Top 7 Rust Inference Projects
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
Project mention: HonoJS: Small, simple, and ultrafast web framework for the Edges | news.ycombinator.com | 2024-04-15Have you looked at AICI by Microsoft yet?
https://github.com/microsoft/aici/
To solve this, we built a native extension in Edge Runtime that enables using ONNX runtime via the Rust interface. This was made possible thanks to an excellent Rust wrapper called Ort:
https://wasmedge.org/docs/contribute/plugin/intro
Some examples:
WasmEdge’s Tensorflow Lite plugin enables lightweight (1/10 of Linux containers) and fast (native GPU) AI inference apps for Tensorflow Lite models. https://wasmedge.org/docs/develop/rust/ai_inference/tensorfl...
WasmEdge’s PyTorch plugin enables lightweight (1/10 of Linux containers) and fast (native GPU) AI inference apps for PyTorch models. https://wasmedge.org/docs/develop/rust/ai_inference/pytorch/
Through the new WasmEdge plugin system, the community are adding support for libraries like zlib, OpenCV, tesseract and ffmpeg etc. Putting these together, we are supporting complex AI libraries such as Mediapipe on WasmEdge! https://github.com/yanghaku/mediapipe-rs
The Mediapipe story is esp interesting since WasmEdge is now adapted as a runtime for stream data process in products like Fluvio, Redpanda, YoMo, RisingWave and others. Mediapipe support allows developers to add AI into the stream data pipeline. https://github.com/xxchan/fluvio/pull/1
WasmEdge’s eBPF plugin enables developers to create secure and containerized eBPF tools and controllers in Kubernetes environments.
Rust Inference related posts
Index
What are some of the best open-source Inference projects in Rust? This list will help you:
Project | Stars | |
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1 | aici | 1,714 |
2 | ort | 555 |
3 | blindai | 490 |
4 | snips-nlu-rs | 337 |
5 | onnxruntime-rs | 260 |
6 | meteorite | 8 |
7 | mediapipe-rs | 0 |
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