Commit Graph

601 Commits

Author SHA1 Message Date
Andriy Roshchenko
57e0f5df29 MX GEMM - Expand MX MFMA Testing to BF8, FP6, and BF6 Data Types (#2199)
* Unify test interface for different layouts.

* WIP: Introducing FP4/FP6/FP8 abstractions

* WIP: Introducing packed storage abstraction

* WIP: Introducing packed storage abstraction

* WIP: Improved support for FP6 data type

* Refactor packed storage for f6_t

* WIP: FP6 MFMA test

* Test if we correctly represent all FP6/FP4 numbers

* Additional output for failed FP4 test.

* More failing conversion tests

* Even more failing conversion tests

* Working FP6 MFMA tests

* Expand MX MFMA testing to BF8/6

* Update and verify MX MFMA test for packed types

* Fix fp4 and fp6 conversions on host

* Working MX MFMA tests for FP8/6/4

* Cleanup

* Add missing type

* Cleanup

* Final cleanup

* Restrict FP6/4 values output to CK_LOGGING=1

* Use CHAR_BIT instead of number 8

* Fix typo

* Remove FP6 and FP4 from the list of native types

---------

Co-authored-by: Rostyslav Geyyer <rosty.geyyer@amd.com>
2025-05-19 16:52:51 -05:00
Mateusz Ozga
fa3c6811d8 Disable conv for Filter1x1Stride1Pad0 when K or C is even (#2186) 2025-05-16 10:18:47 +02:00
Bartłomiej Kocot
6fddb5708c Add grouped conv fwd bias relu instances (#2179)
* Add grouped conv fwd bias relu instances

* fixes

* fix
2025-05-09 22:52:34 +02:00
Khushbu Agarwal
c7b8e86e34 [CK_Tile] Simplified Mem pipeline (#2159)
* simplify code

* compiled the code

* Simplified example and codegen for mem pipeline

* Reveting config and universal gemm example

* clang formatted

* remove comments

* clang formatted

* Add memory operation changes for defualt pipeline

* fix config file

---------

Co-authored-by: ThomasNing <thomas.ning@amd.com>
2025-05-07 18:37:31 -07:00
Rostyslav Geyyer
8a0d659f92 Add FP4 MX MFMA tests (#2151)
* Add conversion tests

* Fix ctor

* Fix nan logic

* Fix conversion logic

* Permute packed f4_t values

* Fix conversion to float, repack vector elements

* Fix device tests

* Permute elements in a vector

* Add a repro test

* Add a conversion for a repro test

* Update test vectors

* Update conversion

* Fix the test

* Update test vector generator

* Fix vector sr conversion

* Permute conversion args

* Update conversion

* Test

* Fix packing

* Simplify conversion function

* Pack conversion in a loop

* Pack conversion in a loop

* Pack another conversion in a loop

* Pack one more conversion in a loop

* Pack the last conversion in a loop

* Clean up

* Add ops

* Add tests

* Add missing utils

* Update reference mx gemm

* Add f4x2 init mode

* Update host tensor utils

* Update chunk size for f4x2

* Add non scaled ops

* Add a type utility

* Update non scaled reference kernel

* Add non scaled tests

* Debug mfma arguments

* Add more debug info

* Update chunk size

* Update data layout

* Add more debugging

* Fix B stride

* Fix reference gemm

* Fix build

* One more reference fix

* Add more debug info

* Disable some tests

* Enable tests

* Add fp4 dimensions

* Update reference kernels

* Temp edits

* Remove leftovers

* Fix conflicts

* Clean up

* More clean up

* Revert "More clean up"

This reverts commit d8d35a0846.

* Add layouts to tests

---------

Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com>
2025-05-06 09:24:00 -05:00
Muhammed Emin Ozturk
b8fa27bfef Fix failure in test_batched_gemm_softmax_gemm_permute for lower resource devices (#2117)
* Problematic test case are analyzed and turned off for lower resource GPUs

* update device info

* Update test_batched_gemm_softmax_gemm_permute_bf16_xdl.cpp

* Update test_batched_gemm_softmax_gemm_permute_fp16_xdl.cpp

* Update test/batched_gemm_softmax_gemm_permute/test_batched_gemm_device_utils.hpp

Co-authored-by: John Afaganis <john.afaganis@amd.com>
2025-05-05 13:12:22 -07:00
jakpiase
0bcb804ad0 [CK_TILE] Remove scratch usage from universal gemm (#2001)
* moves kbatch condition outside of kernel

* add reviewer comments

* fixes

* fix tests

* fixes after review

---------

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

* Add more overloads of MX MFMA instructions

* Add MK_KN (RRR) tests

* Add KM_NK (CCR) tests

* Add more problem sizes to Large tests

* Add test_gemm_mx to the list of regression tests
2025-05-01 11:55:48 -06:00
Bartłomiej Kocot
4094ad158a Integrate universal gemm with conv bwd data and add SplitK (#1315)
* Integrate universal gemm with conv bwd data

* Fix multi d kernel

* Add splitK support

* instances refactor

* instances refactor

* refactor

* fixeS

* fixes

* 16x16 instnaces

* Fixes

* Fix

* Fix

* Fix

* Fix

* Fix

* Fixes

* fix

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

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

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

* Support both gfx11 and gfx12

* Enable SplitK for gfx12 and disable for gfx11

* Added RowColRow layout for DeviceGemmV2 fp16

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

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

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

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

* Fix formatting

* Add documentation

Based on e5ad48a784

* Enable gemm_universal profiling for gfx11/12

* Add WMMA intrinsics for F8/BF8

* Support F8/BF8 DeviceGemm_Wmma_CShuffleV3, add basic instances

* Add BF16 instances and tests

* Fix test_gemm_universal_wmma_fp8 by adding CK_USE_WMMA_FP8

---------

Co-authored-by: Anca Hamuraru <anca@streamhpc.com>
2025-04-28 10:14:21 +05:00
Rostyslav Geyyer
416e851584 Temporarily disable MX FP4 device tests (#2112) 2025-04-22 16:08:48 -05:00
Muhammed Emin Ozturk
b092c18da7 MI308 fix for streamk 1-Tile floating point exception (#2101) 2025-04-21 11:44:07 -07:00
Andriy Roshchenko
213b203a3c MX GEMM - Parameterized Test Template (#2088)
* Tests for MX FP8 GEMM

* Improve documentation
2025-04-16 19:56:00 -06:00
aledudek
7c32652e03 Add grouped conv fwd 3d GKCYX instances for f32, f16, bf16 (#2069)
* Part1

* Add grouped conv fwd 3d GKCYX instances for f32, f16, bf16

* Add missing coma

* Add missing cpp instance files

* Fix 3d layout

* Add missing closing bracket

* Add missing comp x2 and part2 instances

* Fix typo in instance name

* fix

* Fix

---------

Co-authored-by: Bartlomiej Kocot <barkocot@amd.com>
2025-04-16 11:00:55 +02:00
Andriy Roshchenko
7106976a72 MX GEMM - New GEMM pipeline for MX data types (#2059)
* Allow selection of mfma_scale instructions

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

* Add constexpr and synchronize return type for `get_exponent_value`

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

* Add support for microscaling instructions in `XdlopsGemm`

* Fix `mfma_scale_f32_16x16x128f8f6f4` wrapper

* Remove software implementation of MX GEMM

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

* Update README

* Updated CHANGELOG

* Remove unused static methods
2025-04-15 17:17:07 -06:00
Muhammed Emin Ozturk
74fda2e796 CkProfiler StreamK GemmUniversal Fix and Split Gemm_universal Test Redo PR #2044 (#2070)
* fix and split gemm_universal test


* Update test_gemm_universal_streamk_ut_cases_fp8.inc
2025-04-11 10:17:29 -07:00
Illia Silin
3e6d21adeb enable gfx115x support (#2065) 2025-04-09 10:06:42 -07:00
Illia Silin
29f7266216 Revert "CkProfiler StreamK GemmUniversal Fix and Split Gemm_universal Test (…" (#2054)
This reverts commit 7142d8003c.
2025-04-07 06:49:36 -07:00
Muhammed Emin Ozturk
7142d8003c CkProfiler StreamK GemmUniversal Fix and Split Gemm_universal Test (#2044)
* fix and split gemm_universal test

* clang

* Update test_gemm_universal_ut_cases_bf16.inc

* Update test_gemm_universal_xdl_bf16.cpp

* Update test_gemm_universal_ut_cases_fp16.inc
2025-04-03 14:22:43 -07:00
Thomas Ning
50d1f8ff90 Add the MI355 support for CK TILE GEMM (#2046)
* Get the root cause of the ck tile gemm failing on mi355

* Fix the ck tile gemm on MI355

* delete the debug info
2025-04-03 11:48:54 -07:00
Rostyslav Geyyer
265af71a71 Add FP16/BF16<->FP8/BF8 conversions (#2035)
* Move conversion functions and add missing conversions

* Add tests

* Add missing conversions

* Add missing conversions

* Add bf8 tests

* Update clipping for vectors

* Add missing conversions

* Add bf16 fp8 tests

* Add bf16 bf8 tests

* Fix device conversion

* Fix conversions

* Fix vector use

* Minor fix

* Add a workaround flag

* Add a workaround flag for bf16 conversion

* Add another workaround

* Add a workaround for fp16 to bf8 conversion

* Update type alias

* Add docstrings and missing wrappers

* Fix if defined macros

* Fix more if defined macros

* Add comments

* Remove __host__ specifier

* Add a gfx950 guard

* Update function naming
2025-04-03 12:42:03 -05:00
Bartłomiej Kocot
2ccf914888 Add support for GKCYX grouped conv weight (#2023)
* Grouped conv bwd weight GKCYX support

* fix and changelog

* fix

* fix

* fixes

* comments

* fix
2025-04-02 23:59:49 +02:00
Bartłomiej Kocot
8c0ab61ece Grouped conv backward data GKCYX support (#2029)
* Grouped conv backward data GKCYX support

* profiler

* Converter

* split instances
2025-04-01 13:24:38 -07:00
Bartłomiej Kocot
ec742908bd Grouped conv fwd v3 fix for SplitN an G > 1 (#2038)
* Grouped conv fwd v3 fix for SplitN an G > 1

* Remove int8 large test

* Retore int8 test
2025-04-01 13:19:35 -07:00
Muhammed Emin Ozturk
dd4c12b155 f8/bf16 GEMM Stream-K (#1879) 2025-03-31 20:30:17 -06:00
Rostyslav Geyyer
441343a23d Add MX FP4 device conversion tests (#1889)
* Add conversion tests

* Fix ctor

* Fix nan logic

* Fix conversion logic

* Permute packed f4_t values

* Fix conversion to float, repack vector elements

* Fix device tests

* Permute elements in a vector

* Add a repro test

* Add a conversion for a repro test

* Update test vectors

* Update conversion

* Fix the test

* Update test vector generator

* Fix vector sr conversion

* Permute conversion args

* Update conversion

* Test

* Fix packing

* Simplify conversion function

* Pack conversion in a loop

* Pack conversion in a loop

* Pack another conversion in a loop

* Pack one more conversion in a loop

* Pack the last conversion in a loop

* Clean up

* Add printf to fix intrinsic

* Add a sw-based workaround
2025-03-26 19:23:01 -05:00
Bartłomiej Kocot
54c81a1fcf Add support for GKCYX grouped conv fwd (#2015)
* Add support for GKCYX grouped conv fwd

* fixes

* fix

* changelog

* Fixes
2025-03-26 21:13:38 +01:00
jakpiase
0e91d32c61 [CK_TILE] Switch to universal gemm for batched and grouped gemms (#1919)
* switch to universal gemm for batched and grouped gemms

* added reviewer comments

* fixed grouped gemm tests
2025-03-20 11:17:04 +01:00
Bartłomiej Kocot
c2e4898b4b Grouped conv bwd data NGCHW (#1967)
* Grouped conv bwd data NGCHW

* fixes

* fix

* Improvements

* Fix

* Fix

* add client example
2025-03-17 13:32:00 +01:00
Illia Silin
d4a6d69643 disable tests that take too long to build for gfx90a (#1975) 2025-03-12 17:54:03 -07:00
Haocong WANG
ba209b9dab reduce test size to avoid timeout on specific silicon (#1966) 2025-03-11 09:15:26 -07:00
kylasa
66c5f5b0b6 Addressing (Post Merge) code review comments for PR 1845 (#1883)
* Addressing code review comments.

* Addressing code review comments.

* Reorganized code for better readability.

* add ck_tile gemms for new types in CI

* fix jenkins syntax

* fix script syntax

* Add the test cases back

* Address the review comments

* Address review comments

* clang format

* Solve the merging issues

* Addressed the comments

* clang format

---------

Co-authored-by: illsilin <Illia.Silin@amd.com>
Co-authored-by: ThomasNing <thomas.ning@amd.com>
Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
2025-03-06 11:40:30 -08:00
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
Bartłomiej Kocot
1bf29478cd [CK TILE] Fix double lds in ck tile gemm (#1924) 2025-02-28 08:07:53 -08:00
Andriy Roshchenko
ffa13455a2 MX FP GEMM - Test MX FP8 MFMA Instructions (#1902)
* Refactored `load_A_row_major` to follow scale mapping

* Refactored `load_A_col_major` to follow scale mapping

* Refactored `load_B_col_major` to follow scale mapping

* Verified non-scaled test

* Verified scaled tests

* Used ReferenceMXGemm for verification

* Updated license headers
2025-02-21 13:35:54 -07:00
Mateusz Ozga
c287418dcc Apply universal gemm to bwd_weight_cshuffle operator (#1873)
* Universal gemm - initial commit

* Review part 1

* Fix tests

* Remove instances

* Remove comp instances
2025-02-18 10:10:22 +01:00
Thomas Ning
16fa63ea32 CK Tile GEMM Compute V2 (2 LDS Ping Pong mechanism) (#1853)
* comp v4 setup

* add a file

* Finished the coding of the feature, Compiler not in the way we supposed to have

* Update some of the code to better format

* get tback the restrict variable name, need to switch out to solve the transpose issue

* Solve the compiler issue on SHMEM conflict

* roll back to compute pipeline

* Add the changes from include/ck_tile

* Address the comments

* Merge from internal (#1857)

* enable batched_gemm_softmax_gemm_perm_wmma for gfx12

* disable instances with blocksize=256 in attention examples

* debuggging

* debug

* fixed lds_enabled

* debugging

* Fix and add limit to skiplds feature

* Enable skipLds feature and fix compilation bugs

* add ck_tile definitions for gfx12

* fix clang format and test/wmma_op

* updage instances cmake for gfx12

* disable the test_wmma_op on gfx12

* fix the builds for gfx950

* add gfx12 and gfx950 to default target list

* clean-up cmake file

* Initial introduction of OFP8 data types.

* Renamed FP8 and BF8 tests into FP8_FNUZ and BF8_FNUZ.

* Implementation of ConvertFP32Nearest in test_fp8_ocp.

* Remove dependence on possibly undeclared alias.

* Implement FP8OCP test for stochastic rounding mode.

* Implement FP8OCP tests for half_t type conversions.

* enable bf16 atomic add on gfx950

* Implement ConvertFP32Nearest test.

* Implement ConvertFP32Stochastic test.

* Implement ConvertFP16Nearest and ConvertFP16Stochastic tests.

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

* Enable easy switching between architectures.

* Fix compilation error for gfx942 architecture.

* Add fp4 type with constants

* only builf gfx950 branch for gfx950 target by default

* Enable OCP build of example_gemm_xdl_fp8.

* Fix formatting.

* fix the build logic for gfx950

* Improve GEMM example verbosity.

* Add constexpr where applicable.

* fix the logic of enabling XDL and WMMA instances

* Improve GEMM example verbosity.

* Enable build of example_gemm_xdl_fp8_bf8 test.

* Fix tests for gfx1101 architecture.

* Build DPP examples only on gfx103 and gfx11 architectures.

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

* Extend GeneratorTensor_Sequential to produce values of prescribed data types.

* Add missing constructor.

* Add scale type and mxfp conversions

* Update conversions

* Add conversion tests

* Fix typo

* Improve infrastructure for OFP8 data type support.

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

* Add custom target for grouped_convnd_bwd_weight tests.

* Can build `tests` target on gfx950.

* Bugfixes on gfx1101 architecture.

* Fix dependencies.

* Add stochastic rounding tests

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

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

* Add FP8 type selection into client_axample CMakeLists.txt

* Prevent sccache server from shutting down during build

* Fix test success reporting logic

* Change default verification method to CPU.

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

* Add scale <-> float conversions

* Add scaled conversions with tests

* Add device conversions

* Make sure all tests and examples are built for gfx950

* Facilitate testing of FP8 data types on the emulator

* Introduce two new tensor generators

* Enable instances built for gfx94 to be built on gfx950

* Verify 35_splitk_gemm on floating point numbers.

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

* Format

* Verify 04_gemm_add_add_fastgelu on floating point numbers

* Verify 20_grouped_conv_bwd_weight on floating point numbers

* Verify 38_grouped_conv_bwd_data_multiple_d on floating point numbers

* Verify more tests on floating point data

* Fix data types and improve testing verbocity.

* Add fp4 vectors

* Add debug tests

* Upgrade to NPI 573 build docker.

* Skip on gemm_universal tests.

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

* Add new mfma instructions and examples

* Add preprocessor directives for gfx950 specific code

* Fix gfx1101 build

* Document test availability

* Re-enable fp8 gemms for gfx94/95

* Cherry-pick GEMM Universal tests for FP8 data types

* Cleanup

* Add vector types and tests

* Add check_err function

* Add tensor generators

* CK_USE_GFX94 has already been set on this branch

* Fix

* Address formatting issues and leftovers

* Make fail/pass logic consistent within 01_gemm folder

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

* Fix GPU verification reporting logic.

* Update year in copyright notice.

* Cleanup

* Use `enum class` instead of `enum`

* Remove set_property for FP8 tests

* Add vector conversions

* Fix

* Fix linker errror

* Clean up

* Fix gfx950 conversions

* Clean up

* Fix more gfx950 conversions

* Fix even more gfx950 conversions

* Narrowing the scope of PR to OCP FP8 enablement only

* Add tests for OCP FP8 vector_type storage

* Fix client examples build

* Fix typo

* Update e8m0 casting

* Rename E8M0 type

* Update unpack method

* Cleanup merge artifacts

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

* clean-up

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

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

* Fix pool tests for OCP FP8 data type

* Fix build

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

* fix clang format

* Add new mfma instructions and examples

* Add preprocessor directives for gfx950 specific code

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

* fix clang format

* Fix clang format for the newly merged files

* Use the existing example instances for fp16 bf16 and int8

* Remove comment on new mfma instructions in MfmaInstr

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

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

* merge from public repo

* Fix ck build

* Fix ck build

* Use double for max_abs_in_val

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

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

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

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

* fix typo for CK_USE_OCP_FP8

* fix typo for CK_USE_OCP_FP8

* Add FP6 and BF6 types (#261)

* Add a rounding flag

* Add FP6 and BF6

* Add tests

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

* Clean up

---------

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

* fix one more typo

* Refactor E8M0 scale implementation (#262)

* Refactor E8M0 scale implementation

* Add MXFP6 and MXBF6 conversion methods (#270)

* Add conversions

* Add tests

* Add docstrings

* Add scaled conversions

* Add fp6/bf6 tests

* Remove misleading fp4 test case

* Add docstrings

* Clean up

* Address comments

* Set stricter tolerances for RNE tests

* Add missing tests

* Add native conversions to float

* Revert "Add native conversions to float"

This reverts commit 09467111f73b753c8cc3d597533b187940353dab.

* Update copyright years

* replace the fp6 with bf6 convert calls in test_bf6

* fix test_bf6

* enable smfmac test

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

* Move scaled_type_convert functions to a separate header

* Introduce MX data tests

* Build MX tests only on relevant architectures

* Refactor E8M0 scale implementation

* Fix `config.h` typo

* Cleanup deprecated symbols

* Refactor `amd_ck_fp8.hpp`

* `scaled_type_convert` for `f8_ocp_t`

* Implement test for MX FP8 scaled type convert

* Implement test for MX BF8 scaled type convert

* Scaled type convert for vectors of 2 FP8 elements

* Scaled type convert for vectors of 16 FP8 elements

* Implementation of scaled conversion from F32 to F8

* Add tests for scaled conversions from FP32 to FP8

* Add documentation to the test functions

* Implementation of scaled conversion from F32x2 to F8x2

* Implementation of scaled conversion from F32x16 to F8x16

* Implementation of scaled conversion from F32x32 to F8x32

* Implementation of scaled conversion from F8x32 to F32x32

* Verified on the emulator

* MX FP GEMM - Example Template (#277)

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

Verified on the emulator.

* Add vector support

* Add tests

* Add missing type aliases

* Fix test naming

* only build mx example for gfx950

* disable CK_USE_AMD_MFMA_GFX950 by default

* fic build for multiple archs

* fix typo

* fix typo

* Update unpack signature

* Fix merge

* Add size checks in pack function

* Add a flag

* Add conversions

* Fix build logic

* Update pack/unpack methods

* Remove unneeded AsType accessors

* Add docstrings

* Add a flag to config file

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

* Introduced MFMA tests

* Verified f8f6f4 MFMA Instructions

* Move flag logic to scaled_type_convert header

* Use pointers instead of array indices

* Fix a typo

* Update tests and pack functions

* Fix gemm gemm on gfx950

* Fix clang format

* restore the default gput target lists

* fix the jenkinsfile

* add missing ifdef

---------

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

* Finish the integration to develop and have the correct result

* Fix the gtest compilation error

* Fix the gemm_basic error

* clang format

* switch the default pipeline to V3

* restore cron trigger (#1863)

* fix the benchmark basic script

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

* Solving the Review comments

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

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

* remove commented out code.

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

* Merge conflict resolution.

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

* finish the feature, pass the tests

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

---------

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

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

* Use SmemPack in HotLoop scheduler

* Additional debug print information

* Change KPack value.

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

* Fix HotLoopScheduler MFMA instr parameters.

* address the new comments

* fix a small bug on the old

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

* Add mx gemm reference kernel

* Update copyright year

* Update mx gemm example

* Use element-wise ops in the reference gemm

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

* Solve FMHA error

* clang format

* Fix the memory pipleine

* sync with develop

---------

Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
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>
Co-authored-by: jakpiase <jakub.piasecki@amd.com>
Co-authored-by: kylasa <sudhir.kylasa@amd.com>
Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
Co-authored-by: Daniel Su <danielsu@amd.com>
2025-02-12 14:33:09 -08:00
jakpiase
9b5dfba242 add vectorloads on non-k dim for memory pipelines (#1856) 2025-02-07 15:07:06 -07:00
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
9ee69dd297 Fix pk_int4 cast and add pk_int4 dtype in ck tile (#1854)
* Fix pk_int4 cast and add pk_int4 dtype in ck tile

* fixes

* Improvements

* fix typo
2025-02-04 10:32:07 +01:00
Adam Osewski
ce448002ee [CK Tile] Spatially local GEMM tile partitioner. (#1843)
* Add spatially local tile partitioner

* Use 1D Grid size & create partitioner object.

* Docs & use 1D partitioner in example.

* Clang format.

* Change kernel grid size

Now: X is the # of output C-tiles,
     Y is the batch count
     Z is the splitK

* Formatting & more doc.

* Clang format.

* Fix batched gemm test. Use 1d partitioner.

* Move condition.

* FIx ctor.

* clang-format.
2025-01-31 00:10:16 +01:00
Bartłomiej Kocot
25e2e0f04a [CK TILE] Implement cschuflle algorithm (#1842)
* [CK TILE] Implement cschuflle algorithm

* Rebase

* Vector store size fixes

* fixes

* Fixes

* fixes

* fmha fix

* fixes

* fixes of fixes
2025-01-30 11:57:39 +01:00
Adam Osewski
39dc25a9b8 [CK-Tile] Enable vectorized reads on all layouts & improve perf. (#1835)
* Refactor universal gemm policy.

* Adapt example to refactor changes.

* Introduce static encoding pattern

* Adding shuffled encoding patterns.

* Fix err in reverse tuple.

* Add transpose_tile2d

* Small refactoring + doc

* Enable reading on contiguous dimension in all layouts.

* Transpose A/B register tile if needed for comp v3 pipeline.

* Take contiguous dim size when calculating dram vector load size.

* A/B smem pack size taken from WarpGemm attributes

* Update B LDS layout and setup tile distribution pattern at class level.

* Fix static assert.

* Fix errors in examples.

* Formatting & fix IsTranspose

* Fix VectorSize & refactor.

* Add error loging messages.

* Fix VecLoadSize and TranspseC for mem pipeline.

* Update unit-tests & disable mem pipeline.

* Clang format

* Update include/ck_tile/core/tensor/tile_window.hpp

Co-authored-by: jakpiase <jakub.piasecki@amd.com>

* Fix compilation and reviewers comments.

* Refactor unit-test. Fallback to non-universal gemm.

Need to use GemmPipelineAGmemBGmemCRegV1 for now,
since GemmKernel is now supporting also non-K major vector reads.

---------

Co-authored-by: jakpiase <jakub.piasecki@amd.com>
2025-01-27 16:37:19 +01:00
Mateusz Ozga
3c93d3c444 CK-Tile Grouped GEMM refactor and post PR fixes (#1756)
* Grouped gemm simple code refactor

* Offset invoker

* Invoke generic Run, and replace name of parrtitioner variable

* Tests fix type

* Removed namespaces

* Add template param to avoid implicit cast

* Remove generic function

* Constant value

* underline enum to int16_t

* Generalize partitioner function

* Remove whitespaces

* Rename function

* Using support

* Clang-format

* Clang-format

* Fn-partitioner description fn

* Typo

* Typo 2

* Better description

* Better description

* Refactor after review

* Use ctr instead of set fn

* Inovke ctr and typo

* Comments

* Remove unnecessary comment

* Review, remove modulo
2025-01-21 21:06:10 +01:00
Aviral Goel
54de3e55e1 Implementing Test Filters for Smoke and Regression Tests (#1819)
* smoke and regression targets working with tests

* test filters work for both examples and test

* removed uneccesary comments

* added a missing comment

* added a missing comment

* fixed typo in the comments

* updated README

* Update PULL_REQUEST_TEMPLATE.md

updating the template for future addition of test cases

* Update PULL_REQUEST_TEMPLATE.md
2025-01-16 16:40:08 -08:00
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
Bartłomiej Kocot
fd46a01d8b Grouped convolution backward weight special vector size loads (#1772)
* Grouped convolution backward weight special vector size loads

* Instnaces and tests

* Fixes

* Add 7 and 13 special cases

* fix comments

* Fix

* Fix2

* fixes

* fix atomic add bf16
2025-01-10 22:02:30 +08:00
darren-amd
26b3829c02 Disable building DPP kernels by default (#1804)
* Disable building DPP kernels by default

* Disable building dpp instances, examples, or tests if DPP_KERNELS is not set

* Add new DPP_KERNELS flag to readme
2025-01-08 13:50:42 -05:00
Bartłomiej Kocot
159fa31946 Add NGCHW bf16 grouped conv fwd instances (#1783)
* Add NGCHW bf16 grouped conv fwd instances

* add missed cmake
2025-01-01 18:00:06 +01:00
Bartłomiej Kocot
af66494880 [CK TILE] GEMM and Batched GEMM SplitK support (#1724)
* [CK TILE] Add split K support in GEMM

* Updates

* Fixes

* rebase

* fix

* Fix

* fixes

* support for batched gemm
2024-12-28 14:40:17 +01:00