best-of-ml-rust

🏆 A ranked list of awesome machine learning Rust libraries.

This curated list contains 200 awesome open-source projects with a total of 300K stars grouped into 10 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

🧙‍♂️ Discover other best-of lists or create your own.

Machine Learning Frameworks 80 projects
Text Data & NLP 56 projects
Image Data 11 projects
Data Loading & Extraction 20 projects
Graph Data 5 projects
Model Interpretability 1 projects
MLOps 2 projects
Applications 18 projects
Analysis 1 projects
Other 2 projects

Explanation

🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨‍💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects
A binding for another project.

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

nalgebra (🥇25 · ⭐ 3.2K) - Linear algebra library for Rust. Apache-2

GitHub (👨‍💻 200 · 🔀 380 · 📦 33K · 📋 610 - 41% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/dimforge/nalgebra
```

linfa (🥇22 · ⭐ 2.6K) - A Rust machine learning framework. Apache-2

GitHub (👨‍💻 34 · 🔀 170 · 📦 270 · 📋 120 - 30% open · ⏱️ 01.04.2023):
```
 git clone https://github.com/rust-ml/linfa
```

statrs (🥇22 · ⭐ 420 · 💤) - Statistical computation library for Rust. MIT

GitHub (👨‍💻 26 · 🔀 60 · 📦 16K · 📋 110 - 28% open · ⏱️ 09.09.2022):
```
 git clone https://github.com/boxtown/statrs
```

tvm (🥇21 · ⭐ 9.5K) - Open deep learning compiler stack for cpu, gpu and specialized.. Apache-2

GitHub (👨‍💻 890 · 🔀 2.8K · 📥 2.3K · 📋 2.9K - 15% open · ⏱️ 28.04.2023):
```
 git clone https://github.com/apache/tvm
```

rust-numpy (🥇20 · ⭐ 840) - PyO3-based Rust bindings of the NumPy C-API. BSD-2

GitHub (👨‍💻 39 · 🔀 80 · 📦 2.4K · 📋 110 - 2% open · ⏱️ 19.04.2023):
```
 git clone https://github.com/PyO3/rust-numpy
```

argmin (🥈18 · ⭐ 640) - Mathematical optimization in pure Rust. Apache-2

GitHub (👨‍💻 28 · 🔀 55 · 📦 240 · 📋 83 - 16% open · ⏱️ 19.03.2023):
```
 git clone https://github.com/argmin-rs/argmin
```

smartcore (🥈18 · ⭐ 510) - A comprehensive library for machine learning and numerical.. Apache-2

GitHub (👨‍💻 26 · 🔀 62 · 📦 120 · 📋 110 - 58% open · ⏱️ 26.04.2023):
```
 git clone https://github.com/smartcorelib/smartcore
```

xaynet (🥈18 · ⭐ 190 · 💤) - Xaynet represents an agnostic Federated Machine Learning framework.. Apache-2

GitHub (👨‍💻 28 · 🔀 23 · 📦 14 · 📋 32 - 15% open · ⏱️ 30.08.2022):
```
 git clone https://github.com/xaynetwork/xaynet
```

Peroxide (🥈17 · ⭐ 380) - Rust numeric library with R, MATLAB & Python syntax. Apache-2

GitHub (👨‍💻 11 · 🔀 24 · 📦 110 · 📋 29 - 37% open · ⏱️ 04.04.2023):
```
 git clone https://github.com/Axect/Peroxide
```

sprs (🥈17 · ⭐ 330) - sparse linear algebra library for rust. Apache-2

GitHub (👨‍💻 31 · 🔀 37 · 📦 12 · 📋 140 - 29% open · ⏱️ 23.04.2023):
```
 git clone https://github.com/vbarrielle/sprs
```

rust (🥈16 · ⭐ 4.4K) - Rust language bindings for TensorFlow. Apache-2

GitHub (👨‍💻 47 · 🔀 370 · 📋 170 - 28% open · ⏱️ 24.04.2023):
```
 git clone https://github.com/tensorflow/rust
```

onnxruntime-rs (🥈16 · ⭐ 220 · 💤) - Rust wrapper for Microsoft's ONNX Runtime (version.. Apache-2

GitHub (👨‍💻 9 · 🔀 63 · 📦 100 · 📋 50 - 60% open · ⏱️ 19.07.2022):
```
 git clone https://github.com/nbigaouette/onnxruntime-rs
```

gap_statistic (🥈16 · ⭐ 180) - Dynamically get the suggested clusters in the data for.. Unlicense

GitHub (👨‍💻 5 · 🔀 44 · 📥 370 · 📦 32 · 📋 36 - 8% open · ⏱️ 21.01.2023):
```
 git clone https://github.com/milesgranger/gap_statistic
```

kdtree-rs (🥈16 · ⭐ 170) - K-dimensional tree in Rust for fast geospatial indexing and lookup. Apache-2

GitHub (👨‍💻 15 · 🔀 37 · 📦 450 · 📋 19 - 5% open · ⏱️ 17.12.2022):
```
 git clone https://github.com/mrhooray/kdtree-rs
```

faiss-rs (🥈16 · ⭐ 120) - Rust language bindings for Faiss. Apache-2

GitHub (👨‍💻 7 · 🔀 17 · 📦 14 · 📋 28 - 14% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/Enet4/faiss-rs
```

tch-rs (🥈15 · ⭐ 2.8K) - Rust bindings for the C++ api of PyTorch. Apache-2

GitHub (👨‍💻 62 · 🔀 220 · 📥 750 · 📋 440 - 22% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/LaurentMazare/tch-rs
```

azure-sdk-for-rust (🥈15 · ⭐ 460) - This repository is for active development of the.. MIT

GitHub (👨‍💻 110 · 🔀 160 · 📦 1 · 📋 410 - 28% open · ⏱️ 24.04.2023):
```
 git clone https://github.com/Azure/azure-sdk-for-rust
```

rust-autograd (🥉12 · ⭐ 430) - Tensors and differentiable operations (like TensorFlow) in Rust. MIT

GitHub (👨‍💻 15 · 🔀 34 · 📋 37 - 10% open · ⏱️ 11.02.2023):
```
 git clone https://github.com/raskr/rust-autograd
```

autograph (🥉12 · ⭐ 230 · 💤) - Machine Learning Library for Rust. Apache-2

GitHub (👨‍💻 4 · 🔀 13 · 📦 2 · ⏱️ 17.07.2022):

 git clone https://github.com/charles-r-earp/autograph

neuronika (🥉10 · ⭐ 930 · 💤) - Tensors and dynamic neural networks in pure Rust. Apache-2

GitHub (👨‍💻 2 · 🔀 45 · 📦 5 · 📋 44 - 27% open · ⏱️ 10.10.2022):
```
 git clone https://github.com/neuronika/neuronika
```

instant-distance (🥉10 · ⭐ 170) - Fast approximate nearest neighbor searching in Rust,.. Apache-2

GitHub (👨‍💻 7 · 🔀 9 · 📦 1 · 📋 4 - 25% open · ⏱️ 10.03.2023):
```
 git clone https://github.com/InstantDomain/instant-distance
```

Show 59 hidden projects...

rusoto (🥇22 · ⭐ 2.6K · 💀) - AWS SDK for Rust. MIT
evcxr (🥇19 · ⭐ 4.4K) - ❗Unlicensed
tract (🥇19 · ⭐ 1.7K) - Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference. ❗Unlicensed
weld (🥈17 · ⭐ 2.9K · 💀) - High-performance runtime for data analytics applications. BSD-3
rusty-machine (🥈17 · ⭐ 1.2K · 💀) - Machine Learning library for Rust. MIT
juice (🥈16 · ⭐ 1K) - The Hacker's Machine Learning Engine. ❗Unlicensed
rustlearn (🥈16 · ⭐ 570 · 💀) - Machine learning crate for Rust. Apache-2
granne (🥈16 · ⭐ 290 · 💀) - Graph-based Approximate Nearest Neighbor Search. MIT
rain (🥈15 · ⭐ 720 · 💀) - Framework for large distributed pipelines. MIT
pyrus-cramjam (🥈15 · ⭐ 56) - Thin Python wrapper to de/compression algorithms in Rust -.. MIT
leaf (🥈14 · ⭐ 5.5K · 💀) - Open Machine Intelligence Framework for Hackers. (GPU/CPU). Apache-2
ballista (🥈14 · ⭐ 2.3K · 💀) - Distributed compute platform implemented in Rust, and powered.. Apache-2
hora (🥈13 · ⭐ 2.4K · 💀) - efficient approximate nearest neighbor search algorithm collections.. Apache-2
Enzyme (🥈13 · ⭐ 940) - High-performance automatic differentiation of LLVM and MLIR. ❗Unlicensed
cleora (🥈13 · ⭐ 430) - Cleora AI is a general-purpose model for efficient, scalable.. ❗Unlicensed
RustNN (🥈13 · ⭐ 320 · 💀) - A neural network crate. Apache-2
rsrl (🥈13 · ⭐ 150 · 💀) - A fast, safe and easy to use reinforcement learning framework in Rust. MIT
hnsw (🥈13 · ⭐ 120 · 💀) - HNSW ANN from the paper Efficient and robust approximate nearest neighbor.. MIT
tflite-rs (🥈13 · ⭐ 93 · 💀) - Apache-2
kodama (🥈13 · ⭐ 64) - Fast hierarchical agglomerative clustering in Rust. MIT
ffsvm-rust (🥉12 · ⭐ 56) - FFSVM stands for Really Fast Support Vector Machine. MIT
bhtsne (🥉12 · ⭐ 52 · 💤) - Parallel Barnes-Hut t-SNE implementation written in Rust. MIT
gym-rs (🥉12 · ⭐ 50) - OpenAI Gym bindings for Rust. MIT
rstats (🥉12 · ⭐ 23) - Statistics, Information Measures, Linear Algebra, Cholesky Matrix.. Apache-2
L2 (🥉11 · ⭐ 170 · 💀) - l2 is a fast, Pytorch-style Tensor+Autograd library written in Rust. MIT
NeuroFlow (🥉11 · ⭐ 82 · 💀) - Awesome deep learning crate. MIT
rustml (🥉11 · ⭐ 60 · 💤) - Machine learning in Rust. ❗Unlicensed
black-jack (🥉11 · ⭐ 30 · 💀) - DataFrame / Series data processing in Rust. ❗️GPL-3.0
deeplearn-rs (🥉10 · ⭐ 200 · 💀) - Neural networks in Rust. MIT
orkhon (🥉10 · ⭐ 130 · 💀) - Orkhon: ML Inference Framework and Server Runtime. MIT
alumina (🥉10 · ⭐ 96 · 💤) - A deep learning library for rust. ❗Unlicensed
rurel (🥉10 · ⭐ 92) - Flexible, reusable reinforcement learning (Q learning) implementation in.. MPL-2.0
torchrs (🥉10 · ⭐ 72 · 💀) - Deep Learning in Rust with the PyTorch API. BSD-2
rustdef (🥉10 · ⭐ 23) - Jupyter extension for Rust. MIT
gamma (🥉9 · ⭐ 120 · 💀) - A graph library for Rust. ❗Unlicensed
RusticSOM (🥉9 · ⭐ 28 · 💀) - Rust library for Self Organising Maps (SOM). MIT
reductive (🥉9 · ⭐ 3 · 💀) - Vector quantization. Apache-2
hal (🥉8 · ⭐ 84 · 💀) - Rust based Cross-GPU Machine Learning. MIT
rust-dl-webserver (🥉8 · ⭐ 29 · 💀) - Example of serving deep learning models in Rust with.. ❗Unlicensed
cntk-rs (🥉8 · ⭐ 21 · 💀) - Wrapper around Microsoft CNTK library. Apache-2
ngt-rs (🥉8 · ⭐ 19 · 💤) - Rust wrappers for NGT approximate nearest neighbor search. Apache-2
petal-clustering (🥉8 · ⭐ 18) - DBSCAN and OPTICS clustering algorithms. Apache-2
liblinear-rs (🥉8 · ⭐ 9) - Rust language bindings for the LIBLINEAR C/C++ library. MIT
mushin (🥉7 · ⭐ 370 · 💤) - Computational graphs with reverse automatic differentation in.. ❗Unlicensed
fwumious_wabbit (🥉7 · ⭐ 120) - Fwumious Wabbit, fast on-line machine learning toolkit.. ❗Unlicensed
tractjs (🥉7 · ⭐ 70 · 💀) - Run ONNX and TensorFlow inference in the browser. ❗Unlicensed
cogent (🥉7 · ⭐ 45 · 💤) - Simple neural network library for classification written in Rust. ❗Unlicensed
prophet (🥉7 · ⭐ 40 · 💀) - A simple neural net implementation. ❗Unlicensed
vpsearch (🥉7 · ⭐ 29 · 💀) - C library for finding nearest (most similar) element in a set. ❗Unlicensed
REnforce (🥉7 · ⭐ 21 · 💀) - Reinforcement learning library written in Rust. ❗Unlicensed
revonet (🥉7 · ⭐ 20 · 💀) - Rust implementation of real-coded GA for solving optimization.. ❗️GPL-3.0
crfsuite-rs (🥉7 · ⭐ 19 · 💀) - Rust binding to crfsuite. MIT
craftml-rs (🥉7 · ⭐ 15 · 💀) - A Rust implementation of CRAFTML, an Efficient Clustering-based.. MIT
fann-rs (🥉7 · ⭐ 14 · 💀) - Rust wrapper for the Fast Artificial Neural Network library. ❗️LGPL-3.0
batched-fn (🥉7 · ⭐ 14 · 💀) - Rust server plugin for deploying deep learning models with.. Apache-2
drug (🥉7 · ⭐ 13 · 💀) - Differentiable Rust Graphs (neural network library). MIT
bayespam (🥉7 · ⭐ 9 · 💀) - A simple bayesian spam classifier written in Rust. MIT
hwt (🥉7 · ⭐ 7 · 💀) - Hamming Weight Tree from the paper Online Nearest Neighbor Search in Hamming.. MIT
rust-hf-hub-loader (🥉6 · ⭐ 3 · 💀) - Apache-2

Text Data & NLP

Libraries for processing, cleaning, manipulating, and analyzing text data as well as for diverse NLP tasks.

aho-corasick (🥇22 · ⭐ 760) - A fast implementation of Aho-Corasick in Rust. Unlicense

GitHub (👨‍💻 29 · 🔀 75 · 📦 330K · ⏱️ 21.04.2023):
```
 git clone https://github.com/BurntSushi/aho-corasick
```

memchr (🥇22 · ⭐ 480 · 💤) - Optimized string search routines for Rust. Unlicense

GitHub (👨‍💻 34 · 🔀 69 · 📦 420K · 📋 51 - 17% open · ⏱️ 14.07.2022):
```
 git clone https://github.com/BurntSushi/memchr
```

tiktoken (🥇21 · ⭐ 4.3K · 🐣) - tiktoken is a fast BPE tokeniser for use with OpenAI's models. MIT

GitHub (👨‍💻 9 · 🔀 220 · 📦 6.8K · 📋 88 - 15% open · ⏱️ 24.04.2023):
```
 git clone https://github.com/openai/tiktoken
```

tokenizers (🥇20 · ⭐ 6.9K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 67 · 🔀 560 · 📦 58 · 📋 760 - 31% open · ⏱️ 19.04.2023):
```
 git clone https://github.com/huggingface/tokenizers
```

whatlang-rs (🥇20 · ⭐ 840 · 📉) - Natural language detection library for Rust. Try demo online:.. MIT

GitHub (👨‍💻 23 · 🔀 56 · 📦 1.4K · 📋 53 - 13% open · ⏱️ 10.12.2022):
```
 git clone https://github.com/greyblake/whatlang-rs
```

grex (🥇19 · ⭐ 6K) - A command-line tool and Rust library for generating regular expressions.. Apache-2

GitHub (👨‍💻 9 · 🔀 140 · 📥 25K · 📦 150 · 📋 46 - 15% open · ⏱️ 03.01.2023):
```
 git clone https://github.com/pemistahl/grex
```

rust-bert (🥇19 · ⭐ 1.7K) - Rust native ready-to-use NLP pipelines and transformer-based.. Apache-2

GitHub (👨‍💻 33 · 🔀 130 · 📦 330 · 📋 150 - 16% open · ⏱️ 01.05.2023):
```
 git clone https://github.com/guillaume-be/rust-bert
```

fancy-regex (🥈18 · ⭐ 330) - Rust library for regular expressions using fancy features like look-.. MIT

GitHub (👨‍💻 18 · 🔀 27 · 📦 7.1K · 📋 31 - 22% open · ⏱️ 20.01.2023):
```
 git clone https://github.com/fancy-regex/fancy-regex
```

lindera (🥈18 · ⭐ 280) - A morphological analysis library. MIT

GitHub (👨‍💻 13 · 🔀 31 · 📥 550 · 📦 710 · 📋 72 - 12% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/lindera-morphology/lindera
```

sudachi.rs (🥈17 · ⭐ 220) - Sudachi in Rust and new generation of SudachiPy. Apache-2

GitHub (👨‍💻 7 · 🔀 23 · 📥 120 · 📦 550 · 📋 130 - 21% open · ⏱️ 15.02.2023):
```
 git clone https://github.com/WorksApplications/sudachi.rs
```

lingua-rs (🥈16 · ⭐ 620) - The most accurate natural language detection library for Rust,.. Apache-2

GitHub (👨‍💻 6 · 🔀 22 · 📦 71 · 📋 34 - 23% open · ⏱️ 27.04.2023):
```
 git clone https://github.com/pemistahl/lingua-rs
```

rust-tokenizers (🥈16 · ⭐ 200) - Rust-tokenizer offers high-performance tokenizers for.. Apache-2

GitHub (👨‍💻 5 · 🔀 17 · 📦 350 · 📋 7 - 14% open · ⏱️ 15.04.2023):
```
 git clone https://github.com/guillaume-be/rust-tokenizers
```

nnsplit (🥈15 · ⭐ 300 · 📈) - Semantic text segmentation. For sentence boundary detection, compound.. MIT

GitHub (👨‍💻 6 · 🔀 22 · 📦 9 · 📋 32 - 34% open · ⏱️ 05.03.2023):
```
 git clone https://github.com/bminixhofer/nnsplit
```

tokenizations (🥈13 · ⭐ 160 · 💤) - Robust and Fast tokenizations alignment library for Rust and.. MIT

GitHub (👨‍💻 4 · 🔀 17 · ⏱️ 18.07.2022):

 git clone https://github.com/explosion/tokenizations

llama-rs (🥈12 · ⭐ 2.8K · 🐣) - Run LLaMA inference on CPU, with Rust. Apache-2

GitHub (👨‍💻 23 · 🔀 130 · 📋 85 - 31% open · ⏱️ 01.05.2023):
```
 git clone https://github.com/rustformers/llama-rs
```

Show 41 hidden projects...

nlprule (🥈17 · ⭐ 520 · 💀) - A fast, low-resource Natural Language Processing and Text.. Apache-2
rs-natural (🥈15 · ⭐ 220 · 💀) - Natural Language Processing for Rust. MIT
snips-nlu-rs (🥈14 · ⭐ 330 · 💀) - Snips NLU rust implementation. ❗Unlicensed
rust-stemmers (🥈14 · ⭐ 87 · 💀) - A rust implementation of some popular snowball stemming.. MIT
levenshtein-automata (🥈14 · ⭐ 52 · 💀) - MIT
rust-stop-words (🥈14 · ⭐ 12 · 📈) - Common stop words in a variety of languages. MIT
ungoliant (🥈13 · ⭐ 96 · 📉) - The pipeline for the OSCAR corpus. Apache-2
rustling (🥈13 · ⭐ 73 · 💀) - Rust implementation of Duckling. ❗Unlicensed
rustling-ontology (🥈12 · ⭐ 120 · 💀) - Ontology for rustling. ❗Unlicensed
rustfst (🥉11 · ⭐ 120) - Rust re-implementation of OpenFST - library for constructing,.. ❗Unlicensed
finalfrontier (🥉11 · ⭐ 81 · 💀) - Context-sensitive word embeddings with subwords. In.. ❗Unlicensed
snips-nlu-ontology (🥉11 · ⭐ 59 · 💀) - Ontology of Snips NLU. ❗Unlicensed
word2vec (🥉11 · ⭐ 25 · 💀) - Rust interface to word2vec. MIT
spm_precompiled (🥉11 · ⭐ 13 · 💤) - Highly specialized crate to parse and use.. Apache-2
srx (🥉11 · ⭐ 4 · 💀) - A mostly compliant Rust implementation of the Segmentation Rules.. Apache-2
deduplicate-text-datasets (🥉10 · ⭐ 520 · 💤) - Apache-2
vtext (🥉10 · ⭐ 140 · 💀) - Simple NLP in Rust with Python bindings. Apache-2
finalfusion-rust (🥉10 · ⭐ 61 · 💀) - finalfusion embeddings in Rust. ❗Unlicensed
syntaxdot (🥉10 · ⭐ 54 · 📈) - Neural syntax annotator, supporting sequence labeling,.. ❗Unlicensed
rust-sbert (🥉10 · ⭐ 48) - Rust port of sentence-transformers.. Apache-2
sentencepiece (🥉10 · ⭐ 10) - Rust binding for the sentencepiece library. ❗Unlicensed
rllama (🥉9 · ⭐ 370 · 🐣) - Rust+OpenCL+AVX2 implementation of LLaMA inference code. ❗️AGPL-3.0
dpar (🥉9 · ⭐ 41 · 💀) - Neural network transition-based dependency parser (in Rust). Apache-2
chr (🥉9 · ⭐ 36 · 💀) - A command-line tool that gives information about Unicode characters. Apache-2
deepfrog (🥉9 · ⭐ 17 · 💀) - An NLP-suite powered by deep learning. ❗️GPL-3.0
gazetteer-entity-parser (🥉9 · ⭐ 15 · 💀) - Rust library for parsing and resolving entity values.. ❗Unlicensed
rust-tfidf (🥉9 · ⭐ 15 · 💀) - Apache-2
snips-nlu-parsers (🥉9 · ⭐ 14 · 💀) - Rust crate for entity parsing. ❗Unlicensed
fasttext-rs (🥉8 · ⭐ 46) - fastText Rust binding. ❗Unlicensed
treebender (🥉8 · ⭐ 32) - A HDPSG-inspired symbolic natural language parser written in Rust. MIT
sticker (🥉8 · ⭐ 25 · 💀) - Succeeded by SyntaxDot: https://github.com/tensordot/syntaxdot. ❗Unlicensed
lumberjack (🥉8 · ⭐ 10 · 💀) - Read and modify constituency trees in Rust. Apache-2
awabi (🥉8 · ⭐ 9 · 💀) - A morphological analyzer using mecab dictionary. MIT
alpino-tokenizer (🥉7 · ⭐ 3 · 💤) - Rust wrapper for the Alpino tokenizer. ❗Unlicensed
seqalign (🥉7 · ⭐ 1 · 💤) - Sequence alignments. Apache-2
word2vec-rs (🥉6 · ⭐ 55 · 💀) - pure rust implemention of word2vec. ❗Unlicensed
blingfire-rs (🥉5 · ⭐ 15 · 💀) - Rust wrapper for the BlingFire tokenization library. MIT
wordpieces (🥉5 · ⭐ 3 · 💤) - Split tokens into word pieces. ❗Unlicensed
misspeller (🥉5 · ⭐ 2 · 💀) - Take correctly spelled words and return common spelling mistakes. Apache-2
rustberta-snli (🥉4 · ⭐ 11 · 💀) - A Rust implementation of a RoBERTa classification.. ❗Unlicensed
ohnomore (🥉4 · 💤) - Explorations in lemmatization. ❗Unlicensed

Image Data

Libraries for image & video processing, manipulation, augmentation, and visualization as well as libraries for computer vision.

opencv-rust (🥇21 · ⭐ 1.4K) - Rust bindings for OpenCV 3 & 4. MIT

GitHub (👨‍💻 37 · 🔀 120 · 📦 960 · 📋 380 - 8% open · ⏱️ 20.04.2023):
```
 git clone https://github.com/twistedfall/opencv-rust
```

imageproc (🥈19 · ⭐ 560) - Image processing operations. MIT

GitHub (👨‍💻 62 · 🔀 120 · 📦 2.9K · 📋 180 - 38% open · ⏱️ 22.02.2023):
```
 git clone https://github.com/image-rs/imageproc
```

rerun (🥈18 · ⭐ 2.1K · 📈) - Log images, point clouds, etc, and visualize them effortlessly... Apache-2

GitHub (👨‍💻 17 · 🔀 89 · 📥 170 · 📦 10 · 📋 680 - 39% open · ⏱️ 28.04.2023):
```
 git clone https://github.com/rerun-io/rerun
```

texture-synthesis (🥈17 · ⭐ 1.7K) - Example-based texture synthesis written in Rust. Apache-2

GitHub (👨‍💻 19 · 🔀 74 · 📥 3.5K · 📦 110 · 📋 49 - 22% open · ⏱️ 22.01.2023):
```
 git clone https://github.com/EmbarkStudios/texture-synthesis
```

Show 7 hidden projects...

cgmath (🥇21 · ⭐ 1K · 💀) - A linear algebra and mathematics library for computer graphics. Apache-2
rustface (🥉16 · ⭐ 340 · 💀) - Face detection library for the Rust programming language. ❗Unlicensed
rust-cv-convert (🥉12 · ⭐ 30) - Type conversion among popular Rust computer vision libraries. MIT
cv (🥉11 · ⭐ 500 · 💤) - Rust CV mono-repo. Contains pure-Rust dependencies which attempt to.. ❗Unlicensed
visual-odometry-rs (🥉9 · ⭐ 43 · 💀) - Visual Odometry in Rust (vors). MPL-2.0
visionmagic (🥉9 · ⭐ 43 · 💀) - Collection of vision & graphics algorithms. ❗Unlicensed
image-ssd (🥉6 · ⭐ 3 · 💀) - A Rust library for object detection via SSD MobileNet. MIT

Data Loading & Extraction

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

vector (🥇32 · ⭐ 13K) - A high-performance observability data pipeline. MPL-2.0

GitHub (👨‍💻 320 · 🔀 1K · 📥 520K · 📦 1K · 📋 6.6K - 22% open · ⏱️ 29.04.2023):
```
 git clone https://github.com/timberio/vector
```

rayon (🥇26 · ⭐ 8.5K) - Rayon: A data parallelism library for Rust. Apache-2

GitHub (👨‍💻 140 · 🔀 400 · 📦 180K · 📋 480 - 29% open · ⏱️ 14.03.2023):
```
 git clone https://github.com/rayon-rs/rayon
```

arrow-rs (🥈24 · ⭐ 1.6K) - Official Rust implementation of Apache Arrow. Apache-2

GitHub (👨‍💻 410 · 🔀 400 · 📦 5.7K · 📋 1.8K - 14% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/apache/arrow-rs
```

polars (🥈23 · ⭐ 17K · 📉) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT

GitHub (👨‍💻 210 · 🔀 860 · 📦 1.7K · 📋 3.7K - 18% open · ⏱️ 01.05.2023):
```
 git clone https://github.com/ritchie46/polars
```

rust-csv (🥈23 · ⭐ 1.4K) - A CSV parser for Rust, with Serde support. Unlicense

GitHub (👨‍💻 51 · 🔀 190 · 📦 69K · 📋 200 - 23% open · ⏱️ 13.03.2023):
```
 git clone https://github.com/BurntSushi/rust-csv
```

synth (🥈22 · ⭐ 1.1K) - The Declarative Data Generator. Apache-2

GitHub (👨‍💻 29 · 🔀 80 · 📥 6.2K · 📦 110 · 📋 150 - 47% open · ⏱️ 11.03.2023):
```
 git clone https://github.com/openquery-io/synth
```

fst (🥈21 · ⭐ 1.6K) - Represent large sets and maps compactly with finite state transducers. Unlicense

GitHub (👨‍💻 25 · 🔀 98 · 📦 9.9K · 📋 79 - 26% open · ⏱️ 12.03.2023):
```
 git clone https://github.com/BurntSushi/fst
```

arrow (🥈20 · ⭐ 12K) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2

GitHub (👨‍💻 1.1K · 🔀 2.7K · 📦 100 · 📋 21K - 16% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/apache/arrow
```

arrow-datafusion (🥈20 · ⭐ 3.6K) - Apache Arrow DataFusion SQL Query Engine. Apache-2

GitHub (👨‍💻 420 · 🔀 580 · 📦 2.1K · 📋 2.7K - 24% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/apache/arrow-datafusion
```

delta-rs (🥉18 · ⭐ 1K · ➕) - A native Rust library for Delta Lake, with bindings into Python. Apache-2

GitHub (👨‍💻 80 · 🔀 190 · 📦 160 · 📋 470 - 33% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/delta-io/delta-rs
```

lance (🥉16 · ⭐ 1.5K) - Modern columnar data format for ML implemented in Rust. Convert from.. Apache-2

GitHub (👨‍💻 16 · 🔀 56 · 📦 9 · 📋 260 - 25% open · ⏱️ 01.05.2023):
```
 git clone https://github.com/eto-ai/lance
```

arroyo (🥉12 · ⭐ 1.5K · 🐣) - Distributed stream processing engine in Rust. Apache-2

GitHub (👨‍💻 5 · 🔀 78 · 📋 33 - 48% open · ⏱️ 29.04.2023):
```
 git clone https://github.com/ArroyoSystems/arroyo
```

kafka-delta-ingest (🥉11 · ⭐ 210 · ➕) - A highly efficient daemon for streaming data from.. Apache-2

GitHub (👨‍💻 7 · 🔀 38 · 📋 42 - 45% open · ⏱️ 19.04.2023):
```
 git clone https://github.com/delta-io/kafka-delta-ingest
```

Show 7 hidden projects...

datafuse (🥉18 · ⭐ 5.9K) - A modern cloud data warehouse focusing on reducing cost and.. ❗Unlicensed
datafrog (🥉17 · ⭐ 720 · 💀) - A lightweight Datalog engine in Rust. Apache-2
rust-tfrecord (🥉12 · ⭐ 23 · 💤) - A Rust crate that reads and writes tfrecord files. MIT
rust-dataframe (🥉10 · ⭐ 280 · 💀) - A Rust DataFrame implementation, built on Apache Arrow. Apache-2
flaco (🥉8 · ⭐ 14 · 💤) - (PoC) A very memory-efficient way to read data from PostgreSQL. Unlicense
tch-serde (🥉8 · ⭐ 4 · 💀) - Serialize/Deserialize tch-rs types with serde. MIT
NewsAggregator (🥉7 · ⭐ 5 · 💀) - A fast, searchable, knowledge engine using various machine.. Apache-2

Graph Data

Libraries for graph processing, clustering, embedding, and machine learning tasks.

petgraph (🥇25 · ⭐ 2.1K) - Graph data structure library for Rust. Apache-2

GitHub (👨‍💻 98 · 🔀 240 · 📦 85K · 📋 250 - 45% open · ⏱️ 07.04.2023):
```
 git clone https://github.com/petgraph/petgraph
```

GraphScope (🥈16 · ⭐ 2.4K) - GraphScope: A One-Stop Large-Scale Graph Computing System from.. Apache-2

GitHub (👨‍💻 51 · 🔀 260 · 📥 60 · 📋 1.1K - 19% open · ⏱️ 28.04.2023):
```
 git clone https://github.com/alibaba/GraphScope
```

Show 3 hidden projects...

graph-rs (🥈16 · ⭐ 73) - Microsoft Graph API client writen in Rust. MIT
graphlib (🥉15 · ⭐ 180 · 💀) - Simple but powerful graph library for Rust. MIT
propagon (🥉5 · ⭐ 5 · 💤) - Fast, large scale library for computing rankings and features.. ❗Unlicensed

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

Show 1 hidden projects...

eval-metrics (🥇8 · ⭐ 7 · 💤) - Evaluation metrics for machine learning. ❗Unlicensed

MLOps

Libraries to design workflows, deploy, test, and maintain machine learning pipelines.

mosec (🥇16 · ⭐ 460 · ➕) - A high-performance serving framework for ML models, offers dynamic.. Apache-2

GitHub (👨‍💻 9 · 🔀 33 · 📦 10 · 📋 71 - 19% open · ⏱️ 29.04.2023):
```
 git clone https://github.com/mosecorg/mosec
```

Show 1 hidden projects...

h2o-kubernetes (🥉7 · ⭐ 17 · 💀) - H2O Open Source Kubernetes operator and a command-line.. Apache-2

Applications

ML, NLP, or relevant applications.

MeiliSearch (🥇23 · ⭐ 36K) - A lightning-fast search engine that fits effortlessly into your apps,.. MIT

GitHub (👨‍💻 150 · 🔀 1.3K · 📥 92K · 📋 1.5K - 8% open · ⏱️ 27.04.2023):
```
 git clone https://github.com/meilisearch/MeiliSearch
```

ChatGPT (🥇23 · ⭐ 34K · 🐣) - ChatGPT Desktop Application (Mac, Windows and Linux). ❗️AGPL-3.0

GitHub (👨‍💻 27 · 🔀 3.6K · 📥 2.3M · 📋 620 - 56% open · ⏱️ 28.03.2023):
```
 git clone https://github.com/lencx/ChatGPT
```

tantivy (🥈22 · ⭐ 8K) - Tantivy is a full-text search engine library inspired by Apache Lucene and.. MIT

GitHub (👨‍💻 120 · 🔀 470 · 📦 1.1K · 📋 840 - 26% open · ⏱️ 01.05.2023):
```
 git clone https://github.com/tantivy-search/tantivy
```

qdrant (🥈20 · ⭐ 6.5K) - Qdrant - Vector Database for the next generation of AI applications... Apache-2

GitHub (👨‍💻 44 · 🔀 300 · 📋 470 - 13% open · ⏱️ 27.04.2023):
```
 git clone https://github.com/qdrant/qdrant
```

sonic (🥈19 · ⭐ 18K · 📉) - Fast, lightweight & schema-less search backend. An alternative to.. MPL-2.0

GitHub (👨‍💻 36 · 🔀 510 · 📋 260 - 23% open · ⏱️ 08.01.2023):
```
 git clone https://github.com/valeriansaliou/sonic
```

chat-ai-desktop (🥈19 · ⭐ 1.7K · 🐣) - Unofficial ChatGPT desktop app for Mac & Windows menubar.. MIT

GitHub (👨‍💻 6 · 🔀 160 · 📥 12K · 📋 43 - 58% open · ⏱️ 20.03.2023):
```
 git clone https://github.com/sonnylazuardi/chat-ai-desktop
```

milli (🥈19 · ⭐ 460) - Search engine library for Meilisearch. MIT

GitHub (👨‍💻 40 · 🔀 87 · 📦 510 · ⏱️ 04.04.2023):
```
 git clone https://github.com/meilisearch/milli
```

weggli (🥉16 · ⭐ 2.1K) - weggli is a fast and robust semantic search tool for C and C++.. Apache-2

GitHub (👨‍💻 9 · 🔀 110 · 📦 84 · 📋 54 - 50% open · ⏱️ 06.12.2022):
```
 git clone https://github.com/googleprojectzero/weggli
```

bayard (🥉16 · ⭐ 1.8K · 💤) - A full-text search and indexing server written in Rust. MIT

GitHub (👨‍💻 13 · 🔀 66 · 📥 7 · 📦 18 · 📋 47 - 14% open · ⏱️ 11.10.2022):
```
 git clone https://github.com/bayard-search/bayard
```

lnx (🥉15 · ⭐ 870) - Insanely fast, Feature-rich searching. lnx is the adaptable, typo tollerant.. MIT

GitHub (👨‍💻 5 · 🔀 33 · 📋 72 - 45% open · ⏱️ 13.04.2023):
```
 git clone https://github.com/lnx-search/lnx
```

Toshi (🥉14 · ⭐ 3.9K) - A full-text search engine in rust. MIT

GitHub (👨‍💻 19 · 🔀 120 · 📋 120 - 10% open · ⏱️ 04.01.2023):
```
 git clone https://github.com/toshi-search/Toshi
```

erdos (🥉14 · ⭐ 170 · 💤) - Dataflow system for building self-driving car and robotics.. Apache-2

GitHub (👨‍💻 10 · 🔀 35 · 📦 7 · 📋 43 - 27% open · ⏱️ 27.08.2022):
```
 git clone https://github.com/erdos-project/erdos
```

Show 6 hidden projects...

zombodb (🥈20 · ⭐ 4.3K) - Making Postgres and Elasticsearch work together like it's 2023. ❗Unlicensed
quickwit (🥈19 · ⭐ 3.4K) - Sub-second search & analytics engine on cloud storage. ❗Unlicensed
hora-hora (🥉13 · ⭐ 2.4K · 💀) - efficient approximate nearest neighbor search algorithm.. Apache-2
opentau (🥉9 · ⭐ 50 · ➕) - Using Code Language Models for Gradual Type Inference. Apache-2
voy (🥉7 · ⭐ 130 · 🐣) - A WASM vector similarity search written in Rust. Apache-2
llamacord (🥉7 · ⭐ 38 · 🐣) - A Discord bot, written in Rust, that generates responses using.. ❗️GPL-3.0

Analysis

Libraries for analyzing data.

Show 1 hidden projects...

vega (🥇16 · ⭐ 2.2K · 💀) - A new arguably faster implementation of Apache Spark from scratch in.. Apache-2

Other

Other libraries useful for ML.

Rust-CUDA (🥇18 · ⭐ 2.3K · 💤) - Ecosystem of libraries and tools for writing and executing.. Apache-2

GitHub (👨‍💻 11 · 🔀 84 · 📦 84 · 📋 62 - 70% open · ⏱️ 01.07.2022):
```
 git clone https://github.com/RDambrosio016/Rust-CUDA
```

Show 1 hidden projects...

zkml (🥉6 · ⭐ 180 · 🐣) - ❗️AGPL-3.0

Related Resources

Awesome-Rust-MachineLearning: This repository is a list of machine learning libraries written in Rust.
best-of-ml-python: A ranked list of awesome machine learning Python libraries.
best-of-ml-julia: A ranked list of awesome machine learning Julia libraries.

Contribution

Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.

If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.

For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.

e-tornike/best-of-ml-rust

e-tornike

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Repository Details

best-of-ml-rust

Contents

Explanation

Machine Learning Frameworks

Text Data & NLP

Image Data

Data Loading & Extraction

Graph Data

Model Interpretability

MLOps

Applications

Analysis

Other

Related Resources

Contribution

License

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