- 07 Jan, 2025 1 commit
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Po Yen Chen authored
* Update license year * Add initial code to override decode problem * Fix splitkv traits/args overriding error * Reshape and transpose lse for decode * Remove debug code * Prettify example code * Use better function name * Add kMergeNumHeadGroupsSeqLenQ flag Kernel user can use this switch to turn on/off optimization for some problem sizes * Add missing flag declarations * Default turn off kMergeNumHeadGroupsSeqLenQ in codegen * Group similar statements together * Remove assumption of seqlen_q=1 * Remove kMergeNumHeadGroupsSeqLenQ from splitkv combine kernel * Support kMergeNumHeadGroupsSeqLenQ=true in fmha splitkv kernel * Run kMergeNumHeadGroupsSeqLenQ=true kernels when need * Fix group mode block skip logics * Undo changes of normal fwd kernel * Update in GridSize() and using GridSize() for splitkv kernel (#1799) --------- Co-authored-by:Qianfeng <qianfeng.zhang@amd.com>
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- 04 Jan, 2025 2 commits
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Bartłomiej Kocot authored
* Fix universal gemm profiler for pk_i4_t * fix
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Illia Silin authored
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- 03 Jan, 2025 3 commits
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carlushuang authored
* quant * fix bug * simple smoothquant after softmax * update kv-quant * update stride * fix fp8-pertoken-kvcache * update int8/fp8 quant support --------- Co-authored-by: so <a.com> Co-authored-by:Po Yen Chen <PoYen.Chen@amd.com>
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Mingtao Gu authored
* 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>
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feli authored
* add no welford * enable output raw * raw of int8 * fix build * fix smoke test err * [ck_tile]layernorm: fix welford ok, set int8 and bf16 small N as default and others open by generate * [cktile]layernorm, fix err commit files and remove uselss * fix quant 8192 err & change norm_reduce class and file name --------- Co-authored-by:
coderfeli <coderfeli@163.com> Co-authored-by:
carlushuang <carlus.huang@amd.com>
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- 02 Jan, 2025 2 commits
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Muhammed Emin Ozturk authored
* 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:
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Adam Osewski authored
* 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:
Jing Zhang <jizhan@fb.com> Co-authored-by:
zjing14 <zhangjing14@gmail.com> Co-authored-by:
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- 29 Dec, 2024 1 commit
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Qianfeng authored
* Remove using tile partitioner for fmha_fwd_kernel * Remove using tile partitioner for fmha_fwd_splitkv and splitkv-combine kernels * Remove using tile partitioner for fmha_fwd_appendkv kernel * Unify the format of GetTileIndex
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- 28 Dec, 2024 1 commit
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Bartłomiej Kocot authored
* [CK TILE] Add split K support in GEMM * Updates * Fixes * rebase * fix * Fix * fixes * support for batched gemm
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- 23 Dec, 2024 1 commit
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carlushuang authored
* opt moe sorting * remove commented code
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- 20 Dec, 2024 3 commits
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Illia Silin authored
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carlushuang authored
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Po Yen Chen authored
* Add check for zero values * Add static assertions * Remove invalid option '-e' in smoke_test.sh * Use correct path of smoke_test.sh * Avoid zero-sized shared memory array * Add warning comment * Replace expr by integer_divide_ceil() call * Use more readable constant names * Write down assumption as static assertion * Add more diagnostic error messages * Fix wrong BlockWarps when using default pipeline policy * Add more static assertions for A LDS desc * Allow using vector size < 8 for data type fp16/bf16 * Align vector size between DRAM dist & LDS desc * Remove no-longer used func decl * Fix wrong displayed piepline name * Undo policy template changes for tile_example_gemm_basic * Add missing space and make error message stands out * Unify print precision * Add missing include directive <iomanip> * Replace constant 64 by get_warp_size() call * Replace constant 128 by named variable: BankLength * Add kAMBlock/kBNBlock attributes * Allow usig different A/B warp dist for multiple blocks * Add helper function to get warp dist encodings * Add 4x64x4 fp16 warp gemm attribute impl * Complete the A/B warp dist encoding logic * Fix wrong thread mapping for C matrix * Use smaller vector size for small tile * Add static assert to block unsupported warp gemm impl * Extract common code out as helper method * Add 4x64x16 fp16 warp gemm type alias * Add comment to warning developers * Undo WarpGemmAtrributeMfma<> changes * Use more clear static assertion error message * Add trivial wrapper to get warp dstr encodings * Only transpose warp gemm result if it's square * Fix compilation error * Support multi-block warp gemm (on N direction) * Remove duplicated code * Fix output encoding of warp gemm * Fix wrong shape of WarpGemmAtrributeMfmaIterateK<> * Remove unused code * Fix wrong shape of WarpGemmAttributeMfmaImplF16F16F32M4N64K4 * Add type config for bf16_t * Add 4x64x16 bf16 warp gemm * Update WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution * Add 64x4x4 fp16/bf16 warp gemm impl * Add 64x4x16 fp16/bf16 warp gemm * Add static assertion for better error diagnostic * Get Q dram dstr directly form block gemm * Add missing header: fused_moe.hpp * Allow specifying different warp-gemm for gemm0 & gemm1 * Store P matrix into LDS before gemm1 * Fix inconsistant kernel name * Remove constraint on gemm0 & gemm1 block warps * Remove unsupported vector size from checking list * Allow using 4x64x16 warp gemm for gemm0 * Finish policy customization * Finish pipeline modification F# * Use block warps in codegen * Fix wrong rank of m_lds_window origin * Use better distributed tensor * Make P-store earlier * Remove duplicated experssions * Remove unnecessary tile window * Create new files for new splitkv pipeline * Separate old/new pipeline codegen logic * Sync changes form develop * Undo gemm kernel/pipeline changes * Undo gemm example changes * Remove blank lines * Fix typo * Use new warp gemm interface * Fix link error * Fix wrong pipeline tag * Fix more link error * Avoid unnecessary padding * Always use vector load for K * Padding on fastest dimension when necessary * Force padding Q on hdim_q * Set high dimension padding flag to false * Re-format headers * Use warps=<1, 4, 1> for both gemm0 & gemm1 * Fix complilation errors * Remove m/l shuffle logics * Ignore duplicate data when write lse_acc * Use gemm0 block warps as lds tile width * Remove hard-coded numbers * Fix wrong distribution width * Remove unnecessary code * Add s_barrier before writing to LDS * Store Q into LDS before gemm0 * Fix wrong Q tile size * Use simple Q lds descriptor for debuging * Use more realistic Q lds descriptor * Add comment & use better variable name * Make Q lds space not overlapped with others * Remove unnecessary block_tile_reduce_sync() call * Move Q load statements * Move block_sync_lds() right before use * Re-order instructions * Remove necessary lambda expression * Use 8 threads on kMaxSplits direction while doing reduction * Tiny correction for using 8 threads on kMaxSplits direction for combine kernel * Padding num_split direction of o_acc tile window to 4x * Update splitkv combine pipeline design * Add kN1 back to splitkv combine pipeline problem * Fix compilation errors * Add missing template parameter * Fix wrong splitkv combine kernel name * Fix wrong origin * Fix wrong LDS descriptor shape * Fix sync & reduction logics * Remove unnecessary static assertions * Extract tile size computation logics * Make sure we can reuse padding flags in combine kernels * Rename variables * Use OaccDataType in BlockFmhaSplitKVCombinePipelineTileSizes<> * Remove unnecessary static assertion * Fix function name typo * Add constraint on kN1 template parameter * Hide K tile loading latency in earlier iteration * Fix wrong splitkv kernel name * Use s_shuffling to replace p_shuffling which removes the needs of cross-warp reduction * Rename pipeline * Fix wrong pipeline name attribute * Add GetAlignmentQ() for NWarpSShuffle pipeline * Separate Q tile into dram tile & register tile concepts * Remove non-squre warp gemm transpose c type alias * Fallback tile size changes for fmha fwd splitkv * Remove redundant change * Refine naming for the S tile * Use better naming of the S tile dstr (read from lds) * Share Q lds with K lds * Tiny change * Fix with using static_for for passing CI checking --------- Co-authored-by:
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- 19 Dec, 2024 1 commit
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Mateusz Ozga authored
* Parser for a vector was added. Additionaly we valid correctnes of numbers * Remove unnecessary comments * Review part 1 * Review part 2 * Add const to variadic lambda * Rename C->K
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- 18 Dec, 2024 3 commits
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aledudek authored
* Gemm Kernel Refactor part1 * Gemm Kernel Refactor common gemm pipeline part2 * [CK TILE] Refactor batched gemm to reuse GemmKernel * [CK TILE] Refactor GemmKernel - review changes part1 * [CK TILE] Refactor GemmKernel - references fix * [CK TILE] Refactor GemmKernel - naming changes, add problem * [CK_TILE] Refactor GemmKernel - update tests * [CK_TILE] Refactor GemmKernel - review changes * [CK_TILE] Refactor GemmKernel - update test * [CK_TILE] Refactor GemmKernel - constness fixes * [CK_TILE] Refactor GemmKernel - update tests
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Xiaodong Wang authored
Adding namespace to disambiguate with std::bit_cast Co-authored-by: -
aledudek authored
* [CK_TILE] Move hipmalloc/memcpy calls out of gpu reference gemm * [CK_TILE] Move hipmalloc/memcpy calls out of gpu reference gemm - review changes * [CK_TILE] Move hipmalloc/memcpy calls out of gpu reference gemm - review fix
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- 17 Dec, 2024 3 commits
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Illia Silin authored
* pass the build flags to config.h * fix clang format
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Max Podkorytov authored
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Adam Osewski authored
* Added object print with all template parameters * fix clang format --------- Co-authored-by:
ravil-mobile <ravil.aviva.com@gmail.com> Co-authored-by:
illsilin <Illia.Silin@amd.com>
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- 15 Dec, 2024 1 commit
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Xu, Shengnan authored
* added moe interleaving pipeline * remove redundant code * formater --------- Co-authored-by:root <root@hjbog-srdc-14.amd.com>
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- 13 Dec, 2024 2 commits
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Bartłomiej Kocot authored
* add bmm api * add bf16 multi_d * add ckProfiler for bf16 * add ckProfiler files * add more instance; fixed 64bit index issue * fixed naming * enabled batched Ds * use long_index for ds offsets * clean * add bmm fp8 ckProfiler * Update example/24_batched_gemm/batched_gemm_xdl_bf16_v3.cpp Co-authored-by:
Bartłomiej Kocot <bartlomiejkocot98@gmail.com> * Update example/24_batched_gemm/batched_gemm_xdl_fp8_rowwise_v3.cpp Co-authored-by:
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chenjun authored
* add ck_tile/smoothquant out stride parameter * Remove the default stride value --------- Co-authored-by: so <a.com>
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- 12 Dec, 2024 1 commit
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carlushuang authored
* add reference attention fwd * refactor addresser * update * paged, and i8 reflect-quant * lets call it forward-quant * fix error in decode variation * update naive-attn * fix page table * fix build err
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- 10 Dec, 2024 1 commit
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Jatin Chaudhary authored
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- 06 Dec, 2024 2 commits
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Bartłomiej Kocot authored
* Support large batch tensors in grouped conv bwd data * Fix multiD * fixes * fixes * fixes
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Po Yen Chen authored
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- 05 Dec, 2024 1 commit
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jakpiase authored
* add IsSupportedArgument to gemm_kernel * add ut and do some refactoring * switched to ck_tile's integral_constant
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- 04 Dec, 2024 2 commits
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Mateusz Ozga authored
* Ck-tile, impl. grouped gemm * Workspace is allocated by user, and is passed to the function * Prepare test to new api design * Unify GemTransKernelArgs, removing N0 param * Add 1 to dim3 in paritioner * Typo: gem - > gemm --------- Co-authored-by: -
Po Yen Chen authored
* Use 'false' for highest dimension padding flags * Update padding flag of bias
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- 03 Dec, 2024 2 commits
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Bartłomiej Kocot authored
* Add basic documentation structure * Add terminology placeholder * Add codegen placeholder * Create template for each page
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Illia Silin authored
* (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:
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:
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>
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- 02 Dec, 2024 1 commit
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rtmadduri authored
* LWPCK-2429: Device grouped GEMM uses Async Memcpy Resolving merge conflicts * reverting changes to profile_grouped_gemm * revert date change --------- Co-authored-by:Illia Silin <98187287+illsilin@users.noreply.github.com>
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- 30 Nov, 2024 1 commit
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Bartłomiej Kocot authored
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- 29 Nov, 2024 1 commit
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aledudek authored
* [CK Tile] Batched GEMM Example * [CK Tile] Batched GEMM Example - minor refactor * [CK Tile] Batched GEMM Example - README update * [CK Tile] Batched Gemm Example - review changes - Added tensor data layours as input parameters - Changed structure of Host and Kernel args - Removed bug with invalid vector read on non-contiguous memory * [CK Tile] Batched Gemm Example - remove comment * [CK Tile] Batched Gemm Example - Add GTests part1 * [CK Tile] Batched Gemm Example - GTests part2 + review changes * [CK TILE] Batched GEMM post merge fixes * [CK Tile] Batched GEMM Example - fix pad views
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- 28 Nov, 2024 1 commit
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Bartłomiej Kocot authored
* [CK TILE] Add gemm compute pipeline v3 * Enable universal gemm compute pipeline. * Rename example and add compute pipeline. * Introduce ag bg cr pipeline impl base. * Refactor to reuse code. * Cleaning * Formatting. --------- Co-authored-by:
Adam Osewski <Adam.Osewski@amd.com>
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- 27 Nov, 2024 3 commits
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jakpiase authored
* add interwave scheduler for gemm mem pipeline * Fix merge artifacts. * Refactor unit tests. * Switch to interwave scheduler for mem example --------- Co-authored-by:
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Illia Silin authored
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Adam Osewski authored
* Few small fixes. * New GroupedGemm instances (BF16) * Unify and refactor GroupedGEMM device API. * Adapt changes to new API. * Adapt grouped gemm profiler. * Accept multiple kbatches for grouped gemm profiler. - delete obsolete two stage as it is now covered by grouped gemm * Update unit test for grouped gemm. * Fix thresholds for BF16 and F8. Unblock tests. * Fix few instances. * Multiple small fixes. * Adapt to new API, check dynamic casting. * Uncomment few data types in grouped gemm profiler. * Fix call to SetDeviceArgs. * Fix profile grouped gemm multiply tile loop. * Fix grouped gemm tile loop kernel args in client examples. * Review comments.
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