🕷️ Crawler Inspector

URL Lookup

Direct Parameter Lookup

Raw Queries and Responses

1. Shard Calculation

Query:

Response:

Calculated Shard: 59 (from laksa091)

2. Crawled Status Check

Query:

curl -X POST \
  'http://laksa059.int.ahrefs:8124/' \
  -H 'Content-Type: text/plain' \
  -H 'X-ClickHouse-Database: crawler3' \
  -H 'Authorization: Basic YXBpOg==' \
  -d 'SELECT getAhrefsURLFromUnparsed(src_unparsed) AS found_url, ifNull(toUnixTimestamp(download_stamp), 0) AS crawl_time, ifNull(toUnixTimestamp(props_url_first_seen), 0) AS first_indexed_time, download_http_code AS http_code, src_unparsed AS src_unparsed, src_root_hash AS src_root_hash, history_drop_reason AS history_drop_reason, meta_title AS meta_title, meta_descriptions AS meta_descriptions, attrs_boilerpipe_text AS attrs_boilerpipe_text, attrs_markdown AS attrs_markdown, attrs_readable_markdown AS attrs_readable_markdown, meta_canonical AS meta_canonical FROM crawler3.page_info_local FINAL PREWHERE (src_root_hash, src_unparsed) IN ((getAhrefsRootHashFromUnparsed(getAhrefsUnparsedNoserviceFromURL(\'https://pypi.org/project/aiomultiprocess/\')), getAhrefsUnparsedNoserviceFromURL(\'https://pypi.org/project/aiomultiprocess/\'))) FORMAT JSONEachRow'

Response:

{"found_url":"https:\/\/pypi.org\/project\/aiomultiprocess\/","crawl_time":1774259688,"first_indexed_time":1523930943,"http_code":200,"src_unparsed":"org,pypi!\/project\/aiomultiprocess\/ s443","src_root_hash":"7813724874982801459","history_drop_reason":null,"meta_title":"aiomultiprocess · PyPI","meta_descriptions":["AsyncIO version of the standard multiprocessing module"],"attrs_boilerpipe_text":"Take a modern Python codebase to the next level of performance.\nOn their own, AsyncIO and multiprocessing are useful, but limited:\nAsyncIO still can't exceed the speed of GIL, and multiprocessing only works on\none task at a time.  But together, they can fully realize their true potential.\naiomultiprocess presents a simple interface, while running a full AsyncIO event\nloop on each child process, enabling levels of concurrency never before seen\nin a Python application.  Each child process can execute multiple coroutines\nat once, limited only by the workload and number of cores available.\nGathering tens of thousands of network requests in seconds is as easy as:\nasync\nwith\nPool\n()\nas\npool\n:\nresults\n=\nawait\npool\n.\nmap\n(\n<\ncoroutine\nfunction\n>\n,\n<\nitems\n>\n)\nInstall\naiomultiprocess requires Python 3.6 or newer.\nYou can install it from PyPI:\n$\npip3\ninstall\naiomultiprocess\nUsage\nMost of aiomultiprocess mimics the standard multiprocessing module whenever\npossible, while accounting for places that benefit from async functionality.\nRunning your asynchronous jobs on a pool of worker processes is easy:\nimport\nasyncio\nfrom\naiohttp\nimport\nrequest\nfrom\naiomultiprocess\nimport\nPool\nasync\ndef\nget\n(\nurl\n):\nasync\nwith\nrequest\n(\n\"GET\"\n,\nurl\n)\nas\nresponse\n:\nreturn\nawait\nresponse\n.\ntext\n(\n\"utf-8\"\n)\nasync\ndef\nmain\n():\nurls\n=\n[\n\"https:\/\/noswap.com\"\n,\n...\n]\nasync\nwith\nPool\n()\nas\npool\n:\nasync\nfor\nresult\nin\npool\n.\nmap\n(\nget\n,\nurls\n):\n...\n# process result\nif\n__name__\n==\n'__main__'\n:\n# Python 3.7\nasyncio\n.\nrun\n(\nmain\n())\n# Python 3.6\n# loop = asyncio.get_event_loop()\n# loop.run_until_complete(main())\nTake a look at the\nUser Guide\nfor more details and examples.\nFor further context, watch the PyCon US 2018 talk about aiomultiprocess,\n\"Thinking Outside the GIL\"\n:\nSlides available at\nSpeaker Deck\n.\nLicense\naiomultiprocess is copyright\nAmethyst Reese\n, and licensed under\nthe MIT license.  I am providing code in this repository to you under an open\nsource license.  This is my personal repository; the license you receive to\nmy code is from me and not from my employer. See the\nLICENSE\nfile for details.","attrs_markdown":"[Skip to main content](https:\/\/pypi.org\/project\/aiomultiprocess\/#content)\n\nSwitch to mobile version\n\nWarning  Some features may not work without JavaScript. Please try enabling it if you encounter problems.\n\nJoin the official Python Developers Survey 2026 and have a chance to win a prize [Take the 2026 survey\\!](https:\/\/surveys.jetbrains.com\/s3\/python-developers-survey-2026)\n\n[![PyPI](https:\/\/pypi.org\/static\/images\/logo-small.8998e9d1.svg)](https:\/\/pypi.org\/)\n\n- [Help](https:\/\/pypi.org\/help\/)\n- [Docs](https:\/\/docs.pypi.org\/)\n- [Sponsors](https:\/\/pypi.org\/sponsors\/)\n- [Log in](https:\/\/pypi.org\/account\/login\/?next=https%3A%2F%2Fpypi.org%2Fproject%2Faiomultiprocess%2F)\n- [Register](https:\/\/pypi.org\/account\/register\/)\n\nMenu\n\n- [Help](https:\/\/pypi.org\/help\/)\n- [Docs](https:\/\/docs.pypi.org\/)\n- [Sponsors](https:\/\/pypi.org\/sponsors\/)\n- [Log in](https:\/\/pypi.org\/account\/login\/?next=https%3A%2F%2Fpypi.org%2Fproject%2Faiomultiprocess%2F)\n- [Register](https:\/\/pypi.org\/account\/register\/)\n\n# aiomultiprocess 0.9.1\npip install aiomultiprocess Copy PIP instructions\n\n[Latest version](https:\/\/pypi.org\/project\/aiomultiprocess\/)\n\nReleased: Apr 23, 2024\n\nAsyncIO version of the standard multiprocessing module\n\n### Navigation\n- [Project description](https:\/\/pypi.org\/project\/aiomultiprocess\/#description)\n- [Release history](https:\/\/pypi.org\/project\/aiomultiprocess\/#history)\n- [Download files](https:\/\/pypi.org\/project\/aiomultiprocess\/#files)\n\n### Verified details\n*These details have been [verified by PyPI](https:\/\/docs.pypi.org\/project_metadata\/#verified-details)*\n\n###### Maintainers\n[![Avatar for amyreese from gravatar.com](https:\/\/pypi-camo.freetls.fastly.net\/bb5901d42ac8898473d3be4772f8033acc890e83\/68747470733a2f2f7365637572652e67726176617461722e636f6d2f6176617461722f62323233633433346634356530393161346230636137366633336336336363393f73697a653d3530) amyreese](https:\/\/pypi.org\/user\/amyreese\/)\n\n### Unverified details\n*These details have **not** been verified by PyPI*\n\n###### Project links\n- [Documentation](https:\/\/aiomultiprocess.omnilib.dev\/en\/latest\/)\n- [Github](https:\/\/github.com\/omnilib\/aiomultiprocess)\n\n###### Meta\n- **License:** MIT License\n- **Author:** [Amethyst Reese](mailto:amethyst@n7.gg)\n- **Requires:** Python \\>=3.8\n- **Provides-Extra:** `dev` , `docs`\n\n###### Classifiers\n- **Development Status**\n  - [4 - Beta](https:\/\/pypi.org\/search\/?c=Development+Status+%3A%3A+4+-+Beta)\n- **Framework**\n  - [AsyncIO](https:\/\/pypi.org\/search\/?c=Framework+%3A%3A+AsyncIO)\n- **Intended Audience**\n  - [Developers](https:\/\/pypi.org\/search\/?c=Intended+Audience+%3A%3A+Developers)\n- **License**\n  - [OSI Approved :: MIT License](https:\/\/pypi.org\/search\/?c=License+%3A%3A+OSI+Approved+%3A%3A+MIT+License)\n- **Topic**\n  - [Software Development :: Libraries](https:\/\/pypi.org\/search\/?c=Topic+%3A%3A+Software+Development+%3A%3A+Libraries)\n\n[Report project as malware](https:\/\/pypi.org\/project\/aiomultiprocess\/submit-malware-report\/)\n\n- [Project description](https:\/\/pypi.org\/project\/aiomultiprocess\/#description)\n- [Project details](https:\/\/pypi.org\/project\/aiomultiprocess\/#data)\n- [Release history](https:\/\/pypi.org\/project\/aiomultiprocess\/#history)\n- [Download files](https:\/\/pypi.org\/project\/aiomultiprocess\/#files)\n\n## Project description\n# aiomultiprocess\nTake a modern Python codebase to the next level of performance.\n\n[![version](https:\/\/pypi-camo.freetls.fastly.net\/79015629c3d22cef57d00b522807437c987b423c\/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f61696f6d756c746970726f636573732e737667)](https:\/\/pypi.org\/project\/aiomultiprocess) [![documentation](https:\/\/pypi-camo.freetls.fastly.net\/90862c4716514e2f84334a2f666c75a098888e14\/68747470733a2f2f72656164746865646f63732e6f72672f70726f6a656374732f61696f73716c6974652f62616467652f3f76657273696f6e3d6c6174657374)](https:\/\/aiomultiprocess.omnilib.dev\/) [![changelog](https:\/\/pypi-camo.freetls.fastly.net\/0ba53dd8e8e5c9398cc51e14d878cebddd784a0c\/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f6368616e67652d6c6f672d626c7565)](https:\/\/aiomultiprocess.omnilib.dev\/en\/latest\/changelog.html) [![license](https:\/\/pypi-camo.freetls.fastly.net\/6af1e2a7ec6bde2fa675ffa4e21de9c95b325ae9\/68747470733a2f2f696d672e736869656c64732e696f2f707970692f6c2f61696f6d756c746970726f636573732e737667)](https:\/\/github.com\/omnilib\/aiomultiprocess\/blob\/master\/LICENSE) [![build status](https:\/\/pypi-camo.freetls.fastly.net\/a9a8fe542d6fd7453daa298b0471a4ea141dd0cf\/68747470733a2f2f6769746875622e636f6d2f6f6d6e696c69622f61696f6d756c746970726f636573732f776f726b666c6f77732f4275696c642f62616467652e737667)](https:\/\/github.com\/omnilib\/aiomultiprocess\/actions) [![code coverage](https:\/\/pypi-camo.freetls.fastly.net\/14785e594346e6544f9a0650a0f6f44bfb189d20\/68747470733a2f2f696d672e736869656c64732e696f2f636f6465636f762f632f67682f6f6d6e696c69622f61696f6d756c746970726f63657373)](https:\/\/codecov.io\/gh\/omnilib\/aiomultiprocess) [![code style](https:\/\/pypi-camo.freetls.fastly.net\/fbfdc7754183ecf079bc71ddeabaf88f6cbc5c00\/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f636f64652532307374796c652d626c61636b2d3030303030302e737667)](https:\/\/github.com\/ambv\/black)\n\nOn their own, AsyncIO and multiprocessing are useful, but limited: AsyncIO still can't exceed the speed of GIL, and multiprocessing only works on one task at a time. But together, they can fully realize their true potential.\n\naiomultiprocess presents a simple interface, while running a full AsyncIO event loop on each child process, enabling levels of concurrency never before seen in a Python application. Each child process can execute multiple coroutines at once, limited only by the workload and number of cores available.\n\nGathering tens of thousands of network requests in seconds is as easy as:\n```\nasync with Pool() as pool:\n    results = await pool.map(<coroutine function>, <items>)\n```\n## Install\naiomultiprocess requires Python 3.6 or newer. You can install it from PyPI:\n```\n$ pip3 install aiomultiprocess\n```\n## Usage\nMost of aiomultiprocess mimics the standard multiprocessing module whenever possible, while accounting for places that benefit from async functionality.\n\nRunning your asynchronous jobs on a pool of worker processes is easy:\n```\nimport asyncio\nfrom aiohttp import request\nfrom aiomultiprocess import Pool\n\nasync def get(url):\n    async with request(\"GET\", url) as response:\n        return await response.text(\"utf-8\")\n\nasync def main():\n    urls = [\"https:\/\/noswap.com\", ...]\n    async with Pool() as pool:\n        async for result in pool.map(get, urls):\n            ...  # process result\n            \nif __name__ == '__main__':\n    # Python 3.7\n    asyncio.run(main())\n    \n    # Python 3.6\n    # loop = asyncio.get_event_loop()\n    # loop.run_until_complete(main())\n```\nTake a look at the [User Guide](https:\/\/aiomultiprocess.omnilib.dev\/en\/latest\/guide.html) for more details and examples.\n\nFor further context, watch the PyCon US 2018 talk about aiomultiprocess, [\"Thinking Outside the GIL\"](https:\/\/www.youtube.com\/watch?v=0kXaLh8Fz3k):\n\n> [![IMAGE ALT TEXT](https:\/\/pypi-camo.freetls.fastly.net\/27c247adbcda800c6e5ee28f9fef9b1af56e75c0\/687474703a2f2f696d672e796f75747562652e636f6d2f76692f306b58614c6838467a336b2f302e6a7067)](http:\/\/www.youtube.com\/watch?v=0kXaLh8Fz3k \"PyCon 2018 - Amethyst Reese - Thinking Outside the GIL with AsyncIO and Multiprocessing\")\n\nSlides available at [Speaker Deck](https:\/\/speakerdeck.com\/jreese\/thinking-outside-the-gil-2).\n\n## License\naiomultiprocess is copyright [Amethyst Reese](https:\/\/noswap.com\/), and licensed under the MIT license. I am providing code in this repository to you under an open source license. This is my personal repository; the license you receive to my code is from me and not from my employer. See the `LICENSE` file for details.\n\n## Project details\n### Verified details\n*These details have been [verified by PyPI](https:\/\/docs.pypi.org\/project_metadata\/#verified-details)*\n\n###### Maintainers\n[![Avatar for amyreese from gravatar.com](https:\/\/pypi-camo.freetls.fastly.net\/bb5901d42ac8898473d3be4772f8033acc890e83\/68747470733a2f2f7365637572652e67726176617461722e636f6d2f6176617461722f62323233633433346634356530393161346230636137366633336336336363393f73697a653d3530) amyreese](https:\/\/pypi.org\/user\/amyreese\/)\n\n### Unverified details\n*These details have **not** been verified by PyPI*\n\n###### Project links\n- [Documentation](https:\/\/aiomultiprocess.omnilib.dev\/en\/latest\/)\n- [Github](https:\/\/github.com\/omnilib\/aiomultiprocess)\n\n###### Meta\n- **License:** MIT License\n- **Author:** [Amethyst Reese](mailto:amethyst@n7.gg)\n- **Requires:** Python \\>=3.8\n- **Provides-Extra:** `dev` , `docs`\n\n###### Classifiers\n- **Development Status**\n  - [4 - Beta](https:\/\/pypi.org\/search\/?c=Development+Status+%3A%3A+4+-+Beta)\n- **Framework**\n  - [AsyncIO](https:\/\/pypi.org\/search\/?c=Framework+%3A%3A+AsyncIO)\n- **Intended Audience**\n  - [Developers](https:\/\/pypi.org\/search\/?c=Intended+Audience+%3A%3A+Developers)\n- **License**\n  - [OSI Approved :: MIT License](https:\/\/pypi.org\/search\/?c=License+%3A%3A+OSI+Approved+%3A%3A+MIT+License)\n- **Topic**\n  - [Software Development :: Libraries](https:\/\/pypi.org\/search\/?c=Topic+%3A%3A+Software+Development+%3A%3A+Libraries)\n\n## Release history  [Release notifications](https:\/\/pypi.org\/help\/#project-release-notifications) \\| [RSS feed](https:\/\/pypi.org\/rss\/project\/aiomultiprocess\/releases.xml)\nThis version\n\n![](https:\/\/pypi.org\/static\/images\/blue-cube.572a5bfb.svg)\n\n[0\\.9.1 Apr 23, 2024](https:\/\/pypi.org\/project\/aiomultiprocess\/0.9.1\/)\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n[0\\.9.0 Mar 1, 2021](https:\/\/pypi.org\/project\/aiomultiprocess\/0.9.0\/)\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n[0\\.8.0 Jul 27, 2020](https:\/\/pypi.org\/project\/aiomultiprocess\/0.8.0\/)\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n[0\\.7.0 Nov 21, 2019](https:\/\/pypi.org\/project\/aiomultiprocess\/0.7.0\/)\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n[0\\.6.1 Aug 20, 2019](https:\/\/pypi.org\/project\/aiomultiprocess\/0.6.1\/)\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n[0\\.6.0 Jul 25, 2019](https:\/\/pypi.org\/project\/aiomultiprocess\/0.6.0\/)\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n[0\\.5.0 Dec 28, 2018](https:\/\/pypi.org\/project\/aiomultiprocess\/0.5.0\/)\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n[0\\.4.0 May 15, 2018](https:\/\/pypi.org\/project\/aiomultiprocess\/0.4.0\/)\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n[0\\.3.0 Apr 10, 2018](https:\/\/pypi.org\/project\/aiomultiprocess\/0.3.0\/)\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n[0\\.2.0 Apr 9, 2018](https:\/\/pypi.org\/project\/aiomultiprocess\/0.2.0\/)\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n[0\\.1.0 Apr 8, 2018](https:\/\/pypi.org\/project\/aiomultiprocess\/0.1.0\/)\n\n## Download files\nDownload the file for your platform. If you're not sure which to choose, learn more about [installing packages](https:\/\/packaging.python.org\/tutorials\/installing-packages\/ \"External link\").\n\n### Source Distribution\n[aiomultiprocess-0.9.1.tar.gz](https:\/\/files.pythonhosted.org\/packages\/02\/d4\/1e69e17dda5df91734b70d03dbbf9f222ddb438e1f3bf4ea8fa135ce46de\/aiomultiprocess-0.9.1.tar.gz) (24.5 kB [view details](https:\/\/pypi.org\/project\/aiomultiprocess\/#aiomultiprocess-0.9.1.tar.gz))\n\nUploaded Apr 23, 2024 `Source`\n### Built Distribution\nFilter files by name, interpreter, ABI, and platform.\n\nIf you're not sure about the file name format, learn more about [wheel file names](https:\/\/packaging.python.org\/en\/latest\/specifications\/binary-distribution-format\/ \"External link\").\n\nThe dropdown lists show the available interpreters, ABIs, and platforms.\n\nEnable javascript to be able to filter the list of wheel files.\n\nCopy a direct link to the current filters <https:\/\/pypi.org\/project\/aiomultiprocess\/#files> Copy\n\nShowing 1 of 1 file.\n\nFile name\n\nInterpreter\n\nABI\n\nPlatform\n\n[aiomultiprocess-0.9.1-py3-none-any.whl](https:\/\/files.pythonhosted.org\/packages\/ad\/14\/c48c2f5c96960f5649a72b96a0a31d45384b37d89a63f7ccea76bf4fceba\/aiomultiprocess-0.9.1-py3-none-any.whl) (17.5 kB [view details](https:\/\/pypi.org\/project\/aiomultiprocess\/#aiomultiprocess-0.9.1-py3-none-any.whl))\n\nUploaded Apr 23, 2024 `Python 3`\n\n## File details\nDetails for the file `aiomultiprocess-0.9.1.tar.gz`.\n\n### File metadata\n- Download URL: [aiomultiprocess-0.9.1.tar.gz](https:\/\/files.pythonhosted.org\/packages\/02\/d4\/1e69e17dda5df91734b70d03dbbf9f222ddb438e1f3bf4ea8fa135ce46de\/aiomultiprocess-0.9.1.tar.gz)\n- Upload date:\n  Apr 23, 2024\n- Size: 24.5 kB\n- Tags: Source\n- Uploaded using Trusted Publishing? No\n- Uploaded via: python-requests\/2.31.0\n### File hashes\n| Algorithm | Hash digest |   |\n|---|---|---|\n| SHA256 | `f0231dbe0291e15325d7896ebeae0002d95a4f2675426ca05eb35f24c60e495b` | Copy |\n| MD5 | `c89390ad3fb01b2a8de5dbff6fc10fff` | Copy |\n| BLAKE2b-256 | `02d41e69e17dda5df91734b70d03dbbf9f222ddb438e1f3bf4ea8fa135ce46de` | Copy |\n\n[See more details on using hashes here.](https:\/\/pip.pypa.io\/en\/stable\/topics\/secure-installs\/#hash-checking-mode \"External link\")\n\n## File details\nDetails for the file `aiomultiprocess-0.9.1-py3-none-any.whl`.\n\n### File metadata\n- Download URL: [aiomultiprocess-0.9.1-py3-none-any.whl](https:\/\/files.pythonhosted.org\/packages\/ad\/14\/c48c2f5c96960f5649a72b96a0a31d45384b37d89a63f7ccea76bf4fceba\/aiomultiprocess-0.9.1-py3-none-any.whl)\n- Upload date:\n  Apr 23, 2024\n- Size: 17.5 kB\n- Tags: Python 3\n- Uploaded using Trusted Publishing? No\n- Uploaded via: python-requests\/2.31.0\n### File hashes\n| Algorithm | Hash digest |   |\n|---|---|---|\n| SHA256 | `3a7b3bb3c38dbfb4d9d1194ece5934b6d32cf0280e8edbe64a7d215bba1322c6` | Copy |\n| MD5 | `231cc5ec4a5e0f98138fff9bf5431b52` | Copy |\n| BLAKE2b-256 | `ad14c48c2f5c96960f5649a72b96a0a31d45384b37d89a63f7ccea76bf4fceba` | Copy |\n\n[See more details on using hashes here.](https:\/\/pip.pypa.io\/en\/stable\/topics\/secure-installs\/#hash-checking-mode \"External link\")\n\n![](https:\/\/pypi.org\/static\/images\/white-cube.2351a86c.svg)\n\n## Help\n- [Installing packages](https:\/\/packaging.python.org\/tutorials\/installing-packages\/ \"External link\")\n- [Uploading packages](https:\/\/packaging.python.org\/tutorials\/packaging-projects\/ \"External link\")\n- [User guide](https:\/\/packaging.python.org\/ \"External link\")\n- [Project name retention](https:\/\/www.python.org\/dev\/peps\/pep-0541\/ \"External link\")\n- [FAQs](https:\/\/pypi.org\/help\/)\n\n## About PyPI\n- [PyPI Blog](https:\/\/blog.pypi.org\/ \"External link\")\n- [Infrastructure dashboard](https:\/\/dtdg.co\/pypi \"External link\")\n- [Statistics](https:\/\/pypi.org\/stats\/)\n- [Logos & trademarks](https:\/\/pypi.org\/trademarks\/)\n- [Our sponsors](https:\/\/pypi.org\/sponsors\/)\n\n## Contributing to PyPI\n- [Bugs and feedback](https:\/\/pypi.org\/help\/#feedback)\n- [Contribute on GitHub](https:\/\/github.com\/pypi\/warehouse \"External link\")\n- [Translate PyPI](https:\/\/hosted.weblate.org\/projects\/pypa\/warehouse\/ \"External link\")\n- [Sponsor PyPI](https:\/\/pypi.org\/sponsors\/)\n- [Development credits](https:\/\/github.com\/pypi\/warehouse\/graphs\/contributors \"External link\")\n\n## Using PyPI\n- [Terms of Service](https:\/\/policies.python.org\/pypi.org\/Terms-of-Service\/ \"External link\")\n- [Report security issue](https:\/\/pypi.org\/security\/)\n- [Code of conduct](https:\/\/policies.python.org\/python.org\/code-of-conduct\/ \"External link\")\n- [Privacy Notice](https:\/\/policies.python.org\/pypi.org\/Privacy-Notice\/ \"External link\")\n- [Acceptable Use Policy](https:\/\/policies.python.org\/pypi.org\/Acceptable-Use-Policy\/ \"External link\")\n***\nStatus: [all systems operational](https:\/\/status.python.org\/ \"External link\")\n\nDeveloped and maintained by the Python community, for the Python community.   \n [Donate today\\!](https:\/\/donate.pypi.org\/)\n\n\"PyPI\", \"Python Package Index\", and the blocks logos are registered [trademarks](https:\/\/pypi.org\/trademarks\/) of the [Python Software Foundation](https:\/\/www.python.org\/psf-landing).\n\n© 2026 [Python Software Foundation](https:\/\/www.python.org\/psf-landing\/ \"External link\")   \n [Site map](https:\/\/pypi.org\/sitemap\/)\n\nSwitch to desktop version\n\nSupported by\n\n[![](https:\/\/pypi-camo.freetls.fastly.net\/ed7074cadad1a06f56bc520ad9bd3e00d0704c5b\/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f6177732d77686974652d6c6f676f2d7443615473387a432e706e67) AWS Cloud computing and Security Sponsor](https:\/\/aws.amazon.com\/)   [![](https:\/\/pypi-camo.freetls.fastly.net\/8855f7c063a3bdb5b0ce8d91bfc50cf851cc5c51\/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f64617461646f672d77686974652d6c6f676f2d6668644c4e666c6f2e706e67) Datadog Monitoring](https:\/\/www.datadoghq.com\/)   [![](https:\/\/pypi-camo.freetls.fastly.net\/60f709d24f3e4d469f9adc77c65e2f5291a3d165\/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f6465706f742d77686974652d6c6f676f2d7038506f476831302e706e67) Depot Continuous Integration](https:\/\/depot.dev\/)   [![](https:\/\/pypi-camo.freetls.fastly.net\/df6fe8829cbff2d7f668d98571df1fd011f36192\/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f666173746c792d77686974652d6c6f676f2d65684d3077735f6f2e706e67) Fastly CDN](https:\/\/www.fastly.com\/)   [![](https:\/\/pypi-camo.freetls.fastly.net\/420cc8cf360bac879e24c923b2f50ba7d1314fb0\/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f676f6f676c652d77686974652d6c6f676f2d616734424e3774332e706e67) Google Download Analytics](https:\/\/careers.google.com\/)   [![](https:\/\/pypi-camo.freetls.fastly.net\/d01053c02f3a626b73ffcb06b96367fdbbf9e230\/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f70696e67646f6d2d77686974652d6c6f676f2d67355831547546362e706e67) Pingdom Monitoring](https:\/\/www.pingdom.com\/)   [![](https:\/\/pypi-camo.freetls.fastly.net\/67af7117035e2345bacb5a82e9aa8b5b3e70701d\/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f73656e7472792d77686974652d6c6f676f2d4a2d6b64742d706e2e706e67) Sentry Error logging](https:\/\/sentry.io\/for\/python\/?utm_source=pypi&utm_medium=paid-community&utm_campaign=python-na-evergreen&utm_content=static-ad-pypi-sponsor-learnmore)   [![](https:\/\/pypi-camo.freetls.fastly.net\/b611884ff90435a0575dbab7d9b0d3e60f136466\/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f737461747573706167652d77686974652d6c6f676f2d5467476c6a4a2d502e706e67) StatusPage Status page](https:\/\/statuspage.io\/)","attrs_readable_markdown":"Take a modern Python codebase to the next level of performance.\n\n[![version](https:\/\/pypi-camo.freetls.fastly.net\/79015629c3d22cef57d00b522807437c987b423c\/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f61696f6d756c746970726f636573732e737667)](https:\/\/pypi.org\/project\/aiomultiprocess) [![documentation](https:\/\/pypi-camo.freetls.fastly.net\/90862c4716514e2f84334a2f666c75a098888e14\/68747470733a2f2f72656164746865646f63732e6f72672f70726f6a656374732f61696f73716c6974652f62616467652f3f76657273696f6e3d6c6174657374)](https:\/\/aiomultiprocess.omnilib.dev\/) [![changelog](https:\/\/pypi-camo.freetls.fastly.net\/0ba53dd8e8e5c9398cc51e14d878cebddd784a0c\/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f6368616e67652d6c6f672d626c7565)](https:\/\/aiomultiprocess.omnilib.dev\/en\/latest\/changelog.html) [![license](https:\/\/pypi-camo.freetls.fastly.net\/6af1e2a7ec6bde2fa675ffa4e21de9c95b325ae9\/68747470733a2f2f696d672e736869656c64732e696f2f707970692f6c2f61696f6d756c746970726f636573732e737667)](https:\/\/github.com\/omnilib\/aiomultiprocess\/blob\/master\/LICENSE) [![build status](https:\/\/pypi-camo.freetls.fastly.net\/a9a8fe542d6fd7453daa298b0471a4ea141dd0cf\/68747470733a2f2f6769746875622e636f6d2f6f6d6e696c69622f61696f6d756c746970726f636573732f776f726b666c6f77732f4275696c642f62616467652e737667)](https:\/\/github.com\/omnilib\/aiomultiprocess\/actions) [![code coverage](https:\/\/pypi-camo.freetls.fastly.net\/14785e594346e6544f9a0650a0f6f44bfb189d20\/68747470733a2f2f696d672e736869656c64732e696f2f636f6465636f762f632f67682f6f6d6e696c69622f61696f6d756c746970726f63657373)](https:\/\/codecov.io\/gh\/omnilib\/aiomultiprocess) [![code style](https:\/\/pypi-camo.freetls.fastly.net\/fbfdc7754183ecf079bc71ddeabaf88f6cbc5c00\/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f636f64652532307374796c652d626c61636b2d3030303030302e737667)](https:\/\/github.com\/ambv\/black)\n\nOn their own, AsyncIO and multiprocessing are useful, but limited: AsyncIO still can't exceed the speed of GIL, and multiprocessing only works on one task at a time. But together, they can fully realize their true potential.\n\naiomultiprocess presents a simple interface, while running a full AsyncIO event loop on each child process, enabling levels of concurrency never before seen in a Python application. Each child process can execute multiple coroutines at once, limited only by the workload and number of cores available.\n\nGathering tens of thousands of network requests in seconds is as easy as:\n```\nasync with Pool() as pool:\n    results = await pool.map(<coroutine function>, <items>)\n```\n## Install\naiomultiprocess requires Python 3.6 or newer. You can install it from PyPI:\n```\n$ pip3 install aiomultiprocess\n```\n## Usage\nMost of aiomultiprocess mimics the standard multiprocessing module whenever possible, while accounting for places that benefit from async functionality.\n\nRunning your asynchronous jobs on a pool of worker processes is easy:\n```\nimport asyncio\nfrom aiohttp import request\nfrom aiomultiprocess import Pool\n\nasync def get(url):\n    async with request(\"GET\", url) as response:\n        return await response.text(\"utf-8\")\n\nasync def main():\n    urls = [\"https:\/\/noswap.com\", ...]\n    async with Pool() as pool:\n        async for result in pool.map(get, urls):\n            ...  # process result\n            \nif __name__ == '__main__':\n    # Python 3.7\n    asyncio.run(main())\n    \n    # Python 3.6\n    # loop = asyncio.get_event_loop()\n    # loop.run_until_complete(main())\n```\nTake a look at the [User Guide](https:\/\/aiomultiprocess.omnilib.dev\/en\/latest\/guide.html) for more details and examples.\n\nFor further context, watch the PyCon US 2018 talk about aiomultiprocess, [\"Thinking Outside the GIL\"](https:\/\/www.youtube.com\/watch?v=0kXaLh8Fz3k):\n\n> [![IMAGE ALT TEXT](https:\/\/pypi-camo.freetls.fastly.net\/27c247adbcda800c6e5ee28f9fef9b1af56e75c0\/687474703a2f2f696d672e796f75747562652e636f6d2f76692f306b58614c6838467a336b2f302e6a7067)](http:\/\/www.youtube.com\/watch?v=0kXaLh8Fz3k \"PyCon 2018 - Amethyst Reese - Thinking Outside the GIL with AsyncIO and Multiprocessing\")\n\nSlides available at [Speaker Deck](https:\/\/speakerdeck.com\/jreese\/thinking-outside-the-gil-2).\n\n## License\naiomultiprocess is copyright [Amethyst Reese](https:\/\/noswap.com\/), and licensed under the MIT license. I am providing code in this repository to you under an open source license. This is my personal repository; the license you receive to my code is from me and not from my employer. See the `LICENSE` file for details.","meta_canonical":null}

3. Robots.txt Check

Query:

Response:

4. Spam/Ban Check

Query:

Response:

5. Seen Status Check

ℹ️ Skipped - page is already crawled

📄

INDEXABLE

✅

CRAWLED

14 days ago

🤖

ROBOTS ALLOWED

Page Info Filters

Filter	Status	Condition	Details
HTTP status	PASS	`download_http_code = 200`	HTTP 200
Age cutoff	PASS	`download_stamp > now() - 6 MONTH`	0.5 months ago
History drop	PASS	`isNull(history_drop_reason)`	No drop reason
Spam/ban	PASS	`fh_dont_index != 1 AND ml_spam_score = 0`	ml_spam_score=0
Canonical	PASS	`meta_canonical IS NULL OR = '' OR = src_unparsed`	Not set

Page Details

Property	Value
URL	https://pypi.org/project/aiomultiprocess/
Last Crawled	2026-03-23 09:54:48 (14 days ago)
First Indexed	2018-04-17 02:09:03 (7 years ago)
HTTP Status Code	200
Meta Title	aiomultiprocess · PyPI
Meta Description	AsyncIO version of the standard multiprocessing module
Meta Canonical	null
Boilerpipe Text	Take a modern Python codebase to the next level of performance. On their own, AsyncIO and multiprocessing are useful, but limited: AsyncIO still can't exceed the speed of GIL, and multiprocessing only works on one task at a time. But together, they can fully realize their true potential. aiomultiprocess presents a simple interface, while running a full AsyncIO event loop on each child process, enabling levels of concurrency never before seen in a Python application. Each child process can execute multiple coroutines at once, limited only by the workload and number of cores available. Gathering tens of thousands of network requests in seconds is as easy as: async with Pool () as pool : results = await pool . map ( < coroutine function > , < items > ) Install aiomultiprocess requires Python 3.6 or newer. You can install it from PyPI: $ pip3 install aiomultiprocess Usage Most of aiomultiprocess mimics the standard multiprocessing module whenever possible, while accounting for places that benefit from async functionality. Running your asynchronous jobs on a pool of worker processes is easy: import asyncio from aiohttp import request from aiomultiprocess import Pool async def get ( url ): async with request ( "GET" , url ) as response : return await response . text ( "utf-8" ) async def main (): urls = [ "https://noswap.com" , ... ] async with Pool () as pool : async for result in pool . map ( get , urls ): ... # process result if __name__ == '__main__' : # Python 3.7 asyncio . run ( main ()) # Python 3.6 # loop = asyncio.get_event_loop() # loop.run_until_complete(main()) Take a look at the User Guide for more details and examples. For further context, watch the PyCon US 2018 talk about aiomultiprocess, "Thinking Outside the GIL" : Slides available at Speaker Deck . License aiomultiprocess is copyright Amethyst Reese , and licensed under the MIT license. I am providing code in this repository to you under an open source license. This is my personal repository; the license you receive to my code is from me and not from my employer. See the LICENSE file for details.
Markdown	[Skip to main content](https://pypi.org/project/aiomultiprocess/#content) Switch to mobile version Warning Some features may not work without JavaScript. Please try enabling it if you encounter problems. Join the official Python Developers Survey 2026 and have a chance to win a prize [Take the 2026 survey\!](https://surveys.jetbrains.com/s3/python-developers-survey-2026) [![PyPI](https://pypi.org/static/images/logo-small.8998e9d1.svg)](https://pypi.org/) - [Help](https://pypi.org/help/) - [Docs](https://docs.pypi.org/) - [Sponsors](https://pypi.org/sponsors/) - [Log in](https://pypi.org/account/login/?next=https%3A%2F%2Fpypi.org%2Fproject%2Faiomultiprocess%2F) - [Register](https://pypi.org/account/register/) Menu - [Help](https://pypi.org/help/) - [Docs](https://docs.pypi.org/) - [Sponsors](https://pypi.org/sponsors/) - [Log in](https://pypi.org/account/login/?next=https%3A%2F%2Fpypi.org%2Fproject%2Faiomultiprocess%2F) - [Register](https://pypi.org/account/register/) # aiomultiprocess 0.9.1 pip install aiomultiprocess Copy PIP instructions [Latest version](https://pypi.org/project/aiomultiprocess/) Released: Apr 23, 2024 AsyncIO version of the standard multiprocessing module ### Navigation - [Project description](https://pypi.org/project/aiomultiprocess/#description) - [Release history](https://pypi.org/project/aiomultiprocess/#history) - [Download files](https://pypi.org/project/aiomultiprocess/#files) ### Verified details These details have been [verified by PyPI](https://docs.pypi.org/project_metadata/#verified-details) ###### Maintainers [![Avatar for amyreese from gravatar.com](https://pypi-camo.freetls.fastly.net/bb5901d42ac8898473d3be4772f8033acc890e83/68747470733a2f2f7365637572652e67726176617461722e636f6d2f6176617461722f62323233633433346634356530393161346230636137366633336336336363393f73697a653d3530) amyreese](https://pypi.org/user/amyreese/) ### Unverified details These details have not* been verified by PyPI* ###### Project links - [Documentation](https://aiomultiprocess.omnilib.dev/en/latest/) - [Github](https://github.com/omnilib/aiomultiprocess) ###### Meta - License: MIT License - Author: [Amethyst Reese](mailto:amethyst@n7.gg) - Requires: Python \>=3.8 - Provides-Extra: `dev` , `docs` ###### Classifiers - Development Status - [4 - Beta](https://pypi.org/search/?c=Development+Status+%3A%3A+4+-+Beta) - Framework - [AsyncIO](https://pypi.org/search/?c=Framework+%3A%3A+AsyncIO) - Intended Audience - [Developers](https://pypi.org/search/?c=Intended+Audience+%3A%3A+Developers) - License - [OSI Approved :: MIT License](https://pypi.org/search/?c=License+%3A%3A+OSI+Approved+%3A%3A+MIT+License) - Topic - [Software Development :: Libraries](https://pypi.org/search/?c=Topic+%3A%3A+Software+Development+%3A%3A+Libraries) [Report project as malware](https://pypi.org/project/aiomultiprocess/submit-malware-report/) - [Project description](https://pypi.org/project/aiomultiprocess/#description) - [Project details](https://pypi.org/project/aiomultiprocess/#data) - [Release history](https://pypi.org/project/aiomultiprocess/#history) - [Download files](https://pypi.org/project/aiomultiprocess/#files) ## Project description # aiomultiprocess Take a modern Python codebase to the next level of performance. [![version](https://pypi-camo.freetls.fastly.net/79015629c3d22cef57d00b522807437c987b423c/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f61696f6d756c746970726f636573732e737667)](https://pypi.org/project/aiomultiprocess) [![documentation](https://pypi-camo.freetls.fastly.net/90862c4716514e2f84334a2f666c75a098888e14/68747470733a2f2f72656164746865646f63732e6f72672f70726f6a656374732f61696f73716c6974652f62616467652f3f76657273696f6e3d6c6174657374)](https://aiomultiprocess.omnilib.dev/) [![changelog](https://pypi-camo.freetls.fastly.net/0ba53dd8e8e5c9398cc51e14d878cebddd784a0c/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f6368616e67652d6c6f672d626c7565)](https://aiomultiprocess.omnilib.dev/en/latest/changelog.html) [![license](https://pypi-camo.freetls.fastly.net/6af1e2a7ec6bde2fa675ffa4e21de9c95b325ae9/68747470733a2f2f696d672e736869656c64732e696f2f707970692f6c2f61696f6d756c746970726f636573732e737667)](https://github.com/omnilib/aiomultiprocess/blob/master/LICENSE) [![build status](https://pypi-camo.freetls.fastly.net/a9a8fe542d6fd7453daa298b0471a4ea141dd0cf/68747470733a2f2f6769746875622e636f6d2f6f6d6e696c69622f61696f6d756c746970726f636573732f776f726b666c6f77732f4275696c642f62616467652e737667)](https://github.com/omnilib/aiomultiprocess/actions) [![code coverage](https://pypi-camo.freetls.fastly.net/14785e594346e6544f9a0650a0f6f44bfb189d20/68747470733a2f2f696d672e736869656c64732e696f2f636f6465636f762f632f67682f6f6d6e696c69622f61696f6d756c746970726f63657373)](https://codecov.io/gh/omnilib/aiomultiprocess) [![code style](https://pypi-camo.freetls.fastly.net/fbfdc7754183ecf079bc71ddeabaf88f6cbc5c00/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f636f64652532307374796c652d626c61636b2d3030303030302e737667)](https://github.com/ambv/black) On their own, AsyncIO and multiprocessing are useful, but limited: AsyncIO still can't exceed the speed of GIL, and multiprocessing only works on one task at a time. But together, they can fully realize their true potential. aiomultiprocess presents a simple interface, while running a full AsyncIO event loop on each child process, enabling levels of concurrency never before seen in a Python application. Each child process can execute multiple coroutines at once, limited only by the workload and number of cores available. Gathering tens of thousands of network requests in seconds is as easy as: ``` async with Pool() as pool: results = await pool.map(<coroutine function>, <items>) ``` ## Install aiomultiprocess requires Python 3.6 or newer. You can install it from PyPI: ``` $ pip3 install aiomultiprocess ``` ## Usage Most of aiomultiprocess mimics the standard multiprocessing module whenever possible, while accounting for places that benefit from async functionality. Running your asynchronous jobs on a pool of worker processes is easy: ``` import asyncio from aiohttp import request from aiomultiprocess import Pool async def get(url): async with request("GET", url) as response: return await response.text("utf-8") async def main(): urls = ["https://noswap.com", ...] async with Pool() as pool: async for result in pool.map(get, urls): ... # process result if __name__ == '__main__': # Python 3.7 asyncio.run(main()) # Python 3.6 # loop = asyncio.get_event_loop() # loop.run_until_complete(main()) ``` Take a look at the [User Guide](https://aiomultiprocess.omnilib.dev/en/latest/guide.html) for more details and examples. For further context, watch the PyCon US 2018 talk about aiomultiprocess, ["Thinking Outside the GIL"](https://www.youtube.com/watch?v=0kXaLh8Fz3k): > [![IMAGE ALT TEXT](https://pypi-camo.freetls.fastly.net/27c247adbcda800c6e5ee28f9fef9b1af56e75c0/687474703a2f2f696d672e796f75747562652e636f6d2f76692f306b58614c6838467a336b2f302e6a7067)](http://www.youtube.com/watch?v=0kXaLh8Fz3k "PyCon 2018 - Amethyst Reese - Thinking Outside the GIL with AsyncIO and Multiprocessing") Slides available at [Speaker Deck](https://speakerdeck.com/jreese/thinking-outside-the-gil-2). ## License aiomultiprocess is copyright [Amethyst Reese](https://noswap.com/), and licensed under the MIT license. I am providing code in this repository to you under an open source license. This is my personal repository; the license you receive to my code is from me and not from my employer. See the `LICENSE` file for details. ## Project details ### Verified details These details have been [verified by PyPI](https://docs.pypi.org/project_metadata/#verified-details) ###### Maintainers [![Avatar for amyreese from gravatar.com](https://pypi-camo.freetls.fastly.net/bb5901d42ac8898473d3be4772f8033acc890e83/68747470733a2f2f7365637572652e67726176617461722e636f6d2f6176617461722f62323233633433346634356530393161346230636137366633336336336363393f73697a653d3530) amyreese](https://pypi.org/user/amyreese/) ### Unverified details These details have not* been verified by PyPI* ###### Project links - [Documentation](https://aiomultiprocess.omnilib.dev/en/latest/) - [Github](https://github.com/omnilib/aiomultiprocess) ###### Meta - License: MIT License - Author: [Amethyst Reese](mailto:amethyst@n7.gg) - Requires: Python \>=3.8 - Provides-Extra: `dev` , `docs` ###### Classifiers - Development Status - [4 - Beta](https://pypi.org/search/?c=Development+Status+%3A%3A+4+-+Beta) - Framework - [AsyncIO](https://pypi.org/search/?c=Framework+%3A%3A+AsyncIO) - Intended Audience - [Developers](https://pypi.org/search/?c=Intended+Audience+%3A%3A+Developers) - License - [OSI Approved :: MIT License](https://pypi.org/search/?c=License+%3A%3A+OSI+Approved+%3A%3A+MIT+License) - Topic - [Software Development :: Libraries](https://pypi.org/search/?c=Topic+%3A%3A+Software+Development+%3A%3A+Libraries) ## Release history [Release notifications](https://pypi.org/help/#project-release-notifications) \\| [RSS feed](https://pypi.org/rss/project/aiomultiprocess/releases.xml) This version ![](https://pypi.org/static/images/blue-cube.572a5bfb.svg) [0\.9.1 Apr 23, 2024](https://pypi.org/project/aiomultiprocess/0.9.1/) ![](https://pypi.org/static/images/white-cube.2351a86c.svg) [0\.9.0 Mar 1, 2021](https://pypi.org/project/aiomultiprocess/0.9.0/) ![](https://pypi.org/static/images/white-cube.2351a86c.svg) [0\.8.0 Jul 27, 2020](https://pypi.org/project/aiomultiprocess/0.8.0/) ![](https://pypi.org/static/images/white-cube.2351a86c.svg) [0\.7.0 Nov 21, 2019](https://pypi.org/project/aiomultiprocess/0.7.0/) ![](https://pypi.org/static/images/white-cube.2351a86c.svg) [0\.6.1 Aug 20, 2019](https://pypi.org/project/aiomultiprocess/0.6.1/) ![](https://pypi.org/static/images/white-cube.2351a86c.svg) [0\.6.0 Jul 25, 2019](https://pypi.org/project/aiomultiprocess/0.6.0/) ![](https://pypi.org/static/images/white-cube.2351a86c.svg) [0\.5.0 Dec 28, 2018](https://pypi.org/project/aiomultiprocess/0.5.0/) ![](https://pypi.org/static/images/white-cube.2351a86c.svg) [0\.4.0 May 15, 2018](https://pypi.org/project/aiomultiprocess/0.4.0/) ![](https://pypi.org/static/images/white-cube.2351a86c.svg) [0\.3.0 Apr 10, 2018](https://pypi.org/project/aiomultiprocess/0.3.0/) ![](https://pypi.org/static/images/white-cube.2351a86c.svg) [0\.2.0 Apr 9, 2018](https://pypi.org/project/aiomultiprocess/0.2.0/) ![](https://pypi.org/static/images/white-cube.2351a86c.svg) [0\.1.0 Apr 8, 2018](https://pypi.org/project/aiomultiprocess/0.1.0/) ## Download files Download the file for your platform. If you're not sure which to choose, learn more about [installing packages](https://packaging.python.org/tutorials/installing-packages/ "External link"). ### Source Distribution [aiomultiprocess-0.9.1.tar.gz](https://files.pythonhosted.org/packages/02/d4/1e69e17dda5df91734b70d03dbbf9f222ddb438e1f3bf4ea8fa135ce46de/aiomultiprocess-0.9.1.tar.gz) (24.5 kB [view details](https://pypi.org/project/aiomultiprocess/#aiomultiprocess-0.9.1.tar.gz)) Uploaded Apr 23, 2024 `Source` ### Built Distribution Filter files by name, interpreter, ABI, and platform. If you're not sure about the file name format, learn more about [wheel file names](https://packaging.python.org/en/latest/specifications/binary-distribution-format/ "External link"). The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files. Copy a direct link to the current filters <https://pypi.org/project/aiomultiprocess/#files> Copy Showing 1 of 1 file. File name Interpreter ABI Platform [aiomultiprocess-0.9.1-py3-none-any.whl](https://files.pythonhosted.org/packages/ad/14/c48c2f5c96960f5649a72b96a0a31d45384b37d89a63f7ccea76bf4fceba/aiomultiprocess-0.9.1-py3-none-any.whl) (17.5 kB [view details](https://pypi.org/project/aiomultiprocess/#aiomultiprocess-0.9.1-py3-none-any.whl)) Uploaded Apr 23, 2024 `Python 3` ## File details Details for the file `aiomultiprocess-0.9.1.tar.gz`. ### File metadata - Download URL: [aiomultiprocess-0.9.1.tar.gz](https://files.pythonhosted.org/packages/02/d4/1e69e17dda5df91734b70d03dbbf9f222ddb438e1f3bf4ea8fa135ce46de/aiomultiprocess-0.9.1.tar.gz) - Upload date: Apr 23, 2024 - Size: 24.5 kB - Tags: Source - Uploaded using Trusted Publishing? No - Uploaded via: python-requests/2.31.0 ### File hashes \| Algorithm \| Hash digest \| \| \|---\|---\|---\| \| SHA256 \| `f0231dbe0291e15325d7896ebeae0002d95a4f2675426ca05eb35f24c60e495b` \| Copy \| \| MD5 \| `c89390ad3fb01b2a8de5dbff6fc10fff` \| Copy \| \| BLAKE2b-256 \| `02d41e69e17dda5df91734b70d03dbbf9f222ddb438e1f3bf4ea8fa135ce46de` \| Copy \| [See more details on using hashes here.](https://pip.pypa.io/en/stable/topics/secure-installs/#hash-checking-mode "External link") ## File details Details for the file `aiomultiprocess-0.9.1-py3-none-any.whl`. ### File metadata - Download URL: [aiomultiprocess-0.9.1-py3-none-any.whl](https://files.pythonhosted.org/packages/ad/14/c48c2f5c96960f5649a72b96a0a31d45384b37d89a63f7ccea76bf4fceba/aiomultiprocess-0.9.1-py3-none-any.whl) - Upload date: Apr 23, 2024 - Size: 17.5 kB - Tags: Python 3 - Uploaded using Trusted Publishing? No - Uploaded via: python-requests/2.31.0 ### File hashes \| Algorithm \| Hash digest \| \| \|---\|---\|---\| \| SHA256 \| `3a7b3bb3c38dbfb4d9d1194ece5934b6d32cf0280e8edbe64a7d215bba1322c6` \| Copy \| \| MD5 \| `231cc5ec4a5e0f98138fff9bf5431b52` \| Copy \| \| BLAKE2b-256 \| `ad14c48c2f5c96960f5649a72b96a0a31d45384b37d89a63f7ccea76bf4fceba` \| Copy \| [See more details on using hashes here.](https://pip.pypa.io/en/stable/topics/secure-installs/#hash-checking-mode "External link") ![](https://pypi.org/static/images/white-cube.2351a86c.svg) ## Help - [Installing packages](https://packaging.python.org/tutorials/installing-packages/ "External link") - [Uploading packages](https://packaging.python.org/tutorials/packaging-projects/ "External link") - [User guide](https://packaging.python.org/ "External link") - [Project name retention](https://www.python.org/dev/peps/pep-0541/ "External link") - [FAQs](https://pypi.org/help/) ## About PyPI - [PyPI Blog](https://blog.pypi.org/ "External link") - [Infrastructure dashboard](https://dtdg.co/pypi "External link") - [Statistics](https://pypi.org/stats/) - [Logos & trademarks](https://pypi.org/trademarks/) - [Our sponsors](https://pypi.org/sponsors/) ## Contributing to PyPI - [Bugs and feedback](https://pypi.org/help/#feedback) - [Contribute on GitHub](https://github.com/pypi/warehouse "External link") - [Translate PyPI](https://hosted.weblate.org/projects/pypa/warehouse/ "External link") - [Sponsor PyPI](https://pypi.org/sponsors/) - [Development credits](https://github.com/pypi/warehouse/graphs/contributors "External link") ## Using PyPI - [Terms of Service](https://policies.python.org/pypi.org/Terms-of-Service/ "External link") - [Report security issue](https://pypi.org/security/) - [Code of conduct](https://policies.python.org/python.org/code-of-conduct/ "External link") - [Privacy Notice](https://policies.python.org/pypi.org/Privacy-Notice/ "External link") - [Acceptable Use Policy](https://policies.python.org/pypi.org/Acceptable-Use-Policy/ "External link") *** Status: [all systems operational](https://status.python.org/ "External link") Developed and maintained by the Python community, for the Python community. [Donate today\!](https://donate.pypi.org/) "PyPI", "Python Package Index", and the blocks logos are registered [trademarks](https://pypi.org/trademarks/) of the [Python Software Foundation](https://www.python.org/psf-landing). © 2026 [Python Software Foundation](https://www.python.org/psf-landing/ "External link") [Site map](https://pypi.org/sitemap/) Switch to desktop version Supported by [![](https://pypi-camo.freetls.fastly.net/ed7074cadad1a06f56bc520ad9bd3e00d0704c5b/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f6177732d77686974652d6c6f676f2d7443615473387a432e706e67) AWS Cloud computing and Security Sponsor](https://aws.amazon.com/) [![](https://pypi-camo.freetls.fastly.net/8855f7c063a3bdb5b0ce8d91bfc50cf851cc5c51/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f64617461646f672d77686974652d6c6f676f2d6668644c4e666c6f2e706e67) Datadog Monitoring](https://www.datadoghq.com/) [![](https://pypi-camo.freetls.fastly.net/60f709d24f3e4d469f9adc77c65e2f5291a3d165/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f6465706f742d77686974652d6c6f676f2d7038506f476831302e706e67) Depot Continuous Integration](https://depot.dev/) [![](https://pypi-camo.freetls.fastly.net/df6fe8829cbff2d7f668d98571df1fd011f36192/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f666173746c792d77686974652d6c6f676f2d65684d3077735f6f2e706e67) Fastly CDN](https://www.fastly.com/) [![](https://pypi-camo.freetls.fastly.net/420cc8cf360bac879e24c923b2f50ba7d1314fb0/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f676f6f676c652d77686974652d6c6f676f2d616734424e3774332e706e67) Google Download Analytics](https://careers.google.com/) [![](https://pypi-camo.freetls.fastly.net/d01053c02f3a626b73ffcb06b96367fdbbf9e230/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f70696e67646f6d2d77686974652d6c6f676f2d67355831547546362e706e67) Pingdom Monitoring](https://www.pingdom.com/) [![](https://pypi-camo.freetls.fastly.net/67af7117035e2345bacb5a82e9aa8b5b3e70701d/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f73656e7472792d77686974652d6c6f676f2d4a2d6b64742d706e2e706e67) Sentry Error logging](https://sentry.io/for/python/?utm_source=pypi&utm_medium=paid-community&utm_campaign=python-na-evergreen&utm_content=static-ad-pypi-sponsor-learnmore) [![](https://pypi-camo.freetls.fastly.net/b611884ff90435a0575dbab7d9b0d3e60f136466/68747470733a2f2f73746f726167652e676f6f676c65617069732e636f6d2f707970692d6173736574732f73706f6e736f726c6f676f732f737461747573706167652d77686974652d6c6f676f2d5467476c6a4a2d502e706e67) StatusPage Status page](https://statuspage.io/)
Readable Markdown	Take a modern Python codebase to the next level of performance. [![version](https://pypi-camo.freetls.fastly.net/79015629c3d22cef57d00b522807437c987b423c/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f61696f6d756c746970726f636573732e737667)](https://pypi.org/project/aiomultiprocess) [![documentation](https://pypi-camo.freetls.fastly.net/90862c4716514e2f84334a2f666c75a098888e14/68747470733a2f2f72656164746865646f63732e6f72672f70726f6a656374732f61696f73716c6974652f62616467652f3f76657273696f6e3d6c6174657374)](https://aiomultiprocess.omnilib.dev/) [![changelog](https://pypi-camo.freetls.fastly.net/0ba53dd8e8e5c9398cc51e14d878cebddd784a0c/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f6368616e67652d6c6f672d626c7565)](https://aiomultiprocess.omnilib.dev/en/latest/changelog.html) [![license](https://pypi-camo.freetls.fastly.net/6af1e2a7ec6bde2fa675ffa4e21de9c95b325ae9/68747470733a2f2f696d672e736869656c64732e696f2f707970692f6c2f61696f6d756c746970726f636573732e737667)](https://github.com/omnilib/aiomultiprocess/blob/master/LICENSE) [![build status](https://pypi-camo.freetls.fastly.net/a9a8fe542d6fd7453daa298b0471a4ea141dd0cf/68747470733a2f2f6769746875622e636f6d2f6f6d6e696c69622f61696f6d756c746970726f636573732f776f726b666c6f77732f4275696c642f62616467652e737667)](https://github.com/omnilib/aiomultiprocess/actions) [![code coverage](https://pypi-camo.freetls.fastly.net/14785e594346e6544f9a0650a0f6f44bfb189d20/68747470733a2f2f696d672e736869656c64732e696f2f636f6465636f762f632f67682f6f6d6e696c69622f61696f6d756c746970726f63657373)](https://codecov.io/gh/omnilib/aiomultiprocess) [![code style](https://pypi-camo.freetls.fastly.net/fbfdc7754183ecf079bc71ddeabaf88f6cbc5c00/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f636f64652532307374796c652d626c61636b2d3030303030302e737667)](https://github.com/ambv/black) On their own, AsyncIO and multiprocessing are useful, but limited: AsyncIO still can't exceed the speed of GIL, and multiprocessing only works on one task at a time. But together, they can fully realize their true potential. aiomultiprocess presents a simple interface, while running a full AsyncIO event loop on each child process, enabling levels of concurrency never before seen in a Python application. Each child process can execute multiple coroutines at once, limited only by the workload and number of cores available. Gathering tens of thousands of network requests in seconds is as easy as: ``` async with Pool() as pool: results = await pool.map(<coroutine function>, <items>) ``` ## Install aiomultiprocess requires Python 3.6 or newer. You can install it from PyPI: ``` $ pip3 install aiomultiprocess ``` ## Usage Most of aiomultiprocess mimics the standard multiprocessing module whenever possible, while accounting for places that benefit from async functionality. Running your asynchronous jobs on a pool of worker processes is easy: ``` import asyncio from aiohttp import request from aiomultiprocess import Pool async def get(url): async with request("GET", url) as response: return await response.text("utf-8") async def main(): urls = ["https://noswap.com", ...] async with Pool() as pool: async for result in pool.map(get, urls): ... # process result if __name__ == '__main__': # Python 3.7 asyncio.run(main()) # Python 3.6 # loop = asyncio.get_event_loop() # loop.run_until_complete(main()) ``` Take a look at the [User Guide](https://aiomultiprocess.omnilib.dev/en/latest/guide.html) for more details and examples. For further context, watch the PyCon US 2018 talk about aiomultiprocess, ["Thinking Outside the GIL"](https://www.youtube.com/watch?v=0kXaLh8Fz3k): > [![IMAGE ALT TEXT](https://pypi-camo.freetls.fastly.net/27c247adbcda800c6e5ee28f9fef9b1af56e75c0/687474703a2f2f696d672e796f75747562652e636f6d2f76692f306b58614c6838467a336b2f302e6a7067)](http://www.youtube.com/watch?v=0kXaLh8Fz3k "PyCon 2018 - Amethyst Reese - Thinking Outside the GIL with AsyncIO and Multiprocessing") Slides available at [Speaker Deck](https://speakerdeck.com/jreese/thinking-outside-the-gil-2). ## License aiomultiprocess is copyright [Amethyst Reese](https://noswap.com/), and licensed under the MIT license. I am providing code in this repository to you under an open source license. This is my personal repository; the license you receive to my code is from me and not from my employer. See the `LICENSE` file for details.
Shard	59 (laksa)
Root Hash	7813724874982801459
Unparsed URL	org,pypi!/project/aiomultiprocess/ s443