mypyc VS nogil

Compare mypyc vs nogil and see what are their differences.

mypyc

Compile type annotated Python to fast C extensions (by mypyc)

nogil

Multithreaded Python without the GIL (by colesbury)
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mypyc nogil
25 31
1,667 2,853
1.3% -
0.0 5.7
about 1 year ago 2 months ago
Python
- GNU General Public License v3.0 or later
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

mypyc

Posts with mentions or reviews of mypyc. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-05-21.
  • Making use of type hints
    1 project | /r/learnpython | 10 Dec 2023
  • Writing Python like it's Rust
    10 projects | news.ycombinator.com | 21 May 2023
    That would be interesting! You might already be aware. But there's mypyc[0], which is an AOT compiler for Python code with type hints (that, IIRC, mypy uses to compile itself into a native extension).

    Wanted to give you a head-start on the lit-review for your students I guess :)

    [0] https://github.com/mypyc/mypyc

  • The different uses of Python type hints
    6 projects | news.ycombinator.com | 15 Apr 2023
    https://github.com/mypyc/mypyc

    > Mypyc compiles Python modules to C extensions. It uses standard Python type hints to generate fast code. Mypyc uses mypy to perform type checking and type inference.

    > Mypyc can compile anything from one module to an entire codebase. The mypy project has been using mypyc to compile mypy since 2019, giving it a 4x performance boost over regular Python.

    I have not experience a 4x boost, rather between 1.5x and 2x. I guess it depends on the code.

  • The Python Paradox
    7 projects | news.ycombinator.com | 26 Jan 2023
    Funny how emergence works with tools. Give a language too few tools but viral circumstances - the ecosystem diverges (Lisps, Javascript). Give it too long an iteration time but killer guarantees, you end up with committees. Python not falling into either of these traps should be understood as nothing short of magic in emergence.

    I only recently discovered that python's reference typechecker, mypy, has a small side project for typed python to emit C [1], written entirely in python. Nowadays with python's rich specializer ecosystem (LLVM, CUDA, and just generally vectorized math), the value of writing a small program in anything else diminishes quickly.

    Imagine reading the C++wg release notes in the same mood that you would the python release notes.

    [1] https://github.com/mypyc/mypyc

  • Codon: A high-performance Python compiler
    12 projects | news.ycombinator.com | 8 Dec 2022
    > Note that the mypyc issue tracker lives in this repository! Please don't file mypyc issues in the mypy issue tracker.

    See https://github.com/mypyc/mypyc/blob/master/show_me_the_code....

  • ELI5: Can’t one write a compiler for Python and make everything go brrrr?
    1 project | /r/Python | 3 Nov 2022
    And mypyc https://github.com/mypyc/mypyc
  • Is it time for Python to have a statically-typed, compiled, fast superset?
    3 projects | /r/Python | 29 Sep 2022
    More recent approaches include mypyc which is (on the tin) quite close to what you describe, and taichi that lives in between.
  • Pholyglot version 0.0.0 (PHP to PHP+C polyglot transpiler)
    1 project | /r/PHP | 1 Sep 2022
    Have you encountered mypyc?
  • Python 3.11 is 25% faster than 3.10 on average
    13 projects | news.ycombinator.com | 6 Jul 2022
    https://github.com/mypyc/mypyc

    > Mypyc compiles Python modules to C extensions. It uses standard Python type hints to generate fast code. Mypyc uses mypy to perform type checking and type inference.

  • Comparing implementations of the Monkey language VIII: The Spectacular Interpreted Special (Ruby, Python and Lua)
    2 projects | /r/Python | 4 Jun 2022
    Regarding the large execution time mentioned in your article, I discovered (mypyc)[https://github.com/mypyc/mypyc] on this subreddit in a post from the black formatter team https://www.reddit.com/r/Python/comments/v2009i/im_that_person_who_got_black_compiled_with_mypyc/?utm_medium=android_app&utm_source=share

nogil

Posts with mentions or reviews of nogil. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-15.
  • Proof-of-Concept Multithreaded Python Without the GIL
    1 project | news.ycombinator.com | 2 Feb 2024
  • Our Plan for Python 3.13
    10 projects | news.ycombinator.com | 15 Jun 2023
    This might be a dumb question, but why would removing the GIL break FFI? Is it just that existing no-GIL implementations/proposals have discarded/ignored it, or is there a fundamental requirement, e.g. C programs unavoidably interact directly with the GIL? I know that the C-API is only stable between minor releases [0] compiled in the same manner [1], so it's not like the ecosystem is dependent upon it never changing.

    I cannot seem to find much discussion about this. I have found a no-GIL interpreter that works with numpy, scikit, etc. [2][3] so it doesn't seem to be a hard limit. (That said, it was not stated if that particular no-GIL implementation requires specially built versions of C-API libs or if it's a drop-in replacement.)

    [0]: https://docs.python.org/3/c-api/stable.html#c-api-stability

    [1]: https://docs.python.org/3/c-api/stable.html#platform-conside...

    [2]: https://github.com/colesbury/nogil

    [3]: https://discuss.python.org/t/pep-703-making-the-global-inter...

  • Real Multithreading Is Coming to Python
    3 projects | news.ycombinator.com | 15 May 2023
    https://github.com/colesbury/nogil does manage to get rid of the GIL, but it's not certain to make it into Python core. The main problem is the amount of existing libraries that depend on the existence of the GIL without realizing it - breaking those would be extremely disruptive.
  • [D] The hype around Mojo lang
    2 projects | /r/MachineLearning | 5 May 2023
    CPython is also investigating the removal of the GIL (PEP703, nogil). I think requiring the GIL is a wider thing that libraries will need to address anyway. But also, for the same reason as above I'd be surprised if the Modular team thought that saying "you can run all your python code unchanged" was a good idea if there was a secret "except for code that uses numpy" muttered under the breath.
  • PEP 684 was accepted – Per-interpreter GIL in Python 3.12
    2 projects | news.ycombinator.com | 8 Apr 2023
  • PEP 703 – Making the Global Interpreter Lock Optional in CPython
    1 project | /r/Python | 10 Jan 2023
  • Python 3.11.0 final is now available
    11 projects | news.ycombinator.com | 25 Oct 2022
    I'm worried about the speedup

    My understanding is that it's based on the most recent attempt to remove the GIL by Sam Gross

    https://github.com/colesbury/nogil

    In addition to some ways to try to not have nogil have as much overhead he added a lot of unrelated speed improvements so that python without the gil would still be faster not slower in single thread mode. They seem to have merged those performance patches first that means if they add his Gil removal patches in say python 3.12 it will still be substantially slower then 3.11 although faster then 3.10. I hope that doesn't stop them from removing the gil (at least by default)

  • Removed the GIL back in 1996 from Python 1.4, primarily to create a re-entrant Python interpreter.
    1 project | /r/programming | 21 Sep 2022
  • I Tried Removing Python's GIL Back in 1996
    1 project | news.ycombinator.com | 19 Sep 2022
  • Faster CPython 3.12 Plan
    5 projects | news.ycombinator.com | 19 Sep 2022
    Looks like it's still active to me:

    https://github.com/colesbury/nogil/

What are some alternatives?

When comparing mypyc and nogil you can also consider the following projects:

Cython - The most widely used Python to C compiler

hpy - HPy: a better API for Python

mypy - Optional static typing for Python

numpy - The fundamental package for scientific computing with Python.

beartype - Unbearably fast near-real-time hybrid runtime-static type-checking in pure Python.

Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration

CPython - The Python programming language

python-feedstock - A conda-smithy repository for python.

pex - A tool for generating .pex (Python EXecutable) files, lock files and venvs.

sbcl - Mirror of Steel Bank Common Lisp (SBCL)'s official repository

pyccel - Python extension language using accelerators

cosmopolitan - build-once run-anywhere c library