Identify performance trends for ML workload

You can identify trends by analyzing performance trends of your ML workload using the Cloudera Observability Trends chart widgets, which are displayed on the Overview and Trends tabs.

The Trends tab displays performance trends of previous job executions over a selected time period. It visualizes the historical data of your ML workload through Duration histogram, which depict the comparison of the last 10 runs of the same ML workloads. The Duration chart widget is identical on both tabs.

For consistent execution, the trend appears as a straight line. Spikes in the trend represent deviations in execution. You can analyze these spikes to identify the root cause of the deviation. If no underlying issue exists, the graph remains flat.