* initial poc
* factor out common parts in operator()
* cv4
* rest of the universal gemm pipelines
* fix test
* remove boilerplate from tile engine
* fix example
* fix example
* format
* fix tests build for gemm
* remove base pipeline codegen from gemm instance builder
* unify v3 logic with the rest of universal gemm pipelines
* fix build for multi abd test
* fix test gemm multi d
* fix build for weight preshuffle
* fix grouped gemm test
* fix grouped gemm multi d test
* fix grouped gemm preshuffle
* fix grouped gemm example except for quant
* fix gemm preshuffle
* fix splitk 2 stage example
* fix batched gemm example
* fix multid example
* fix multiabd example
* fix batched gemm test
* fixup
* fix examples build
* fix grouped gemm test build
* fix smoke builder
This renames the typeToStr struct in the common utilities to DataTypeTraits and removes all duplication of DataTypeTraits across files in CK Tile.
Co-authored-by: Christopher Millette <63608002+cgmillette@users.noreply.github.com>
* remove EXCLUDE_FROM_ALL from ck-tile examples
-> +15 min build time w/ 64 threads for a single arch
* fix cpp17 compile error in the ck-tile examples
---------
Co-authored-by: khuagarw <khuagarw@amd.com>
Co-authored-by: Ding, Yi <yi.ding@amd.com>
This change replaces pipeline macros like CK_TILE_PIPELINE_COMPUTE_V3,
CK_TILE_PIPELINE_MEMORY, etc in the CK Tile examples with a common enum
called GemmPipeline to reduce code duplication.
* GH-2368 Adding a basic glossary
GH-2368 Minor edits
GH-2368 Adding missing READMEs and standardization.
resolving readme updates
GH-2368 Minor improvements to documentation.
Improving some readmes.
Further improvement for readmes.
Cleaned up the documentation in 'client_example' (#2468)
Update for PR
Update ACRONYMS.md to remove trivial terms
Update ACRONYMS.md to provide detailed explanations for BF16 and BF8 formats
Apply suggestion from @spolifroni-amd
Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>
Apply suggestion from @spolifroni-amd
Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>
Update README.md to clarify CK Tile API description and remove outdated references to the Tile Engine.
revise 37_transpose readme
revise 36_copy readme
Remove references to the Tile Engine in README files for 19_gemm_multi_d and 35_batched_transpose, and update distribution links for clarity.
Remove references to the Tile Engine in multiple README files and update distribution links for consistency and clarity.
Remove references to the Tile Engine in README files across multiple examples
* GH-2368 Adding a basic glossary
GH-2368 Minor edits
GH-2368 Adding missing READMEs and standardization.
resolving readme updates
GH-2368 Minor improvements to documentation.
Improving some readmes.
Further improvement for readmes.
Cleaned up the documentation in 'client_example' (#2468)
Update for PR
Update ACRONYMS.md to remove trivial terms
Update ACRONYMS.md to provide detailed explanations for BF16 and BF8 formats
Apply suggestion from @spolifroni-amd
Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>
Apply suggestion from @spolifroni-amd
Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>
Update README.md to clarify CK Tile API description and remove outdated references to the Tile Engine.
revise 37_transpose readme
revise 36_copy readme
Remove references to the Tile Engine in README files for 19_gemm_multi_d and 35_batched_transpose, and update distribution links for clarity.
Remove references to the Tile Engine in multiple README files and update distribution links for consistency and clarity.
Remove references to the Tile Engine in README files across multiple examples
Refine README files by removing outdated references to the Tile Engine
* Updates based on PR feedback 1
* Updates based on PR feedback 2
* Updates based on PR feedback 3
* Updates based on PR feedback 4
* Updates based on PR feedback 5
* Updates based on PR feedback 6
* Updates based on PR feedback 7
* Updates based on PR feedback 8
* Content Modification of CK Tile Example
* Modify the ck_tile gemm config
---------
Co-authored-by: AviralGoelAMD <aviral.goel@amd.com>
Co-authored-by: ThomasNing <thomas.ning@amd.com>
* debugging
* debugging for prefill shapes
* comment unused code
* fix for prefill shapes
* clearing up the code
* add int4 to universal gemm example
* clang formatted
* adding test for prefill shapes in block scale gemm
* lil improv on the block pipeline
* Address Review Comment
---------
Co-authored-by: ThomasNing <thomas.ning@amd.com>
1. Refine Reduce2dShape to support both wave32 and wave64
2. Fix example reduce, permute and elementwise on gfx11 and gfx12
---------
Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
- Add support for tensor A/B in both fp16+pk_int4_t and fp8+pk_int4_t formats
- Implement A(bf8) B(i4) support in universal GEMM
- Use new implementation for i4 to fp8 conversion in Block Scale
* Fix a typo
* Use std::variant to call run_gemm_example_with_layouts with the available layout variant combinations
* Use a unified run_gemm_example_prec_type for basic gemm and universal gemm
* Factor out run_gemm_example_prec_type
* Refactor argument parsing in gemm_splitk_two_stage_reduce.cpp
* Parse arguments outside of create_args
* Move the gemm operators to separate structs to facilitate their reuse
* Move the invokers to separate files to facilitate their reuse
* Rename the invoker files for consistency with the examples that use them
* Add fp32 support to the elementwise examples, and produce an error message for unsupported types
* Get rid of four unused variables
* Make two variables const
* Add support for different input-output type combinations in elementwise examples
* Test support for different input and output types in elementwise examples
* Add support for different operations in the elementwise unary tests
* Add support for UnaryConvert in the elementwise unary tests
* Add support for bf16 in elementwise examples, excluding unsupported type combinations
* Make some operator parameters const in ElementWiseKernel
* Remove some unnecessary include statements
* Implement a two-stage GEMM that does a type conversion in the second stage using the elementwise kernel
* Clear workspace instead of output when flushing the cache in SplitKTwoStageInvoker::gemm
* Fix formatting issues reported by clang
* Add back CK_TILE_USE_WMMA related changes
* Use the right prec type for bf16 in the universal GEMM and two stage split K examples
* Add some brackets
* Add some brackets
* Separate the clearing of the GEMM output memory from the cache flushing in the universal GEMM example
* Separate the clearing of the GEMM output memory from the cache flushing in the split K two stage example
* Fix formatting
* No need to call SetZero on ws_m_n_dev_buf here, as clear_gemm_output now does this as part of the kernel preprocessing
* Add fp16 data type to splitk two stage example
* Add preprocessing with optional cache flushing and clearing of output for k_batch > 1 to the basic GEMM example
* Adding RapidJson Library
* Adding Json Dumps in all CK_Tile Examples
Not verified yet
* Adding json to cktile Batched Transpose
* adding json dumps to layernorm2d_fwd
* Adding json dump to flatmm_basic
* Adding RapidJson Library
* Adding Json Dumps in all CK_Tile Examples
Not verified yet
* Adding json to cktile Batched Transpose
* adding json dumps to layernorm2d_fwd
* Adding json dump to flatmm_basic
* Adding json in 03_gemm
* Add json dump to 16_batched_gemm
* Add json dump to gemm_multi_d_fp16
* Add json dump to grouped_gemm
* fix fmha_bwd/fwd
* Fix clang-format errors
exclude include/rapidjson in jenkins as its a third-party library
* Saparating function and defination.
* Update Documentation of 03_gemm
* Refactoring as per code review
* Disable fp8 instances on unsupported targets (#2592)
* Restrict building of gemm_universal_preshuffle_f8 instances to specific targets in CMakeLists.txt
* Add condition to skip gemm_xdl_universal_preshuffle_f8 instances for unsupported targets in CMakeLists.txt
* Add conditions to skip unsupported targets for gemm_universal_preshuffle_f8 and gemm_xdl_universal_preshuffle_f8 instances in CMakeLists.txt
* Refine conditions to exclude gemm_universal_preshuffle_f8 instances for unsupported targets in CMakeLists.txt
---------
Co-authored-by: AviralGoelAMD <aviralgoel@amd.com>
* fix clang format
* remove duplicate lines of code from library/src/tensor_operation_instance/gpu/CMakeLists.txt
* Fixing Readme and unifying jsondumps
* adding moe_smoothquant
* adding fused_moe
* Fixing Readme for batched_gemm
* Fixing Readme for grouped_gemm
* adding flatmm
* adding gemm_multi_d_fp16
* adding elementwise
* adding File name when json is dumped
* Fixing Reduce after merge
* adding batched_transpose
* Adding Warptile in Gemm
* Fixing Clang Format
---------
Co-authored-by: Aviral Goel <aviral.goel@amd.com>
Co-authored-by: AviralGoelAMD <aviralgoel@amd.com>
Co-authored-by: illsilin_amdeng <Illia.Silin@amd.com>
* feat(check_err): add a variable to adjust number of incorrect values to print
* feat(host_tensor): add printing capability for fp8 bf8 int8 int4
* fix(gemm_utils): update acceptable data type
* fix(host_tensor): print both 4 bit ints in pk_int4_t
* refactor(HostTensor): define pk_int4_t_to_int8x2_t and fix typo in vector_type.hpp
* feat(host_tensor): add print first n elements functions
* feat(gemm_wp): add two new configs for wp
* delete the unnecessary files
* fix the config error
* update the config
---------
Co-authored-by: AviralGoelAMD <aviral.goel@amd.com>
* 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>
* something khushbu can help with
* v1 v2 works with flatmm develop
* v0 v1 v2 numerical error gone
* Fixing numerical error, and interchange preshuffle configs to match with flatmm
* Refactor GEMM pipeline configurations and integrate preshuffle support
- Updated preshuffle pipeline definitions to include multiple versions (V1, V2, V3).
- Changed the pipeline constant from CK_TILE_PIPELINE_PRESHUFFLE to CK_TILE_PIPELINE_PRESHUFFLE_V3 in relevant configurations.
- Removed obsolete code and comments
* clang format
* fix vectorloadsize bug
* add the Preshuffle3
* update kwarp calculation in gemm utils
* update vector size A and B correctly in V2 pipeline; Added few more changes to align with dteng's branch
* fix: add CK_GFX950_SUPPORT macro for gfx950 detection
* default disable rotating buffer
* docs(CHANGELOG): update changelog for rocm 7.0
* Revert "docs(CHANGELOG): update changelog for rocm 7.0"
This reverts commit 2bc16fff84.
* Remove unused Preshuffle V3 pipeline and related code; update gemm function to use Preshuffle V2; clean up comments and formatting in various files.
* revert example/ck_tile/flatmm to its original state
* remove comment added by second author
* switch to xor ALDSDescriptor
* modify the MakeALdsDescriptor()
* temporary profiling script
* getting rid of line marker compiler error
* UniversalWeightPreshufflePipelineAgBgCrPolicy now derives from UniversalGemmBasePolicy
* add a minor fix for the config
* typo fix
* Fix formatting in lambda function for WeightPreshufflePipelineAGmemBGmemCRegV2
* revert change in include/ck_tile/ops/flatmm/pipeline/flatmm_pipeline_agmem_bgmem_creg_v1.hpp
* revert change in include/ck_tile/core/arch/amd_buffer_addressing.hpp
* reenable the GemmSpatiallyLocalTilePartitioner
* make GemmConfigPreshuffle_1 for v1 pipeline, GemmConfigPreshuffle_2 for v2 pipeline
* remove hardcoded true for preshuffle bool template argument
* rename script
* remove gemm_profilie.sh script
* merge conflict resolve
* clang formatted
* typo fix
* Remove duplicate include of block_gemm_areg_bsmem_creg_v2r1.hpp in gemm.hpp
* Remove commented-out code in UniversalWeightPreshufflePipelineAgBgCrPolicy
* Fix missing newline at end of file in run_gemm_example.inc
* Remove unused barrier call in BlockWeightPreshuffleASmemBSmemCRegV1
* addressing review comments
* removing debug code
* addressing review comments
* Revert "addressing review comments"
This reverts commit 29c45192ba.
* updating tile_engine code
* addressing review comments
---------
Co-authored-by: amd-khushbu <khuagarw@amd.com>
Co-authored-by: ThomasNing <thomas.ning@amd.com>
* update gpu_timer for rotating buffer as hipblasLt's implementation
* timing fix
* Updating gpu timer for old ck as well
* Revert "Updating gpu timer for old ck as well"
This reverts commit 958cd1bc99.
* code clean up with runtime argument; function rename
* code cleanup
* general timer fixes
* bug fix
* clang formatted
* addressing reveiew comments
* clang formatted
* Addressing review comments
* CI fix
---------
Co-authored-by: Po Yen Chen <PoYen.Chen@amd.com>
* ck_tile kernel for gemm with groupwise quantized A or B tensor.
This change introduces new pipelines with Intrawave scheduler and block gemm primitives that loads the scale tensor to registers to perform dequantization post MFMA on C tensor in registers.
Scale tensor data, AQ/BQ is spliced across threads in registers and not stored in LDS.
Current support is for the following combinations, but it should be fairly straightforward to extend support to more formats.
1. fp8, fp8 -> f32
2. bf8, bf8 -> f32
3. i4, fp8 -> f32
4. i4, bf8 -> f32
Group size can go down to as low as K length of underlying WarpGemm primitive.
For Gemm problems with quantized B tensor, this change also introduces preliminary support for flatmm pipeline which loads B tensor directly into registers.
* [Block Scale Gemm] Only run gemm quant examples on __gfx94__
- Only run gemm quant examples on __gfx94__ for usage of
`v_cvt_pk_fp8_f32`
- Format the code
* [Block Scale Gemm] Remove Bquant Gemm BlockScale
This cleanup is in preparation for future development of bquant. By
isolating Aquant-related code, we can streamline the codebase and make
it easier to add and maintain bquant functionality in subsequent
updates.
* [Block Scale Gemm] Format code with clang-format-12
The latest clang-format (v19) in ROCm 7.0 generate different result than
clang-format-12 which is used in CK CI.
Format code with clang-format-12 for consistency.
* [Block Scale Gemm] Split the k direction loop
- Split the k direction loop in block_universal_gemm_as_quant_bs_cr.hpp
to make the logic clearer.
- Disable C transposition.
* [Block Scale Gemm] Move block scale gemm example to 38_block_scale_gemm
* [Block Scale Gemm] Update copyright
* test
* Add TailHandler
* Move TileDistributionEncodingPatternAQ
* Refactor
* refactor
* fix bug
* fix bug
* help solve the PR comment
* Format the code
* [Block Scale Gemm] Add unit tests
* [Block Scale Gemm] Add support to 16x16x32 MFMA
- Add support to 16x16x32 MFMA
- Fix a bug when exchange data crossing lanes
---------
Co-authored-by: Vijay Krishnamoorthy <vjkrish@meta.com>
Co-authored-by: Cong MA <congma13@ctr2-alola-ctrl-01.amd.com>
Co-authored-by: ThomasNing <thomas.ning@amd.com>
* Use read_tr in universal gemm
* Enable all instances back
* Revert example37 changes
* Resolve comments
* resolve comments 2
* Fix assertion msg
* fix the gemm basic
* change index_t to bool for preshuffle variable
* Solve the comment
---------
Co-authored-by: Thomas Ning <Thomas.Ning@amd.com>
Co-authored-by: Po Yen Chen <PoYen.Chen@amd.com>
Co-authored-by: Max Podkorytov <4273004+tenpercent@users.noreply.github.com>
Co-authored-by: AviralGoelAMD <aviral.goel@amd.com>
* Initial commit
* Adding new tile partitioner to flatmm
* intermediate changes
* debugging kernels
* Updating flatmm example to universal gemm example
* updated flatmm kernel to run via gemmKernel
* update universal gemm to incorporate flatmm
* debug
* Fix flatmm call
* Fixing other kernels and tests for API changes
* clang formatted
* fixing gemm tests
* added test for flatmm and simplify kernel arguments
* adding flatmm test
* fix test for flatmm
* simplify gemm kernel with flatmm
* remove flatmm related files
* addressing review comments and code clean up
* resolving empty file
* resolving empty file
* clang formatted
* addressing review comments
* enable persistent kernel for flatmm
* reverted the removed files for flatmm
* reverted the removed files for flatmm
* changed flatmm to weightPReshuffle; removed the _1 added in teh faltmm example
* some more renames
* clang formatted
* add for async load builtin
* add async load api
* fix some compiling errors
* fix a compiling error
* fix some compiling errors
* add a pipeline which copies from v4
* add a new pipeline for async load
* fix some compiling errors
* add async load tests
* fix some issues in async load
* fix
* fix async inline assembly
* fix async inline assembly
* add ignore header file
* comment some not gfx950 codes
* comment some not gfx950 codes
* fix a error
* update async load apis
* fix lds descriptor
* fix a compiling error
* fix some compiling errors
* fix a descriptor issue
* update lds descriptor
* change async pipeline's tile distribution pattern from thread to warp
* fix clang format
* update async policy
* fix a CRTP issue
* fix a typo error
* change lds layout
* fix some sync issues
* improve codes
* delete the async test
* fix a commented format issue
* avoid compiling device functions when compile host
* make gemm run
* add the copy kernel support
* finish the feature
* Address comment
* add the support for buffer_builtin
* solved the merging problem
* Comment Addressed
---------
Co-authored-by: joye <joye@amd.com>
Co-authored-by: joyeamd <John.Ye@amd.com>
