Commit Graph
2 Commits
Author SHA1 Message Date
Lei Wang 2a286ae68c [Refactor] Refactor for Better Layout Conflict Handling (#240)
* [Feature] Add reduce_max functionality and corresponding tests

* Introduced a new test file for the reduce_max operation in the tilelang language module.
* Implemented the reduce_max functionality using T.prim_func, including local memory allocation and result copying.
* Added tests for various input sizes and data types to ensure correctness of the reduce_max implementation.
* Enhanced profiling assertions to validate the output against reference implementations.

* Fix whitespace issues in reduce_max test file for improved readability

* [Refactor] Update DebugOutput methods to return strings instead of void

* Modified DebugOutput methods in LayoutNode, FragmentNode, and SwizzledLayoutNode to return std::string instead of void, enhancing usability for logging and debugging.
* Updated corresponding header files to reflect the new return types.
* Improved layout inference error messages by incorporating DebugOutput for better clarity in layout conflicts.

* lint fix

* Fix typo in matmul function: changed loop from T.Parallel to T.grid for correct parallel execution in webgpu code generation tests.

* [Enhancement] Improve layout inference conflict handling in ParallelOp

* Updated the layout inference logic in ParallelOp to better handle conflicts for local.fragment buffers.
* Added checks to ensure that layout conflicts are reported only when both source and destination buffers are defined, improving clarity in error messages.
* Enhanced the overall robustness of the layout inference process by addressing specific cases where conflicts may arise.

* [Feature] Add IsEqual methods for layout comparison

* Introduced IsEqual methods in LayoutNode, FragmentNode, and SwizzledLayoutNode to facilitate structural equality checks, allowing for optional index comparison.
* Enhanced layout inference logic in Copy and ParallelOp to utilize the new IsEqual methods for better conflict detection in local.fragment layouts.
* Improved error messages for layout conflicts to provide clearer guidance on potential issues.houm

* [Refactor] Update profiler usage in benchmark_nsa_fwd.py and improve layout inference in elem.cc and parallel.cc

* Modified the profiler call in benchmark_nsa_fwd.py to streamline latency measurement.
* Updated layout inference logic in elem.cc and parallel.cc to use const pointers for FragmentNode, enhancing type safety and clarity.
* Improved error messages in layout conflict checks to provide better guidance on potential issues.

* [Refactor] Clean up pointer formatting in layout inference files

* Standardized pointer formatting for FragmentNode in elem.cc and parallel.cc to improve code readability.
* Minor adjustments to error message formatting in layout conflict checks for better clarity.
2025-03-18 17:32:37 +08:00
Lei Wang c8fc0cbbcd [Backend][WebGPU] Support WebGPU WGSL code generation (#86)
* bump version into v0.1.0

* [Enhancement] Add custom develop command for editable installs and update .gitignore

* [Documentation] Update README to include system dependencies installation instructions

* [Build] Update setup.py to support library file copying for both release and develop modes

* [Build] Refactor library file copying logic in setup.py

* [Documentation] Remove unnecessary install section header in Installation.md

* [Build] Add tox configuration and local distribution script for multi-Python version support

* [Build] Improve git submodule update function with better error handling

* [Build] Update LLVM configuration path in ROCm installation script

* [Build] Add .tox/ to .gitignore for tox testing environment

* [Build] Add support for TVM prebuild path configuration in CMakeLists.txt

* [Cleanup] Remove unused TVM runtime error codes header

* [Cleanup] Fix TVM grid constant type reference in CUDA module

* [Cleanup] Remove unused customized_code function from IR module

* [Feature] Add TileLang thread synchronization and storage access analysis passes

* [Build] Reorder DLL search path directories for more flexible library loading

* [Refactor] Improve thread synchronization and library path handling

- Rename ThreadSync and TileLangThreadSync functions in C++ code
- Update Python docstring for ThreadSync with more detailed description
- Reorder library path detection in tilelang environment setup
- Minor comment and code cleanup in CUDA and warp specialization modules

* [Refactor] Improve thread synchronization code style and formatting

- Standardize pointer type spacing in storage_access.h and storage_access.cc
- Update whitespace and indentation in thread_storage_sync.cc
- Reorder include statements in thread_partial_sync.cc
- Minor code formatting improvements across thread synchronization files

* [Refactor] Fix global function registration for ThreadSync

- Correct global function registration to use ThreadSync instead of TileLangThreadSync
- Update TVM global registration to match recent refactoring efforts

* [Refactor] Simplify ThreadSync global function registration

- Remove unnecessary whitespace in global function registration
- Compact the TVM global registration line for ThreadSync

* [Feature] Add WebGPU code generation support in TileLang

- Implement WebGPU code generator (codegen_webgpu.cc and codegen_webgpu.h)
- Add WebGPU target support in lower.py and target.py
- Update CMakeLists.txt to include WebGPU codegen source files
- Introduce WebGPU-specific code generation for WGSL shader language

* [Refactor] Improve WebGPU code generation formatting and readability

- Enhance code formatting in codegen_webgpu.cc and codegen_webgpu.h
- Standardize pointer type spacing and indentation
- Improve line breaks and reduce line length for better readability
- Minor code style improvements in WebGPU code generation

* [Test] Add WebGPU matrix multiplication code generation test

- Implement test_webgpu_codegen.py for WebGPU matrix multiplication
- Add assert_gemm_codegen function to validate WebGPU code generation
- Include basic matrix multiplication kernel test case

* Update README with WebGPU codegen support announcement
2025-02-15 18:28:29 +08:00