gh-137026: Add an explainer guide for asyncio #137215

anordin95 · 2025-07-29T18:19:08Z

Explainer guide for asyncio

gh-137026: HOWTO article for asyncio, and a reference to it from the main page of the asyncio docs.

Hi!

I've used Python's asyncio a couple times now, but never really felt confident in my mental model of how it fundamentally works and therefore how I can best leverage it. The official docs provide good documentation for each specific function in the package, but, in my opinion, are missing a cohesive overview of the systems design and architecture. Something that could help the user understand the why and how behind the recommended patterns. And a way to help the user make informed decisions about which tool in the asyncio toolkit they ought to grab, or to recognize when asyncio is the entirely wrong toolkit. I thought I'd take a stab at filling that gap and contributing back to a community that's given so much!

📚 Documentation preview 📚: https://cpython-previews--137215.org.readthedocs.build/en/137215/howto/a-conceptual-overview-of-asyncio.html

Doc/howto/a-conceptual-overview-of-asyncio.rst

StanFromIreland

I will review further once the lines are wrapped, as now it will invalidate suggestions.

Doc/howto/a-conceptual-overview-of-asyncio.rst

- Start sentences on new lines to minimize disruption of diffs.

…Which concurrency do I want" section.

ZeroIntensity

I'm going to commit to reviewing this if nobody else has the time. I think is generally an improvement to the documentation, but definitely needs some work still. Thanks for working on this!

Doc/howto/a-conceptual-overview-of-asyncio.rst

StanFromIreland

There are still many minor infringements of the Style guide (e.g. simple English) which could be addressed in one pass.

You can also use Sphinx cross references when discussing specific keywords, functions etc.

Doc/howto/a-conceptual-overview-of-asyncio.rst

Co-authored-by: Stan Ulbrych <89152624+StanFromIreland@users.noreply.github.com>

willingc

Thank you @anordin95 for being responsive to everyone's feedback. It's appreciated. I'm grateful for @ZeroIntensity's thoughtful review and shepherding this PR. I'm going to approve and merge. Any additional changes can be done in future PRs. Thanks and congrats!

miss-islington-app · 2025-08-09T05:29:54Z

Thanks @anordin95 for the PR, and @willingc for merging it 🌮🎉.. I'm working now to backport this PR to: 3.13, 3.14.
🐍🍒⛏🤖

* - Add an explainer guide (aka HOWTO, not how-to) for asyncio. * Fix linter errors. * - Enforce max line length of roughly 79 chars. - Start sentences on new lines to minimize disruption of diffs. * Add reference to subinterpreters. * - Significantly reduce article size. Remove both example sections & "Which concurrency do I want" section. * Align section-header lengths with section names. * - Remove reference to deleted section. * - Fix a variety of rote style guide items like title-alignment, use of ie and $, and so forth. - Add links to other parts of the docs for keywords and objects like await, coro, task, future, etc. * - One last title alignment. * - Style nit. * - Rework a variety of I statements. * Lint fix. * - Firm up commentary on yield from in corotuines. * Update language comparing await and yield from. * - Remove await-ing Tasks and futures section * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * - Address comments related to style & writing flow. * per-thread event loop note. * Add section describing coroutines roots in generators. * Phrasing tweak. * Use asyncio.create_task instead of asyncio.Task * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * small phrasing. * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * phrasing nit. * style nits * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * phrasing nit * Fix misnaming of async generator. * phrasing nits. * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * consistent spacing * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * phrasing nits * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * add conclusion * nits * - Variety of style & grammar improvements thanks to ZeroIntensity's comments. * - Make all directives start with a 3 space indent. Then 4 thereafter. * - Use :linenos: instead of manually writing the line numbers. * - Fix label typo for article. * fix label link. * Apply suggestions from code review Co-authored-by: 🇺🇦 Sviatoslav Sydorenko (Святослав Сидоренко) <wk.cvs.github@sydorenko.org.ua> Co-authored-by: Carol Willing <carolcode@willingconsulting.com> Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * - introduce async-sleep name * Phrasing * nit * ungendered octopus * teammates * jobs * rework fella to penguin * - remove byline; add seealso * Change ref from asyncio to use seealso block. * Remove typehints. Fix indentation in one code example. * Slight rephrase for clarity. * Make references point to asyncio. Wrap some long lines. * - Variety of style/phrasing improvements based on PR feedback. * phrasing. * phrasing nit. * Apply suggestions from code review Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Carol Willing <carolcode@willingconsulting.com> * nit * Apply suggestions from code review Co-authored-by: Carol Willing <carolcode@willingconsulting.com> * fix backticks. * nits * nit * add section on asyncio.run * title change under the hood. * modify task coro example. * howtos article link. * prefer await without backticks. * phrasing tweak. * Rework phrasing around how await tasks pauses and returns control in the await section. * move code block to beforfe explanation in coroutine under the hood. * phrasing. * link to yield from. * style nits * nit * - Modify language re: event-loop cycling endlessly. - Discuss why await was designed to not yield for coros. * - Add a note about debug=True on asyncio.run to await coro section. * clarity nit * - Add two other references in seealso block. * nit * Language simplification * Apply suggestions from code review Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * nit * grammar fix. * fix * worker bees * rework event loop paragraph to significantly deemphasize queues * remove all references to queue besides the initial analogy. * add note about garbage collection of tasks * add practical note re: garbage collection * phrasing nits * re arrange note on task gc. * line wrap nit * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Kumar Aditya <kumaraditya@python.org> * link to debug mode docs. * readd part2 prefix. * simplify title. * fix titles. tihnk I messed this up earlier. * avoid idiom in title. * fix titles once agian. * Apply suggestions from code review Co-authored-by: Stan Ulbrych <89152624+StanFromIreland@users.noreply.github.com> * rework task gc example. * phrasing tweak. * tewak. * nit * nit * nit * nit --------- (cherry picked from commit 3964f974894eff1653913dda437971e0bbfa8ccc) Co-authored-by: Alexander Nordin <alexander.f.nordin@gmail.com> Co-authored-by: Peter Bierma <zintensitydev@gmail.com> Co-authored-by: 🇺🇦 Sviatoslav Sydorenko (Святослав Сидоренко) <wk.cvs.github@sydorenko.org.ua> Co-authored-by: Carol Willing <carolcode@willingconsulting.com> Co-authored-by: Kumar Aditya <kumaraditya@python.org> Co-authored-by: Stan Ulbrych <89152624+StanFromIreland@users.noreply.github.com>

* - Add an explainer guide (aka HOWTO, not how-to) for asyncio. * Fix linter errors. * - Enforce max line length of roughly 79 chars. - Start sentences on new lines to minimize disruption of diffs. * Add reference to subinterpreters. * - Significantly reduce article size. Remove both example sections & "Which concurrency do I want" section. * Align section-header lengths with section names. * - Remove reference to deleted section. * - Fix a variety of rote style guide items like title-alignment, use of ie and $, and so forth. - Add links to other parts of the docs for keywords and objects like await, coro, task, future, etc. * - One last title alignment. * - Style nit. * - Rework a variety of I statements. * Lint fix. * - Firm up commentary on yield from in corotuines. * Update language comparing await and yield from. * - Remove await-ing Tasks and futures section * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * - Address comments related to style & writing flow. * per-thread event loop note. * Add section describing coroutines roots in generators. * Phrasing tweak. * Use asyncio.create_task instead of asyncio.Task * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * small phrasing. * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * phrasing nit. * style nits * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * phrasing nit * Fix misnaming of async generator. * phrasing nits. * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * consistent spacing * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * phrasing nits * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * add conclusion * nits * - Variety of style & grammar improvements thanks to ZeroIntensity's comments. * - Make all directives start with a 3 space indent. Then 4 thereafter. * - Use :linenos: instead of manually writing the line numbers. * - Fix label typo for article. * fix label link. * Apply suggestions from code review Co-authored-by: 🇺🇦 Sviatoslav Sydorenko (Святослав Сидоренко) <wk.cvs.github@sydorenko.org.ua> Co-authored-by: Carol Willing <carolcode@willingconsulting.com> Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * - introduce async-sleep name * Phrasing * nit * ungendered octopus * teammates * jobs * rework fella to penguin * - remove byline; add seealso * Change ref from asyncio to use seealso block. * Remove typehints. Fix indentation in one code example. * Slight rephrase for clarity. * Make references point to asyncio. Wrap some long lines. * - Variety of style/phrasing improvements based on PR feedback. * phrasing. * phrasing nit. * Apply suggestions from code review Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Carol Willing <carolcode@willingconsulting.com> * nit * Apply suggestions from code review Co-authored-by: Carol Willing <carolcode@willingconsulting.com> * fix backticks. * nits * nit * add section on asyncio.run * title change under the hood. * modify task coro example. * howtos article link. * prefer await without backticks. * phrasing tweak. * Rework phrasing around how await tasks pauses and returns control in the await section. * move code block to beforfe explanation in coroutine under the hood. * phrasing. * link to yield from. * style nits * nit * - Modify language re: event-loop cycling endlessly. - Discuss why await was designed to not yield for coros. * - Add a note about debug=True on asyncio.run to await coro section. * clarity nit * - Add two other references in seealso block. * nit * Language simplification * Apply suggestions from code review Co-authored-by: Peter Bierma <zintensitydev@gmail.com> * nit * grammar fix. * fix * worker bees * rework event loop paragraph to significantly deemphasize queues * remove all references to queue besides the initial analogy. * add note about garbage collection of tasks * add practical note re: garbage collection * phrasing nits * re arrange note on task gc. * line wrap nit * Update Doc/howto/a-conceptual-overview-of-asyncio.rst Co-authored-by: Kumar Aditya <kumaraditya@python.org> * link to debug mode docs. * readd part2 prefix. * simplify title. * fix titles. tihnk I messed this up earlier. * avoid idiom in title. * fix titles once agian. * Apply suggestions from code review Co-authored-by: Stan Ulbrych <89152624+StanFromIreland@users.noreply.github.com> * rework task gc example. * phrasing tweak. * tewak. * nit * nit * nit * nit --------- (cherry picked from commit 3964f97) Co-authored-by: Alexander Nordin <alexander.f.nordin@gmail.com> Co-authored-by: Peter Bierma <zintensitydev@gmail.com> Co-authored-by: 🇺🇦 Sviatoslav Sydorenko (Святослав Сидоренко) <wk.cvs.github@sydorenko.org.ua> Co-authored-by: Carol Willing <carolcode@willingconsulting.com> Co-authored-by: Kumar Aditya <kumaraditya@python.org> Co-authored-by: Stan Ulbrych <89152624+StanFromIreland@users.noreply.github.com>

bedevere-app · 2025-08-09T05:30:06Z

GH-137581 is a backport of this pull request to the 3.14 branch.

bedevere-app · 2025-08-09T05:30:12Z

GH-137582 is a backport of this pull request to the 3.13 branch.

…7582) gh-137026: Add an explainer guide for asyncio (GH-137215) * - Add an explainer guide (aka HOWTO, not how-to) for asyncio. * Fix linter errors. * - Enforce max line length of roughly 79 chars. - Start sentences on new lines to minimize disruption of diffs. * Add reference to subinterpreters. * - Significantly reduce article size. Remove both example sections & "Which concurrency do I want" section. * Align section-header lengths with section names. * - Remove reference to deleted section. * - Fix a variety of rote style guide items like title-alignment, use of ie and $, and so forth. - Add links to other parts of the docs for keywords and objects like await, coro, task, future, etc. * - One last title alignment. * - Style nit. * - Rework a variety of I statements. * Lint fix. * - Firm up commentary on yield from in corotuines. * Update language comparing await and yield from. * - Remove await-ing Tasks and futures section * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * - Address comments related to style & writing flow. * per-thread event loop note. * Add section describing coroutines roots in generators. * Phrasing tweak. * Use asyncio.create_task instead of asyncio.Task * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * small phrasing. * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * phrasing nit. * style nits * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * phrasing nit * Fix misnaming of async generator. * phrasing nits. * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * consistent spacing * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * phrasing nits * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * add conclusion * nits * - Variety of style & grammar improvements thanks to ZeroIntensity's comments. * - Make all directives start with a 3 space indent. Then 4 thereafter. * - Use :linenos: instead of manually writing the line numbers. * - Fix label typo for article. * fix label link. * Apply suggestions from code review * - introduce async-sleep name * Phrasing * nit * ungendered octopus * teammates * jobs * rework fella to penguin * - remove byline; add seealso * Change ref from asyncio to use seealso block. * Remove typehints. Fix indentation in one code example. * Slight rephrase for clarity. * Make references point to asyncio. Wrap some long lines. * - Variety of style/phrasing improvements based on PR feedback. * phrasing. * phrasing nit. * Apply suggestions from code review * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * nit * Apply suggestions from code review * fix backticks. * nits * nit * add section on asyncio.run * title change under the hood. * modify task coro example. * howtos article link. * prefer await without backticks. * phrasing tweak. * Rework phrasing around how await tasks pauses and returns control in the await section. * move code block to beforfe explanation in coroutine under the hood. * phrasing. * link to yield from. * style nits * nit * - Modify language re: event-loop cycling endlessly. - Discuss why await was designed to not yield for coros. * - Add a note about debug=True on asyncio.run to await coro section. * clarity nit * - Add two other references in seealso block. * nit * Language simplification * Apply suggestions from code review * nit * grammar fix. * fix * worker bees * rework event loop paragraph to significantly deemphasize queues * remove all references to queue besides the initial analogy. * add note about garbage collection of tasks * add practical note re: garbage collection * phrasing nits * re arrange note on task gc. * line wrap nit * Update Doc/howto/a-conceptual-overview-of-asyncio.rst * link to debug mode docs. * readd part2 prefix. * simplify title. * fix titles. tihnk I messed this up earlier. * avoid idiom in title. * fix titles once agian. * Apply suggestions from code review * rework task gc example. * phrasing tweak. * tewak. * nit * nit * nit * nit --------- (cherry picked from commit 3964f97) Co-authored-by: Alexander Nordin <alexander.f.nordin@gmail.com> Co-authored-by: Peter Bierma <zintensitydev@gmail.com> Co-authored-by: 🇺🇦 Sviatoslav Sydorenko (Святослав Сидоренко) <wk.cvs.github@sydorenko.org.ua> Co-authored-by: Carol Willing <carolcode@willingconsulting.com> Co-authored-by: Kumar Aditya <kumaraditya@python.org> Co-authored-by: Stan Ulbrych <89152624+StanFromIreland@users.noreply.github.com>

anordin95 · 2025-08-09T05:56:50Z

Many of these comments were thoughtful, respectful and justified. However, I experienced some of them as more commanding or condescending rather than collaborative. They ultimately made the process a tad unpleasant and I’m hesitant to return for a second contribution. Both things are certainly far from the end of the world! I just wanted to offer my candid perspective and feedback.

anordin95 · 2025-08-09T05:57:08Z

Thank you everyone for contributing your time and knowledge to this piece! I’d like to especially commend @ZeroIntensity for his thorough, diligent & thoughtful effort!!

AA-Turner · 2025-08-09T12:38:00Z

Congratulations @anordin95; a special thank you to @ZeroIntensity, @willingc, and the other reviewers for getting this over the line!

A

- Add an explainer guide (aka HOWTO, not how-to) for asyncio.

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anordin95 requested review from 1st1, asvetlov, kumaraditya303 and willingc as code owners July 29, 2025 18:19

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anordin95 changed the title ~~- Add an explainer guide for asyncio.~~ Add an explainer guide for asyncio [gh-137026](https://github.com/python/cpython/issues/137026) Jul 29, 2025

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Documentation enhancement proposal: explainer for asyncio #137026

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anordin95 changed the title ~~Add an explainer guide for asyncio [gh-137026](https://github.com/python/cpython/issues/137026)~~ Add an explainer guide for asyncio [gh-137026] Jul 29, 2025

Fix linter errors.

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anordin95 added 5 commits July 29, 2025 12:49

- Enforce max line length of roughly 79 chars.

176096d

- Start sentences on new lines to minimize disruption of diffs.

Add reference to subinterpreters.

b745f88

- Significantly reduce article size. Remove both example sections & "…

0f2b8db

…Which concurrency do I want" section.

Align section-header lengths with section names.

27d1dcd

- Remove reference to deleted section.

3852bb1

ZeroIntensity reviewed Jul 31, 2025

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anordin95 and others added 12 commits August 8, 2025 11:05

simplify title.

4f625b8

fix titles. tihnk I messed this up earlier.

673a9f9

avoid idiom in title.

270ee6e

fix titles once agian.

e025747

Apply suggestions from code review

15aa0c5

Co-authored-by: Stan Ulbrych <89152624+StanFromIreland@users.noreply.github.com>

rework task gc example.

5b3b697

phrasing tweak.

585521e

tewak.

6530adc

nit

ac87e24

nit

7e48175

nit

f881bfd

nit

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willingc added needs backport to 3.13 bugs and security fixes needs backport to 3.14 bugs and security fixes and removed DO-NOT-MERGE labels Aug 9, 2025

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gh-137026: Add an explainer guide for asyncio #137215

gh-137026: Add an explainer guide for asyncio #137215

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