KO | EN

GitLite

Minimalist Open Source Repository Search Engine

gitlite — search

#dsh #dsh-plugin #ai-agents #developer-tools #typescript #codex #cli #claude-code #mcp #rust #deepseek-harness #ai-agent

ort

★ 2,452 Open GitHub ↗

Fast ML inference & training for ONNX models in Rust

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

`ort` is a Rust interface for performing hardware-accelerated inference & training on machine learning models in the [Open Neural Network Exchange](https://onnx.ai/) (ONNX) format.

Based on the now-inactive [`onnxruntime-rs`](https://github.com/nbigaouette/onnxruntime-rs) crate, `ort` is primarily a wrapper for Microsoft's [ONNX Runtime](https://onnxruntime.ai/) library, but offers support for [other pure-Rust runtimes](https://ort.pyke.io/backends).

`ort` with ONNX Runtime is super quick - and it supports almost [any hardware accelerator](https://ort.pyke.io/perf/execution-providers) you can think of. Even still, it's light enough to run on your users' devices.

When you need to deploy a PyTorch/TensorFlow/Keras/scikit-learn/PaddlePaddle model either on-device or in the datacenter, `ort` has you covered.

## 📖 Documentation
- [Guide](https://ort.pyke.io/)
- [API reference](https://docs.rs/ort/2.0.0-rc.13/ort/)
- [Examples](https://github.com/pykeio/ort/tree/main/examples)
- [Migrating from v1.x to v2.0](https://ort.pyke.io/migrating/v2)

## 🤔 Support
- [Discord: `#🦀｜ort-general`](https://discord.gg/uQtsNu2xMa)
- [GitHub Discussions](https://github.com/pykeio/ort/discussions)

## 🌠 Backers
<a href="https://opencollective.com/pyke-osai">
<img src="https://opencollective.com/pyke-osai/backers.svg" />
</a>

## 💖 FOSS projects using `ort`
<sub>[Open a PR](https://github.com/pykeio/ort/pulls) to add your project here 🌟</sub>

- **[Text Embeddings Inference (TEI)](https://github.com/huggingface/text-embeddings-inference)** uses `ort` to deliver high-performance ONNX Runtime inference for text embedding models.
- **[Magika](https://github.com/google/magika)** uses `ort` for neural network-based file type detection.
- **[retto](https://github.com/NekoImageLand/retto)** uses `ort` for reliable, fast ONNX inference of PaddleOCR models on Desktop and WASM platforms.
- **[edge-transformers](https://github.com/npc-engine/edge-transformers)** uses `ort` for accelerated transformer model inference at the edge.
- **[`sbv2-api`](https://github.com/neodyland/sbv2-api)** is a fast implementation of Style-BERT-VITS2 text-to-speech using `ort`.
- **[BoquilaHUB](https://github.com/boquila/boquilahub/)** uses `ort` for local AI deployment in biodiversity conservation efforts.
- **[CamTrap Detector](https://github.com/bencevans/camtrap-detector)** uses `ort` to detect animals, humans and vehicles in trail camera imagery.
- **[Ortex](https://github.com/relaypro-open/ortex)** uses `ort` for safe ONNX Runtime bindings in Elixir.
- **[oar-ocr](https://github.com/GreatV/oar-ocr)** A comprehensive OCR library, built in Rust with `ort` for efficient inference.
- **[`FastEmbed-rs`](https://github.com/Anush008/fastembed-rs)** uses `ort` for generating vector embeddings, reranking locally.
- **[Ahnlich](https://github.com/deven96/ahnlich)** uses `ort` to power their AI proxy for semantic search applications.
- **[Murmure](https://github.com/Kieirra/murmure)** uses `ort` as its core engine, leveraging NVIDIA Parakeet to deliver fully local, free, private and cross‑platform Speech‑to‑Text enhanced with LLM post‑processing.
- **[Valentinus](https://github.com/kn0sys/valentinus)** uses `ort` to provide embedding model inference inside LMDB.
- **[SilentKeys](https://github.com/gptguy/silentkeys)** uses `ort` for fast, on-device real-time dictation with NVIDIA Parakeet and Silero VAD.
- **[Xybrid](https://github.com/xybrid-ai/xybrid)** uses `ort` to run LLMs, ASR, and TTS natively on-device across iOS, Android, Flutter, and Unity apps and games.
- **[Ultralytics YOLO Rust Inference](https://github.com/ultralytics/inference)** is a high-performance, pure Rust library and CLI providing fast and efficient interface for running YOLO models using `ort`.

ort

Explore Similar Repositories

Was this content helpful?

Recent Feedback

Download README