Tag ORT server images with version_number

[rakelkar]

Is your feature request related to a problem? Please describe.
Users of KFServing would like to refer to a well-known runtime version. However this is not possible as the current integration has no way of pointing to a version other than "latest"
kserve/kserve#258

Describe the solution you'd like
CI builds should tag ORT server containers pushed to mcr.microsoft.com with ORT version using the VERSION_NUMBER file

VERSION_NUMBER=$(cat $SOURCE_ROOT/VERSION_NUMBER)

[rakelkar]

I see docker build happens in server_run_dockerbuild.sh and can add the version there... but dont see where the image gets pushed to mcr?

[vinitra-zz]

Hi rakelkar! This is planned for our next update of docker images in MCR. Will keep this issue updated with the new tag naming scheme once it’s released publicly. :)

[tmccrmck]

Hey rakelkar, in the meantime if you need a specific runtime version then building from source is the best solution

[rakelkar]

I do have a private version, but this issue is for official versions :)

[vinitra-zz]

Hi rakelkar! The onnxruntime server docker image has been refreshed on MCR. You can now pull the following images:

mcr.microsoft.com/onnxruntime/server:v0.4.0
mcr.microsoft.com/onnxruntime/server:v0.5.0

and the latest image, which currently points to v0.5.0.

mcr.microsoft.com/onnxruntime/server:latest

[rakelkar]

Awesome thanks!

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