prophet
Library Listed Dormant
A neural network implementation with a focus on cache-efficiency and sequential performance.
- Downloads
- 87
- Dependents
- 0
- Stars
- 41
- Forks
- 1
- Contributors
- 1
- Commits
- 151
- Latest release
- 0.4.2 ·
About
PROPHET - Neural Network Library
| Linux | Windows | Codecov | Coveralls | Docs | Crates.io |
|---|---|---|---|---|---|
A simple neural net implementation written in Rust with a focus on cache-efficiency and sequential performance.
Currently only supports supervised learning with fully connected layers.
How to use
The preferred way to receive prophet is via cargo or github.
Compile prophet with
cargo build
Run the test suite with
cargo test --release
Note: It is recommended to use --release for testing since optimizations are insanely effective for prophet.
For additional information while running some long tests use
cargo test --release --verbose -- --nocapture
Run performance test with
cargo bench --features benches
Planned Features
- Convolutional Layers: Foundations have been layed out already!
- GPGPU Support by Vulkano
- Even more flexible learning methods
License
Licensed under either of
- Apache License, Version 2.0, (LICENSE-APACHE or http://www.apache.org/licenses/LICENSE-2.0)
- MIT license (LICENSE-MIT or http://opensource.org/licenses/MIT)
at your option.
Read the full README
Dual licence:
Release Notes (YYYY/MM/DD)
0.4.2 (2017/10/13)
- Relicensed the library under the dual license model where the user can choose between MIT or APACHE version 2.0.
- Improved performance of learning algorithms by up to 27%*. (*Tested on my local machine.)
- Updated ndarray from 0.10.10 to 0.10.11 and itertools from 0.6.5 to 0.7.0.
- Relaxed dependency version constraints for rand, num, log and ndarray.
- Usability: Added a HOW TO USE section to the README.
- Dev
- Added some unit tests for
NeuralNetcomponents for improved stability and maintainability.
- Added some unit tests for
0.4.1 (2017/08/27)
- Fixed long-standing undeterministic bug.
- Reverted
ChaChaRngusage inNeuralLayer::random- it is much faster andChaChaRng's safety is not needed.
0.4.0 (2017/08/09)
- Updated
ndarraydependency version from0.9to0.10 - Updated
serdedependency version from0.9to1.0 - Enabled
serdefeature by default. NeuralLayer::randomnow usesChaChaRnginternally instead ofweak_rng- Devel:
- travisCI now using new trusty environment
- travisCI now uploads code coverage to coveralls and codecov.io
- travisCI no longer requires
sudo
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 neural network implementation with a focus on cache-efficiency and sequential performance. |
87 downloads over 30 days | 0 | 41 | 0.4.2 | GPU support unknown | No native code found | Apache-2.0 OR MIT |
|
ruv-fann Listed
A pure Rust implementation of the Fast Artificial Neural Network (FANN) library Python bindings |
270 downloads over 30 days | 7 | 388 | 0.2.1 | CUDA, WebGPU | Binds native code: libsqlite3-sys, win-sys, torch-sys (feature neural-networks). Build uses a native toolchain: cc | Apache-2.0 OR MIT |
|
The neural network library implemented in Rust |
96 downloads over 30 days | 0 | 121 | 0.2.0 | GPU support unknown | No native code found | MIT |
|
rustyml Listed
Machine learning models, neural networks, metrics, and data utilities in Rust |
59 downloads over 30 days | 0 | 345 | 0.17.0 | GPU support unknown | No native code found | MIT |
|
rumus Listed
A native-Rust deep learning framework with explicit memory safety and hardware acceleration |
52 downloads over 30 days | 0 | 202 | 0.4.0 | WebGPU | No native code found | Apache-2.0 OR MIT |
|
Trains GPT-style language models from a YAML config and a tokenized dataset: dense GQA transformers, Mamba 1, 2 and 3, MLA and MoE layers on CPU or CUDA. Runs the training loop, optimizer, checkpoints, evaluation and metrics on boostr, and builds speech corpora through voxr. |
27 downloads over 30 days | Not applicable | 8 | 0.1.1 | CUDA | Binds native code: nvml-wrapper-sys (feature cuda) | Apache-2.0 |
|
rust-lstm Listed
A complete LSTM neural network library with training capabilities, multiple optimizers, and peephole variants. |
15 downloads over 30 days | 0 | 24 | 0.10.0 | GPU support unknown | No native code found | MIT |
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 41 stars, 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 25 May 2018, 3090 days ago. That reaches the 365 days the rules expect, so the project is dormant. Dormancy rule
Not measured: Latest release fails cargo check.
Check notes
- the repo manifest Cargo.toml declares the crate, and no release commit proves the link
Exact rules: Listed, Featured library. The check on applied thresholds version 9.
Every rule outcome, as the check records it
expected-interval: version 0.4.2 base 300, raised to the 365-day floor: E = 365 daysdormancy: last activity 2018-05-25, 3090 days ago, E = 365: dormantfeatured: not featured: active_users 0 < 11 and new_adopters 0 < 9 and repository route stars 41 (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
- repo manifest, 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: 8 years ago3 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Latest human commit | 2018-05-25 | GitHub repository | Yes | |
| Latest release | 2017-10-12 | crates.io database dump | Yes | |
| First release | 2016-09-11 | crates.io database dump | Yes | |
| Latest version | 0.4.2 | crates.io database dump | Yes | |
| Days the oldest outside issue waits for a reply | 0 | 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 | repo manifest | 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 |
Distribution11 releases, 87 downloads over 30 days5 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Releases | 11 | crates.io database dump | Yes | |
| Downloads over 30 days | 87 | 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 |
Repository41 stars, 1 forks, 1 contributors, 151 commits. Stars alone never qualify a project.
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| GitHub stars | 41 | 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 | 151 | 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 | 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.