ploomber


Nameploomber JSON
Version 0.19.6 PyPI version JSON
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home_pagehttps://github.com/ploomber/ploomber
SummaryWrite maintainable, production-ready pipelines using Jupyter or your favorite text editor. Develop locally, deploy to the cloud.
upload_time2022-06-02 12:31:51
maintainer
docs_urlNone
authorPloomber
requires_python
license
keywords
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requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage
            <p align="center" width="100%">
  <img src="_static/logo.png" height="250">
</p>

[![CI Linux](https://github.com/ploomber/ploomber/workflows/CI%20Linux/badge.svg)](https://github.com/ploomber/ploomber/workflows/CI%20Linux/badge.svg)
[![CI macOS](https://github.com/ploomber/ploomber/workflows/CI%20macOS/badge.svg)](https://github.com/ploomber/ploomber/workflows/CI%20macOS/badge.svg)
[![CI Windows](https://github.com/ploomber/ploomber/workflows/CI%20Windows/badge.svg)](https://github.com/ploomber/ploomber/workflows/CI%20Windows/badge.svg)
[![Documentation Status](https://readthedocs.org/projects/ploomber/badge/?version=latest)](https://docs.ploomber.io/en/latest/?badge=latest)
[![PyPI](https://badge.fury.io/py/ploomber.svg)](https://badge.fury.io/py/ploomber)
[![Conda (channel only)](https://img.shields.io/conda/vn/conda-forge/ploomber)](https://anaconda.org/conda-forge/ploomber)
[![Conda](https://img.shields.io/conda/pn/conda-forge/ploomber)](https://anaconda.org/conda-forge/ploomber)
[![Coverage](https://coveralls.io/repos/github/ploomber/ploomber/badge.svg?branch=master)](https://coveralls.io/github/ploomber/ploomber?branch=master)
[![Twitter](https://img.shields.io/twitter/follow/ploomber?label=Follow&style=social)](https://twitter.com/intent/user?screen_name=ploomber)
[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/ploomber/binder-env/main?urlpath=git-pull%3Frepo%3Dhttps%253A%252F%252Fgithub.com%252Fploomber%252Fprojects%26urlpath%3Dlab%252Ftree%252Fprojects%252Fguides/first-pipeline%252FREADME.ipynb%26branch%3Dmaster)
[![Downloads](https://pepy.tech/badge/ploomber)](https://pepy.tech/project/ploomber)

<p align="center">
  <a href="https://ploomber.io/community">Join our community</a>
  |
  <a href="https://www.getrevue.co/profile/ploomber">Newsletter</a>
  |
  <a href="mailto:contact@ploomber.io">Contact us</a>
  |
  <a href="https://docs.ploomber.io/">Docs</a>
  |
  <a href="https://ploomber.io/">Blog</a>
  |  
  <a href="https://www.ploomber.io">Website</a>
  |
  <a href="https://www.youtube.com/channel/UCaIS5BMlmeNQE4-Gn0xTDXQ">YouTube</a>
</p>


Ploomber is the fastest way to build data pipelines ⚡️. Use your favorite editor (**[Jupyter](https://docs.ploomber.io/en/latest/user-guide/jupyter.html), [VSCode](https://docs.ploomber.io/en/latest/user-guide/editors.html), [PyCharm](https://docs.ploomber.io/en/latest/user-guide/editors.html)**) to develop interactively and deploy ☁️ without code changes (**[Kubernetes](https://soopervisor.readthedocs.io/en/latest/tutorials/kubernetes.html), [Airflow](https://soopervisor.readthedocs.io/en/latest/tutorials/airflow.html), [AWS Batch](https://soopervisor.readthedocs.io/en/latest/tutorials/aws-batch.html), and [SLURM](https://soopervisor.readthedocs.io/en/latest/tutorials/slurm.html)**). Do you have legacy notebooks? Refactor them into modular pipelines with a single command.

<p align="center">
  <a href="https://docs.ploomber.io/en/latest/get-started/quick-start.html"> <img src="_static/get-started.svg" alt="Get Started"> </a>
</p>


## Installation

*Compatible with Python 3.6 and higher.*

Install with `pip`:

```sh
pip install ploomber
```

Or with `conda`:

```sh
conda install ploomber -c conda-forge
```

## Getting started

**Open a hosted JupyterLab instance:**

[![image](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/ploomber/binder-env/main?urlpath=git-pull%3Frepo%3Dhttps%253A%252F%252Fgithub.com%252Fploomber%252Fprojects%26urlpath%3Dlab%252Ftree%252Fprojects%252Fguides/first-pipeline%252FREADME.ipynb%26branch%3Dmaster)

**or learn it locally in 2 minutes:**

```sh
pip install ploomber --upgrade

python -m ploomber.onboard
```

**What's next?**

Ready to **migrate your project?** [Click here.](https://docs.ploomber.io/en/latest/user-guide/refactoring.html)

Do you want to **learn more?** [Check out the introductory tutorial.](https://docs.ploomber.io/en/latest/get-started/first-pipeline.html)

Run more [examples.](https://docs.ploomber.io/en/latest/user-guide/templates.html)

## Community

* [Join us on Slack](https://ploomber.io/community)
* [Newsletter](https://www.getrevue.co/profile/ploomber)
* [YouTube](https://www.youtube.com/channel/UCaIS5BMlmeNQE4-Gn0xTDXQ)
* [Contact the development team](mailto:contact@ploomber.io)

## Main Features

### ⚡️ Get started quickly

A simple YAML API to get started quickly, a powerful Python API for total flexibility.

https://user-images.githubusercontent.com/989250/150660813-fc289c6c-0ed5-432d-b6df-063ce98c0093.mp4

### ⏱ Shorter development cycles

Automatically cache your pipeline’s previous results and only re-compute tasks that have changed since your last execution.

https://user-images.githubusercontent.com/989250/150660820-9a3a0abd-5904-492b-97ff-5494285dfebf.mp4

### ☁️ Deploy anywhere

Run as a shell script in a single machine or distributively in [Kubernetes](https://soopervisor.readthedocs.io/en/latest/tutorials/kubernetes.html), [Airflow](https://soopervisor.readthedocs.io/en/latest/tutorials/airflow.html), [AWS Batch](https://soopervisor.readthedocs.io/en/latest/tutorials/aws-batch.html), or [SLURM](https://soopervisor.readthedocs.io/en/latest/tutorials/slurm.html).

https://user-images.githubusercontent.com/989250/150660830-3f81c9a2-5392-49e5-976d-cb8a38441ecb.mp4


### 📙 Automated migration from legacy notebooks

Bring your old monolithic notebooks, and we’ll automatically convert them into maintainable, modular pipelines.

https://user-images.githubusercontent.com/989250/150660840-b0c12f85-504c-4233-8c3d-6724d291f1aa.mp4


[I want to migrate my notebook.](https://docs.ploomber.io/en/latest/user-guide/refactoring.html)

[Show me a demo.](https://www.youtube.com/watch?v=EJecqsZBr3Q)

## Resources

* [Documentation](https://docs.ploomber.io/)
* [PyData Chicago talk (covers motivation and demo)](https://youtu.be/qUL7QabcKcw)
* [Develop and deploy an ML pipeline in 30 minutes (EuroPython 2021)](https://youtu.be/O8tqiCkIWPs)
* [Guest blog post on the official Jupyter blog](https://blog.jupyter.org/ploomber-maintainable-and-collaborative-pipelines-in-jupyter-acb3ad2101a7)
* [Examples (Machine Learning pipeline, ETL, among others)](https://github.com/ploomber/projects)
* [Blog](https://ploomber.io/)
* [Comparison with other tools](https://ploomber.io/posts/survey)
* [More videos](https://docs.ploomber.io/en/latest/videos.html)



            

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Use your favorite editor (**[Jupyter](https://docs.ploomber.io/en/latest/user-guide/jupyter.html), [VSCode](https://docs.ploomber.io/en/latest/user-guide/editors.html), [PyCharm](https://docs.ploomber.io/en/latest/user-guide/editors.html)**) to develop interactively and deploy \u2601\ufe0f without code changes (**[Kubernetes](https://soopervisor.readthedocs.io/en/latest/tutorials/kubernetes.html), [Airflow](https://soopervisor.readthedocs.io/en/latest/tutorials/airflow.html), [AWS Batch](https://soopervisor.readthedocs.io/en/latest/tutorials/aws-batch.html), and [SLURM](https://soopervisor.readthedocs.io/en/latest/tutorials/slurm.html)**). Do you have legacy notebooks? Refactor them into modular pipelines with a single command.\n\n<p align=\"center\">\n  <a href=\"https://docs.ploomber.io/en/latest/get-started/quick-start.html\"> <img src=\"_static/get-started.svg\" alt=\"Get Started\"> </a>\n</p>\n\n\n## Installation\n\n*Compatible with Python 3.6 and higher.*\n\nInstall with `pip`:\n\n```sh\npip install ploomber\n```\n\nOr with `conda`:\n\n```sh\nconda install ploomber -c conda-forge\n```\n\n## Getting started\n\n**Open a hosted JupyterLab instance:**\n\n[![image](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/ploomber/binder-env/main?urlpath=git-pull%3Frepo%3Dhttps%253A%252F%252Fgithub.com%252Fploomber%252Fprojects%26urlpath%3Dlab%252Ftree%252Fprojects%252Fguides/first-pipeline%252FREADME.ipynb%26branch%3Dmaster)\n\n**or learn it locally in 2 minutes:**\n\n```sh\npip install ploomber --upgrade\n\npython -m ploomber.onboard\n```\n\n**What's next?**\n\nReady to **migrate your project?** [Click here.](https://docs.ploomber.io/en/latest/user-guide/refactoring.html)\n\nDo you want to **learn more?** [Check out the introductory tutorial.](https://docs.ploomber.io/en/latest/get-started/first-pipeline.html)\n\nRun more [examples.](https://docs.ploomber.io/en/latest/user-guide/templates.html)\n\n## Community\n\n* [Join us on Slack](https://ploomber.io/community)\n* [Newsletter](https://www.getrevue.co/profile/ploomber)\n* [YouTube](https://www.youtube.com/channel/UCaIS5BMlmeNQE4-Gn0xTDXQ)\n* [Contact the development team](mailto:contact@ploomber.io)\n\n## Main Features\n\n### \u26a1\ufe0f Get started quickly\n\nA simple YAML API to get started quickly, a powerful Python API for total flexibility.\n\nhttps://user-images.githubusercontent.com/989250/150660813-fc289c6c-0ed5-432d-b6df-063ce98c0093.mp4\n\n### \u23f1 Shorter development cycles\n\nAutomatically cache your pipeline\u2019s previous results and only re-compute tasks that have changed since your last execution.\n\nhttps://user-images.githubusercontent.com/989250/150660820-9a3a0abd-5904-492b-97ff-5494285dfebf.mp4\n\n### \u2601\ufe0f Deploy anywhere\n\nRun as a shell script in a single machine or distributively in [Kubernetes](https://soopervisor.readthedocs.io/en/latest/tutorials/kubernetes.html), [Airflow](https://soopervisor.readthedocs.io/en/latest/tutorials/airflow.html), [AWS Batch](https://soopervisor.readthedocs.io/en/latest/tutorials/aws-batch.html), or [SLURM](https://soopervisor.readthedocs.io/en/latest/tutorials/slurm.html).\n\nhttps://user-images.githubusercontent.com/989250/150660830-3f81c9a2-5392-49e5-976d-cb8a38441ecb.mp4\n\n\n### \ud83d\udcd9 Automated migration from legacy notebooks\n\nBring your old monolithic notebooks, and we\u2019ll automatically convert them into maintainable, modular pipelines.\n\nhttps://user-images.githubusercontent.com/989250/150660840-b0c12f85-504c-4233-8c3d-6724d291f1aa.mp4\n\n\n[I want to migrate my notebook.](https://docs.ploomber.io/en/latest/user-guide/refactoring.html)\n\n[Show me a demo.](https://www.youtube.com/watch?v=EJecqsZBr3Q)\n\n## Resources\n\n* [Documentation](https://docs.ploomber.io/)\n* [PyData Chicago talk (covers motivation and demo)](https://youtu.be/qUL7QabcKcw)\n* [Develop and deploy an ML pipeline in 30 minutes (EuroPython 2021)](https://youtu.be/O8tqiCkIWPs)\n* [Guest blog post on the official Jupyter blog](https://blog.jupyter.org/ploomber-maintainable-and-collaborative-pipelines-in-jupyter-acb3ad2101a7)\n* [Examples (Machine Learning pipeline, ETL, among others)](https://github.com/ploomber/projects)\n* [Blog](https://ploomber.io/)\n* [Comparison with other tools](https://ploomber.io/posts/survey)\n* [More videos](https://docs.ploomber.io/en/latest/videos.html)\n\n\n",
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