If you're a fan of Pydantic or dataclasses, you'll definitely be interested in this episode. We are talking about a super fast data modeling and validation framework called msgspec. Some of the types in here might even be better for general purpose use than Python's native classes. Join me and Jim Crist-Harif to talk about his data exchange framework, mspspec. 
 
Links from the show 
 
<div>Jim Crist-Harif: <a href="https://jcristharif.com" target="_blank" rel="noopener">jcristharif.com</a> 
Jim @ GitHub: <a href="https://github.com/jcrist" target="_blank" rel="noopener">github.com</a> 
Jim @ Mastdon: <a href="https://hachyderm.io/@jcristharif" target="_blank" rel="noopener">@jcristharif@hachyderm.io</a> 
 
msgspec: <a href="https://github.com/jcrist/msgspec" target="_blank" rel="noopener">github.com</a> 
Projects using msgspec: <a href="https://github.com/jcrist/msgspec/network/dependents?dependent_type=REPOSITORY" target="_blank" rel="noopener">github.com</a> 
msgspec on Conda Forge: <a href="https://anaconda.org/conda-forge/msgspec" target="_blank" rel="noopener">anaconda.org</a> 
msgspec on PyPI: <a href="https://pypi.org/project/msgspec/" target="_blank" rel="noopener">pypi.org</a> 
Litestar web framework: <a href="https://litestar.dev" target="_blank" rel="noopener">litestar.dev</a> 
Litestar episode: <a href="https://talkpython.fm/episodes/show/433/litestar-effortlessly-build-performant-apis" target="_blank" rel="noopener">talkpython.fm</a> 
Pydantic V2 episode: <a href="https://talkpython.fm/episodes/show/376/pydantic-v2-the-plan" target="_blank" rel="noopener">talkpython.fm</a> 
JSON parsing with msgspec article: <a href="https://pythonspeed.com/articles/faster-python-json-parsing/" target="_blank" rel="noopener">pythonspeed.com</a> 
 
msgspec bencharmks: <a href="https://jcristharif.com/msgspec/benchmarks.html" target="_blank" rel="noopener">jcristharif.com</a> 
msgspec vs. pydantic v1 and pydantic v2: <a href="https://gist.github.com/jcrist/d62f450594164d284fbea957fd48b743" target="_blank" rel="noopener">github.com</a> 
Watch this episode on YouTube: <a href="https://www.youtube.com/watch?v=9Qq2q-9HHqs" target="_blank" rel="noopener">youtube.com</a> 
Episode transcripts: <a href="https://talkpython.fm/episodes/transcript/442/ultra-high-speed-message-parsing-with-msgspec" target="_blank" rel="noopener">talkpython.fm</a> 
 
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Follow Michael on Mastodon: <a href="https://fosstodon.org/web/@mkennedy" target="_blank" rel="noopener">mkennedy</a> </div> 
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#442: Ultra High Speed Message Parsing with msgspec

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