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Beam Metrics not shown in Flink Web UI


I am using Beam 2.4.0 SDK with Flink 1.4.0 runner
I have created a "Counter" object in my pipeline (DoFn subclass) with "Metrics.counter" method. However I am not able to see this metric under "Accumulators" tab. I only see the following:

It doesn't show up in "Metrics" -> "Add Metric" either. Do I need to do something else to see metrics?