tract
paperclip
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| tract | paperclip | |
|---|---|---|
| 20 | 6 | |
| 2,050 | 847 | |
| 2.9% | 0.7% | |
| 9.8 | 5.8 | |
| 8 days ago | 6 months ago | |
| Rust | Rust | |
| Apache 2.0/MIT | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
tract
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Are there any ML crates that would compile to WASM?
Tract is the most well known ML crate in Rust, which I believe can compile to WASM - https://github.com/sonos/tract/. Burn may also be useful - https://github.com/burn-rs/burn.
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[Discussion] What crates would you like to see?
tract!!
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tract VS burn - a user suggested alternative
2 projects | 25 Mar 2023
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Machine Learning Inference Server in Rust?
we use tract for inference, integrated into our runtime and services.
- onnxruntime
- Rust Native ML Frameworks?
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Neural networks - what crates to use?
Not for training, but for inference this looks nice: https://github.com/sonos/tract
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Brain.js: GPU Accelerated Neural Networks in JavaScript
There's also tract, from sonos[0]. 100% rust.
I'm currently trying to use it to do speech recognition with a variant of the Conformer architecture (exported to ONNX).
The final goal is to do it in WASM client-side.
[0] https://github.com/sonos/tract
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Serving ML at the Speed of Rust
As the article notes, there isn't any official Rust-native support for any common frameworks.
tract (https://github.com/sonos/tract) seems like the most mature for ONNX (for which TF/PT export is good nowadays), and recently it successfully implemented BERT.
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Run deep neural network models from scratch
There are some DL libraries written in Rust: https://github.com/sonos/tract , https://docs.rs/neuronika/latest/neuronika/index.html . The second one could be used for training, I think.
paperclip
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Looking for a Rust API with automatic documentation and good validation?
It's inspired by others in the space that you might check out: paperclip, okapi, and others.
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Web frameworks with integrated Open API?
paperclip: supports actix-web
- My first proper Rust project - REST API with Actix, Diesel and Postgres
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OpenAPI Generator for actix-web
Take a look at (paperclip)[https://github.com/paperclip-rs/paperclip]
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Automatically creating and serving a OpenAPI visualisation
- Automatic generation (maybe into a OpenAPI-json?) from my (actix) rust code, possibly including some kind of markdown per endpoint. (I think paperclip might be my best choice here?)
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Hey Rustaceans! Got an easy question? Ask here (39/2021)!
There is https://github.com/paperclip-rs/paperclip which has a sorta WIP plugin for actix-web.
What are some alternatives?
onnxruntime-rs - Rust wrapper for Microsoft's ONNX Runtime (version 1.8)
MTuner - MTuner is a C/C++ memory profiler and memory leak finder for Windows, PlayStation 4 and 3, Android and other platforms
actix-swagger - Swagger code generator for actix-web framework
wonnx - A WebGPU-accelerated ONNX inference run-time written 100% in Rust, ready for native and the web
oasgen - Generates OpenAPI 3.0 spec based on Rust code. Works with axum, actix-web, or any/no framework.
ncurses-rs - A low-level ncurses wrapper for Rust
serde - Serialization framework for Rust
linfa - A Rust machine learning framework.
actix-crud - Basic Actix + Diesel + Postgres REST API
fairseq - Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
utoipa - Simple, Fast, Code first and Compile time generated OpenAPI documentation for Rust