clean-up commented-out instances
2024-11-18 14:07:04 -08:00
Rostyslav Geyyer
7d576f1748 Update GPU verification (#1596)
* Update inits

* Update static_cast to type_convert

* Add verification option selection
2024-10-25 08:13:46 -07:00
Rostyslav Geyyer
3f710930f6 Update default stride (#1576)
* Update default stride value to -1

* Fix format

* Revert "Fix format"

This reverts commit ae0c3649ec.

---------

Co-authored-by: Harisankar Sadasivan <135730918+hsadasiv@users.noreply.github.com>
2024-10-21 08:45:22 -07:00
Rostyslav Geyyer
d18fc0797f Fix default stride value (#1559) 2024-10-10 07:37:09 -07:00
Rostyslav Geyyer
aa932445ea Add a gpu gemm reference kernel (#1528)
* Add a gpu gemm reference kernel

* Switch to gpu reference in gemm examples

* Remove redundant arguments

* Update all related examples

* Update more examples

* Try less threads per block

* Try even less threads per block

* Add support for all matrix layouts

* Increase block size

* Clean up

* Remove hardcoded strides

* Clean up

* Try a column-major case

* Revert back to row-major

* Run both CPU and GPU veriffication

---------

Co-authored-by: Po Yen Chen <PoYen.Chen@amd.com>
2024-10-08 11:05:28 -05:00
Thomas Ning
cf08df6b5e fix the unsupported scenario of Ali TestGemmUniversal (#1501) 2024-09-09 11:31:27 -07:00
Haocong WANG
5b10dae6a4 Add gemm universal bf16 instances (#1484)
* revert ckprofiler change

* temp save

* Add test and test pass

* test pass

* Fix bug inside rotating buffer when tensor is not packed

* bug fix

* clang format

---------

Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
2024-09-04 20:58:54 -07:00
Rostyslav Geyyer
e20f20efbf Set RNE fp8 conversion as a default (#1458)
* Set RNE fp8 conversion as a default

* Update f8 tests

* Disable failing test on gfx11

* Update bf8 tests

* Add a flag

* Fix the flag

* Raise flag for gfx10 as well

* Temp commit for tolerance testing

* Update tolerances
2024-08-21 09:09:48 -07:00
Haocong WANG
8c90f25be3 [GEMM] F8 GEMM, performance optimized. (#1384)
* add ab_scale init support

* enabled interwave

* add scale type; update isSupport

* adjust example

* clean

* enable f8 pure gemm rcr ckprofiler

* Add gemm_multiply_multiply instances

* clang format

* Optimize for ScaleBlockMNK=128

* enable abscale f8 gemm ck profiler

* Add pure f8 gemm test suite

* Reverting to the state of project at f60fd77

* update copyright

* clang format

* update copyright

---------

Co-authored-by: root <jizhan@amd.com>
2024-07-19 22:06:52 +08:00
Harisankar Sadasivan
75e622f02f Universal streamk with atomics (#1360)
* universal streamk with atomics with ckprofiler support. grid_size and streamk strategy are tunable. grid_size of -1 leads to #WGs = maximum occupancy X num_CUs. implementation supports many different streamk policies: 1-tile, 2-tile, 3-tile and 4-tile. streamk strategy of -1 leads to default streamk policy (4-tile). 

* Update README.md

* fixing clang-format issues

* removed conflicts in struct members between streamk and universal streamk

* corrected arg parsing for streamk and universal streamk

* added stream-k policies for 3 tile and 4 tile

* fixed argument type issue with parsing cmd args

* changes suggested in PR review are made- removing comments and correcting copyright

* file permissions updated

* added default value support for grid_size and streamk-policy selection set to -1

* print messages for arguments

* print messages for arguments

* print messages for arguments1
2024-07-05 21:40:30 -07:00
Illia Silin
941d1f7ce0 Merging the gfx12 code into public repo. (#1362) 2024-06-27 00:33:34 -07:00
Illia Silin
566b6480a2 Code clean-up (#1285)
* code clean-up

* remove the profiling output samples
2024-05-10 09:41:39 -07:00
Haocong WANG
764164b488 [GEMM] UniversalGemm update (#1262)
* Add bf16 instances

* Add bf16 gemm universal example

* tempsave

* Add guard to navi compilation

* workground on a specific mixed gemm instance ( bring back it when compiler fix upload)

* fix formatting condition statement issue

* solve conflict

---------

Co-authored-by: Jun Liu <Liu.Jun@amd.com>
2024-04-26 12:56:07 -05:00
Haocong WANG
f83e9701e9 [GEMM] Gemm universal device operation (#1154)
* Optimize GEMM on MI200/300:
1. Add new blockwise gemm pipeline
2. Add irregular splitk intances

* clang format + typo fix

* Fix a bug

* initial commit

* Add more instances to irregular splitk

* blkgemm pipeline v1~4 prototype

* Sanity Checked. Known issue:
1. Poor performance of splitk
2. Register spill on blkgemmpipeline v3

* Sanity and Performance fix:
1. fix a bug related to sanity in grouped b2c mapping
2. fix a bug related to sanity and performance in splitk offset

* Sanity and API update:
1. Remove prefetch stage
2. Fix valid check bug
3, Add first gemm_universal instance into ckProfiler

* Add NN instances for gemm universal

* 1. Add NT instances for gemm_universal
2. Fix a bug about Kpadding in gemm_universal

* Fix a bug regarding padding Odd K number

* remove kernel print

* Fix KPadding bug...

* Update safety check

* another try to fix kpadding..

* Sanity checked

* new instances..

* clang format+typo fix

* remove clang format script's change

* Add non-hotloop compile option

* 1. Add fp16xfp8 example
2. pull packed convert f8 from pr1150

* Some miscs.. opt and fix

* Add pipeline description docs

* Split universal gemm instance library to cut profiler compiling time

* uncomment cmakefile

* Fix a bug caused by blockwise_gemm_pipe_v2

* reduce default splitk to 1

* Add 224x256x64 tile size

* update, including:
1. Experiment pipeline 5~7
2. Optimization for pipeline 4
3. Organized instance library

* temp save

* temp save

* Permuted lds layout, sanity and function checked

* clang format

* Move OOB check from RunRead to RunWrite, for better software pipeline.
TODO: agpr spill when NN layout

* clangformat

* A/B splitpipe scheduler for v3

* Fix two bugs

* bug fix

* fix a bug in oob check

* Example for mixed fp16_fp8 gemm

* Clean experimental code blocks

* Add mixed precision gemm into profiler

* tempsave

* optimize m/n major lds layout

* Add RRR GEMM  mixed precision instances

* Optimize f8 matrix transpose

* Add test_gemm_universal

* A/B spilt schedule for blkpip v5

* Take ds_read2 into iglp scheduling scheme

* format

* fixed cmake

* Add llvm-option into CI cmake flag

---------

Co-authored-by: Jing Zhang <jizhan@amd.com>
2024-04-13 21:03:18 -05:00
Illia Silin
ae57e5938e Split the instances by architecture. (#1223)
* parse examples inside the add_example_executable function

* fix the example 64 cmake file

* add xdl flag to the gemm_bias_softmax_gemm_permute example

* add filtering of tests based on architecture type

* enable test_grouped_gemm for gfx9 only

* enable test_transpose only for gfx9

* only linnk test_transpose if it gets built

* split the gemm instances by architectures

* split gemm_bilinear,grouped_conv_bwd_weight instances by targets

* split instances by architecture

* split grouped_conv instances by architecture

* fix clang format

* fix the if-else logic in group_conv headers

* small fix for grouped convolution instances

* fix the grouped conv bwd weight dl instances

* fix client examples

* only enable client examples 3 and 4 on gfx9

* set the gfx9 macro

* make sure the architecture macros are set by cmake

* use separate set of xdl/wmma flags for host code

* sinmplify the main cmake file

* add conv_fwd_bf8 instance declaration
2024-04-02 09:42:17 -07:00
zjing14
1837040a9c Navi3 rel (#1176)
* wmma_op + unit test

* add arch limitation to wmma test

* change arch limitation

* Refactor + Add all type unit test(int4 compile failed)

* Add f32_16x16x16_bf16 unit test

* tempsave

* tempsave

* tempsave

* runtime bug, cannot find symbol

* workaround for incorrect HIP warpSize return value

* debugging

* tempsave

* Correctness OK, waiting for optimization

* Tidy up + format

* temp save

* temp save, reproduce the v_bfi_b32 issue

* add inline asm for wmmaop test

* tidy up

* clean some debug purpose code

* discard some codes

* clang format

* clang format

* compiler issue fixed + increase tile size

* navi3x_multipleD+example

* temp save

* workable

* batchedgemm[OK], groupconv[debug]

* groupconv: Sanity check[OK], Performance[Bad]

* navi3x_groupconv_need_optimization

* create necessary files

* save progress

* Add Inter-Row thread transfer

* save progress

* save debugging progress

* sanity check pass

* fix a host tensor bug and clean up flash-attn code

* format

* cancel unnecessary change

* cancel unnecessary change

* cancel unnecessary change

* temp save, add asm backend flag to amd_wmma

* Mat-A LDS Bypass sanity pass

* temp save

* gemm sanity fix

* Porting new blockwise gemm to flash attention

* Example branch provide to compiler team

* tempsave

* Fix a bug

* batched gemm ported

* conv A-skip lds ported

* Skip B-Lds real gemm

* Skip B Lds Gemm + MulD

* batched gemm, conv, skip b lds

* format

* Attn, skip b lds

* Change GridwiseOp nam

* fix a typo caused bug

* Skip A_Lds sanity pass, Skip B_Lds scratch occured

* Bug found, intra-row permute off caused

* bug found

* a fix

* disable buffer load due to incorrect 3rd dword

* update fmha config, no scratch generated

* update 3rd dword

* fmha config update

* FMHA, add support to gfx1101/gfx1102

* Merge origin dev (#2)

* [Navi3x] Fix Gridwise_multiple_d operation (#649)

* Add CMake Option "USE_OPT_NAVI3X"

* fix bug

* standardize docs (#655)

* Separate bibtex requirement from rocm-docs-core (#656)

* separate bibtex requirement from rocm-docs-core

* point requirements to source rocm-docs-core repo

* Add CMake Option "USE_OPT_NAVI3X" (#647)

* Add CMake Option "USE_OPT_NAVI3X"

* remove navi3x opt compile option from cmake script

* Conv + quantization + tanh  (#645)

* Rename file. Prepare to support another activation

* Add comment for quantization

* Extract out_elementop

* Add tanh example

* Add conv + bias + tanh quantization instance

* Add missing parameter

* Refine cmake

* Add external api and client example

* Extract variable in example

* Fix the comment

---------

Co-authored-by: zjing14 <zhangjing14@gmail.com>

* Add a denorm test fix (#603)

* Add type_convert implementations for bf16

* Add the fix for conv_fwd

* Add the fix for conv_bwd_data

* Add the fix for conv_bwd_weight

* Format

* Format

* Another format

* Add a macro to use workaround on MI200 only

* Format

---------

Co-authored-by: Rosty Geyyer <rosty.geyyer@amd.com>
Co-authored-by: zjing14 <zhangjing14@gmail.com>

* simplify karg in device/grid of split-k op (#644)

* simplify karg in device/grid split-k op

* fix mk_kn_mn instances

* add more instances

* use name from tensor layout

* fix 3rd dword of buffer source descriptor (#659)

* add fp64 instances (#658)

Co-authored-by: root <root@ctr-ubbsmc15.amd.com>

* Issue #666: Revert "simplify karg in device/grid of split-k op (#644)" (#665)

This reverts commit bb5530af91.

* Groupnorm + swish external api (#668)

* Rename to proper naming

* Add example of groupnorm + swish

* Extract duplicate code in example

* Add groupnorm + swish instances

* Ractor instance generation, split into multiple cpp file

* Add external api and client example

* Refine profiler message

* Use ck math version of exp

* Refine problem size in example

* Add host version of exp

* add a marco to turn on/off denorm fix (off by default) (#673)

* add a marco to turn off denorm fix by default

* expose the marco

---------

Co-authored-by: root <root@ctr-ubbsmc15.amd.com>

* fixed quant example (#672)

Co-authored-by: root <root@ctr-ubbsmc15.amd.com>

* Add dependabot config and pin rocm-docs-core (#663)

* [gtest] suppress unsafe buffer warn (#670)

ref: https://github.com/ROCmSoftwarePlatform/MIOpen/pull/1912

* Add memory index guard in wmma device ops (#667)

* Add more macros to turn on/off denorm fix (#678)

Co-authored-by: Rosty Geyyer <rosty.geyyer@amd.com>

* Fix a typo (#676)

* Add (#677)

* Allow using ROCm release candidate compilers. (#679)

* enable use of rocm5.5 release candidate 4

* upgrade to ROCM5.5 RC5

* try fix the PUB_KEY error, remove the cmake-data package

* upgrade to latest cmake version

* use private dockerhub repo for rocm5.5 rc5

* add missing bracket

* add vector load check

* solve conflicts

---------

Co-authored-by: Sam Wu <sjwu@ualberta.ca>
Co-authored-by: Sam Wu <sam.wu2@amd.com>
Co-authored-by: rocking5566 <ChunYu.Lai@amd.com>
Co-authored-by: zjing14 <zhangjing14@gmail.com>
Co-authored-by: Rostyslav Geyyer <46627076+geyyer@users.noreply.github.com>
Co-authored-by: Rosty Geyyer <rosty.geyyer@amd.com>
Co-authored-by: carlushuang <carlus.huang@amd.com>
Co-authored-by: root <root@ctr-ubbsmc15.amd.com>
Co-authored-by: Jun Liu <Liu.Jun@amd.com>
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>

* Disable SkipLDS & Align AIT api (#3)

* fix layernorm, reduction Ops (#4)

* [Navi3x] Fix Gridwise_multiple_d operation (#649)

* Add CMake Option "USE_OPT_NAVI3X"

* fix bug

* standardize docs (#655)

* Separate bibtex requirement from rocm-docs-core (#656)

* separate bibtex requirement from rocm-docs-core

* point requirements to source rocm-docs-core repo

* Add CMake Option "USE_OPT_NAVI3X" (#647)

* Add CMake Option "USE_OPT_NAVI3X"

* remove navi3x opt compile option from cmake script

* Conv + quantization + tanh  (#645)

* Rename file. Prepare to support another activation

* Add comment for quantization

* Extract out_elementop

* Add tanh example

* Add conv + bias + tanh quantization instance

* Add missing parameter

* Refine cmake

* Add external api and client example

* Extract variable in example

* Fix the comment

---------

Co-authored-by: zjing14 <zhangjing14@gmail.com>

* Add a denorm test fix (#603)

* Add type_convert implementations for bf16

* Add the fix for conv_fwd

* Add the fix for conv_bwd_data

* Add the fix for conv_bwd_weight

* Format

* Format

* Another format

* Add a macro to use workaround on MI200 only

* Format

---------

Co-authored-by: Rosty Geyyer <rosty.geyyer@amd.com>
Co-authored-by: zjing14 <zhangjing14@gmail.com>

* simplify karg in device/grid of split-k op (#644)

* simplify karg in device/grid split-k op

* fix mk_kn_mn instances

* add more instances

* use name from tensor layout

* fix 3rd dword of buffer source descriptor (#659)

* add fp64 instances (#658)

Co-authored-by: root <root@ctr-ubbsmc15.amd.com>

* Issue #666: Revert "simplify karg in device/grid of split-k op (#644)" (#665)

This reverts commit bb5530af91.

* Groupnorm + swish external api (#668)

* Rename to proper naming

* Add example of groupnorm + swish

* Extract duplicate code in example

* Add groupnorm + swish instances

* Ractor instance generation, split into multiple cpp file

* Add external api and client example

* Refine profiler message

* Use ck math version of exp

* Refine problem size in example

* Add host version of exp

* add a marco to turn on/off denorm fix (off by default) (#673)

* add a marco to turn off denorm fix by default

* expose the marco

---------

Co-authored-by: root <root@ctr-ubbsmc15.amd.com>

* fixed quant example (#672)

Co-authored-by: root <root@ctr-ubbsmc15.amd.com>

* Add dependabot config and pin rocm-docs-core (#663)

* [gtest] suppress unsafe buffer warn (#670)

ref: https://github.com/ROCmSoftwarePlatform/MIOpen/pull/1912

* Add memory index guard in wmma device ops (#667)

* Add more macros to turn on/off denorm fix (#678)

Co-authored-by: Rosty Geyyer <rosty.geyyer@amd.com>

* Fix a typo (#676)

* Add (#677)

* Allow using ROCm release candidate compilers. (#679)

* enable use of rocm5.5 release candidate 4

* upgrade to ROCM5.5 RC5

* try fix the PUB_KEY error, remove the cmake-data package

* upgrade to latest cmake version

* use private dockerhub repo for rocm5.5 rc5

* add missing bracket

* Disable SkipLDS & Align AIT api

* Update dependabot config (#682)

Co-authored-by: samjwu <samjwu@users.noreply.github.com>

* update attn api

* solve type_convert bug + enable

---------

Co-authored-by: Sam Wu <sjwu@ualberta.ca>
Co-authored-by: Sam Wu <sam.wu2@amd.com>
Co-authored-by: rocking5566 <ChunYu.Lai@amd.com>
Co-authored-by: zjing14 <zhangjing14@gmail.com>
Co-authored-by: Rostyslav Geyyer <46627076+geyyer@users.noreply.github.com>
Co-authored-by: Rosty Geyyer <rosty.geyyer@amd.com>
Co-authored-by: carlushuang <carlus.huang@amd.com>
Co-authored-by: root <root@ctr-ubbsmc15.amd.com>
Co-authored-by: Jun Liu <Liu.Jun@amd.com>
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
Co-authored-by: samjwu <samjwu@users.noreply.github.com>
Co-authored-by: haocwang <Haocong.WANG@amd.com>

* fix typo

* Fix attention with causal mask

* multiple fix, try ait compile

* Add A/B not use LDS pipeline

* Clang format, Add gfx1101, gfx1102 support of FMHA example

* cancel change of format script

* 1. Enable 2-stage global Prefetch ( May cause VGPR spilling)
2. Enable FP16 accumulator blockwise_gemm

* clang-format

* 1. change blockwise gemm loopover direction from kmn to mnk ( ~1% improvement)
2. change kernel timing mode to 50 warmup + 50 timed repeat

* Update low level abstration of blockwise gemm wmma

* (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

* 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

* update self-attention and cross-attention

* fix a typo of name

* Add arch limiter for fp8 gemm

* 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

* re-enable the gemm_xdl_fp16_fp8 on MI100/200

---------

Co-authored-by: aska-0096 <haocwang@amd.com>
Co-authored-by: Sam Wu <sjwu@ualberta.ca>
Co-authored-by: Sam Wu <sam.wu2@amd.com>
Co-authored-by: rocking5566 <ChunYu.Lai@amd.com>
Co-authored-by: Rostyslav Geyyer <46627076+geyyer@users.noreply.github.com>
Co-authored-by: Rosty Geyyer <rosty.geyyer@amd.com>
Co-authored-by: carlushuang <carlus.huang@amd.com>
Co-authored-by: root <root@ctr-ubbsmc15.amd.com>
Co-authored-by: Jun Liu <Liu.Jun@amd.com>
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
Co-authored-by: samjwu <samjwu@users.noreply.github.com>
Co-authored-by: haocwang <Haocong.WANG@amd.com>
Co-authored-by: illsilin <Illia.Silin@amd.com>
2024-03-08 17:11:51 -08:00
Rostyslav Geyyer
363feb482d Refactor tolerances for correctness check in gemm op (#1188)
* Refactor tolerances for correctness check

* Update tolerances

* Update host-side gemm

* Update reference gemm call
2024-03-08 12:05:05 -08:00
Rostyslav Geyyer
9ce18b045d Fix example_gemm_xdl_fp8 (#1183) 2024-03-01 16:42:15 -08:00