fwumious_wabbit
App Listed Dormant
Fwumious Wabbit, fast on-line machine learning toolkit written in Rust
- Downloads
- 0
- Dependents
- Not applicable
- Stars
- 141
- Forks
- 17
- Contributors
- 13
- Commits
- 1,003
- Latest release
About
Fwumious Wabbit is
- a very fast machine learning tool
- built with Rust
- inspired by and partially compatible with Vowpal Wabbit (much love! read more about compatibility here)
- currently supports logistic regression and (deep) field-aware factorization machines
Fwumious Wabbit is actively used in Outbrain for offline research, as well as for some production flows. It enables "high bandwidth research" when doing feature engineering, feature selection, hyperparameter tuning, and the like.
Data scientists can train hundreds of models over hundreds of millions of examples in a matter of hours on a single machine.
For our tested scenarios it is almost two orders of magnitude faster than the fastest Tensorflow implementation of Logistic Regression and FFMs that we could come up with. It is an order of magnitude faster than Vowpal Wabbit for some specific use-cases.
Check out our benchmark, here's a teaser:
Why is it faster? (see here for more details)
Read the full README
- Only implements Logistic Regression and (Deep) Field-aware Factorization Machines
- Uses hashing trick, lookup table for AdaGrad and a tight encoding format for the "input cache"
- Features' namespaces have to be declared up-front
- Prefetching of weights from memory (avoiding pipeline stalls)
- Written in Rust with heavy use of code specialization (via macros and traits)
- Special emphasis on efficiency of sparse operations and serving
Weight patching
This repo also contains the patching algorithm that enables very fast weight diff computation see weight_patcher for more details.
Compatibility
- License
- Not measured
- Crate facts
- Not measured
- Runs on, Native code and Python bindings read crates on crates.io. This entry lists no crate.
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 |
|---|---|---|---|---|---|---|---|
|
Fwumious Wabbit, fast on-line machine learning toolkit written in Rust |
0 binary downloads per release | Not applicable | 141 | Not measured | Not measured | Not measured | |
|
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 |
|
smartcore Featured
Machine Learning in Rust. |
39,473 downloads over 30 days | 33 | 976 | 0.7.0 | GPU support unknown | No native code found | Apache-2.0 |
|
A machine learning package for Rust. |
578 downloads over 30 days | 2 | 647 | 0.5.0 | GPU support unknown | Binds native code: libsvm | Apache-2.0 |
|
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 |
|
Machine learning using XGBoost |
112 downloads over 30 days | 1 | 122 | 0.1.4 | GPU support unknown | Binds native code: xgboost, xgboost-sys. Build uses a native toolchain: bindgen | 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
- The project is dormant and not finished. Dormancy rule
What else the check found
- The last activity is on 4 Jun 2024, 888 days ago. That reaches the 365 days the rules expect, so the project is dormant. Dormancy rule
Not measured: Unpatched vulnerabilities past the grace window, First release.
Exact rules: Listed, Featured app. The check on applied thresholds version 9.
Every rule outcome, as the check records it
expected-interval: app: E = 365 daysdormancy: last activity 2024-06-04, 888 days ago, E = 365: dormantfeatured: not featured: 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.
Sources4 sources
- Description: the GitHub repository description
- GitHub releases, fetched
- GitHub repository, fetched
- GitHub contributors, fetched
Adoption0 binary downloads per release4 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Active dependents | Not measured | Yes | ||
| New dependents (365 days) | Not measured | Yes | ||
| Peak active dependents | Not measured | Yes | ||
| Active dependents as a share of the peak | Not measured | Yes | ||
| Binary downloads per release | 0 | GitHub releases | Yes |
MaintenanceLatest human commit: 2 years ago7 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Latest human commit | 2024-06-04 | GitHub repository | Yes | |
| Latest release | 2024-05-29 | GitHub releases | Yes | |
| First release | Not measured | Yes | ||
| Latest version | Not measured | 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 | Not measured | Yes | ||
| Published docs | Not measured | Yes | ||
| Latest release fails cargo check | Not measured | Yes | ||
| Build check date | Not measured | Yes | ||
| Build check toolchain | Not measured | Yes |
SecurityNot measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Unpatched vulnerabilities past the grace window | Not measured | Yes | ||
| RustSec unmaintained advisory | Not measured | Yes | ||
| Deprecation notice | Not measured | Yes | ||
| Deprecated requirement | Not measured | Yes |
Distribution0 binary downloads over the last 3 releases10 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Releases | Not measured | Yes | ||
| Downloads over 30 days | Not measured | Yes | ||
| Binary downloads over the last 3 releases | 0 | GitHub releases | 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 | Not measured | Yes | ||
| Every version 0.0.x | Not measured | Yes | ||
| Every version yanked | Not measured | Yes | ||
| Crate deleted from crates.io | Not measured | Yes |
Repository141 stars, 17 forks, 13 contributors, 1,003 commits. Stars alone never qualify a project.1 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| GitHub stars | 141 | GitHub repository | Yes — one part of the repository route | |
| GitHub forks | 17 | 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 | 1003 | GitHub repository | No | |
| Repository's main crate left out of the entry | Not measured | Yes |
Facts that never count
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| License | Not measured | No | ||
| Runs on, from listed crates and their direct dependencies | Not measured | No | ||
| What shows each backend | Not measured | No | ||
| Native code, from listed crates and their dependencies | Not measured | No | ||
| Python bindings, from direct dependencies of listed crates | Not measured | No | ||
| Crates that depend on a listed crate directly | Not measured | 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.