* 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, 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.
fp8, fp8 -> f32
bf8, bf8 -> f32
fp8, i4 -> f32
bf8, i4 -> f32
Group size can go down to as low as K length of underlying WarpGemm primitive.
* Solve merge conflict
* [CK TILE] Update CHANGELOG.md
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Co-authored-by: Vijay Krishnamoorthy <vjkrish@fb.com>
Co-authored-by: ThomasNing <thomas.ning@amd.com>
Co-authored-by: Cong Ma <congma13@amd.com>
The performance of Aquant has increased after enabling transposed C.
Do not need to exchange AQ elements among lanes after enabling
transposed C as one thread only holds data from one row.
* 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
* [CK TILE] Fix bugs in AQuant preshuffle
- Make Aquant works with block Mx64x256. `M` could be 16, 32, 64
- Make Aquant works with warp 16x16x32 and 32x32x16.
* [CK TILE] Rename Preshuffle to PreshuffleQuant
The new name, PreshuffleQuant, explicitly states the function's purpose:
to preshuffle the quantization matrix.
* [CK TILE Block Scale] Use GemmConfig to save tile properties
- Remove specialization of GemmQuantTypeConfig
- Pass GemmConfig around which contains tile properties. Stop using hard
coded tile properties in `gemm_calc_aquant()`
* [CK TILE Block Scale] Rename GemmConfig used in block scale
- Remove unused GemmConfig
- Rename GemmConfig used in block scale
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Co-authored-by: ThomasNing <thomas.ning@amd.com>
* base working version for single groupped conv bwd data
* Fix 2d descriptor
* fix groups
* Add 3d support
* fixes
* fixes
* fixes
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Co-authored-by: Jakub Piasecki <jakpia21@gmail.com>
* feat(gemm_wp): add two new configs for wp
* delete the unnecessary files
* fix the config error
* update the config
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Co-authored-by: AviralGoelAMD <aviral.goel@amd.com>
* Rename vector to ThreadTile
* more notes on tile encoding
* remove number<> from tuple of make_tile_window
* add script to stress test the copy example
* 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
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Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
* Preshuffle AQ matrix in block scale gemm
* turns the output to fp16. Increase the repetition time.
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Co-authored-by: ThomasNing <thomas.ning@amd.com>
* Readme for GEMM Multi D
* GEMM Multi D partial Progress
* GEMM Multi D partial Progress!
* CK Tile Engine GEMM Multi D : All Python files generated
* Partial Progress
* Partial Progress
* Partial Progress
* Partial Progress : Incorrect Result
* Partial Progress : Debugging
* Partial Progress : Correct Results
* Partial Progress - Incorrect Results
* Partial Progress - Commenting Passthrough bypass logic
* Changing Passthrough to MultiplyMultiply
* Correct Results!
* Fix and debug the pass through feature
* Sample commit
* Correct Results : MultiplyMultiply
* Code Cleanup
* Removing Failed Instances
* Working code before Unary element support
* Custom Elementwise Function support and working implementation for Mul and Add
* Updating README
* Working for Passthrough
* Review Comments : Minor Fixes
* Review Comments : Minor Fixes
* Readme Updated
* Partial Changes after Rebase
* Working Code : Changes after Rebase
* Updating Jenkins file
* Removing default value changed while testing
* Configuration changes in config files
* Tile Handler changes in GEMM Multi D Tile Engine
* Tile Handler changes in GEMM Multi D Example
* Change log for Gemm Multi D in CK Tile Engine
* Configuration changes in config files
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Co-authored-by: ThomasNing <thomasning@amd.com>