Overview

MLOPS framework

VIO framework propose a generic code base for each of the following MLOPS features:

• The data gathering
• The model monitoring
• The model factory
• The fleet management
• The software factory

Modular framework

VIO core has been built following the hexagonal architecture patterns, therefore it can be adapted to its production environement constraints (cloud provider, hardware, ML framework...).

Micro-services approach

Each sub folders below are indeed a module, an application, an independant micro service. Anyone of them is therefore functional by itself.

vio-edge modules

• The edge orchestrator
• The edge interface
• The edge model serving
• The edge deployment playbook

vio-hub modules

• The hub monitoring
• The hub deployment playbook

All of those modules have been packages inside a dedicated docker images to facilitate their deployment.