Metadata-Version: 1.1
Name: ServeIt
Version: 0.0.3b2
Summary: Machine learning prediction serving
Home-page: https://github.com/rtlee9/serveit
Author: Ryan Lee
Author-email: ryantlee9@gmail.com
License: UNKNOWN
Description-Content-Type: UNKNOWN
Description: ServeIt
        =======
        
        |Build Status| |Codacy Grade Badge| |Codacy Coverage Badge| |PyPI
        version|
        
        ServeIt lets you easily serve model predictions and supplementary
        information from a RESTful API. Current features include:
        
        1. Model inference serving via RESTful API endpoint
        2. Extensible library for inference-time data loading, preprocessing,
           input validation, and postprocessing
        3. Supplementary information endpoint creation
        4. Automatic JSON serialization of responses
        5. Configurable request and response logging (work in progress)
        
        Installation: Python 2.7 and Python 3.6
        ---------------------------------------
        
        Installation is easy with pip: ``pip install serveit``
        
        Usage:
        ------
        
        Deploy your model ``clf`` to an API endpoint with as little as one line
        of code:
        
        .. code:: python
        
            from serveit.server import ModelServer
        
            # initialize server with a model and a method to use for predictions
            # then start serving predictions
            ModelServer(clf, clf.predict).serve()
        
        Your new API is now accepting ``POST`` requests at
        ``localhost:5000/predictions``! Please see the `examples <examples>`__
        directory for additional usage.
        
        Supported libraries
        ~~~~~~~~~~~~~~~~~~~
        
        -  Scikit-Learn
        -  Keras
        
        Coming soon:
        ~~~~~~~~~~~~
        
        -  TensorFlow
        -  PyTorch
        
        Building
        --------
        
        You can build locally with: ``python setup.py``
        
        License
        -------
        
        `MIT <LICENSE.md>`__
        
        .. |Build Status| image:: https://travis-ci.org/rtlee9/serveit.svg?branch=master
           :target: https://travis-ci.org/rtlee9/serveit
        .. |Codacy Grade Badge| image:: https://api.codacy.com/project/badge/Grade/2af32a3840d5441e815f3956659b091f
           :target: https://www.codacy.com/app/ryantlee9/serveit
        .. |Codacy Coverage Badge| image:: https://api.codacy.com/project/badge/Coverage/2af32a3840d5441e815f3956659b091f
           :target: https://www.codacy.com/app/ryantlee9/serveit
        .. |PyPI version| image:: https://badge.fury.io/py/ServeIt.svg
           :target: https://badge.fury.io/py/ServeIt
        
Keywords: machine learning model deployment serving API RESTful
Platform: UNKNOWN
Classifier: Development Status :: 2 - Pre-Alpha
Classifier: Intended Audience :: Developers
Classifier: Topic :: Software Development :: Build Tools
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Internet :: WWW/HTTP :: WSGI :: Server
Classifier: License :: OSI Approved :: MIT License
Classifier: Programming Language :: Python :: 2.7
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
