mirror of
https://github.com/alibaba/canal.git
synced 2026-11-04 00:30:15 +08:00
fixed pull #1266 , optimizer code
This commit is contained in:
@@ -0,0 +1,405 @@
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package com.alibaba.otter.canal.common;
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import java.util.ArrayList;
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import java.util.HashSet;
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import java.util.LinkedHashMap;
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import java.util.List;
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import java.util.Map;
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import java.util.Set;
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import org.apache.commons.lang.StringUtils;
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import com.alibaba.otter.canal.filter.aviater.AviaterRegexFilter;
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import com.alibaba.otter.canal.protocol.CanalEntry;
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import com.alibaba.otter.canal.protocol.CanalEntry.Entry;
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import com.alibaba.otter.canal.protocol.FlatMessage;
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import com.alibaba.otter.canal.protocol.Message;
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import com.google.common.base.Function;
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import com.google.common.collect.Lists;
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import com.google.common.collect.MapMaker;
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import com.google.common.collect.MigrateMap;
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import com.google.protobuf.ByteString;
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import com.google.protobuf.InvalidProtocolBufferException;
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/**
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* process MQ Message utils
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*
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* @author agapple 2018年12月11日 下午1:28:32
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*/
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public class MQMessageUtils {
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@SuppressWarnings("deprecation")
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private static Map<String, List<PartitionData>> partitionDatas = MigrateMap.makeComputingMap(new MapMaker().softValues(),
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new Function<String, List<PartitionData>>() {
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public List<PartitionData> apply(String pkHashConfigs) {
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List<PartitionData> datas = Lists.newArrayList();
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String[] pkHashConfigArray = StringUtils.split(pkHashConfigs,
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",");
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// schema.table#id^name
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for (String pkHashConfig : pkHashConfigArray) {
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PartitionData data = new PartitionData();
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int i = pkHashConfig.lastIndexOf("#");
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if (i > 0) {
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data.pkNames = Lists.newArrayList(StringUtils.split(pkHashConfig.substring(i + 1),
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'^'));
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pkHashConfig = pkHashConfig.substring(0,
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i);
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}
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if (!isWildCard(pkHashConfig)) {
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data.simpleName = pkHashConfig;
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} else {
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data.regexFilter = new AviaterRegexFilter(pkHashConfig);
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}
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datas.add(data);
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}
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return datas;
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}
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});
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/**
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* 将 message 分区
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*
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* @param partitionsNum 分区数
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* @param pkHashConfigs 分区库表主键正则表达式
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* @return 分区message数组
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*/
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@SuppressWarnings("unchecked")
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public static Message[] messagePartition(Message message, Integer partitionsNum, String pkHashConfigs) {
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if (partitionsNum == null) {
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partitionsNum = 1;
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}
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Message[] partitionMessages = new Message[partitionsNum];
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List<Entry>[] partitionEntries = new List[partitionsNum];
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for (int i = 0; i < partitionsNum; i++) {
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partitionEntries[i] = new ArrayList<>();
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}
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List<CanalEntry.Entry> entries;
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if (message.isRaw()) {
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List<ByteString> rawEntries = message.getRawEntries();
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entries = new ArrayList<>(rawEntries.size());
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for (ByteString byteString : rawEntries) {
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Entry entry;
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try {
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entry = Entry.parseFrom(byteString);
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} catch (InvalidProtocolBufferException e) {
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throw new RuntimeException(e);
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}
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entries.add(entry);
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}
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} else {
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entries = message.getEntries();
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}
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for (Entry entry : entries) {
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CanalEntry.RowChange rowChange;
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try {
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rowChange = CanalEntry.RowChange.parseFrom(entry.getStoreValue());
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} catch (Exception e) {
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throw new RuntimeException(e.getMessage(), e);
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}
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if (rowChange.getIsDdl()) {
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partitionEntries[0].add(entry);
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} else {
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if (rowChange.getRowDatasList() != null && !rowChange.getRowDatasList().isEmpty()) {
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String database = entry.getHeader().getSchemaName();
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String table = entry.getHeader().getTableName();
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List<String> pkNames = getParitionHashColumns(database + "." + table, pkHashConfigs);
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if (pkNames == null) {
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// 如果都没有匹配,发送到第一个分区
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partitionEntries[0].add(entry);
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} else {
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for (CanalEntry.RowData rowData : rowChange.getRowDatasList()) {
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int hashCode = table.hashCode();
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if (pkNames.isEmpty()) {
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// isEmpty use default pkNames
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for (CanalEntry.Column column : rowData.getAfterColumnsList()) {
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if (column.getIsKey()) {
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hashCode = hashCode ^ column.getValue().hashCode();
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}
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}
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} else {
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for (CanalEntry.Column column : rowData.getAfterColumnsList()) {
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if (checkPkNamesHasContain(pkNames, column.getName())) {
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hashCode = hashCode ^ column.getValue().hashCode();
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}
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}
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}
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int pkHash = Math.abs(hashCode) % partitionsNum;
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pkHash = Math.abs(pkHash);
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partitionEntries[pkHash].add(entry);
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}
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}
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}
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}
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}
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for (int i = 0; i < partitionsNum; i++) {
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List<Entry> entriesTmp = partitionEntries[i];
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if (!entriesTmp.isEmpty()) {
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partitionMessages[i] = new Message(message.getId(), entriesTmp);
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}
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}
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return partitionMessages;
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}
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/**
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* 将Message转换为FlatMessage
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*
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* @param message 原生message
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* @return FlatMessage列表
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*/
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public static List<FlatMessage> messageConverter(Message message) {
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try {
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if (message == null) {
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return null;
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}
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List<FlatMessage> flatMessages = new ArrayList<>();
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List<CanalEntry.Entry> entrys = null;
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if (message.isRaw()) {
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List<ByteString> rawEntries = message.getRawEntries();
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entrys = new ArrayList<CanalEntry.Entry>(rawEntries.size());
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for (ByteString byteString : rawEntries) {
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CanalEntry.Entry entry = CanalEntry.Entry.parseFrom(byteString);
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entrys.add(entry);
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}
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} else {
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entrys = message.getEntries();
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}
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for (CanalEntry.Entry entry : entrys) {
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if (entry.getEntryType() == CanalEntry.EntryType.TRANSACTIONBEGIN
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|| entry.getEntryType() == CanalEntry.EntryType.TRANSACTIONEND) {
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continue;
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}
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CanalEntry.RowChange rowChange;
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try {
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rowChange = CanalEntry.RowChange.parseFrom(entry.getStoreValue());
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} catch (Exception e) {
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throw new RuntimeException("ERROR ## parser of eromanga-event has an error , data:"
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+ entry.toString(), e);
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}
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CanalEntry.EventType eventType = rowChange.getEventType();
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FlatMessage flatMessage = new FlatMessage(message.getId());
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flatMessages.add(flatMessage);
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flatMessage.setDatabase(entry.getHeader().getSchemaName());
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flatMessage.setTable(entry.getHeader().getTableName());
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flatMessage.setIsDdl(rowChange.getIsDdl());
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flatMessage.setType(eventType.toString());
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flatMessage.setEs(entry.getHeader().getExecuteTime());
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flatMessage.setTs(System.currentTimeMillis());
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flatMessage.setSql(rowChange.getSql());
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if (!rowChange.getIsDdl()) {
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Map<String, Integer> sqlType = new LinkedHashMap<>();
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Map<String, String> mysqlType = new LinkedHashMap<>();
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List<Map<String, String>> data = new ArrayList<>();
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List<Map<String, String>> old = new ArrayList<>();
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Set<String> updateSet = new HashSet<>();
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for (CanalEntry.RowData rowData : rowChange.getRowDatasList()) {
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if (eventType != CanalEntry.EventType.INSERT && eventType != CanalEntry.EventType.UPDATE
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&& eventType != CanalEntry.EventType.DELETE) {
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continue;
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}
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Map<String, String> row = new LinkedHashMap<>();
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List<CanalEntry.Column> columns;
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if (eventType == CanalEntry.EventType.DELETE) {
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columns = rowData.getBeforeColumnsList();
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} else {
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columns = rowData.getAfterColumnsList();
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}
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for (CanalEntry.Column column : columns) {
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if (column.getIsKey()) {
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flatMessage.addPkName(column.getName());
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}
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sqlType.put(column.getName(), column.getSqlType());
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mysqlType.put(column.getName(), column.getMysqlType());
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if (column.getIsNull()) {
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row.put(column.getName(), null);
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} else {
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row.put(column.getName(), column.getValue());
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}
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// 获取update为true的字段
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if (column.getUpdated()) {
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updateSet.add(column.getName());
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}
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}
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if (!row.isEmpty()) {
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data.add(row);
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}
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if (eventType == CanalEntry.EventType.UPDATE) {
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Map<String, String> rowOld = new LinkedHashMap<>();
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for (CanalEntry.Column column : rowData.getBeforeColumnsList()) {
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if (updateSet.contains(column.getName())) {
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if (column.getIsNull()) {
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rowOld.put(column.getName(), null);
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} else {
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rowOld.put(column.getName(), column.getValue());
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}
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}
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}
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// update操作将记录修改前的值
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if (!rowOld.isEmpty()) {
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old.add(rowOld);
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}
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}
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}
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if (!sqlType.isEmpty()) {
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flatMessage.setSqlType(sqlType);
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}
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if (!mysqlType.isEmpty()) {
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flatMessage.setMysqlType(mysqlType);
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}
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if (!data.isEmpty()) {
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flatMessage.setData(data);
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}
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if (!old.isEmpty()) {
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flatMessage.setOld(old);
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}
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}
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}
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return flatMessages;
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} catch (Exception e) {
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throw new RuntimeException(e);
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}
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}
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/**
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* 将FlatMessage按指定的字段值hash拆分
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*
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* @param flatMessage flatMessage
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* @param partitionsNum 分区数量
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* @param pkHashConfigs hash映射
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* @return 拆分后的flatMessage数组
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*/
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public static FlatMessage[] messagePartition(FlatMessage flatMessage, Integer partitionsNum, String pkHashConfigs) {
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if (partitionsNum == null) {
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partitionsNum = 1;
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}
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FlatMessage[] partitionMessages = new FlatMessage[partitionsNum];
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if (flatMessage.getIsDdl()) {
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partitionMessages[0] = flatMessage;
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} else {
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if (flatMessage.getData() != null && !flatMessage.getData().isEmpty()) {
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String database = flatMessage.getDatabase();
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String table = flatMessage.getTable();
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List<String> pkNames = getParitionHashColumns(database + "." + table, pkHashConfigs);
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if (pkNames == null) {
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// 如果都没有匹配,发送到第一个分区
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partitionMessages[0] = flatMessage;
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} else {
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if (pkNames.isEmpty()) {
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pkNames = flatMessage.getPkNames();
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}
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int hashCode = table.hashCode();
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int idx = 0;
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for (Map<String, String> row : flatMessage.getData()) {
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for (String pkName : pkNames) {
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String value = row.get(pkName);
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if (value == null) {
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value = "";
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}
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hashCode = hashCode ^ value.hashCode();
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}
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int pkHash = Math.abs(hashCode) % partitionsNum;
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// math.abs可能返回负值,这里再取反,把出现负值的数据还是写到固定的分区,仍然可以保证消费顺序
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pkHash = Math.abs(pkHash);
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FlatMessage flatMessageTmp = partitionMessages[pkHash];
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if (flatMessageTmp == null) {
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flatMessageTmp = new FlatMessage(flatMessage.getId());
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partitionMessages[pkHash] = flatMessageTmp;
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flatMessageTmp.setDatabase(flatMessage.getDatabase());
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flatMessageTmp.setTable(flatMessage.getTable());
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flatMessageTmp.setIsDdl(flatMessage.getIsDdl());
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flatMessageTmp.setType(flatMessage.getType());
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flatMessageTmp.setSql(flatMessage.getSql());
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flatMessageTmp.setSqlType(flatMessage.getSqlType());
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flatMessageTmp.setMysqlType(flatMessage.getMysqlType());
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flatMessageTmp.setEs(flatMessage.getEs());
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flatMessageTmp.setTs(flatMessage.getTs());
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}
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List<Map<String, String>> data = flatMessageTmp.getData();
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if (data == null) {
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data = new ArrayList<>();
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flatMessageTmp.setData(data);
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}
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data.add(row);
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if (flatMessage.getOld() != null && !flatMessage.getOld().isEmpty()) {
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List<Map<String, String>> old = flatMessageTmp.getOld();
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if (old == null) {
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old = new ArrayList<>();
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flatMessageTmp.setOld(old);
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}
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old.add(flatMessage.getOld().get(idx));
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}
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idx++;
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}
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}
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}
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}
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return partitionMessages;
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}
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/**
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* match return List , not match return null
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*/
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public static List<String> getParitionHashColumns(String name, String pkHashConfigs) {
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List<PartitionData> datas = partitionDatas.get(pkHashConfigs);
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for (PartitionData data : datas) {
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if (data.simpleName != null) {
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if (data.simpleName.equalsIgnoreCase(name)) {
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return data.pkNames;
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}
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} else {
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if (data.regexFilter.filter(name)) {
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return data.pkNames;
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}
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}
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}
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return null;
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}
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public static boolean checkPkNamesHasContain(List<String> pkNames, String name) {
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for (String pkName : pkNames) {
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if (pkName.equalsIgnoreCase(name)) {
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return true;
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}
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}
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return false;
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}
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private static boolean isWildCard(String value) {
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// not contaiins '.' ?
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return StringUtils.containsAny(value, new char[] { '*', '?', '+', '|', '(', ')', '{', '}', '[', ']', '\\', '$',
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'^' });
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}
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public static class PartitionData {
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public String simpleName;
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public AviaterRegexFilter regexFilter;
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public List<String> pkNames = Lists.newArrayList();
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}
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}
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@@ -1,6 +1,5 @@
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package com.alibaba.otter.canal.common;
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import java.util.Map;
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/**
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* kafka 配置项
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@@ -12,6 +12,7 @@ import org.slf4j.LoggerFactory;
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import com.alibaba.fastjson.JSON;
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import com.alibaba.fastjson.serializer.SerializerFeature;
|
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import com.alibaba.otter.canal.common.MQMessageUtils;
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import com.alibaba.otter.canal.common.MQProperties;
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import com.alibaba.otter.canal.protocol.FlatMessage;
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import com.alibaba.otter.canal.protocol.Message;
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@@ -88,7 +89,8 @@ public class CanalKafkaProducer implements CanalMQProducer {
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message);
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} else {
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if (canalDestination.getPartitionHash() != null && !canalDestination.getPartitionHash().isEmpty()) {
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Message[] messages = message.messagePartition(canalDestination.getPartitionsNum(),
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Message[] messages = MQMessageUtils.messagePartition(message,
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canalDestination.getPartitionsNum(),
|
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canalDestination.getPartitionHash());
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int length = messages.length;
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for (int i = 0; i < length; i++) {
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@@ -119,13 +121,12 @@ public class CanalKafkaProducer implements CanalMQProducer {
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}
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} else {
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// 发送扁平数据json
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List<FlatMessage> flatMessages = FlatMessage.messageConverter(message);
|
||||
List<FlatMessage> flatMessages = MQMessageUtils.messageConverter(message);
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||||
if (flatMessages != null) {
|
||||
for (FlatMessage flatMessage : flatMessages) {
|
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if (canalDestination.getPartition() != null) {
|
||||
try {
|
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ProducerRecord<String, String> record = new ProducerRecord<String, String>(
|
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canalDestination.getTopic(),
|
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ProducerRecord<String, String> record = new ProducerRecord<String, String>(canalDestination.getTopic(),
|
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canalDestination.getPartition(),
|
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null,
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JSON.toJSONString(flatMessage, SerializerFeature.WriteMapNullValue));
|
||||
@@ -139,7 +140,7 @@ public class CanalKafkaProducer implements CanalMQProducer {
|
||||
} else {
|
||||
if (canalDestination.getPartitionHash() != null
|
||||
&& !canalDestination.getPartitionHash().isEmpty()) {
|
||||
FlatMessage[] partitionFlatMessage = FlatMessage.messagePartition(flatMessage,
|
||||
FlatMessage[] partitionFlatMessage = MQMessageUtils.messagePartition(flatMessage,
|
||||
canalDestination.getPartitionsNum(),
|
||||
canalDestination.getPartitionHash());
|
||||
int length = partitionFlatMessage.length;
|
||||
@@ -147,8 +148,7 @@ public class CanalKafkaProducer implements CanalMQProducer {
|
||||
FlatMessage flatMessagePart = partitionFlatMessage[i];
|
||||
if (flatMessagePart != null) {
|
||||
try {
|
||||
ProducerRecord<String, String> record = new ProducerRecord<String, String>(
|
||||
canalDestination.getTopic(),
|
||||
ProducerRecord<String, String> record = new ProducerRecord<String, String>(canalDestination.getTopic(),
|
||||
i,
|
||||
null,
|
||||
JSON.toJSONString(flatMessagePart, SerializerFeature.WriteMapNullValue));
|
||||
@@ -163,8 +163,7 @@ public class CanalKafkaProducer implements CanalMQProducer {
|
||||
}
|
||||
} else {
|
||||
try {
|
||||
ProducerRecord<String, String> record = new ProducerRecord<String, String>(
|
||||
canalDestination.getTopic(),
|
||||
ProducerRecord<String, String> record = new ProducerRecord<String, String>(canalDestination.getTopic(),
|
||||
0,
|
||||
null,
|
||||
JSON.toJSONString(flatMessage, SerializerFeature.WriteMapNullValue));
|
||||
|
||||
@@ -16,6 +16,7 @@ import org.slf4j.LoggerFactory;
|
||||
import com.alibaba.fastjson.JSON;
|
||||
import com.alibaba.fastjson.serializer.SerializerFeature;
|
||||
import com.alibaba.otter.canal.common.CanalMessageSerializer;
|
||||
import com.alibaba.otter.canal.common.MQMessageUtils;
|
||||
import com.alibaba.otter.canal.common.MQProperties;
|
||||
import com.alibaba.otter.canal.protocol.FlatMessage;
|
||||
import com.alibaba.otter.canal.server.exception.CanalServerException;
|
||||
@@ -61,8 +62,8 @@ public class CanalRocketMQProducer implements CanalMQProducer {
|
||||
if (!mqProperties.getFlatMessage()) {
|
||||
try {
|
||||
if (destination.getPartition() != null) {
|
||||
Message message = new Message(destination.getTopic(),
|
||||
CanalMessageSerializer.serializer(data, mqProperties.isFilterTransactionEntry()));
|
||||
Message message = new Message(destination.getTopic(), CanalMessageSerializer.serializer(data,
|
||||
mqProperties.isFilterTransactionEntry()));
|
||||
if (logger.isDebugEnabled()) {
|
||||
logger.debug("send message:{} to destination:{}, partition: {}",
|
||||
message,
|
||||
@@ -82,8 +83,9 @@ public class CanalRocketMQProducer implements CanalMQProducer {
|
||||
}, null);
|
||||
} else {
|
||||
if (destination.getPartitionHash() != null && !destination.getPartitionHash().isEmpty()) {
|
||||
com.alibaba.otter.canal.protocol.Message[] messages = data
|
||||
.messagePartition(destination.getPartitionsNum(), destination.getPartitionHash());
|
||||
com.alibaba.otter.canal.protocol.Message[] messages = MQMessageUtils.messagePartition(data,
|
||||
destination.getPartitionsNum(),
|
||||
destination.getPartitionHash());
|
||||
int length = messages.length;
|
||||
for (int i = 0; i < length; i++) {
|
||||
com.alibaba.otter.canal.protocol.Message dataPartition = messages[i];
|
||||
@@ -125,7 +127,7 @@ public class CanalRocketMQProducer implements CanalMQProducer {
|
||||
return;
|
||||
}
|
||||
} else {
|
||||
List<FlatMessage> flatMessages = FlatMessage.messageConverter(data);
|
||||
List<FlatMessage> flatMessages = MQMessageUtils.messageConverter(data);
|
||||
if (flatMessages != null) {
|
||||
for (FlatMessage flatMessage : flatMessages) {
|
||||
if (destination.getPartition() != null) {
|
||||
@@ -136,8 +138,8 @@ public class CanalRocketMQProducer implements CanalMQProducer {
|
||||
destination.getTopic(),
|
||||
destination.getPartition());
|
||||
}
|
||||
Message message = new Message(destination.getTopic(),
|
||||
JSON.toJSONString(flatMessage, SerializerFeature.WriteMapNullValue).getBytes());
|
||||
Message message = new Message(destination.getTopic(), JSON.toJSONString(flatMessage,
|
||||
SerializerFeature.WriteMapNullValue).getBytes());
|
||||
this.defaultMQProducer.send(message, new MessageQueueSelector() {
|
||||
|
||||
@Override
|
||||
@@ -152,7 +154,7 @@ public class CanalRocketMQProducer implements CanalMQProducer {
|
||||
}
|
||||
} else {
|
||||
if (destination.getPartitionHash() != null && !destination.getPartitionHash().isEmpty()) {
|
||||
FlatMessage[] partitionFlatMessage = FlatMessage.messagePartition(flatMessage,
|
||||
FlatMessage[] partitionFlatMessage = MQMessageUtils.messagePartition(flatMessage,
|
||||
destination.getPartitionsNum(),
|
||||
destination.getPartitionHash());
|
||||
int length = partitionFlatMessage.length;
|
||||
@@ -172,17 +174,16 @@ public class CanalRocketMQProducer implements CanalMQProducer {
|
||||
this.defaultMQProducer.send(message, new MessageQueueSelector() {
|
||||
|
||||
@Override
|
||||
public MessageQueue select(List<MessageQueue> mqs, Message msg,
|
||||
Object arg) {
|
||||
public MessageQueue select(List<MessageQueue> mqs, Message msg, Object arg) {
|
||||
if (index > mqs.size()) {
|
||||
throw new CanalServerException(
|
||||
"partition number is error,config num:"
|
||||
throw new CanalServerException("partition number is error,config num:"
|
||||
+ destination.getPartitionsNum()
|
||||
+ ", mq num: " + mqs.size());
|
||||
}
|
||||
return mqs.get(index);
|
||||
}
|
||||
}, null);
|
||||
},
|
||||
null);
|
||||
} catch (Exception e) {
|
||||
logger.error("send flat message to hashed partition error", e);
|
||||
callback.rollback();
|
||||
|
||||
Reference in New Issue
Block a user