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[SPARK-18364][YARN] Expose metrics for YarnShuffleService #17401
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@@ -19,8 +19,9 @@ | |
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import java.io.File; | ||
import java.io.IOException; | ||
import java.nio.charset.StandardCharsets; | ||
import java.lang.reflect.Method; | ||
import java.nio.ByteBuffer; | ||
import java.nio.charset.StandardCharsets; | ||
import java.nio.file.Files; | ||
import java.util.List; | ||
import java.util.Map; | ||
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@@ -35,9 +36,11 @@ | |
import org.apache.hadoop.fs.FileSystem; | ||
import org.apache.hadoop.fs.Path; | ||
import org.apache.hadoop.fs.permission.FsPermission; | ||
import org.apache.hadoop.metrics2.MetricsSource; | ||
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; | ||
import org.iq80.leveldb.DB; | ||
import org.iq80.leveldb.DBIterator; | ||
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@@ -50,6 +53,7 @@ | |
import org.apache.spark.network.server.TransportServer; | ||
import org.apache.spark.network.server.TransportServerBootstrap; | ||
import org.apache.spark.network.shuffle.ExternalShuffleBlockHandler; | ||
import org.apache.spark.network.util.LevelDBProvider; | ||
import org.apache.spark.network.util.TransportConf; | ||
import org.apache.spark.network.yarn.util.HadoopConfigProvider; | ||
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@@ -166,6 +170,23 @@ 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. | ||
try { | ||
YarnShuffleServiceMetrics serviceMetrics = new YarnShuffleServiceMetrics( | ||
blockHandler.getAllMetrics()); | ||
MetricsSystemImpl metricsSystem = (MetricsSystemImpl) DefaultMetricsSystem.instance(); | ||
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Method registerSourceMethod = metricsSystem.getClass().getDeclaredMethod("registerSource", | ||
String.class, String.class, MetricsSource.class); | ||
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. Nit, here I think should be 2 space indent follow the above line. |
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registerSourceMethod.setAccessible(true); | ||
registerSourceMethod.invoke(metricsSystem, "shuffleService", "Metrics on the Spark " + | ||
"Shuffle Service", serviceMetrics); | ||
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. Also here. |
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logger.info("Registered metrics with Hadoop's DefaultMetricsSystem"); | ||
} catch (Exception e) { | ||
logger.warn("Unable to register Spark Shuffle Service metrics with Node Manager; " + | ||
"proceeding without metrics", e); | ||
} | ||
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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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@@ -0,0 +1,123 @@ | ||
/* | ||
* 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 com.google.common.annotations.VisibleForTesting; | ||
import org.apache.hadoop.metrics2.MetricsCollector; | ||
import org.apache.hadoop.metrics2.MetricsInfo; | ||
import org.apache.hadoop.metrics2.MetricsRecordBuilder; | ||
import org.apache.hadoop.metrics2.MetricsSource; | ||
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import java.util.Map; | ||
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/** | ||
* Modeled off of YARN's NodeManagerMetrics. | ||
*/ | ||
public class YarnShuffleServiceMetrics implements MetricsSource { | ||
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private final MetricSet metricSet; | ||
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public 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) { | ||
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. Is it possible to add a unit test to verify the correctness of converting codahale metrics to Hadoop metrics? 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. should be able to, I'm working on creating one now. By correctness, I think you mostly mean that the values passed through are the same, even though the naming schemes are different? 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. Yes, you're right. From my understanding the correctness means |
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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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@VisibleForTesting | ||
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. Also here. |
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public static void collectMetric(MetricsRecordBuilder metricsRecordBuilder, String name, Metric metric) { | ||
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. Is it necessary to use 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 use |
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// The metric types used in ExternalShuffleBlockHandler.ShuffleMetrics | ||
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) { | ||
Gauge m = (Gauge) metric; | ||
Object gaugeValue = m.getValue(); | ||
if (gaugeValue instanceof Integer) { | ||
Integer intValue = (Integer) gaugeValue; | ||
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. Does it mean that we could only handle integer Gauge, what if later on we add different metric in |
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metricsRecordBuilder | ||
.addGauge(new ShuffleServiceMetricsInfo(name, "Integer value of " + | ||
"gauge " + name), intValue.intValue()); | ||
} | ||
} | ||
} | ||
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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; | ||
} | ||
} | ||
} |
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@@ -0,0 +1,74 @@ | ||
/* | ||
* 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 org.apache.hadoop.metrics2.MetricsRecordBuilder | ||
import org.mockito.Matchers._ | ||
import org.mockito.Mockito.{mock, times, verify, when} | ||
import org.scalatest.Matchers | ||
import scala.collection.JavaConverters._ | ||
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. The import ordering is not correct, Scala package should be before the third party packages. |
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import org.apache.spark.network.server.OneForOneStreamManager | ||
import org.apache.spark.network.shuffle.{ExternalShuffleBlockHandler, ExternalShuffleBlockResolver} | ||
import org.apache.spark.SparkFunSuite | ||
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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) | ||
when(builder.addGauge(any(), anyDouble())).thenReturn(builder) | ||
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YarnShuffleServiceMetrics.collectMetric(builder, testname, | ||
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]) | ||
when(builder.addCounter(any(), anyLong())).thenReturn(builder) | ||
when(builder.addGauge(any(), anyDouble())).thenReturn(builder) | ||
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YarnShuffleServiceMetrics.collectMetric(builder, "registeredExecutorsSize", | ||
metrics.getMetrics.get("registeredExecutorsSize")) | ||
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// only one | ||
verify(builder).addGauge(anyObject(), anyInt()) | ||
} | ||
} |
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@VisibleForTesting
causes classpath issues. Please note this in the java doc instead (SPARK-11615).This is a scalastyle output, would be better to remove this annotation.