PowerJob的DispatchStrategy方法工作流程源码解读
作者:codecraft
序
本文主要研究一下PowerJob的DispatchStrategy
DispatchStrategy
tech/powerjob/common/enums/DispatchStrategy.java
@Getter @AllArgsConstructor public enum DispatchStrategy { HEALTH_FIRST(1), RANDOM(2); private final int v; public static DispatchStrategy of(Integer v) { if (v == null) { return HEALTH_FIRST; } for (DispatchStrategy ds : values()) { if (v.equals(ds.v)) { return ds; } } throw new IllegalArgumentException("unknown DispatchStrategy of " + v); } }
DispatchStrategy定义了HEALTH_FIRST、RANDOM两个枚举值
getSuitableWorkers
tech/powerjob/server/remote/worker/WorkerClusterQueryService.java
public List<WorkerInfo> getSuitableWorkers(JobInfoDO jobInfo) { List<WorkerInfo> workers = Lists.newLinkedList(getWorkerInfosByAppId(jobInfo.getAppId()).values()); workers.removeIf(workerInfo -> filterWorker(workerInfo, jobInfo)); DispatchStrategy dispatchStrategy = DispatchStrategy.of(jobInfo.getDispatchStrategy()); switch (dispatchStrategy) { case RANDOM: Collections.shuffle(workers); break; case HEALTH_FIRST: workers.sort((o1, o2) -> o2.getSystemMetrics().calculateScore() - o1.getSystemMetrics().calculateScore()); break; default: // do nothing } // 限定集群大小(0代表不限制) if (!workers.isEmpty() && jobInfo.getMaxWorkerCount() > 0 && workers.size() > jobInfo.getMaxWorkerCount()) { workers = workers.subList(0, jobInfo.getMaxWorkerCount()); } return workers; }
WorkerClusterQueryService的getSuitableWorkers方法先通过getWorkerInfosByAppId获取指定appId的WorkerInfo,然后通过filterWorker进行一次过滤,最后根据dispatchStrategy来对workers进行排序,如果是RANDOM则通过Collections.shuffle(workers)随机化,如果是HEALTH_FIRST则根据systemMetrics的calculateScore结果进行排序,如果有限定maxWorkerCount则对workers进行subList,没有则返回排序后的workers
getWorkerInfosByAppId
private Map<String, WorkerInfo> getWorkerInfosByAppId(Long appId) { ClusterStatusHolder clusterStatusHolder = getAppId2ClusterStatus().get(appId); if (clusterStatusHolder == null) { log.warn("[WorkerManagerService] can't find any worker for app(appId={}) yet.", appId); return Collections.emptyMap(); } return clusterStatusHolder.getAllWorkers(); } public Map<Long, ClusterStatusHolder> getAppId2ClusterStatus() { return WorkerClusterManagerService.getAppId2ClusterStatus(); }
getWorkerInfosByAppId通过WorkerClusterManagerService.getAppId2ClusterStatus()获取ClusterStatusHolder,在返回ClusterStatusHolder的getAllWorkers
filterWorker
private boolean filterWorker(WorkerInfo workerInfo, JobInfoDO jobInfo) { for (WorkerFilter filter : workerFilters) { if (filter.filter(workerInfo, jobInfo)) { return true; } } return false; }
filterWorker方法则是遍历workerFilters直接filter
calculateScore
tech/powerjob/common/model/SystemMetrics.java
public int calculateScore() { if (score > 0) { return score; } // Memory is vital to TaskTracker, so we set the multiplier factor as 2. double memScore = (jvmMaxMemory - jvmUsedMemory) * 2; // Calculate the remaining load of CPU. Multiplier is set as 1. double cpuScore = cpuProcessors - cpuLoad; // Windows can not fetch CPU load, set cpuScore as 1. if (cpuScore > cpuProcessors) { cpuScore = 1; } score = (int) (memScore + cpuScore); return score; }
SystemMetrics的calculateScore方法则是基于memScore与cpuScore来计算
WorkerFilter
public interface WorkerFilter { /** * * @param workerInfo worker info, maybe you need to use your customized info in SystemMetrics#extra * @param jobInfoDO job info * @return true will remove the worker in process list */ boolean filter(WorkerInfo workerInfo, JobInfoDO jobInfoDO); }
WorkerFilter定义了filter接口用于过滤worker,它有3个实现类,分别是DesignatedWorkerFilter、DisconnectedWorkerFilter、SystemMetricsWorkerFilter
DesignatedWorkerFilter
tech/powerjob/server/extension/defaultimpl/workerfilter/DesignatedWorkerFilter.java
@Slf4j @Component public class DesignatedWorkerFilter implements WorkerFilter { @Override public boolean filter(WorkerInfo workerInfo, JobInfoDO jobInfo) { String designatedWorkers = jobInfo.getDesignatedWorkers(); // no worker is specified, no filter of any if (StringUtils.isEmpty(designatedWorkers)) { return false; } Set<String> designatedWorkersSet = Sets.newHashSet(SJ.COMMA_SPLITTER.splitToList(designatedWorkers)); for (String tagOrAddress : designatedWorkersSet) { if (tagOrAddress.equals(workerInfo.getTag()) || tagOrAddress.equals(workerInfo.getAddress())) { return false; } } return true; } }
DesignatedWorkerFilter的filter方法遍历jobInfo的designatedWorkers信息,判断workerInfo的tag或者address是否匹配
DisconnectedWorkerFilter
tech/powerjob/server/extension/defaultimpl/workerfilter/DisconnectedWorkerFilter.java
@Slf4j @Component public class DisconnectedWorkerFilter implements WorkerFilter { @Override public boolean filter(WorkerInfo workerInfo, JobInfoDO jobInfo) { boolean timeout = workerInfo.timeout(); if (timeout) { log.info("[Job-{}] filter worker[{}] due to timeout(lastActiveTime={})", jobInfo.getId(), workerInfo.getAddress(), workerInfo.getLastActiveTime()); } return timeout; } }
DisconnectedWorkerFilter的filter方法则通过WorkerInfo的timeout方法来判断,它主要是判断当前时间与lastActiveTime的时间差是否大于WORKER_TIMEOUT_MS(60s)
SystemMetricsWorkerFilter
tech/powerjob/server/extension/defaultimpl/workerfilter/SystemMetricsWorkerFilter.java
@Slf4j @Component public class SystemMetricsWorkerFilter implements WorkerFilter { @Override public boolean filter(WorkerInfo workerInfo, JobInfoDO jobInfo) { SystemMetrics metrics = workerInfo.getSystemMetrics(); boolean filter = !metrics.available(jobInfo.getMinCpuCores(), jobInfo.getMinMemorySpace(), jobInfo.getMinDiskSpace()); if (filter) { log.info("[Job-{}] filter worker[{}] because the {} do not meet the requirements", jobInfo.getId(), workerInfo.getAddress(), workerInfo.getSystemMetrics()); } return filter; } }
SystemMetricsWorkerFilter的filter方法则根据workerInfo的SystemMetrics判断可用cpu核数、内存、磁盘空间是否大于阈值
小结
DispatchStrategy定义了HEALTH_FIRST、RANDOM两个枚举值;WorkerClusterQueryService的getSuitableWorkers方法先通过getWorkerInfosByAppId获取指定appId的WorkerInfo,然后通过filterWorker进行一次过滤,最后根据dispatchStrategy来对workers进行排序,如果是RANDOM则通过Collections.shuffle(workers)随机化,如果是HEALTH_FIRST则根据systemMetrics的calculateScore结果进行排序,如果有限定maxWorkerCount则对workers进行subList,没有则返回排序后的workers。
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