ml-model-server

This project provides you a pre-built REST server to score your machine learning models.

Features

• Score models by just providing configurations.
• Error handling and standard logging inbuilt.
• Configurable Base Path of the API.
• Comes bootstrapped with CORS support for cross domain access.
• Documentation is inbuilt in the form of SWAGGER docs.
• Supports following python model serialization formats:
  • PMML
  • Pickle ( Assumes that a predict function exists )
  • Simple lookup.

Installation

pip install ml-model-server[all]

The above command installs all dependencies. However if you want a smaller footprint, you can select packages you want to install:

Functionality	Command
PMML	pip install ml-model-server[pmml]
Pickle	pip install ml-model-server[pickle]
All	pip install ml-model-server[all]