Details
-
Improvement
-
Status: Resolved
-
Major
-
Resolution: Fixed
-
None
-
HBase version: 2.1.0
JVM: -Xmx2g -Xms2g
hadoop hdfs version: 2.7.4
disk:SSD
OS:CentOS Linux release 7.4.1708 (Core)
JMH Benchmark: @Fork(value = 1)
@Warmup(iterations = 300)
@Measurement(iterations = 300)
-
Reviewed
-
Description
Note:Not only the hdfs client can get the current benefit, all callers of NetUtils.createSocketAddr will get the benefit. Just use hdfs client as an example.
Hdfs client selects best DN for hdfs Block. method call stack:
DFSInputStream.chooseDataNode -> getBestNodeDNAddrPair -> NetUtils.createSocketAddr
NetUtils.createSocketAddr creates the corresponding InetSocketAddress based on the host and port. There are some heavier operations in the NetUtils.createSocketAddr method, for example: URI.create(target), so NetUtils.createSocketAddr takes more time to execute.
The following is my performance report. The report is based on HBase calling hdfs. HBase is a high-frequency access client for hdfs, because HBase read operations often access a small DataBlock (about 64k) instead of the entire HFile. In the case of high frequency access, the NetUtils.createSocketAddr method is time-consuming.
Test Environment:
HBase version: 2.1.0 JVM: -Xmx2g -Xms2g hadoop hdfs version: 2.7.4 disk:SSD OS:CentOS Linux release 7.4.1708 (Core) JMH Benchmark: @Fork(value = 1) @Warmup(iterations = 300) @Measurement(iterations = 300)
Before Optimization FlameGraph:
In the figure, we can see that DFSInputStream.getBestNodeDNAddrPair accounts for 4.86% of the entire CPU, and the creation of URIs accounts for a larger proportion.
Optimization ideas:
NetUtils.createSocketAddr creates InetSocketAddress based on host and port. Here we can add Cache to InetSocketAddress. The key of Cache is host and port, and the value is InetSocketAddress.
After Optimization FlameGraph:
In the figure, we can see that DFSInputStream.getBestNodeDNAddrPair accounts for 0.54% of the entire CPU. Here, ConcurrentHashMap is used as the Cache, and the ConcurrentHashMap.get() method gets data from the Cache. The CPU usage of DFSInputStream.getBestNodeDNAddrPair has been optimized from 4.86% to 0.54%.