Package Health Score

56 / 100

security
Security review needed
popularity
Small
maintenance
Inactive
community
Sustainable

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Popularity

Small

GitHub Stars: 284
Forks: 11
Contributors: 50

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package floret, we found that it has been starred 284 times.

Security

Security review needed

Security and license risk for latest version

Release Date: Nov 4, 2023
Direct Vulnerabilities: 0
C
0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
0
M
0
L

All security vulnerabilities belong to production dependencies of direct and indirect packages.

License

MIT

Security Policy

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Maintenance

Inactive

Commit Frequency

Open Issues: 1
Open PR: 0
Last Release: 12 months ago
Last Commit: 12 months ago

Further analysis of the maintenance status of floret based on released PyPI versions cadence, the repository activity, and other data points determined that its maintenance is Inactive.

An important project maintenance signal to consider for floret is that it hasn't seen any new versions released to PyPI in the past 12 months, and could be considered as a discontinued project, or that which receives low attention from its maintainers.

In the past month we didn't find any pull request activity or change in issues status has been detected for the GitHub repository.

Community

Sustainable

Readme: Yes
Contributing.md: No
Code of Conduct: No
Contributors: 50
Funding: No

With more than 10 contributors for the floret repository, this is possibly a sign for a growing and inviting community.

We found a way for you to contribute to the project! Looks like floret is missing a Code of Conduct.

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Package

Python Versions Compatibility: ==3.10.*, ==3.11.*, ==3.12.*, ==3.6.*, ==3.7.*, ==3.8.*, ==3.9.*

Age: 3 years
Latest Release: 12 months ago
Dependencies: 1 Direct / 1 Total
Versions: 9
Maintainers: 1
Wheels: Linux, macOS, Windows

Readme

floret: fastText + Bloom embeddings for compact, full-coverage vectors with spaCy

floret is an extended version of fastText that can produce word representations for any word from a compact vector table. It combines:

fastText's subwords to provide embeddings for any word
Bloom embeddings ("hashing trick") for a compact vector table

Installation

pip install floret

Usage

Train floret vectors using the options:

mode: "floret", storing both words and subwords in the same compact hash table
hashCount: store each entry in 1-4 rows in the hash table (recommended: 2)
bucket: in combination with hashCount>1, the size of the hash table can be greatly reduced (recommended: 25000--100000, reduced from the fastText default of 2000000)
minn: min length of char ngram (default: 3)
maxn: max length of char ngram (default: 6)

import floret

# train vectors
model = floret.train_unsupervised(
    "data.txt",
    model="cbow",
    mode="floret",
    hashCount=2,
    bucket=50000,
    minn=3,
    maxn=6,
)

# query vector
model.get_word_vector("broccoli")

# save full model
model.save_model("vectors.bin")

# export standard word-only vector table
model.save_vectors("vectors.vec")

# export floret vector table
model.save_floret_vectors("vectors.floret")

Note: with the default setting mode="fasttext", floret trains original fastText vectors.

Use floret vectors in spaCy

Import floret vectors into spaCy v3.2+:

spacy init vectors LANG vectors.floret spacy_vectors_model --mode floret

Notes

floret contains all features of the original fasttext module. See the fasttext docs for more information.

The fasttext and floret binary formats saved with model.save_model("model.bin") are not compatible.

floret dependencies

numpy

FAQs

What is floret?

floret Python bindings. Visit Snyk Advisor to see a full health score report for floret, including popularity, security, maintenance & community analysis.

Is floret popular?

The python package floret receives a total of 5,481 weekly downloads. As such, floret popularity was classified as small. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is floret well maintained?

We found indications that floret is an Inactive project. See the full package health analysis to learn more about the package maintenance status.

Is floret safe to use?

While scanning the latest version of floret, we found that a security review is needed. A total of 0 vulnerabilities or license issues were detected. See the full security scan results.

Last updated on 31 October-2024, at 18:14 (UTC).

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floret

floret Python bindings For more information about how to use this package see README

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Package Health Score

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Package

Readme

floret: fastText + Bloom embeddings for compact, full-coverage vectors with spaCy

Installation

Usage

Use floret vectors in spaCy

Notes

floret dependencies

FAQs

What is floret?

Is floret popular?

Is floret well maintained?

Is floret safe to use?

Build a secure application checklist

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Scan your app for vulnerabilities

Fix identified vulnerabilities

Monitor for new issues

Package Health Score

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Direct Usage Popularity

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Commit Frequency

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Readme

floret: fastText + Bloom embeddings for compact, full-coverage vectors with spaCy

Installation

Usage

Use floret vectors in spaCy

Notes

floret dependencies

FAQs

What is floret?

Is floret popular?

Is floret well maintained?

Is floret safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Source Code

Open Source

Container

Config

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