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pytorch / ao

Open on GitHub

PyTorch native quantization for training and inference

Stars
3,027 stars
Forks
683 forks
Language
Python
License
OTHER
Created
Nov 3, 2023
Last push
Nov 12, 2026
Updated
Nov 12, 2026
Tags
Why these Tags: an agent read the README and quoted it
  • Model quantization from the readme: TorchAO is an easy to use quantization library for native PyTorch.

An agent gave these Tags from the fixed Tag list in the AwesomeRepos source code. A code check kept each Tag only when its quote is in the text. A wrong Tag? Report an error with the form at the end of this page.

GitHub topics

Admitted to the Repository Index on Nov 11, 2026: 3,025 stars on 2026-11-11.

Star History

189 days recorded, May 8, 2026 – Nov 12, 2026 (UTC). Net change +236 stars.

Stars at the end of each day 3,027 now
May 8, 2026 Nov 12, 2026
Net stars each day highest +6
+6 on Jun 24, 2026 v0.18.0, Aug 3, 2026
May 8, 2026 Nov 12, 2026

The star count of each day is the latest count minus the net stars of the later days.

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Star History chart

[![Star History of pytorch/ao](https://awesomerepos.com/pytorch/ao/stars.svg)](https://awesomerepos.com/pytorch/ao)

Badge

[![AwesomeRepos](https://awesomerepos.com/pytorch/ao/badge.svg)](https://awesomerepos.com/pytorch/ao)

Timeline

It gained stars on 134 of the 189 days recorded since May 8, 2026.

Its largest 7 days were Aug 8, 2026 to Aug 14, 2026: 17 stars.

In the 30 days to Nov 12, 2026 it got 31 stars, 3% more than in the 30 days before.

It had 2,791 stars before May 8, 2026 and has 3,027 stars now: 1,973 fewer than 5,000.

  1. Created on the Repository Host
  2. Release v0.14.1
  3. Release v0.15.0
  4. Release v0.16.0
  5. Release v0.17.0
  6. +5 stars in one day
  7. Largest star day recorded: +6 stars
  8. Release v0.18.0
  9. +6 stars in one day
  10. Entered the Repository Index: 3,025 stars on 2026-11-11
  11. Latest push

The timeline comes from the creation date and the releases on the Repository Host, the Admission, the Star History, and the Observations. Star milestones show only when the Star History records the day. The list shows up to 5 stable releases from the latest 10 releases recorded. When none of them is stable, one item counts the pre-releases. On the chart of net stars each day, a solid line marks each recorded release.

Forks and pushes

From 2 Observations, Nov 12, 2026 – Nov 13, 2026. Forks 0. AwesomeRepos saw a new push on 1 of 1 days.

Forks 683
  1. Nov 13, 2026: new push

A filled day: the last push time changed since the Observation before it.

Health facts

Measured facts in four separate dimensions, each with a date and a source. AwesomeRepos does not add them into one score. AwesomeRepos reads the weekly commits, the changelog, and the community files each week for the 5,000 visible repositories with the most stars and for each rising repository. How AwesomeRepos defines each check

Maintenance

2 of 4 checks (2 without data)

  • Yes: Not archived

    GitHub does not mark the repository as archived. Source

  • Yes: A push in the last 90 days

    Last push on 2026-11-12, 0 days ago. Source

  • No data: Commits in the last 13 weeks

    No data: AwesomeRepos has not read the weekly commits.

  • No data: Commits in 26 or more of the last 52 weeks

    No data: AwesomeRepos has not read the weekly commits.

Releases

2 of 3 checks (1 without data)

  • Yes: A release in the last 365 days

    Newest release v0.18.0 on 2026-08-03, 101 days ago. 4 releases in the last 365 days. Source

  • Yes: The newest release tag is a semantic version

    The newest release tag is v0.18.0. Source

  • No data: A changelog file at the root

    No data: AwesomeRepos has not scanned this repository.

Security practice

0 of 1 check (1 without data)

  • No data: A security policy

    No data: AwesomeRepos has not scanned this repository.

AwesomeRepos has not asked OpenSSF Scorecard about this repository.

Community files

1 of 3 checks (2 without data)

  • Yes: A licence

    GitHub finds a licence file, but cannot name the licence. Source

  • No data: A contributing guide

    No data: AwesomeRepos has not scanned this repository.

  • No data: A code of conduct

    No data: AwesomeRepos has not scanned this repository.

Dependencies in the index

This section shows the packages that connect this repository to other repositories in the index.

The GitHub dependency graph of this repository names 66 direct packages (scanned on Nov 13, 2026). Packages from 22 other repositories in the index are among them.

29 scanned repositories name a package from this repository.

Uses (8 of 22) Used by (8 of 29) pytorch/ao huggingface/transformers huggingface/transformers pytorch/pytorch pytorch/pytorch astral-sh/ruff astral-sh/ruff pandas-dev/pandas pandas-dev/pandas tqdm/tqdm tqdm/tqdm google/python-fire google/python-fire matplotlib/matplotlib matplotlib/matplotlib openai/tiktoken openai/tiktoken unslothai/unsloth unslothai/unsloth hiyouga/LlamaFactory hiyouga/LlamaFactory mudler/LocalAI mudler/LocalAI oobabooga/textgen oobabooga/textgen Lightning-AI/pytorch-lightning Lightning-AI/pytorch-lightning huggingface/peft huggingface/peft NVIDIA/TensorRT-LLM NVIDIA/TensorRT-LLM SesameAILabs/csm SesameAILabs/csm
An arrow points from the repository that names a package to the repository that the package comes from.

Uses (in the index) · 22

Show all 22

Used by (in the index) · 29

Show all 29

Sources: the GitHub dependency graph of each repository, and deps.dev for the source repository of each package (checked on Nov 13, 2026). A dependency graph also names development packages. deps.dev takes most source repositories from package metadata. How the dependency graph is made

Observations

Latest Observation, Nov 13, 2026: 3,027 stars, 683 forks, last push Nov 12, 2026, not archived. One of 2 Observations since Nov 12, 2026.

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