* 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.
* add gemm unit tests for int4, int8 datatypes
* minor changes based on reviews
---------
Co-authored-by: msaffari-amd <msaffari@banff-cyxtera-s78-2.ctr.dcgpu>
* 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
In #2443, a helper function was added test new print functionality, but it used auto for the function parameter types.
We need to support c++17 for downstream libraries, so we cannot use auto there. This PR replaces it witht the equivalent function template implementation.
* [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
---------
Co-authored-by: ThomasNing <thomas.ning@amd.com>
* Add CSV-driven convolution test pipeline
- Add test_grouped_convnd_fwd_dataset_xdl.cpp with CSV reader functionality
- Add complete dataset generation toolchain in test_data/
- Add Jenkins integration with RUN_CONV_COMPREHENSIVE_DATASET parameter
- Ready for comprehensive convolution testing with scalable datasets
* Update convolution test dataset generation pipeline
* add 2d, 3d dataset csv files
* Remove CSV test dataset files from repository
* Update generate_test_dataset.sh
* Fix channel division for MIOpen to CK conversion
* Remove unnecessary test files
* Fix clang-format-18 formatting issues
* TEST: Enable comprehensive dataset tests by default
* Fix test_data path in Jenkins - build runs from build directory
* Add Python dependencies and debug output for CSV generation
* Remove Python package installation - not needed
* Add better debugging for generate_test_dataset.sh execution
* Fix Jenkinsfile syntax error - escape dollar signs
* Add PyTorch to Docker image for convolution test dataset generation
- Install PyTorch CPU version for lightweight model execution
- Fixes Jenkins CI failures where CSV files were empty due to missing PyTorch
- Model generation scripts require PyTorch to extract convolution parameters
* Add debugging to understand Jenkins directory structure and CSV file status
- Print current working directory
- List CSV files in test_data directory
- Show line counts of CSV files
- Will help diagnose why tests fail in Jenkins
* Fix clang-format-18 formatting issues
- Applied clang-format-18 to test file
- Fixed brace placement and whitespace issues
* Add detailed debugging for CSV dataset investigation
- Check generated_datasets directory contents
- List all CSV files with line counts
- Show first 5 lines of main CSV file
- Applied clang-format-18 formatting
- This will help identify why CSV files are empty in Jenkins
* keep testing add pytorch installation in shell script
* Use virtual environment for PyTorch installation
- Jenkins user doesn't have permission to write to /.local
- Create virtual environment in current directory (./pytorch_venv)
- Install PyTorch in virtual environment to avoid permission issues
- Use PYTHON_CMD variable to run all Python scripts with correct interpreter
- Virtual environment will be reused if it already exists
* Remove debug code and reduce verbose logging in Jenkins
- Remove bash -x and debug commands from Jenkinsfile execute_args
- Remove all debug system() calls and getcwd from C++ test file
- Remove unistd.h include that was only needed for getcwd
- Remove debug print in CSV parser
- Add set +x to generate_test_dataset.sh to disable command echo
- Redirect Python script stdout to /dev/null for cleaner output
This makes Jenkins logs much cleaner while still showing progress messages.
* install gpu torch
* Clean up and optimize comprehensive dataset test pipeline
- Reorder Jenkinsfile execution: build -> generate data -> run test
- Remove commented-out debug code from generate_test_dataset.sh
- Ensure all files end with proper newline character (POSIX compliance)
- Keep useful status messages while removing development debug prints
- Set MAX_ITERATIONS=0 for unlimited test generation in production
* Add configuration modes to reduce test execution time
- Add --mode option (half/full) to generate_model_configs.py
- half mode (default): ~278 configs (224 2D + 54 3D) -> ~1,058 total tests
- full mode: ~807 configs (672 2D + 135 3D) -> ~3,093 total tests
- Update generate_test_dataset.sh to use CONFIG_MODE environment variable
- Keeps all model types but reduces parameter combinations intelligently
- Fixes Jenkins timeout issue (was running 3,669 tests taking 17+ hours)
- Default half mode should complete in ~4-5 hours instead of 17+ hours
* Add small mode for quick testing of comprehensive dataset
* jenkins pipeline test done
* jenkins test done
* Trigger CI build
* remove test comment and update data generation option as half
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Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>
* Remove some unnecessary calls to create_args in basic and universal GEMM tests
* Remove unnecessary include statements in universal GEMM tests
* Improve compilation time of basic GEMM tests by only compiling the precision variants that we need
* Universal GEMM PrecType should be the same as CDataType
* Improve compilation time of universal GEMM tests by only compiling the precision variants that we need
* Revert to constexpr when defining some constants
