fa-leiden-cd
Library Listed Dormant
A Rust implementation of the Leiden algorithm for community detection in large networks.
- Downloads
- 1,765
- Dependents
- 1
- Stars
- 1
- Forks
- 1
- Contributors
- 1
- Commits
- 2
- Latest release
- 0.1.0 ·
About
FixedAI: Leiden Community Detection
fa-leiden-cd is a Rust implementation of the Leiden algorithm for community detection in large networks.
Installation
cargo add fa-leiden-cd
Use Cases
- Agent/RAG system: Leiden algorithm is the SOTA method in community detection, and eases the build of a graph-based representation of knowledge databases.
- Social network analysis: Identify communities within social networks to understand user behavior and interactions.
- Applications: Unlike Python/Java, a Rust-based library can be easily integrated into customer-facing applications for all platforms, including web, desktop, mobile and embedded systems.
Read the full README
Usage
use fa_leiden_cd::{Graph, TrivialModularityOptimizer};
fn test() {
let mut nodes: HashMap<&'static str, usize> = HashMap::new();
let mut g = Graph::new();
let edges: &[(&'static str, &'static str, f32)] = &[
("Fortran", "C", 0.5),
("Fortran", "LISP", 0.3),
("Fortran", "MATLAB", 0.6),
("C", "C++", 0.9),
("C", "Go", 0.6),
("LISP", "ML", 0.5),
("LISP", "OCaml", 0.2),
("LISP", "Haskell", 0.2),
("LISP", "Ruby", 0.5),
("LISP", "Julia", 0.6),
("ML", "OCaml", 0.8),
("ML", "Haskell", 0.5),
("OCaml", "Haskell", 0.3),
("OCaml", "F#", 0.6),
("Haskell", "Julia", 0.2),
("C++", "Python", 0.32),
("C++", "Ruby", 0.2),
("C++", "C#", 0.5),
("Python", "F#", 0.2),
("Python", "Julia", 0.4),
("C#", "F#", 0.3),
];
for (from, to, weight) in edges.iter() {
let from_id = *nodes.entry(from).or_insert_with(|| g.add_node(from));
let to_id = *nodes.entry(to).or_insert_with(|| g.add_node(to));
g.add_edge(from_id, to_id, (), *weight);
}
let mut optimizer = TrivialModularityOptimizer {
parallel_scale: 128,
tol: 1e-11,
};
let hierarchy = g.leiden(Some(100), &mut optimizer);
for (i, node) in hierarchy.node_data_slice().iter().enumerate() {
println!("community {}:", i);
node.collect_nodes(&|i| {
let n = g.node_data_slice()[i];
println!(" {}", n);
});
}
}
// community 0:
// Haskell
// ML
// F#
// OCaml
// community 1:
// Python
// Julia
// community 2:
// Fortran
// MATLAB
// Go
// C
// C#
// C++
// community 3:
// Ruby
// LISP
License
This project is licensed under the MIT License - see the LICENSE file for details.
Compatibility
- Runs on
- GPU support unknown
What shows it
- no dependency or feature matches a backend row
- Native code
- None found
- No native code found
- Python bindings
- No Python binding crate found
- License
- MIT
Compare with similar projects
Order: strongest tier first, then most downloads, then name, with unmeasured values last. A library counts downloads over 30 days. An app counts binary downloads per release. An app with none counts its crate downloads over 30 days. ML Rust runs this catalogue, so its closest project always gets a row.
| Project | Downloads | Dependents | Stars | Latest release | Runs on (GPU) | Native code | License |
|---|---|---|---|---|---|---|---|
|
A Rust implementation of the Leiden algorithm for community detection in large networks. |
1,765 downloads over 30 days | 1 | 1 | 0.1.0 | GPU support unknown | No native code found | MIT |
|
linfa Featured
A Machine Learning framework for Rust |
177,963 downloads over 30 days | 60 | 4,770 | 0.8.1 | GPU support unknown | Binds native code: lapack-sys (feature intel-mkl-static) | Apache-2.0 OR MIT |
|
leiden-rs Listed
High-performance Leiden community detection algorithm for graphs in Rust |
41,983 downloads over 30 days | 10 | Not measured | 0.8.1 | GPU support unknown | No native code found | Apache-2.0 OR MIT |
|
Rust bindings for the liblinear C++ library |
922 downloads over 30 days | 1 | 10 | 1.0.0 | GPU support unknown | Binds native code: liblinear.a. Build uses a native toolchain: cc | MIT |
|
treeboost Listed
Gradient-boosted decision trees for tabular data: trains a baseline model in one call, with full control over boosting modes and configs, and Scalar, AVX-512, SVE2, WGPU and CUDA backends. Python bindings |
18 downloads over 30 days | 0 | 9 | 0.1.2 | CUDA, WebGPU | No native code found | Apache-2.0 |
|
Rust implementation of real-coded genetic algorithm for solving optimization problems and training of neural networks. The latter is also known as neuroevolution. |
9 downloads over 30 days | 0 | 20 | 0.2.1 | GPU support unknown | No native code found | GPL-3.0 |
|
A Rust🦀 implementation of CRAFTML, an Efficient Clustering-based Random Forest for Extreme Multi-label Learning |
Not measured | Not applicable | 15 | Not measured | Not measured | Not measured | MIT |
Why ListedNo archive, New or Featured rule places it, so it is Listed.
What it lacks for Featured
- It has 2 active dependents and 2 new dependents in 365 days. Featured needs 11 active dependents or 9 new dependents in 365 days. The repository route reads 1 star, 1 fork and 1 contributor. It needs 4,539 stars, 434 forks and 79 contributors together.
- The project is dormant and not finished. Dormancy rule
What else the check found
- The last activity is on 27 Aug 2025, 439 days ago. That reaches the 365 days the rules expect, so the project is dormant. Dormancy rule
Not measured: Latest release fails cargo check.
Exact rules: Listed, Featured library. The check on applied thresholds version 9.
Every rule outcome, as the check records it
expected-interval: version 0.1.0 base 80, capped at 1 releases = 50, raised to the 365-day floor: E = 365 daysdormancy: last activity 2025-08-27, 439 days ago, E = 365: dormantfeatured: not featured: active_users 2 < 11 and new_adopters 2 < 9 and repository route stars 1 (needs 4539), forks 1 (needs 434), contributors 1 (needs 79); dormant and not stablelisted: listed: no archive, new or featured rule applies
Measurements and sources
Each signal row shows the raw value, its source and the fetch date. The Sources list gathers every distinct source on this page. Movement needs more history.
Sources6 sources
- Description: the crates.io description
- crates.io database dump, fetched
- RustSec advisory database, fetched
- GitHub repository, fetched
- crates.io package, fetched
- GitHub contributors, fetched
Adoption2 active dependents, 2 new dependents in 365 days1 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Active dependents | 2 | crates.io database dump | Yes | |
| New dependents (365 days) | 2 | crates.io database dump | Yes | |
| Peak active dependents | 2 | crates.io database dump | Yes | |
| Active dependents as a share of the peak | 1 | crates.io database dump | Yes | |
| Binary downloads per release | Not measured | Yes |
MaintenanceLatest human commit: 14 months ago3 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Latest human commit | 2025-08-27 | GitHub repository | Yes | |
| Latest release | 2025-08-27 | crates.io database dump | Yes | |
| First release | 2025-08-27 | crates.io database dump | Yes | |
| Latest version | 0.1.0 | crates.io database dump | Yes | |
| Days the oldest outside issue waits for a reply | 230 | GitHub repository | Yes | |
| Maintainer replies over 365 days | 0 | GitHub repository | Yes | |
| Repository archived | false | GitHub repository | Yes | |
| Repository gone | false | GitHub repository | Yes | |
| Release commit or manifest in the repo | true | crates.io package | Yes | |
| Published docs | true | crates.io database dump | Yes | |
| Latest release fails cargo check | Not measured | Yes | ||
| Build check date | Not measured | Yes | ||
| Build check toolchain | Not measured | Yes |
SecurityUnpatched vulnerabilities: none
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Unpatched vulnerabilities past the grace window | none | RustSec advisory database | Yes | |
| RustSec unmaintained advisory | none | RustSec advisory database | Yes | |
| Deprecation notice | none | crates.io database dump | Yes | |
| Deprecated requirement | none | crates.io database dump | Yes |
Distribution1 releases, 1,765 downloads over 30 days5 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Releases | 1 | crates.io database dump | Yes | |
| Downloads over 30 days | 1765 | crates.io database dump | Yes | |
| Binary downloads over the last 3 releases | Not measured | Yes | ||
| Homebrew installs on request over 365 days | Not measured | Yes | ||
| Repology repository families | Not measured | Yes | ||
| Docker pull growth over 90 days | Not measured | Yes | ||
| Docker pulls at the growth baseline | Not measured | Yes | ||
| Every version a prerelease | false | crates.io database dump | Yes | |
| Every version 0.0.x | false | crates.io database dump | Yes | |
| Every version yanked | false | crates.io database dump | Yes | |
| Crate deleted from crates.io | false | crates.io database dump | Yes |
Repository1 stars, 1 forks, 1 contributors, 2 commits. Stars alone never qualify a project.
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| GitHub stars | 1 | GitHub repository | Yes — one part of the repository route | |
| GitHub forks | 1 | GitHub repository | Yes — one part of the repository route | |
| Contributors with a GitHub account | 1 | GitHub contributors | Yes — one part of the repository route | |
| Commits on the default branch | 2 | GitHub repository | No | |
| Repository's main crate left out of the entry | none | crates.io database dump | Yes |
Facts that never count
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| License | MIT | GitHub repository | No | |
| Runs on, from listed crates and their direct dependencies | GPU support unknown | crates.io database dump | No | |
| What shows each backend | no dependency or feature matches a backend row | crates.io database dump | No | |
| Native code, from listed crates and their dependencies | No native code found | crates.io database dump | No | |
| Python bindings, from direct dependencies of listed crates | No Python binding crate found | crates.io database dump | No | |
| Crates that depend on a listed crate directly | 1 | crates.io database dump | No |
Corrections and review history
No correction applies to this entry.
Judgments
A judgment enters only through an approved issue and a merged pull request.
No judgment applies to this entry.