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torchtune

meta-pytorch/torchtune

PyTorch native post-training library

GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026

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5.8k stars753 forksLast push Sep 6, 2026 Python BSD-3-Clause

Decision brief

A PyTorch-native post-training library focused on finetuning multimodal LLMs using state-of-the-art quantization techniques.

Good fit when

  • - When you are working with the latest stable or preview nightly versions of PyTorch and need advanced finetuning for multimodal large language models (LLMs).
  • - When leveraging torchao for cutting-edge quantization is essential to your model's performance post-training.

Avoid when

  • - If you rely on a fixed, older version of PyTorch as Torchtune only supports the latest stable and preview nightly versions.
  • - For scenarios where custom or non-PyTorch-native optimization methods are preferred over torchao’s quantization techniques.

Observed Jul 12, 2026 · Source: enrich:decision_facts

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Maintenance and security

Full trust report
Maintenance
Very active (0d since push)
As of Sep 6, 2026
Provenance
Not a fork · Organization account
As of Sep 6, 2026
Security (OSV)
No lockfile
As of Jul 11, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install torchtune
PyPI

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Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

Torchtune is a post-training optimization and tuning library for PyTorch. It provides tools for finetuning multimodal large language models (LLMs) and uses the latest quantization techniques through torchao.

Capability facts

CLI
CLI entrypoint

Source: pyproject.toml:[project.scripts] · Sep 6, 2026

Languages
python

Source: github.language+pyproject.toml · Sep 6, 2026

Categories

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Sep 6, 2026)

pip install torch torchvision torchao
Source link

Tags

README

Installation 🛠️ torchtune is only tested with the latest stable PyTorch release (currently 2.6.0) as well as the preview nightly version, and leverages torchvision for finetuning multimodal LLMs and torchao for the latest in quantization techniques; you should install these as w...

For agents

This page has a .md twin and JSON over the API.

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