Flink-CDC(Change Data Capture)指定

2020-09-04 本文已影响0人小胡子哥灬

前言：

Flink从1.10开始支持从canal或者debezium消费binlog数据，从而实现数据的同步；但是无论是canal和debezium，都需要预先搭建相对应的服务和创建kafka topic，使用上造成的链路比较长。那么能否直接通过flink的source直接读取binlog呢？Flink-CDC就是这样一个连接器，它借助于debezium engine来捕获数据更改，目前支持的数据库有MySQL和PostgreSQL；详细介绍及使用可以访问github的wiki：https://github.com/ververica/flink-cdc-connectors

Exacty-Once

Flink-CDC默认启动时执行一次全量snapshot，把所有数据读取做为INSERT的change mode,在1.1版本还可以指定snapshot.mode为schema_only来禁用第一次启动时的snapshot。但是现在还不支持指定位点消费，不过Flink-CDC执行checkpoint时，会把位点存储到state以支持exacty-once语义。所以从另一个角度来讲，指定位点消费就类似于从savepoint恢复启动，想法上是可行的，但是实现上却少了一步。这就与debezium的实现有关了，拿mysql connector来讲，debezium会保存mysql表的schema信息以便能监听到ddl的变更，会把这些数据封装成HistoryDabase对象存储，所以恢复位点的同时，必须先恢复HistoryDatabase，Flink执行checkpoint存储offset的同时，也把database存储到state。相关代码如下:

// DebeziumSourceFunction.java
private void snapshotHistoryRecordsState() throws Exception {
        historyRecordsState.clear();

        if (engineInstanceName != null) {
            historyRecordsState.add(engineInstanceName);
            ConcurrentLinkedQueue<HistoryRecord> historyRecords = FlinkDatabaseHistory.getRegisteredHistoryRecord(engineInstanceName);
            if (historyRecords != null) {
                DocumentWriter writer = DocumentWriter.defaultWriter();
                for (HistoryRecord record : historyRecords) {
                    historyRecordsState.add(writer.write(record.document()));
                }
            }
        }
    }

指定位点恢复

现在开始讲指定位点消费binlog的实现，目前只实现了mysql，postgresql的应该大同小异。通过代码的debug，我发现mysql的位点信息是一个json格式的数据，主要内容如下：

{
    "sourcePartition":{"server":"mysql-binlog-source"},
    "sourceOffset":{
        "file":"mysql-binlog-000001",
        "pos":2344,
        "ts_sec":1599147495831
    }
}

目前测试mysql只能通过file和pos来恢复位点读取。所以我的步骤如下：

增加两个options，分别指定binlog文件名称和位点：

private static final ConfigOption<String> SOURCE_OFFSET_FILE = ConfigOptions.key("source-offset-file")
         .stringType()
         .noDefaultValue()
         .withDescription("File Name of the MySQL binlog.");

 private static final ConfigOption<Integer> SOURCE_OFFSET_POSITION = ConfigOptions.key("source-offset-pos")
         .intType()
         .noDefaultValue()
         .withDescription("Position of the MySQL binlog.");

组装位点json数据：

// MysqlSource.java#build()
if (sourceOffsetFile != null && sourceOffsetPosition != null) {
             // 指定位点恢复时必须指定snapshot.mode为schema_only_recovery,让debezium恢复database，拿到表的schema信息
             props.setProperty("snapshot.mode", "schema_only_recovery");

             DebeziumState debeziumState = new DebeziumState();
             Map<String, String> sourcePartition = new HashMap<>();
             sourcePartition.put("server", props.getProperty("database.server.name"));
             debeziumState.setSourcePartition(sourcePartition);

             Map<String, Object> sourceOffset = new HashMap<>();
             sourceOffset.put("file", sourceOffsetFile);
             sourceOffset.put("pos", sourceOffsetPosition);
             debeziumState.setSourceOffset(sourceOffset);

             try {
                 ObjectMapper objectMapper = new ObjectMapper();
                 String offsetJson = objectMapper.writeValueAsString(debeziumState);
                 // 覆盖OFFSET_STATE_VALUE,让debezium识别出从位点消费
                 props.setProperty(FlinkOffsetBackingStore.OFFSET_STATE_VALUE, offsetJson);
                 // 标记database不存在,原来的实现就去恒返回true,以至于debezium为schema_only_recovery时，却不能恢复database
                      props.setProperty("database.history.exists", "false");
             } catch (IOException e) {
                 throw new RuntimeException("Can't serialize debezium offset state from Object: " + debeziumState, e);
             }
         }

重写database的exists方法

// FlinkDatabaseHistory.java
public void configure(Configuration config, HistoryRecordComparator comparator, DatabaseHistoryListener listener, boolean useCatalogBeforeSchema) {
     super.configure(config, comparator, listener, useCatalogBeforeSchema);
     this.instanceName = config.getString(DATABASE_HISTORY_INSTANCE_NAME);
     this.records = getRegisteredHistoryRecord(instanceName);
     if (records == null) {
         throw new IllegalStateException(
             String.format("Couldn't find engine instance %s in the global records.", instanceName));
     }
     this.databaseexists = config.getBoolean("database.history.exists", true);
 }

 @Override
 public boolean exists() {
     return databaseexists;
 }

以上为实现Flink-CDC指定位点消费mysql binlog的相关代码，代码已经Pull Request到github： https://github.com/ververica/flink-cdc-connectors/pull/39

测试

第一次启动:

CREATE TABLE orders (
  order_id INT,
  order_date TIMESTAMP(0),
  customer_name STRING,
  price DECIMAL(10, 5),
  product_id INT,
  order_status BOOLEAN
) WITH (
  'connector' = 'mysql-cdc',
  'hostname' = 'localhost',
  'port' = '3306',
  'username' = 'root',
  'password' = '123456',
  'database-name' = 'flink',
  'table-name' = 'orders'
);

CREATE TABLE print_test (
  order_id INT,
  order_date TIMESTAMP(0),
  customer_name STRING,
  price DECIMAL(10, 5),
  product_id INT,
  order_status BOOLEAN
) WITH (
  'connector' = 'print'
);

INSERT INTO print_test
SELECT * FROM orders;

输出：

+I(1,2020-09-03T00:29:30,shizc,12.00000,1111,true)
+I(2,2020-09-03T23:52:23,shizc1233,22.00000,1123,true)
+I(3,2020-09-03T23:56:17,2333,3213.00000,11,false)
+I(4,2020-09-03T23:56:43,shiz343,222.00000,11,true)

指定位点：关于位点怎么获取，这个我目前是通过在mysql执行 show binlog events in 'mysql-bin.000003' 得到。

CREATE TABLE orders (
  order_id INT,
  order_date TIMESTAMP(0),
  customer_name STRING,
  price DECIMAL(10, 5),
  product_id INT,
  order_status BOOLEAN
) WITH (
  'connector' = 'mysql-cdc',
  'hostname' = 'localhost',
  'port' = '3306',
  'username' = 'root',
  'password' = '123456',
  'database-name' = 'flink',
  'table-name' = 'orders',
  'source-offset-file' = 'mysql-bin.000003',
  'source-offset-pos' = '1682'
);

输出：

+I(3,2020-09-03T23:56:17,2333,3213.00000,11,false)
+I(4,2020-09-03T23:56:43,shiz343,222.00000,11,true)
-U(3,2020-09-03T23:56:17,2333,3213.00000,11,false)
+U(3,2020-09-03T23:56:17,2333,3213.00000,11,false)

从输出可以看到，从指定位点后，增加了两条数据，并且修改了一条数据，和我测试的数据保持一致。

PS: 很多同学可能以为binlog的offset可以随便指定一个大概的范围的值，这其实是不行的，offset必须指定为一个有效的值，也就是能通过show binlog events in 'xxx' 查到的值，要不然会报一系列的异常，比如：

org.apache.kafka.connect.errors.ConnectException: binlog truncated in the middle of event; consider out of disk space on master; the first event 'mysql-bin.000003' at 1681, the last event read from '.\mysql-bin.000003' at 123, the last byte read from '.\mysql-bin.000003' at 1700. Error code: 1236; SQLSTATE: HY000.
    at io.debezium.connector.mysql.AbstractReader.wrap(AbstractReader.java:230)
    at io.debezium.connector.mysql.AbstractReader.failed(AbstractReader.java:196)
    at io.debezium.connector.mysql.BinlogReader$ReaderThreadLifecycleListener.onCommunicationFailure(BinlogReader.java:1125)
    at com.github.shyiko.mysql.binlog.BinaryLogClient.listenForEventPackets(BinaryLogClient.java:985)
    at com.github.shyiko.mysql.binlog.BinaryLogClient.connect(BinaryLogClient.java:581)
    at com.github.shyiko.mysql.binlog.BinaryLogClient$7.run(BinaryLogClient.java:860)
    at java.lang.Thread.run(Thread.java:748)
Caused by: com.github.shyiko.mysql.binlog.network.ServerException: binlog truncated in the middle of event; consider out of disk space on master; the first event 'mysql-bin.000003' at 1681, the last event read from '.\mysql-bin.000003' at 123, the last byte read from '.\mysql-bin.000003' at 1700.
    at com.github.shyiko.mysql.binlog.BinaryLogClient.listenForEventPackets(BinaryLogClient.java:949)
    ... 3 common frames omitted

目前也没有找到有效的解决方案，如果有好的解决方案，希望大家指出。

The End

Flink-CDC(Change Data Capture)指定

Exacty-Once

指定位点恢复

测试

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