March 2021
Intermediate
1h 5m
English
Overview
Get started with MLOps and Github Actions to package a container with an ONNX model that does live inferencing with a Flask application. By using Azure ML, learn how to download the large ONNX model
into the Github Action workflow, package it as a container and then push it to a container registry. For reference use the https://github.com/alfredodeza/flask-roberta repository
Topics include:
* Create a container that does live inferencing with Flask and the ONNX runtime
* Package the model and verify it works locally
* Setup a Github Action to authenticate to Azure ML and download a previously registered model
* Build the new container as a Github Action, authenticate to Docker Hub or Github Packages
* Push the new container to the Github registry or any other registry like Docker Hub
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