Package Health Score

70 / 100

security
No known security issues
popularity
Small
maintenance
Sustainable
community
Active

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core
39

Popularity

Small

GitHub Stars: 8.15K
Forks: 970
Contributors: 160

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package basicscore, we found that it has been starred 8,151 times.

Security

No known security issues

Security and license risk for latest version

Release Date: Nov 26, 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

We found a way for you to contribute to the project! Looks like basicscore is missing a security policy.

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Maintenance

Sustainable

Commit Frequency

Open Issues: 459
Open PR: 79
Last Release: 12 months ago
Last Commit: 7 days ago

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

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

As a healthy sign for on-going project maintenance, we found that the GitHub repository had at least 1 pull request or issue interacted with by the community.

Community

Active

Readme: Yes
Contributing.md: No
Code of Conduct: No
Contributors: 160
Funding: No

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

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

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Package

Python Versions Compatibility: Unspecified

Age: 1 year
Latest Release: 12 months ago
Dependencies: 3 Direct / 3 Total
Versions: 4
Maintainers: 1
Wheels: OS Independent

Readme

Basic Score

How basic is that file?

Measure how unsurprising text is by asking an LLM, unsurprising is roughly the double negation of probable, and large language models just predict the next token.

screenshot

By feeding the text through an LLM and inspecting the token probabilities for the known next character basic score generates the probabilities for all tokens in your text.

Why would you want to do that?

While I don't think this is sufficient, the main idea is to give a third party opinion for code. I'm currently working on evaluating the idea by comparing relative scores with third party code bases and adding noise to them.

Once the evaluation setup is good I'll implement a RAG loop to create better contexts, to see if I can get code convention violations to penalize the score.

Besides that this can potentially detect LLM generated output.

Installation

For CPU inference it's easy:

pip install basicscore

For GPU inference you must force reinstall llama-cpp-python

for example:

CMAKE_ARGS="-DLLAMA_CUBLAS=on" pip install llama-cpp-python --force-reinstall --upgrade --no-cache-dir

Usage

Typical usage:

basicscore --model model.gguf --gpu-layers 50 --html-out=basicscore_file.html file.py

However you use a config-file, passed as argument, in $CWD/.basicscore.json or in $HOME/.config/basicscore/config.json in falling precedence. There you can specify all the options for ease of use.

To run it like this:

basicscore file.py

Why didn't you use tinygrad?

I tried at first but I could not get acceptable performance on my hardware and for this to be possible to evaluate I needed to squeeze out more toks/s than what I could. A lot has happened since I started this project and I'll likely revisit it later.

basicscore dependencies

appdirs llama-cpp-python tqdm

FAQs

What is basicscore?

Creates basicness-scores of software. Visit Snyk Advisor to see a full health score report for basicscore, including popularity, security, maintenance & community analysis.

Is basicscore popular?

The python package basicscore receives a total of 94 weekly downloads. As such, basicscore popularity was classified as small. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is basicscore well maintained?

We found indications that basicscore maintenance is sustainable demonstrating some project activity. We saw a total of 160 open source contributors collaborating on the project. See the full package health analysis to learn more about the package maintenance status.

Is basicscore safe to use?

The python package basicscore 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 21 November-2024, at 16:53 (UTC).

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Creates basicness-scores of software For more information about how to use this package see README

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Readme

Basic Score

Why would you want to do that?

Installation

Usage

Why didn't you use tinygrad?

basicscore dependencies

FAQs

What is basicscore?

Is basicscore popular?

Is basicscore well maintained?

Is basicscore safe to use?

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Package Health Score

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Direct Usage Popularity

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Commit Frequency

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Readme

Basic Score

Why would you want to do that?

Installation

Usage

Why didn't you use tinygrad?

basicscore dependencies

FAQs

What is basicscore?

Is basicscore popular?

Is basicscore well maintained?

Is basicscore safe to use?

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Select a recommended open source package

Scan your app for vulnerabilities

Source Code

Open Source

Container

Config

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