best-of-ml-rust

🏆 A ranked list of awesome machine learning Rust libraries.

This curated list contains 180 awesome open-source projects with a total of 170K 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 54 projects
Image Data 10 projects
Data Loading & Extraction 16 projects
Graph Data 4 projects
Model Interpretability 1 projects
MLOps 1 projects
Applications 13 projects
Analysis 1 projects
Other 1 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.

rusoto (🥇20 · ⭐ 2.5K · 📈) - AWS SDK for Rust. MIT

GitHub (👨‍💻 190 · 🔀 390 · 📋 890 - 23% open · ⏱️ 26.07.2021):
```
 git clone https://github.com/rusoto/rusoto
```

tvm (🥇19 · ⭐ 7.6K) - Open deep learning compiler stack for cpu, gpu and specialized.. Apache-2

GitHub (👨‍💻 680 · 🔀 2.2K · 📥 860 · 📋 2.1K - 9% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/apache/tvm
```

nalgebra (🥇18 · ⭐ 2.5K) - Linear algebra library for Rust. Apache-2

GitHub (👨‍💻 160 · 🔀 310 · 📋 530 - 38% open · ⏱️ 09.01.2022):
```
 git clone https://github.com/dimforge/nalgebra
```

rust (🥇16 · ⭐ 3.5K) - Rust language bindings for TensorFlow. Apache-2

GitHub (👨‍💻 42 · 🔀 290 · 📋 150 - 27% open · ⏱️ 17.01.2022):
```
 git clone https://github.com/tensorflow/rust
```

statrs (🥇16 · ⭐ 310) - Statistical computation library for Rust. MIT

GitHub (👨‍💻 22 · 🔀 42 · 📋 100 - 23% open · ⏱️ 21.01.2022):
```
 git clone https://github.com/boxtown/statrs
```

xaynet (🥇16 · ⭐ 170) - Xaynet represents an agnostic Federated Machine Learning framework to.. Apache-2

GitHub (👨‍💻 28 · 🔀 20 · 📋 31 - 12% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/xaynetwork/xaynet
```

rust-numpy (🥈15 · ⭐ 570) - PyO3-based Rust binding of NumPy C-API. BSD-2

GitHub (👨‍💻 34 · 🔀 66 · 📋 88 - 12% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/PyO3/rust-numpy
```

ballista (🥈14 · ⭐ 2.3K · 💤) - Distributed compute platform implemented in Rust, and powered.. Apache-2

GitHub (👨‍💻 37 · 🔀 140 · ⏱️ 20.04.2021):

 git clone https://github.com/ballista-compute/ballista

granne (🥈14 · ⭐ 260 · 💤) - Graph-based Approximate Nearest Neighbor Search. MIT

GitHub (👨‍💻 6 · 🔀 22 · 📋 14 - 35% open · ⏱️ 19.05.2021):
```
 git clone https://github.com/granne/granne
```

rust-autograd (🥈13 · ⭐ 360) - Tensors and differentiable operations (like TensorFlow) in Rust. MIT

GitHub (👨‍💻 14 · 🔀 26 · 📋 32 - 3% open · ⏱️ 27.11.2021):
```
 git clone https://github.com/raskr/rust-autograd
```

azure-sdk-for-rust (🥈12 · ⭐ 220) - This repository is for active development of the.. MIT

GitHub (👨‍💻 79 · 🔀 96 · 📋 240 - 40% open · ⏱️ 21.01.2022):
```
 git clone https://github.com/Azure/azure-sdk-for-rust
```

hora (🥈11 · ⭐ 2.1K · 📉) - efficient approximate nearest neighbor search algorithm collections.. Apache-2

GitHub (👨‍💻 6 · 🔀 41 · 📋 23 - 60% open · ⏱️ 23.10.2021):
```
 git clone https://github.com/hora-search/hora
```

smartcore (🥈11 · ⭐ 210) - SmartCore is a comprehensive library for machine learning and.. Apache-2

GitHub (👨‍💻 16 · 🔀 28 · 📋 51 - 58% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/smartcorelib/smartcore
```

neuronika (🥉10 · ⭐ 620) - Tensors and dynamic neural networks in pure Rust. MPL-2.0

GitHub (👨‍💻 2 · 🔀 25 · 📋 31 - 22% open · ⏱️ 19.01.2022):
```
 git clone https://github.com/neuronika/neuronika
```

L2 (🥉10 · ⭐ 140 · 💤) - l2 is a fast, Pytorch-style Tensor+Autograd library written in Rust. MIT

GitHub (🔀 15 · ⏱️ 04.02.2021):

 git clone https://github.com/bilal2vec/L2

orkhon (🥉10 · ⭐ 110 · 💤) - Orkhon: ML Inference Framework and Server Runtime. MIT

GitHub (🔀 3 · 📋 7 - 57% open · ⏱️ 01.02.2021):
```
 git clone https://github.com/vertexclique/orkhon
```

Show 64 hidden projects...

weld (🥇17 · ⭐ 2.7K · 💀) - High-performance runtime for data analytics applications. BSD-3
tract (🥇16 · ⭐ 1.2K) - Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference. ❗Unlicensed
linfa (🥈15 · ⭐ 1.4K) - A Rust machine learning framework. ❗Unlicensed
rain (🥈15 · ⭐ 670 · 💀) - Framework for large distributed pipelines. MIT
rusty-machine (🥈13 · ⭐ 1.2K · 💀) - Machine Learning library for Rust. MIT
juice (🥈13 · ⭐ 870) - The Hacker's Machine Learning Engine. ❗Unlicensed
rustlearn (🥈13 · ⭐ 510 · 💀) - Machine learning crate for Rust. Apache-2
leaf (🥈12 · ⭐ 5.5K · 💀) - Open Machine Intelligence Framework for Hackers. (GPU/CPU). ❗Unlicensed
evcxr (🥈12 · ⭐ 2.9K) - Apache-2
Enzyme (🥈12 · ⭐ 660) - High-performance automatic differentiation of LLVM. ❗Unlicensed
argmin (🥈12 · ⭐ 380) - Mathematical optimization in pure Rust. ❗Unlicensed
cleora (🥈12 · ⭐ 360) - Cleora AI is a general-purpose model for efficient, scalable.. ❗Unlicensed
gap_statistic (🥈12 · ⭐ 120 · 💤) - Dynamically get the suggested clusters in the data.. ❗Unlicensed
rsrl (🥈12 · ⭐ 120 · 💀) - A fast, safe and easy to use reinforcement learning framework in Rust. MIT
gym-rs (🥈12 · ⭐ 38 · 💀) - OpenAI Gym bindings for Rust. MIT
pyrus-cramjam (🥈12 · ⭐ 34) - Thin Python wrapper to de/compression algorithms in Rust -.. MIT
tch-rs (🥈11 · ⭐ 1.4K) - Rust bindings for the C++ api of PyTorch. ❗Unlicensed
sprs (🥈11 · ⭐ 270) - sparse linear algebra library for rust. ❗Unlicensed
autograph (🥈11 · ⭐ 180) - Machine Learning Library for Rust. ❗Unlicensed
faiss-rs (🥈11 · ⭐ 56) - Rust language bindings for Faiss. ❗Unlicensed
RustNN (🥉10 · ⭐ 300 · 💀) - A neural network crate. Apache-2
Peroxide (🥉10 · ⭐ 260 · 💤) - Rust numeric library with R, MATLAB & Python syntax. ❗Unlicensed
deeplearn-rs (🥉10 · ⭐ 190 · 💀) - Neural networks in Rust. MIT
onnxruntime-rs (🥉10 · ⭐ 110) - Rust wrapper for Microsoft's ONNX Runtime (version.. ❗Unlicensed
torchrs (🥉10 · ⭐ 72 · 💀) - Deep Learning in Rust with the PyTorch API. BSD-2
kodama (🥉10 · ⭐ 55) - Fast hierarchical agglomerative clustering in Rust. MIT
ffsvm-rust (🥉10 · ⭐ 48 · 💀) - FFSVM stands for Really Fast Support Vector Machine. MIT
black-jack (🥉10 · ⭐ 28 · 💤) - DataFrame / Series data processing in Rust. ❗️GPL-3.0
rustdef (🥉10 · ⭐ 16) - Jupyter extension for Rust. MIT
instant-distance (🥉9 · ⭐ 120) - Fast approximate nearest neighbor searching in Rust, based.. Apache-2
tflite-rs (🥉9 · ⭐ 58 · 💤) - ❗Unlicensed
NeuroFlow (🥉9 · ⭐ 58 · 💀) - Awesome deep learning crate. MIT
rustml (🥉9 · ⭐ 48 · 💀) - Machine learning in Rust. ❗Unlicensed
bhtsne (🥉9 · ⭐ 40) - Parallel Barnes-Hut t-SNE implementation written in Rust. MIT
rurel (🥉9 · ⭐ 37 · 💤) - Flexible, reusable reinforcement learning (Q learning) implementation.. MPL-2.0
RusticSOM (🥉9 · ⭐ 22 · 💀) - Rust library for Self Organising Maps (SOM). MIT
kdtree-rs (🥉8 · ⭐ 120 · 💤) - K-dimensional tree in Rust for fast geospatial indexing and.. ❗Unlicensed
alumina (🥉8 · ⭐ 91) - A deep learning library for rust. ❗Unlicensed
hal (🥉8 · ⭐ 83 · 💀) - Rust based Cross-GPU Machine Learning. MIT
tractjs (🥉8 · ⭐ 64) - Run ONNX and TensorFlow inference in the browser. ❗Unlicensed
cogent (🥉8 · ⭐ 33 · 📈) - Simple neural network library for classification written in Rust. ❗Unlicensed
rust-dl-webserver (🥉8 · ⭐ 21) - Example of serving deep learning models in Rust with.. ❗Unlicensed
ngt-rs (🥉8 · ⭐ 12) - Rust wrappers for NGT approximate nearest neighbor search. Apache-2
rstats (🥉8 · ⭐ 4) - Rust Statistics and Vector Algebra Library. Apache-2
gamma (🥉7 · ⭐ 110 · 💤) - A graph library for Rust. ❗Unlicensed
fwumious_wabbit (🥉7 · ⭐ 110) - Fwumious Wabbit, fast on-line machine learning toolkit.. ❗Unlicensed
hnsw (🥉7 · ⭐ 77) - HNSW ANN from the paper Efficient and robust approximate nearest neighbor search.. MIT
crfsuite-rs (🥉7 · ⭐ 17 · 💤) - Rust binding to crfsuite. MIT
craftml-rs (🥉7 · ⭐ 14 · 💀) - A Rust implementation of CRAFTML, an Efficient Clustering-based.. MIT
drug (🥉7 · ⭐ 12 · 💀) - Differentiable Rust Graphs (neural network library). MIT
hwt (🥉7 · ⭐ 7 · 💀) - Hamming Weight Tree from the paper Online Nearest Neighbor Search in Hamming.. MIT
liblinear-rs (🥉7 · ⭐ 7 · 💀) - Rust language bindings for the LIBLINEAR C/C++ library. MIT
petal-clustering (🥉7 · ⭐ 7) - DBSCAN and OPTICS clustering algorithms. Apache-2
batched-fn (🥉7 · ⭐ 4) - Rust middleware for serving deep learning models with batched.. Apache-2
reductive (🥉7 · ⭐ 2) - Vector quantization. Apache-2
rust-hf-hub-loader (🥉7 · ⭐ 2 · 🐣) - Apache-2
mushin (🥉6 · ⭐ 190 · 💤) - Compile-time creation of neural networks. ❗Unlicensed
prophet (🥉6 · ⭐ 41 · 💀) - A simple neural net implementation. ❗Unlicensed
vpsearch (🥉6 · ⭐ 26 · 💀) - C library for finding nearest (most similar) element in a set. ❗Unlicensed
cntk-rs (🥉6 · ⭐ 21 · 💀) - Wrapper around Microsoft CNTK library. ❗Unlicensed
revonet (🥉6 · ⭐ 17 · 💀) - Rust implementation of real-coded GA for solving optimization.. ❗️GPL-3.0
fann-rs (🥉6 · ⭐ 11 · 💀) - Rust wrapper for the Fast Artificial Neural Network library. ❗️LGPL-3.0
bayespam (🥉6 · ⭐ 5 · 💀) - A simple bayesian spam classifier written in Rust. MIT
REnforce (🥉5 · ⭐ 18 · 💀) - Reinforcement learning library written in Rust. ❗Unlicensed

Text Data & NLP

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

tokenizers (🥇21 · ⭐ 5.2K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 50 · 🔀 420 · 📦 40 · 📋 560 - 27% open · ⏱️ 17.01.2022):
```
 git clone https://github.com/huggingface/tokenizers
```

grex (🥇17 · ⭐ 5K) - A command-line tool and library for generating regular expressions from.. Apache-2

GitHub (👨‍💻 7 · 🔀 120 · 📥 7.8K · 📋 37 - 8% open · ⏱️ 19.01.2022):
```
 git clone https://github.com/pemistahl/grex
```

sudachi.rs (🥇17 · ⭐ 130 · 📈) - An official Sudachi clone in Rust. Apache-2

GitHub (👨‍💻 6 · 🔀 16 · 📥 74 · 📦 260 · 📋 110 - 16% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/WorksApplications/sudachi.rs
```

whatlang-rs (🥇15 · ⭐ 680) - Natural language detection library for Rust. Try demo online:.. MIT

GitHub (👨‍💻 17 · 🔀 39 · 📋 42 - 7% open · ⏱️ 02.01.2022):
```
 git clone https://github.com/greyblake/whatlang-rs
```

lindera (🥇14 · ⭐ 140) - A morphological analysis library. MIT

GitHub (👨‍💻 9 · 🔀 15 · 📥 9 · 📋 34 - 5% open · ⏱️ 28.12.2021):
```
 git clone https://github.com/lindera-morphology/lindera
```

rust-bert (🥈13 · ⭐ 830) - Rust native ready-to-use NLP pipelines and transformer-based.. Apache-2

GitHub (👨‍💻 14 · 🔀 63 · 📋 72 - 13% open · ⏱️ 29.12.2021):
```
 git clone https://github.com/guillaume-be/rust-bert
```

lingua-rs (🥈13 · ⭐ 380) - The most accurate natural language detection library for Rust,.. Apache-2

GitHub (👨‍💻 4 · 🔀 10 · 📋 16 - 31% open · ⏱️ 22.01.2022):
```
 git clone https://github.com/pemistahl/lingua-rs
```

nnsplit (🥈13 · ⭐ 230 · 📉) - Semantic text segmentation. For sentence boundary detection, compound.. MIT

GitHub (👨‍💻 4 · 🔀 15 · 📦 3 · 📋 28 - 35% open · ⏱️ 18.01.2022):
```
 git clone https://github.com/bminixhofer/nnsplit
```

tokenizations (🥈12 · ⭐ 120 · 📉) - Robust and Fast tokenizations alignment library for Rust and.. MIT

GitHub (👨‍💻 4 · 🔀 13 · ⏱️ 30.11.2021):

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

rust-tokenizers (🥈11 · ⭐ 110) - Rust-tokenizer offers high-performance tokenizers for.. Apache-2

GitHub (👨‍💻 3 · 🔀 14 · 📋 6 - 16% open · ⏱️ 19.01.2022):
```
 git clone https://github.com/guillaume-be/rust-tokenizers
```

fancy-regex (🥈10 · ⭐ 240) - Rust library for regular expressions using fancy features like look-.. MIT

GitHub (👨‍💻 17 · 🔀 20 · 📋 21 - 19% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/fancy-regex/fancy-regex
```

Show 43 hidden projects...

snips-nlu-rs (🥇14 · ⭐ 320 · 💀) - Snips NLU rust implementation. ❗Unlicensed
nlprule (🥈13 · ⭐ 370 · 💤) - A fast, low-resource Natural Language Processing and Text.. ❗Unlicensed
memchr (🥈12 · ⭐ 360) - Optimized string search routines for Rust. ❗Unlicensed
rustling-ontology (🥈12 · ⭐ 120 · 💀) - Ontology for rustling. ❗Unlicensed
ungoliant (🥈12 · ⭐ 36) - The pipeline for the OSCAR corpus. Apache-2
aho-corasick (🥈11 · ⭐ 530) - A fast implementation of Aho-Corasick in Rust. ❗Unlicensed
rs-natural (🥈11 · ⭐ 200 · 💀) - Natural Language Processing for Rust. MIT
finalfrontier (🥈11 · ⭐ 65) - Context-sensitive word embeddings with subwords. In Rust. ❗Unlicensed
snips-nlu-ontology (🥈11 · ⭐ 55 · 💀) - Ontology of Snips NLU. ❗Unlicensed
rust-stop-words (🥈11 · ⭐ 6) - Common stop words in a variety of languages. MIT
rustling (🥈10 · ⭐ 66 · 💀) - Rust implementation of Duckling. ❗Unlicensed
finalfusion-rust (🥈10 · ⭐ 46) - finalfusion embeddings in Rust. ❗Unlicensed
rust-stemmers (🥉9 · ⭐ 71 · 💤) - A rust implementation of some popular snowball stemming.. MIT
dpar (🥉9 · ⭐ 42 · 💀) - Neural network transition-based dependency parser (in Rust). Apache-2
levenshtein-automata (🥉9 · ⭐ 40) - MIT
rust-sbert (🥉9 · ⭐ 31 · 💀) - Rust port of sentence-transformers.. Apache-2
gazetteer-entity-parser (🥉9 · ⭐ 14 · 💀) - Rust library for parsing and resolving entity values.. ❗Unlicensed
snips-nlu-parsers (🥉9 · ⭐ 13 · 💀) - Rust crate for entity parsing. ❗Unlicensed
deduplicate-text-datasets (🥉8 · ⭐ 260 · 🐣) - Apache-2
vtext (🥉8 · ⭐ 120 · 💀) - Simple NLP in Rust with Python bindings. Apache-2
syntaxdot (🥉8 · ⭐ 32) - Neural syntax annotator, supporting sequence labeling,.. ❗Unlicensed
chr (🥉8 · ⭐ 29 · 💤) - A command-line tool that gives information about Unicode characters. Apache-2
sticker (🥉8 · ⭐ 26 · 💤) - Succeeded by SyntaxDot: https://github.com/tensordot/syntaxdot. ❗Unlicensed
treebender (🥉8 · ⭐ 23 · 💤) - A HDPSG-inspired symbolic natural language parser written in Rust. MIT
word2vec (🥉8 · ⭐ 20 · 💀) - Rust interface to word2vec. MIT
deepfrog (🥉8 · ⭐ 15 · 💤) - An NLP-suite powered by deep learning. ❗️GPL-3.0
awabi (🥉8 · ⭐ 8) - A morphological analyzer using mecab dictionary. MIT
rustfst (🥉7 · ⭐ 88) - Rust re-implementation of OpenFST - library for constructing,.. ❗Unlicensed
word2vec-rs (🥉7 · ⭐ 36) - pure rust implemention of word2vec. ❗Unlicensed
fasttext-rs (🥉7 · ⭐ 34) - fastText Rust binding. ❗Unlicensed
lumberjack (🥉7 · ⭐ 11 · 💀) - Read and modify constituency trees in Rust. Apache-2
spm_precompiled (🥉7 · ⭐ 11) - Highly specialized crate to parse and use.. Apache-2
sentencepiece (🥉7 · ⭐ 7 · 📈) - Rust binding for the sentencepiece library. ❗Unlicensed
alpino-tokenizer (🥉7 · ⭐ 3 · 💀) - Rust wrapper for the Alpino tokenizer. Apache-2
blingfire-rs (🥉5 · ⭐ 13 · 💀) - Rust wrapper for the BlingFire tokenization library. MIT
srx (🥉5 · ⭐ 4 · 💤) - A mostly compliant Rust implementation of the Segmentation Rules.. ❗Unlicensed
seqalign (🥉5 · ⭐ 1 · 💤) - Sequence alignments. Apache-2
rustberta-snli (🥉4 · ⭐ 12 · 💤) - A Rust implementation of a RoBERTa classification.. ❗Unlicensed
rust-tfidf (🥉4 · ⭐ 10 · 💤) - ❗Unlicensed
wordpieces (🥉4 · ⭐ 1) - Split tokens into word pieces. ❗Unlicensed
ohnomore (🥉4) - Explorations in lemmatization. ❗Unlicensed
aleph-alpha-tokenizer (🥉3 · ⭐ 6 · 💀) - A rustic language tokenizer library inspired by.. ❗Unlicensed
misspeller (🥉3 · 💀) - Take correctly spelled words and return common spelling mistakes. ❗Unlicensed

Image Data

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

cgmath (🥇15 · ⭐ 900) - A linear algebra and mathematics library for computer graphics. Apache-2

GitHub (👨‍💻 96 · 🔀 140 · 📋 170 - 31% open · ⏱️ 26.11.2021):
```
 git clone https://github.com/rustgd/cgmath
```

opencv-rust (🥈14 · ⭐ 840) - Rust bindings for OpenCV 3 & 4. MIT

GitHub (👨‍💻 31 · 🔀 77 · 📋 260 - 8% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/twistedfall/opencv-rust
```

imageproc (🥈14 · ⭐ 410) - Image processing operations. MIT

GitHub (👨‍💻 55 · 🔀 91 · 📋 160 - 35% open · ⏱️ 09.01.2022):
```
 git clone https://github.com/image-rs/imageproc
```

Show 7 hidden projects...

rustface (🥈13 · ⭐ 290) - Face detection library for the Rust programming language. ❗Unlicensed
texture-synthesis (🥉12 · ⭐ 1.5K) - Example-based texture synthesis written in Rust. ❗Unlicensed
cv (🥉9 · ⭐ 270) - Rust CV mono-repo. Contains pure-Rust dependencies which attempt to.. ❗Unlicensed
visionmagic (🥉9 · ⭐ 37) - Collection of vision & graphics algorithms. ❗Unlicensed
visual-odometry-rs (🥉9 · ⭐ 32 · 💀) - Visual Odometry in Rust (vors). MPL-2.0
rust-cv-convert (🥉9 · ⭐ 12) - Type conversion among popular Rust computer vision libraries. MIT
image-ssd (🥉5 · ⭐ 2 · 💀) - 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 (🥇25 · ⭐ 9K) - A high-performance observability data pipeline. MPL-2.0

GitHub (👨‍💻 190 · 🔀 680 · 📥 97K · 📋 4.9K - 35% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/timberio/vector
```

arrow (🥇24 · ⭐ 9K) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2

GitHub (👨‍💻 790 · 🔀 2.1K · 📦 61 · 📋 710 - 1% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/apache/arrow
```

synth (🥈19 · ⭐ 730) - The Declarative Data Generator. Apache-2

GitHub (👨‍💻 25 · 🔀 53 · 📥 1.8K · 📋 83 - 42% open · ⏱️ 21.01.2022):
```
 git clone https://github.com/openquery-io/synth
```

arrow-datafusion (🥈18 · ⭐ 1.6K) - Apache Arrow DataFusion and Ballista query engines. Apache-2

GitHub (👨‍💻 280 · 🔀 240 · 📋 870 - 40% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/apache/arrow-datafusion
```

polars (🥈17 · ⭐ 4.4K · 📉) - Fast multi-threaded DataFrame library in Rust | Python | Node.js. MIT

GitHub (👨‍💻 66 · 🔀 240 · 📦 2 · 📋 910 - 9% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/ritchie46/polars
```

datafuse (🥈17 · ⭐ 3.1K) - An elastic and reliable Serverless Data Warehouse, offers Blazing.. Apache-2

GitHub (👨‍💻 96 · 🔀 300 · 📥 970 · 📋 1.5K - 22% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/datafuselabs/datafuse
```

arrow-rs (🥈17 · ⭐ 710) - Official Rust implementation of Apache Arrow. Apache-2

GitHub (👨‍💻 290 · 🔀 160 · 📋 580 - 47% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/apache/arrow-rs
```

Show 9 hidden projects...

rayon (🥉15 · ⭐ 6.1K) - Rayon: A data parallelism library for Rust. ❗Unlicensed
fst (🥉13 · ⭐ 1.3K · 💤) - Represent large sets and maps compactly with finite state.. ❗Unlicensed
rust-csv (🥉13 · ⭐ 1.1K) - A CSV parser for Rust, with Serde support. ❗Unlicensed
rust-tfrecord (🥉11 · ⭐ 21) - A Rust crate that reads and writes tfrecord files. MIT
datafrog (🥉10 · ⭐ 480) - A lightweight Datalog engine in Rust. ❗Unlicensed
rust-dataframe (🥉10 · ⭐ 290 · 💀) - A Rust DataFrame implementation, built on Apache Arrow. Apache-2
tch-serde (🥉9 · ⭐ 4 · 💤) - Serialize/Deserialize tch-rs types with serde. MIT
flaco (🥉8 · ⭐ 13 · 🐣) - (PoC) Perhaps the most memory-efficient way to read data from.. ❗Unlicensed
NewsAggregator (🥉7 · ⭐ 3) - A fast, searchable, knowledge engine using various machine.. Apache-2

Graph Data

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

GraphScope (🥇15 · ⭐ 1.3K) - GraphScope: A One-Stop Large-Scale Graph Computing System from.. Apache-2

GitHub (👨‍💻 26 · 🔀 140 · 📥 27 · 📋 500 - 16% open · ⏱️ 21.01.2022):
```
 git clone https://github.com/alibaba/GraphScope
```

graphlib (🥇15 · ⭐ 160) - Simple but powerful graph library for Rust. MIT

GitHub (👨‍💻 12 · 🔀 13 · 📋 29 - 20% open · ⏱️ 09.11.2021):
```
 git clone https://github.com/purpleprotocol/graphlib
```

Show 2 hidden projects...

petgraph (🥇15 · ⭐ 1.6K) - Graph data structure library for Rust. ❗Unlicensed
graph-rs (🥉14 · ⭐ 28) - Graph API client writen in Rust. MIT

Model Interpretability

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

Show 1 hidden projects...

eval-metrics (🥇9 · ⭐ 5) - Evaluation metrics for machine learning. ❗Unlicensed

MLOps

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

Show 1 hidden projects...

h2o-kubernetes (🥇7 · ⭐ 13 · 💤) - H2O Open Source Kubernetes operator and a command-line.. Apache-2

Applications

ML, NLP, or relevant applications.

MeiliSearch (🥇20 · ⭐ 21K) - Powerful, fast, and an easy to use search engine. MIT

GitHub (👨‍💻 79 · 🔀 720 · 📥 27K · 📋 830 - 6% open · ⏱️ 20.01.2022):
```
 git clone https://github.com/meilisearch/MeiliSearch
```

sonic (🥇20 · ⭐ 13K) - Fast, lightweight & schema-less search backend. An alternative to.. MPL-2.0

GitHub (👨‍💻 30 · 🔀 420 · 📥 590 · 📋 230 - 19% open · ⏱️ 01.12.2021):
```
 git clone https://github.com/valeriansaliou/sonic
```

tantivy (🥈17 · ⭐ 5.8K) - Tantivy is a full-text search engine library inspired by Apache Lucene.. MIT

GitHub (👨‍💻 99 · 🔀 340 · 📋 600 - 25% open · ⏱️ 20.01.2022):
```
 git clone https://github.com/tantivy-search/tantivy
```

qdrant (🥈16 · ⭐ 1.1K) - Qdrant - vector similarity search engine with extended filtering.. Apache-2

GitHub (👨‍💻 20 · 🔀 69 · 📋 80 - 40% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/qdrant/qdrant
```

bayard (🥉15 · ⭐ 1.6K · 💤) - A full-text search and indexing server written in Rust. MIT

GitHub (👨‍💻 12 · 🔀 59 · 📋 40 - 30% open · ⏱️ 22.02.2021):
```
 git clone https://github.com/bayard-search/bayard
```

Toshi (🥉14 · ⭐ 3.4K) - A full-text search engine in rust. MIT

GitHub (👨‍💻 17 · 🔀 100 · 📋 120 - 9% open · ⏱️ 25.11.2021):
```
 git clone https://github.com/toshi-search/Toshi
```

milli (🥉14 · ⭐ 220) - Search through millions of documents in milliseconds. MIT

GitHub (👨‍💻 17 · 🔀 26 · 📋 130 - 7% open · ⏱️ 19.01.2022):
```
 git clone https://github.com/meilisearch/milli
```

erdos (🥉14 · ⭐ 130 · 💤) - Dataflow system for building self-driving car and robotics.. Apache-2

GitHub (👨‍💻 7 · 🔀 27 · 📦 5 · 📋 38 - 26% open · ⏱️ 11.03.2021):
```
 git clone https://github.com/erdos-project/erdos
```

weggli (🥉13 · ⭐ 1.3K · 🐣) - weggli is a fast and robust semantic search tool for C and C++.. Apache-2

GitHub (👨‍💻 2 · 🔀 63 · 📋 26 - 34% open · ⏱️ 10.01.2022):
```
 git clone https://github.com/googleprojectzero/weggli
```

lnx (🥉13 · ⭐ 320 · 🐣) - Insanely fast, Feature-rich searching. lnx is the adaptable, typo tollerant.. MIT

GitHub (👨‍💻 2 · 🔀 11 · 📋 41 - 24% open · ⏱️ 23.01.2022):
```
 git clone https://github.com/lnx-search/lnx
```

hora-hora (🥉11 · ⭐ 2.1K · 📉) - efficient approximate nearest neighbor search algorithm.. Apache-2

GitHub (👨‍💻 6 · 🔀 41 · 📋 23 - 60% open · ⏱️ 23.10.2021):
```
 git clone https://github.com/hora-search/hora
```

Show 2 hidden projects...

zombodb (🥇20 · ⭐ 3.8K) - Making Postgres and Elasticsearch work together like it's 2021. ❗Unlicensed
quickwit (🥉14 · ⭐ 1.1K · 📈) - Quickwit is a fast and cost-efficient distributed search.. ❗Unlicensed

Analysis

Libraries for analyzing data.

vega (🥇15 · ⭐ 2K · 💤) - A new arguably faster implementation of Apache Spark from scratch in.. Apache-2

GitHub (👨‍💻 22 · 🔀 180 · 📋 63 - 50% open · ⏱️ 29.06.2021):
```
 git clone https://github.com/rajasekarv/vega
```

Other

Other libraries useful for ML.

Show 1 hidden projects...

Rust-CUDA (🥇12 · ⭐ 1.4K · 🐣) - Ecosystem of libraries and tools for writing and.. ❗Unlicensed

Related Resources

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.

CarlosUrteaga/best-of-ml-rust

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