1. 27 Feb, 2025 1 commit
    • Lei Wang's avatar
      [JIT] Enhance cython/ctypes wrapper for tma descriptor (#126) · 7b74bb01
      Lei Wang authored
      
      
      * 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: default avatarUbuntu <dlisuser@h100testl730RPS.xu5snccwrbtejcqqalluoku5hb.xx.internal.cloudapp.net>
      7b74bb01
  2. 15 Feb, 2025 1 commit
    • Lei Wang's avatar
      [Backend][WebGPU] Support WebGPU WGSL code generation (#86) · c8fc0cbb
      Lei Wang authored
      * 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
      c8fc0cbb
  3. 14 Feb, 2025 1 commit
    • Lei Wang's avatar
      [Refactor] Separate tilelang Pass Thread Sync (with Hopper support) from tvm (#85) · ec84188f
      Lei Wang authored
      * 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
      ec84188f
  4. 06 Feb, 2025 1 commit
    • Lei Wang's avatar
      [Dev] Support FP8 Codegen for cuda backend (#64) · 61de5288
      Lei Wang authored
      * [Enhancement] Add VectorizeLoop function and update imports for compatibility
      
      * [CI][Test] Improve test cases for vectorization and fix typos in parser comments
      
      * lint fix
      
      * Fix incorrect module reference for VectorizeLoop transformation
      
      * Refactor vectorize_loop transformation by removing unused extent mutation logic
      
      * [Enhancement] Add support for FP8 data types and global barriers in CUDA codegen
      
      * Fix formatting in CUDA FP8 header file for consistency
      
      * Refactor CI workflow to use 'tilelang_ci' virtual environment and update CUDA type printing for better clarity
      
      * Update submodule 'tvm' to latest commit for improved functionality
      
      * Refactor execution backend references from 'dl_pack' to 'dlpack' for consistency and clarity; add apply_simplify function to simplify PrimFunc or IRModule.
      
      * Refactor CUDA code for improved readability; clean up formatting and remove unnecessary whitespace in multiple files.
      
      * Refactor import statement in test_tilelang_kernel_dequantize_gemm.py to use 'tilelang.language' for consistency
      
      * Add CUDA requirements to FP8 test cases and update references for clarity
      
      * Add a blank line for improved readability in test_tilelang_kernel_fp8_gemm_mma.py
      
      * Fix data type in reference result calculation for consistency in test_tilelang_kernel_gemm_mma_intrinsic.py
      
      * Add CUDA requirements and FP8 test cases for matmul and gemv simulations
      
      * Remove debug print statements and use tilelang's testing assertion for result validation in test_tilelang_kernel_gemm_mma_intrinsic.py
      
      * Remove outdated comment regarding FP8 tests in test_tilelang_kernel_gemv_simt.py
      61de5288
  5. 26 Jan, 2025 1 commit
    • Lei Wang's avatar
      [Doc] Addd debug relevant testing and documentations (#58) · 5e259239
      Lei Wang authored
      * implement jit test case
      
      * [Dev] implement auto tune test case for matrix multiplication
      
      * Implement test for legalize memory access and vectorized loop
      
      * lint fix
      
      * introduce run_once
      
      * Refactor callback function names for consistency and improve code readability
      
      * enhance documentations
      
      * lint fix
      
      * lint fix
      
      * lint fix
      
      * lint fix
      
      * fix formatting issues in rt_mod_hip.cc
      
      * add random seed initialization for deterministic testing
      5e259239
  6. 24 Jan, 2025 1 commit
    • Lei Wang's avatar
      [Debug] Introduce `T.print` for buffer and variables logging on frontend (#45) · 8cdc185b
      Lei Wang authored
      * [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
      8cdc185b
  7. 17 Jan, 2025 1 commit
  8. 11 Jan, 2025 2 commits
    • Lei Wang's avatar
      [Lint] Overall Typo and Linting Fixes (#13) · fa511857
      Lei Wang authored
      * README.md fixed
      
      * update test ci
      
      * Lint and Typo Fix
      
      * Clang Format Lint Fix
      fa511857
    • Lei Wang's avatar
      [Initialization] Migration of Codebase from Dev Branch into Main (#10) · 57ab687c
      Lei Wang authored
      
      
      * Add format.sh script for code formatting and linting
      
      * docs update
      
      * center align the title
      
      * lint fix
      
      * add ignore
      
      * Add .gitignore for 3rdparty directory
      
      * Add requirements-dev.txt, requirements-test.txt, and requirements.txt
      
      * 3rdparty
      
      * Add gemm.h, CMakeLists.txt, _ffi_api.py, __init__.py, runtime.h, reduce.h, loop_partition.h, utils.h, and loop_vectorize.h
      
      * Refactor CMakeLists.txt and include statements
      
      - Update CMakeLists.txt to use a newer version of CMake and add project name
      - Remove unnecessary include directories
      
      Fix include paths in layout.cc, codegen.cc, codegen.h, rt_mod.cc, frontend_legalize.cc, inject_pipeline.cc, layout_inference.cc, loop_vectorize.cc, and lower_tile_op.cc
      
      - Update include paths to use relative paths instead of absolute paths
      
      * Update submodule for 3rdparty/tvm
      
      * update
      
      * load dll first
      
      * Refactor CMakeLists.txt and include statements
      
      * Refactor CMakeLists.txt and include statements
      
      * git keep update
      
      * Refactor CMakeLists.txt and include statements
      
      * Refactor CMakeLists.txt and include statements
      
      * refactor code structure
      
      * Update Readme
      
      * CMakeLists Customized
      
      * update readme
      
      * update README
      
      * update readme
      
      * update usage
      
      * with TVM_IMPORT_PYTHON_PATH to handle own tvm build python import
      
      * annotate lower transform global func with `transform` prefix
      
      * Migrate Simplify Pass from tilelang tvm branch
      
      * enhance system environment handling with __init__ and CMake
      
      * Initial commit
      
      * CODE_OF_CONDUCT.md committed
      
      * LICENSE committed
      
      * README.md committed
      
      * SECURITY.md committed
      
      * SUPPORT.md committed
      
      * CODE_OF_CONDUCT Commit
      
      * LICENSE Commit
      
      * SECURITY Commit
      
      * SUPPORT Commit
      
      * Modify Support
      
      * Update README.md
      
      * security ci update
      
      * remove examples
      
      * Update and implement clang-format
      
      * add composable kernel components
      
      * Migrate from latest update
      
      * submodule update
      
      * Test update
      
      * Update License
      
      * Spell check
      
      * lint fix
      
      * add clang-tidy to apply static analysis for c source
      
      * update tilelang examples
      
      * Update Install Docs
      
      * Refactor filetree
      
      * Enhance Install
      
      * conflict resloved
      
      * annotate_version
      
      * Initial Update
      
      * test fix
      
      * install
      
      * Implement setup.py
      
      * lint fix
      
      * Separate Init
      
      * Separate test
      
      * docker file commit
      
      * add logo
      
      * Update Readme and Examples
      
      * update readme
      
      * update logo
      
      * Implement AMD Installation
      
      * Add License
      
      * Update AMD MI300x Benchmark
      
      * update README
      
      * update mi300 benchmark scripts
      
      * update ignore
      
      * enhance build scirpt
      
      * update image
      
      * enhance setup.py to remove duplicated libraries
      
      * remove debug files
      
      * update readme
      
      * update image
      
      * update gemm examples
      
      * update flashattention README
      
      * readme update
      
      * add cmake into requirements
      
      * libinfo fix
      
      * auto update submodule
      
      * lint fix
      
      * Fix AMD Build and Test
      
      * Update check for transpose attribute for CDNA Arch
      
      * typo fix for amd
      
      * Implement Matmul Benchmark
      
      * Refactor Code
      
      * [TypoFix] Fix GEMM Example
      
      * [Docs] Init Linear Attention README
      
      * [TYPO] Typo fix
      
      * [Lint] Lint Fix
      
      * enhance example with intrinsics
      
      * [Enhancement] Improve Buffer Collection during IR Parser
      
      * [Dev] Introduce Current classmethod to get current frame
      
      * submodule update
      
      * fake test pass update
      
      * support thread_extent_api
      
      * code optimize
      
      * Add GEMM function implementation for matrix multiplication
      
      * Update logging format to reflect TileLang in logger messages
      
      * Refactor CMakeLists.txt for improved readability and set default build type to Release
      
      * Support Gemm SS Primitives Implementation
      
      * [README] Upload Tile Language Logo (#5)
      
      * update logo
      
      * Update README.md to enhance formatting and center the title
      
      ---------
      Co-authored-by: default avatarmicrosoft-github-operations[bot] <55726097+microsoft-github-operations[bot]@users.noreply.github.com>
      Co-authored-by: default avatarMicrosoft Open Source <microsoftopensource@users.noreply.github.com>
      Co-authored-by: default avatarYu Cheng <yu.cheng@pku.edu.cn>
      57ab687c