Package Health Score

61 / 100

security
No known security issues
popularity
Small
maintenance
Sustainable
community
Limited

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Popularity

Small

GitHub Stars: 2
Forks: 1
Contributors: 1

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package abrain, we found that it has been starred 2 times.

Security

No known security issues

Security and license risk for latest version

Release Date: May 26, 2024
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

Sustainable

Commit Frequency

Open Issues: 1
Open PR: 0
Last Release: 6 months ago
Last Commit: 6 months ago

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

We found that abrain demonstrates a positive version release cadence with at least one new version released in the past 12 months.

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

Limited

Readme: Yes
Contributing.md: No
Code of Conduct: No
Contributors: 1
Funding: No

This project has seen only 10 or less contributors.

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Package

Python Versions Compatibility: >=3.8

Age: 2 years
Latest Release: 6 months ago
Dependencies: 4 Direct
Versions: 5
Maintainers: 1
Wheels: Linux, macOS, Musllinux, Windows

Readme

Artificial Brains (ABrain) for Python

C++/Python implementation of fully evolvable Artificial Neural Networks. Uses the ES-HyperNEAT algorithms to indirectly encode ANNs with bio-mimetic patterns (repetitions, symmetry...), large number of neurons and relative robustness to input/output variations between generations. The API is served in Python and computations are performed in C++.

PEP8

tested on latest

Development

Optional dependencies:

Graphviz (dot)

To generate directed graphs for the genomes. Can only be fetched by system installer (apt-get, yum, ...). See https://graphviz.org/download/ for instructions

Kaleido

To generate non-interactive images of ANN (through plotly). Due to inconsistent support, left as an optional dependency. Use pip install abrain[...,kaleido] to get it

Todo list:

[ ] Functionalities:
- [ ] Order-independent ANN evaluation (with back buffer)?
- [ ] Crossover / historical markings
  - [ ] Actually needed?
- [ ] MANN Integration
  - [ ] Easy extraction
  - [ ] built-in testing
  - [ ] C++ wrapper
  - [ ] Visu
- [ ] Misc:
  - [ ] Documentation
    - [ ] Advanced usage
    - [ ] move to scikit/poetry/... ?
- [ ] CI/CD
  - [ ] Recent install gives no loadimage plugion for "svg:cairo" for pdf output

abrain dependencies

graphviz importlib-resources plotly pyrecord

FAQs

What is abrain?

NeuroEvolution in Python backed by C++ computations. Visit Snyk Advisor to see a full health score report for abrain, including popularity, security, maintenance & community analysis.

Is abrain popular?

The python package abrain receives a total of 2,650 weekly downloads. As such, abrain popularity was classified as small. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is abrain well maintained?

We found indications that abrain maintenance is sustainable demonstrating some project activity. We saw a total of 1 open source contributors collaborating on the project. See the full package health analysis to learn more about the package maintenance status.

Is abrain safe to use?

The python package abrain was scanned for known vulnerabilities and missing license, and no issues were found. Thus the package was deemed as safe to use. See the full health analysis review.

Last updated on 12 November-2024, at 09:33 (UTC).

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abrain

NeuroEvolution in Python backed by C++ computations For more information about how to use this package see README

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Package Health Score

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Readme

Artificial Brains (ABrain) for Python

tested on latest

Development

Optional dependencies:

Graphviz (dot)

Kaleido

Todo list:

abrain dependencies

FAQs

What is abrain?

Is abrain popular?

Is abrain well maintained?

Is abrain safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Fix identified vulnerabilities

Monitor for new issues

Package Health Score

Explore Similar Packages

Direct Usage Popularity

Security and license risk for latest version

Commit Frequency

Embed Package Health Score Badge

Keep your project healthy

Check your requirements.txt

Snyk Vulnerability Scanner

Readme

Artificial Brains (ABrain) for Python

tested on latest

Development

Optional dependencies:

Graphviz (dot)

Kaleido

Todo list:

abrain dependencies

FAQs

What is abrain?

Is abrain popular?

Is abrain well maintained?

Is abrain 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

Fix identified vulnerabilities

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