GitLab

* Introduced an assertion to ensure that the stride index is within the valid range of tensor dimensions in `cython_wrapper.pyx`.
* This change prevents potential out-of-bounds errors when accessing tensor dimensions, enhancing the robustness of the code.

* Fix environment variable name for compilation print setting in `env.py`

* Remove deprecated test file for warp specialized pass configuration and refactor environment variable access in `env.py` to utilize a centralized `EnvVar` class for better management and clarity.

* lint fix

* Refactor cache check to use `env.is_cache_enabled()` for consistency in `tuner.py`

* 📝 Add docstrings to `mxfp4`

Docstrings generation was requested by @LeiWang1999.

* https://github.com/tile-ai/tilelang/pull/725#issuecomment-3191656561



The following files were modified:

* `examples/bitnet-1.58b/kernel_benchmark/tilelang_bitnet_158_int8xint2_prefill.py`
* `examples/dequantize_gemm/example_dequant_gemm_bf16_fp4_hopper.py`
* `examples/dequantize_gemm/example_dequant_gemm_bf16_mxfp4_hopper.py`
* `examples/dequantize_gemm/utils.py`
* `examples/gemm/example_gemm_autotune.py`
* `tilelang/intrinsics/utils.py`
* `tilelang/language/__init__.py`
* `tilelang/language/utils.py`
* `tilelang/quantize/mxfp.py`
* `tilelang/quantize/quantization.py`

* [Lint] More accurate docstring

* [Lint]

---------
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: tzj-fxz <tzjfxz@gmail.com>

* [Dequant] Add bit-twiddling dequantize cuda for fp4-->bf16

* [Dequant] Add extern call and serial dequantization

* [Dequant] Parallel Dequant wait for fence debug.

* [Scale] Add scale matrix to mxfp4 gemm

* [Remove] Remove fence-buggy example and some generated source cuda code

* [MXFP4] Update initial version of MXFP4 GEMM

* [Scale] Add scale to latest mxfp4 gemm

* [Lint]

* [BugFix] Load Scale, disabe TMA to recover performance

* [Lint]

* [Lint]

* [Scale] Use L2 to hold Scale and enable TMA will slightly boost performance

* [Lint]

* Update example_dequant_gemm_bf16_fp4_hopper_serial.py

* Remove deprecated dequantization examples for BF16 and MXFP4 in the dequantize_gemm directory.

* Refactor dequantization examples for improved readability and consistency. Adjusted formatting in matmul function and added spacing for clarity. Updated function signatures and comments for better understanding.

* Refactor index_to_coordinates usage in bitnet example and update dequantization example configurations. Removed the custom index_to_coordinates function and replaced it with the built-in version. Adjusted block_K parameter in dequantization example for consistency.

* lint fix

* ci fix

* Remove non-existent example

* [BugFix] Add smem swizzle to recover performance of TMA

* [BugFix] Enough reg for producer when threads=512

---------
Co-authored-by: Lei Wang <34334180+LeiWang1999@users.noreply.github.com>
Co-authored-by: LeiWang1999 <leiwang1999@outlook.com>

* [Enhancement] Refactor buffer index handling for improved precision and clarity (#668)

- Enhanced buffer index handling to address precision issues by removing redundant operations.
- Streamlined the logic for determining buffer overlaps, ensuring more accurate conflict detection.
- Updated related documentation to reflect changes in buffer management practices.

* Remove obsolete test script for AMD example, streamlining the examples directory.

* Remove unused dtype_size variable in AMD example script to streamline code.

* Add input configuration file and update AMD example script for enhanced flexibility

- Introduced a new input.txt file for configurable parameters.
- Modified the example_amd_flash_attn_fwd.py script to allow for a wider range of configurations, including additional options for num_stages, enable_rasterization, and k_pack.
- Streamlined the main function for better clarity and organization.
- Added a new test script to facilitate running the example with specified parameters.

* Remove input configuration file and obsolete test script; enhance AMD example with swizzle layout annotations

- Deleted input.txt and test.sh files as they are no longer needed.
- Updated example_amd_flash_attn_fwd.py to include swizzle layout annotations for shared memory, improving bank conflict avoidance.
- Reintroduced swizzle usage in the kernel for better performance.

* Refactor AMD example script for FlashAttention-2

- Updated function names for clarity, changing `get_v2_configs` to `get_configs` and `fast_flashattn_v2` to `fast_flashattn`.
- Streamlined the main function by renaming `main_v2` to `main` and adjusting the corresponding calls.
- Removed outdated comments and improved code organization for better readability.

* Refactor formatting in AMD FlashAttention example script

- Improved code readability by adjusting line breaks and indentation in the `fast_flashattn` function.
- Streamlined the `main` function parameter formatting for consistency.
- Removed unnecessary blank lines to enhance overall code organization.

* Update example_amd_flash_attn_fwd.py

* Enhance AMD example script and update CI workflows

- Improved the `example_amd_flash_attn_fwd.py` script for better clarity and organization.
- Added new CI workflows for AMD and documentation publishing.
- Updated various requirements files to include necessary dependencies.
- Introduced new test cases and examples for better coverage and functionality.
- Refactored existing code for improved readability and maintainability.

* Remove redundant tool cache cleanup step in AMD CI workflow

* Remove `torch` dependency from `requirements-rocm.txt` to streamline requirements.

---------
Co-authored-by: xinxyxiao <xinyxiao@amd.com>
Co-authored-by: Lei Wang <34334180+LeiWang1999@users.noreply.github.com>

Docstrings generation was requested by @LeiWang1999.

* https://github.com/tile-ai/tilelang/pull/712#issuecomment-3190680851



The following files were modified:

* `src/op/gemm.cc`
* `src/tl_templates/cuda/gemm_sm90.h`
* `src/transform/warp_specialized_rewriter.cc`
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

[Enhancement][Bugfix] Fix bug in warp specialized pass and add gemm_sr fallback support for Hopper (#712)

* bug fix and support gemm_sr fallback for hopper

* Update gemm.cc

---------
Co-authored-by: Lei Wang <34334180+LeiWang1999@users.noreply.github.com>
Co-authored-by: LeiWang1999 <leiwang1999@outlook.com>

* Update submodule 'tvm' to commit e11521e6936a827efa334588d29571fbb4620107

* Support strided tensors

* Refactor target attribute helper functions for improved clarity

* No code changes made in proxy.py and setup.py

* lint fix

* lint fix via gemini

* lint fix

* test fix

* test fix

* lint fix

* Update wrapper.py

* test fix

* Enhance test for InjectSoftwarePipeline by adding LowerOpaqueBlock transformation and updating expected function signature to use match_buffer for better clarity.

* lint fix

---------
Co-authored-by: Chenggang Zhao <chenggangz@deepseek.com>

* Update submodule 'tvm' to commit e11521e6936a827efa334588d29571fbb4620107

* Refactor CUDA code generation to simplify eviction policy handling

- Updated `VisitExpr_` methods in `codegen_cuda.cc` to use default eviction policy for `tma_load`, `tma_load_im2col`, and `tma_store` functions, reducing complexity.
- Removed conditional assembly code for `EVICT_NORMAL` in `copy_sm90.h`, streamlining the assembly calls for tensor memory operations.

* lint fix

* [Carver][Bugfix] Correct score function for warp tile selection in tensorcore policy

* [Typo] Correct architecture selection for CUDA and CDNA

* [Enhancement] Refactor buffer index handling for improved precision and clarity (#668)

- Enhanced buffer index handling to address precision issues by removing redundant operations.
- Streamlined the logic for determining buffer overlaps, ensuring more accurate conflict detection.
- Updated related documentation to reflect changes in buffer management practices.

* Remove obsolete test script for AMD example, streamlining the examples directory.

* Remove unused dtype_size variable in AMD example script to streamline code.

* Add input configuration file and update AMD example script for enhanced flexibility

- Introduced a new input.txt file for configurable parameters.
- Modified the example_amd_flash_attn_fwd.py script to allow for a wider range of configurations, including additional options for num_stages, enable_rasterization, and k_pack.
- Streamlined the main function for better clarity and organization.
- Added a new test script to facilitate running the example with specified parameters.

* Remove input configuration file and obsolete test script; enhance AMD example with swizzle layout annotations

- Deleted input.txt and test.sh files as they are no longer needed.
- Updated example_amd_flash_attn_fwd.py to include swizzle layout annotations for shared memory, improving bank conflict avoidance.
- Reintroduced swizzle usage in the kernel for better performance.

* Refactor AMD example script for FlashAttention-2

- Updated function names for clarity, changing `get_v2_configs` to `get_configs` and `fast_flashattn_v2` to `fast_flashattn`.
- Streamlined the main function by renaming `main_v2` to `main` and adjusting the corresponding calls.
- Removed outdated comments and improved code organization for better readability.

* Refactor formatting in AMD FlashAttention example script

- Improved code readability by adjusting line breaks and indentation in the `fast_flashattn` function.
- Streamlined the `main` function parameter formatting for consistency.
- Removed unnecessary blank lines to enhance overall code organization.

* Update example_amd_flash_attn_fwd.py

* Update AMD FlashAttention example and TVM submodule

- Added a new example script `example_amd_flash_attn_fwd_k_block.py` for FlashAttention with K-blocking support.
- Enhanced `example_amd_flash_attn_fwd.py` by expanding configuration options for block sizes and threads.
- Updated the TVM submodule to the latest commit for improved functionality.
- Introduced a new test script `test.sh` to facilitate running the new example with specified parameters.

* Add CI workflow for automated format checking and testing

- Introduced a new GitHub Actions workflow in `amd_ci.yml` to automate format checks and testing for pull requests.
- The workflow includes steps for setting up a Python environment, running format checks, and executing tests.
- Removed obsolete example script `example_amd_flash_attn_fwd_k_block.py` and test script `test.sh` to streamline the examples directory.

* Rename CI workflow from "CI" to "AMD CI" for clarity and specificity.

* Update AMD CI workflow to include copying PyTorch, TorchVision, and Torchaudio packages to the virtual environment for improved dependency management.

* Update AMD CI workflow to install pytest directly instead of using requirements-test.txt

* Update AMD CI workflow to remove 'flash-attn' from requirements and install dependencies from requirements-test.txt

* Refactor AMD CI workflow to enhance clarity in removing 'flash-attn' from requirements-test.txt before installation

* Remove Torchaudio package copying from AMD CI workflow to streamline dependency management.

* Refactor AMD CI workflow to remove the format-check job and streamline the build-test process by directly copying PyTorch and TorchVision packages to the virtual environment.

* Add installation of ROCm in AMD CI workflow

- Included a step to execute the `install_rocm.sh` script for improved setup.
- Removed unnecessary blank line for better readability in the workflow script.

* Remove installation step for ROCm in AMD CI workflow to simplify the setup process.

* Update AMD CI workflow to run specific test file with verbose output instead of all tests.

* Add new tilelang built-in operations for AMD architecture

- Introduced `tvm_mfma`, `tvm_mfma_store`, `tvm_rdna_wmma`, and `tvm_rdna_wmma_store` built-in operations to enhance support for matrix multiplication and storage in tilelang.
- Each operation is configured with the appropriate number of inputs and marked as opaque in terms of call effects.

* Enhance autotuner configurations and GEMM operations in AMD example

- Updated block sizes and num_split_q parameters in `get_configs` for improved autotuning.
- Modified `T.gemm` calls in `fast_flashattn` to utilize `GemmWarpPolicy.FullRow`, optimizing performance for matrix multiplications.

* Update autotuner configurations in AMD example for enhanced performance

- Refined block sizes, thread counts, and added new parameters in `get_configs` to optimize autotuning.
- Adjusted `fast_flashattn` function to incorporate new parameters for panel size and coalesced widths, improving memory access patterns.

* Enhance autotuner configurations and memory handling in AMD example

- Expanded block sizes and thread counts in `get_configs` for improved autotuning capabilities.
- Updated `fast_flashattn` to utilize a new shared memory allocation strategy, optimizing memory access patterns during GEMM operations.

* Refine autotuner configurations and memory usage in AMD example

- Reduced block sizes and adjusted thread counts in `get_configs` for optimized autotuning.
- Updated `fast_flashattn` to utilize register fragments for accumulation, minimizing LDS usage and enhancing performance during GEMM operations.

* Update autotuner configurations in AMD example for enhanced performance

- Expanded block sizes and thread counts in `get_configs` to improve autotuning capabilities.
- Adjusted `num_split_q` and `v_coalesced_width` parameters for better optimization during GEMM operations.

* Enhance autotuner configurations and GEMM operations in AMD example

- Expanded thread counts in `get_configs` to include higher values for improved autotuning.
- Updated `fast_flashattn` to adjust accumulation logic and ensure proper handling of causal conditions, optimizing performance during matrix multiplications.

* Update AMD CI workflow and remove obsolete test script

- Modified the CI workflow to run on multiple environments: self-hosted, amd, and gpu.
- Deleted the outdated `test.sh` script from the examples directory, streamlining the project structure.

* Remove TVM subproject from 3rdparty directory

* Refactor configuration generation and accumulation logic in AMD example

- Reformatted the `get_configs` function for improved readability by aligning parameters.
- Adjusted the `fast_flashattn` function to enhance clarity in the conditional logic for accumulation, ensuring better handling of causal conditions.

* Enhance AMD CI workflow with additional logging and setup steps

- Added echo statements to provide feedback during the CI process, indicating when the environment is running on an AMD GPU, copying necessary packages, and installing requirements.
- Improved clarity in the workflow by explicitly stating when the project is being installed and when tests are being executed.

* Comment out package copying in AMD CI workflow to prevent potential issues during environment setup

* Update AMD CI workflow to install nightly versions of PyTorch and remove obsolete package copying steps

* Enhance BuildTileLangHIP function by adding whitespace for improved readability

* Refactor kTVMGridConstant definition for clarity and remove unnecessary comment

* Update TVM subproject to latest commit a64a5926a6e59f5417ef2501f9d88b467337cf6a

* lint fix

* Update AMD CI workflow to use requirements-rocm.txt for dependency installation

* fix ci

* Remove dependency on format-check from AMD CI workflow

* fix ci

* fix ci

* fix ci

* Remove format-check job from AMD CI workflow

* Add torch to requirements-rocm.txt and remove explicit pip install commands from AMD CI workflow

* Add dependency on format-check job in AMD CI workflow

* Add format-check job to AMD CI workflow

* Update format-check job in AMD CI workflow to run on self-hosted environment

* Enhance format-check job in AMD CI workflow with improved Python environment setup and automatic commit of lint changes

* Update amd_ci.yml

---------
Co-authored-by: xinxyxiao <xinyxiao@amd.com>
Co-authored-by: Lei Wang <34334180+LeiWang1999@users.noreply.github.com>
Co-authored-by: LeiWang1999 <leiwang1999@outlook.com>

* chore: fix typos

* chore: fix ruff

* chore: fix clang-format

* Init support for sm120

* fmt

* resolve comments

* unify mma gemm

* fmt

---------
Co-authored-by: LeiWang1999 <leiwang1999@outlook.com>

* fix: NVRTC backend

* fix: CI

---------
Co-authored-by: LeiWang1999 <leiwang1999@outlook.com>

* Update submodule 'tvm' to commit e11521e6936a827efa334588d29571fbb4620107

* Rename build-test job to build-test-nvidia and specify nvidia as a runner label in CI workflow.

* Update CI workflow to specify 'nvidia' as an additional runner label for the format-check job.

* Update submodule 'tvm' to commit e11521e6936a827efa334588d29571fbb4620107

* Refactor inject_pipeline.cc to enhance pipeline body rewriting and condition handling

- Introduced a new function to replace IfThenElse nodes with their then_case while preserving attributes.
- Streamlined the PipelineBodyRewriter to improve buffer access rewriting and async state management.
- Enhanced the handling of pipeline loop conditions and added support for predicate conditions in the pipeline body.
- Removed obsolete code and improved overall code clarity and maintainability.

* lint fix

* Refactor return statements in inject_pipeline.cc to remove unnecessary std::move calls

- Updated return statements in multiple methods to return objects directly instead of using std::move, improving code clarity and potentially avoiding unnecessary moves.
- Ensured consistent handling of BufferStore and BufferLoad nodes during pipeline transformations.

* test fix

* Enhance global read detection in pipeline planning

- Updated the handling of global reads to account for condition expressions within IfThenElse nodes, ensuring accurate identification of global memory accesses.
- Introduced a new flag to track whether the visitor is within a condition expression, improving the correctness of buffer access analysis.
- Refactored the VisitStmt_ method to properly handle the structure of IfThenElse nodes, enhancing the clarity and maintainability of the code.

* Add IndexLegalizer to enforce int64 for out-of-bound indices

- Introduced the IndexLegalizer class to ensure that indices in BufferStore and BufferLoad nodes are promoted to int64 when they exceed their type bounds.
- Refactored the Int64Promoter logic from flatten_buffer.cc into IndexLegalizer, improving code organization and reusability.
- Updated the ConfigIndexBitwidth pass to apply IndexLegalizer after rewriting the body, enhancing the handling of index bitwidths in transformations.

* Update submodule 'tvm' to commit e11521e6936a827efa334588d29571fbb4620107

* Refactor inject_pipeline.cc to enhance pipeline body rewriting and condition handling

- Introduced a new function to replace IfThenElse nodes with their then_case while preserving attributes.
- Streamlined the PipelineBodyRewriter to improve buffer access rewriting and async state management.
- Enhanced the handling of pipeline loop conditions and added support for predicate conditions in the pipeline body.
- Removed obsolete code and improved overall code clarity and maintainability.

* lint fix

* Refactor return statements in inject_pipeline.cc to remove unnecessary std::move calls

- Updated return statements in multiple methods to return objects directly instead of using std::move, improving code clarity and potentially avoiding unnecessary moves.
- Ensured consistent handling of BufferStore and BufferLoad nodes during pipeline transformations.

* test fix

* Enhance global read detection in pipeline planning

- Updated the handling of global reads to account for condition expressions within IfThenElse nodes, ensuring accurate identification of global memory accesses.
- Introduced a new flag to track whether the visitor is within a condition expression, improving the correctness of buffer access analysis.
- Refactored the VisitStmt_ method to properly handle the structure of IfThenElse nodes, enhancing the clarity and maintainability of the code.

* Update submodule 'tvm' to commit e11521e6936a827efa334588d29571fbb4620107

* Refactor inject_pipeline.cc to enhance pipeline body rewriting and condition handling

- Introduced a new function to replace IfThenElse nodes with their then_case while preserving attributes.
- Streamlined the PipelineBodyRewriter to improve buffer access rewriting and async state management.
- Enhanced the handling of pipeline loop conditions and added support for predicate conditions in the pipeline body.
- Removed obsolete code and improved overall code clarity and maintainability.

* lint fix

* Refactor return statements in inject_pipeline.cc to remove unnecessary std::move calls

- Updated return statements in multiple methods to return objects directly instead of using std::move, improving code clarity and potentially avoiding unnecessary moves.
- Ensured consistent handling of BufferStore and BufferLoad nodes during pipeline transformations.

* test fix

* Enhance format script to automatically install tools in need

* Add judgement for small `h_q` in MLA decode examples to improve robustness

* Allow scale as a param in MLA decode examples for better generality

* Fix typo

[Enhancement] Add eviction policy support for TMA operations, enhance CUDA codegen, and introduce new pass config (#690)

* Enhance TMA and barrier handling in CUDA code generation

- Updated `CodeGenTileLangCUDA` to support eviction policies for TMA operations, allowing for more flexible memory management.
- Introduced a new `CacheHintSm90` enum to define eviction strategies in `copy_sm90.h`.
- Modified TMA load/store functions to accept eviction policies, improving performance on different architectures.
- Enhanced `TmaBarrierCollector` and `TmaBarrierRewriter` to account for SIMT copies, ensuring correct barrier insertion.
- Refactored thread synchronization logic to utilize barrier IDs, improving the efficiency of partial thread synchronization.
- Updated Python interface for `copy` and `c2d_im2col` to include optional eviction policy parameters, enhancing usability.

* update shuffle and elect optimization

* fix bug

* fix bug

* fix potential bug

* lint fix

* lint fix

* update shuffle_elect template

* fix bug

* fix bug

* fix template

* lint and fix

* fix typo

* gemm_with_stride sm89

* fix offset issue

* bug fix

* format

* sm80 support

* add sm90

* add testing

* format

* add static_assert for wgmma

* Enhance error message for inner_box_dim validation in LowerBulkCopy

* lint fix

---------
Co-authored-by: LeiWang1999 <leiwang1999@outlook.com>

* [MXFP4] Dequantize FP4 kernel example, MX scale todo

* [BugFix] Fix the bug of fp4&fp16 exponential bias

* [MXFP4] Add group scale factor for BF16xMXFP4 gemm

* [Lint]

* [Test] Add test script for BF16xMXFP4 gemm

* [Lint]

* [BugFix] Fix the shape of scale tensor

* Update example_dequant_gemm_fp4_hopper.py

---------
Co-authored-by: LeiWang1999 <leiwang1999@outlook.com>
Co-authored-by: Lei Wang <34334180+LeiWang1999@users.noreply.github.com>

* Refactor inject_pipeline.cc to improve version handling and add unique producer head tracking

- Updated version check to allow for cases with two or more versions.
- Adjusted logic to decrement num_versions when multi-versioning is not needed.
- Introduced a helper function to ensure unique producer heads are added to the commit group.
- Removed obsolete AddAllocBuffers method to streamline code.

* lint fix

* Refactor pipeline planning logic to enhance copy stage dependency management

- Removed obsolete conditional expression handling from the pipeline planning code.
- Introduced a new structure to manage copy stage dependency reads, improving clarity and efficiency.
- Updated logic to correctly identify producer stages for copy stages, ensuring accurate pipeline stage assignment.
- Added a new block sparse matrix multiplication function in the testing suite to validate the pipeline planning changes.

* Update ci.yml

* Fix structural equality checks in AddUnique and Contains methods to compare buffer references instead of entire regions in pipeline planning.

* Refactor pipeline planning logic to improve copy stage dependency propagation

- Updated structural equality checks in AddUnique and Contains methods to use buffer reference comparison.
- Enhanced the iteration logic for managing copy stage dependencies, ensuring accurate identification of producer stages.
- Added safeguards against exceeding maximum iterations during dependency propagation.

* Implement new free stage layout inference.

* Fix bug

* Make replication upcasting and unnormalizable iterators safe.

* Better handling of updating with more replica

* Remove unnecessary check.

* Fix compilation.

* Fix setup.py.

* Simplify development mode.

* Allow ParallelOp layout when there's already a compatible layout specified

* lint fix

* Add ProveFragmentContains function to validate thread access between small and large fragments

This function checks if the threads accessing elements of a smaller fragment are a subset of those accessing a larger fragment, ensuring valid access during updates. The implementation includes deriving thread indices, computing logical indices, and verifying thread mappings.

* Update dependencies in requirements files

* Remove 'thefuzz' from requirements-dev.txt
* Specify exact versions for 'torch' and add 'flash_attn' in requirements-test.txt

* Update CI workflow to use SHA256 hash for requirements file

* Update requirements and CI workflow for flash attention

* Removed specific version for 'torch' in requirements-test.txt
* Added installation of 'flash_attn==2.5.8' in CI workflow to ensure compatibility

* Refactor flash attention import handling in examples

* Removed availability checks for 'flash_attn' in multiple example scripts.
* Simplified import statements for 'flash_attn' to ensure consistent usage across examples.

---------
Co-authored-by: Huanqi Cao <caohuanqi@deepseek.com>

* Update flash-attn version in requirements-test.txt from <=2.2.0 to ==2.5.8

* lint fix

* Remove unused dependencies from requirements-test.txt

* Update import path for padding functions in example MHA forward variable length script

* Refactor code formatting in bert_padding.py for improved readability

* Trivial update to calculate target arch

* Update tilelang/contrib/nvrtc.py
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

* fmt

---------
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

* [GDN] Add examples for GDN forward and backward kernels

* [Refactor] Folder structure refactor for duplicated utils

* [Test] Add test script for kernels

* [Refactor] Rename examples to align with the repo

* [Lint] Modify README

* [Update] Modified README to align upstream repo

* [BugFix] Path of FLA

* [Fix] Copyright and test

* [Lint]

* [CI] Add GDN compilation test CI

* [Lint]

* [BugFix] Import error of fla

Bumps [transformers](https://github.com/huggingface/transformers) from 4.52.1 to 4.53.0.
- [Release notes](https://github.com/huggingface/transformers/releases)
- [Commits](https://github.com/huggingface/transformers/compare/v4.52.1...v4.53.0

)

---
updated-dependencies:
- dependency-name: transformers
  dependency-version: 4.53.0
  dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [Enhancement] Disable cache and append git commit ID to version in tilelang (#688)

* Disabled caching in quickstart example for improved performance.
* Added a function to retrieve the current git commit ID and appended it to the version string if not already present, enhancing version tracking and debugging capabilities.

* revert quickstart

* optimize code.

* [Enhancement] Disable cache and append git commit ID to version in tilelang (#688)

* Disabled caching in quickstart example for improved performance.
* Added a function to retrieve the current git commit ID and appended it to the version string if not already present, enhancing version tracking and debugging capabilities.

* revert quickstart

* [Enhancement] Refactor GEMM operations for improved warp partitioning and target instruction handling

- Introduced a new `GetGemmInst` method to determine the appropriate GEMM instruction based on block size and target architecture.
- Updated `ComputeWarpPartition` to accept the GEMM instruction type, enhancing flexibility in warp partitioning logic.
- Added `TargetGetWarpSize` utility to streamline warp size retrieval based on target architecture.
- Refactored layout inference and lowering methods to utilize the new GEMM instruction handling, improving clarity and maintainability of the codebase.

* bug fix

* test fix

* lint fix

* phase out Canonialize

* add option --expt-relaxed-constexpr

* [Enhancement] Introduce tilelang intrinsic operations for GEMM

- Added `tl_gemm` and `tl_gemm_sp` built-in operations to support general and sparse matrix multiplication in tilelang.
- Updated the lowering logic in `Gemm` and `GemmSP` to utilize the new tilelang operations.
- Enhanced CUDA and HIP code generation to handle the new GEMM operations, ensuring proper argument validation and external call printing.
- Implemented shared memory alignment planning for GEMM operations to optimize performance on supported architectures.

* lint fix

* lint fix

* test fix

* test fix

* rebase

* Update builtin.cc

* use more efficient bf16 type related conversion

* update macro

* [Enhancement] Refactor GEMM operations for improved warp partitioning and target instruction handling

- Introduced a new `GetGemmInst` method to determine the appropriate GEMM instruction based on block size and target architecture.
- Updated `ComputeWarpPartition` to accept the GEMM instruction type, enhancing flexibility in warp partitioning logic.
- Added `TargetGetWarpSize` utility to streamline warp size retrieval based on target architecture.
- Refactored layout inference and lowering methods to utilize the new GEMM instruction handling, improving clarity and maintainability of the codebase.

* bug fix

* test fix

* lint fix

* [Enhancement] Introduce software pipeline rewriter and refactor buffer access handling

- Added a new `PipelineOpaqueAccessRewriter` class to manage opaque buffer accesses in the software pipeline.
- Refactored the `PipelineBodyRewriter` to utilize the new rewriter for improved buffer access handling.
- Enhanced the `PipelineRewriter` to support additional fragment information and streamline pipeline construction.
- Updated tests to reflect changes in buffer management and access patterns, ensuring compatibility with the new structure.
- Removed obsolete code related to previous buffer access methods for clarity and maintainability.

* test fix

* [Feature]:Add auto vectorize for atomic add

* fix

* fix2

* format

* Add `--ptxas-options=--register-usage-level=10` option

* lint fix

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Co-authored-by: Chenggang Zhao <chenggangz@deepseek.com>

* [Fix] fix some issues with JIT decorators existing in the examples

* format

* Uses PassConfigKey instand of str

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Co-authored-by: Cunxiao <nicunxiao@bytedance.com>

- Renamed TMAFinder to ProducerBufferDetector and improved handling of CallNode and BufferLoadNode.
- This change aims to enhance code maintainability and performance by more accurately tracking producer buffer usage.