hpy VS mypyc

Compare hpy vs mypyc and see what are their differences.

hpy

HPy: a better API for Python (by hpyproject)
hpy

mypyc

Compile type annotated Python to fast C extensions (by mypyc)
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hpy mypyc
20 25
1,005 1,667
1.2% 1.3%
8.2 0.0
about 2 months ago about 1 year ago
Python
MIT License -
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.

hpy

Posts with mentions or reviews of hpy. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-07.
  • RustPython
    14 projects | news.ycombinator.com | 7 Feb 2024
    There is a merge request up to add autogen rust bindings to hpy

    https://github.com/hpyproject/hpy/pull/457

  • Ruby 3.2’s YJIT is Production-Ready
    8 projects | news.ycombinator.com | 17 Jan 2023
    Are you referencing https://github.com/hpyproject/hpy?

    I do hope it takes off.

  • HPy - A better C API for Python
    1 project | /r/Python | 11 Jan 2023
  • Codon: A high-performance Python compiler
    12 projects | news.ycombinator.com | 8 Dec 2022
    The HPy project [0] seems like a promising way out of this.

    [0] https://hpyproject.org/

  • New record breaking for Python in TechEmPower
    2 projects | /r/Python | 8 Dec 2022
    socketify.py breaks the record for Python no other Python WebFramework/Server as able to reach 6.2 mi requests per second before in TechEmPower Benchmarks, this puts Python at the same level of performance that Golang, Rust and C++ for web development, in fact Golang got 5.2 mi req/s in this same round. Almost every server or web framework tries to use JIT to boost the performance, but only socketify.py deliveries this level of performance, and even without JIT socketify.py is twice as fast any other web framework/server in active development, and still can be much more optimized using HPy (https://hpyproject.org/). Python will get even faster and faster in future!
  • Is it time to leave Python behind? (My personal rant)
    4 projects | /r/Python | 27 Nov 2022
    I think Propose a better messaging for Python is the option and a lot of languages will learn it from Rust, because rust erros are the best described errors I see in my life lol. Cargo is amazing and I think we will need a better poetry/pip for sure, HPy project will modernize extensions and packages 📦 too https://hpyproject.org/
  • A Look on Python Web Performance at the end of 2022
    10 projects | dev.to | 14 Nov 2022
    It also show that PyPy3 will not magically boost your performance, you need to integrate in a manner that PyPy3 can optimize and delivery CPU performance, with a more complex example maybe it can help more. But why socketify is so much faster using PyPy3? The answer is CFFI, socketify did not use Cython for integration and cannot delivery the full performance on Python3, this will be solved with HPy.
  • socketify.py - Bringing WebSockets, Http/Https High Peformance servers for PyPy3 and Python3
    5 projects | /r/Python | 8 Nov 2022
    HPy integration to better support CPython, PyPy and GraalPython
  • HPy: A better C API for Python
    1 project | news.ycombinator.com | 25 Oct 2022
  • Your Data Fits in RAM
    4 projects | news.ycombinator.com | 2 Aug 2022
    Absolutely everything in CPython is a PyObject, and that can’t be changed without breaking the C API. A PyObject contains (among other things) a type pointer, a reference count, and a data field; none of these things can be changed without (again) breaking the C API.

    There have definitely been attempts to modernize; the HPy project (https://hpyproject.org/), for instance, moves towards a handle-oriented API that keeps implementation details private and thus enables certain optimizations.

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

What are some alternatives?

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

nogil - Multithreaded Python without the GIL

Cython - The most widely used Python to C compiler

graalpython - A Python 3 implementation built on GraalVM

mypy - Optional static typing for Python

cinder - Cinder is Meta's internal performance-oriented production version of CPython.

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

py2js

CPython - The Python programming language

Pyjion - Pyjion - A JIT for Python based upon CoreCLR

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

pgcopy - fast data loading with binary copy

pyccel - Python extension language using accelerators