Package Health Score

81 / 100

security
No known security issues
popularity
Small
maintenance
Sustainable
community
Active

Popularity

Small

GitHub Stars: 38.8K
Forks: 2.44K
Contributors: 440

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package cmn-ai, we found that it has been starred 38,799 times.

Security

No known security issues

Security and license risk for latest version

Release Date: Jun 2, 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

Yes

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Maintenance

Sustainable

Commit Frequency

Open Issues: 354
Open PR: 34
Last Release: 6 months ago
Last Commit: 1 month ago

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

We found that cmn-ai 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

Active

Readme: Yes
Contributing.md: Yes
Code of Conduct: Yes
Contributors: 440
Funding: No

A good and healthy external contribution signal for cmn-ai project, which invites more than one hundred open source maintainers to collaborate on the repository.

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Package

Python Versions Compatibility: >=3.10

Age: 2 years
Latest Release: 6 months ago
Dependencies: 0 Direct
Versions: 2
Maintainers: 1
Wheels: OS Independent

Readme

Welcome to `cmn_ai`

Introduction

I am a big believer in Boyd's Law, which states that speed of iteration beats quality of iteration. Following this principle, I created cmn_ai to incorporate the most common tasks we encounter in ML/AI from data exploration to model development and training. Additionally, I baked into it some of the best practices I learned in my career so I don't have to repeat myself on every project I work on.

It is worth noting that the majority of the DL code such as Learner and callbacks assume that pytorch is used as the underlying DL library. Also, tabular data preprocessors/models are compatible with sklearn so they can be used easily with its Pipeline or ColumnTransformer.

Given the nature of the progress in ML/AI, I will always keep adding more functionalities as time passes.

Installation

The easiest way to install cmn_ai is by using pip:

pip install cmn-ai

Documentation

The official documentation is hosted on https://imaddabbura.github.io/cmn_ai/.

Development setup

The fastest way to setup the development environment is to use poetry. You can install poetry using pip (or conda).

pip install poetry

Then install cmn_ai from source as follows:

git clone https://github.com/ImadDabbura/cmn_ai
cd cmn_ai
poetry install

Tests

To run tests, run the following command:

poetry run pytest

Contributing

cmn_ai is not open now for contribution because there are some infrastructure work I need to finish to make it ready for more contributors.

License

cmn_ai has Apache License, as found in the LICENCE file.

FAQs

What is cmn-ai?

. Visit Snyk Advisor to see a full health score report for cmn-ai, including popularity, security, maintenance & community analysis.

Is cmn-ai popular?

The python package cmn-ai receives a total of 23 weekly downloads. As such, cmn-ai popularity was classified as small. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is cmn-ai well maintained?

We found indications that cmn-ai maintenance is sustainable demonstrating some project activity. We saw a total of 440 open source contributors collaborating on the project. See the full package health analysis to learn more about the package maintenance status.

Is cmn-ai safe to use?

The python package cmn-ai 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 14 November-2024, at 02:05 (UTC).

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Package Health Score

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Package

Readme

Welcome to `cmn_ai`

Introduction

Installation

Documentation

Development setup

Tests

Contributing

License

FAQs

What is cmn-ai?

Is cmn-ai popular?

Is cmn-ai well maintained?

Is cmn-ai 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

Direct Usage Popularity

Security and license risk for latest version

Commit Frequency

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Check your requirements.txt

Snyk Vulnerability Scanner

Readme

Welcome to cmn_ai

Introduction

Installation

Documentation

Development setup

Tests

Contributing

License

FAQs

What is cmn-ai?

Is cmn-ai popular?

Is cmn-ai well maintained?

Is cmn-ai 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

Monitor for new issues

Welcome to `cmn_ai`