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[SPARK-18364][YARN] Expose metrics for YarnShuffleService #22485
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@@ -35,6 +35,8 @@ | |
| import org.apache.hadoop.fs.FileSystem; | ||
| import org.apache.hadoop.fs.Path; | ||
| import org.apache.hadoop.fs.permission.FsPermission; | ||
| import org.apache.hadoop.metrics2.impl.MetricsSystemImpl; | ||
| import org.apache.hadoop.metrics2.lib.DefaultMetricsSystem; | ||
| import org.apache.hadoop.yarn.api.records.ContainerId; | ||
| import org.apache.hadoop.yarn.server.api.*; | ||
| import org.apache.spark.network.util.LevelDBProvider; | ||
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@@ -168,6 +170,15 @@ protected void serviceInit(Configuration conf) throws Exception { | |
| TransportConf transportConf = new TransportConf("shuffle", new HadoopConfigProvider(conf)); | ||
| blockHandler = new ExternalShuffleBlockHandler(transportConf, registeredExecutorFile); | ||
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| // register metrics on the block handler into the Node Manager's metrics system. | ||
| YarnShuffleServiceMetrics serviceMetrics = | ||
| new YarnShuffleServiceMetrics(blockHandler.getAllMetrics()); | ||
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| MetricsSystemImpl metricsSystem = (MetricsSystemImpl) DefaultMetricsSystem.instance(); | ||
| metricsSystem.register( | ||
| "shuffleService", "Metrics on the Spark Shuffle Service", serviceMetrics); | ||
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| logger.info("Registered metrics with Hadoop's DefaultMetricsSystem"); | ||
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| // If authentication is enabled, set up the shuffle server to use a | ||
| // special RPC handler that filters out unauthenticated fetch requests | ||
| List<TransportServerBootstrap> bootstraps = Lists.newArrayList(); | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,133 @@ | ||
| /* | ||
| * Licensed to the Apache Software Foundation (ASF) under one or more | ||
| * contributor license agreements. See the NOTICE file distributed with | ||
| * this work for additional information regarding copyright ownership. | ||
| * The ASF licenses this file to You under the Apache License, Version 2.0 | ||
| * (the "License"); you may not use this file except in compliance with | ||
| * the License. You may obtain a copy of the License at | ||
| * | ||
| * http://www.apache.org/licenses/LICENSE-2.0 | ||
| * | ||
| * Unless required by applicable law or agreed to in writing, software | ||
| * distributed under the License is distributed on an "AS IS" BASIS, | ||
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| * See the License for the specific language governing permissions and | ||
| * limitations under the License. | ||
| */ | ||
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| package org.apache.spark.network.yarn; | ||
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| import com.codahale.metrics.*; | ||
| import org.apache.hadoop.metrics2.MetricsCollector; | ||
| import org.apache.hadoop.metrics2.MetricsInfo; | ||
| import org.apache.hadoop.metrics2.MetricsRecordBuilder; | ||
| import org.apache.hadoop.metrics2.MetricsSource; | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. add a newline between hadoop and spark
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. spark import removed because of checkstyle wont allow to have import in javadoc when you have |
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| import org.apache.spark.network.shuffle.ExternalShuffleBlockHandler; | ||
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| import java.util.Map; | ||
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| /** | ||
| * Forward {@link ExternalShuffleBlockHandler.ShuffleMetrics} to hadoop metrics system. | ||
| * NodeManager by default exposes JMX endpoint where can be collected. | ||
| */ | ||
| class YarnShuffleServiceMetrics implements MetricsSource { | ||
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| private final MetricSet metricSet; | ||
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| YarnShuffleServiceMetrics(MetricSet metricSet) { | ||
| this.metricSet = metricSet; | ||
| } | ||
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| /** | ||
| * Get metrics from the source | ||
| * | ||
| * @param collector to contain the resulting metrics snapshot | ||
| * @param all if true, return all metrics even if unchanged. | ||
| */ | ||
| @Override | ||
| public void getMetrics(MetricsCollector collector, boolean all) { | ||
| MetricsRecordBuilder metricsRecordBuilder = collector.addRecord("shuffleService"); | ||
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| for (Map.Entry<String, Metric> entry : metricSet.getMetrics().entrySet()) { | ||
| collectMetric(metricsRecordBuilder, entry.getKey(), entry.getValue()); | ||
| } | ||
| } | ||
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| /** | ||
| * The metric types used in {@link ExternalShuffleBlockHandler.ShuffleMetrics} | ||
| */ | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. add a comment to javadoc that its visible for testing
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. added |
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| public static void collectMetric(MetricsRecordBuilder metricsRecordBuilder, String name, Metric metric) { | ||
| if (metric instanceof Timer) { | ||
| Timer t = (Timer) metric; | ||
| metricsRecordBuilder | ||
| .addCounter(new ShuffleServiceMetricsInfo(name + "_count", "Count of timer " + name), | ||
| t.getCount()) | ||
| .addGauge( | ||
| new ShuffleServiceMetricsInfo(name + "_rate15", "15 minute rate of timer " + name), | ||
| t.getFifteenMinuteRate()) | ||
| .addGauge( | ||
| new ShuffleServiceMetricsInfo(name + "_rate5", "5 minute rate of timer " + name), | ||
| t.getFiveMinuteRate()) | ||
| .addGauge( | ||
| new ShuffleServiceMetricsInfo(name + "_rate1", "1 minute rate of timer " + name), | ||
| t.getOneMinuteRate()) | ||
| .addGauge(new ShuffleServiceMetricsInfo(name + "_rateMean", "Mean rate of timer " + name), | ||
| t.getMeanRate()); | ||
| } else if (metric instanceof Meter) { | ||
| Meter m = (Meter) metric; | ||
| metricsRecordBuilder | ||
| .addCounter(new ShuffleServiceMetricsInfo(name + "_count", "Count of meter " + name), | ||
| m.getCount()) | ||
| .addGauge( | ||
| new ShuffleServiceMetricsInfo(name + "_rate15", "15 minute rate of meter " + name), | ||
| m.getFifteenMinuteRate()) | ||
| .addGauge( | ||
| new ShuffleServiceMetricsInfo(name + "_rate5", "5 minute rate of meter " + name), | ||
| m.getFiveMinuteRate()) | ||
| .addGauge( | ||
| new ShuffleServiceMetricsInfo(name + "_rate1", "1 minute rate of meter " + name), | ||
| m.getOneMinuteRate()) | ||
| .addGauge(new ShuffleServiceMetricsInfo(name + "_rateMean", "Mean rate of meter " + name), | ||
| m.getMeanRate()); | ||
| } else if (metric instanceof Gauge) { | ||
| final Object gaugeValue = ((Gauge) metric).getValue(); | ||
| if (gaugeValue instanceof Integer) { | ||
| metricsRecordBuilder.addGauge(getShuffleServiceMetricsInfo(name), (Integer) gaugeValue); | ||
| } else if (gaugeValue instanceof Long) { | ||
| metricsRecordBuilder.addGauge(getShuffleServiceMetricsInfo(name), (Long) gaugeValue); | ||
| } else if (gaugeValue instanceof Float) { | ||
| metricsRecordBuilder.addGauge(getShuffleServiceMetricsInfo(name), (Float) gaugeValue); | ||
| } else if (gaugeValue instanceof Double) { | ||
| metricsRecordBuilder.addGauge(getShuffleServiceMetricsInfo(name), (Double) gaugeValue); | ||
| } else { | ||
| throw new IllegalStateException( | ||
| "Not supported class type of metric[" + name + "] for value " + gaugeValue); | ||
| } | ||
| } | ||
| } | ||
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| private static MetricsInfo getShuffleServiceMetricsInfo(String name) { | ||
| return new ShuffleServiceMetricsInfo(name, "Value of gauge " + name); | ||
| } | ||
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| private static class ShuffleServiceMetricsInfo implements MetricsInfo { | ||
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| private final String name; | ||
| private final String description; | ||
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| ShuffleServiceMetricsInfo(String name, String description) { | ||
| this.name = name; | ||
| this.description = description; | ||
| } | ||
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| @Override | ||
| public String name() { | ||
| return name; | ||
| } | ||
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| @Override | ||
| public String description() { | ||
| return description; | ||
| } | ||
| } | ||
| } | ||
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,73 @@ | ||
| /* | ||
| * Licensed to the Apache Software Foundation (ASF) under one or more | ||
| * contributor license agreements. See the NOTICE file distributed with | ||
| * this work for additional information regarding copyright ownership. | ||
| * The ASF licenses this file to You under the Apache License, Version 2.0 | ||
| * (the "License"); you may not use this file except in compliance with | ||
| * the License. You may obtain a copy of the License at | ||
| * | ||
| * http://www.apache.org/licenses/LICENSE-2.0 | ||
| * | ||
| * Unless required by applicable law or agreed to in writing, software | ||
| * distributed under the License is distributed on an "AS IS" BASIS, | ||
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| * See the License for the specific language governing permissions and | ||
| * limitations under the License. | ||
| */ | ||
| package org.apache.spark.network.yarn | ||
|
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| import scala.collection.JavaConverters._ | ||
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| import org.apache.hadoop.metrics2.MetricsRecordBuilder | ||
| import org.mockito.Matchers._ | ||
| import org.mockito.Mockito.{mock, times, verify, when} | ||
| import org.scalatest.Matchers | ||
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| import org.apache.spark.SparkFunSuite | ||
| import org.apache.spark.network.server.OneForOneStreamManager | ||
| import org.apache.spark.network.shuffle.{ExternalShuffleBlockHandler, ExternalShuffleBlockResolver} | ||
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| class YarnShuffleServiceMetricsSuite extends SparkFunSuite with Matchers { | ||
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| val streamManager = mock(classOf[OneForOneStreamManager]) | ||
| val blockResolver = mock(classOf[ExternalShuffleBlockResolver]) | ||
| when(blockResolver.getRegisteredExecutorsSize).thenReturn(42) | ||
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| val metrics = new ExternalShuffleBlockHandler(streamManager, blockResolver).getAllMetrics | ||
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| test("metrics named as expected") { | ||
| val allMetrics = Set( | ||
| "openBlockRequestLatencyMillis", "registerExecutorRequestLatencyMillis", | ||
| "blockTransferRateBytes", "registeredExecutorsSize") | ||
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| metrics.getMetrics.keySet().asScala should be (allMetrics) | ||
| } | ||
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| // these three metrics have the same effect on the collector | ||
| for (testname <- Seq("openBlockRequestLatencyMillis", | ||
| "registerExecutorRequestLatencyMillis", | ||
| "blockTransferRateBytes")) { | ||
| test(s"$testname - collector receives correct types") { | ||
| val builder = mock(classOf[MetricsRecordBuilder]) | ||
| when(builder.addCounter(any(), anyLong())).thenReturn(builder) | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I don't see where these when's are used?
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. these metrics are Timer or Meter so its called in |
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| when(builder.addGauge(any(), anyDouble())).thenReturn(builder) | ||
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| YarnShuffleServiceMetrics.collectMetric(builder, testname, | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. you are calling a private function here
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. fixed |
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| metrics.getMetrics.get(testname)) | ||
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| verify(builder).addCounter(anyObject(), anyLong()) | ||
| verify(builder, times(4)).addGauge(anyObject(), anyDouble()) | ||
| } | ||
| } | ||
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| // this metric writes only one gauge to the collector | ||
| test("registeredExecutorsSize - collector receives correct types") { | ||
| val builder = mock(classOf[MetricsRecordBuilder]) | ||
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| YarnShuffleServiceMetrics.collectMetric(builder, "registeredExecutorsSize", | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. you are calling a private function here
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. fixed |
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| metrics.getMetrics.get("registeredExecutorsSize")) | ||
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| // only one | ||
| verify(builder).addGauge(anyObject(), anyInt()) | ||
| } | ||
| } | ||
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@ash211 you are calling registerSource here instead of register which required the reflection was there some reason you were doing that?
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registermethod only did some fancy stuff on metrics name, so I didnt understand the motivation to useregisterSource. Also I think Ash only follows notifications on JIRA ticket so I notified him there.There was a problem hiding this comment.
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Sorry for the delay.
My explanation for using reflection was here: https://github.com/palantir/spark/pull/149/files#r107770857 -- basically
registerSourceisn't accessible from here.As to why use
registerSourcevsregister, I don't think I knew aboutregisterat the time. Looking at https://github.com/apache/hadoop/blame/trunk/hadoop-common-project/hadoop-common/src/main/java/org/apache/hadoop/metrics2/impl/MetricsSystemImpl.javaregisterSourceends up being called both ways.If you can get the right behavior using the accessible method rather than doing reflection, I'd say we should go with that way.
cc @robert3005 @mccheah fysa for potential future merge conflict