Пример #1
0
  @Override
  public long thresholdRuntime(TaskId taskID) {
    JobId jobID = taskID.getJobId();
    Job job = context.getJob(jobID);

    TaskType type = taskID.getTaskType();

    DataStatistics statistics = dataStatisticsForTask(taskID);

    int completedTasksOfType =
        type == TaskType.MAP ? job.getCompletedMaps() : job.getCompletedReduces();

    int totalTasksOfType = type == TaskType.MAP ? job.getTotalMaps() : job.getTotalReduces();

    if (completedTasksOfType < MINIMUM_COMPLETE_NUMBER_TO_SPECULATE
        || (((float) completedTasksOfType) / totalTasksOfType)
            < MINIMUM_COMPLETE_PROPORTION_TO_SPECULATE) {
      return Long.MAX_VALUE;
    }

    long result =
        statistics == null
            ? Long.MAX_VALUE
            : (long) statistics.outlier(slowTaskRelativeTresholds.get(job));
    return result;
  }
Пример #2
0
 public static String toString(TaskId tid) {
   return _join(
       "task",
       tid.getJobId().getAppId().getClusterTimestamp(),
       tid.getJobId().getAppId().getId(),
       tid.getJobId().getId(),
       taskSymbol(tid.getTaskType()),
       tid.getId());
 }
Пример #3
0
 public static TaskId toTaskID(String prefix, String s, Iterator<String> it) {
   JobId jid = toJobID(prefix, s, it);
   shouldHaveNext(prefix, s, it);
   TaskId tid = RecordFactoryProvider.getRecordFactory(null).newRecordInstance(TaskId.class);
   tid.setJobId(jid);
   tid.setTaskType(taskType(it.next()));
   shouldHaveNext(prefix, s, it);
   tid.setId(Integer.parseInt(it.next()));
   return tid;
 }
Пример #4
0
  @Override
  public void updateAttempt(TaskAttemptStatus status, long timestamp) {

    TaskAttemptId attemptID = status.id;
    TaskId taskID = attemptID.getTaskId();
    JobId jobID = taskID.getJobId();
    Job job = context.getJob(jobID);

    if (job == null) {
      return;
    }

    Task task = job.getTask(taskID);

    if (task == null) {
      return;
    }

    Long boxedStart = startTimes.get(attemptID);
    long start = boxedStart == null ? Long.MIN_VALUE : boxedStart;

    TaskAttempt taskAttempt = task.getAttempt(attemptID);

    if (taskAttempt.getState() == TaskAttemptState.SUCCEEDED) {
      boolean isNew = false;
      // is this  a new success?
      synchronized (doneTasks) {
        if (!doneTasks.contains(task)) {
          doneTasks.add(task);
          isNew = true;
        }
      }

      // It's a new completion
      // Note that if a task completes twice [because of a previous speculation
      //  and a race, or a success followed by loss of the machine with the
      //  local data] we only count the first one.
      if (isNew) {
        long finish = timestamp;
        if (start > 1L && finish > 1L && start <= finish) {
          long duration = finish - start;

          DataStatistics statistics = dataStatisticsForTask(taskID);

          if (statistics != null) {
            statistics.add(duration);
          }
        }
      }
    }
  }
  private long storedPerAttemptValue(Map<TaskAttempt, AtomicLong> data, TaskAttemptId attemptID) {
    TaskId taskID = attemptID.getTaskId();
    JobId jobID = taskID.getJobId();
    Job job = context.getJob(jobID);

    Task task = job.getTask(taskID);

    if (task == null) {
      return -1L;
    }

    TaskAttempt taskAttempt = task.getAttempt(attemptID);

    if (taskAttempt == null) {
      return -1L;
    }

    AtomicLong estimate = data.get(taskAttempt);

    return estimate == null ? -1L : estimate.get();
  }
Пример #6
0
  protected DataStatistics dataStatisticsForTask(TaskId taskID) {
    JobId jobID = taskID.getJobId();
    Job job = context.getJob(jobID);

    if (job == null) {
      return null;
    }

    Task task = job.getTask(taskID);

    if (task == null) {
      return null;
    }

    return task.getType() == TaskType.MAP
        ? mapperStatistics.get(job)
        : task.getType() == TaskType.REDUCE ? reducerStatistics.get(job) : null;
  }
  @Override
  public void updateAttempt(TaskAttemptStatus status, long timestamp) {
    super.updateAttempt(status, timestamp);

    TaskAttemptId attemptID = status.id;
    TaskId taskID = attemptID.getTaskId();
    JobId jobID = taskID.getJobId();
    Job job = context.getJob(jobID);

    if (job == null) {
      return;
    }

    Task task = job.getTask(taskID);

    if (task == null) {
      return;
    }

    TaskAttempt taskAttempt = task.getAttempt(attemptID);

    if (taskAttempt == null) {
      return;
    }

    Long boxedStart = startTimes.get(attemptID);
    long start = boxedStart == null ? Long.MIN_VALUE : boxedStart;

    // We need to do two things.
    //  1: If this is a completion, we accumulate statistics in the superclass
    //  2: If this is not a completion, we learn more about it.

    // This is not a completion, but we're cooking.
    //
    if (taskAttempt.getState() == TaskAttemptState.RUNNING) {
      // See if this task is already in the registry
      AtomicLong estimateContainer = attemptRuntimeEstimates.get(taskAttempt);
      AtomicLong estimateVarianceContainer = attemptRuntimeEstimateVariances.get(taskAttempt);

      if (estimateContainer == null) {
        if (attemptRuntimeEstimates.get(taskAttempt) == null) {
          attemptRuntimeEstimates.put(taskAttempt, new AtomicLong());

          estimateContainer = attemptRuntimeEstimates.get(taskAttempt);
        }
      }

      if (estimateVarianceContainer == null) {
        attemptRuntimeEstimateVariances.putIfAbsent(taskAttempt, new AtomicLong());
        estimateVarianceContainer = attemptRuntimeEstimateVariances.get(taskAttempt);
      }

      long estimate = -1;
      long varianceEstimate = -1;

      // This code assumes that we'll never consider starting a third
      //  speculative task attempt if two are already running for this task
      if (start > 0 && timestamp > start) {
        estimate = (long) ((timestamp - start) / Math.max(0.0001, status.progress));
        varianceEstimate = (long) (estimate * status.progress / 10);
      }
      if (estimateContainer != null) {
        estimateContainer.set(estimate);
      }
      if (estimateVarianceContainer != null) {
        estimateVarianceContainer.set(varianceEstimate);
      }
    }
  }