Metadata-Version: 2.1
Name: sematic
Version: 0.5.1
Author: Sematic AI, Inc.
Author-email: emmanuel@sematic.ai
Home-page: https://github.com/sematic-ai/sematic
License: MIT
Classifier: License :: OSI Approved :: MIT License
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Science/Research
Classifier: Programming Language :: Python :: 3 :: Only
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Scientific/Engineering :: Visualization
Classifier: Typing :: Typed
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.. image:: ./docs/images/Logo_README.png
   :target: ./docs/images/Logo_README.png
   :alt: Sematic logo



.. image:: ./docs/images/Screenshot_README_1_framed.png
   :target: ./docs/images/Screenshot_README_1_framed.png
   :alt: UI Screenshot



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   :target: https://img.shields.io/pypi/v/sematic?style=for-the-badge
   :alt: PyPI


.. image:: https://img.shields.io/circleci/build/github/sematic-ai/sematic/main?label=CircleCI&style=for-the-badge&token=c8e0115ddccadc17b98ab293b32cad27026efb25
   :target: https://app.circleci.com/pipelines/github/sematic-ai/sematic?branch=main&filter=all
   :alt: CircleCI


.. image:: https://img.shields.io/pypi/l/sematic?style=for-the-badge
   :target: https://img.shields.io/pypi/l/sematic?style=for-the-badge
   :alt: PyPI - License


.. image:: https://img.shields.io/badge/Python-3.9+-blue?style=for-the-badge&logo=none
   :target: https://python.org
   :alt: Python 3.9+


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   :alt: Discord


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   :target: https://sematic.dev
   :alt: Made By Sematic


Hi 👋
-----

Sematic is an open-source development toolkit to help Data Scientists and
Machine Learning (ML) Engineers prototype and productionize ML pipelines in days
not weeks.

Sematic is based on learnings from building the infrastructure behind Cruise's
`Continuous Learning
Machine <https://medium.com/cruise/cruise-continuous-learning-machine-30d60f4c691b>`_.

Find our docs at `docs.sematic.dev <https://docs.sematic.dev>`_\ , and join us on
`Discord <https://discord.gg/4KZJ6kYVax>`_.

Sematic helps you


* Develop and run ML pipelines using native Python functions, no new DSL to learn
* Monitor, visualize, and track all inputs and outputs of all pipeline steps in a slick UI
* Collaborate with your team to keep the discussion close to the pipeline as opposed to scattered elsewhere
* [soon] Clone/re-run your pipelines with different inputs/configs
* [soon] Schedule your pipelines to keep your models fresh and relevant

Sematic is an alternative to other ML pipeline tools, such as KubeFlow Pipelines.

Installation
------------

Instal Sematic with

.. code-block:: shell

   $ pip install sematic

Usage
-----

Start the app locally with

.. code-block:: shell

   $ sematic start

Then run an example pipeline with

.. code-block:: shell

   $ sematic run examples/mnist/pytorch

Create a new boilerplate project

.. code-block:: shell

   $ sematic new my_new_project

Or from an existing example:

.. code-block:: shell

   $ sematic new my_new_project --from examples/mnist/pytorch

Then run it with

.. code-block:: shell

   $ python3 -m my_new_project

See our docs at `docs.sematic.dev <https://docs.sematic.dev>`_\ , and join us on
`Discord <https://discord.gg/4KZJ6kYVax>`_.

Contribute
----------

See our Contributor guide at `docs.sematic.dev <https://docs.sematic.dev>`_.

