augurs
Library Listed
A time-series toolkit for forecasting, outlier detection, clustering and more.
- Downloads
- 7,507
- Dependents
- 8
- Stars
- 580
- Forks
- 26
- Contributors
- 13
- Commits
- 471
- Latest release
- 0.10.3 ·
About
augurs - a time series toolkit for Rust
This repository contains augurs, a time series toolkit built in Rust.
It aims to provide some useful primitives for working with time series,
as well as the main functionality: heavily optimized models for forecasting,
outlier detection, clustering, seasonality detection, changepoint detection
and more. Most algorithms are based on existing R or Python implementations.
As well as the core Rust library, augurs will provide bindings to other languages such as Python and Javascript (via WASM).
Check out the demo to see what augurs can do!
[!IMPORTANT] Please note that this is not an official Grafana project, so maintenance may be a bit slower than usual. It's still early days too so expect some rough edges and changes to APIs!
Read the full README
Crate descriptions
| Name | Purpose |
|---|---|
augurs | Wrapper crate exposing functionality of all main crates behind feature flags |
augurs-changepoint | Changepoint detection for time series |
augurs-clustering | Time series clustering algorithms |
augurs-core | Common structs and traits |
augurs-dtw | Dynamic Time Warping (DTW) |
augurs-ets | Automatic exponential smoothing models |
augurs-mstl | Multiple Seasonal Trend Decomposition using LOESS (MSTL) |
augurs-outlier | Outlier detection for time series |
augurs-prophet | The Prophet time series forecasting algorithm |
augurs-seasons | Seasonality detection using periodograms |
augurs-testing | Testing data and, eventually, evaluation harness for implementations |
js/* | WASM bindings to augurs |
pyaugurs | Python bindings to augurs |
Developing
This project uses just as a command runner; this will need to be installed separately.
See the justfile for more information.
Some of the tasks require bacon, which will also need to be installed separately.
Releasing
Releases are made using release-plz: a PR should be automatically created for each release, and merging will perform the release and publish automatically.
Releasing the augurs Python library
The first exception to the release-plz flow is the augurs Python library, which is only released when a new tag beginning with pyaugurs is pushed. This must be done manually for now (ideally soon after the release-plz PR is merged).
E.g.:
git tag pyaugurs-v0.3.0 -m "Release pyaugurs v0.3.0"
git push --tags
Releasing the augurs npm library
The augurs npm library must also be published manually. This can be done using just publish-augurs-js; note you'll need to login with npm first.
npm login
# Log in online, etc...
just publish-augurs-js
License
Dual-licensed to be compatible with the Rust project.
Licensed under the Apache License, Version 2.0 <http://www.apache.org/licenses/LICENSE-2.0> or the MIT license <http://opensource.org/licenses/MIT>, at your option.
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
- Apache-2.0 OR 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 time-series toolkit for forecasting, outlier detection, clustering and more. |
7,507 downloads over 30 days | 8 | 580 | 0.10.3 | GPU support unknown | No native code found | 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 |
|
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 |
|
radiate Listed
A Rust library for genetic algorithms and artificial evolution. Python bindings |
971 downloads over 30 days | 0 | 257 | 1.3.2 | GPU support unknown | No native code found | MIT |
|
rust-automl Listed
Automated machine learning for classification and regression |
170 downloads over 30 days | 1 | 39 | 0.3.1 | GPU support unknown | No native code found | Apache-2.0 OR 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 |
Why ListedNo archive, New or Featured rule places it, so it is Listed.
What it lacks for Featured
- It has 1 active dependents and 1 new dependents in 365 days. Featured needs 11 active dependents or 9 new dependents in 365 days. The repository route reads 580 stars, 26 forks and 13 contributors. It needs 4,539 stars, 434 forks and 79 contributors together.
What else the check found
- The last activity is on 29 Oct 2026, 11 days ago. The rules expect an update within 365 days. Dormancy rule
Exact rules: Listed, Featured library. The check on applied thresholds version 9.
Every rule outcome, as the check records it
expected-interval: version 0.10.3 base 300, raised to the 365-day floor: E = 365 daysdormancy: last activity 2026-10-29, 11 days ago, E = 365: activefeatured: not featured: active_users 1 < 11 and new_adopters 1 < 9 and repository route stars 580 (needs 4539), forks 26 (needs 434), contributors 13 (needs 79)listed: listed: no archive, new or featured rule applies
Crates12 crates
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
Adoption1 active dependents, 1 new dependents in 365 days1 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Active dependents | 1 | crates.io database dump | Yes | |
| New dependents (365 days) | 1 | 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: 11 days ago3 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Latest human commit | 2026-10-29 | GitHub repository | Yes | |
| Latest release | 2026-10-27 | crates.io database dump | Yes | |
| First release | 2023-09-08 | crates.io database dump | Yes | |
| Latest version | 0.10.3 | crates.io database dump | Yes | |
| Days the oldest outside issue waits for a reply | 762 | GitHub repository | Yes | |
| Maintainer replies over 365 days | 12 | 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 |
Distribution21 releases, 7,507 downloads over 30 days5 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Releases | 21 | crates.io database dump | Yes | |
| Downloads over 30 days | 7507 | 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 |
Repository580 stars, 26 forks, 13 contributors, 471 commits. Stars alone never qualify a project.
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| GitHub stars | 580 | GitHub repository | Yes — one part of the repository route | |
| GitHub forks | 26 | GitHub repository | Yes — one part of the repository route | |
| Contributors with a GitHub account | 13 | GitHub contributors | Yes — one part of the repository route | |
| Commits on the default branch | 471 | 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 | Apache-2.0 OR MIT | crates.io database dump | 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 | 8 | 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.