Metadata-Version: 2.1
Name: titus2
Version: 1.2.0
Summary: Python 3 implementation of Portable Format for Analytics (PFA): producer, converter, and consumer.
Home-page: https://realworldpython.guide/titus2/
Author: Ankit Mahato
Author-email: ankit@realworldpython.guide
License: UNKNOWN
Project-URL: Source Code, https://github.com/animator/titus2
Project-URL: Bug Tracker, https://github.com/animator/titus2/issues
Project-URL: Documentation, https://realworldpython.guide/titus2/
Description: ![titus2 logo](https://realworldpython.guide/titus2/images/logo-text.png)
        
        [![Build Status](https://travis-ci.org/animator/titus2.svg?branch=master)](https://travis-ci.org/animator/titus2)
        [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/titus2)](https://pypi.org/project/titus2)
        [![PyPI version](https://badge.fury.io/py/titus2.svg)](https://pypi.org/project/titus2)
        ![Maintenance](https://img.shields.io/maintenance/yes/2020)
        [![GitHub](https://img.shields.io/github/license/animator/titus2)](https://github.com/animator/titus2/blob/master/LICENSE)
        
        # Project Documentation - [Link](https://realworldpython.guide/titus2/)
        
        > **Data Scientist**: Why is my cutting edge model still not in production?
        >
        Scenario 1:
        > **IT Team**: We are still implementing the scoring engine in Go/Java/C++.   
        
        Scenario 2:
        > **IT Team**: We are still figuring out how to read the model.pkl file you provided.   
        
        . .
        
        and the push to production pang continues ..
        
        # New Features!
        
          - `titus2` home page and documentation has been migrated to [https://realworldpython.guide](https://realworldpython.guide/titus2/).   
        
        ### Changes in titus2 v1.2.0
        
        View the complete changelog [here](https://github.com/animator/titus2/blob/master/CHANGELOG.md).
        
        Titus 2 - Portable Format for Analytics (PFA) implementation for Python 3.4+ 
        ========
        
        Titus 2 is a fork of the original Titus python library which resides in the (now defunct) [Hadrian repository](https://github.com/opendatagroup/hadrian). Titus is not actively maintained by the Open Data Group and only supports Python 2, so this fork was created to actively support its development for Python 3.
        
        Titus 2 is a complete, independent implementation of [Portable Format for Analytics (PFA)](https://realworldpython.guide/titus2/pfa/) in pure Python. PFA is a specification for scoring/inference engines: event-based processors that perform predictive or analytic calculations. It is a model interchange format which helps smoothen the transition from statistical model development to large-scale and/or online production. `titus2` also focuses on model development, so it includes model producers and PFA manipulation tools in addition to runtime execution (scoring) engine.
        
        ### Requirements
        
        Titus 2 uses a number of open source projects to work properly:
        
        * avro-python3 >= 1.8.2
        * numpy >= 1.15.0
        * pytz >= 2019.1
        * pyyaml >= 5.1.2
        * ply >= 3.11
        
        The above packages are available via `pip` and are automatically installed during setup.
        
        ### Installation
        
        Titus requires [Python 3.4+](https://www.python.org/download/) to run.
        It can be installed via pip/pip3 as follows:
        ```sh
        $ pip install titus2
        ```
        
        or you can directly install the latest build from github repository via 
        ```sh
        $ pip install git+https://github.com/animator/titus2.git
        ```
        
        After installation please run the following elementary example in python
        
        ```python
        from titus.genpy import PFAEngine
        
        pfa = {"input": "double",
         "output": "double",
         "action": [
           {"+": ["input", 100]}
         ]}
        engine, = PFAEngine.fromJson(pfa)
        
        l = [1.0, 2.0, 3.0, 4.0, 5.0]
        
        for num in l:
            print(num, engine.action(num))
        ```
        
        ### User Guide and Tutorials
        
        See the [Project Documentation](https://realworldpython.guide/titus2/) for user guide and tutorials.
        
        ### Current Testing Framework
          - Unit testing status available [here](https://travis-ci.org/animator/titus2) [![Build Status](https://travis-ci.org/animator/titus2.svg?branch=master)](https://travis-ci.org/animator/titus2) 
          - Conformance testing status available [here](https://travis-ci.org/animator/pfa) [![Build Status](https://travis-ci.org/animator/pfa.svg?branch=master)](https://travis-ci.org/animator/pfa) 
        
        ### Issues, Questions and Feature Requests
        
        Please raise an issue/question/request [here](https://github.com/animator/titus2/issues).
        
        ### Development
        
        Want to contribute? Great!
        
        Please raise an [issue](https://github.com/animator/titus2/issues) to discuss your ideas and send a [pull request](https://github.com/animator/titus2/pulls).
        
        ### Todos
        
         - Write MORE Tests for `scripts/*`.
         - Add `scikit-learn` model export to PFA tutorials.
        
Keywords: pfa scoring inference pmml titus hadrian machine learning data mining
Platform: UNKNOWN
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Education
Classifier: Intended Audience :: Information Technology
Classifier: Intended Audience :: Science/Research
Classifier: Topic :: Scientific/Engineering
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Software Development
Classifier: Topic :: Software Development :: Libraries
Classifier: Topic :: Software Development :: Libraries :: Python Modules
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Programming Language :: Python :: 3 :: Only
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.5
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Classifier: Natural Language :: English
Requires-Python: >=3.4
Description-Content-Type: text/markdown
