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Answered
Hello! I’M Currently Using Clearml-Server As An Artifact Manager And Clearml-Serving For Model Inference, With Each Running On Separate Hosts Using Docker Compose. I’Ve Successfully Deployed A Real-Time Inference Model In Clearml-Serving, Configured Withi

Hello! I’m currently using ClearML-Server as an artifact manager and ClearML-Serving for model inference, with each running on separate hosts using Docker Compose. I’ve successfully deployed a real-time inference model in ClearML-Serving, configured within its own container. Now, I need to deploy another model that requires a different environment in the same ClearML-Serving setup.
Is it possible to configure Docker Compose to run two different models in their own containers, and if so, how can ClearML-Serving be configured to direct requests to the appropriate container based on the service endpoint? I’m also interested in monitoring both models using a single Grafana dashboard. I came across a tutorial suggesting this might be possible, but I’m unsure how to implement it so that ClearML-Serving correctly routes traffic to the right container for predictions. Any advice or insights on this setup would be greatly appreciated!

  
  
Posted 16 days ago
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Answers 3


Hi @<1697056701116583936:profile|JealousArcticwolf24>
Awesome deployment 🤩
Yes if you need another scalable model serving you can just run another instance of the clearml-serving-inference
https://github.com/allegroai/clearml-serving/blob/7ba356efc97a6ae2159283d198d981b3c1ab85e6/docker/docker-compose.yml#L77
So you end up with two of them, one per models environment. Notice each one should have its own unique clearml serving session
https://github.com/allegroai/clearml-serving/blob/7ba356efc97a6ae2159283d198d981b3c1ab85e6/docker/docker-compose.yml#L92

  
  
Posted 14 days ago

@<1523701205467926528:profile|AgitatedDove14> Thank you for the answer! So i will be able to log everything in the same grafana ? and i dont need to run another docker-compose with new clearml inference ?)

  
  
Posted 12 days ago

correct

  
  
Posted 12 days ago
88 Views
3 Answers
16 days ago
12 days ago
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