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Python Weekly - Python Weekly - Issue 531

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Python Weekly
Welcome to issue 531 of Python Weekly. This will be the final issue of 2021. We will be back on January 6th, 2022 after the holiday break. Wish you all a Happy New Year and have a wonderful holiday.
Articles, Tutorials and Talks

How To Easily Do Asynchronous Programming With Asyncio In Python 
Learn about asynchronous programming in this tutorial where I explain the basics of async and await in Python and show you how you can run programs in parallel.

Python Virtual Environments tutorial using Virtualenv and Poetry
A mini-guided tutorial showing how to use virtual environment and why it's matters on virtualenv and poetry illustrated examples.

Self-Supervised Bug Detection and Repair
Machine learning-based program analyses have recently shown the promise of integrating formal and probabilistic reasoning towards aiding software development. However, in the absence of large annotated corpora, training these analyses is challenging. Towards addressing this, we present BUGLAB, an approach for selfsupervised learning of bug detection and repair. BUGLAB co-trains two models: (1) a detector model that learns to detect and repair bugs in code, (2) a selector model that learns to create buggy code for the detector to use as training data. 

Dynamic list views with Django and htmx  
Learn how to use htmx to make Django list views dynamic without having to write any JavaScript.

Mining Financial Stock News Using SpaCy Matcher
By the end of this article, you will be able to write an information extraction NLP pipeline using spaCy’s Matcher. It will extract dividend information from news headlines and articles.

Function Pointer Cast Handling in Pyodide
Why previous versions of Pyodide had a low recursion limit and how the upcoming version 0.19 supports a much higher one.

GuPPy, a Python toolbox for the analysis of fiber photometry data
GuPPy is designed to operate across computing platforms and can accept data from a variety of FP data acquisition systems. The program presents users with a set of graphic user interfaces (GUIs) to load data and provide input parameters. Graphs are produced that can be easily exported for integration into scientific figures.

“Digital Twin” with Python: A hands-on example
IBM defines a digital twin as follows “A digital twin is a virtual model designed to accurately reflect a physical object”. This is a step-by-step guide to building a digital twin example of an electronic switch (transistor) with Python.

Bean Machine: Composable, Fast Probabilistic Inference on PyTorch
Meta has announced an early beta release of Bean Machine, a PyTorch-based probabilistic programming system that makes it easy to represent and to learn about uncertainties in the machine learning models that we work with every day.

Unravelling `elif`/`else` from `if` statements

Extending Pandas

Fixing Memory Leaks In Popular Python Libraries


Interesting Projects, Tools and Libraries

Omnizart
Transcribe everything in the music, including vocal, drum, chord, beat, instruments, and more.

Bottles
Easily run Windows software on Linux with Bottles!

Polars
Lightning-fast DataFrame library for Rust and Python.

django-browser-reload
Automatically reload your browser in development.

Overpass
A self-hosted streaming platform with Discord authentication, auto-recording and more!

SeqFormer
A Frustratingly Simple Model for Video Instance Segmentation.

Fiber
Fiber implements an proof-of-concept Python decorator that rewrites a function so that it can be paused and resumed (by moving stack variables to a heap frame and adding if statements to simulate jumps/gotos to specific lines of code).

Code2flow
Code2flow generates call graphs for dynamic programming language. Code2flow supports Python, Javascript, Ruby, and PHP.

explainerdashboard
Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.

dataklasses
Dataklasses is a library that allows you to quickly define data classes using Python type hints.

pdfplumber
Plumb a PDF for detailed information about each char, rectangle, line, et cetera — and easily extract text and tables.

oslo
Open Source framework for Large-scale transformer Optimization.

oh-my-face
Expand human face editing via Global Direction of StyleCLIP, especially to maintain similarity during editing. 

 
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