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Python logo butterfree  1.7.1

One-liner (summary)

A tool for building feature stores - Transform your raw data into beautiful features.

Description

## Butterfree _A tool for building feature stores. Transform your raw data into beautiful features._

[![Release](https://img.shields.io/github/v/release/quintoandar/butterfree)]((https://pypi.org/project/butterfree/)) ![Python Version](https://img.shields.io/badge/python-3.7%20%7C%203.8-brightgreen.svg) [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)

Source | Downloads | Page | Installation Command |

|-----------|---------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------|--------------------------------------------| | PyPi | [![PyPi Downloads](https://pepy.tech/badge/butterfree)](https://pypi.org/project/butterfree/) | [Link](https://pypi.org/project/butterfree/) | `pip install butterfree ` |

### Build status | Develop | Stable | Documentation | Sonar | |-----------------------------------------------------------------------------|-----------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | ![Test](https://github.com/quintoandar/butterfree/workflows/Test/badge.svg) | ![Publish](https://github.com/quintoandar/butterfree/workflows/Publish/badge.svg) | [![Documentation Status](https://readthedocs.org/projects/butterfree/badge/?version=latest)](https://butterfree.readthedocs.io/en/latest/?badge=latest) | [![Quality Gate Status](https://sonarcloud.io/api/project_badges/measure?project=quintoandar_butterfree&metric=alert_status)](https://sonarcloud.io/dashboard?id=quintoandar_butterfree) |

Made with :heart: by the MLOps team from [QuintoAndar](https://github.com/quintoandar/)

This library supports Python version 3.7+ and meant to provide tools for building ETL pipelines for Feature Stores using [Apache Spark](https://spark.apache.org/).

The library is centered on the following concetps: - ETL: central framework to create data pipelines. Spark-based Extract, Transform and Load modules ready to use. - Declarative Feature Engineering: care about what you want to compute and not how to code it. - Feature Store Modeling: the library easily provides everything you need to process and load data to your Feature Store.

To understand the main concepts of Feature Store modeling and library main features you can check [Butterfree's Documentation](https://butterfree.readthedocs.io/en/latest/home.html), which is hosted by Read the Docs.

To learn how to use Butterfree in practice, see [Butterfree's notebook examples](https://github.com/quintoandar/butterfree/tree/master/examples)

## Requirements and Installation Butterfree depends on Python 3.7+ and it is Spark 3.0 ready :heavy_check_mark:

[PyPI hosts reference to a pip-installable module of this library](https://pypi.org/project/butterfree/), using it is as straightforward as including it on your project's requirements.

`bash pip install butterfree `

Or after listing butterfree in your requirements.txt file:

`bash pip install -r requirements.txt `

Dev Package are available for testing using the <version>.devN versions of the Butterfree on PyPi.

## License [Apache License 2.0](https://github.com/quintoandar/butterfree/blob/staging/LICENSE)

## Contributing All contributions are welcome! Feel free to open Pull Requests. Check the development and contributing guidelines described [here](CONTRIBUTING.md).

License

Copyright

Size

111.7 KB

Downloads

5

Status  Completed
Checksum (MD5) 13a7dcab83cb4fa5c5bec82c7d5e449c
Checksum (SHA-1) 744e3775bcb14038f9c073be08e7282a2d18c4cc
Checksum (SHA-256) bf643ce255e97cd79266c56713553010968178a42b6fbd5d4c6756595e77c514
Checksum (SHA-512) add9a88ede47e6d40869108faea4486a2f339fc0c0cb5788cf0847b72a4df5e97f…
GPG Signature
GPG Fingerprint 6811684bac0b8895434e97bdd4391b8fb999e537
Storage Region  Dublin, Ireland
Type  Binary (contains binaries and binary artifacts)
Uploaded At 4 months, 3 weeks ago
Uploaded By Fetched by Cloudsmith
Slug Id butterfree-171-py3-none-anywhl-pn0j
Unique Id 7HmHrcZZaCIrfXY5
Version (Raw) 1.7.1
Version (Parsed)
  • Major: 1
  • Minor: 7
  • Patch: 1
  • Type: SemVer (Compat)
  extended metadata
Homepage URL https://github.com/quintoandar/butterfree
Keywords feature store sets ETL
Metadata Version 2.1
Py Filetype bdist_wheel
Py Version py3
Requires Dist boto3==1.35.* | cassandra-driver==3.24.0 | delta-spark==3.2.0 | h3<4,>=3.7.4; extra == "h3" | mdutils<2.0,>=1.2.2 | numpy==1.26.4 | pandas<2.0,>=0.24 | parameters-validation<2.0,>=1.1.5 | pyspark==3.5.1 | typer==0.4.2 | typing-extensions<5,>3.7.4
Requires Python >=3.9, <4
pkg butterfree-1.7.1-py3-none-any.w… 5
111.7 KB
md5 sha1 sha256 sha512
Package Contents (butterfree-1.7.1-py3-none-any.whl)
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butterfree
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Last scanned

4 months, 3 weeks ago

Scan result

Clean

Vulnerability count

0

Max. severity

Unknown

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