Welcome to HuoguoML!
The only machine learning model management and serving platform you and your data science team need.
Introduction
When dealing with Machine Learning applications, there is a high management and coordination effort for data scientists, as they have to collaborately analyze, evaluate and update many different models with different metadata on a regular basis. HuoguoML aims to simplify the management process by providing a platform for managing and serving machine learning models. It enables:
Individual Data Scientists to track experiments locally on their machine and output models to ML engineers, who then deploy them using HuoguoML's deployment tools.
Data Science Teams to set up a HuoguoML tracking server to log and compare the results of multiple data scientists working on the same or a different problem. Then, by setting up a convention for naming their parameters and metrics, they can try different algorithms to solve the same problem and then run the same algorithms again on new data to compare models in the future. In addition, anyone can download and run a different model.
ML Engineers to deploy models from different ML libraries in the same way by executing a simple command. Each service is centrally maintained and supports OTA updates. On its own, a HuoguoML Service is based on FastAPI and can be extended with standard FastAPI tools. It supports all use cases, be it storing predictions with middleware or adding new endpoints e.g. for Prometheus.
Documentation overview
The HuoguoML documentation is structured as follows:
HuoguoML Hello World: New to a HuoguoML? Take a look at the introduction pages. They contain simple examples to get you started right away.
HuoguoML Recommendation: Some recommendations about naming or using HuoguoML.
HuoguoML Server Deployment: Guides for deploying a HuoguoML server to cloud providers.
Installation
HuoguoML can be installed via PyPI. Install the stable version of HuoguoML via PyPI:
or the development version, which is updated with every commit on the main branch:
FAQ
TBD
Contributing
We encourage you to contribute to HuoguoML! Please check out the Contributing guide for guidelines about how to proceed.
License
Apache License Version 2.0, see LICENSE
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