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PyTorch 2.4: Python 3.12, AOTInductor freezing, libuv backend for TCPStore

Updated September 26, 2026 · 2:46 PM · source date July 24, 2024

Summary

PyTorch 2.4: Python 3.12, AOTInductor freezing, libuv backend for TCPStore pytorch / pytorch Public Notifications You must be signed in to change notification settings Fork 30.5k Star 103k PyTorch 2.4: Python 3.12, AOTInductor freezing, libuv backend for TCPStore vmoens released this 24 Jul 18:39 · 32 commits to release/2.4 since this release v2.4.0 d990dad This commit was created on GitHub.com and signed with GitHub’s verified signature . GPG key ID: B5690EEEBB952194 Verified Learn about vigilant mode .

Why it matters

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Key facts
  • pytorch / pytorch Public Notifications You must be signed in to change notification settings Fork 30.5k Star 103k PyTorch 2.4: Python 3.12, AOTInductor freezing, libuv backend for TCPStore vmoens released this 24 Jul 18:39 · 32 commits to release/2.4 since this release v2.4.0 d990dad This commit was created on GitHub.com and signed with GitHub’s verified signature .
  • GPG key ID: B5690EEEBB952194 Verified Learn about vigilant mode .
  • PyTorch 2.4 Release Notes Highlights Tracked Regressions Backward incompatible changes Deprecations New features Improvements Bug Fixes Performance Documentation Developers Security Highlights We are excited to announce the release of PyTorch® 2.4!
  • PyTorch 2.4 adds support for the latest version of Python (3.12) for torch.compile .
  • AOTInductor freezing gives developers running AOTInductor more performance based optimizations by allowing the serialization of MKLDNN weights.
  • As well, a new default TCPStore server backend utilizing libuv has been introduced which should significantly reduce initialization times for users running large-scale jobs.
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