From d7c4b2ad2b65d8ae93e7f4b2cf517b2cd45ef8d9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E7=BD=97=E7=A5=A5?= <1366971433@qq.com>
Date: Mon, 8 Apr 2019 17:26:21 +0800
Subject: [PATCH] =?UTF-8?q?HBase=E5=8D=8F=E5=A4=84=E7=90=86=E5=99=A8?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
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---
README.md | 2 +-
code/Hbase/hbase-observer-coprocessor/pom.xml | 24 +
.../com/heibaiying/AppendRegionObserver.java | 51 ++
notes/Hbase协处理器.md | 492 ++++++++++++++++++
pictures/RegionObserver.png | Bin 0 -> 51498 bytes
pictures/RegionObservers-works.png | Bin 0 -> 23821 bytes
pictures/hbase-co-unload.png | Bin 0 -> 40485 bytes
pictures/hbase-coprocessor.png | Bin 0 -> 11656 bytes
pictures/hbase-cp-hdfs.png | Bin 0 -> 42236 bytes
pictures/hbase-cp-helloworld.png | Bin 0 -> 23141 bytes
pictures/hbase-cp-lisi.png | Bin 0 -> 23234 bytes
pictures/hbase-cp-load.png | Bin 0 -> 64641 bytes
pictures/hbase-unload-test.png | Bin 0 -> 17733 bytes
13 files changed, 568 insertions(+), 1 deletion(-)
create mode 100644 code/Hbase/hbase-observer-coprocessor/pom.xml
create mode 100644 code/Hbase/hbase-observer-coprocessor/src/main/java/com/heibaiying/AppendRegionObserver.java
create mode 100644 pictures/RegionObserver.png
create mode 100644 pictures/RegionObservers-works.png
create mode 100644 pictures/hbase-co-unload.png
create mode 100644 pictures/hbase-coprocessor.png
create mode 100644 pictures/hbase-cp-hdfs.png
create mode 100644 pictures/hbase-cp-helloworld.png
create mode 100644 pictures/hbase-cp-lisi.png
create mode 100644 pictures/hbase-cp-load.png
create mode 100644 pictures/hbase-unload-test.png
diff --git a/README.md b/README.md
index bca123d..7903e97 100644
--- a/README.md
+++ b/README.md
@@ -103,7 +103,7 @@ TODO
2. [HBase系统架构及数据结构](https://github.com/heibaiying/BigData-Notes/blob/master/notes/Hbase%E7%B3%BB%E7%BB%9F%E6%9E%B6%E6%9E%84%E5%8F%8A%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84.md)
3. [HBase常用Shell命令](https://github.com/heibaiying/BigData-Notes/blob/master/notes/Hbase%20Shell.md)
4. HBase Java API
-5. HBase 协处理器
+5. [HBase 协处理器]((https://github.com/heibaiying/BigData-Notes/blob/master/notes/Hbase协处理器.md))
6. [HBase 容灾与备份](https://github.com/heibaiying/BigData-Notes/blob/master/notes/Hbase%E5%AE%B9%E7%81%BE%E4%B8%8E%E5%A4%87%E4%BB%BD.md)
7. [HBase的SQL中间层——Phoenix](https://github.com/heibaiying/BigData-Notes/blob/master/notes/Hbase%E7%9A%84SQL%E5%B1%82%E2%80%94%E2%80%94Phoenix.md)
8. [Spring/Spring Boot 整合 Mybatis + Phoenix](https://github.com/heibaiying/BigData-Notes/blob/master/notes/Spring%2BMybtais%2BPhoenix%E6%95%B4%E5%90%88.md)
diff --git a/code/Hbase/hbase-observer-coprocessor/pom.xml b/code/Hbase/hbase-observer-coprocessor/pom.xml
new file mode 100644
index 0000000..3b33857
--- /dev/null
+++ b/code/Hbase/hbase-observer-coprocessor/pom.xml
@@ -0,0 +1,24 @@
+
+
+ 4.0.0
+
+ com.heibaiying
+ hbase-observer-coprocessor
+ 1.0-SNAPSHOT
+
+
+
+ org.apache.hbase
+ hbase-common
+ 1.2.0
+
+
+ org.apache.hbase
+ hbase-server
+ 1.2.0
+
+
+
+
\ No newline at end of file
diff --git a/code/Hbase/hbase-observer-coprocessor/src/main/java/com/heibaiying/AppendRegionObserver.java b/code/Hbase/hbase-observer-coprocessor/src/main/java/com/heibaiying/AppendRegionObserver.java
new file mode 100644
index 0000000..c3ab1b1
--- /dev/null
+++ b/code/Hbase/hbase-observer-coprocessor/src/main/java/com/heibaiying/AppendRegionObserver.java
@@ -0,0 +1,51 @@
+package com.heibaiying;
+
+import org.apache.hadoop.hbase.Cell;
+import org.apache.hadoop.hbase.CellUtil;
+import org.apache.hadoop.hbase.client.Durability;
+import org.apache.hadoop.hbase.client.Get;
+import org.apache.hadoop.hbase.client.Put;
+import org.apache.hadoop.hbase.client.Result;
+import org.apache.hadoop.hbase.coprocessor.BaseRegionObserver;
+import org.apache.hadoop.hbase.coprocessor.ObserverContext;
+import org.apache.hadoop.hbase.coprocessor.RegionCoprocessorEnvironment;
+import org.apache.hadoop.hbase.regionserver.wal.WALEdit;
+import org.apache.hadoop.hbase.util.Bytes;
+
+import java.io.IOException;
+import java.util.List;
+
+/**
+ * 对相同的article:content执行put命令时，将新插入的内容添加到原有内容的末尾
+ */
+public class AppendRegionObserver extends BaseRegionObserver {
+
+ private byte[] columnFamily = Bytes.toBytes("article");
+ private byte[] qualifier = Bytes.toBytes("content");
+
+ @Override
+ public void prePut(ObserverContext e, Put put, WALEdit edit,
+ Durability durability) throws IOException {
+ if (put.has(columnFamily, qualifier)) {
+ // 遍历查询结果，获取指定列的原值
+ Result rs = e.getEnvironment().getRegion().get(new Get(put.getRow()));
+ String oldValue = "";
+ for (Cell cell : rs.rawCells())
+ if (CellUtil.matchingColumn(cell, columnFamily, qualifier)) {
+ oldValue = Bytes.toString(CellUtil.cloneValue(cell));
+ }
+
+ // 获取指定列新插入的值
+ List cells = put.get(columnFamily, qualifier);
+ String newValue = "";
+ for (Cell cell : cells) {
+ if (CellUtil.matchingColumn(cell, columnFamily, qualifier)) {
+ newValue = Bytes.toString(CellUtil.cloneValue(cell));
+ }
+ }
+
+ // Append 操作
+ put.addColumn(columnFamily, qualifier, Bytes.toBytes(oldValue + newValue));
+ }
+ }
+}
diff --git a/notes/Hbase协处理器.md b/notes/Hbase协处理器.md
index e69de29..52fb4ce 100644
--- a/notes/Hbase协处理器.md
+++ b/notes/Hbase协处理器.md
@@ -0,0 +1,492 @@
+# Hbase 协处理器
+
+
+
+
+## 一、简述
+
+在使用Hbase的时，如果当您扩展到数十亿行和数百万列时，在网络中移动大量数据将在网络层产生瓶颈，大量的数据也加重了客户端计算处理的负担。在这种情况下，协处理器（Coprocessors）应运而生。您可以将业务计算代码放入在RegionServer的协处理器中，将处理好的数据再返回给客户端，这可以极大的降低移动的数据量，以获得性能的提升。同时协处理器运也允许用户扩展实现Hbase目前所不具备的功能，如权限校验、二级索引、完整性约束等。
+
+
+
+## 二、协处理器类型
+
+### 2.1 Observer协处理器
+
+#### 1. 功能
+
+Observer协处理器类似于关系型数据库中的触发器，当发生某些事件的时候这类协处理器会被 Server端调用。通常可以用来实现下面功能：
+
++ 权限校验：在执行`Get`或`Put`操作之前，您可以使用`preGet`或`prePut`方法检查权限；
++ 完整性约束： HBase不支持关系型数据库中的外键功能，可以通过触发器在插入或者删除数据的时候，对关联的数据进行检查；
++ 二级索引： 可以使用协处理器来维护二级索引。
+
+
+
+#### 2. 类型
+
+当前Observer协处理器有以下四种类型：
+
++ **RegionObserver**
+ RegionObserver协处理器允许您观察Region上的事件，例如Get和Put操作。
++ **RegionServerObserver**
+ RegionServerObserver允许您观察与RegionServer操作相关的事件，例如启动，停止或执行合并，提交或回滚。
++ **MasterObserver**
+ MasterObserver允许您观察与HBase Master相关的事件，例如表创建，删除或schema修改。
++ **WalObserver**
+ WalObserver允许您观察与预写日志（WAL）相关的事件。
+
+
+
+#### 3. 接口
+
+以上四种类型的Observer协处理器均继承自`Coprocessor`接口，这四个接口中分别定义了所有可用的钩子方法，以便在对应方法前后执行特定的操作。通常情况下，我们并不会直接实现上面接口，而是继承其Base实现类，Base实现类简单空实现了接口中的方法，这样我们在实现自定义的协处理器时，就可以按需重写对应的方法。
+
+
+
+这里以`RegionObservers `为例，其接口类中定义了所有可用的钩子方法，下面截取了部分方法的定义，多数方法都是成对出现的，有`pre`就有`post`：
+
+
+
+
+
+#### 4. 执行流程
+
+
+
++ 客户端发出 put 请求
++ 该请求被分派给合适的 RegionServer 和 region
++ coprocessorHost 拦截该请求，然后在该表的每个 RegionObserver 上调用 prePut()
++ 如果没有被 prePut()拦截，该请求继续送到 region，然后进行处理
++ region 产生的结果再次被 CoprocessorHost 拦截，调用 postPut()
++ 假如没有 postPut()拦截该响应，最终结果被返回给客户端
+
+如果大家了解Spring，可以将这种执行方式类比于其AOP的执行原理即可，官方文档当中也是这样类比的：
+
+>If you are familiar with Aspect Oriented Programming (AOP), you can think of a coprocessor as applying advice by intercepting a request and then running some custom code,before passing the request on to its final destination (or even changing the destination).
+>
+>如果您熟悉面向切面编程（AOP），您可以将协处理器视为通过拦截请求然后运行一些自定义代码来使用Advice，然后将请求传递到其最终目标（或者更改目标）。
+
+
+
+### 2.2 Endpoint协处理器
+
+Endpoint协处理器类似于关系型数据库中的存储过程。客户端可以调用Endpoint协处理器在服务端对数据进行处理，然后再返回。
+
+以聚集操作为例，如果没有协处理器，当用户需要找出一张表中的最大数据，即 max聚合操作，就必须进行全表扫描，在客户端上遍历扫描结果，这必然会加重了客户端处理数据的压力。利用 Coprocessor，用户可以将求最大值的代码部署到 HBase Server 端，HBase将利用底层 cluster 的多个节点并发执行求最大值的操作。即在每个 Region 范围内执行求最大值的代码，将每个 Region 的最大值在 Region Server 端计算出，仅仅将该 max 值返回给客户端。在客户端进一步将多个Region的最大值进一步处理而找到其中的最大值，以提高执行效率。
+
+
+
+## 三、协处理的加载方式
+
+要使用我们自己开发的协处理器，必须通过静态（使用HBase配置）或动态（使用HBase Shell或Java API）加载它。
+
++ 静态加载的协处理器称之为 System Coprocessor（系统级协处理器）,作用范围是整个Hbase上的所有表，需要重启Hbase；
++ 动态加载的协处理器称 之为 Table Coprocessor（表处理器），作用于指定的表，不需要重启Hbase。
+
+其加载和卸载方式分别介绍如下。
+
+
+
+## 四、静态加载与卸载
+
+### 4.1 静态加载
+
+静态加载分以下三步：
+
+#### **1. 在hbase-site.xml定义需要加载的协处理器**
+
+```xml
+
+ hbase.coprocessor.region.classes
+ org.myname.hbase.coprocessor.endpoint.SumEndPoint
+
+```
+
+\标签的值必须是下面其中之一：
+
++ RegionObservers 和 Endpoints协处理器：`hbase.coprocessor.region.classes`
+
++ WALObservers协处理器： `hbase.coprocessor.wal.classes`
++ MasterObservers协处理器：`hbase.coprocessor.master.classes`
+
+\必须是协处理器实现类的全限定类名。如果为加载指定了多个类，则类名必须以逗号分隔。
+
+#### **2. 将jar（包含代码和所有依赖项）放入HBase安装目录中的`lib`目录下**
+
+#### **3. 重启HBase**
+
+
+
+### 4.2 静态卸载
+
+1. 从hbase-site.xml中删除配置的协处理器的\元素及其子元素
+
+2. 从类路径或HBase的lib目录中删除协处理器的JAR文件（可选）
+
+3. 重启HBase
+
+
+
+
+## 五、动态加载与卸载
+
+使用动态加载协处理器，不需要重新启动HBase。但动态加载的协处理器是基于每个表加载的，只能用于所指定的表。
+此外，在使用动态加载必须使表脱机（disable）以加载协处理器。动态加载通常有两种方式：Shell 和 Java API 。
+
+> 以下示例基于两个前提：
+>
+> 1. coprocessor.jar 包含协处理器实现及其所有依赖项。
+> 2. JAR 包存放在HDFS上的路径为：hdfs：// \：\ / user / \ /coprocessor.jar
+
+### 5.1 HBase Shell动态加载
+
+#### **1. 使用HBase Shell禁用表**
+
+```shell
+hbase > disable 'tableName'
+```
+
+#### **2. 使用如下命令加载协处理器**
+
+```shell
+hbase > alter 'tableName', METHOD => 'table_att', 'Coprocessor'=>'hdfs://:/
+user//coprocessor.jar| org.myname.hbase.Coprocessor.RegionObserverExample|1073741823|
+arg1=1,arg2=2'
+```
+
+Coprocessor 包含由管道（|）字符分隔的四个参数，按顺序解释如下：
+
++ **JAR包路径**：通常为JAR包在HDFS上的路径。关于路径以下两点需要注意：
+
+ + 允许使用通配符，例如：hdfs：// \：\ / user /\/*.jar 来添加指定的JAR包；
+
+ + 可以使指定目录，例如：hdfs：//\：\ / user / \ /，这会添加目录中的所有JAR包，但不会搜索子目录中的JAR包。
+
++ **类名**：协处理器的完整类名。
++ **优先级**：协处理器的优先级，遵循数字的自然序，即值越小优先级越高。可以为空，在这种情况下，将分配默认优先级值。
++ **参数（可选）**：传递的协处理器的可选参数。
+
+#### **3. 启用表**
+
+```shell
+hbase > enable 'tableName'
+```
+
+#### **4. 验证协处理器是否已加载**
+
+```shell
+hbase > describe 'tableName'
+```
+
+协处理器出现在`TABLE_ATTRIBUTES`属性中则代表加载成功。
+
+
+
+### 5.2 HBase Shell动态卸载
+
+1. 禁用表
+
+ ```shell
+hbase> disable 'tableName'
+ ```
+
+2. 移除表协处理器
+
+```shell
+hbase> alter 'tableName', METHOD => 'table_att_unset', NAME => 'coprocessor$1'
+```
+
+3. 启用表
+
+```shell
+hbase> enable 'tableName'
+```
+
+
+
+### 5.3 Java API 动态加载
+
+```java
+TableName tableName = TableName.valueOf("users");
+String path = "hdfs://:/user//coprocessor.jar";
+Configuration conf = HBaseConfiguration.create();
+Connection connection = ConnectionFactory.createConnection(conf);
+Admin admin = connection.getAdmin();
+admin.disableTable(tableName);
+HTableDescriptor hTableDescriptor = new HTableDescriptor(tableName);
+HColumnDescriptor columnFamily1 = new HColumnDescriptor("personalDet");
+columnFamily1.setMaxVersions(3);
+hTableDescriptor.addFamily(columnFamily1);
+HColumnDescriptor columnFamily2 = new HColumnDescriptor("salaryDet");
+columnFamily2.setMaxVersions(3);
+hTableDescriptor.addFamily(columnFamily2);
+hTableDescriptor.setValue("COPROCESSOR$1", path + "|"
++ RegionObserverExample.class.getCanonicalName() + "|"
++ Coprocessor.PRIORITY_USER);
+admin.modifyTable(tableName, hTableDescriptor);
+admin.enableTable(tableName);
+```
+
+在HBase 0.96及其以后版本中，HTableDescriptor的addCoprocessor()方法提供了一种更为简便的加载方法。
+
+```java
+TableName tableName = TableName.valueOf("users");
+Path path = new Path("hdfs://:/user//coprocessor.jar");
+Configuration conf = HBaseConfiguration.create();
+Connection connection = ConnectionFactory.createConnection(conf);
+Admin admin = connection.getAdmin();
+admin.disableTable(tableName);
+HTableDescriptor hTableDescriptor = new HTableDescriptor(tableName);
+HColumnDescriptor columnFamily1 = new HColumnDescriptor("personalDet");
+columnFamily1.setMaxVersions(3);
+hTableDescriptor.addFamily(columnFamily1);
+HColumnDescriptor columnFamily2 = new HColumnDescriptor("salaryDet");
+columnFamily2.setMaxVersions(3);
+hTableDescriptor.addFamily(columnFamily2);
+hTableDescriptor.addCoprocessor(RegionObserverExample.class.getCanonicalName(), path,
+Coprocessor.PRIORITY_USER, null);
+admin.modifyTable(tableName, hTableDescriptor);
+admin.enableTable(tableName);
+```
+
+
+
+### 5.4 Java API 动态卸载
+
+卸载其实就是重新定义表但不设置协处理器。这会删除所有表上的协处理器。
+
+```java
+TableName tableName = TableName.valueOf("users");
+String path = "hdfs://:/user//coprocessor.jar";
+Configuration conf = HBaseConfiguration.create();
+Connection connection = ConnectionFactory.createConnection(conf);
+Admin admin = connection.getAdmin();
+admin.disableTable(tableName);
+HTableDescriptor hTableDescriptor = new HTableDescriptor(tableName);
+HColumnDescriptor columnFamily1 = new HColumnDescriptor("personalDet");
+columnFamily1.setMaxVersions(3);
+hTableDescriptor.addFamily(columnFamily1);
+HColumnDescriptor columnFamily2 = new HColumnDescriptor("salaryDet");
+columnFamily2.setMaxVersions(3);
+hTableDescriptor.addFamily(columnFamily2);
+admin.modifyTable(tableName, hTableDescriptor);
+admin.enableTable(tableName);
+```
+
+
+
+## 六、协处理器案例
+
+这里给出一个简单的案例，实现一个类似于Redis中`append` 命令的协处理器，当我们对已有列执行put操作时候，Hbase默认执行的是update操作，这里我们修改为执行append操作。
+
+```shell
+# redis append 命令示例
+redis> EXISTS mykey
+(integer) 0
+redis> APPEND mykey "Hello"
+(integer) 5
+redis> APPEND mykey " World"
+(integer) 11
+redis> GET mykey
+"Hello World"
+```
+
+#### 6.1 创建测试表
+
+```shell
+# 创建一张杂志表 有文章和图片两个列族
+hbase > create 'magazine','article','picture'
+```
+
+#### 6.2 协处理器编程
+
+> 完整代码可见本仓库：[hbase-observer-coprocessor](https://github.com/heibaiying/BigData-Notes/tree/master/code/Hbase\hbase-observer-coprocessor)
+
+新建Maven工程，导入下面依赖：
+
+```xml
+
+ org.apache.hbase
+ hbase-common
+ 1.2.0
+
+
+ org.apache.hbase
+ hbase-server
+ 1.2.0
+
+```
+
+继承`BaseRegionObserver`实现我们自定义的`RegionObserver`,对相同的`article:content`执行put命令时，将新插入的内容添加到原有内容的末尾，代码如下：
+
+```java
+public class AppendRegionObserver extends BaseRegionObserver {
+
+ private byte[] columnFamily = Bytes.toBytes("article");
+ private byte[] qualifier = Bytes.toBytes("content");
+
+ @Override
+ public void prePut(ObserverContext e, Put put, WALEdit edit,
+ Durability durability) throws IOException {
+ if (put.has(columnFamily, qualifier)) {
+ // 遍历查询结果，获取指定列的原值
+ Result rs = e.getEnvironment().getRegion().get(new Get(put.getRow()));
+ String oldValue = "";
+ for (Cell cell : rs.rawCells())
+ if (CellUtil.matchingColumn(cell, columnFamily, qualifier)) {
+ oldValue = Bytes.toString(CellUtil.cloneValue(cell));
+ }
+
+ // 获取指定列新插入的值
+ List cells = put.get(columnFamily, qualifier);
+ String newValue = "";
+ for (Cell cell : cells) {
+ if (CellUtil.matchingColumn(cell, columnFamily, qualifier)) {
+ newValue = Bytes.toString(CellUtil.cloneValue(cell));
+ }
+ }
+
+ // Append 操作
+ put.addColumn(columnFamily, qualifier, Bytes.toBytes(oldValue + newValue));
+ }
+ }
+}
+```
+
+#### 6.3 打包项目
+
+由于项目使用的是maven构建，直接执行以下命令进行打包，这里我打包后的文件名为`hbase-observer-coprocessor-1.0-SNAPSHOT.jar`
+
+```shell
+# mvn clean package
+```
+
+#### 6.4 上传JAR包到HDFS
+
+```shell
+# 上传项目到HDFS上的hbase目录
+hadoop fs -put /usr/app/hbase-observer-coprocessor-1.0-SNAPSHOT.jar /hbase
+# 查看上传是否成功
+hadoop fs -ls /hbase
+```
+
+ 
+
+#### 6.5 加载协处理器
+
+1. 加载协处理器前需要先禁用表
+
+```shell
+hbase > disable 'magazine'
+```
+2. 加载协处理器
+
+```shell
+hbase > alter 'magazine', METHOD => 'table_att', 'Coprocessor'=>'hdfs://hadoop001:8020/hbase/hbase-observer-coprocessor-1.0-SNAPSHOT.jar|com.heibaiying.AppendRegionObserver|1001|'
+```
+
+3. 启用表
+
+```shell
+hbase > enable 'magazine'
+```
+
+4. 查看协处理器是否加载成功
+
+```shell
+hbase > desc 'magazine'
+```
+
+协处理器出现在`TABLE_ATTRIBUTES`属性中则代表加载成功，如下图：
+
+ 
+
+#### 6.6 测试加载结果
+
+插入一组测试数据：
+
+```shell
+hbase > put 'magazine', 'rowkey1','article:content','Hello'
+hbase > get 'magazine','rowkey1','article:content'
+hbase > put 'magazine', 'rowkey1','article:content','World'
+hbase > get 'magazine','rowkey1','article:content'
+```
+
+可以看到对于指定列的值已经执行了append操作：
+
+ 
+
+插入一组对照数据：
+
+```shell
+hbase > put 'magazine', 'rowkey1','article:author','zhangsan'
+hbase > get 'magazine','rowkey1','article:author'
+hbase > put 'magazine', 'rowkey1','article:author','lisi'
+hbase > get 'magazine','rowkey1','article:author'
+```
+
+可以看到对于正常的列还是执行update操作:
+
+ 
+
+#### 6.7 卸载协处理器
+1. 卸载协处理器前需要先禁用表
+
+```shell
+hbase > disable 'magazine'
+```
+2. 卸载协处理器
+
+```shell
+hbase > alter 'magazine', METHOD => 'table_att_unset', NAME => 'coprocessor$1'
+```
+
+3. 启用表
+
+```shell
+hbase > enable 'magazine'
+```
+
+4. 查看协处理器是否卸载成功
+
+```shell
+hbase > desc 'magazine'
+```
+
+ 
+
+#### 6.8 测试卸载结果
+
+依次执行下面命令可以测试卸载是否成功
+
+```shell
+hbase > get 'magazine','rowkey1','article:content'
+hbase > put 'magazine', 'rowkey1','article:content','Hello'
+hbase > get 'magazine','rowkey1','article:content'
+```
+
+ 
+
+
+
+## 参考资料
+
+1. [Apache HBase Coprocessors](http://hbase.apache.org/book.html#cp)
+2. [Apache HBase Coprocessor Introduction](https://blogs.apache.org/hbase/entry/coprocessor_introduction)
+3. [HBase高階知識](https://www.itread01.com/content/1546245908.html)
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