Github user tnachen commented on a diff in the pull request: https://github.com/apache/spark/pull/4027#discussion_r26988213 --- Diff: core/src/main/scala/org/apache/spark/scheduler/cluster/mesos/CoarseMesosSchedulerBackend.scala --- @@ -204,35 +209,43 @@ private[spark] class CoarseMesosSchedulerBackend( for (offer <- offers) { val slaveId = offer.getSlaveId.toString - val mem = getResource(offer.getResourcesList, "mem") - val cpus = getResource(offer.getResourcesList, "cpus").toInt - if (totalCoresAcquired < maxCores && - mem >= MemoryUtils.calculateTotalMemory(sc) && - cpus >= 1 && + var totalMem = getResource(offer.getResourcesList, "mem") + var totalCpus = getResource(offer.getResourcesList, "cpus").toInt + + val tasks = new ArrayBuffer[MesosTaskInfo] + + var executorCount = slaveIdsWithExecutors.getOrElse(slaveId, 0) + // Launch as many executors that the resources are available and less + // than the configured max executors per slave. + while (totalCoresAcquired < maxCores && + totalMem >= memRequired && + totalCpus >= 1 && failuresBySlaveId.getOrElse(slaveId, 0) < MAX_SLAVE_FAILURES && - !slaveIdsWithExecutors.contains(slaveId)) { - // Launch an executor on the slave - val cpusToUse = math.min(cpus, maxCores - totalCoresAcquired) + executorCount < maxExecutorsPerSlave) { + val cpusToUse = + math.min(maxCpusPerExecutor, math.min(totalCpus, maxCores - totalCoresAcquired)) totalCoresAcquired += cpusToUse + totalCpus -= cpusToUse + totalMem -= memRequired val taskId = newMesosTaskId() taskIdToSlaveId(taskId) = slaveId - slaveIdsWithExecutors += slaveId + executorCount += 1 + slaveIdsWithExecutors(slaveId) = executorCount coresByTaskId(taskId) = cpusToUse - val task = MesosTaskInfo.newBuilder() + tasks.add(MesosTaskInfo.newBuilder() .setTaskId(TaskID.newBuilder().setValue(taskId.toString).build()) .setSlaveId(offer.getSlaveId) .setCommand(createCommand(offer, cpusToUse + extraCoresPerSlave)) .setName("Task " + taskId) .addResources(createResource("cpus", cpusToUse)) - .addResources(createResource("mem", - MemoryUtils.calculateTotalMemory(sc))) - .build() - d.launchTasks( - Collections.singleton(offer.getId), Collections.singletonList(task), filters) + .addResources(createResource("mem", memRequired)) + .build()) + } + + if (tasks.isEmpty) { + d.declineOffer(offer.getId) --- End diff -- This call is basically equivalent to the old code: - d.launchTasks( - Collections.singleton(offer.getId), Collections.emptyList[MesosTaskInfo](), filters) It's just that it's much more obvious that we're declining offers, and not trying to launch empty set of tasks.
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