kzemek

kzemek

Snex - Easy and efficient Python interop for Elixir

I’ve recently released v0.2.0 of my Python interop library, Snex.

This version rolls up all work-in-progress improvements that have been driven by half a year of use in a production Elixir system. Finally had some time to fully clean them up, and release a version that I’m proud of.

Snex is a library for interfacing with Python code in a tightly integrated way. The code is run by sidecar Python interpreters, managed by an Elixir runtime, and communicating through a light Snex Python runtime.

A big design goal of the library is to achieve devx similar to pythonx, while avoiding GIL-related issues and maintenance burdens of C-level integration - where both the BEAM and CPython APIs are constantly moving targets.

Highlights

  • Run multiple Python interpreters in separate OS processes, preventing GIL issues from affecting your Elixir application.

  • Leverages uv to manage Python versions and dependencies, embedding them into your application’s release for consistent deployments.

  • A powerful and efficient interface with explicit control over data passing between Elixir and Python processes.

  • Supports custom Python environments, asyncio code, and integration with external Python projects.

  • Built on stable foundations, so future versions of Python or Elixir are unlikely to require Snex updates to use - they should work day one!

Quick example

defmodule SnexTest.NumpyInterpreter do
  use Snex.Interpreter,
    pyproject_toml: """
    [project]
    name = "my-numpy-project"
    version = "0.0.0"
    requires-python = ">=3.10,<3.15"
    dependencies = ["numpy>=2"]
    """
end

{:ok, inp} = SnexTest.NumpyInterpreter.start_link()
{:ok, env} = Snex.make_env(inp)

{:ok, 6.0} =
  Snex.pyeval(env,
    """
    import numpy as np
    matrix = np.fromfunction(lambda i, j: (-1) ** (i + j), (s, s), dtype=int)
    """,
    %{"s" => 6},
    returning: "np.linalg.norm(matrix)")

Links

GitHub: GitHub - kzemek/snex: :snake: Easy and efficient Python interop for Elixir
Hex: snex | Hex
HexDocs: snex v0.2.0 — Documentation

Most Liked

kzemek

kzemek

Thanks for the notes, much appreciated!

Right. However, I see tasks holding on to their environments before they finish as a feature, not an edge case. For example, you can start an async task from Elixir and immediately discard your env:

Snex.pyeval(env, """
  import asyncio
  loop = asyncio.get_event_loop()
  loop.call_soon(some_async_task)
  """)

Inside, some_async_task can even send messages back to BEAM processes with snex.send(), so starting tasks without blocking is a useful pattern for Snex.


You’re right, in the current iteration it could be an incrementing integer. At an early point in the design, I had other processes sending commands directly to the port, so ID generation was decentralized. I still want to have that option open for the future.

16 random bytes is around the same entropy as UUIDv4, so I defaulted to that. Now that I think about it, it could also be an :erlang.unique_integer() instead for 64 bits of space, although shared with other users on the node.


Good idea!


Correct. The usual pattern would be exactly to prepare an env and repeatedly reference the object from the env. With various opts of make_env/3 you can also copy Python objects between the envs.


I think it makes sense to be able to list running tasks and cancel them from Elixir side. Even a task stuck in an infinite loop with no awaits might be cancellable using OS signals.


If you search around for “elixir python” or “erlang python”, there’s a lot of projects that tackled this through C-level integration and are unusable today as they required constant maintenance to stay “fresh”. PyErl was one such project implementing C-node Python.

Making a C-node out of Python is less of a maintenance burden than directly integrating CPython API like pythonx does, but it still requires tracking Erl_Interface which is changing between BEAM versions, sometimes in breaking ways.

An important design goal of Snex is to stay evergreen as much as possible, so the current version is likely to still be usable with Python 3.17/Elixir 1.21/Erlang 30.


Thank you!

Asd

Asd

Hi, very impressive library. I’ve read the code and it looks really great, however I have these questions and notes.

  1. You use NIF to manage envs. I’ve read it and it’s whole use-case is to send a port command during destruction to clean up the envs dict in interpreter. As far as I can see, it allows to pass these Env structures around in Elixir runtime so that when last instance of this resource is garbage collected, env will be removed from python interpreter. Very clever thing to do, I am impressed!
  2. If I send a command and die awaiting the result (for example command contained infinite async loop in python), it would still be stored in the Snex.Interpreter’s state. I don’t know about good workaround :sweat_smile:
  3. I find
     defp run_command(command, port) do
       id = :rand.bytes(16)
    
    Some kind of russian roulette, but with better chances :grin: . You’re calling comands from interpreter and just using an incrementing command_id_counter integer (with overflow) in it’s state would be much better than having a very little chance to break the code.
  4. In case of a bug (like infinite loop) in init script, Snex.Interpreter will forever stuck in receive in init_python_port function. I’d suggest to add a timeout as a failsafe
  5. As far as I can see, it is not possible pass an arbitrary object to Elixir to be later used in subsequent pyeval calls, right? But it is possible to setup some env, execute a command in it setting a variable and this variable will be set in this env (with the same ID, I mean), right?
  6. Are you planning to implement interruptions of the evaluations? For example, some process does pyeval with async code and dies. It would make sense for interpreter to stop this evaluation in such situation
  7. Have you considered implementing a C-node interface in python? It’s much more work than your implementation, but it would provide a more straightforward integration (I think)

Overall, very good and clever code, I will definitely recommend it to my friends and colleagues!

Where Next?

Popular in Announcing Top

jarlah
Testcontainers Testcontainers is an Elixir library that supports ExUnit tests, providing lightweight, throwaway instances of common datab...
New
mikehostetler
I’m falling in love with the Req Plugin pattern. It has limits, but when it works - it’s good. I ported over my Tesla based Fly Machines...
New
kasvith
Hello Everyone, I was working with some HTML-to-Markdown libraries and ran into a few issues when converting a complex markup file to Ma...
New
fteschke
Announcing: playwright_ex A simple Elixir client for the Playwright node.js server. Automate browsers like Chromium, Firefox, Safari an...
New
yotor_coder
:glowing_star: Looking for Contributors to Join PyraUI Hey everyone :waving_hand: I’ve been working on PyraUI — a modern UI component li...
New
rahultumpala
Hello Elixir community, I work primarily on Java and other object oriented programming languages and often found it difficult to read an...
New
Antrater
Hi there! At Moon Design System, we have been working hard for the past six months on the next generation of our LiveView component libra...
New
victor23k
LiveViewPortal is a small library that allows third-party sites to embed LiveView apps. The library is distributed as an NPM package. On...
New
mindreframer
ElixirProto: Protobuf-Inspired Serialization for Elixir Events I wanted to have an Elixir-native serialization for events, that also supp...
New
LostKobrakai
I’ve recently created a small library phoenix_vite integrating the vite build tooling with phoenix. It provides an igniter.installer t...
New

Other popular topics Top

JDanielMartinez
Hi! May someone helps me, please! I have two apps into an umbrella project: the first one is Database, which manages queries, and the se...
New
peerreynders
Manning 2016 Halloween weekend sale via Deal of the Day Friday, October 28 - Half off all MEAPs - code WM102816LT Saturday, October 29 ...
326 29600 154
New
quazar
How to set Jason to encode all fields in ecto schema, I don’t care about security and implementing only is taking long list of attributes...
New
jononomo
I am trying to figure out how Mix knows whether the environment is test, dev, or prod -- where is this set? Thanks.
New
fireproofsocks
I’m working on defining a simple Ecto schema for a table (in PostGres), but I don’t see where I can define a column as NOT NULL. Conside...
New
mgjohns61585
Could someone help me? I'm making my first elixir program, number guessing game. I can't figure out how to convert the user's guess from ...
New
danschultzer
None of the current solutions worked well for me, so I went ahead and built a user management system from scratch. This project took far...
548 27727 240
New
baxterw3b
Hi guys, i’m new in the Elixir world, and i have to say, that i love it! i’m having some problem to understand anonymous functions with ...
New
9mm
I am constructing a JSON object (map) and I need to conditionally set a field. I’m trying to write proper elixir-way code… and I’m at a l...
New
magnetic
Hey :wave:t3: Elixir community, I’ve been learning Elixir, and working on some side projects. My editor of choice is VSCode, and althoug...
New

We're in Beta

About us Mission Statement