Pybind11, a library for creating Python bindings of C++ code, continues to advance with improvements in interoperability and stability, driven by active community contributions.
Recent issues and pull requests (PRs) reveal a concerted effort to address compatibility challenges with compilers and Python versions. Notable issues include #5382, which involves CMake configuration problems, and #5377, concerning JSON serialization errors. These issues highlight ongoing complexities in managing C++ and Python interoperability.
NO_EXTRAS
issue in tools/pybind11NewTools.cmake
.exception_translation.h
.pybind11.h
.<ranges>
support.The pybind11 project is actively addressing technical challenges while enhancing its capabilities, ensuring it remains a reliable tool for developers bridging C++ and Python ecosystems.
Timespan | Opened | Closed | Comments | Labeled | Milestones |
---|---|---|---|---|---|
7 Days | 2 | 1 | 0 | 0 | 1 |
30 Days | 8 | 3 | 5 | 0 | 1 |
90 Days | 33 | 14 | 48 | 0 | 1 |
1 Year | 101 | 33 | 141 | 4 | 1 |
All Time | 2120 | 1578 | - | - | - |
Like all software activity quantification, these numbers are imperfect but sometimes useful. Comments, Labels, and Milestones refer to those issues opened in the timespan in question.
Developer | Avatar | Branches | PRs | Commits | Files | Changes |
---|---|---|---|---|---|---|
Ralf W. Grosse-Kunstleve | 4 | 21/17/2 | 8 | 17 | 2154 | |
Ralf W. Grosse-Kunstleve | 3 | 0/0/0 | 13 | 49 | 609 | |
Vasily Litvinov | 2 | 0/1/0 | 2 | 7 | 324 | |
Henry Schreiner | 2 | 4/5/0 | 10 | 16 | 304 | |
ObeliskGate | 2 | 1/2/0 | 4 | 4 | 230 | |
Jan Iwaszkiewicz | 1 | 1/1/0 | 1 | 6 | 196 | |
vfdev | 1 | 1/1/0 | 1 | 6 | 117 | |
pre-commit-ci[bot] | 2 | 1/1/0 | 2 | 5 | 44 | |
DWesl | 2 | 1/1/0 | 2 | 1 | 14 | |
dependabot[bot] | 2 | 3/3/0 | 5 | 3 | 14 | |
Bobby R. Bruce | 1 | 1/1/0 | 1 | 1 | 10 | |
Hintay | 1 | 1/1/0 | 1 | 1 | 4 | |
Tim Ohliger (timohl) | 0 | 1/0/0 | 0 | 0 | 0 | |
Michael Šimáček (msimacek) | 0 | 1/0/0 | 0 | 0 | 0 | |
None (gentlegiantJGC) | 0 | 3/0/1 | 0 | 0 | 0 | |
Nikul Patel (nikulpatel3141) | 0 | 1/0/0 | 0 | 0 | 0 |
PRs: created by that dev and opened/merged/closed-unmerged during the period
The pybind11 project has seen a steady influx of issues, with a notable focus on bug reports and feature requests. Many issues pertain to compatibility with various compilers and Python versions, as well as integration challenges with other libraries like NumPy and TensorFlow. Several issues highlight the complexity of managing C++ and Python interoperability, particularly around memory management and exception handling.
A recurring theme is the difficulty in handling complex C++ constructs such as templates, inheritance, and smart pointers within Python bindings. There are also multiple reports of segmentation faults and memory leaks, often related to improper handling of object lifetimes or incorrect usage of pybind11 features.
#5382: [BUG]: Pybind11Tools.cmake not finding Python AND pybind11_add_module creates only executables
#5377: [BUG]: json.dumps
failed on object with new _pybind11_conduit_v1
method
#5382: [BUG]: Pybind11Tools.cmake not finding Python AND pybind11_add_module creates only executables
#5377: [BUG]: json.dumps
failed on object with new _pybind11_conduit_v1
method
Compiler Compatibility Issues: Several issues (#3963, #3996) highlight challenges with specific compilers like MSVC and Intel C++. These often involve build failures or runtime errors.
Memory Management Concerns: Issues like #3514 and #3865 reveal ongoing struggles with memory leaks and segmentation faults, often due to complex interactions between C++ and Python objects.
Integration with Other Libraries: Problems integrating with libraries like NumPy (#4061) and TensorFlow (#3543) are common. These often stem from mismatches in expected data types or memory layouts.
Thread Safety and GIL Management: Multiple issues (#3776, #3908) discuss difficulties with threading, particularly around the Global Interpreter Lock (GIL) in Python.
Documentation Gaps: Some users report confusion due to unclear documentation or lack of examples for advanced use cases (#3871).
Overall, the pybind11 project is actively addressing a wide range of technical challenges inherent in bridging C++ and Python ecosystems.
The provided datasets contain a comprehensive list of pull requests (PRs) for the pybind11
project, covering both open and closed PRs. These PRs address various aspects of the library, including enhancements, bug fixes, documentation updates, and CI/CD improvements. The analysis below focuses on the themes and significant changes introduced by these PRs.
NO_EXTRAS
parameter in the pybind11_add_module
function not fully working due to duplicate commands in the CMake script.pypa/cibuildwheel
action in GitHub Actions from version 2.20 to 2.21.pypa/cibuildwheel
) demonstrate a commitment to maintaining robust development practices and ensuring compatibility across different environments (#5376).The analysis of the provided pull requests highlights active development efforts in enhancing pybind11
's functionality, stability, and usability. The focus on interoperability features and continuous improvements in development practices underscores the project's commitment to providing a reliable tool for seamless C++ and Python integration.
Hintay
NO_EXTRAS
issue in pybind11_add_module
function.tools/pybind11NewTools.cmake
dependabot[bot]
pypa/cibuildwheel
, deadsnakes/action
, and actions/attest-build-provenance
..github/workflows/emscripten.yaml
, .github/workflows/ci.yml
, .github/workflows/pip.yml
vfdev-5
exception_translation.h
and internals.h
Bobby R. Bruce
pybind11.h
Henry Schreiner (henryiii)
pip.yml
, changelog.rst
, and _version.py
Ralf W. Grosse-Kunstleve (rwgk)
cpp_conduit.h
and various test files.pre-commit-ci[bot]
.pre-commit-config.yaml
, various test files.Vasily Litvinov (vnlitvinov)
class.h
and exception_translation.h
Jan Iwaszkiewicz (jiwaszki)
warnings.h
and related test files.ObeliskGate
<ranges>
support for tuples/lists.typing.h
and test_pytypes.py
Dependency Management: Dependabot is actively used to keep dependencies up-to-date across various workflows.
Interoperability Enhancements: Significant work is being done to enhance interoperability between Python and C++ bindings.
CI/CD Improvements: Continuous integration processes are being refined with attestations and dependency updates.
Exception Handling Improvements: There is a focus on improving exception handling mechanisms within the codebase.
Documentation Updates: Regular updates to documentation files like changelogs indicate ongoing efforts to maintain clarity and transparency.
Code Quality Enhancements: Pre-commit hooks are regularly updated to ensure code quality standards are maintained.
Collaboration and Co-authorships: Many commits involve co-authorship, indicating collaborative efforts among team members.
Overall, the development team is actively maintaining the project with a focus on enhancing functionality, improving interoperability, managing dependencies, and ensuring robust CI/CD processes.