dolphinscheduler海豚调度升级代码改造-UpgradeDolphinScheduler

• 背景
• 升级代码改造
• 测试
• • 准备工作
  • 执行upgrade-dolphinscheduler.sh脚本
  • 日志报错
  • 修改代码再次验证
  • • 日志不报错
    • 查看页面验证
• 代码
• • UpgradeDao
  • upgrade-dolphinscheduler.sh
  • 说明

上周记录了一次数据迁移过程，就是使用海豚调度自带的升级代码，升级完成后，手动批量更新相关表，今天继续迁移的时候，发现存储过程不好批量更新，虽然可以截取更新method参数，但是参数个数名称不好取，只能写死，这样无疑增加了后续工作量。因此还是从代码入手，对升级代码进行改造。

升级思路就是手动改一个任务，测试没问题了，和无法正常显示的任务比较，然后通过代码拼接成可以正常显示的参数

● 将1.2.1使用的数据库导出。
● 对2.0.5使用的数据库进行备份，备份完成后，将库表全部删除。
● 导入1.2.1导出的表结构及数据。

虽然报了两个错，但并没有影响，至少目前测试下来，没发现有什么影响，不过还是修改代码再重跑下，错误看着难受呀
转换错

   2022-04-22 21:39:18.577 ERROR 1488 --- [           main] o.a.d.dao.upgrade.UpgradeDao             : update process definition json workergroup error

java.lang.ClassCastException: com.fasterxml.jackson.databind.node.IntNode cannot be cast to com.fasterxml.jackson.databind.node.ObjectNode
   at org.apache.dolphinscheduler.dao.upgrade.UpgradeDao.updateProcessDefinitionJsonWorkerGroup(UpgradeDao.java:171) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
   at org.apache.dolphinscheduler.dao.upgrade.UpgradeDao.upgradeDolphinSchedulerWorkerGroup(UpgradeDao.java:135) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
   at org.apache.dolphinscheduler.dao.upgrade.DolphinSchedulerManager.upgradeDolphinScheduler(DolphinSchedulerManager.java:107) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
   at org.apache.dolphinscheduler.dao.upgrade.shell.UpgradeDolphinScheduler$UpgradeRunner.run(UpgradeDolphinScheduler.java:55) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
   at org.springframework.boot.SpringApplication.callRunner(SpringApplication.java:791) [spring-boot-2.5.6.jar:2.5.6]
   at org.springframework.boot.SpringApplication.callRunners(SpringApplication.java:775) [spring-boot-2.5.6.jar:2.5.6]
   at org.springframework.boot.SpringApplication.run(SpringApplication.java:345) [spring-boot-2.5.6.jar:2.5.6]
   at org.springframework.boot.builder.SpringApplicationBuilder.run(SpringApplicationBuilder.java:143) [spring-boot-2.5.6.jar:2.5.6]
   at org.apache.dolphinscheduler.dao.upgrade.shell.UpgradeDolphinScheduler.main(UpgradeDolphinScheduler.java:39) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]

空指针

java.lang.NullPointerException: null
	at org.apache.dolphinscheduler.dao.upgrade.UpgradeDao.updateProcessDefinitionJsonResourceList(UpgradeDao.java:214) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
	at org.apache.dolphinscheduler.dao.upgrade.UpgradeDao.upgradeDolphinSchedulerResourceList(UpgradeDao.java:143) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
	at org.apache.dolphinscheduler.dao.upgrade.DolphinSchedulerManager.upgradeDolphinScheduler(DolphinSchedulerManager.java:109) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
	at org.apache.dolphinscheduler.dao.upgrade.shell.UpgradeDolphinScheduler$UpgradeRunner.run(UpgradeDolphinScheduler.java:55) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
	at org.springframework.boot.SpringApplication.callRunner(SpringApplication.java:791) [spring-boot-2.5.6.jar:2.5.6]
	at org.springframework.boot.SpringApplication.callRunners(SpringApplication.java:775) [spring-boot-2.5.6.jar:2.5.6]
	at org.springframework.boot.SpringApplication.run(SpringApplication.java:345) [spring-boot-2.5.6.jar:2.5.6]
	at org.springframework.boot.builder.SpringApplicationBuilder.run(SpringApplicationBuilder.java:143) [spring-boot-2.5.6.jar:2.5.6]
	at org.apache.dolphinscheduler.dao.upgrade.shell.UpgradeDolphinScheduler.main(UpgradeDolphinScheduler.java:39) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
    ```
    ```
2022-04-22 22:40:39.070 ERROR 1902 --- [           main] o.a.d.dao.upgrade.UpgradeDao             : update process definition json resource list error

java.lang.NullPointerException: null
        at org.apache.dolphinscheduler.dao.upgrade.UpgradeDao.updateProcessDefinitionJsonResourceList(UpgradeDao.java:218) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
        at org.apache.dolphinscheduler.dao.upgrade.UpgradeDao.upgradeDolphinSchedulerResourceList(UpgradeDao.java:144) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
        at org.apache.dolphinscheduler.dao.upgrade.DolphinSchedulerManager.upgradeDolphinScheduler(DolphinSchedulerManager.java:109) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
        at org.apache.dolphinscheduler.dao.upgrade.shell.UpgradeDolphinScheduler$UpgradeRunner.run(UpgradeDolphinScheduler.java:55) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]
        at org.springframework.boot.SpringApplication.callRunner(SpringApplication.java:791) [spring-boot-2.5.6.jar:2.5.6]
        at org.springframework.boot.SpringApplication.callRunners(SpringApplication.java:775) [spring-boot-2.5.6.jar:2.5.6]
        at org.springframework.boot.SpringApplication.run(SpringApplication.java:345) [spring-boot-2.5.6.jar:2.5.6]
        at org.springframework.boot.builder.SpringApplicationBuilder.run(SpringApplicationBuilder.java:143) [spring-boot-2.5.6.jar:2.5.6]
        at org.apache.dolphinscheduler.dao.upgrade.shell.UpgradeDolphinScheduler.main(UpgradeDolphinScheduler.java:39) [dolphinscheduler-dao-2.0.5-SNAPSHOT.jar:2.0.5-SNAPSHOT]

[dolphinscheduler@host1 script]$ sh upgrade-dolphinscheduler.sh >> update.log
[dolphinscheduler@host1 script]$ 
[dolphinscheduler@host1 script]$ grep ERR update.log 
[dolphinscheduler@host1 script]$ 

datax正常显示

存储过程（语句已拼接）

package org.apache.dolphinscheduler.dao.upgrade;

import com.fasterxml.jackson.core.type.TypeReference;
import com.fasterxml.jackson.databind.JsonNode;
import com.fasterxml.jackson.databind.ObjectMapper;
import com.fasterxml.jackson.databind.node.ArrayNode;
import com.fasterxml.jackson.databind.node.IntNode;
import com.fasterxml.jackson.databind.node.ObjectNode;
import org.apache.commons.collections.CollectionUtils;
import org.apache.commons.lang.StringUtils;
import org.apache.dolphinscheduler.common.Constants;
import org.apache.dolphinscheduler.common.enums.*;
import org.apache.dolphinscheduler.common.process.Property;
import org.apache.dolphinscheduler.common.process.ResourceInfo;
import org.apache.dolphinscheduler.common.task.TaskTimeoutParameter;
import org.apache.dolphinscheduler.common.utils.CodeGenerateUtils;
import org.apache.dolphinscheduler.common.utils.ConnectionUtils;
import org.apache.dolphinscheduler.common.utils.JSONUtils;
import org.apache.dolphinscheduler.common.utils.ScriptRunner;
import org.apache.dolphinscheduler.dao.entity.ProcessDefinition;
import org.apache.dolphinscheduler.dao.entity.ProcessDefinitionLog;
import org.apache.dolphinscheduler.dao.entity.ProcessTaskRelationLog;
import org.apache.dolphinscheduler.dao.entity.TaskDefinitionLog;
import org.apache.dolphinscheduler.spi.enums.DbType;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.core.io.ClassPathResource;
import org.springframework.core.io.Resource;

import javax.sql.DataSource;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.io.InputStreamReader;
import java.io.Reader;
import java.sql.Connection;
import java.sql.PreparedStatement;
import java.sql.ResultSet;
import java.sql.SQLException;
import java.util.*;
import java.util.stream.Collectors;

public abstract class UpgradeDao {
    public static final Logger logger = LoggerFactory.getLogger(UpgradeDao.class);
    private static final String T_VERSION_NAME = "t_escheduler_version";
    private static final String T_NEW_VERSION_NAME = "t_ds_version";

    protected final DataSource dataSource;

    protected UpgradeDao(DataSource dataSource) {
        this.dataSource = dataSource;
    }

    protected abstract String initSqlPath();

    protected abstract DbType getDbType();

    public void initSchema() {
        // Execute the dolphinscheduler full sql
        runInitSql(getDbType());
    }

    
    private void runInitSql(DbType dbType) {
        String sqlFile = String.format("dolphinscheduler_%s.sql",dbType.getDescp());
        Resource mysqlSQLFilePath = new ClassPathResource("sql/" + sqlFile);
        try (Connection conn = dataSource.getConnection()) {
            // Execute the dolphinscheduler_ddl.sql script to create the table structure of dolphinscheduler
            ScriptRunner initScriptRunner = new ScriptRunner(conn, true, true);
            Reader initSqlReader = new InputStreamReader(mysqlSQLFilePath.getInputStream());
            initScriptRunner.runScript(initSqlReader);
        } catch (Exception e) {
            logger.error(e.getMessage(), e);
            throw new RuntimeException(e.getMessage(), e);
        }
    }

    public abstract boolean isExistsTable(String tableName);

    public abstract boolean isExistsColumn(String tableName, String columnName);

    public String getCurrentVersion(String versionName) {
        String sql = String.format("select version from %s", versionName);
        Connection conn = null;
        ResultSet rs = null;
        PreparedStatement pstmt = null;
        String version = null;
        try {
            conn = dataSource.getConnection();
            pstmt = conn.prepareStatement(sql);
            rs = pstmt.executeQuery();

            if (rs.next()) {
                version = rs.getString(1);
            }

            return version;

        } catch (SQLException e) {
            logger.error(e.getMessage(), e);
            throw new RuntimeException("sql: " + sql, e);
        } finally {
            ConnectionUtils.releaseResource(rs, pstmt, conn);
        }
    }

    public void upgradeDolphinScheduler(String schemaDir) {
        upgradeDolphinSchedulerDDL(schemaDir, "dolphinscheduler_ddl.sql");
        upgradeDolphinSchedulerDML(schemaDir);
    }

    
    public void upgradeDolphinSchedulerWorkerGroup() {
        updateProcessDefinitionJsonWorkerGroup();
    }

    
    public void upgradeDolphinSchedulerResourceList() {
        updateProcessDefinitionJsonResourceList();
    }

    
    public void upgradeDolphinSchedulerTo200(String schemaDir) {
        processDefinitionJsonSplit();
        upgradeDolphinSchedulerDDL(schemaDir, "dolphinscheduler_ddl_post.sql");
    }

    
    protected void updateProcessDefinitionJsonWorkerGroup() {
        WorkerGroupDao workerGroupDao = new WorkerGroupDao();
        ProcessDefinitionDao processDefinitionDao = new ProcessDefinitionDao();
        Map replaceProcessDefinitionMap = new HashMap<>();
        try {
            Map oldWorkerGroupMap = workerGroupDao.queryAllOldWorkerGroup(dataSource.getConnection());
            Map processDefinitionJsonMap = processDefinitionDao.queryAllProcessDefinition(dataSource.getConnection());

            for (Map.Entry entry : processDefinitionJsonMap.entrySet()) {
                ObjectNode jsonObject = JSONUtils.parseObject(entry.getValue());
                ArrayNode tasks = JSONUtils.parseArray(jsonObject.get("tasks").toString());

                for (int i = 0; i < tasks.size(); i++) {
                    ObjectNode task = (ObjectNode) tasks.path(i);
                    //ObjectNode workerGroupNode = (ObjectNode) task.path("workerGroupId");
                    //lw 20220422 modify for "IntNode cannot be cast to com.fasterxml.jackson.databind.node.ObjectNode"
                    IntNode workerGroupNode = (IntNode) task.path("workerGroupId");
                    int workerGroupId = -1;
                    if (workerGroupNode != null && workerGroupNode.canConvertToInt()) {
                        workerGroupId = workerGroupNode.asInt(-1);
                    }
                    if (workerGroupId == -1) {
                        task.put("workerGroup", "default");
                    } else {
                        task.put("workerGroup", oldWorkerGroupMap.get(workerGroupId));
                    }
                }

                jsonObject.remove("task");

                jsonObject.put("tasks", tasks);

                replaceProcessDefinitionMap.put(entry.getKey(), jsonObject.toString());
            }
            if (replaceProcessDefinitionMap.size() > 0) {
                processDefinitionDao.updateProcessDefinitionJson(dataSource.getConnection(), replaceProcessDefinitionMap);
            }
        } catch (Exception e) {
            logger.error("update process definition json workergroup error", e);
        }
    }

    protected void updateProcessDefinitionJsonResourceList() {
        ResourceDao resourceDao = new ResourceDao();
        ProcessDefinitionDao processDefinitionDao = new ProcessDefinitionDao();
        Map replaceProcessDefinitionMap = new HashMap<>();
        try {
            Map resourcesMap = resourceDao.listAllResources(dataSource.getConnection());
            Map processDefinitionJsonMap = processDefinitionDao.queryAllProcessDefinition(dataSource.getConnection());

            for (Map.Entry entry : processDefinitionJsonMap.entrySet()) {
                ObjectNode jsonObject = JSONUtils.parseObject(entry.getValue());
                ArrayNode tasks = JSONUtils.parseArray(jsonObject.get("tasks").toString());

                for (int i = 0; i < tasks.size(); i++) {
                    ObjectNode task = (ObjectNode) tasks.get(i);
                    if(task != null) {//lw 20220422 add
                    	 ObjectNode param = (ObjectNode) task.get("params");
                         if (param != null) {
                        	 JsonNode resourceJsonNode = param.get("resourceList");
                             if (resourceJsonNode != null && !resourceJsonNode.isEmpty()) {//lw 20220422 add
	                             List resourceList = JSONUtils.toList(param.get("resourceList").toString(), ResourceInfo.class);
	                             ResourceInfo mainJar = JSONUtils.parseObject(param.get("mainJar").toString(), ResourceInfo.class);
	                             if (mainJar != null && mainJar.getId() == 0) {
	                                 String fullName = mainJar.getRes().startsWith("/") ? mainJar.getRes() : String.format("/%s", mainJar.getRes());
	                                 if (resourcesMap.containsKey(fullName)) {
	                                     mainJar.setId(resourcesMap.get(fullName));
	                                     param.put("mainJar", JSONUtils.parseObject(JSONUtils.toJsonString(mainJar)));
	                                 }
	                             }
	
	                             if (CollectionUtils.isNotEmpty(resourceList)) {
	                                 List newResourceList = resourceList.stream().map(resInfo -> {
	                                     String fullName = resInfo.getRes().startsWith("/") ? resInfo.getRes() : String.format("/%s", resInfo.getRes());
	                                     if (resInfo.getId() == 0 && resourcesMap.containsKey(fullName)) {
	                                         resInfo.setId(resourcesMap.get(fullName));
	                                     }
	                                     return resInfo;
	                                 }).collect(Collectors.toList());
	                                 param.put("resourceList", JSONUtils.parseObject(JSONUtils.toJsonString(newResourceList)));
	                             }
                             }
                         }
                         task.put("params", param);
                    }
                }

                jsonObject.remove("tasks");

                jsonObject.put("tasks", tasks);

                replaceProcessDefinitionMap.put(entry.getKey(), jsonObject.toString());
            }
            if (replaceProcessDefinitionMap.size() > 0) {
                processDefinitionDao.updateProcessDefinitionJson(dataSource.getConnection(), replaceProcessDefinitionMap);
            }
        } catch (Exception e) {
            logger.error("update process definition json resource list error", e);
        }

    }

    private void upgradeDolphinSchedulerDML(String schemaDir) {
        String schemaVersion = schemaDir.split("_")[0];
        Resource sqlFilePath = new ClassPathResource(String.format("sql/upgrade/%s/%s/dolphinscheduler_dml.sql", schemaDir, getDbType().name().toLowerCase()));
        if (!sqlFilePath.exists()) {
            logger.info("No dml file {}, returning", sqlFilePath);
            return;
        }
        logger.info("sqlSQLFilePath" + sqlFilePath);
        Connection conn = null;
        PreparedStatement pstmt = null;
        try {
            conn = dataSource.getConnection();
            conn.setAutoCommit(false);
            // Execute the upgraded dolphinscheduler dml
            ScriptRunner scriptRunner = new ScriptRunner(conn, false, true);
            Reader sqlReader = new InputStreamReader(sqlFilePath.getInputStream());
            scriptRunner.runScript(sqlReader);
            if (isExistsTable(T_VERSION_NAME)) {
                // Change version in the version table to the new version
                String upgradeSQL = String.format("update %s set version = ?", T_VERSION_NAME);
                pstmt = conn.prepareStatement(upgradeSQL);
                pstmt.setString(1, schemaVersion);
                pstmt.executeUpdate();
            } else if (isExistsTable(T_NEW_VERSION_NAME)) {
                // Change version in the version table to the new version
                String upgradeSQL = String.format("update %s set version = ?", T_NEW_VERSION_NAME);
                pstmt = conn.prepareStatement(upgradeSQL);
                pstmt.setString(1, schemaVersion);
                pstmt.executeUpdate();
            }
            conn.commit();
        } catch (FileNotFoundException e) {
            try {
                conn.rollback();
            } catch (SQLException e1) {
                logger.error(e1.getMessage(), e1);
            }
            logger.error(e.getMessage(), e);
            throw new RuntimeException("sql file not found ", e);
        } catch (IOException e) {
            try {
                conn.rollback();
            } catch (SQLException e1) {
                logger.error(e1.getMessage(), e1);
            }
            logger.error(e.getMessage(), e);
            throw new RuntimeException(e.getMessage(), e);
        } catch (Exception e) {
            try {
                if (null != conn) {
                    conn.rollback();
                }
            } catch (SQLException e1) {
                logger.error(e1.getMessage(), e1);
            }
            logger.error(e.getMessage(), e);
            throw new RuntimeException(e.getMessage(), e);
        } finally {
            ConnectionUtils.releaseResource(pstmt, conn);
        }

    }

    
    private void upgradeDolphinSchedulerDDL(String schemaDir, String scriptFile) {
        Resource sqlFilePath = new ClassPathResource(String.format("sql/upgrade/%s/%s/%s", schemaDir, getDbType().name().toLowerCase(), scriptFile));
        Connection conn = null;
        PreparedStatement pstmt = null;
        try {
            conn = dataSource.getConnection();
            String dbName = conn.getCatalog();
            logger.info(dbName);
            conn.setAutoCommit(true);
            // Execute the dolphinscheduler ddl.sql for the upgrade
            ScriptRunner scriptRunner = new ScriptRunner(conn, true, true);
            Reader sqlReader = new InputStreamReader(sqlFilePath.getInputStream());
            scriptRunner.runScript(sqlReader);

        } catch (FileNotFoundException e) {

            logger.error(e.getMessage(), e);
            throw new RuntimeException("sql file not found ", e);
        } catch (Exception e) {
            logger.error(e.getMessage(), e);
            throw new RuntimeException(e.getMessage(), e);
        } finally {
            ConnectionUtils.releaseResource(pstmt, conn);
        }
    }


    
    public void updateVersion(String version) {
        // Change version in the version table to the new version
        String versionName = T_VERSION_NAME;
        if (!SchemaUtils.isAGreatVersion("1.2.0", version)) {
            versionName = "t_ds_version";
        }
        String upgradeSQL = String.format("update %s set version = ?", versionName);
        PreparedStatement pstmt = null;
        Connection conn = null;
        try {
            conn = dataSource.getConnection();
            pstmt = conn.prepareStatement(upgradeSQL);
            pstmt.setString(1, version);
            pstmt.executeUpdate();

        } catch (SQLException e) {
            logger.error(e.getMessage(), e);
            throw new RuntimeException("sql: " + upgradeSQL, e);
        } finally {
            ConnectionUtils.releaseResource(pstmt, conn);
        }

    }

    
    private void processDefinitionJsonSplit() {
        ProjectDao projectDao = new ProjectDao();
        ProcessDefinitionDao processDefinitionDao = new ProcessDefinitionDao();
        ScheduleDao scheduleDao = new ScheduleDao();
        JsonSplitDao jsonSplitDao = new JsonSplitDao();
        try {
            // execute project
            Map projectIdCodeMap = projectDao.queryAllProject(dataSource.getConnection());
            projectDao.updateProjectCode(dataSource.getConnection(), projectIdCodeMap);

            // execute process definition code
            List processDefinitions = processDefinitionDao.queryProcessDefinition(dataSource.getConnection());
            processDefinitionDao.updateProcessDefinitionCode(dataSource.getConnection(), processDefinitions, projectIdCodeMap);

            // execute schedule
            Map allSchedule = scheduleDao.queryAllSchedule(dataSource.getConnection());
            Map processIdCodeMap = processDefinitions.stream().collect(Collectors.toMap(ProcessDefinition::getId, ProcessDefinition::getCode));
            scheduleDao.updateScheduleCode(dataSource.getConnection(), allSchedule, processIdCodeMap);

            // json split
            Map processDefinitionJsonMap = processDefinitionDao.queryAllProcessDefinition(dataSource.getConnection());
            List processDefinitionLogs = new ArrayList<>();
            List processTaskRelationLogs = new ArrayList<>();
            List taskDefinitionLogs = new ArrayList<>();
            Map>> processTaskMap = new HashMap<>();
            splitProcessDefinitionJson(processDefinitions, processDefinitionJsonMap, processDefinitionLogs, processTaskRelationLogs, taskDefinitionLogs, processTaskMap);
            convertDependence(taskDefinitionLogs, projectIdCodeMap, processTaskMap);

            // execute json split
            jsonSplitDao.executeJsonSplitProcessDefinition(dataSource.getConnection(), processDefinitionLogs);
            jsonSplitDao.executeJsonSplitProcessTaskRelation(dataSource.getConnection(), processTaskRelationLogs);
            jsonSplitDao.executeJsonSplitTaskDefinition(dataSource.getConnection(), taskDefinitionLogs);
        } catch (Exception e) {
            logger.error("json split error", e);
        }
    }

    private void splitProcessDefinitionJson(List processDefinitions,
                                            Map processDefinitionJsonMap,
                                            List processDefinitionLogs,
                                            List processTaskRelationLogs,
                                            List taskDefinitionLogs,
                                            Map>> processTaskMap) throws Exception {
        Map processDefinitionMap = processDefinitions.stream()
                                                                                 .collect(Collectors.toMap(ProcessDefinition::getId, processDefinition -> processDefinition));
        Date now = new Date();
        for (Map.Entry entry : processDefinitionJsonMap.entrySet()) {
            if (entry.getValue() == null) {
                throw new Exception("processDefinitionJson is null");
            }
            ObjectNode jsonObject = JSONUtils.parseObject(entry.getValue());
            ProcessDefinition processDefinition = processDefinitionMap.get(entry.getKey());
            if (processDefinition != null) {
                processDefinition.setTenantId(jsonObject.get("tenantId") == null ? -1 : jsonObject.get("tenantId").asInt());
                processDefinition.setTimeout(jsonObject.get("timeout").asInt());
                processDefinition.setGlobalParams(jsonObject.get("globalParams").toString());
            } else {
                throw new Exception("It can't find processDefinition, please check !");
            }
            Map taskIdCodeMap = new HashMap<>();
            Map> taskNamePreMap = new HashMap<>();
            Map taskNameCodeMap = new HashMap<>();
            Map> processCodeTaskNameCodeMap = new HashMap<>();
            List taskDefinitionLogList = new ArrayList<>();
            ArrayNode tasks = JSONUtils.parseArray(jsonObject.get("tasks").toString());
            for (int i = 0; i < tasks.size(); i++) {
                ObjectNode task = (ObjectNode) tasks.path(i);
                ObjectNode param = (ObjectNode) task.get("params");
                TaskDefinitionLog taskDefinitionLog = new TaskDefinitionLog();
                String taskType = task.get("type").asText();
                if (param != null) {
                    JsonNode resourceJsonNode = param.get("resourceList");
                    if (resourceJsonNode != null && !resourceJsonNode.isEmpty()) {
                        List resourceList = JSONUtils.toList(param.get("resourceList").toString(), ResourceInfo.class);
                        List resourceIds = resourceList.stream().map(ResourceInfo::getId).collect(Collectors.toList());
                        taskDefinitionLog.setResourceIds(StringUtils.join(resourceIds, Constants.COMMA));
                    } else {
                        taskDefinitionLog.setResourceIds(StringUtils.EMPTY);
                    }
                    if (TaskType.SUB_PROCESS.getDesc().equals(taskType)) {
                        JsonNode jsonNodeDefinitionId = param.get("processDefinitionId");
                        if (jsonNodeDefinitionId != null) {
                            param.put("processDefinitionCode", processDefinitionMap.get(jsonNodeDefinitionId.asInt()).getCode());
                            param.remove("processDefinitionId");
                        }
                    }
                    //lw 20220422 数据迁移改造 start
                    if (TaskType.DATAX.getDesc().equals(taskType)) {
                		param.put("customConfig", 0);
                		param.put("xms", 1);
                		param.put("xmx", 1);
                		param.put("waitStartTimeout", task.get("waitStartTimeout"));
                		param.put("switchResult", task.get("switchResult"));
                    }
                    //存储过程
                    if (TaskType.PROCEDURE.getDesc().equals(taskType)) {
                    	param.put("waitStartTimeout", task.get("waitStartTimeout"));
                    	param.put("switchResult", task.get("switchResult"));
                    	String method = param.get("method").asText();
                    	JsonNode localParamsJsonNode = param.get("localParams");
                    	String callSQL ="{call "+method+"(${";
                    	if (localParamsJsonNode != null && !localParamsJsonNode.isEmpty()) {
                             List resourceList = JSONUtils.toList(param.get("localParams").toString(), Property.class);
                             for(Property pro :resourceList) {
                            	 callSQL+=(pro.getProp()+"},${");
                             }
                        }
                    	callSQL = callSQL.substring(0, callSQL.length()-3)+")}";
                    	param.put("method", callSQL);
                    }
                    //lw 20220422 数据迁移改造 end
                    param.put("conditionResult", task.get("conditionResult"));
                    param.put("dependence", task.get("dependence"));
                    taskDefinitionLog.setTaskParams(JSONUtils.toJsonString(param));
                }
                TaskTimeoutParameter timeout = JSONUtils.parseObject(JSONUtils.toJsonString(task.get("timeout")), TaskTimeoutParameter.class);
                if (timeout != null) {
                    taskDefinitionLog.setTimeout(timeout.getInterval());
                    taskDefinitionLog.setTimeoutFlag(timeout.getEnable() ? TimeoutFlag.OPEN : TimeoutFlag.CLOSE);
                    taskDefinitionLog.setTimeoutNotifyStrategy(timeout.getStrategy());
                }
                String desc = task.get("description") != null ? task.get("description").asText() :
                    task.get("desc") != null ? task.get("desc").asText() : "";
                taskDefinitionLog.setDescription(desc);
                taskDefinitionLog.setFlag(Constants.FLOWNODE_RUN_FLAG_NORMAL.equals(task.get("runFlag").asText()) ? Flag.YES : Flag.NO);
                taskDefinitionLog.setTaskType(taskType);
                taskDefinitionLog.setFailRetryInterval(TaskType.SUB_PROCESS.getDesc().equals(taskType) ? 1 : task.get("retryInterval").asInt());
                taskDefinitionLog.setFailRetryTimes(TaskType.SUB_PROCESS.getDesc().equals(taskType) ? 0 : task.get("maxRetryTimes").asInt());
                taskDefinitionLog.setTaskPriority(JSONUtils.parseObject(JSONUtils.toJsonString(task.get("taskInstancePriority")), Priority.class));
                String name = task.get("name").asText();
                taskDefinitionLog.setName(name);
                taskDefinitionLog.setWorkerGroup(task.get("workerGroup") == null ? "default" : task.get("workerGroup").asText());
                long taskCode = CodeGenerateUtils.getInstance().genCode();
                taskDefinitionLog.setCode(taskCode);
                taskDefinitionLog.setVersion(Constants.VERSION_FIRST);
                taskDefinitionLog.setProjectCode(processDefinition.getProjectCode());
                taskDefinitionLog.setUserId(processDefinition.getUserId());
                taskDefinitionLog.setEnvironmentCode(-1);
                taskDefinitionLog.setDelayTime(0);
                taskDefinitionLog.setOperator(1);
                taskDefinitionLog.setOperateTime(now);
                taskDefinitionLog.setCreateTime(now);
                taskDefinitionLog.setUpdateTime(now);
                taskDefinitionLogList.add(taskDefinitionLog);
                taskIdCodeMap.put(task.get("id").asText(), taskCode);
                List preTasks = JSONUtils.toList(task.get("preTasks").toString(), String.class);
                taskNamePreMap.put(name, preTasks);
                taskNameCodeMap.put(name, taskCode);
            }
            convertConditions(taskDefinitionLogList, taskNameCodeMap);
            taskDefinitionLogs.addAll(taskDefinitionLogList);
            processDefinition.setLocations(convertLocations(processDefinition.getLocations(), taskIdCodeMap));
            ProcessDefinitionLog processDefinitionLog = new ProcessDefinitionLog(processDefinition);
            processDefinitionLog.setOperator(1);
            processDefinitionLog.setOperateTime(now);
            processDefinitionLog.setUpdateTime(now);
            processDefinitionLogs.add(processDefinitionLog);
            handleProcessTaskRelation(taskNamePreMap, taskNameCodeMap, processDefinition, processTaskRelationLogs);
            processCodeTaskNameCodeMap.put(processDefinition.getCode(), taskNameCodeMap);
            processTaskMap.put(entry.getKey(), processCodeTaskNameCodeMap);
        }
    }

    public void convertConditions(List taskDefinitionLogList, Map taskNameCodeMap) throws Exception {
        for (TaskDefinitionLog taskDefinitionLog : taskDefinitionLogList) {
            if (TaskType.CONDITIONS.getDesc().equals(taskDefinitionLog.getTaskType())) {
                ObjectMapper objectMapper = new ObjectMapper();
                ObjectNode taskParams = JSONUtils.parseObject(taskDefinitionLog.getTaskParams());
                // reset conditionResult
                ObjectNode conditionResult = (ObjectNode) taskParams.get("conditionResult");
                List successNode = JSONUtils.toList(conditionResult.get("successNode").toString(), String.class);
                List nodeCode = new ArrayList<>();
                successNode.forEach(node -> nodeCode.add(taskNameCodeMap.get(node)));
                conditionResult.set("successNode", objectMapper.readTree(objectMapper.writeValueAsString(nodeCode)));
                List failedNode = JSONUtils.toList(conditionResult.get("failedNode").toString(), String.class);
                nodeCode.clear();
                failedNode.forEach(node -> nodeCode.add(taskNameCodeMap.get(node)));
                conditionResult.set("failedNode", objectMapper.readTree(objectMapper.writeValueAsString(nodeCode)));
                // reset dependItemList
                ObjectNode dependence = (ObjectNode) taskParams.get("dependence");
                ArrayNode dependTaskList = JSONUtils.parseArray(JSONUtils.toJsonString(dependence.get("dependTaskList")));
                for (int i = 0; i < dependTaskList.size(); i++) {
                    ObjectNode dependTask = (ObjectNode) dependTaskList.path(i);
                    ArrayNode dependItemList = JSONUtils.parseArray(JSONUtils.toJsonString(dependTask.get("dependItemList")));
                    for (int j = 0; j < dependItemList.size(); j++) {
                        ObjectNode dependItem = (ObjectNode) dependItemList.path(j);
                        JsonNode depTasks = dependItem.get("depTasks");
                        dependItem.put("depTaskCode", taskNameCodeMap.get(depTasks.asText()));
                        dependItem.remove("depTasks");
                        dependItemList.set(j, dependItem);
                    }
                    dependTask.put("dependItemList", dependItemList);
                    dependTaskList.set(i, dependTask);
                }
                dependence.put("dependTaskList", dependTaskList);
                taskDefinitionLog.setTaskParams(JSONUtils.toJsonString(taskParams));
            }
        }
    }

    private String convertLocations(String locations, Map taskIdCodeMap) {
        if (StringUtils.isBlank(locations)) {
            return locations;
        }
        Map locationsMap = JSONUtils.parseObject(locations, new TypeReference>() {
        });
        if (locationsMap == null) {
            return locations;
        }
        ArrayNode jsonNodes = JSONUtils.createArrayNode();
        for (Map.Entry entry : locationsMap.entrySet()) {
            ObjectNode nodes = JSONUtils.createObjectNode();
            nodes.put("taskCode", taskIdCodeMap.get(entry.getKey()));
            ObjectNode oldNodes = entry.getValue();
            nodes.put("x", oldNodes.get("x").asInt());
            nodes.put("y", oldNodes.get("y").asInt());
            jsonNodes.add(nodes);
        }
        return jsonNodes.toString();
    }

    public void convertDependence(List taskDefinitionLogs,
                                  Map projectIdCodeMap,
                                  Map>> processTaskMap) {
        for (TaskDefinitionLog taskDefinitionLog : taskDefinitionLogs) {
            if (TaskType.DEPENDENT.getDesc().equals(taskDefinitionLog.getTaskType())) {
                ObjectNode taskParams = JSONUtils.parseObject(taskDefinitionLog.getTaskParams());
                ObjectNode dependence = (ObjectNode) taskParams.get("dependence");
                ArrayNode dependTaskList = JSONUtils.parseArray(JSONUtils.toJsonString(dependence.get("dependTaskList")));
                for (int i = 0; i < dependTaskList.size(); i++) {
                    ObjectNode dependTask = (ObjectNode) dependTaskList.path(i);
                    ArrayNode dependItemList = JSONUtils.parseArray(JSONUtils.toJsonString(dependTask.get("dependItemList")));
                    for (int j = 0; j < dependItemList.size(); j++) {
                        ObjectNode dependItem = (ObjectNode) dependItemList.path(j);
                        dependItem.put("projectCode", projectIdCodeMap.get(dependItem.get("projectId").asInt()));
                        int definitionId = dependItem.get("definitionId").asInt();
                        Map> processCodeTaskNameCodeMap = processTaskMap.get(definitionId);
                        if (processCodeTaskNameCodeMap == null) {
                            logger.warn("We can't find processDefinition [{}], please check it is not exist, remove this dependence", definitionId);
                            dependItemList.remove(j);
                            continue;
                        }
                        Optional>> mapEntry = processCodeTaskNameCodeMap.entrySet().stream().findFirst();
                        if (mapEntry.isPresent()) {
                            Map.Entry> processCodeTaskNameCodeEntry = mapEntry.get();
                            dependItem.put("definitionCode", processCodeTaskNameCodeEntry.getKey());
                            String depTasks = dependItem.get("depTasks").asText();
                            long taskCode = "ALL".equals(depTasks) || processCodeTaskNameCodeEntry.getValue() == null ? 0L : processCodeTaskNameCodeEntry.getValue().get(depTasks);
                            dependItem.put("depTaskCode", taskCode);
                        }
                        dependItem.remove("projectId");
                        dependItem.remove("definitionId");
                        dependItem.remove("depTasks");
                        dependItemList.set(j, dependItem);
                    }
                    dependTask.put("dependItemList", dependItemList);
                    dependTaskList.set(i, dependTask);
                }
                dependence.put("dependTaskList", dependTaskList);
                taskDefinitionLog.setTaskParams(JSONUtils.toJsonString(taskParams));
            }
        }
    }

    private void handleProcessTaskRelation(Map> taskNamePreMap,
                                           Map taskNameCodeMap,
                                           ProcessDefinition processDefinition,
                                           List processTaskRelationLogs) {
        Date now = new Date();
        for (Map.Entry> entry : taskNamePreMap.entrySet()) {
            List entryValue = entry.getValue();
            if (CollectionUtils.isNotEmpty(entryValue)) {
                for (String preTaskName : entryValue) {
                    ProcessTaskRelationLog processTaskRelationLog = setProcessTaskRelationLog(processDefinition, now);
                    processTaskRelationLog.setPreTaskCode(taskNameCodeMap.get(preTaskName));
                    processTaskRelationLog.setPreTaskVersion(Constants.VERSION_FIRST);
                    processTaskRelationLog.setPostTaskCode(taskNameCodeMap.get(entry.getKey()));
                    processTaskRelationLog.setPostTaskVersion(Constants.VERSION_FIRST);
                    processTaskRelationLogs.add(processTaskRelationLog);
                }
            } else {
                ProcessTaskRelationLog processTaskRelationLog = setProcessTaskRelationLog(processDefinition, now);
                processTaskRelationLog.setPreTaskCode(0);
                processTaskRelationLog.setPreTaskVersion(0);
                processTaskRelationLog.setPostTaskCode(taskNameCodeMap.get(entry.getKey()));
                processTaskRelationLog.setPostTaskVersion(Constants.VERSION_FIRST);
                processTaskRelationLogs.add(processTaskRelationLog);
            }
        }
    }

    private ProcessTaskRelationLog setProcessTaskRelationLog(ProcessDefinition processDefinition, Date now) {
        ProcessTaskRelationLog processTaskRelationLog = new ProcessTaskRelationLog();
        processTaskRelationLog.setProjectCode(processDefinition.getProjectCode());
        processTaskRelationLog.setProcessDefinitionCode(processDefinition.getCode());
        processTaskRelationLog.setProcessDefinitionVersion(processDefinition.getVersion());
        processTaskRelationLog.setConditionType(ConditionType.NONE);
        processTaskRelationLog.setConditionParams("{}");
        processTaskRelationLog.setOperator(1);
        processTaskRelationLog.setOperateTime(now);
        processTaskRelationLog.setCreateTime(now);
        processTaskRelationLog.setUpdateTime(now);
        return processTaskRelationLog;
    }
}

[dolphinscheduler@host1 script]$ cat upgrade-dolphinscheduler.sh 
#!/bin/bash
DOLPHINSCHEDULER_HOME=/home/dolphinscheduler/app/dolphinscheduler/
export JAVA_HOME=/usr/local/java/jdk1.8.0_151
export DATABASE_TYPE=${DATABASE_TYPE:-"mysql"}
export SPRING_PROFILES_ACTIVE=${SPRING_PROFILES_ACTIVE:-"default"}
export SPRING_PROFILES_ACTIVE="${SPRING_PROFILES_ACTIVE},${DATABASE_TYPE}"
export DOLPHINSCHEDULER_CONF_DIR=$DOLPHINSCHEDULER_HOME/conf
export DOLPHINSCHEDULER_LIB_JARS=$DOLPHINSCHEDULER_HOME/lib/*
export DOLPHINSCHEDULER_SQL_DIR=$DOLPHINSCHEDULER_HOME/sql
export DOLPHINSCHEDULER_OPTS="-server -Xms64m -Xmx64m -Xss512k -XX:+DisableExplicitGC -XX:+UseConcMarkSweepGC -XX:+CMSParallelRemarkEnabled -XX:LargePageSizeInBytes=64m -XX:+UseFastAccessorMethods -XX:+UseCMSInitiatingOccupancyOnly -XX:CMSInitiatingOccupancyFraction=70"
export STOP_TIMEOUT=5

CLASS=org.apache.dolphinscheduler.dao.upgrade.shell.UpgradeDolphinScheduler

exec_command="$DOLPHINSCHEDULER_OPTS -classpath $DOLPHINSCHEDULER_SQL_DIR:$DOLPHINSCHEDULER_CONF_DIR:$DOLPHINSCHEDULER_LIB_JARS $CLASS"

cd $DOLPHINSCHEDULER_HOME
$JAVA_HOME/bin/java $exec_command
[dolphinscheduler@host1 script]$ 

create-dolphinscheduler.sh会判断有没有version表，有更新，无则初始化；
upgrade-dolphinscheduler.sh直接执行更新操作。