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HDFS-16917 Add transfer rate quantile metrics for DataNode reads (#5397)

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Co-authored-by: Ravindra Dingankar <rdingankar@linkedin.com>
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rdingankar 2023-02-27 10:26:32 -08:00 committed by GitHub
parent 61f369c43e
commit 0ca5686034
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6 changed files with 55 additions and 0 deletions
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3
hadoop-common-project/hadoop-common/src/site/markdown/Metrics.md
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@ -370,6 +370,9 @@ Each metrics record contains tags such as SessionId and Hostname as additional i
|:---- |:---- |
| `BytesWritten` | Total number of bytes written to DataNode |
| `BytesRead` | Total number of bytes read from DataNode |
| `ReadTransferRateNumOps` | Total number of data read transfers |
| `ReadTransferRateAvgTime` | Average transfer rate of bytes read from DataNode, measured in bytes per second. |
| `ReadTransferRate`*num*`s(50/75/90/95/99)thPercentileRate` | The 50/75/90/95/99th percentile of the transfer rate of bytes read from DataNode, measured in bytes per second. |
| `BlocksWritten` | Total number of blocks written to DataNode |
| `BlocksRead` | Total number of blocks read from DataNode |
| `BlocksReplicated` | Total number of blocks replicated |

15
hadoop-hdfs-project/hadoop-hdfs/src/main/java/org/apache/hadoop/hdfs/DFSUtil.java
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@ -69,6 +69,7 @@
import org.apache.commons.lang3.StringUtils;
import org.apache.hadoop.fs.ParentNotDirectoryException;
import org.apache.hadoop.fs.UnresolvedLinkException;
import org.apache.hadoop.hdfs.server.datanode.metrics.DataNodeMetrics;
import org.apache.hadoop.hdfs.server.namenode.FSDirectory;
import org.apache.hadoop.hdfs.server.namenode.INodesInPath;
import org.apache.hadoop.ipc.ProtobufRpcEngine;
@ -1936,4 +1937,18 @@ public static boolean isParentEntry(final String path, final String parent) {
return path.charAt(parent.length()) == Path.SEPARATOR_CHAR
|| parent.equals(Path.SEPARATOR);
}
/**
* Add transfer rate metrics for valid data read and duration values.
* @param metrics metrics for datanodes
* @param read bytes read
* @param duration read duration
*/
public static void addTransferRateMetric(final DataNodeMetrics metrics, final long read, final long duration) {
if (read >= 0 && duration > 0) {
metrics.addReadTransferRate(read * 1000 / duration);
} else {
LOG.warn("Unexpected value for data transfer bytes={} duration={}", read, duration);
}
}
}

3
hadoop-hdfs-project/hadoop-hdfs/src/main/java/org/apache/hadoop/hdfs/server/datanode/DataXceiver.java
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@ -18,6 +18,7 @@
package org.apache.hadoop.hdfs.server.datanode;
import org.apache.hadoop.classification.VisibleForTesting;
import org.apache.hadoop.hdfs.DFSUtil;
import org.apache.hadoop.util.Preconditions;
import org.apache.hadoop.thirdparty.protobuf.ByteString;
import javax.crypto.SecretKey;
@ -632,6 +633,7 @@ public void readBlock(final ExtendedBlock block,
datanode.metrics.incrBytesRead((int) read);
datanode.metrics.incrBlocksRead();
datanode.metrics.incrTotalReadTime(duration);
DFSUtil.addTransferRateMetric(datanode.metrics, read, duration);
} catch ( SocketException ignored ) {
LOG.trace("{}:Ignoring exception while serving {} to {}",
dnR, block, remoteAddress, ignored);
@ -1122,6 +1124,7 @@ public void copyBlock(final ExtendedBlock block,
datanode.metrics.incrBytesRead((int) read);
datanode.metrics.incrBlocksRead();
datanode.metrics.incrTotalReadTime(duration);
DFSUtil.addTransferRateMetric(datanode.metrics, read, duration);
LOG.info("Copied {} to {}", block, peer.getRemoteAddressString());
} catch (IOException ioe) {

14
hadoop-hdfs-project/hadoop-hdfs/src/main/java/org/apache/hadoop/hdfs/server/datanode/metrics/DataNodeMetrics.java
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@ -61,6 +61,8 @@ public class DataNodeMetrics {
@Metric MutableCounterLong bytesRead;
@Metric("Milliseconds spent reading")
MutableCounterLong totalReadTime;
@Metric private MutableRate readTransferRate;
final private MutableQuantiles[] readTransferRateQuantiles;
@Metric MutableCounterLong blocksWritten;
@Metric MutableCounterLong blocksRead;
@Metric MutableCounterLong blocksReplicated;
@ -227,6 +229,7 @@ public DataNodeMetrics(String name, String sessionId, int[] intervals,
sendDataPacketTransferNanosQuantiles = new MutableQuantiles[len];
ramDiskBlocksEvictionWindowMsQuantiles = new MutableQuantiles[len];
ramDiskBlocksLazyPersistWindowMsQuantiles = new MutableQuantiles[len];
readTransferRateQuantiles = new MutableQuantiles[len];
for (int i = 0; i < len; i++) {
int interval = intervals[i];
@ -255,6 +258,10 @@ public DataNodeMetrics(String name, String sessionId, int[] intervals,
"ramDiskBlocksLazyPersistWindows" + interval + "s",
"Time between the RamDisk block write and disk persist in ms",
"ops", "latency", interval);
readTransferRateQuantiles[i] = registry.newQuantiles(
"readTransferRate" + interval + "s",
"Rate at which bytes are read from datanode calculated in bytes per second",
"ops", "rate", interval);
}
}
@ -316,6 +323,13 @@ public void addIncrementalBlockReport(long latency,
}
}
public void addReadTransferRate(long readTransferRate) {
this.readTransferRate.add(readTransferRate);
for (MutableQuantiles q : readTransferRateQuantiles) {
q.add(readTransferRate);
}
}
public void addCacheReport(long latency) {
cacheReports.add(latency);
}

16
hadoop-hdfs-project/hadoop-hdfs/src/test/java/org/apache/hadoop/hdfs/TestDFSUtil.java
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@ -45,6 +45,7 @@
import static org.junit.Assert.assertThat;
import static org.junit.Assert.assertTrue;
import static org.junit.Assert.fail;
import static org.mockito.Mockito.*;
import java.io.File;
import java.io.IOException;
@ -71,6 +72,7 @@
import org.apache.hadoop.hdfs.protocol.HdfsConstants;
import org.apache.hadoop.hdfs.protocol.LocatedBlock;
import org.apache.hadoop.hdfs.protocol.LocatedBlocks;
import org.apache.hadoop.hdfs.server.datanode.metrics.DataNodeMetrics;
import org.apache.hadoop.hdfs.server.namenode.NameNode;
import org.apache.hadoop.hdfs.server.namenode.ha.ConfiguredFailoverProxyProvider;
import org.apache.hadoop.http.HttpConfig;
@ -1108,4 +1110,18 @@ public void testErrorMessageForInvalidNameservice() throws Exception {
LambdaTestUtils.intercept(IOException.class, expectedErrorMessage,
()->DFSUtil.getNNServiceRpcAddressesForCluster(conf));
}
@Test
public void testAddTransferRateMetricForValidValues() {
DataNodeMetrics mockMetrics = mock(DataNodeMetrics.class);
DFSUtil.addTransferRateMetric(mockMetrics, 100, 10);
verify(mockMetrics).addReadTransferRate(10000);
}
@Test
public void testAddTransferRateMetricForInvalidValue() {
DataNodeMetrics mockMetrics = mock(DataNodeMetrics.class);
DFSUtil.addTransferRateMetric(mockMetrics, 100, 0);
verify(mockMetrics, times(0)).addReadTransferRate(anyLong());
}
}

4
hadoop-hdfs-project/hadoop-hdfs/src/test/java/org/apache/hadoop/hdfs/server/datanode/TestDataNodeMetrics.java
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@ -380,6 +380,7 @@ public void testTimeoutMetric() throws Exception {
@Test(timeout=120000)
public void testDataNodeTimeSpend() throws Exception {
Configuration conf = new HdfsConfiguration();
conf.set(DFSConfigKeys.DFS_METRICS_PERCENTILES_INTERVALS_KEY, "" + 60);
MiniDFSCluster cluster = new MiniDFSCluster.Builder(conf).build();
try {
final FileSystem fs = cluster.getFileSystem();
@ -391,6 +392,7 @@ public void testDataNodeTimeSpend() throws Exception {
final long startWriteValue = getLongCounter("TotalWriteTime", rb);
final long startReadValue = getLongCounter("TotalReadTime", rb);
assertCounter("ReadTransferRateNumOps", 0L, rb);
final AtomicInteger x = new AtomicInteger(0);
// Lets Metric system update latest metrics
@ -410,6 +412,8 @@ public Boolean get() {
MetricsRecordBuilder rbNew = getMetrics(datanode.getMetrics().name());
final long endWriteValue = getLongCounter("TotalWriteTime", rbNew);
final long endReadValue = getLongCounter("TotalReadTime", rbNew);
assertCounter("ReadTransferRateNumOps", 1L, rbNew);
assertQuantileGauges("ReadTransferRate" + "60s", rbNew, "Rate");
return endWriteValue > startWriteValue
&& endReadValue > startReadValue;
}