###介绍: 源博地址: http://www.cockybook.com/?p=35html
HBase做为列族数据库最常常被人诟病的特性包括:没法轻易创建“二级索引”,难以执行求和、计数、排序等操做。好比,在旧版本的(<0.92)Hbase中,统计数据表的总行数,须要使用Counter方法,执行一次MapReduce Job才能获得。虽然HBase在数据存储层中集成了MapReduce,可以有效用于数据表的分布式计算。然而在不少状况下,作一些简单的相加或者聚合计算的时候,若是直接将计算过程放置在server端,可以减小通信开销,从而得到很好的性能提高。因而,HBase在0.92以后引入了协处理器(coprocessors),实现一些激动人心的新特性:可以轻易创建二次索引、复杂过滤器(谓词下推)以及访问控制等。 HBase协处理器的灵感来自于Jeff Dean 09年的演讲( P66-67)。java
####hbase coprocessor 大类分为两种coprocessor分别是:web
- RegionObserver :它是一种相似于传统数据库的触发器,提供了钩子函数:Get、Put、Delete、Scan等。
- Endpoint:是一个远程rpc调用,相似于webservice形式调用,但他不适用xml,而是使用的序列化框架是protobuf(序列化后数据更小),本文将介绍此种Coprocessor.
Endpoint 容许您定义本身的动态RPC协议,用于客户端与region servers通信。Coprocessor 与region server在相同的进程空间中,所以您能够在region端定义本身的方法(endpoint),将计算放到region端,减小网络开销,经常使用于提高hbase的功能,如:count,sum等。shell
###个人环境数据库
###编写代码apache
首先你须要利用protobuf(网上本身搜google维护的目前发展到2.5版本) 工具成一个HelloWorld 序列化对象。api
####HelloWorld.proto网络
option java_package = "com.gzhdi.coprocessor.generated"; option java_outer_classname = "ServerHelloworld"; option java_generic_services = true; option java_generate_equals_and_hash = true; option optimize_for = SPEED; message HelloRequest { required bytes askWord = 10; } message HelloResponse { required bytes retWord = 10; } message AskRequest { required bytes ask = 100; } message AnsResponse { required bytes ans = 100; } service HelloWorld { rpc sendHello(HelloRequest) returns (HelloResponse); rpc question(AskRequest) returns (AnsResponse); }
使用命令生成代码,并拷贝到你的工程里边去,个人文件在工程下面放着呢,直接生成到工程里边。 这段代码就会生成一个HelloWorld.java文件.框架
protoc.exe --java_out=../src HelloWorld.proto
编写主要代码分布式
####server端代码
package com.gzhdi.copocessor; import java.io.IOException; import org.apache.hadoop.hbase.Coprocessor; import org.apache.hadoop.hbase.CoprocessorEnvironment; import org.apache.hadoop.hbase.coprocessor.CoprocessorException; import org.apache.hadoop.hbase.coprocessor.CoprocessorService; import org.apache.hadoop.hbase.coprocessor.RegionCoprocessorEnvironment; import com.google.protobuf.ByteString; import com.google.protobuf.RpcCallback; import com.google.protobuf.RpcController; import com.google.protobuf.Service; import com.gzhdi.coprocessor.generated.ServerHelloworld; import com.gzhdi.coprocessor.generated.ServerHelloworld.AnsResponse; import com.gzhdi.coprocessor.generated.ServerHelloworld.AskRequest; import com.gzhdi.coprocessor.generated.ServerHelloworld.HelloRequest; import com.gzhdi.coprocessor.generated.ServerHelloworld.HelloResponse; public class HelloWorldEndPoint extends ServerHelloworld.HelloWorld implements Coprocessor,CoprocessorService{ private RegionCoprocessorEnvironment env; @Override public void sendHello(RpcController controller, HelloRequest request, RpcCallback<HelloResponse> done) { System.out.println("request HelloRequest:"+request.getAskWord()); HelloResponse resp=HelloResponse.newBuilder().setRetWord(ByteString.copyFromUtf8("hello world!!!")).build(); done.run(resp); } @Override public void question(RpcController controller, AskRequest request, RpcCallback<AnsResponse> done) { System.out.println("request question:"+request.getAsk()); AnsResponse resp=AnsResponse.newBuilder().setAns(ByteString.copyFromUtf8("helloworld,"+request.getAsk().toStringUtf8())).build(); done.run(resp); } @Override public Service getService() { return this; } @Override public void start(CoprocessorEnvironment env) throws IOException { if (env instanceof RegionCoprocessorEnvironment) { this.env = (RegionCoprocessorEnvironment)env; } else { throw new CoprocessorException("Must be loaded on a table region!"); } } @Override public void stop(CoprocessorEnvironment env) throws IOException { } }
####client 端代码
package com.gzhdi.copocessor; import java.io.IOException; import java.util.Map; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.hbase.HBaseConfiguration; import org.apache.hadoop.hbase.client.HTable; import org.apache.hadoop.hbase.client.coprocessor.Batch; import org.apache.hadoop.hbase.ipc.BlockingRpcCallback; import org.apache.hadoop.hbase.ipc.ServerRpcController; import com.google.protobuf.ByteString; import com.google.protobuf.ServiceException; import com.gzhdi.coprocessor.generated.ServerHelloworld.AnsResponse; import com.gzhdi.coprocessor.generated.ServerHelloworld.AskRequest; import com.gzhdi.coprocessor.generated.ServerHelloworld.HelloWorld; public class HelloWorldClient { public static void main(String[] args) throws ServiceException, Throwable { myclient(); } //若是你没有写好本身的例子能够跑跑hbase自带的小例子 // private static void example1() throws IOException, ServiceException, // Throwable { // System.out.println("begin....."); // long begin_time=System.currentTimeMillis(); // Configuration config=HBaseConfiguration.create(); //// String master_ip="192.168.150.128"; // String master_ip="10.10.113.211"; // String zk_ip="10.10.113.211"; // String table_name="t1"; // config.set("hbase.zookeeper.property.clientPort", "2181"); // config.set("hbase.zookeeper.quorum", zk_ip); // config.set("hbase.master", master_ip+":600000"); // // HTable table = new HTable(config, table_name); // final ExampleProtos.CountRequest request = ExampleProtos.CountRequest.getDefaultInstance(); // Map results = table.coprocessorService( // ExampleProtos.RowCountService.class, // the protocol interface we're invoking // null, null, // start and end row keys // // new Batch.Call() { // // public Long call(Object counter) throws IOException { // BlockingRpcCallback<ExampleProtos.CountResponse> rpcCallback = // new BlockingRpcCallback(); // ((ExampleProtos.RowCountService)counter).getRowCount(null, request, rpcCallback); // ExampleProtos.CountResponse response = rpcCallback.get(); // System.out.println("count :::::"+response.getCount()); // return response.hasCount() ? response.getCount() : 0; // } // // }); // } public static void myclient(){ // TODO Auto-generated method stub System.out.println("begin....."); long begin_time=System.currentTimeMillis(); Configuration config=HBaseConfiguration.create(); // String master_ip="192.168.150.128"; String master_ip="10.10.113.211"; String zk_ip="10.10.113.211"; String table_name="t1"; config.set("hbase.zookeeper.property.clientPort", "2181"); config.set("hbase.zookeeper.quorum", zk_ip); config.set("hbase.master", master_ip+":600000"); final AskRequest req=AskRequest.newBuilder().setAsk(ByteString.copyFromUtf8("hello")).build(); AnsResponse resp=null; try { HTable table=new HTable(config,table_name); Map<byte[], ByteString> re=table.coprocessorService(HelloWorld.class, null, null, new Batch.Call<HelloWorld, ByteString>() { @Override public ByteString call(HelloWorld instance) throws IOException { ServerRpcController controller = new ServerRpcController(); BlockingRpcCallback<AnsResponse> rpccall=new BlockingRpcCallback<AnsResponse>(); instance.question(controller, req, rpccall); AnsResponse resp=rpccall.get(); //result System.out.println("resp:"+ resp.getAns().toStringUtf8()); return resp.getAns(); } }); } catch (IOException e) { e.printStackTrace(); } catch (ServiceException e) { e.printStackTrace(); } catch (Throwable e) { e.printStackTrace(); } } }
利用jdk 1.6打包(切记jdk1.6,由于hbase用1.6打包的) 导出hellworld.jar 包名随便起。
###部署
将包helloworld.jar 放在 %HBASE_HOME/lib/ 下就能够了。
从新启动hbase
验证
[root@hdp22 ~ Desktop]# hbase shell hbase(main):001:0> import com.gzhdi.copocessor.HelloWorldEndPoint => Java::ComGzhdiCopocessor::HelloWorldEndPoint //若是打印出这句话就说明包已经加载完毕
向指定表添加endpoint
hbase(main):002:0> create 't1','f1' 0 row(s) in 6.5290 seconds => Hbase::Table - t1 //建立表t1 hbase(main):003:0> alter 't1','coprocessor'=>'|com.gzhdi.copocessor.HelloWorldEndPoint|1001|' Updating all regions with the new schema... 0/1 regions updated. 1/1 regions updated. Done. 0 row(s) in 2.5960 seconds hbase(main):005:0> describe 't1' DESCRIPTION ENABLED 't1', {TABLE_ATTRIBUTES => {coprocessor$1 => '|com.gzhdi.copocessor.HelloWorldEndPoint|1001|'}, {NAME => 'f1', DATA_BLO true CK_ENCODING => 'NONE', BLOOMFILTER => 'ROW', REPLICATION_SCOPE => '0', VERSIONS => '1', COMPRESSION => 'NONE', MIN_VERS IONS => '0', TTL => '2147483647', KEEP_DELETED_CELLS => 'false', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOCKCACHE => 'true'} 1 row(s) in 0.0940 seconds //OK 成功了
###调用 如今就可使用你的客户端代码调用该服务了,须要制定zookeeper地址和表名(由于服务是针对表的)。
###参考资料 http://blog.csdn.net/yangzongzhao/article/details/24306775 https://blogs.apache.org/hbase/entry/coprocessor_introduction#comment-1337006507000 http://blog.csdn.net/hljlzc2007/article/details/12652243 http://hbase.apache.org/apidocs/org/apache/hadoop/hbase/client/coprocessor/package-summary.html http://hbase.apache.org/apidocs/org/apache/hadoop/hbase/coprocessor/package-summary.html