Python Bytes is a weekly podcast hosted by Michael Kennedy and Brian Okken. The show is a short discussion on the headlines and noteworthy news in the Python, developer, and data science space.
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#380 Debugging with your eyes
Topics covered in this episode: NumFOCUS concerns leaping pytest debugger llm Extra, Extra, Extra, PyPI has completed its first security audit Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to our friends of the show list, we'll never share it. Brian #1: NumFOCUS concerns Suggested by Pamphile Roy Write up of the current challenges faced by NumFOCUS, by Paul Ivanov (one of the OG of Scientific Python: Jupyter, Matplotlib, etc.) Struggling to meet the needs of sponsored and affiliated projects. In February, NumFOCUS announced it is moving in a new direction. NumFOCUS initiated an effort to run an election for open board seats and proposed changing its governance structure. Some projects are considering and actively pursuing alternative venues for fiscal sponsorship. Quite a bit more detail and discussion in the article. NumFOCUS covers a lot of projects NumPy, Matplotlib, pandas, Jupyter, SciPy, Astropy, Bokeh, Dask, Conda, and so many more. Michael #2: leaping pytest debugger llm You can ask Leaping questions like: Why am I not hitting function x? Why was variable y set to this value? What was the value of variable x at this point? What changes can I make to this code to make this test pass? Brian #3: Extra, Extra, Extra, 2024 Developer Summit Also suggested by Pamphile, related to Scientific Python The Second Scientific Python Developer Summit , June 3-5, Seattle, WA Lots of great work came out of the First Summit in 2023 pytest-regex - Use regexs to specify tests to run Came out of the ’23 summit I’m not sure if I’m super happy about this or a little afraid that I probably could use this. Still, cool that it’s here. Cool short example of using __init__ and __call__ to hand-roll a decorator. ruff got faster Michael #4: PyPI has completed its first security audit Trail of Bits spent a total of 10 engineer-weeks of effort identifying issues, presenting those findings to the PyPI team, and assisting us as we remediated the findings. Scope: The audit was focused on "Warehouse", the open-source codebase that powers pypi.org As a result of the audit, Trail of Bits detailed 29 different advisories discovered across both codebases. When evaluating severity level of each advisory, 14 were categorized as "informational", 6 as "low", 8 as "medium" and zero as "high". Extras Brian: pytest course community to try out Podia Communities. Anyone have a podia community running strong now? If so, let me know through Mastodon: @brianokken@fosstodon.org Want to join the community when it’s up and running? Same. Or join our our friends of the show list, and read our newsletter. I’ll be sure to drop a note in there when it’s ready. Michael: VS Code AMA @ Talk Python [video] Gunicorn CVE Talk submissions are now open for both remote and in-person talks at the 2024 PyConZA? The conference will be held on 3 and 4 October 2024 in Cape Town, South Africa. Details are on za.pycon.org. FlaskCon 2024 will be happening Friday, May 17 inside PyCon US 2024. Call for proposals are now live! Joke: Debugging with your eyes
#379 Constable on the debugging case
Topics covered in this episode: How to Set Up Pre-Commit Hooks A step-by-step guide to installing and configuring pre-commit hooks on your project. difftastic Quarto constable Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to our friends of the show list, we'll never share it. Michael #1: How to Set Up Pre-Commit Hooks A step-by-step guide to installing and configuring pre-commit hooks on your project. by Stefanie Molin Pre-commit hooks are code checks that run as part of the “pre-commit” stage of the git commit process. If any of these checks fail, git aborts the commit Sometimes, we need to bypass the hooks temporarily. For these instances, we can pass the --no-verify option when we run git commit Brian #2: difftastic Found this a couple years ago, but really using it a lot now. Excellent structurally diff tool that compares code based on syntax, not line by line. Michael #3: Quarto via Mathias Johansson An open-source scientific and technical publishing system Transforming a notebook into a pdf / HTML / MS Word / ePub with minimal effort, or even all formats at once. Author using Jupyter notebooks or with plain text markdown in your favorite editor. Write using Pandoc markdown, including equations, citations, crossrefs, figure panels, callouts, advanced layout, and more. Brian #4: constable “inserts print statements directly into the AST at runtime “ “If you find yourself aimlessly adding print statements while debugging your code, this is for you. !” Add decorators like @constable.trace('a', 'b') to functions and you’ll get nice output showing when and how a and b changed. see also icecream for another fun debugging with print project. Extras Brian: pointers being added to the standard library A couple weeks old, but still worth covering Guido’s take on adding this, "Why the hell not?" Michael: Python 3.12.3 is out Joke: Hugo SciFi Award
#378 Python is on the edge
Topics covered in this episode: pacemaker - For controlling time per iteration loop in Python. PyPI suspends new user registration to block malware campaign Python Project-Local Virtualenv Management Redux Python Edge Workers at Cloudflare Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to our friends of the show list, we'll never share it. Brian #1: pacemaker - For controlling time per iteration loop in Python. Brandon Rohrer Good example of a small bit of code made into a small package. With speedups to dependencies, like with uv, for example, I think we’ll see more small projects. Cool stuff Great README, including quirks that need to be understood by users. “If the pacemaker experiences a delay, it will allow faster iterations to try to catch up. Heads up: because of this, any individual iteration might end up being much shorter than suggested by the pacemaker's target rate.” Nice use of time.monotonic() deltas are guaranteed to never go back in time regardless of what adjustments are made to the system clock. Watch out for pip install pacemaker-lite NOT pacemaker pacemaker is taken by a package named PaceMaker with a repo named pace-maker, that hasn’t been updated in 3 years. Not sure if it’s alive. No tests (yet). I’m sure they’re coming. ;) Seriously though, Brandon says this is “a glorified snippet”. And I love the use of packaging to encapsulate shared code. Realistically, small snippet like packages have functionality that’s probably going to be tested by end user code. And even if there are tests, users should test the functionality they are depending on. Michael #2: PyPI suspends new user registration to block malware campaign Incident Report for Python Infrastructure PyPi Is Under Attack: Project Creation and User Registration Suspended — Here’s the details I hate medium, but it’s the best details I’ve found so far Brian #3: Python Project-Local Virtualenv Management Redux Hynek Concise writeup of how Hynek uses various tools for dealing with environments Covers (paren notes are from Brian) In project .venv directories direnv for handling .envrc files per project (time for me to try this again) uv for pip and pip-compile functionality Installing Python via python.org Using a .python-version-default file (I’ll need to play with this a bit) Works with GH Action setup-python. (ok. that’s cool) Some fish shell scripting Bonus tip on using requires-python in .pyproject.toml and extracting it in GH actions to be able to get the python exe name, and then be able to pass it to Docker and reference it in a Dockerfile. (very cool) Michael #4: Python Edge Workers at Cloudflare What are edge workers? Based on workers using Pyodide and WebAssembly This new support for Python is different from how Workers have historically supported languages beyond JavaScript — in this case, we have directly integrated a Python implementation into workerd, the open-source Workers runtime. Python Workers can import a subset of popular Python packages including FastAPI, Langchain, numpy Check out the examples repo. Extras Michael: LPython follow up from Brian Skinn Featured on Python Bytes badge A little downtime, thanks for the understanding We were rocking a 99.98% uptime until then. :) Joke: C++ is not safe for people under 18 Baseball joke
#377 A Dramatic Episode
Topics covered in this episode: justpath xz back door LPython dramatic Extras Joke Watch on YouTube About the show Sponsored by ScoutAPM: pythonbytes.fm/scout Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to our friends of the show list, we'll never share it. Michael #1: justpath Inspect and refine PATH environment variable on both Windows and Linux. Raw, count, duplicates, invalids, corrections, excellent stuff. Check out the video Brian #2: xz back door In case you kinda heard about this, but not really. Very short version: A Microsoft engineer noticed a performance problem with ssh and tracked it to a particular version update of xz. Further investigations found a multi-year installation of a fairly complex back door into the xz by a new-ish contributor. But still contributing over several years. First commit in early 2022. The problem is caught. But if it had succeeded, it would have been bad. Part of the issue of how this happened is due to having one primary maintainer on a very widely used tool included in tons-o-Linux distributions. Some useful articles Everything I Know About the XZ Backdoor - Evan Boehs - recommended read Don’t think your affected? Think again if you use homebrew, for example: Update and upgrade Homebrew and xz versions Notes Open source maintenance burnout is real Lots of open source projects are maintained by unpaid individuals for long periods of time. Multi-year sneakiness and social bullying is pretty hard to defend against. Handing off projects to another primary maintainer has to be doable. But now I think we need better tools to vet contributors. Maybe? Or would that just suppress contributions? One option to help with burnout: JGMM, Just Give Maintainers Money: Software Needs To Be More Expensive - Glyph Michael #3: LPython LPython aggressively optimizes type-annotated Python code. It has several backends, including LLVM, C, C++, and WASM. LPython’s primary tenet is speed. Play with the wasm version here: dev.lpython.org Still in alpha, so keep that in mind. Brian #4: dramatic Trey Hunner More drama in the software world. This time in the Python. Actually, this is just a fun utility to make your Python output more dramatic. More fun output with terminaltexteffects suggested by Allan Extras Brian: Textual how has a new inline feature in the new release. Michael: My keynote talk is out: The State of Python in 2024 Have you browsed your github feed lately? 3.10, 3.9, 3.8 security updates Joke: Definition of terms
#376 Every dunder method in a Python Lockbox
Topics covered in this episode: 🤖 On Robots.txt niquests Every dunder method in Python Lockbox Extras Joke Watch on YouTube About the show Sponsored by ScoutAPM: pythonbytes.fm/scout Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Brian #1: 🤖 On Robots.txt Jeff Triplett “In theory, this file helps control what search engines and AI scrapers are allowed to visit, but I need more confidence in its effectiveness in the post-AI apocalyptic world.” Resources to get started Block the Bots that Feed “AI” Models by Scraping Your Website Go ahead and block AI web crawlers Dark Visitors Django Add robots.txt to a Django website How to add a robots.txt to your Django site Hugo Hugo robots.txt Podcast questions: Should content creators block AI from our work? Should’t we set up a standard way to do this? I still haven’t found a way to block GitHub repositories. Is there a way? Licensing is one thing (not easy), but I don’t think any bots respect any protocol for repos. Michael #2: niquests Requests but with HTTP/3, HTTP/2, Multiplexed Connections, System CAs, Certificate Revocation, DNS over HTTPS / TLS / QUIC or UDP, Async, DNSSEC, and (much) pain removed! Niquests is a simple, yet elegant, HTTP library. It is a drop-in replacement for Requests, which is under feature freeze. See why you should switch: Read about 10 reasons why Brian #3: Every dunder method in Python Trey Hunner Sure, there’s __repr__(), __str__(), and __init__(), but how about dunder methods for: Equality and hashability Orderability Type conversions and formatting Context managers Containers and collections Callability Arithmetic operators … and so much more … even a cheat sheet. Michael #4: Lockbox Lockbox is a forward proxy for making third party API calls. Why? Automation or workflow platforms like Zapier and IFTTT allow "webhook" actions for interacting with third party APIs. They require you to provide your third party API keys so they can act on your behalf. You are trusting them to keep your API keys safe, and that they do not misuse them. How Lockbox helps: When a workflow platform needs to make a third party API call on your behalf, it makes a Lockbox API call instead. Lockbox makes the call to the third party API, and returns the result to the workflow platform. Extras Brian: Django: Join the community on Mastodon - Adam Johnson No maintenance intended - Sent in from Kim van Wyk Michael: US sues Apple Good video on pluses and minuses The hot water just the day before [and this one] https://9to5mac.com/2024/03/25/app-store-proposals-rejected/ PyPI Support Specialist job VS Code AMA, please submit your question here PyData Eindhoven 2024 has a date and open CFP Joke: Windows Certified
#375 Pointing at Countries
Topics covered in this episode: pycountry Does Python have pointers? ingestr Make your terminal nice Extras Joke Watch on YouTube About the show Sponsored by ScoutAPM: pythonbytes.fm/scout Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Michael #1: pycountry A Python library to access ISO country, subdivision, language, currency and script definitions and their translations. pycountry provides the ISO databases for the standards: 639-3 Languages 3166 Codes for representation of names of countries and their subdivisions 3166-1 Countries 3166-3 Deleted countries 3166-2 Subdivisions of countries 4217 Currencies 15924 Scripts Brian #2: Does Python have pointers? Ned Batchelder Turns out, this is really the description of “what’s a variable in Python?” that helps to make sense of the “variables as names” model in Python, especially for people coming from languages that use pointers a lot. You can use id() to find out what a variable points to You just can’t do the reverse of access it given an id. There’s no “dereference” operator. See also Python Names and Values, also by Ned Should be required reading/viewing for all Python curriculum. Michael #3: ingestr ingestr is a command-line application that allows ingesting or copying data from any source into any destination database. Works on both MongoDB and Postgres and many more. incremental loading: append, merge or delete+insert Brian #4: Make your terminal nice David Lord David’s switched to Fish and Starship I tried switching to Fish several times, and I guess I’m good with zsh. Although I admire the brave comic sans motto: “Finally, a command line shell for the 90s” But I’m finally ready for Starship, and it takes almost no time to set up Plus it’s fast. (Has it always been Rust?) Extras Brian: Doing some groundwork for a SaaS project, using SaaS Pegasus I just talked with Cory from Pegasus for an upcoming PythonTest episode I haven’t decided whether to save up SaaS episodes for one big series, or spread them out. But mostly I’m excited to get my project started. Michael: Excellent video about “cloud exit” uv - The Next Evolution in Python Packages? Python 3.13 a5 Target’s Open Source Fund via Pat Decker Joke: Anti-social engineer
#374 Climbing the Python Web Mountain
Topics covered in this episode: 6 ways to improve the architecture of your Python project (using import-linter) Mountaineer Why Python's Integer Division Floors Hatchet Extras Joke Watch on YouTube About the show Sponsored by ScoutAPM: pythonbytes.fm/scout Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Brian #1: 6 ways to improve the architecture of your Python project (using import-linter) Piglei Using import-linter to define architectural layers check to make sure imports don’t violate (import from upper layers) can also check for more contracts, such as forbidden - disallow a specific from/to import independence - list of modules that shouldn’t import from each other Fixing violations a process introduced to set exceptions for each violation in a config file then fix violations 1 at a time (nice approach) use the whole team if you can Common methods for fixing dependency issues Merging and splitting modules Dependency Injection, including using protocols to keep type hints without the need to import just for types Use simpler dependency types Delaying function implementations module global methods set by caller, or adding a simple plugin/callback system Configuration driven Setting import statements in a config file and using import_string() at runtime Replace function calls with event-driven approaches Michael #2: Mountaineer Mountaineer is a batteries-included web framework for Python and React. Mountaineer focuses on developer productivity above all else, with production speed a close second. 📝 Typehints up and down the stack: frontend, backend, and database 🎙️ Trivially easy client[HTML_REMOVED]server communication, data binding, and function calling 🌎 Optimized server rendering for better accessibility and SEO 🏹 Static analysis of web pages for strong validation: link validity, data access, etc. 🤩 Skip the API or Node.js server just to serve frontend clients Brian #3: Why Python's Integer Division Floors Guido van Rossum Integer division always floors (toward negative infinity) instead of truncating. (C truncates) 5//2 → 2 -5//2 → -3 5//-2 → -3 Reason, For nice mathematical relationships with // and % (modulo). a//b = quotient (q), a%b = remainder (r) such that b*q + r = a, and 0 <= r < b This works for both positive and negative a values For negative b, the second rule has to change to 0 >= r > b If you truncate (like C does), you have to use abs(r) for the first rule to work. Theory of why C doesn’t do it this way: Probably a hardware limitation at the time when C was designed, due to “sign + magnitude” integers instead of modern two’s compliment integers. Michael #4: Hatchet Hatchet is a distributed, fault-tolerant task queue which replaces traditional message brokers and pub/sub systems. It’s built to solve problems like concurrency, fairness, and durability Concurrency, Fairness, and Rate limiting: Enable FIFO, LIFO, Round Robin, and Priority Queues with built-in strategies to avoid common pitfalls. Architected for Resiliency: Customizable retry policies and built-in error handling to recover from transient failures. Extras Brian: Charlie Marsh on uv in PythonTest episode 216 Michael: Build An Audio AI App Course [free!] Rock Solid Python with Python Typing Course Coolio Joke: Breaking Prod
#373 Changing Directories
Topics covered in this episode: zoxide Smart CLIs with Typer Python recommended officially by the US Government Textual tutorials at Mouse vs Python Extras Joke Watch on YouTube About the show Sponsored by ScoutAPM: pythonbytes.fm/scout Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Michael #1: zoxide zoxide is a smarter cd command, inspired by z and autojump. It remembers which directories you use most frequently, so you can "jump" to them in just a few keystrokes. zoxide works on all major shells and platforms. Brian #2: Smart CLIs with Typer Rahul Pai Lots of TILs here, even though I’ve been using Typer for years. Examples of Auto-detection of arguments and types based on type hints Help text is a smidge clunkier Prompting for missing arguments Defaulting to an enviromental variable for missing args Print help if no args given Explicit app and subcommands with a comparison to argparse Reusable commands with result_callback Several topics covered in comparison with argparse See also Testing argparse Applications Michael #3: Python recommended officially by the US Government The US government explicitly recommends memory safe languages. Python is one of them The comparison to big tech by Samuel is interesting Brian #4: Textual tutorials at Mouse vs Python Mike Driscoll Most recently Creating a Modal Dialog For Your TUIs in Textual Textualize already has some pretty great documentation at textual.textualize.io But it’s cool to see some different tutorials on it. Extras Brian: Is UV the FUTURE of Python PACKAGING? 🐍📦 - Hynek Nice context on how uv fits into all of the existing packaging challenges and some hope for the future. venmo feed is public by default Michael: ngrok Python SDK Djangonauts on Talk Python Maybe just a new case and battery for your phone? Joke: Ship it!
#372 uv - an impressive pip alternative
Topics covered in this episode: uv: Python packaging in Rust jpterm Everything You Can Do with Python's textwrap Module HTML First Extras Joke Watch on YouTube About the show Sponsored by ScoutAPM: pythonbytes.fm/scout Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. First, we are likely skipping next week folks. I’ll be at PyCon Philippines. Brian #1: uv: Python packaging in Rust Suggested by Collin Sullivan “uv is designed as a drop-in replacement for pip and pip-tools” Intended to support the pip and pip-tools APIs, just use uv pip instead. Oh yeah, also replaces venv and virtualenv. And it’s super zippy, as you would expect. I’m still getting used to it uv pip venv didn’t have --prompt at first. But that’s fixed. should get released soon. first thing I tried uv pip install ./ and uv pip install pytest second. worked awesome uv pip list third thing I tried not there either, but uv pip freeze is similar. Issue already filed Seriously, I’m excited about this. It’s just that it seems I wasn’t the target workflow for this. See also tox-uv - speed up tox with uv [rye](https://lucumr.pocoo.org/2024/2/15/rye-grows-with-uv/) from Armin Ronacher, will be supported by Astral - MK: Switched to this for dev. It’s excellent. For some reason, doesn’t work on Docker? From Henry Michael #2: jpterm via David Brochart jpterm is a JupyterLab-like environment running in the terminal. What sets jpterm apart is that it builds on the shoulders of giants, one of which is Textual. It is designed similarly to JupyterLab, where everything is a plugin. Brian #3: Everything You Can Do with Python's textwrap Module Martin Heinz Nice quick demo of one of my favorite builtin modules. Features shorten text and insert placeholders wrap can split lines to the same length but can also just split a string into equal chunks for batch processing TextWrapper class does all sorts of fancy stuff. dedent is my fave. Awesome for including a multiline string in a test function as an expected outcome. Michael #4: HTML First HTML First is a set of guidelines for making it easier, faster and more maintainable to build web software Principles Leveraging the default capabilities of modern web browsers. Leveraging the extreme simplicity of HTML's attribute syntax. Leveraging the web's ViewSource affordance. Practices Prefer Vanilla approaches Use HTML attributes for styling and behaviour Use libraries that leverage HTML attributes Avoid Build Steps Prefer Naked HTML Be View-Source Friendly Extras Brian: pytest 8.0.1 released. Fixes the parametrization order reversal I mentioned a couple episodes ago, plus some other fixes. Learn about dependency injection from Hynek If you want to jump into some Rust to help speed up Python tools, maybe check out yarr.fyi I just interviewed Nicole, the creator, for Python Test, and this looks pretty cool Her episode should come out in a couple of weeks. Ramping up more interviews for Python People. So please let me know if you’d like to be on the show or if you have suggestions for people you’d like me to interview. Also, I know this is weird, some people are still on X, and not like “didn’t close their account when they left”, but actually still using it. This is ironically a reverse of X-Files. “I don’t want to believe”. However, I’ve left my account open for those folks. I check it like twice a month. But eventually I’ll see it if you DM me. But really, there are easier ways to reach me. Michael: PyData Pittsburg CFP Wyden: Data Broker Used Abortion Clinic Visitor Location Data To Help Send Targeted Misinformation To Vulnerable Women SciPy 2024 - Call for Proposals Joke: Yeti tumbler
#371 Python in a Crate
Topics covered in this episode: AppleCrate One way to package Python code right now Flask8 but why? Extra, Extra, Extra Extras Joke Watch on YouTube About the show Sponsored by ScoutAPM: pythonbytes.fm/scout Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Michael #1: AppleCrate By Rhet Turnbull (from Building macOS Apps episode) AppleCrate is a tool for creating native macOS installers for your command line tools. It's useful for creating installers for command line tools written in any language. Tools written in interpreted languages like Python will need to be first processed with a tool like pyinstaller to create a standalone executable. AppleCrate uses Jinja2 templates to generate the files required for the installer. This allows you to use template variables in your files or command line parameters to customize the installer. Brian #2: One way to package Python code right now Ned Batchelder An example repo with all the parts for package A lot of discussion and what to think about in the README (unfortunately rst and not md, but we can’t have everything) Includes pyproject.toml dev-requirements.txt README.rst Makefile LICENSE.txt .bitignore .editorconfig see https://editorconfig.org Shout out to to Packaging Python Projects on python.org, which is pretty good Michael #3: Flask8 but why? Ihor Kalnytskyi: Something I really like about #ruff, a new tool for both linting and formatting in the #python ecosystem. You can literally pick any lint rule it supports and see both reasoning and examples. Ruff supports over 700 lint rules, many of which are inspired by popular tools like Flake8, isort, pyupgrade, and others. Brian #4: Extra, Extra, Extra Flat.app kinda like trello, etc. but a very simple interface that makes it pretty easy to use tosdr.org Terms of Service; Didn’t Read Kind of a wikipeda way to summarize the terms of service of different web services, and give them ratings/grades Why I write I talked about blogging more last episode. Here’s a cool write-up by Sheena O'Connell reasons to remember to refine my thinking to impact to get through hard times to connect Three pytest Features You Will Love Helen Scott at JetBrains/PyCharm Fixtures, Markers, Parametrize Plus shoutouts to my course and book Extras Brian: Wikipedia List of common misconceptions - just for fun Ear Trumpet Labs (a Potland Company) Edwina mic - just something on my wish list Michael Mozilla Monitor Python 3.12.2 Upgraded all the Python apps (11 of them) in about 2 minutes and one command Got a Vision Pro? Try the Talk Python Courses app Great video event: Data Doodling with Martina Pugliese Joke: Free Tier
#370 Your Very Own Heroku
Topics covered in this episode: Dokku Summary of Major Changes Between Python Versions How to check Internet Speed via Terminal? speedtest-cli Blogs: We all should blog more Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Michael #1: Dokku An open source PAAS alternative to Heroku. Dokku helps you build and manage the lifecycle of applications from building to scaling. Powered by Docker, you can install Dokku on any hardware. Once it's set up on a host, you can push Heroku-compatible applications to it via Git. Rich plug in architecture. Brian #2: Summary of Major Changes Between Python Versions Nicholas Hairs Changes between versions & Tools & utilities to help with switching Hopefully you’re already at least at 3.8, but come on, 3.11 & 3.12 are so fun! Useful things pyupgrade can automatically upgrade code base (However, I frequently just upgrade and run tests and let my old code be as-is until it bugs me. - Brian) black checks pyproject.toml requires-python setting and uses version specific rules. Versions (way more highlights listed in the article) 3.8 Assignment expressions := walrus f"{variable=}" now works 3.9 Typing has built in generics like dict[], so no more from typing import Dict Dict union operator Strings can removeprefix and removesuffix 3.10 Structural pattern matching match/case Typing: Union using pipe | Dataclasses support slots=True and kw_only=True 3.11 tomllib included as a standard TOMP parser Exception groups Exception Notes add_note() Typing: A Self type Star unpacking expressions allowed in for statements: for x in *a, *b: 3.12 f-strings can re-use quotes Typing: better type parameter syntax Typing: @override decorator ensures a method being overridden by a child class actually exists. Michael #3: How to check Internet Speed via Terminal? speedtest-cli Command line interface for testing internet bandwidth using speedtest.net Just pipx install speedtest-cli Has a Python API too Brian #4: Blogs: We all should blog more Jeff Triplett is attempting one post per day in February Feb 1: Choosing the Right Python and Django Versions for Your Projects Feb 2: My First Mac Which also links to a quite interesting Personal: Default Apps 2023 Feb 3: What’s Your Go-to Comfort Media? [rough cut] Feb 4: The Django apps I actually use (rough cut) Feb 5: How to test with Django and pytest fixtures Need ideas? Check out Build an idea bank and never run out of blog ideas Not using AI? Thanks. We appreciate that. Maybe tag it as Not By AI Extras Brian: If upgrading to pytest 8, be aware that running individual tests with parametrization will result in a reverse order. It shouldn’t matter. You shouldn’t be depending on test order. But it was surprising to me. Issue has been logged Michael: Orbstack follow up Joke: White Lies
#369 The Readability Episode
Topics covered in this episode: Granian pytest 8 is here Assorted Docker Goodies New GitHub Copilot Research Finds 'Downward Pressure on Code Quality' Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Michael #1: Granian via Andy Shapiro and Bill Crook A Rust HTTP server for Python applications. Granian design goals are: Have a single, correct HTTP implementation, supporting versions 1, 2 (and eventually 3) Provide a single package for several platforms Avoid the usual Gunicorn + uvicorn + http-tools dependency composition on unix systems Provide stable performance when compared to existing alternatives Could use better logging But making my own taught me maybe I prefer that! Originates from the Emmett framework. Brian #2: pytest 8 is here Improved diffs: Very verbose -vv is a colored diff, instead of a big chunk of red. Python code in error reports is now syntax-highlighted as Python. The sections in the error reports are now better separated. Diff for standard library container types are improved. Added more comprehensive set assertion rewrites for comparisons other than equality ==, with the following operations now providing better failure messages: !=, <=, >=, <, and >. Improvements to -r for xfailures and xpasses Report tracebacks for xfailures when -rx is set. Report captured output for xpasses when -rX is set. For xpasses, add - in summary between test name and reason, to match how xfail is displayed. This one was important to me. Massively helps when checking/debugging xfail/xpass outcomes in CI. Thanks to Fabian Sturm, Bruno Oliviera, and Ran Benita for help to get this release. Lots of other improvements See full changelog for all the juicy details. And then upgrade and try it out! pip install -U pytest Michael #3: Assorted Docker Goodies OrbStack Say goodbye to slow, clunky containers and VMs OrbStack is the fast, light, and easy way to run Docker containers and Linux. Develop at lightspeed with our Docker Desktop alternative. Podman Podman is an open source container, pod, and container image management engine. Podman makes it easy to find, run, build, and share containers. Manage containers (not just Podman.) Podman Desktop allows you to list, view, and manage containers from multiple supported container engines* in a single unified view. Gain easy access to a shell inside the container, logs, and basic controls. Works on Podman, Docker, Lima, kind, Red Hat OpenShift, Red Hat OpenShift Developer Sandbox. CasaOS Your Personal Cloud OS. Community-based open source software focused on delivering simple personal cloud experience around Docker ecosystem. Also have the ZimaCube hardware (Personal cloud. Re-invented.) Brian #4: New GitHub Copilot Research Finds 'Downward Pressure on Code Quality' David Ramel Regarding “…the quality and maintainability of AI-assisted code compared to what would have been written by a human.” Q: "Is it more similar to the careful, refined contributions of a Senior Developer, or more akin to the disjointed work of a short-term contractor?" A: "We find disconcerting trends for maintainability. Code churn -- the percentage of lines that are reverted or updated less than two weeks after being authored -- is projected to double in 2024 compared to its 2021, pre-AI baseline. We further find that the percentage of 'added code' and 'copy/pasted code' is increasing in proportion to 'updated,' 'deleted,' and 'moved 'code. In this regard, AI-generated code resembles an itinerant contributor, prone to violate the DRY-ness [don't repeat yourself] of the repos visited." Extras Brian: Did I mention pytest 8? Just pip install -U pytest today And if you want to learn pytest super fast, check out The Complete pytest Course or grab a copy of the book, Python Testing with pytest Michael: I’d like to encourage people to join our mailing list. We have some fun plans and some of them involve our newsletter. It’s super private, no third parties, no spam and is based on my recent Docker and Listmonk work. Big release for Pydantic, 2.6. New essay: Use Custom Search Engines Way More Joke: Pushing to main Junior vs Senior engineer
#368 That episode where we just ship open source
Topics covered in this episode: Syntax Error #11: Debugging Python umami and umami-analytics pytest-suite-timeout Listmonk and (py) listmonk Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Brian #1: Syntax Error #11: Debugging Python Juhis Issue 11 of a fun debugging newsletter from Juhis Debugging advice mindeset take a break adopt a process talk to a duck tools & techniques print snoop debuggers Django debug toolbar & Kolo for VS Code Michael #2: umami and umami-analytics Umami makes it easy to collect, analyze, and understand your web data — while maintaining visitor privacy and data ownership. umami-analytics is a client for privacy-preserving, open source Umami analytics platform based on httpx and pydantic. Core features ➕ Add a custom event to your Umami analytics dashboard. 🌐 List all websites with details that you have registered at Umami. 🔀 Both sync and async programming models. ⚒️ Structured data with Pydantic models for API responses. 👩💻 Login / authenticate for either a self-hosted or SaaS hosted instance of Umami. 🥇Set a default website for a simplified API going forward. Brian #3: pytest-suite-timeout While recording Python Test 213 : Repeating Tests I noted that pytest-repeat doesn’t have a timeout, but pytest-flakefinder does. And perhaps I should add a timeout to pytest-repeat But also, maybe there’s other places I’d like a timeout, not just with repeat, but often with other parametrizations and even parametrize matrices. So, pytest-suite-timeout is born But Why not pytest-timeout? asks Mike Felder timeout is only timeouts per test, and it isn’t always graceful suite-timeout is for the full suite, and only times out between tests. so, you could use both Michael #4: Listmonk and (py) listmonk Listmonk Self-hosted newsletter and mailing list manager (think mailchimp) Built on Go and Vue Backed by a company charing for this service as SaaS Still requires a mail infrastructure backend (I’m using Sendgrid) listmonk (on PyPI) API Client for Python Created by Yours Truly I tried 4 other options first, they were all bad in their own way. Features: ➕Add a subscriber to your subscribed users. 🙎 Get subscriber details by email, ID, UUID, and more. 📝 Modify subscriber details (including custom attribute collection). 🔍 Search your users based on app and custom attributes. 🏥 Check the health and connectivity of your instance. 👥 Retrieve your segmentation lists, list details, and subscribers. 🙅 Unsubscribe and block users who don't want to be contacted further. 💥 Completely delete a subscriber from your instance. 📧 Send transactional email with template data (e.g. password reset emails). These pair well in my new docker cluster infrastructure Calls to the API from a client app (e.g. Talk Python Training) are basically loopback on the local docker bridge network. Extras Michael: Every github repo that has “releases” has a releases RSS feed, e.g. Umami Kolo Django + VS Code Warp Terminal on linux bpytop and btop - live server monitoring Joke: The cloud, visualized
#367 A New Cloud Computing Paradigm at Python Bytes
Topics covered in this episode: Leaving the cloud PEP 723 - Inline script metadata Flet for Android harlequin: The SQL IDE for Your Terminal. Extras Joke Watch on YouTube About the show Sponsored by Bright Data : pythonbytes.fm/brightdata Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Michael #1: Leaving the cloud Also see Five values guiding our cloud exit We value independence above all else. We serve the internet. We spend our money wisely. We lead the way. We seek adventure. And We stand to save $7m over five years from our cloud exit Slice our new monster 192-thread Dell R7625s into isolated VMs Which added a combined 4,000 vCPUs with 7,680 GB of RAM and 384TB of NVMe storage to our server capacity They created Kamal — Deploy web apps anywhere A lot of these ideas have changed how I run the infrastructure at Talk Python and for Python Bytes. Brian #2: PEP 723 - Inline script metadata Author: Ofek Lev This PEP specifies a metadata format that can be embedded in single-file Python scripts to assist launchers, IDEs and other external tools which may need to interact with such scripts. Example: # /// script # requires-python = ">=3.11" # dependencies = [ # "requests<3", # "rich", # ] # /// import requests from rich.pretty import pprint resp = requests.get("https://peps.python.org/api/peps.json") data = resp.json() pprint([(k, v["title"]) for k, v in data.items()][:10]) Michael #3: Flet for Android via Balázs Remember Flet? Here’s a code sample (scroll down a bit). It’s amazing but has been basically impossible to deploy. Now we have Android. Here’s a good YouTube video showing the build process for APKs. Brian #4: harlequin: The SQL IDE for Your Terminal. Ted Conbeer & other contributors Works with DuckDB and SQLite Speaking of SQLite Jeff Triplett and warnings of using Docker and SQLite in production Anže’s post and and article: Django, SQLite, and the Database is Locked Error Extras Brian: Recent Python People episodes Will Vincent Julian Sequeira Pamela Fox Michael: PageFind and how I’m using it When "Everything" Becomes Too Much: The npm Package Chaos of 2024 Essay: Unsolicited Advice for Mozilla and Firefox SciPy 2024 is coming to Washington Joke: Careful with that bike lock combination code
#366 Put It In The Backlog
Topics covered in this episode: Python 3.13 gets a JIT UniDep - Unified Conda and Pip Dependency Management Don’t Start Pull Requests from Your Main Branch instld: The simplest package management Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org Brian: @brianokken@fosstodon.org Show: @pythonbytes@fosstodon.org Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Tuesdays at 11am PT. Older video versions available there too. Brian #1: Python 3.13 gets a JIT Anthony Shaw Great article that walks through JIT concepts with a small example as if you were writing a parser in Python instead of C. Covers What is a JIT? What is a copy-and-patch JIT? and Why? How does the Python JIT work? Is it faster? This is a building block to future improvements Michael #2: UniDep - Unified Conda and Pip Dependency Management 🔄 Single requirements.yaml for both #Conda & #Pip. ⚙️ Works with pyproject.toml & setup.py. 🏢 Perfect for monorepos. 🔒 Create consistent conda-lock files for multiple projects. 🌍 Platform-specific support. 🚀 unidep install for easy setup. Full source page. Brian #3: Don’t Start Pull Requests from Your Main Branch Hynek Schlawack When contributing to other users’ repositories, always start a new branch in your fork. Reasons to not use main Forces you to only have one change in progress Merges will generate conflicts and you can’t pull from that branch anymore. Need to kill the fork and start over If the target repo has branch protection on, then maintainers can’t push to your branch. Hynek also provides a way to fix things if you’ve already started your changes on a main branch fork. Michael #4: instld: The simplest package management Thanks to this package, it is very easy to manage the lifecycle of packages. ⚡ Run your code without installing libraries. ⚡ You can use 2 different versions of the same library in the same program. ⚡ You can use incompatible libraries in the same project, as well as libraries with incompatible/conflicting dependencies. ⚡ It's easy to share written scripts. The script file becomes self-sufficient - the user does not need to install the necessary libraries. ⚡ The library does not leave behind "garbage". After the end of the program, no additional files remain in the system. Extras Brian: The Complete pytest Course is now actually complete Although updates will happen when and if necessary as pytest/Python changes. To celebrate, use code 2024 in January for 10% off any pricing option. More episodes of Python People and Python Test on the way now That course took up a lot of my time in late 2023 Just released an episode with Will Vincent and Python Test will have a new episode this week and for the foreseeable future. Let me know if you want to be on Python People or Python Test Michael: Hatch follow up: Great coverage of Hatch v1.8.0! One small correction: only the binaries for Hatch are signed with the certificate from the PSF. - Ofek PyPI new user registration temporarily suspended Pagefind and how I’m using it Talk Python Live: Data Doodles event coming early Feb New essay: AI Features a Waste of Time? Joke: Put it in the backlog