private void adjustMetrics( Map<String, Map<Integer, MetricSnapshot>> metrics, Map<String, Integer> metaCounters, Map<String, Map<Integer, Histogram>> histograms, Map<String, Map<Integer, Timer>> timers) { for (Map.Entry<String, Map<Integer, MetricSnapshot>> metricEntry : metrics.entrySet()) { String meta = metricEntry.getKey(); MetricType metricType = MetricUtils.metricType(meta); MetaType metaType = MetricUtils.metaType(meta); Map<Integer, MetricSnapshot> winData = metricEntry.getValue(); if (metricType == MetricType.HISTOGRAM) { for (Map.Entry<Integer, MetricSnapshot> dataEntry : winData.entrySet()) { MetricSnapshot snapshot = dataEntry.getValue(); Integer cnt = metaCounters.get(meta); Histogram histogram = histograms.get(meta).get(dataEntry.getKey()); if (cnt != null && cnt > 1) { Snapshot snapshot1 = histogram.getSnapshot(); snapshot.set_mean(snapshot1.getMean()); snapshot.set_p50(snapshot1.getMedian()); snapshot.set_p75(snapshot1.get75thPercentile()); snapshot.set_p95(snapshot1.get95thPercentile()); snapshot.set_p98(snapshot1.get98thPercentile()); snapshot.set_p99(snapshot1.get99thPercentile()); snapshot.set_p999(snapshot1.get999thPercentile()); snapshot.set_stddev(snapshot1.getStdDev()); snapshot.set_min(snapshot1.getMin()); snapshot.set_max(snapshot1.getMax()); if (metaType == MetaType.TOPOLOGY) { snapshot.set_points(Arrays.asList(ArrayUtils.toObject(snapshot1.getValues()))); } } if (metaType != MetaType.TOPOLOGY) { snapshot.set_points(new ArrayList<Long>(0)); } } } else if (metricType == MetricType.TIMER) { for (Map.Entry<Integer, MetricSnapshot> dataEntry : winData.entrySet()) { MetricSnapshot snapshot = dataEntry.getValue(); Integer cnt = metaCounters.get(meta); if (cnt != null && cnt > 1) { Timer timer = timers.get(meta).get(dataEntry.getKey()); Snapshot snapshot1 = timer.getSnapshot(); snapshot.set_p50(snapshot1.getMedian()); snapshot.set_p75(snapshot1.get75thPercentile()); snapshot.set_p95(snapshot1.get95thPercentile()); snapshot.set_p98(snapshot1.get98thPercentile()); snapshot.set_p99(snapshot1.get99thPercentile()); snapshot.set_p999(snapshot1.get999thPercentile()); snapshot.set_stddev(snapshot1.getStdDev()); snapshot.set_min(snapshot1.getMin()); snapshot.set_max(snapshot1.getMax()); } snapshot.set_points(new ArrayList<Long>(0)); } } } }
public TopologyMetric mergeMetrics() { long start = System.currentTimeMillis(); if (getMemCache().size() == 0) { // LOG.info("topology:{}, metric size is 0, skip...", topologyId); return null; } if (isMerging()) { LOG.info("topology {} is already merging, skip...", topologyId); return null; } setMerging(true); try { Map<String, MetricInfo> workerMetricMap = this.memCache; // reset mem cache this.memCache = new ConcurrentHashMap<>(); MetricInfo topologyMetrics = MetricUtils.mkMetricInfo(); MetricInfo componentMetrics = MetricUtils.mkMetricInfo(); MetricInfo taskMetrics = MetricUtils.mkMetricInfo(); MetricInfo streamMetrics = MetricUtils.mkMetricInfo(); MetricInfo workerMetrics = MetricUtils.mkMetricInfo(); MetricInfo nettyMetrics = MetricUtils.mkMetricInfo(); TopologyMetric tpMetric = new TopologyMetric( topologyMetrics, componentMetrics, workerMetrics, taskMetrics, streamMetrics, nettyMetrics); // metric name => worker count Map<String, Integer> metricNameCounters = new HashMap<>(); // special for histograms & timers, we merge the points to get a new snapshot data. Map<String, Map<Integer, Histogram>> histograms = new HashMap<>(); Map<String, Map<Integer, Timer>> timers = new HashMap<>(); // iterate metrics of all workers within the same topology for (ConcurrentMap.Entry<String, MetricInfo> metricEntry : workerMetricMap.entrySet()) { MetricInfo metricInfo = metricEntry.getValue(); // merge counters: add old and new values, note we only add incoming new metrics and // overwrite // existing data, same for all below. Map<String, Map<Integer, MetricSnapshot>> metrics = metricInfo.get_metrics(); for (Map.Entry<String, Map<Integer, MetricSnapshot>> metric : metrics.entrySet()) { String metricName = metric.getKey(); Map<Integer, MetricSnapshot> data = metric.getValue(); MetaType metaType = MetricUtils.metaType(metricName); MetricType metricType = MetricUtils.metricType(metricName); if (metricType == MetricType.COUNTER) { mergeCounters(tpMetric, metaType, metricName, data); } else if (metricType == MetricType.GAUGE) { mergeGauges(tpMetric, metaType, metricName, data); } else if (metricType == MetricType.METER) { mergeMeters( getMetricInfoByType(tpMetric, metaType), metricName, data, metricNameCounters); } else if (metricType == MetricType.HISTOGRAM) { mergeHistograms( getMetricInfoByType(tpMetric, metaType), metricName, data, metricNameCounters, histograms); } else if (metricType == MetricType.TIMER) { mergeTimers( getMetricInfoByType(tpMetric, metaType), metricName, data, metricNameCounters, timers); } } } adjustHistogramTimerMetrics(tpMetric, metricNameCounters, histograms, timers); // for counters, we only report delta data every time, need to sum with old data // adjustCounterMetrics(tpMetric, oldTpMetric); LOG.info( "merge topology metrics:{}, cost:{}", topologyId, System.currentTimeMillis() - start); // debug logs // MetricUtils.printMetricWinSize(componentMetrics); return tpMetric; } finally { setMerging(false); } }