在使用HBase的API查詢資料的時候,我們經常需要設定一些過濾條件來查詢資料,這個時候我們就需要使用 HBase API 的各種 Filter 來實現這一功能。
在 HBase API 中使用過濾器需要建立一個 Filter 執行個體,然後使用Scan.setFilter()或者Get.setFilter()來使用 Filter,如下:
Table table = connection.getTable(TableName.valueOf(TABLE_NAME));Scan scan = new Scan();Filter filter = new RowFilter(CompareOperator.EQUAL, new BinaryComparator(Bytes.toBytes("row_2")));scan.setFilter(filter);ResultScanner resultScanner = table.getScanner(scan);Iterator<Result> it = resultScanner.iterator();while (it.hasNext()) { Result result = it.next(); printRow(result);}resultScanner.close();table.close();
在 HBase API 中提供了大量的 Filter 實現,比如一些常見的 Filter: RowFilter: 過濾指定的行記錄 FamilyFilter: 過濾指定的列族,其它列族返回null QualifierFilter: 過濾指定的列,其它列返回null ValueFilter: 過濾指定的值,,其它列返回null SingleColumnValueFilter: 單列值過濾器 SingleColumnValueExcludeFilter: 單列值排除過濾器,被排除的列返回null PageFilter: 分頁過濾器 ColumnPaginationFilter: 列分頁過濾器 …
在 HBase API 提供了一些常用比較子,這些寫比較子可以用來比較過濾器中的值,如: CompareOperator.LESS CompareOperator.LESS_OR_EQUAL CompareOperator.EQUAL CompareOperator.NOT_EQUAL CompareOperator.GREATOR CompareOperator.GREATOR_OR_EQUAL CompareOperator.NO_OP
在 HBase API 還提供了一些常用比較子,這些寫比較子可以用來比較過濾器中的值,如: BinaryComparator RegexStringComparator NullComparator SubstringComparator …
下面是一段完整的列子是怎樣,看看使用各種 Filter
package my.hbasestudy;import org.apache.hadoop.conf.Configuration;import org.apache.hadoop.hbase.CompareOperator;import org.apache.hadoop.hbase.HBaseConfiguration;import org.apache.hadoop.hbase.TableName;import org.apache.hadoop.hbase.client.*;import org.apache.hadoop.hbase.exceptions.DeserializationException;import org.apache.hadoop.hbase.filter.*;import org.apache.hadoop.hbase.util.Bytes;import java.io.IOException;import java.util.ArrayList;import java.util.Iterator;import java.util.List;public class TestFilter { private static final String TABLE_NAME = "user"; private static final String COLUMN_FAMILY_BASE = "base"; private static final String COLUMN_FAMILY_ADDRESS = "address"; private static final String COLUMN_USERNAME = "username"; private static final String COLUMN_PASSWORD = "password"; private static final String COLUMN_HOME = "home"; private static final String COLUMN_OFFICE = "office"; private Connection connection; public static void main(String[] args) throws Exception { Configuration config = HBaseConfiguration.create(); Connection connection = ConnectionFactory.createConnection(config); TestFilter t = new TestFilter(connection); t.test(); connection.close(); } public TestFilter(Connection connection) { this.connection = connection; } private void test() throws IOException, DeserializationException { createTable(); prepare(); System.out.println("---------- Row Filter ----------"); filter(new RowFilter(CompareOperator.EQUAL, new BinaryComparator(Bytes.toBytes("row_2")))); filter(new RowFilter(CompareOperator.LESS_OR_EQUAL, new BinaryComparator(Bytes.toBytes("row_5")))); filter(new RowFilter(CompareOperator.EQUAL, new RegexStringComparator("row_*"))); System.out.println("---------- Family Filter ----------"); filter(new FamilyFilter(CompareOperator.EQUAL, new BinaryComparator(Bytes.toBytes("base")))); filter(new FamilyFilter(CompareOperator.EQUAL, new RegexStringComparator("address*"))); System.out.println("---------- Column Filter ----------"); filter(new QualifierFilter(CompareOperator.EQUAL, new BinaryComparator(Bytes.toBytes("username")))); filter(new QualifierFilter(CompareOperator.EQUAL, new RegexStringComparator("home*"))); System.out.println("---------- Value Filter ----------"); filter(new ValueFilter(CompareOperator.EQUAL, new BinaryComparator(Bytes.toBytes("user_0")))); filter(new ValueFilter(CompareOperator.EQUAL, new RegexStringComparator("password_*"))); System.out.println("---------- Single Column Value Filter ----------"); filter(new SingleColumnValueFilter(Bytes.toBytes("base"), Bytes.toBytes("username"), CompareOperator.EQUAL, new BinaryComparator(Bytes.toBytes("user_0")))); System.out.println("---------- Single Column Value Exclude Filter ----------"); filter(new SingleColumnValueExcludeFilter(Bytes.toBytes("base"), Bytes.toBytes("username"), CompareOperator.EQUAL, new BinaryComparator(Bytes.toBytes("user_0")))); deleteTable(); } private void createTable() throws IOException { Admin admin = connection.getAdmin(); try { TableDescriptor tableDesc = TableDescriptorBuilder.newBuilder(TableName.valueOf(TABLE_NAME)) .addColumnFamily(ColumnFamilyDescriptorBuilder.newBuilder(Bytes.toBytes(COLUMN_FAMILY_BASE)).build()) .addColumnFamily(ColumnFamilyDescriptorBuilder.newBuilder(Bytes.toBytes(COLUMN_FAMILY_ADDRESS)).build()) .build(); admin.createTable(tableDesc); } finally { admin.close(); } } private void deleteTable() throws IOException { Admin admin = connection.getAdmin(); try { admin.disableTable(TableName.valueOf(TABLE_NAME)); admin.deleteTable(TableName.valueOf(TABLE_NAME)); } finally { admin.close(); } } private void prepare() throws IOException { Table table = connection.getTable(TableName.valueOf(TABLE_NAME)); List<Row> actions = new ArrayList<Row>(); for (int i = 0; i < 10; i++) { Put put = new Put(Bytes.toBytes("row_" + i)); put.addColumn(Bytes.toBytes(COLUMN_FAMILY_BASE), Bytes.toBytes(COLUMN_USERNAME), Bytes.toBytes("user_" + i)); put.addColumn(Bytes.toBytes(COLUMN_FAMILY_BASE), Bytes.toBytes(COLUMN_PASSWORD), Bytes.toBytes("password_" + i)); put.addColumn(Bytes.toBytes(COLUMN_FAMILY_ADDRESS), Bytes.toBytes(COLUMN_HOME), Bytes.toBytes("home_" + i)); put.addColumn(Bytes.toBytes(COLUMN_FAMILY_ADDRESS), Bytes.toBytes(COLUMN_OFFICE), Bytes.toBytes("office_" + i)); actions.add(put); } Object[] results = new Object[actions.size()]; try { table.batch(actions, results); } catch (InterruptedException e) { e.printStackTrace(); } table.close(); } private void filter(Filter filter) throws IOException { Table table = connection.getTable(TableName.valueOf(TABLE_NAME)); Scan scan = new Scan(); scan.setFilter(filter); ResultScanner resultScanner = table.getScanner(scan); Iterator<Result> it = resultScanner.iterator(); while (it.hasNext()) { Result result = it.next(); printRow(result); } resultScanner.close(); table.close(); } private void printRow(Result result) { if (Bytes.toString(result.getRow()) != null) { StringBuilder sb = new StringBuilder(); sb.append(Bytes.toString(result.getRow())); sb.append("["); sb.append("base:username=" + Bytes.toString(result.getValue(Bytes.toBytes("base"), Bytes.toBytes("username")))); sb.append(", base:password=" + Bytes.toString(result.getValue(Bytes.toBytes("base"), Bytes.toBytes("password")))); sb.append(", address:home=" + Bytes.toString(result.getValue(Bytes.toBytes("address"), Bytes.toBytes("home")))); sb.append(", address:office=" + Bytes.toString(result.getValue(Bytes.toBytes("address"), Bytes.toBytes("office")))); sb.append("]"); System.out.println(sb.toString()); } }}