Package Health Score

42 / 100

security
Security review needed
popularity
Limited
maintenance
Inactive
community
Sustainable

Explore Similar Packages

cons
52

Popularity

Limited

GitHub Stars: 329
Forks: 46
Contributors: 9

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package cooka, we found that it has been starred 329 times.

Security

Security review needed

Security and license risk for latest version

Release Date: Dec 27, 2021
Direct Vulnerabilities: 0
C
0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
3
M
0
L

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

License

Apache-2.0

Security Policy

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Maintenance

Inactive

Commit Frequency

Open Issues: 8
Open PR: 0
Last Release: 3 years ago
Last Commit: 5 months ago

Further analysis of the maintenance status of cooka 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 cooka 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: Yes
Code of Conduct: No
Contributors: 9
Funding: No

This project has seen only 10 or less contributors.

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

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Package

Python Versions Compatibility: >=3.6.*

Age: 4 years
Latest Release: 3 years ago
Dependencies: 10 Direct / 124 Total
Versions: 4
Maintainers: 1
Wheels: OS Independent

Readme

Cooka

Doc | 简体中文

Cooka is a lightweight and visualization toolkit to manage datasets and design model learning experiments through web UI. It using DeepTables and HyperGBM as experiment engine to complete feature engineering, neural architecture search and hyperparameter tuning automatically.

Features overview

Through the web UI provided by cooka you can:

Add and analyze datasets
Design experiment
View experiment process and result
Using models
Export experiment to jupyter notebook

Screen shots：

The machine learning algorithms supported are ：

XGBoost
LightGBM
Catboost

The neural networks supported are：

WideDeep
DeepFM
xDeepFM
AutoInt
DCN
FGCNN
FiBiNet
PNN
AFM
...

The search algorithms supported are：

Evolution
MCTS(Monte Carlo Tree Search)
...

The supported feature engineering provided by scikit-learn and featuretools are：

Scaler
- StandardScaler
- MinMaxScaler
- RobustScaler
- MaxAbsScaler
- Normalizer
Encoder
- LabelEncoder
- OneHotEncoder
- OrdinalEncoder
Discretizer
- KBinsDiscretizer
- Binarizer
Dimension Reduction
- PCA
Feature derivation
- featuretools
Missing value filling
- SimpleImputer

It can also extend the search space to support more feature engineering methods and modeling algorithms.

Installation

Using pip

The python version should be >= 3.6, for CentOS , install the system package:

pip install --upgrade pip
pip install cooka

Start the web server：

cooka server

Then open http:// with your browser to use cooka.

By default, the cooka configuration file is at ~/.config/cooka/cooka.py, to generate a template:

mkdir -p ~/.config/cooka/
cooka generate-config &gt; ~/.config/cooka/cooka.py

Using Docker

Launch a Cooka docker container:

docker run -ti -p 8888:8888 -p 8000:8000 -p 9001:9001 -e COOKA_NOTEBOOK_PORTAL=http://:8888 datacanvas/cooka:latest

Open http:// with your browser to visit cooka.

DataCanvas

Cooka is an open source project created by DataCanvas.

cooka dependencies

deeptables hypergbm jinja2 numpy pandas requests scikit-learn sqlalchemy tornado traitlets

FAQs

What is cooka?

A lightweight AutoML system. Visit Snyk Advisor to see a full health score report for cooka, including popularity, security, maintenance & community analysis.

Is cooka popular?

The python package cooka receives a total of 58 weekly downloads. As such, cooka popularity was classified as limited. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is cooka well maintained?

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

Is cooka safe to use?

While scanning the latest version of cooka, 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 23 November-2024, at 14:12 (UTC).

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cooka

A lightweight AutoML system. For more information about how to use this package see README

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Package

Readme

Cooka

Features overview

Installation

Using pip

Using Docker

DataCanvas

cooka dependencies

FAQs

What is cooka?

Is cooka popular?

Is cooka well maintained?

Is cooka 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

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Snyk Vulnerability Scanner

Readme

Cooka

Features overview

Installation

Using pip

Using Docker

DataCanvas

cooka dependencies

FAQs

What is cooka?

Is cooka popular?

Is cooka well maintained?

Is cooka 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