1、任务类型总结

SHELL任务类型 :

SHELL、JAVA、PYTHON、FLINK、MR、FLINK_STREAM、HIVECLI、SPARK、SEATUNNEL、DATAX、SQOOP、DATA_QUALICY、JUPYTER、MLFLOW、OPENMLDB、DVC、PYTORCH、KUBEFLOW、CHUNJUN、LINKIS

注意 : 所谓的SHELL任务类型,都是对SHELL任务类型进行的封装,说白了底层调用的就是Java ProcessBudiler封装的SHELL

SQL任务类型(JDBC) :

SQL、PROCEDURE

注意 : SQL任务类型其实使用的就是各个DB驱动的JDBC进行的操作

HTTP任务类型 :

HTTP、DINKY、PIGEON(WebSocket)

注意 : HTTP任务类型其实就是访问其OPEN API,进行HttpClient封装调用的操作

逻辑节点 :

SUB_PROCESS、DEPENDENT、CONDITIONS、SWITHC、DYNAMIC

注意 : 所谓的逻辑节点是虚拟任务,这类任务不会调度到Worker节点上去运行,只会在Master节点作为控制节点

Client任务类型 :

EMR、K8S、DMS、DATA_FACTORY、SAGEMAKER、ZEPPELIN、DATASYNC、REMOTESHELL

注意 : 其实就是调用各个任务的开放的Client进行任务的封装

2、Shell任务怎么配置环境变量呢?

因为可能涉及到一个组件的不同的版本的客户端,比如说Spark2、Spark3。还有就是针对不同集群的不同客户端,比如说集群1的Spark3客户端和集群2的Spark客户端。像这样的需求,怎么在dolphinscheduler中进行配置呢?或者说有几种配置方式呢?

两种方式 : 1、通过task不同的环境变量 2、默认的环境变量

2.1、通过task不同的环境变量

安全中心 -> 环境管理
image.png

任务中引用
image.png

2.2、默认的环境变量

common.properties

# The default env list will be load by Shell task, e.g. /etc/profile,~/.bash_profile
shell.env_source_list=/etc/profile
# The interceptor type of Shell task, e.g. bash, sh, cmd
shell.interceptor.type=bash

org.apache.dolphinscheduler.plugin.task.api.shell.ShellInterceptorBuilderFactory

public class ShellInterceptorBuilderFactory {

    private final static String INTERCEPTOR_TYPE = PropertyUtils.getString("shell.interceptor.type", "bash");

    @SuppressWarnings("unchecked")
    public static IShellInterceptorBuilder newBuilder() {
        // TODO 默认的走的是这个逻辑
        if (INTERCEPTOR_TYPE.equalsIgnoreCase("bash")) {
            return new BashShellInterceptorBuilder();
        }
        if (INTERCEPTOR_TYPE.equalsIgnoreCase("sh")) {
            return new ShShellInterceptorBuilder();
        }
        if (INTERCEPTOR_TYPE.equalsIgnoreCase("cmd")) {
            return new CmdShellInterceptorBuilder();
        }
        throw new IllegalArgumentException("not support shell type: " + INTERCEPTOR_TYPE);
    }

}

org.apache.dolphinscheduler.plugin.task.api.shell.bash.BashShellInterceptorBuilder

public class BashShellInterceptorBuilder
        extends
            BaseLinuxShellInterceptorBuilder<BashShellInterceptorBuilder, BashShellInterceptor> {

    @Override
    public BashShellInterceptorBuilder newBuilder() {
        return new BashShellInterceptorBuilder();
    }

    @Override
    public BashShellInterceptor build() throws FileOperateException, IOException {
        // TODO 这里是生成shell脚本的核心点
        generateShellScript();
        List<String> bootstrapCommand = generateBootstrapCommand();
        // TODO 实例化BashShellInterceptor
        return new BashShellInterceptor(bootstrapCommand, shellDirectory);
    }

    @Override
    protected String shellInterpreter() {
        return "bash";
    }

    @Override
    protected String shellExtension() {
        return ".sh";
    }

    @Override
    protected String shellHeader() {
        return "#!/bin/bash";
    }

}

org.apache.dolphinscheduler.plugin.task.api.AbstractCommandExecutor#run

public TaskResponse run(IShellInterceptorBuilder iShellInterceptorBuilder,
                            TaskCallBack taskCallBack) throws Exception {
        TaskResponse result = new TaskResponse();
        int taskInstanceId = taskRequest.getTaskInstanceId();
        // todo: we need to use state like JDK Thread to make sure the killed task should not be executed
        iShellInterceptorBuilder = iShellInterceptorBuilder
                // TODO 设置执行路径
                .shellDirectory(taskRequest.getExecutePath())
                // TODO 这里设置shell 名字
                .shellName(taskRequest.getTaskAppId());

        // Set system env
        // TODO 在这里是设置默认的,其实也是可以设置为 /opt/dolphinscheduler/bin/env/dolphinscheduler_env.sh
        if (CollectionUtils.isNotEmpty(ShellUtils.ENV_SOURCE_LIST)) {
            // TODO 这里其实就是向 systemEnvs 中加入ENV_SOURCE_LIST中配置的环境文件的列表
            ShellUtils.ENV_SOURCE_LIST.forEach(iShellInterceptorBuilder::appendSystemEnv);
        }

        // Set custom env
        // TODO 设置自定义的env
        if (StringUtils.isNotBlank(taskRequest.getEnvironmentConfig())) {
            // TODO 向 customEnvScripts 中加入
            iShellInterceptorBuilder.appendCustomEnvScript(taskRequest.getEnvironmentConfig());
        }

        // Set k8s config (This is only work in Linux)
        if (taskRequest.getK8sTaskExecutionContext() != null) {
            iShellInterceptorBuilder.k8sConfigYaml(taskRequest.getK8sTaskExecutionContext().getConfigYaml());
        }

        // Set sudo (This is only work in Linux)
        // TODO 设置sudo为true的模式
        iShellInterceptorBuilder.sudoMode(OSUtils.isSudoEnable());
        // Set tenant (This is only work in Linux)
        // TODO 设置租户
        iShellInterceptorBuilder.runUser(taskRequest.getTenantCode());
        // Set CPU Quota (This is only work in Linux)
        if (taskRequest.getCpuQuota() != null) {
            iShellInterceptorBuilder.cpuQuota(taskRequest.getCpuQuota());
        }
        // Set memory Quota (This is only work in Linux)
        if (taskRequest.getMemoryMax() != null) {
            iShellInterceptorBuilder.memoryQuota(taskRequest.getMemoryMax());
        }

        IShellInterceptor iShellInterceptor = iShellInterceptorBuilder.build();
        // TODO 使用ProcessBuilder进行执行,支持sudo模式,和bash模式
        process = iShellInterceptor.execute();

        // parse process output
        // TODO 这里解析到进程的输出
        parseProcessOutput(this.process);

        // collect pod log
        collectPodLogIfNeeded();

        int processId = getProcessId(this.process);

        result.setProcessId(processId);

        // cache processId
        taskRequest.setProcessId(processId);

        // print process id
        log.info("process start, process id is: {}", processId);

        // if timeout occurs, exit directly
        long remainTime = getRemainTime();

        // update pid before waiting for the run to finish
        if (null != taskCallBack) {
            // TODO 这里其实就是更新任务实例西悉尼
            taskCallBack.updateTaskInstanceInfo(taskInstanceId);
        }

        // waiting for the run to finish
        boolean status = this.process.waitFor(remainTime, TimeUnit.SECONDS);

        TaskExecutionStatus kubernetesStatus =
                ProcessUtils.getApplicationStatus(taskRequest.getK8sTaskExecutionContext(), taskRequest.getTaskAppId());

        if (taskOutputFuture != null) {
            try {
                // Wait the task log process finished.
                taskOutputFuture.get();
            } catch (ExecutionException e) {
                log.error("Handle task log error", e);
            }
        }

        if (podLogOutputFuture != null) {
            try {
                // Wait kubernetes pod log collection finished
                podLogOutputFuture.get();
                // delete pod after successful execution and log collection
                ProcessUtils.cancelApplication(taskRequest);
            } catch (ExecutionException e) {
                log.error("Handle pod log error", e);
            }
        }

        // if SHELL task exit
        if (status && kubernetesStatus.isSuccess()) {

            // SHELL task state
            result.setExitStatusCode(this.process.exitValue());

        } else {
            log.error("process has failure, the task timeout configuration value is:{}, ready to kill ...",
                    taskRequest.getTaskTimeout());
            result.setExitStatusCode(EXIT_CODE_FAILURE);
            cancelApplication();
        }
        int exitCode = this.process.exitValue();
        String exitLogMessage = EXIT_CODE_KILL == exitCode ? "process has killed." : "process has exited.";
        log.info("{} execute path:{}, processId:{} ,exitStatusCode:{} ,processWaitForStatus:{} ,processExitValue:{}",
                exitLogMessage, taskRequest.getExecutePath(), processId, result.getExitStatusCode(), status, exitCode);
        return result;

    }

重点就是 :

// Set system env
        // TODO 在这里是设置默认的,其实也是可以设置为 /opt/dolphinscheduler/bin/env/dolphinscheduler_env.sh
        if (CollectionUtils.isNotEmpty(ShellUtils.ENV_SOURCE_LIST)) {
            // TODO 这里其实就是向 systemEnvs 中加入ENV_SOURCE_LIST中配置的环境文件的列表
            ShellUtils.ENV_SOURCE_LIST.forEach(iShellInterceptorBuilder::appendSystemEnv);
        }

        // Set custom env
        // TODO 设置自定义的env
        if (StringUtils.isNotBlank(taskRequest.getEnvironmentConfig())) {
            // TODO 向 customEnvScripts 中加入
            iShellInterceptorBuilder.appendCustomEnvScript(taskRequest.getEnvironmentConfig());
        }

其实就是说自定的环境变量是可以覆盖默认的环境变量的

如感兴趣,点赞加关注,谢谢!!!


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