[A8W8 GEMM] Optimized weight-preshuffled implementation #1862
+8,847
−496
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
…leD epilogue optimization
…nto mem_gemm_opt
…nto mem_gemm_opt
…nto update_cka8w8
…nto update_cka8w8
Cka8w8 uc newpipe
* 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 <[email protected]> * 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 <[email protected]> * 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 <[email protected]> * Clean up --------- Co-authored-by: Andriy Roshchenko <[email protected]> * 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 <[email protected]> Co-authored-by: aska-0096 <[email protected]> Co-authored-by: Jun Liu <[email protected]> Co-authored-by: Andriy Roshchenko <[email protected]> Co-authored-by: Rostyslav Geyyer <[email protected]> Co-authored-by: Rostyslav Geyyer <[email protected]> Co-authored-by: root <[email protected]> Co-authored-by: Andriy Roshchenko <[email protected]> Co-authored-by: jefyang1 <[email protected]> Co-authored-by: jefyang1 <[email protected]>
…nto update_cka8w8_uc
aska-0096
requested review from
illsilin,
carlushuang,
qianfengz,
aosewski,
poyenc,
geyyer,
bartekxk,
andriy-ca,
afagaj and
a team
as code owners
|
@aska-0096 It is great to see weight pre-shuffling optimization in CK GEMM. Looking forward to see some preliminary performance results. |
…nto update_cka8w8_uc
|
Hi @illsilin |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Proposed changes
Please describe the motivation behind the pull request, whether it enables a new feature or fixes a bug. If there are associated pull requests or issues, please link them to the pull request.
Checklist
Please put an
xinto the boxes that apply. You can also fill these out after creating the PR. If you're not sure, please don't hesitate to ask.clang-formaton all changed filesDiscussion
If this is a relatively large or complex change, feel free to start a discussion by explaining why you chose the solution you did and what alternatives you considered