[FLINK-38825][streaming] Add inference-oriented metrics to AsyncBatchWaitOperator #27358
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What is the purpose of the change
This PR adds comprehensive metrics support to
AsyncBatchWaitOperatorandOrderedAsyncBatchWaitOperatorfor monitoring AI/ML inference workloads.The existing async batch operators lacked visibility into batch-level performance characteristics that are critical for:
Brief change log
Added metrics instrumentation to
AsyncBatchWaitOperator:batchSize- Histogram of batch sizes (records per batch)batchLatencyMs- Histogram of batch latency (time from first element to flush)asyncCallDurationMs- Histogram of async call duration (invocation to completion)inflightBatches- Gauge showing current in-flight async operationstotalBatchesProcessed- Counter of total batches processedtotalRecordsProcessed- Counter of total records processedasyncCallFailures- Counter of failed async callsAdded same metrics to
OrderedAsyncBatchWaitOperatorplus:pendingOrderedBatches- Gauge showing batches waiting for in-order emissionAdded comprehensive unit tests for all metrics functionality
Verifying this change
This change added tests and can be verified as follows:
AsyncBatchWaitOperatorTest#testBatchSizeMetric- verifies batch size histogram is recordedAsyncBatchWaitOperatorTest#testBatchAndRecordCounters- verifies batch and record countersAsyncBatchWaitOperatorTest#testAsyncCallDurationMetric- verifies duration trackingAsyncBatchWaitOperatorTest#testAsyncCallFailureMetric- verifies failure counterAsyncBatchWaitOperatorTest#testInflightBatchesTracking- verifies in-flight gaugeAsyncBatchWaitOperatorTest#testBatchLatencyMetric- verifies latency histogramAsyncBatchWaitOperatorTest#testMetricsWithMultipleBatches- comprehensive multi-batch testDoes this pull request potentially affect one of the following parts
@Public(Evolving): noDocumentation