MicroPython VS Numba

Compare MicroPython vs Numba and see what are their differences.

MicroPython

MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems (by micropython)
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MicroPython Numba
197 124
18,346 9,432
1.5% 1.8%
9.8 9.9
about 13 hours ago 7 days ago
C Python
MIT BSD 3-clause "New" or "Revised" 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.

MicroPython

Posts with mentions or reviews of MicroPython. 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
    Just putting my hand up to say that MicroPython is awesome (and runs on the RP2040). https://micropython.org
  • Lilygo T-Deck: 2.8-inch IPS LCD display, mini keyboard, and ESP32 processor
    5 projects | news.ycombinator.com | 3 Jan 2024
    Gah, I just ordered one on impulse [1]. I've wanted to build out a WiFi PDA for quite some time now and I like this hardware.

    I'm quite liking the idea of running tulip MicroPython [2] on it, or going back to pure MicroPython [3] and writing some drivers. Apparently something like ampy can be used to upload/download Python files [4].

    Threads could be quite exciting for running multiple programs at once [5], although I have no idea what it means for two programs to fight over GPIO! It does seem as though MicroPython can only utilise a single core [6].

    [1] https://www.lilygo.cc/products/t-deck?variant=43087936487605

    [2] https://github.com/bwhitman/tulipcc/tree/main/tulip/tdeck

    [3] https://docs.micropython.org/en/latest/esp32/tutorial/intro....

    [4] https://www.digikey.co.uk/en/maker/projects/micropython-basi...

    [5] https://docs.micropython.org/en/latest/library/_thread.html

    [6] https://github.com/micropython/micropython/issues/8197

  • MicroPython v1.22.0
    1 project | news.ycombinator.com | 28 Dec 2023
  • MicroPython VS PikaPython - a user suggested alternative
    2 projects | 25 Dec 2023
  • about microprocessor
    1 project | /r/AskElectronics | 10 Dec 2023
    If you really want to engage in the travesty that is shoehorning a high level scripting language into an environment that has 512 bytes of RAM and less clock cycles than an electric toothbrush, there is micropython.
  • CAN Bus with MicroPython
    2 projects | /r/raspberrypipico | 6 Dec 2023
    There is some work to implement a common CAN interface in micropython but it's some way off yet: https://github.com/micropython/micropython/pull/13149
  • Show HN: MicroLua – Lua for the RP2040 Microcontroller
    8 projects | news.ycombinator.com | 3 Nov 2023
    https://github.com/raspberrypi/pico-sdk/ links to a PDF about connecting to the interwebs with a pi pico.

    micropython/micropython//ports/rp2/boards/RPI_PICO_W: https://github.com/micropython/micropython/tree/master/ports...

    raspberrypi/pico-sdk /lib: btstack, cyw43-driver, lwip, mbedtls, tinyusb https://github.com/raspberrypi/pico-sdk/tree/master/lib

    raspberrypi/pico-examples//pico_w/wifi/access_point/picow_access_point.c:

    https://github.com/raspberrypi/pico-examples/blob/master/pic...

    There's an iperf opkg pkg, or is it just netperf (which works with fluent)?

    raspberrypi/pico-examples//pico_w/wifi/iperf/picow_iperf.c:

  • WebUSB Support for RP2040
    3 projects | news.ycombinator.com | 24 Oct 2023
  • Ask HN: Embedded Scripting Options for Microcontrollers
    1 project | news.ycombinator.com | 14 Sep 2023
    Needed for hobby project, maintained by very small team. Haven't decided on specific microcontroller. Needed for general bit-banging, speed and code size are not priorities.

    So far have considered MicroPython [0] [1] and Lua [2] [3], but open for suggestions for others.

    What are experiences?

    [0] https://micropython.org/

  • Arduino or python
    1 project | /r/AskProgramming | 12 Jul 2023
    Python is also a general-purpose programming language. It's typically used on desktop / laptop computers. But Micropython is a variant that can be used to program embedded devices.

Numba

Posts with mentions or reviews of Numba. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-09-27.
  • Mojo🔥: Head -to-Head with Python and Numba
    2 projects | dev.to | 27 Sep 2023
    Around the same time, I discovered Numba and was fascinated by how easily it could bring huge performance improvements to Python code.
  • Is anyone using PyPy for real work?
    13 projects | news.ycombinator.com | 31 Jul 2023
    Simulations are, at least in my experience, numba’s [0] wheelhouse.

    [0]: https://numba.pydata.org/

  • Any data folks coding C++ and Java? If so, why did you leave Python?
    1 project | /r/quant | 12 Jul 2023
    That's very cool. Numba introduces just-in-time compilation to Python via decorators and its sole reason for being is to turn everything it can into abstract syntax trees.
  • Using Matplotlib with Numba to accelerate code
    1 project | /r/pythonhelp | 22 Jun 2023
  • Python Algotrading with Machine Learning
    4 projects | dev.to | 30 May 2023
    A super-fast backtesting engine built in NumPy and accelerated with Numba.
  • PYTHON vs OCTAVE for Matlab alternative
    3 projects | /r/math | 22 May 2023
    Regarding speed, I don't agree this is a good argument against Python. For example, it seems no one here has yet mentioned numba, a Python JIT compiler. With a simple decorator you can compile a function to machine code with speeds on par with C. Numba also allows you to easily write cuda kernels for GPU computation. I've never had to drop down to writing C or C++ to write fast and performant Python code that does computationally demanding tasks thanks to numba.
  • Codon: Python Compiler
    9 projects | news.ycombinator.com | 8 May 2023
    Just for reference,

    * Nuitka[0] "is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4, 3.5, 3.6, 3.7, 3.8, 3.9, 3.10, and 3.11."

    * Pypy[1] "is a replacement for CPython" with builtin optimizations such as on the fly JIT compiles.

    * Cython[2] "is an optimising static compiler for both the Python programming language and the extended Cython programming language... makes writing C extensions for Python as easy as Python itself."

    * Numba[3] "is an open source JIT compiler that translates a subset of Python and NumPy code into fast machine code."

    * Pyston[4] "is a performance-optimizing JIT for Python, and is drop-in compatible with ... CPython 3.8.12"

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

    [1] https://www.pypy.org/

    [2] https://cython.org/

    [3] https://numba.pydata.org/

    [4] https://github.com/pyston/pyston

  • This new programming language has the potential to make python (the dominant language for AI) run 35,000X faster.
    1 project | /r/singularity | 5 May 2023
    For the benefit of future readers: https://numba.pydata.org/
  • Two-tier programming language
    6 projects | /r/ProgrammingLanguages | 19 Apr 2023
    Taichi (similar to numba) is a python library that allows you to write high speed code within python. So your program consists of slow python that gets interpreted regularly, and fast python (fully type annotated and restricted to a subset of the language) that gets parallellized and jitted for CPU or GPU. And you can mix the two within the same source file.
  • Numba Supports Python 3.11
    1 project | news.ycombinator.com | 22 Mar 2023

What are some alternatives?

When comparing MicroPython and Numba you can also consider the following projects:

circuitpython - CircuitPython - a Python implementation for teaching coding with microcontrollers

NetworkX - Network Analysis in Python

TinyGo - Go compiler for small places. Microcontrollers, WebAssembly (WASM/WASI), and command-line tools. Based on LLVM.

jax - Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

PlatformIO - Your Gateway to Embedded Software Development Excellence :alien:

Dask - Parallel computing with task scheduling

esp-idf - Espressif IoT Development Framework. Official development framework for Espressif SoCs.

cupy - NumPy & SciPy for GPU

Espruino - The Espruino JavaScript interpreter - Official Repo

Pyjion - Pyjion - A JIT for Python based upon CoreCLR

jerryscript - Ultra-lightweight JavaScript engine for the Internet of Things.

SymPy - A computer algebra system written in pure Python