Java客户端访问HBase集群解决方案(优化)
测试环境:Idea+Windows10
准备工作:
<1>、打开本地 C:\Windows\System32\drivers\etc(系统默认)下名为hosts的系统文件,如果提示当前用户没有权限打开文件;第一种方法是将hosts文件拖到桌面进行配置后再拖回原处;第二种一劳永逸的方法是修改当前用户对该文件的权限为完全控制;
<2>、打开后hosts文件后,添加HBase集群服务器的用户名及IP地址如下:
<3>、由于是windows系统下远程连接HBase,而HBase底层依赖Hadoop,所以需要下载hadoop二进制包存放到本地目录将来会在程序中引用该目录,否则会报错。你也可以理解为windows下需要模拟linux环境才能正常连接HBasehadoop;(注:windows下的版本需要和linux下一致,这里我仅仅提供的2.6.0hadoop版本解析包)
程序代码:
pom.xml:
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<groupId>com.example</groupId>
<artifactId>spring_hbase</artifactId>
<version>0.0.1-SNAPSHOT</version>
<packaging>jar</packaging>
<name>spring_hbase</name>
<description>Demo project for Spring Boot</description>
<parent>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-parent</artifactId>
<version>2.0.4.RELEASE</version>
<relativePath/> <!-- lookup parent from repository -->
</parent>
<properties>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
<project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>
<java.version>1.8</java.version>
</properties>
<dependencies>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-web</artifactId>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-test</artifactId>
<scope>test</scope>
</dependency>
<!--HBase依赖-->
<dependency>
<groupId>org.apache.hbase</groupId>
<artifactId>hbase-client</artifactId>
<version>1.2.0</version>
<exclusions>
<exclusion>
<groupId>org.slf4j</groupId>
<artifactId>slf4j-log4j12</artifactId>
</exclusion>
</exclusions>
</dependency>
<dependency>
<groupId>org.springframework.data</groupId>
<artifactId>spring-data-hadoop</artifactId>
<version>2.5.0.RELEASE</version>
</dependency>
<dependency>
<groupId>org.apache.hadoop</groupId>
<artifactId>hadoop-hdfs</artifactId>
<version>2.5.1</version>
</dependency>
<dependency>
<groupId>org.springframework.data</groupId>
<artifactId>spring-data-hadoop-core</artifactId>
<version>2.4.0.RELEASE</version>
</dependency>
<dependency>
<groupId>org.apache.hbase</groupId>
<artifactId>hbase</artifactId>
<version>1.2.1</version>
<type>pom</type>
</dependency>
<!--HBase依赖-->
</dependencies>
<build>
<plugins>
<plugin>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-maven-plugin</artifactId>
</plugin>
</plugins>
</build>
</project>
HBaseUtils.class:
package com.example.spring_hbase;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.hbase.HBaseConfiguration;
import org.apache.hadoop.hbase.TableName;
import org.apache.hadoop.hbase.client.*;
import org.springframework.data.hadoop.hbase.HbaseTemplate;
import java.io.IOException;
import java.util.ArrayList;
import java.util.List;
import java.util.Map;
import java.util.Properties;
/**
* HBase工具类
* Author JiaPeng_lv
*/
public class HBaseUtils {
private static Connection connection;
private static Configuration configuration;
private static HBaseUtils hBaseUtils;
private static Properties properties;
/**
* 创建连接池并初始化环境配置
*/
public void init(){
properties = System.getProperties();
//实例化HBase配置类
if (configuration==null){
configuration = HBaseConfiguration.create();
}
try {
//加载本地hadoop二进制包
properties.setProperty("hadoop.home.dir", "D:\\hadoop-common-2.6.0-bin-master");
//zookeeper集群的URL配置信息
configuration.set("hbase.zookeeper.quorum","k1,k2,k3,k4,k5");
//HBase的Master
configuration.set("hbase.master","hba:60000");
//客户端连接zookeeper端口
configuration.set("hbase.zookeeper.property.clientPort","2181");
//HBase RPC请求超时时间,默认60s(60000)
configuration.setInt("hbase.rpc.timeout",20000);
//客户端重试最大次数,默认35
configuration.setInt("hbase.client.retries.number",10);
//客户端发起一次操作数据请求直至得到响应之间的总超时时间,可能包含多个RPC请求,默认为2min
configuration.setInt("hbase.client.operation.timeout",30000);
//客户端发起一次scan操作的rpc调用至得到响应之间的总超时时间
configuration.setInt("hbase.client.scanner.timeout.period",200000);
//获取hbase连接对象
if (connection==null||connection.isClosed()){
connection = ConnectionFactory.createConnection(configuration);
}
} catch (IOException e) {
e.printStackTrace();
}
}
/**
* 关闭连接池
*/
public static void close(){
try {
if (connection!=null)connection.close();
} catch (IOException e) {
e.printStackTrace();
}
}
/**
* 私有无参构造方法
*/
private HBaseUtils(){}
/**
* 唯一实例,线程安全,保证连接池唯一
* @return
*/
public static HBaseUtils getInstance(){
if (hBaseUtils == null){
synchronized (HBaseUtils.class){
if (hBaseUtils == null){
hBaseUtils = new HBaseUtils();
hBaseUtils.init();
}
}
}
return hBaseUtils;
}
/**
* 获取单条数据
* @param tablename
* @param row
* @return
* @throws IOException
*/
public static Result getRow(String tablename, byte[] row) throws IOException{
Table table = null;
Result result = null;
try {
table = connection.getTable(TableName.valueOf(tablename));
Get get = new Get(row);
result = table.get(get);
}finally {
table.close();
}
return result;
}
/**
* 查询多行信息
* @param tablename
* @param rows
* @return
* @throws IOException
*/
public static Result[] getRows(String tablename,List<byte[]> rows) throws IOException{
Table table = null;
List<Get> gets = null;
Result[] results = null;
try {
table = connection.getTable(TableName.valueOf(tablename));
gets = new ArrayList<Get>();
for (byte[] row : rows){
if(row!=null){
gets.add(new Get(row));
}
}
if (gets.size() > 0) {
results = table.get(gets);
}
} catch (IOException e) {
e.printStackTrace();
}finally {
table.close();
}
return results;
}
/**
* 获取整表数据
* @param tablename
* @return
*/
public static ResultScanner get(String tablename) throws IOException{
Table table = null;
ResultScanner results = null;
try {
table = connection.getTable(TableName.valueOf(tablename));
Scan scan = new Scan();
scan.setCaching(1000);
results = table.getScanner(scan);
} catch (IOException e) {
e.printStackTrace();
}finally {
table.close();
}
return results;
}
/**
* 单行插入数据
* @param tablename
* @param rowkey
* @param family
* @param cloumns
* @throws IOException
*/
public static void put(String tablename, String rowkey, String family, Map<String,String> cloumns) throws IOException{
Table table = null;
try {
table = connection.getTable(TableName.valueOf(tablename));
Put put = new Put(rowkey.getBytes());
for (Map.Entry<String,String> entry : cloumns.entrySet()){
put.addColumn(family.getBytes(),entry.getKey().getBytes(),entry.getValue().getBytes());
}
table.put(put);
} catch (IOException e) {
e.printStackTrace();
}finally {
table.close();
close();
}
}
}
①、保证该工具类唯一实例
②、全局共享重量级类Connection,该类为线程安全,使用完毕后关闭连接池
③、每次执行内部CRUD方法会创建唯一对象Table,该类为非线程安全,使用完毕后关闭
由于时间原因,内部功能方法及测试较少,有其他需求的可以自行百度添加更多方法,这里主要以类结构及配置为主。
Test.class:
package com.example.spring_hbase;
import org.apache.hadoop.hbase.client.Result;
import org.apache.hadoop.hbase.client.ResultScanner;
import org.apache.hadoop.hbase.util.Bytes;
import org.junit.Test;
import org.junit.runner.RunWith;
import org.springframework.boot.test.context.SpringBootTest;
import org.springframework.test.context.junit4.SpringRunner;
import java.io.IOException;
import java.util.*;
@RunWith(SpringRunner.class)
@SpringBootTest
public class SpringHbaseApplicationTests {
@Test
public void contextLoads() {
}
@Test
public void test01(){
HBaseUtils.getInstance();
try {
Long time = System.currentTimeMillis();
Result result = HBaseUtils.getRow("GPS_MAP", Bytes.toBytes(1));
System.out.println("本次查询耗时:"+(System.currentTimeMillis()-time)*1.0/1000+"s");
NavigableMap<byte[],NavigableMap<byte[],NavigableMap<Long,byte[]>>> navigableMap = result.getMap();
for (byte[] family:navigableMap.keySet()){
System.out.println("columnFamily:"+ new String(family));
for (byte[] column : navigableMap.get(family).keySet()){
System.out.println("column:"+new String(column));
for (Long t : navigableMap.get(family).get(column).keySet()){
System.out.println("value:"+new String(navigableMap.get(family).get(column).get(t)));
}
}
}
} catch (IOException e) {
e.printStackTrace();
}finally {
HBaseUtils.close();
}
}
@Test
public void test02(){
HBaseUtils.getInstance();
ResultScanner results = null;
try {
Long time = System.currentTimeMillis();
results = HBaseUtils.get("GPS_MAP");
System.out.println("本次查询耗时:"+(System.currentTimeMillis()-time)*1.0/1000+"s");
for (Result result : results){
NavigableMap<byte[],NavigableMap<byte[],NavigableMap<Long,byte[]>>> navigableMap = result.getMap();
for (byte[] family:navigableMap.keySet()){
System.out.println("columnFamily:"+ new String(family));
for (byte[] column : navigableMap.get(family).keySet()){
System.out.println("column:"+new String(column));
for (Long t : navigableMap.get(family).get(column).keySet()){
System.out.println("value:"+new String(navigableMap.get(family).get(column).get(t)));
}
}
}
}
} catch (IOException e) {
e.printStackTrace();
}finally {
results.close();
HBaseUtils.close();
}
}
@Test
public void test03(){
HBaseUtils.getInstance();
Result[] results = null;
List<byte[]> list = null;
try {
list = new ArrayList<byte[]>();
list.add(Bytes.toBytes(1));
list.add(Bytes.toBytes(2));
Long time = System.currentTimeMillis();
results = HBaseUtils.getRows("GPS_MAP",list);
System.out.println("本次查询耗时:"+(System.currentTimeMillis()-time)*1.0/1000+"s");
for (Result result : results){
NavigableMap<byte[],NavigableMap<byte[],NavigableMap<Long,byte[]>>> navigableMap = result.getMap();
for (byte[] family:navigableMap.keySet()){
System.out.println("columnFamily:"+ new String(family));
for (byte[] column : navigableMap.get(family).keySet()){
System.out.println("column:"+new String(column));
for (Long t : navigableMap.get(family).get(column).keySet()){
System.out.println("value:"+new String(navigableMap.get(family).get(column).get(t)));
}
}
}
}
} catch (IOException e) {
e.printStackTrace();
}finally {
HBaseUtils.close();
}
}
@Test
public void test04(){
HBaseUtils.getInstance();
try {
Map<String,String> cloumns = new HashMap<String, String>();
cloumns.put("test01","test01");
cloumns.put("test02","test02");
Long time = System.currentTimeMillis();
HBaseUtils.put("GPS_MAP","3","TEST",cloumns);
System.out.println("本次插入耗时:"+(System.currentTimeMillis()-time)*1.0/1000+"s");
} catch (IOException e) {
e.printStackTrace();
}finally {
HBaseUtils.close();
}
}
}
测试后发现查询和插入效率相对于没有优化过的类耗时大大缩减;
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