4 Commits

Include renames

Author	SHA1	Message	Date
Lei Wang	3de9f13cb1	[Refactor] Introduce KernelParam integration across modules (#223) ... * [Refactor] Update KernelParam integration across modules - Replaced instances of TensorType with KernelParam in various modules to standardize parameter handling. - Updated JITKernel, BaseKernelAdapter, and CythonKernelAdapter to utilize KernelParam for improved type consistency. - Enhanced Profiler class to include KernelParam in its parameters, ensuring better integration with the new parameter structure. - Adjusted tensor handling in utility functions to accommodate the new KernelParam type, improving overall code clarity and maintainability. - Updated copyright headers to reflect the correct organization. * [Refactor] Clean up whitespace in kernel, profiler, and tensor modules - Added blank lines for improved readability in kernel.py, __init__.py, and tensor.py. - Enhanced code clarity by ensuring consistent formatting across these modules. * [Enhancement] Add detailed docstrings to KernelParam and Profiler classes - Enhanced KernelParam class with comprehensive docstrings for better understanding of its purpose and methods. - Updated Profiler class to include detailed docstrings for its attributes and methods, improving code documentation and usability. - Removed unused do_bench function to streamline the profiler module and improve clarity. * [Refactor] Update type hints in do_bench function and clean up whitespace in profiler module - Changed type hints for grad_to_none and quantiles parameters in do_bench function to use Optional for better clarity. - Added a blank line in __init__.py for improved readability and consistency in the profiler module. * [Refactor] Update type hint in do_bench function for consistency - Changed the return type hint in the do_bench function from a union type to a more explicit List type for better clarity and consistency in type annotations. * [Refactor] Update return type hint in do_bench function for clarity - Changed the return type hint in the do_bench function from a union type to Union[float, List[float]] for improved clarity and consistency in type annotations. * [Enhancement] Add func property to Profiler class for adapter access - Introduced a new property `func` in the Profiler class to provide access to the adapter, ensuring that the adapter is set before retrieval. This enhancement improves the usability of the Profiler class by allowing easier access to the adapter functionality. * [Refactor] Update kernel compilation and profiling in tests - Replaced instances of `TL.lower` and `TL.Profiler` with `tilelang.compile` and the new profiler interface across multiple test files. - Enhanced the kernel compilation process to utilize the updated API, improving consistency and maintainability in the testing framework. - Updated assertions to use the new profiler methods for better clarity and functionality in performance testing. * [Refactor] Simplify kernel invocation and remove unused parameters in tests - Updated the kernel invocation in `test_tilelang_dynamic_symbolic.py` to directly assign the result to `C`, improving clarity. - Removed the `execution_backend` parameter from `tilelang.compile` calls in `test_tilelang_jit_callback.py` and `test_tilelang_jit_gemm.py` for consistency with the updated API. - Commented out the call to `tilelang.testing.main()` in `test_tilelang_jit_callback.py` and replaced it with a direct call to `test_gemm_jit_kernel()` to streamline test execution. - Adjusted the dtype mapping in `TorchDLPackKernelAdapter` to use the parameter's dtype directly, enhancing code simplicity. * [Refactor] Remove unused imports in test files for cleaner code - Eliminated unnecessary imports of `tilelang` as `TL` in various test files to enhance code clarity and maintainability. - Updated multiple test files to streamline the codebase and reduce potential confusion from unused references. * [Refactor] Simplify kernel invocation in tilelang kernel test - Updated the kernel invocation in `test_tilelang_kernel_bf16_gemm_mma.py` to directly assign the result to `C`, enhancing code clarity and consistency with recent changes in the API. * [Refactor] Simplify kernel invocation in tilelang kernel tests - Updated kernel invocations in multiple test files to directly assign the result to `C`, improving code clarity and consistency with the updated API. - Removed unnecessary initialization of `C` as a zero tensor, streamlining the code further. * [Refactor] Update kernel invocation in tilelang transform tests - Replaced the use of `TL.Profiler` with `tilelang.compile` in `test_tilelang_transform_simplify.py`, enhancing code clarity and consistency with the updated API. - Streamlined the kernel invocation process by directly assigning the result to `C`, improving readability and maintainability of the test code.	2025-03-16 15:07:54 +08:00
Lei WangandUbuntu	7b74bb0128	[JIT] Enhance cython/ctypes wrapper for tma descriptor (#126) ... * refactor code * enhance tutorial * Enhance error handling and code generation in CUDA and TileLang components This commit introduces several improvements across multiple files: - Added more informative error messages in GEMM layout checks - Updated CUDA codegen to support more flexible function signature generation - Improved TMA descriptor initialization and kernel dispatch logic - Refined library generation and source code parsing utilities - Enhanced error handling in various adapter and wrapper classes * Add thread tag validation for warp specialization Introduce a ThreadTagChecker to validate that a PrimFunc only uses threadIdx.x before applying warp specialization. This prevents unintended transformations on kernels with complex thread binding and provides a clear warning to users about potential issues with warp specialization. * Update TileLang Profiling and Compilation in Flash Decoding Examples Refactor the profiling and compilation workflow in two flash decoding example scripts: - Replace `tilelang.lower()` and `tilelang.Profiler()` with `tilelang.compile()` - Simplify profiler initialization using `get_profiler()` - Update method calls to use the new profiler and compiled kernel objects - Maintain existing performance benchmarking and validation logic * Refactor and clean up code formatting in TileLang testing and adapter modules This commit includes several code style and formatting improvements: - Adjust whitespace and line breaks in test files - Improve code formatting in CUDA source wrapper and adapter utilities - Enhance readability of function calls and argument handling - Remove unnecessary whitespace and standardize indentation - Simplify function signatures and argument parsing * Refactor CUDA codegen and improve code formatting This commit includes several improvements to CUDA code generation and formatting: - Enhance function signature generation in CodeGenTileLangCUDA - Improve code formatting and readability in CUDA-related files - Simplify parameter handling and type annotations - Clean up whitespace and line breaks in codegen and layout files --------- Co-authored-by: Ubuntu <dlisuser@h100testl730RPS.xu5snccwrbtejcqqalluoku5hb.xx.internal.cloudapp.net>	2025-02-27 23:15:14 +08:00
Lei Wang	47ecc791c0	[Doc] Remove unnecessary layout annotation (#49) ... * [Doc] Update documentation structure and content: add overview section, revise project name, and change theme to Furo * [Feature] Add device-side debug printing functions and integrate into kernel interface * lint fix * remove debug print * implement test for debug * lint fix * add some comments * Enhance fragment design and assert fragment print * enhance debug print * add test for msg * lint fix * format * add flash decoding exmaples * remove comment * test simplified	2025-01-25 17:05:05 +08:00
Lei Wang	362b3520b0	[Refactor] Simplify interface via replacing argument thread binding of intrinsics with KernelFrame.Current (#34) ... * installation script fix * readme typo fix * doc fix for dequantize gemm * [Doc] remove CODE_OF_CONDUCT.md and SECURITY.md; update references in CONTRIBUTING.md * [Doc] add unit tests for AnnotateDeviceRegions transform; remove SUPPORT.md * update license * [Enhancement] add tensor supply handling for unsigned integers; improve error message for execution backend assertion * [Refactor] improve code readability by reformatting function signatures and assertions * [Refactor] replace torch.manual_seed with tilelang.testing.set_random_seed for consistency in random seed handling * [Refactor] unify thread binding variable naming across kernel and example files * [Refactor] remove unused thread binding parameter from matrix multiplication functions * [Refactor] remove unused thread binding parameter from matrix multiplication functions * [Refactor] enable main testing function in tilelang kernel gemm test * bug fix	2025-01-23 21:03:10 +08:00