Package Health Score

51 / 100

security
Security review needed
popularity
Small
maintenance
Inactive
community
Active

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Popularity

Small

GitHub Stars: 1.92K
Forks: 109
Contributors: 30

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package libra, we found that it has been starred 1,918 times.

Security

Security review needed

Security and license risk for latest version

Release Date: Nov 20, 2020
Direct Vulnerabilities: 0
C
0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
5
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

No Recent Commits

Open Issues: 45
Open PR: 3
Last Release: 4 years ago
Last Commit: 3 years ago

Further analysis of the maintenance status of libra 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 libra 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

Active

Readme: Yes
Contributing.md: Yes
Code of Conduct: Yes
Contributors: 30
Funding: Yes

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

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Package

Python Versions Compatibility: >=3.6

Age: 4 years
Latest Release: 4 years ago
Dependencies: 24 Direct / 101 Total
Versions: 18
Maintainers: 0
Wheels: OS Independent

Readme

Libra

An ergonomic machine learning library for non-technical users. Save time. Blaze through ML.

Trending Contributors

Installation

Install latest release version:

pip install -U libra

Install directory from github:

git clone https://github.com/Palashio/libra.git
cd libra
pip install .

Alternatively you can build and use the docker image locally with:

docker build . -f docker/libra-normal/Dockerfile -t libra
docker run -v /path/to/my/data:/data -it --rm libra

Or if you have nvidia-docker installed.

docker build . -f docker/libra-gpu/Dockerfile -t libra-gpu
docker run -v /path/to/my/data:/data --gpus all -it --rm libra-gpu

Usage: the basics

The core functionality of libra works through the client object. A new client object should be created for every dataset that you want to produce results for. All information about the models that're built, the plots that are generated, and the metrics are created will be stored in the object.

You can then call different queries on that client object, and the dataset you passed to it will be used.

from libra import client

newClient = client('path/to/dataset') 
newClient.neural_network_query('please model the median number of households')

Now, calling

newClient.info()

will return a dictionary of all the information that was generated:

dict_keys(['id', 'model', 'num_classes', 'plots', 'target', 'preprocessor', 
          'interpreter', 'test_data', 'losses', 'accuracy'])

Other queries can also be called on the same object, and will be appended to the models dictionary.

newClient.svm_query('predict the proximity to the ocean')
newClient.model().keys()

dict_keys(['regression_ANN', svm'])

Tutorials

Full documentation can be found at libradocs.org.
A list of resources can be found on our awesome-libra repository.

Asking for help

Welcome to the Libra community!

If you have any questions, feel free to:

read the docs.
Search through the issues.
Ask on stackoverflow with the tag libra.
Join our slack.

Demos

alt-text

Contact

Shoot me an email at ps9cmk@virginia.edu if you'd like to get in touch!

Follow me on twitter for updates and my insights about modern AI!

FAQs

What is libra?

Ergonomic machine learning. Visit Snyk Advisor to see a full health score report for libra, including popularity, security, maintenance & community analysis.

Is libra popular?

The python package libra receives a total of 213 weekly downloads. As such, libra popularity was classified as small. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is libra well maintained?

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

Is libra safe to use?

While scanning the latest version of libra, 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 19 December-2024, at 20:11 (UTC).

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libra

Ergonomic machine learning For more information about how to use this package see README

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Libra

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Usage: the basics

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libra dependencies

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What is libra?

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Is libra well maintained?

Is libra safe to use?

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Readme

Libra

Trending Contributors

Installation

Usage: the basics

Tutorials

Asking for help

Demos

Contact

libra dependencies

FAQs

What is libra?

Is libra popular?

Is libra well maintained?

Is libra 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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