2205 Commits

Author SHA1 Message Date
zanzhang
72c98db0e0 fused complete 2025-08-22 16:30:03 +08:00
zanzhang
b72b8d4270 layernorm tune 2025-08-19 11:22:18 +08:00
Haocong WANG
3142562c22 fix for aiter consume (#2677) 2025-08-13 19:06:22 +08:00
SamiAario-AMD
28a97865f5 Cleanups (#2631)
* Remove some duplicate code in fmha_fwd_appendkv_kernel.hpp

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

* Simplify two GemmPipeline calls

* Fix GemmPipelineAgBgCrCompV4::GetName

* Refactor use of ArgParser in CK tile GEMM examples

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

* Remove some unnecessary include statements

* Rename two variables

* Factor out common code

* Factor out do_verify

* Add and use type aliases for memory operation integral constants

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

---------

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

* fix bwd code

* save an example for __bf16 type

* temp save, waiting for debug

* tempsave, fmha_decode

* temp save, change all instance to 1wave

* fix async copytest bug

* Add block_sync_lds_direct_load utility

* fix the s_waitcnt_imm calculation

* Improve s_waitcnt_imm calculation

* fix vmcnt shift

* add input validation and bug fix

* remove unnecessary output

* move test_copy into test

* temp save

* tempsave

* compile pass

* tempsave, trload+asyncload done

* tempsave. asynccopy+trload sanity checked

* remove unnecessary features

* fix the lds alignment caused performance regression

* enable prefill overload operator().

* remove all lds bankconflict with xor layouts

* enable larger tile size; upgrade xor pattern

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

* small refactor

* Load Q through lds, implement xor;

* add vmcnt guard before load ktile

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

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

* add __restrict__ to tr load

* merge fa_decode pipeline into fmha_fwd api

* remove unnecessary files; rename some files

* Remove unnecessary changes

* bug fix, clang format;

* remove non-necessary change

* fix clangformat with 18.1.3

* fix bugs

* fix bug

* fix bug on non-gfx950

* fix bugs in gemm

* fix bug in pki4

* tempsave, update the blocksync functions

* change the warp setting for hdim32 fmha fwd

* clang format

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

* Fix the bug

* clang format

* refactor blockgemm change, isolate to v2;

---------

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

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

---------

Co-authored-by: ThomasNing <thomas.ning@amd.com>
2025-08-12 21:32:51 -07:00
Thomas Ning
0f42a92fc1 Finish the grouped gemm restructure with fp8 data type (#2655)
* Finish the grouped gemm restructure with data type

* restore gemm_utils.hpp

* Update example/ck_tile/17_grouped_gemm/run_grouped_gemm_example.inc

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

* Comment Addressed

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-08-12 18:23:34 -07:00
Thrupti Raj Lakshmana Gowda
3f57ec3d2d GEMM Multi D for CK Tile Engine (#2660)
* Readme for GEMM Multi D

* GEMM Multi D partial Progress

* GEMM Multi D partial Progress!

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

* Partial Progress

* Partial Progress

* Partial Progress

* Partial Progress : Incorrect Result

* Partial Progress : Debugging

* Partial Progress : Correct Results

* Partial Progress - Incorrect Results

* Partial Progress - Commenting Passthrough bypass logic

* Changing Passthrough to MultiplyMultiply

* Correct Results!

* Fix and debug the pass through feature

* Sample commit

* Correct Results : MultiplyMultiply

* Code Cleanup

* Removing Failed Instances

* Working code before Unary element support

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

* Updating README

* Working for Passthrough

* Review Comments : Minor Fixes

* Review Comments : Minor Fixes

* Readme Updated

* Partial Changes after Rebase

* Working Code : Changes after Rebase

* Updating Jenkins file

* Removing default value changed while testing

* Configuration changes in config files

* Tile Handler changes in GEMM Multi D Tile Engine

* Tile Handler changes in GEMM Multi D Example

* Change log for Gemm Multi D in CK Tile Engine

* Configuration changes in config files

---------

Co-authored-by: ThomasNing <thomasning@amd.com>
2025-08-12 16:05:05 -07:00
Geo Min
30dafe8281 [TheRock CI] Adding TheRock CI gate check (#2648)
* Adding initial TheRock CI

* Adding composable kernel link

* Adding correct repo for rocm-libraries

* Adding entire rocm-libraries checkout

* Adding correct flag

* Adding correct flag for fetch sources

* Fixing git health

* Removing patch

* Removing patching

* Removing manual check

* PR comments

* testing without dist

* Removing test branch

* PR comments

* PR comments

* PR comment

* Adding test_runs_on
2025-08-12 14:13:01 -07:00
joyeamd
0856b3f4a2 [CK_TILE]fix ck_tile's moe_sorting example in gfx11 (#2667)
* fix ck_tile's moe_sorting example in gfx11

* fix clang format

---------

Co-authored-by: illsilin_amdeng <Illia.Silin@amd.com>
2025-08-12 12:33:56 -07:00
Illia Silin
bbf41b27f2 fix builds with mainline/staging compilers (#2674) 2025-08-12 10:23:08 -07:00
slippedJim
20288caa2f remove bad pipeline codegen (#2673) 2025-08-13 00:23:40 +08:00
asleepzzz
5b39de4bb6 Revert "Optimize fmha fwd decode & prefill for gfx950 (#2641)" (#2670)
This reverts commit b7322a521a.
2025-08-12 20:27:10 +08:00
Haocong WANG
b7322a521a Optimize fmha fwd decode & prefill for gfx950 (#2641)
* Fix for fwd/bwd kernel build filter

* fix bwd code

* save an example for __bf16 type

* temp save, waiting for debug

* tempsave, fmha_decode

* temp save, change all instance to 1wave

* fix async copytest bug

* Add block_sync_lds_direct_load utility

* fix the s_waitcnt_imm calculation

* Improve s_waitcnt_imm calculation

* fix vmcnt shift

* add input validation and bug fix

* remove unnecessary output

* move test_copy into test

* temp save

* tempsave

* compile pass

* tempsave, trload+asyncload done

* tempsave. asynccopy+trload sanity checked

* remove unnecessary features

* fix the lds alignment caused performance regression

* enable prefill overload operator().

* remove all lds bankconflict with xor layouts

* enable larger tile size; upgrade xor pattern

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

* small refactor

* Load Q through lds, implement xor;

* add vmcnt guard before load ktile

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

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

* add __restrict__ to tr load

* merge fa_decode pipeline into fmha_fwd api

* remove unnecessary files; rename some files

* Remove unnecessary changes

* bug fix, clang format;

* remove non-necessary change

* fix clangformat with 18.1.3

* fix bugs

* fix bug

* fix bug on non-gfx950

* fix bugs in gemm

* fix bug in pki4

* tempsave, update the blocksync functions

* change the warp setting for hdim32 fmha fwd

* clang format

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

* Fix the bug

* clang format

---------

Co-authored-by: Max Podkorytov <4273004+tenpercent@users.noreply.github.com>
2025-08-12 19:43:14 +08:00
Mateusz Ozga
c0c2ded566 fix (#2668) 2025-08-12 13:02:10 +02:00
Yi DING
8e1eb0c1ee [CK_TILE] FMHA BWD Decode Pipeline (#2643)
* Fix distr

* Duplicate block_fmha_bwd_dq_dk_dv_pipeline_trload_kr_ktr_vr

* decode 16x16 o2
2025-08-12 17:02:52 +08:00
Cameron Shinn
352f87e684 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
```
2025-08-12 13:44:01 +08:00
Yi DING
4fde1646e5 [CK_TILE] FMHA BWD Optimization For GFX950 (#2628)
* simplify fmha_bwd_kernel MakeKargs & dq_dram_window

* simply duplicate

* trload pipeline

* Try two-stage

* add prefetch

* optimize & iglp
2025-08-12 11:11:55 +08:00
Aviral Goel
a7badc6ec5 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>
2025-08-11 10:54:37 -07:00
Illia Silin
6bfef63414 enable aiter test_mha in daily CI (#2659) 2025-08-11 09:50:33 -07:00
Yashvardhan Agarwal
191c62967b Fixes to "General 2D Reduction Kernel" (#2535) (#2656)
* fix reduce2d

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

* clang-format
2025-08-11 15:01:33 +02:00
geozhai
1e1ee758fa update CK build instruction step 4 (#2563)
Co-authored-by: Aviral Goel <aviral.goel@amd.com>
2025-08-11 00:26:13 -04:00
Illia Silin
8613aa1e40 remove ck_tile transpose and gemm stages from CI (#2646) 2025-08-08 10:48:44 -07:00
Illia Silin
7ac850ac72 Add daily AITER tests on gfx942. (#2639)
* add option to select aiter branch, add tests on gfx942
2025-08-08 09:30:46 -07:00
Max Podkorytov
ab26026835 [CK-tile] add more tests for batched transpose testing the rectangular block tile sizes (#2634)
* add failing tests

* swap out and reference

* add constraint assert to transpose input distribution

* test both pipelines with rectangular block tile

* print mismatched indices

* add a smaller failing test for old pipeline

* print grid and block

* fill output before operating on it

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

* add device syncs

* add one more flipped test case

* flip block tile at host arg init

* fix tiles for lds pipeline

* clang-format

* rename tests

* roll back error check

* remove device syncs

* reduce large test case's size
2025-08-07 16:51:53 -07:00
Sami Remes
3c9400471d [CK_TILE] Enable persistent kernel and tail handler in tile_engine (#2300)
* Enable persistent kernel in tile_engine and use tail handler

* Fix formatting

* Add persistent to default_config.json

* Remove extra newlines and add persistent also to user config

* Reduce instances from default_config.json

* add persistent to benchmark.json and custom_ci_config.json

* changed the config file to have few instances

---------

Co-authored-by: Thomas Ning <Thomas.Ning@amd.com>
Co-authored-by: ThomasNing <thomasning@amd.com>
2025-08-07 16:03:49 -07:00
Gino Lu
5d6d236b25 Add e8m0 scaled convert into CK_TILE (#2617)
* first commit

* remove redundent code

* modify according to comments.

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

* Add BlockFmhaBwdDQDKDVPipeline wrapper

* Resolve copilot comments & Remove kpad & fix

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

* Revert other changes in static encoding pattern

* Refactor to using a free print() function

* Remove loops and print just the containers

* Print tuple with better formatting, fix sequence compilation

* Add some tests for print utility

* Add print utility header

* Print for static_encoding_pattern

* add buffer_view printing

* Align vector_traits

* Fix formatting

* Lower-case enum strings

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

* Remove empty comment lines

* Fix test with lower-case too

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

* Add test_print_common.hpp

* add print.hpp in core.hpp

---------

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

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>
2025-08-07 12:30:08 +02:00
Bartłomiej Kocot
54c7e08a2f Fix clang format after conv changes (#2636) 2025-08-07 10:00:09 +02:00
Bartłomiej Kocot
5328b232b2 Grouped Convolution Forward Infer Bias Bnorm Activ (#2621)
* Grouped Convolution Forward Infer Bias Bnorm Activ

* 3d
2025-08-07 08:36:47 +02:00
Max Podkorytov
1824d65758 modernize scripts for running cmake and clang-format (#2503)
Co-authored-by: Aviral Goel <aviral.goel@amd.com>
2025-08-06 10:15:44 -07:00
Yashvardhan Agarwal
4750b293fe General 2D Reduction Kernel (#2535)
* General 2D Reduction Kernel

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

* comments resolution

* clang-format

* comments resolution

* clang-format

* clang-format

* comments resolution

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

Co-authored-by: Max Podkorytov <4273004+tenpercent@users.noreply.github.com>
Co-authored-by: Aviral Goel <aviral.goel@amd.com>
2025-08-06 15:16:12 +02:00
Yi DING
15e8b6ccf7 [CK_TILE] Fix FMHA qr_async causing errors in FA (#2627) 2025-08-06 20:04:23 +08:00
Thomas Ning
07469142cb delete all slp compilation flag in CK Tile (#2625) 2025-08-06 00:34:39 -07:00
Illia Silin
833ae1d051 Revert "Reduce build time tile engine (#2579)" (#2623)
This reverts commit e5b79b26fa.
rocm-7.1.0
2025-08-05 09:27:55 -07:00
Enrico Degregori
2203b0ddfe Add padding to 1x1Stride1Pad0 conv specialization (grouped conv bwd weight) (#2610)
* Add padding 1x1Stride1Pad0 conv specialization

* Add gridwise checks for conv cshufflev3

* Merge padding with previous transforms

* Apply transform changes for padding to default specialization as well

---------

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

* polish the example and clang format

* fix the non-persistent kernel error

---------

Co-authored-by: ThomasNing <thomasning@amd.com>
2025-08-04 23:43:01 -07:00
Max Podkorytov
2a78da4708 fix build for test_ck_tile_fp8 on rhel8 (#2615) 2025-08-04 17:43:15 -07:00
Illia Silin
fb96b49666 fix test_mx_mfma errors (#2614) 2025-08-04 11:43:47 -07:00
rahjain-amd
59245df46d Fix Debug Build for ckProfiler (#2609)
Problem
=======
relocation R_X86_64_32 out of range: 5405348154 is not in [0, 4294967295]

Solution
========
The problem was caused due the limitation comes from the 32 bit offsets
used in original DWARF standard.
We have the option to switch to 64bit offset for your libs which free
us from 4G size boundary.

add -gdwarf64 and -Og to avoid this limit.
2025-08-04 11:28:09 -07:00
Jinchao Xu
15eb493152 Add -gsplit-dwarf flag to reduce debug section size and fix ckProfiler link errors (#2611)
Resolves R_X86_64_32 relocation out of range errors in grouped conv2d instances
by splitting debug information into separate .dwo files.

Add explicit cast to avoid signed/unsigned comparison warning.
2025-08-04 11:26:08 -07:00
Bartłomiej Kocot
8655ba989c Mark non-grouped convolutions instances as deprecated (#2595)
* Mark non-grouped convolutions instances as deprecated

* Update CHANGELOG.md

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

* Update library/src/tensor_operation_instance/gpu/conv1d_bwd_data/device_conv1d_bwd_data_xdl_nwc_kxc_nwk_bf16_instance.cpp

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

---------

Co-authored-by: John Afaganis <john.afaganis@amd.com>
2025-08-04 16:49:55 +02:00
Max Podkorytov
0d9439760f remove std::format (#2604) 2025-08-01 19:22:07 -07:00
Illia Silin
b786d12e56 remove std=c++17 compiler flag (#2603) 2025-08-01 16:18:16 -07:00
Max Podkorytov
f36cb5b2aa [CK-tile] remove old ck-tile transpose test (#2591)
* remove old ck-tile transpose test

* rename test exe for consistency

* replace batched transpose regression test
2025-08-01 14:50:09 -07:00
Thomas Ning
e5b79b26fa Reduce build time tile engine (#2579)
* Modify CMakeLists to allow for splitting.

* Modify CMakeLists for data and layout logic.

* Run tests and get build artifact.

* Test new Cmakelists for speedup.

* Further improvements for speedup.

* turn off the FMHA

* turn off the automatic tile engine gemm

* minor fix

* disable the transpose test first

* Address the comment

* Jenkinsfile

* change the make thread to 64

* change the compile thread to 32

* Try to use with less OS memory space

* Have the Unity build batch size to 2

* reduce the chunk size

---------

Co-authored-by: Vidyasagar Ananthan <vidyasagar.ananthan@amd.com>
2025-08-01 14:42:33 -07:00
Illia Silin
788e8a878e update the switch condition for buffer built-ins (#2602) 2025-08-01 14:30:07 -07:00