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项目作者： dipayan90

项目描述 ：
Cookie cutter online ML model serving solution
高级语言： Python
项目地址: git://github.com/dipayan90/ml-model-server.git
创建时间： 2019-12-10T04:38:28Z
项目社区：https://github.com/dipayan90/ml-model-server
开源协议：MIT License
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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

  1. 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]