leongn / model_to_api

Deploy your ML model as an API on AWS

Deploy a Machine Learning model as an API on AWS

See my blog post detailing the code at: https://machine-learning-company.nl/en/technical/deploy-your-machine-learning-model-as-a-rest-api-on-aws/

Or on Medium at: https://levelup.gitconnected.com/deploy-your-machine-learning-model-as-a-rest-api-on-aws-english-dcb1a0db3110

model_to_api's Issues

Error when running serve_local

Hello,

I am trying to make your tutorial work on my computer without any success... I run into the following error when running the command "./serve_local.sh prediction_docker_image":

docker: Error response from daemon: OCI runtime create failed: container_linux.go:345: starting container process caused "exec: "serve": executable file not found in $PATH": unknown.
ERRO[0000] error waiting for container: context canceled

Thanks for the help!

endpoint creation is failing

Locally I am able to serve it fine, but the endpoint is getting failed on deploying.
In the code, the path to ml models is /opt/ml ... Are we changing it to the path of s3 on deployment? This might be causing the issue.