finalfrontier
Library Listed Dormant
Train/use word embeddings with subword units
- Downloads
- 24
- Dependents
- 0
- Stars
- 90
- Forks
- 5
- Contributors
- 5
- Commits
- 313
- Latest release
- 0.9.4 ·
About
Introduction
finalfrontier is a Rust program for training word embeddings. finalfrontier currently has the following features:
- Models:
- skip-gram (Mikolov et al., 2013)
- structured skip-gram (Ling et al., 2015)
- directional skip-gram (Song et al., 2018)
- dependency (Levy and Goldberg, 2014)
- Output formats:
- finalfusion
- fastText
- word2vec binary
- word2vec text
- GloVe text
- Noise contrastive estimation (Gutmann and Hyvärinen, 2012)
- Subword representations (Bojanowski et al., 2016)
- Hogwild SGD (Recht et al., 2011)
- Quantized embeddings through the
finalfusion quantizecommand.
The trained embeddings can be stored in the versatile finalfusion
format, which can be read and used with the
finalfusion crate
and the
finalfusion
Python module.
The minimum required Rust version is currently 1.70.
Where to go from here
- Installation
- Quickstart
- Manual pages:
- finalfrontier-skipgram(1) — train word embeddings with the (structured) skip-gram model
- finalfrontier-deps(1) — train word embeddings with dependency contexts
- finalfusion crate
- Python module
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 BlueOak-1.0.0
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 |
|---|---|---|---|---|---|---|---|
|
Train/use word embeddings with subword units |
24 downloads over 30 days | 0 | 90 | 0.9.4 | GPU support unknown | No native code found | Apache-2.0 OR BlueOak-1.0.0 |
|
fastembed-rs Featured
Library for generating vector embeddings, reranking locally. |
1,147,765 downloads over 30 days | 331 | 1,051 | 7.6.1 | CUDA, WebGPU, Metal | Binds native code: accelerate-src (feature accelerate), intel-mkl-src (feature mkl), ort-sys (feature directml) | Apache-2.0 |
|
model2vec-rs Featured
Official Rust Implementation of Model2Vec |
194,422 downloads over 30 days | 48 | 234 | 0.4.0 | GPU support unknown | No native code found | MIT |
|
splintr Listed
Tokenizer for Rust and Python: pure Rust by default, with 18 bundled vocabularies and four backends covering BPE, SentencePiece and WordPiece. Its output matches Hugging Face tokenizers id for id on 14 model families, including GPT-2, Qwen, Whisper, T5 and BERT. Python bindings |
8,204 downloads over 30 days | 7 | 63 | 0.22.2 | GPU support unknown | Binds native code: pcre2-sys (feature pcre2) | MIT |
|
Reader and writer for common word embedding formats |
5,203 downloads over 30 days | 6 | 105 | 0.18.0 | GPU support unknown | Binds native code: accelerate-src (feature accelerate), intel-mkl-src (feature intel-mkl), netlib-src (feature netlib), openblas-src (feature openblas) | Apache-2.0 OR MIT |
|
Cleora AI is a general-purpose open-source model for efficient, scalable learning of stable and inductive entity embeddings for heterogeneous relational data. Created by Synerise.com team. |
0 binary downloads per release | Not applicable | 545 | Not measured | Not measured | Not measured | |
|
A library that provides the ability to convert tokens into embeddings, as well as to encode their positions |
0 downloads over 30 days | 0 | 9 | 1.0.1 | 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 90 stars, 5 forks and 5 contributors. It needs 4,539 stars, 434 forks and 79 contributors together.
- Docs are missing: the primary crate publishes no README.
- The project is dormant and not finished. Dormancy rule
What else the check found
- The last activity is on 20 Oct 2023, 1116 days ago. That reaches the 450 days the rules expect, so the project is dormant. Dormancy rule
- The oldest outside issue waits 1698 days for a reply, past the limit of 270. No maintainer replied in 365 days. Rot signals rule
- The latest release requires the deprecated dependency memmap. RUSTSEC-2020-0077 Rot signals rule
- The project is dormant with 2 rot signals, which reaches the limit of 2. This is dead check 1 of 2, so the entry is not yet archived. Dead 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 0.9.4 base 450: E = 450 daysdormancy: last activity 2023-10-20, 1116 days ago, E = 450: dormantrot: oldest unanswered issue 1698 days (limit 270), no maintainer reply in 365 daysrot: deprecated requirement `memmap (RUSTSEC-2020-0077, https://rustsec.org/advisories/RUSTSEC-2020-0077.html)`dead: dormant with 2 rot signals (limit 2): dead on check 1 of 2, not yet archivedfeatured: not featured: active_users 0 < 11 and new_adopters 0 < 9 and repository route stars 90 (needs 4539), forks 5 (needs 434), contributors 5 (needs 79); docs missing; dormant and not stablelisted: listed: no archive, new or featured rule applies
Crates3 crates
- finalfrontier Primary
- finalfrontier-utils
- hogwild
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: 3 years ago3 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Latest human commit | 2023-10-20 | GitHub repository | Yes | |
| Latest release | 2020-07-27 | crates.io database dump | Yes | |
| First release | 2018-09-10 | crates.io database dump | Yes | |
| Latest version | 0.9.4 | crates.io database dump | Yes | |
| Days the oldest outside issue waits for a reply | 1698 | 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 | false | 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 | memmap (RUSTSEC-2020-0077, https://rustsec.org/advisories/RUSTSEC-2020-0077.html) | crates.io database dump | Yes |
Distribution16 releases, 24 downloads over 30 days5 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Releases | 16 | crates.io database dump | Yes | |
| Downloads over 30 days | 24 | 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 |
Repository90 stars, 5 forks, 5 contributors, 313 commits. Stars alone never qualify a project.
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| GitHub stars | 90 | GitHub repository | Yes — one part of the repository route | |
| GitHub forks | 5 | GitHub repository | Yes — one part of the repository route | |
| Contributors with a GitHub account | 5 | GitHub contributors | Yes — one part of the repository route | |
| Commits on the default branch | 313 | 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 BlueOak-1.0.0 | 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.