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.
- 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.
- 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.
- 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.
- 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.
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Markdown
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