v4.3 update. (#2709)

* v4.3 update.

* Update the cute_dsl_api changelog's doc link

* Update version to 4.3.0

* Update the example link

* Update doc to encourage user to install DSL from requirements.txt

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Co-authored-by: Larry Wu <larwu@nvidia.com>
This commit is contained in:
Junkai-Wu
2025-10-22 02:26:30 +08:00
committed by GitHub
parent e6e2cc29f5
commit b1d6e2c9b3
244 changed files with 59272 additions and 10455 deletions

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@@ -15,6 +15,14 @@ Understanding these limitations will help you avoid potential pitfalls from the
Please refer to :doc:`../limitations` for more details.
Source Code Correlation
-----------------------
CuTe DSL provides Python code to PTX/SASS correlation to enable the profiling/debugging of generated kernels with debug symbols by generating line info when compiling the kernel.
You can enable that globally via the environment variable CUTE_DSL_LINEINFO=1. Alternative, you can use compilation options to enable that per kernel. Please refer to :doc:`./dsl_jit_compilation_options` for more details.
DSL Debugging
-------------
@@ -75,6 +83,48 @@ This helps you verify whether the IR is generated as expected.
export CUTE_DSL_KEEP_IR=1
Dump the generated PTX & CUBIN
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
For users familiar with PTX and SASS, CuTe DSL supports dumping the generated PTX and CUBIN.
.. code:: bash
# Dump generated PTX in a .ptx file (default: False)
export CUTE_DSL_KEEP_PTX=1
# Dump generated cubin in a .cubin file (default: False)
export CUTE_DSL_KEEP_CUBIN=1
To further get SASS from cubin, users can use ``nvdisasm`` (usually installed with CUDA toolkit) to disassemble the cubin.
.. code:: bash
nvdisasm your_dsl_code.cubin > your_dsl_code.sass
Access the dumped contents programmatically
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
For compiled kernels, the generated PTX/CUBIN/IR can be accessed programmatically as well through following attributes:
- ``__ptx__``: The generated PTX code of the compiled kernel.
- ``__cubin__``: The generated CUBIN data of the compiled kernel.
- ``__mlir__``: The generated IR code of the compiled kernel.
.. code:: python
compiled_foo = cute.compile(foo, ...)
print(f"PTX: {compiled_foo.__ptx__}")
with open("foo.cubin", "wb") as f:
f.write(compiled_foo.__cubin__)
Change the dump directory
~~~~~~~~~~~~~~~~~~~~~~~~~
By default, all dumped files are saved in the current working directory. To specify a different directory for the dumped files, please set the environment variable CUTE_DSL_DUMP_DIR accordingly.
Kernel Functional Debugging
----------------------------
@@ -122,6 +172,7 @@ For detecting memory errors and race conditions:
Please refer to the `compute-sanitizer documentation <https://developer.nvidia.com/compute-sanitizer>`_ for more details.
Conclusion
----------