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License: Apache License 2.0
Distributed model cache for TF Serving
License: Apache License 2.0
In order to ease development of TF Serving Cache, the project needs a clear guide on compiling the project and getting the services up and running.
The model stores depend on external APIs, so the interaction with these APIs should be tested using realistic mocks, e.g. S3Mock.
In order to ease the deployment, it would be nice to have a Helm chart for kubernetes. As part of this, there should be an easy guide on how to get it up and running on Minikube.
Service discovery mechanisms rely on health metrics. To support this, liveness and readiness statuses should be exposed through a HTTP endpoint.
We attempted to deploy this project through helm, but in the end we found that the cache container requires access to pods and endpoints, which we did not provide. So we added a Role to the cluster and bound it to a ServiceAccount, ultimately solving this problem. If an rbac file is added to helm templates, it will be good.
Hi, I found this project very exciting, do you have any plans for the projected future (more functionality, better deployment and etc)?
Maybe you are interested in contributors?
Add support for kubernets for service discovery. This can be implemented using the kubernetes golang API.
This should be integrated with the helm charts #2 to ease configuration and deployment.
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