Apache Ranger中Yarn插件使用问题

在配置Apache Ranger的Yarn插件时遇到连接测试失败的问题,原因是Ranger仅支持Capacity Scheduler,不支持Fair Scheduler。当切换到Capacity Scheduler后,问题解决。问题根源在于ResourceManager REST API在不同调度器下返回的JSON结构不同,Ranger的底层代码未处理Fair Scheduler的JSON。解决方案是修改YarnClient类的getQueuelist()方法,增加对Fair Scheduler JSON的解析,确保在Fair调度下也能获取队列信息。

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使用ranger可以控制用户提交作业。在搭建yarn插件之后,建立新的service的时候,填写入‘YARN REST URL ’后,点击test connection,出现了问题,页面弹出框提示无法通过该url获得队列,查看ranger-admin运行日志也没有报错。翻看底层代码后发现,ranger在对yarn的支持上只支持了capacity调度,对fair调度没有支持。
当将运行中的集群的调度改为capacity调度后,test connection成功。根本原因就是,resourcemanager的rest api http://rm:port/ws/v1/cluster/scheduler在不同的调度器下,得到的json文件不同,由于ranger底层只解析了capacity调度的json文件,没有解析fair调度的,所以出现了上述问题。
在ranger页面中点击test connection之后,对应的底层代码在YarnClient这个类中,其中的getQueuelist()方法中,通过Gson类中的fromJson(string,class)方法,来将string类型的json字符串序列化为某个class类的实例,这样就可以通过面向对象的方式获得json字符中的各项值。fromJson方法得到的值赋给了YarnSchdulerResponse对象的实例,我们需要修改的就是这个类。在其中添加针对fair调度生成的json文件的解析。出问题的代码片段

Gson gson = new GsonBuilder().setPrettyPrinting().create();
YarnSchedulerResponse yarnQResponse = gson.fromJson(jsonString, YarnSchedulerResponse.class);
if (yarnQResponse != null) {
        List<String>  yarnQueueList = yarnQResponse.getQueueNames();
if (yarnQueueList != null) {
    for ( String yarnQueueName : yarnQueueList) {
        if ( existingQueueList != null && existingQueueList.contains(yarnQueueName)) {
            continue;
        }
        if (queueNameMatching == null || queueNameMatching.isEmpty()
            || yarnQueueName.startsWith(queueNameMatching)) {
        if (LOG.isDebugEnabled()
        ......                                                         lret.add(yarnQueueName);
}
}
}

问题就处在yarnQueueList这个实例中,在fair调度下,这个List为空无任何值,也就是没有拿到任何队列。
原YarnSchedulerResponse代码就不贴了,贴上修改过后的整个类的代码,也很简单。

import java.util.ArrayList;
import java.util.List;

import javax.xml.bind.annotation.XmlAccessType;
import javax.xml.bind.annotation.XmlAccessorType;
import javax.xml.bind.annotation.XmlRootElement;

import org.codehaus.jackson.annotate.JsonAutoDetect;
import org.codehaus.jackson.annotate.JsonAutoDetect.Visibility;
import org.codehaus.jackson.annotate.JsonIgnoreProperties;
import org.codehaus.jackson.map.annotate.JsonSerialize;

public class YarnSchedulerResponse implements java.io.Serializable{

    private static final long serialVersionUID = 1L;

    private YarnScheduler scheduler = null;

    public YarnScheduler getScheduler() { return scheduler; }

    public List<String> getQueueNames() {
        List<String> ret = new ArrayList<String>();

        if(scheduler != null) {
            scheduler.collectQueueNames(ret);
        }

        return ret;
    }

    @JsonAutoDetect(getterVisibility=Visibility.NONE, setterVisibility=Visibility.NONE, fieldVisibility=Visibility.ANY)
    @JsonSerialize(include=JsonSerialize.Inclusion.NON_NULL )
    @JsonIgnoreProperties(ignoreUnknown=true)
    @XmlRootElement
    @XmlAccessorType(XmlAccessType.FIELD)
    public static class YarnScheduler implements java.io.Serializable {
        private static final long serialVersionUID = 1L;

        private YarnSchedulerInfo schedulerInfo = null;

        public YarnSchedulerInfo getSchedulerInfo() { return schedulerInfo; }

        public void collectQueueNames(List<String> queueNames) {
            if(schedulerInfo != null) {
                schedulerInfo.collectQueueNames(queueNames,null);
            }
        }
    }

    @JsonAutoDetect(getterVisibility=Visibility.NONE, setterVisibility=Visibility.NONE, fieldVisibility=Visibility.ANY)
    @JsonSerialize(include=JsonSerialize.Inclusion.NON_NULL )
    @JsonIgnoreProperties(ignoreUnknown=true)
    @XmlRootElement
    @XmlAccessorType(XmlAccessType.FIELD)
    public static class YarnSchedulerInfo implements java.io.Serializable {
        private static final long serialVersionUID = 1L;

        private String type = null;
        public String getType() {return type;}

        private YarnRootQueues rootQueue = null;
        public YarnRootQueues getRootQueue() { return rootQueue; }

        private String     queueName = null;
        private YarnQueues queues    = null;
        public String getQueueName() { return queueName; }
        public YarnQueues getQueues() { return queues; }

        public void collectQueueNames(List<String> queueNames,String parentQueueName) {
            if(type != null && type.equals("fairScheduler")){

                if(rootQueue != null) {
                    rootQueue.collectQueueNames(queueNames);
                } 
            }

            else if(type != null && type.equals("capacityScheduler") || type.equals("capacitySchedulerLeafQueueInfo")){

                if(queueName != null) {
                    String queueFqdn = parentQueueName == null ? queueName : parentQueueName + "." + queueName;

                    queueNames.add(queueFqdn);

                    if(queues != null) {
                        queues.collectQueueNames(queueNames, queueFqdn);
                    }
                } 
            }

            else{
                try {
                    throw new Exception("no Schduler");
                } catch (Exception e) {
                    e.printStackTrace();
                }
            }
        }
    }

    @JsonAutoDetect(getterVisibility=Visibility.NONE, setterVisibility=Visibility.NONE, fieldVisibility=Visibility.ANY)
    @JsonSerialize(include=JsonSerialize.Inclusion.NON_NULL )
    @JsonIgnoreProperties(ignoreUnknown=true)
    @XmlRootElement
    @XmlAccessorType(XmlAccessType.FIELD)
    public static class YarnRootQueues implements java.io.Serializable {
        private static final long serialVersionUID = 1L;

        private String queueName = null;
        private List<YarnRootQueues> childQueues = null;

        public String getQueueName() { return queueName; }

        public List<YarnRootQueues> getChildQueues() { return childQueues; }

        public void collectQueueNames(List<String> queueNames) {
            if(queueName != null){
               queueNames.add(queueName);

               if(childQueues != null){
                 for(int i = 0;i < childQueues.size();i++)
                 queueNames.add(childQueues.get(i).queueName);
               }
            }
        }
    }

    @JsonAutoDetect(getterVisibility=Visibility.NONE, setterVisibility=Visibility.NONE, fieldVisibility=Visibility.ANY)
    @JsonSerialize(include=JsonSerialize.Inclusion.NON_NULL )
    @JsonIgnoreProperties(ignoreUnknown=true)
    @XmlRootElement
    @XmlAccessorType(XmlAccessType.FIELD)
    public static class YarnQueues implements java.io.Serializable {
        private static final long serialVersionUID = 1L;

        private List<YarnSchedulerInfo> queue = null;

        public List<YarnSchedulerInfo> getQueue() { return queue; }

        public void collectQueueNames(List<String> queueNames, String parentQueueName) {
            if(queue != null) {
                for(YarnSchedulerInfo schedulerInfo : queue) {
                    schedulerInfo.collectQueueNames(queueNames, parentQueueName);
                }
            }
        }
    }

}
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