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[Feature Request] A diagnostic/analysis toolkit for workflows development #80

Description

@rexwangcc

It would be great if cromwell-tools can provide a toolkit focusing on diagnostic/analysis toolkit for workflows development, some use cases are:

  • I want to know the 5 statistics (avg, max, median...) and the average workflow runtime, given a workflow identifier or during a time window, so that I can have a better understanding of my workflow performance.
  • I want to know the 5 statistics (avg, max, median...) and the average of individual tasks and sub-workflows of a workflow, so that I can easily find the bottleneck of my workflow.
  • I want to get some serialized/well-parsed formats of the workflow failures in order to debug my workflows.
  • I want to have some sort of methods to predict the runtime, resource requirements of my workflow(s), such as Linear Regression, SVM, NNs, etc. based on my historical workflow data, in order to optimize and productionize my workflows.

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