Provide support for application level metrics

[moebiusband73]

Idea: Provide a way to report application level metrics at the end of a job and show this information in the job view.
This information could be stored as part of the jobs metadata json column.

[TomTheBear]

Why just a single value at the end of a job? Users might want to see a timeline of their application metrics.