neuronika
Library Listed Dormant
Tensors and dynamic neural networks.
- Downloads
- 6
- Dependents
- 0
- Stars
- 1,083
- Forks
- 56
- Contributors
- 2
- Commits
- 119
- Latest release
- 0.2.0 ·
About
Neuronika is a machine learning framework written in pure Rust, built with a focus on ease of use, fast prototyping and performance.
Add neuronika to your project
[dependencies]
neuronika = { git = "https://github.com/neuronika/neuronika" }
Dynamic neural networks and auto-differentiation
At the core of Neuronika lies a mechanism called reverse-mode automatic differentiation, that allows you to define dynamically changing neural networks with very low effort and no overhead by using a lean, fully imperative and define by run API.
The power of Rust
The Rust language allows for an intuitive, light and easy to use interface while achieving incredible performance. There's no need for a FFI, everything happens in front of your eyes.
Crate Feature Flags
cudaEnables gpu accelerated primitives.
You can use the following crate feature flags to configure the ndarray backend:
serializeEnables serialization support forserde1.x.blasEnables transparent BLAS support for matrix multiplication, which usesblas-srcfor pluggable backend and needs to be configured separately. See here for more informations.matrixmultiply-threadingEnables thethreadingfeature in thematrixmultiplypackage.
Read the full README
Contributing
We appreciate and welcome all contributions. If you are planning to contribute back bug-fixes, please do so without any further discussion.
If you plan to contribute new features, utility functions, or extensions to the framework, please first open a discussion and discuss the feature with us. Sending a PR without discussion might end up resulting in a rejected PR because we might be taking the project in a different direction than you might be aware of.
To learn more about making a contribution to Neuronika, please see our contribution page.
Getting Help
First, see if the answer to your question can be found in the API documentation. If the answer is not there, please ask for help by opening a discussion with the question. We'll be glad to help you.
Project Status
Neuronika is very young and rapidly evolving, we are continuously developing the project and breaking changes are expected during transitions from version to version. We adopt the newest stable Rust's features if we need them.
License
Dual-licensed to be compatible with the Rust project.
Licensed under the Apache License, Version 2.0 or the MIT license, at your option. This file may not be copied, modified, or distributed except according to those terms.
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
- MPL-2.0
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 |
|---|---|---|---|---|---|---|---|
|
Tensors and dynamic neural networks. |
6 downloads over 30 days | 0 | 1,083 | 0.2.0 | GPU support unknown | No native code found | MPL-2.0 |
|
burn Featured
Flexible and Comprehensive Deep Learning Framework in Rust Also in Tensors and GPU compute. |
521,465 downloads over 30 days | 391 | 16,257 | 0.22.1 | CUDA, WebGPU, Metal, ROCm, Vulkan | Binds native code: netlink-sys (feature iroh), nvml-wrapper-sys (feature sys-metrics), torch-sys (feature tch) | Apache-2.0 OR MIT |
|
boostr Listed
ML framework on numr for training and inference on CPU, CUDA and WebGPU: attention, quantization, inference scheduling and distributed execution. Models include LLaMA, Mamba2, Qwen3.5, Whisper, Kokoro, VITS, VoxCPM2, Silero VAD, CLAP and super-resolution. Loads SafeTensors and GGUF. Also in Tensors and GPU compute. |
1,265 downloads over 30 days | 7 | 20 | 0.11.2 | CUDA, WebGPU | Binds native code: ring (feature distributed) | Apache-2.0 |
|
rust-autograd Listed
Tensors and differentiable operations in Rust Also in Tensors and GPU compute. |
121 downloads over 30 days | 0 | 504 | 1.1.1 | GPU support unknown | Binds native code: intel-mkl-src (feature mkl) | MIT |
|
rustyml Listed
Machine learning models, neural networks, metrics, and data utilities in Rust Also in Train models. |
59 downloads over 30 days | 0 | 345 | 0.17.0 | GPU support unknown | No native code found | MIT |
|
HAL: a machine learning library that is able to run on Nvidia, OpenCL or CPU BLAS based compute backends. It currently provides stackable classical neural networks, RNN's and soon to be LSTM's. Also in Train models. |
2 downloads over 30 days | 0 | 92 | 0.2.0 | GPU support unknown | No native code found | BSD-3-Clause |
All projects in Tensors and GPU computeAll projects in Train models
Why ListedNo archive, New or Featured rule places it, so it is Listed.
What it lacks for Featured
- It has 0 active dependents and 0 new dependents in 365 days. Featured needs 11 active dependents or 9 new dependents in 365 days. The repository route reads 1,083 stars, 56 forks and 2 contributors. 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 10 Oct 2022, 1491 days ago. That reaches the 365 days the rules expect, so the project is dormant. Dormancy rule
- The oldest outside issue waits 1462 days for a reply, past the limit of 270. No maintainer replied in 365 days. Rot signals 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 0.2.0 base 80, capped at 1 releases = 50, raised to the 365-day floor: E = 365 daysdormancy: last activity 2022-10-10, 1491 days ago, E = 365: dormantrot: oldest unanswered issue 1462 days (limit 270), no maintainer reply in 365 daysfeatured: not featured: active_users 0 < 11 and new_adopters 0 < 9 and repository route stars 1083 (needs 4539), forks 56 (needs 434), contributors 2 (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
Adoption0 active dependents, 0 new dependents in 365 days1 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Active dependents | 0 | crates.io database dump | Yes | |
| New dependents (365 days) | 0 | crates.io database dump | Yes | |
| Peak active dependents | 0 | 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: 4 years ago3 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Latest human commit | 2022-10-10 | GitHub repository | Yes | |
| Latest release | 2022-01-01 | crates.io database dump | Yes | |
| First release | 2022-01-01 | crates.io database dump | Yes | |
| Latest version | 0.2.0 | crates.io database dump | Yes | |
| Days the oldest outside issue waits for a reply | 1462 | 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, 6 downloads over 30 days5 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Releases | 1 | crates.io database dump | Yes | |
| Downloads over 30 days | 6 | 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 |
Repository1,083 stars, 56 forks, 2 contributors, 119 commits. Stars alone never qualify a project.
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| GitHub stars | 1083 | GitHub repository | Yes — one part of the repository route | |
| GitHub forks | 56 | GitHub repository | Yes — one part of the repository route | |
| Contributors with a GitHub account | 2 | GitHub contributors | Yes — one part of the repository route | |
| Commits on the default branch | 119 | 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 | MPL-2.0 | 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 | 0 | 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.