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Hi Folks, We Are Trying To Find A Tool To Help With Workflow Orchestration. This Is Our Stack So Far (Label Studio/Clearml/Seldon). Does Anyone Have Any Experience With Using Any Workflow Which Is Most Compatible Esp Wrt To Clearml.


AgitatedDove14 Not creating but more for orchestrating...

Currently, we manually push a dataset to cleaml-dataset .
Have a pipeline controller Task which (takes in data from clearml-dataset, runs preprocessing, runs training) and Publishes a model (if certain threshold is met).
We have clearml monitor which will monitor all Published models .It will push the uri of the published model to a rabbitmq.

We have a subscriber (python code) listening to the rabbitmq. This takes in the uri from the queue and creates a seldon deployment.

Here the vast majority of the stuff gets done in clearml. Still figuring out, what is the best orchestration tool,which can run this end-2-end.

  
  
Posted 3 years ago
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3 years ago
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