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junrushao pushed a change to branch 
revert-406-revert-395-2026-01-09/py-func-enhance
in repository https://gitbox.apache.org/repos/asf/tvm-ffi.git


    omit b041a22  Revert "Revert "feat: Add `tvm_ffi.Function.__init__`" (#406)"
     add 10cb004  [CUDA] Isolate unified api to only in cubin launcher (#408)
     add e1bd421  [FIX] Fix the error propagation in the case of tensor 
arguments (#409)
     add c78e8b4  doc: abi overview (#402)
     add 4fec972  [Feat] Support lower PyTorch versions in dtype handling (#414)
     add 360648f  feat: Add __repr__ generation support for @c_class 
dataclasses (#411)
     add 2702f2b  docs: add PaddlePaddle quickstart and load example (#415)
     add 3a5bf5e  feat: add kw_only support for dataclass init generation (#384)
     add e6e5d3a  [DLPack] bump to latest version (#420)
     add 668ce83  fix: handle empty metadata in get_global_func_metadata (#417)
     add ed067c1  Update the logic of checking `#embed` (#418)
     add d0d0e2f  feat: add Rust binding for `Array<T>` (#348)
     add b508698  Fix two issues that undefined behavior sanitizer caught (#419)
     add b1611e0  [Error] Unify EnvErrorAlreadySet to error.kind (#425)
     add 463083f  doc: Standalone Stub Generation Doc (#427)
     add e7c42f6  doc: Standalone Exception Handling (#428)
     add 437323c  doc: Merge C++ tooling and C++ packaging (#429)
     add 0a9d4b6  feat: add ffi::Expected<T> for exception-free error handling 
(#399)
     add b17709a  doc: Update Kernel Library Guide (#431)
     add 7619669  chore: Switch from mypy to ty (#432)
     add 37f45c3  Reliability update (#435)
     add 90162dd  doc: Export Functions and Classes (#436)
     add 245bd0d  doc: More Developer Manuals (#437)
     add 731955b  refactor: Get `compiled_kernel` from Triton Call Directly 
(#423)
     add e08dd68  chore: Run ty in dev environment (#441)
     add 89cb606  fix(build): Broken Wheel Testing (#444)
     add d3b5532  fix: handle UTF-8 bytes correctly in JSON parser control 
character check (#442)
     add 9513c2f  feat: Introduce List as Mutable Sequence (#443)
     add 0f45528  fix: Suppress GCC warning for array bounds in String class 
(#439)
     add 395db3c  Add Support for NVIDIA Ampere GPUs in _get_cuda_target (#440)
     add c73d61a  feat: add `__copy__`, `__deepcopy__`, and `__replace__` for 
FFI objects (#438)
     add 934f2d1  feat: Claude Skill for TVM-FFI Development (#445)
     add 39598ab  Revert "Revert "feat: Add `tvm_ffi.Function.__init__`" (#406)"

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Summary of changes:
 .claude/skills/devtools/SKILL.md                   | 257 ++++++++
 .github/workflows/ci_mainline_only.yml             |   2 +-
 .github/workflows/ci_test.yml                      |   8 +-
 .markdownlint-cli2.yaml                            |   3 +
 .pre-commit-config.yaml                            |  42 +-
 3rdparty/dlpack                                    |   2 +-
 CMakeLists.txt                                     |   1 +
 CONTRIBUTING.md                                    | 174 +-----
 README.md                                          |  43 +-
 addons/torch_c_dlpack_ext/build_backend.py         |   7 +-
 docs/README.md                                     |  91 +--
 docs/_stubs/cpp_index.rst                          |   2 +
 docs/concepts/abi_overview.md                      | 462 --------------
 docs/concepts/abi_overview.rst                     | 550 ++++++++++++++++
 docs/concepts/any.rst                              |  53 +-
 docs/concepts/exception_handling.rst               | 194 ++++++
 docs/concepts/func_module.rst                      | 287 +++------
 docs/concepts/object_and_class.rst                 | 120 +---
 docs/concepts/tensor.rst                           | 165 +----
 docs/conf.py                                       |  13 +-
 docs/dev/build_from_source.md                      |  98 ---
 docs/dev/ci_cd.rst                                 | 203 ++++++
 docs/dev/doc_build.rst                             | 129 ++++
 docs/dev/release_process.rst                       |   1 +
 docs/dev/source_build.rst                          | 151 +++++
 docs/get_started/quickstart.rst                    |  67 +-
 docs/get_started/stable_c_abi.rst                  |  35 +-
 docs/guides/compiler_integration.md                |  42 +-
 docs/guides/cubin_launcher.rst                     |   2 +-
 docs/guides/export_func_cls.rst                    | 308 +++++++++
 docs/guides/kernel_library_guide.rst               | 368 +++++++----
 docs/guides/python_lang_guide.md                   |   4 +-
 docs/index.rst                                     |  10 +-
 docs/packaging/cpp_packaging.md                    |  90 ---
 docs/packaging/cpp_tooling.rst                     | 206 +++---
 docs/packaging/python_packaging.rst                | 372 +----------
 docs/packaging/stubgen.rst                         | 400 ++++++++++++
 docs/reference/cpp/index.rst                       |   7 +-
 examples/abi_overview/example_code.c               | 288 +++++++++
 examples/cubin_launcher/benchmark_overhead.py      |  14 +-
 .../dynamic_cubin/src/lib_dynamic.cc               |   4 +-
 .../embedded_cubin/cpp_embed/CMakeLists.txt        |  10 +
 .../embedded_cubin/cpp_embed/src/lib_embedded.cc   |   4 +-
 .../embed_with_tvm_ffi/src/lib_embedded.cc         |   4 +-
 .../include_bin2c/src/lib_embedded.cc              |   4 +-
 examples/cubin_launcher/example_nvrtc_cubin.py     |   6 +-
 examples/cubin_launcher/example_triton_cubin.py    |  17 +-
 .../load_scale.py}                                 |  28 +-
 examples/kernel_library/scale_kernel.cu            |  66 ++
 examples/kernel_library/tvm_ffi_utils.h            |  75 +++
 examples/quickstart/README.md                      |   1 +
 .../load/{load_cupy.py => load_paddle.py}          |   8 +-
 examples/quickstart/run_all_cuda.sh                |   3 +
 include/tvm/ffi/base_details.h                     |  17 +-
 include/tvm/ffi/c_api.h                            |  52 +-
 include/tvm/ffi/container/array.h                  | 365 ++---------
 include/tvm/ffi/container/list.h                   | 527 ++++++++++++++++
 include/tvm/ffi/container/seq_base.h               | 365 +++++++++++
 include/tvm/ffi/container/tuple.h                  |   6 +-
 include/tvm/ffi/error.h                            |  38 +-
 include/tvm/ffi/expected.h                         | 236 +++++++
 include/tvm/ffi/extra/cuda/base.h                  |  22 +
 include/tvm/ffi/extra/cuda/cubin_launcher.h        |  17 +-
 include/tvm/ffi/extra/cuda/device_guard.h          |   2 +-
 include/tvm/ffi/extra/cuda/internal/unified_api.h  |   8 +-
 include/tvm/ffi/extra/deep_copy.h                  |  48 ++
 include/tvm/ffi/extra/stl.h                        |  24 +-
 include/tvm/ffi/function.h                         |  60 +-
 include/tvm/ffi/function_details.h                 |   5 +
 include/tvm/ffi/object.h                           |  15 +-
 include/tvm/ffi/reflection/registry.h              |  28 +-
 include/tvm/ffi/string.h                           |   9 +-
 include/tvm/ffi/tvm_ffi.h                          |   2 +
 pyproject.toml                                     |  80 +--
 python/tvm_ffi/__init__.py                         |   7 +-
 python/tvm_ffi/_convert.py                         |   5 +-
 python/tvm_ffi/_ffi_api.py                         |  26 +
 python/tvm_ffi/_optional_torch_c_dlpack.py         |   9 +-
 python/tvm_ffi/_tensor.py                          |   4 +-
 python/tvm_ffi/container.py                        | 165 ++++-
 python/tvm_ffi/cpp/extension.py                    |  23 +-
 python/tvm_ffi/cpp/nvrtc.py                        |   2 +-
 python/tvm_ffi/cython/base.pxi                     |   1 +
 python/tvm_ffi/cython/dtype.pxi                    |  26 +-
 python/tvm_ffi/cython/error.pxi                    |   8 +-
 python/tvm_ffi/cython/function.pxi                 |  12 +-
 python/tvm_ffi/cython/tvm_ffi_python_helpers.h     |  10 +-
 python/tvm_ffi/cython/type_info.pxi                |  14 +-
 python/tvm_ffi/dataclasses/__init__.py             |   4 +-
 python/tvm_ffi/dataclasses/_utils.py               | 148 +++--
 python/tvm_ffi/dataclasses/c_class.py              |  62 +-
 python/tvm_ffi/dataclasses/field.py                |  47 +-
 python/tvm_ffi/error.py                            |   6 +-
 python/tvm_ffi/libinfo.py                          |   2 +-
 python/tvm_ffi/module.py                           |   2 +-
 python/tvm_ffi/registry.py                         |  85 ++-
 python/tvm_ffi/stub/cli.py                         |   6 +-
 python/tvm_ffi/stub/consts.py                      |   2 +-
 python/tvm_ffi/stub/file_utils.py                  |   4 +-
 python/tvm_ffi/testing/__init__.py                 |   3 +
 python/tvm_ffi/testing/_ffi_api.py                 |   6 +
 python/tvm_ffi/testing/testing.py                  |  19 +-
 .../utils/_build_optional_torch_c_dlpack.py        |   2 +-
 rust/tvm-ffi/src/any.rs                            |   1 +
 rust/tvm-ffi/src/collections/array.rs              | 341 ++++++++++
 rust/tvm-ffi/src/collections/mod.rs                |   3 +-
 rust/tvm-ffi/src/lib.rs                            |   1 +
 rust/tvm-ffi/tests/test_array.rs                   | 132 ++++
 src/ffi/container.cc                               |  57 ++
 src/ffi/extra/deep_copy.cc                         | 163 +++++
 src/ffi/extra/env_context.cc                       |   3 +-
 src/ffi/extra/json_parser.cc                       |   8 +-
 src/ffi/extra/json_writer.cc                       |  22 +-
 src/ffi/extra/serialization.cc                     |  47 +-
 src/ffi/extra/structural_equal.cc                  |  17 +
 src/ffi/extra/structural_hash.cc                   |  17 +-
 src/ffi/object.cc                                  |   1 +
 src/ffi/testing/testing.cc                         |  61 +-
 tests/cpp/extra/test_json_parser.cc                |   6 +
 tests/cpp/extra/test_serialization.cc              |  41 ++
 tests/cpp/extra/test_structural_equal_hash.cc      |  41 ++
 tests/cpp/test_expected.cc                         | 345 +++++++++++
 tests/cpp/test_list.cc                             | 277 +++++++++
 tests/python/test_container.py                     | 250 +++++++-
 tests/python/test_copy.py                          | 690 +++++++++++++++++++++
 tests/python/test_cubin_launcher.py                |  14 +-
 tests/python/test_dataclasses_c_class.py           |  94 ++-
 tests/python/test_device.py                        |   2 +-
 tests/python/test_dlpack_exchange_api.py           |   9 +-
 tests/python/test_dtype.py                         |   4 +
 tests/python/test_error.py                         |  20 +-
 tests/python/test_function.py                      |   2 +-
 tests/python/test_load_inline.py                   |   9 +-
 tests/python/test_metadata.py                      |  12 +-
 tests/python/test_object.py                        |  33 +-
 tests/python/test_optional_torch_c_dlpack.py       |   3 +-
 tests/python/test_stream.py                        |   8 +-
 tests/python/test_tensor.py                        |  22 +-
 tests/python/utils/test_embed_cubin.py             |   6 +-
 tests/python/utils/test_kwargs_wrapper.py          |   8 +-
 tests/scripts/benchmark_dlpack.py                  |   6 +-
 tests/scripts/benchmark_kwargs_wrapper.py          |   2 +-
 142 files changed, 8257 insertions(+), 2658 deletions(-)
 create mode 100644 .claude/skills/devtools/SKILL.md
 delete mode 100644 docs/concepts/abi_overview.md
 create mode 100644 docs/concepts/abi_overview.rst
 create mode 100644 docs/concepts/exception_handling.rst
 delete mode 100644 docs/dev/build_from_source.md
 create mode 100644 docs/dev/ci_cd.rst
 create mode 100644 docs/dev/doc_build.rst
 create mode 100644 docs/dev/source_build.rst
 create mode 100644 docs/guides/export_func_cls.rst
 delete mode 100644 docs/packaging/cpp_packaging.md
 create mode 100644 docs/packaging/stubgen.rst
 create mode 100644 examples/abi_overview/example_code.c
 copy examples/{quickstart/load/load_pytorch.py => 
kernel_library/load_scale.py} (67%)
 create mode 100644 examples/kernel_library/scale_kernel.cu
 create mode 100644 examples/kernel_library/tvm_ffi_utils.h
 copy examples/quickstart/load/{load_cupy.py => load_paddle.py} (87%)
 create mode 100644 include/tvm/ffi/container/list.h
 create mode 100644 include/tvm/ffi/container/seq_base.h
 create mode 100644 include/tvm/ffi/expected.h
 create mode 100644 include/tvm/ffi/extra/deep_copy.h
 create mode 100644 rust/tvm-ffi/src/collections/array.rs
 create mode 100644 rust/tvm-ffi/tests/test_array.rs
 create mode 100644 src/ffi/extra/deep_copy.cc
 create mode 100644 tests/cpp/test_expected.cc
 create mode 100644 tests/cpp/test_list.cc
 create mode 100644 tests/python/test_copy.py

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