HBase Filter 過濾器之QualifierFilter詳解

新進小設(shè)計 2022-03-25

展開全文

前言：本文詳細介紹了 HBase QualifierFilter 過濾器 Java&Shell API 的使用，并貼出了相關(guān)示例代碼以供參考。QualifierFilter 基于列名進行過濾，在工作中涉及到需要通過HBase 列名進行數(shù)據(jù)過濾時可以考慮使用它。比較器細節(jié)及原理請參照之前的更文：HBase Filter 過濾器之比較器 Comparator 原理及源碼學(xué)習(xí)

一。Java Api

頭部代碼

/**
 * 用于列名（Qualifier）過濾。
 */
public class QualifierFilterDemo {

    private static boolean isok = false;
    private static String tableName = "test";
    private static String[] cfs = new String[]{"f"};
    private static String[] data = new String[]{
            "row-1:f:name:Wang", "row-1:f:age:20",
            "row-2:f:name:Zhou", "row-2:f:age:10",
            "row-3:f:gender:男", "row-3:f:name:Li",
            "row-4:f:namana:xyz", "row-4:f:age:Zhao"
    };

    public static void main(String[] args) throws IOException {

        MyBase myBase = new MyBase();
        Connection connection = myBase.createConnection();
        if (isok) {
            myBase.deleteTable(connection, tableName);
            myBase.createTable(connection, tableName, cfs);
            // 造數(shù)據(jù)
            myBase.putRows(connection, tableName, data);
        }
        Table table = connection.getTable(TableName.valueOf(tableName));
        Scan scan = new Scan();

中部代碼
向右滑動滾動條可查看輸出結(jié)果。

1. BinaryComparator 構(gòu)造過濾器

        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.EQUAL, new BinaryComparator(Bytes.toBytes("age"))); // [row-1:f:age, row-2:f:age, row-4:f:age]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.NOT_EQUAL, new BinaryComparator(Bytes.toBytes("name"))); // [row-1:f:age, row-2:f:age, row-3:f:gender, row-4:f:age, row-4:f:namana]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.GREATER, new BinaryComparator(Bytes.toBytes("gender"))); // [row-1:f:name, row-2:f:name, row-3:f:name, row-4:f:namana]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.GREATER_OR_EQUAL, new BinaryComparator(Bytes.toBytes("name"))); // [row-1:f:name, row-2:f:name, row-3:f:name]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.LESS, new BinaryComparator(Bytes.toBytes("gender"))); // [row-1:f:age, row-2:f:age, row-4:f:age]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.LESS_OR_EQUAL, new BinaryComparator(Bytes.toBytes("gender"))); // [row-1:f:age, row-2:f:age, row-3:f:gender, row-4:f:age]

2. BinaryPrefixComparator 構(gòu)造過濾器

        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.EQUAL, new BinaryPrefixComparator(Bytes.toBytes("nam"))); // [row-1:f:name, row-2:f:name, row-3:f:name, row-4:f:namana]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.NOT_EQUAL, new BinaryPrefixComparator(Bytes.toBytes("nam"))); // [row-1:f:age, row-2:f:age, row-3:f:gender, row-4:f:age]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.GREATER, new BinaryPrefixComparator(Bytes.toBytes("g"))); // [row-1:f:name, row-2:f:name, row-3:f:name, row-4:f:namana]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.GREATER_OR_EQUAL, new BinaryPrefixComparator(Bytes.toBytes("n"))); // [row-1:f:name, row-2:f:name, row-3:f:name, row-4:f:namana]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.LESS, new BinaryPrefixComparator(Bytes.toBytes("m"))); // [row-1:f:age, row-2:f:age, row-3:f:gender, row-4:f:age]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.LESS_OR_EQUAL, new BinaryPrefixComparator(Bytes.toBytes("a"))); // [row-1:f:age, row-2:f:age, row-4:f:age]

3. SubstringComparator 構(gòu)造過濾器

        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.EQUAL, new SubstringComparator("g")); // [row-1:f:age, row-2:f:age, row-3:f:gender, row-4:f:age]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.NOT_EQUAL, new SubstringComparator("n")); // [row-1:f:age, row-2:f:age, row-4:f:age]

4. RegexStringComparator 構(gòu)造過濾器

        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.NOT_EQUAL, new RegexStringComparator("nam")); // [row-1:f:age, row-2:f:age, row-3:f:gender, row-4:f:age]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.EQUAL, new RegexStringComparator("nam")); // [row-1:f:name, row-2:f:name, row-3:f:name, row-4:f:namana]
        QualifierFilter qualifierFilter = new QualifierFilter(CompareFilter.CompareOp.EQUAL, new RegexStringComparator("n[a-z]m")); // [row-1:f:name, row-2:f:name, row-3:f:name, row-4:f:namana]

尾部代碼

        scan.setFilter(qualifierFilter);
        ResultScanner scanner = table.getScanner(scan);
        Iterator<Result> iterator = scanner.iterator();
        LinkedList<String> rowkeys = new LinkedList<>();
        while (iterator.hasNext()) {
            Result result = iterator.next();
            String rowkey = Bytes.toString(result.getRow());
            rowkeys.add(rowkey);
        }
        System.out.println(rowkeys);
        scanner.close();
        table.close();
        connection.close();
    }
}

二。Shell Api

1. BinaryComparator 構(gòu)造過濾器

方式一：

hbase(main):003:0> scan 'test',{FILTER=>"QualifierFilter(=,'binary:age')"}
ROW                                              COLUMN+CELL
 row-1                                           column=f:age, timestamp=1589252853542, value=20
 row-2                                           column=f:age, timestamp=1589252853542, value=10
 row-4                                           column=f:age, timestamp=1589252853542, value=Zhao
3 row(s) in 0.0680 seconds

支持的比較運算符：= != > >= < <=，不再一一舉例。

方式二：

import org.apache.hadoop.hbase.filter.CompareFilter
import org.apache.hadoop.hbase.filter.BinaryComparator
import org.apache.hadoop.hbase.filter.QualifierFilter

hbase(main):010:0> scan 'test',{FILTER => QualifierFilter.new(CompareFilter::CompareOp.valueOf('EQUAL'), BinaryComparator.new(Bytes.toBytes('age')))}
ROW                                              COLUMN+CELL
 row-1                                           column=f:age, timestamp=1589252853542, value=20
 row-2                                           column=f:age, timestamp=1589252853542, value=10
 row-4                                           column=f:age, timestamp=1589252853542, value=Zhao
3 row(s) in 0.0400 seconds

支持的比較運算符：LESS、LESS_OR_EQUAL、EQUAL、NOT_EQUAL、GREATER、GREATER_OR_EQUAL，不再一一舉例。

推薦使用方式一，更簡潔方便。

2. BinaryPrefixComparator 構(gòu)造過濾器

方式一：

hbase(main):011:0> scan 'test',{FILTER=>"QualifierFilter(=,'binaryprefix:nam')"}
ROW                                              COLUMN+CELL
 row-1                                           column=f:name, timestamp=1589252853542, value=Wang
 row-2                                           column=f:name, timestamp=1589252853542, value=Zhou
 row-3                                           column=f:name, timestamp=1589252853542, value=Li
 row-4                                           column=f:namana, timestamp=1589252853542, value=xyz
4 row(s) in 0.0410 seconds

方式二：

import org.apache.hadoop.hbase.filter.CompareFilter
import org.apache.hadoop.hbase.filter.BinaryPrefixComparator
import org.apache.hadoop.hbase.filter.QualifierFilter

hbase(main):014:0> scan 'test',{FILTER => QualifierFilter.new(CompareFilter::CompareOp.valueOf('EQUAL'), BinaryPrefixComparator.new(Bytes.toBytes('nam')))}
ROW                                              COLUMN+CELL
 row-1                                           column=f:name, timestamp=1589252853542, value=Wang
 row-2                                           column=f:name, timestamp=1589252853542, value=Zhou
 row-3                                           column=f:name, timestamp=1589252853542, value=Li
 row-4                                           column=f:namana, timestamp=1589252853542, value=xyz
4 row(s) in 0.0200 seconds

其它同上。

3. SubstringComparator 構(gòu)造過濾器

方式一：

hbase(main):015:0> scan 'test',{FILTER=>"QualifierFilter(=,'substring:am')"}
ROW                                              COLUMN+CELL
 row-1                                           column=f:name, timestamp=1589252853542, value=Wang
 row-2                                           column=f:name, timestamp=1589252853542, value=Zhou
 row-3                                           column=f:name, timestamp=1589252853542, value=Li
 row-4                                           column=f:namana, timestamp=1589252853542, value=xyz
4 row(s) in 0.0230 seconds

方式二：

import org.apache.hadoop.hbase.filter.CompareFilter
import org.apache.hadoop.hbase.filter.SubstringComparator
import org.apache.hadoop.hbase.filter.QualifierFilter

hbase(main):017:0> scan 'test',{FILTER => QualifierFilter.new(CompareFilter::CompareOp.valueOf('EQUAL'), SubstringComparator.new('am'))}
ROW                                              COLUMN+CELL
 row-1                                           column=f:name, timestamp=1589252853542, value=Wang
 row-2                                           column=f:name, timestamp=1589252853542, value=Zhou
 row-3                                           column=f:name, timestamp=1589252853542, value=Li
 row-4                                           column=f:namana, timestamp=1589252853542, value=xyz
4 row(s) in 0.0220 seconds

區(qū)別于上的是這里直接傳入字符串進行比較，且只支持EQUAL和NOT_EQUAL兩種比較符。

4. RegexStringComparator 構(gòu)造過濾器

import org.apache.hadoop.hbase.filter.CompareFilter
import org.apache.hadoop.hbase.filter.RegexStringComparator
import org.apache.hadoop.hbase.filter.QualifierFilter

hbase(main):019:0> scan 'test',{FILTER => QualifierFilter.new(CompareFilter::CompareOp.valueOf('EQUAL'), RegexStringComparator.new('n[a-z]m'))}
ROW                                              COLUMN+CELL
 row-1                                           column=f:name, timestamp=1589252853542, value=Wang
 row-2                                           column=f:name, timestamp=1589252853542, value=Zhou
 row-3                                           column=f:name, timestamp=1589252853542, value=Li
 row-4                                           column=f:namana, timestamp=1589252853542, value=xyz
4 row(s) in 0.0250 seconds

該比較器直接傳入字符串進行比較，且只支持EQUAL和NOT_EQUAL兩種比較符。若想使用第一種方式可以傳入regexstring試一下，我的版本有點低暫時不支持，不再演示了。

注意這里的正則匹配指包含關(guān)系，對應(yīng)底層find()方法。

QualifierFilter 不支持使用LongComparator比較器，且BitComparator、NullComparator 比較器用之甚少，也不再介紹。

查看文章全部源代碼請訪以下GitHub地址：

https://github.com/zhoupengbo/demos-bigdata/blob/master/hbase/hbase-filters-demos/src/main/java/com/zpb/demos/QualifierFilterDemo.java

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HBase Filter 過濾器之QualifierFilter詳解

一。Java Api

1. BinaryComparator 構(gòu)造過濾器

2. BinaryPrefixComparator 構(gòu)造過濾器

3. SubstringComparator 構(gòu)造過濾器

4. RegexStringComparator 構(gòu)造過濾器

二。Shell Api

1. BinaryComparator 構(gòu)造過濾器

2. BinaryPrefixComparator 構(gòu)造過濾器

3. SubstringComparator 構(gòu)造過濾器

4. RegexStringComparator 構(gòu)造過濾器

一。Java Api

二。Shell Api