Frontend Frameworks

tch-rs

Rust bindings for PyTorch's C++ API

Status
Generally available
Last checked
Checked · Oct 13, 2026
License
Open source
Pricing
Free tier · from $0

What it is

tch-rs provides Rust developers with access to the powerful deep learning capabilities of PyTorch through its C++ API, enabling high-performance machine learning applications.

tch-rs uniquely offers Rust developers seamless access to PyTorch's powerful capabilities, making it ideal for high-performance ML applications in a Rust environment.

When it fits — and when it doesn’t

A good fit for

  • Rust teams needing to integrate PyTorch's capabilities directly into their projects

  • Developers looking for high-performance ML solutions in a Rust environment

Look elsewhere if

  • Projects requiring direct Python integration with PyTorch (use PyTorch directly)

  • Teams preferring managed services or cloud-based deep learning frameworks

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Steep learning curve for non-Python developers

    tch-rs leverages PyTorch's C++ API, which might be unfamiliar to Rust developers used to idiomatic Rust patterns.

  2. 02

    Frequent breaking changes between versions

    The library has undergone significant refactoring in minor version updates, leading to the need for substantial code modifications by users.

  3. 03

    Limited community and support

    As an open-source project with a niche user base, tch-rs may have slower response times for issues and feature requests compared to larger projects.

  4. 04

    Complex setup process

    Setting up the development environment requires configuring both Rust and PyTorch C++ API dependencies, which can be error-prone and time-consuming.

What it does well

  • Direct access to PyTorch's C++ API from Rust

  • High-performance machine learning capabilities

  • Cross-platform support (Linux, macOS, Windows)

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up tch-rs

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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