Examples with ResourceMetrics org.apache.storm.scheduler.resource.normalization.ResourceMetrics used on opensource projects

Example 21 with ResourceMetrics

use of org.apache.storm.scheduler.resource.normalization.ResourceMetrics in project storm by apache.

the class TestDefaultResourceAwareStrategy method testMultipleSharedMemoryWithOneExecutorPerWorker.

/*
     * test assigned memory with shared memory types and oneWorkerPerExecutor
     */
@ParameterizedTest
@EnumSource(SharedMemoryType.class)
public void testMultipleSharedMemoryWithOneExecutorPerWorker(SharedMemoryType memoryType) {
    int spoutParallelism = 4;
    double cpuPercent = 10;
    double memoryOnHeap = 10;
    double memoryOffHeap = 10;
    double sharedOnHeapWithinWorker = 450;
    double sharedOffHeapWithinNode = 600;
    double sharedOffHeapWithinWorker = 400;
    TopologyBuilder builder = new TopologyBuilder();
    switch(memoryType) {
        case SHARED_OFF_HEAP_NODE:
            builder.setSpout("spout", new TestSpout(), spoutParallelism).addSharedMemory(new SharedOffHeapWithinNode(sharedOffHeapWithinNode, "spout shared off heap within node"));
            break;
        case SHARED_OFF_HEAP_WORKER:
            builder.setSpout("spout", new TestSpout(), spoutParallelism).addSharedMemory(new SharedOffHeapWithinWorker(sharedOffHeapWithinWorker, "spout shared off heap within worker"));
            break;
        case SHARED_ON_HEAP_WORKER:
            builder.setSpout("spout", new TestSpout(), spoutParallelism).addSharedMemory(new SharedOnHeap(sharedOnHeapWithinWorker, "spout shared on heap within worker"));
            break;
    }
    StormTopology stormToplogy = builder.createTopology();
    INimbus iNimbus = new INimbusTest();
    Map<String, SupervisorDetails> supMap = genSupervisors(4, 4, 500, 1000);
    Config conf = createClusterConfig(cpuPercent, memoryOnHeap, memoryOffHeap, null);
    conf.put(Config.TOPOLOGY_PRIORITY, 0);
    conf.put(Config.TOPOLOGY_NAME, "testTopology");
    conf.put(Config.TOPOLOGY_WORKER_MAX_HEAP_SIZE_MB, 2000);
    conf.put(Config.TOPOLOGY_RAS_ONE_EXECUTOR_PER_WORKER, true);
    TopologyDetails topo = new TopologyDetails("testTopology-id", conf, stormToplogy, 0, genExecsAndComps(stormToplogy), CURRENT_TIME, "user");
    Topologies topologies = new Topologies(topo);
    Cluster cluster = new Cluster(iNimbus, new ResourceMetrics(new StormMetricsRegistry()), supMap, new HashMap<>(), topologies, conf);
    scheduler = new ResourceAwareScheduler();
    scheduler.prepare(conf, new StormMetricsRegistry());
    scheduler.schedule(topologies, cluster);
    TopologyResources topologyResources = cluster.getTopologyResourcesMap().get(topo.getId());
    SchedulerAssignment assignment = cluster.getAssignmentById(topo.getId());
    long numNodes = assignment.getSlotToExecutors().keySet().stream().map(ws -> ws.getNodeId()).distinct().count();
    switch(memoryType) {
        case SHARED_OFF_HEAP_NODE:
            // 4 workers on single node. OffHeapNode memory is shared
            assertThat(topologyResources.getAssignedMemOnHeap(), closeTo(spoutParallelism * memoryOnHeap, 0.01));
            assertThat(topologyResources.getAssignedMemOffHeap(), closeTo(spoutParallelism * memoryOffHeap + sharedOffHeapWithinNode, 0.01));
            assertThat(topologyResources.getAssignedSharedMemOnHeap(), closeTo(0, 0.01));
            assertThat(topologyResources.getAssignedSharedMemOffHeap(), closeTo(sharedOffHeapWithinNode, 0.01));
            assertThat(topologyResources.getAssignedNonSharedMemOnHeap(), closeTo(spoutParallelism * memoryOnHeap, 0.01));
            assertThat(topologyResources.getAssignedNonSharedMemOffHeap(), closeTo(spoutParallelism * memoryOffHeap, 0.01));
            assertThat(numNodes, is(1L));
            assertThat(cluster.getAssignedNumWorkers(topo), is(spoutParallelism));
            break;
        case SHARED_OFF_HEAP_WORKER:
            // 4 workers on 2 nodes. OffHeapWorker memory not shared -- consumed 4x, once for each worker)
            assertThat(topologyResources.getAssignedMemOnHeap(), closeTo(spoutParallelism * memoryOnHeap, 0.01));
            assertThat(topologyResources.getAssignedMemOffHeap(), closeTo(spoutParallelism * (memoryOffHeap + sharedOffHeapWithinWorker), 0.01));
            assertThat(topologyResources.getAssignedSharedMemOnHeap(), closeTo(0, 0.01));
            assertThat(topologyResources.getAssignedSharedMemOffHeap(), closeTo(spoutParallelism * sharedOffHeapWithinWorker, 0.01));
            assertThat(topologyResources.getAssignedNonSharedMemOnHeap(), closeTo(spoutParallelism * memoryOnHeap, 0.01));
            assertThat(topologyResources.getAssignedNonSharedMemOffHeap(), closeTo(spoutParallelism * memoryOffHeap, 0.01));
            assertThat(numNodes, is(2L));
            assertThat(cluster.getAssignedNumWorkers(topo), is(spoutParallelism));
            break;
        case SHARED_ON_HEAP_WORKER:
            // 4 workers on 2 nodes. onHeap memory not shared -- consumed 4x, once for each worker
            assertThat(topologyResources.getAssignedMemOnHeap(), closeTo(spoutParallelism * (memoryOnHeap + sharedOnHeapWithinWorker), 0.01));
            assertThat(topologyResources.getAssignedMemOffHeap(), closeTo(spoutParallelism * memoryOffHeap, 0.01));
            assertThat(topologyResources.getAssignedSharedMemOnHeap(), closeTo(spoutParallelism * sharedOnHeapWithinWorker, 0.01));
            assertThat(topologyResources.getAssignedSharedMemOffHeap(), closeTo(0, 0.01));
            assertThat(topologyResources.getAssignedNonSharedMemOnHeap(), closeTo(spoutParallelism * memoryOnHeap, 0.01));
            assertThat(topologyResources.getAssignedNonSharedMemOffHeap(), closeTo(spoutParallelism * memoryOffHeap, 0.01));
            assertThat(numNodes, is(2L));
            assertThat(cluster.getAssignedNumWorkers(topo), is(spoutParallelism));
            break;
    }
}

Example 22 with ResourceMetrics

use of org.apache.storm.scheduler.resource.normalization.ResourceMetrics in project storm by apache.

the class TestDefaultResourceAwareStrategy method testDefaultResourceAwareStrategyInFavorOfShuffle.

/**
 * test if the scheduling logic for the DefaultResourceAwareStrategy (when made by network proximity needs.) is correct
 */
@Test
public void testDefaultResourceAwareStrategyInFavorOfShuffle() throws InvalidTopologyException {
    int spoutParallelism = 1;
    int boltParallelism = 2;
    TopologyBuilder builder = new TopologyBuilder();
    builder.setSpout("spout", new TestSpout(), spoutParallelism);
    builder.setBolt("bolt-1", new TestBolt(), boltParallelism).shuffleGrouping("spout");
    builder.setBolt("bolt-2", new TestBolt(), boltParallelism).shuffleGrouping("bolt-1");
    builder.setBolt("bolt-3", new TestBolt(), boltParallelism).shuffleGrouping("bolt-2");
    StormTopology stormToplogy = builder.createTopology();
    INimbus iNimbus = new INimbusTest();
    Map<String, SupervisorDetails> supMap = genSupervisors(4, 4, 200, 2000);
    Config conf = createClusterConfig(50, 250, 250, null);
    conf.put(Config.TOPOLOGY_PRIORITY, 0);
    conf.put(Config.TOPOLOGY_NAME, "testTopology");
    conf.put(Config.TOPOLOGY_WORKER_MAX_HEAP_SIZE_MB, Double.MAX_VALUE);
    conf.put(Config.TOPOLOGY_SUBMITTER_USER, "user");
    conf.put(Config.TOPOLOGY_RAS_ORDER_EXECUTORS_BY_PROXIMITY_NEEDS, true);
    TopologyDetails topo = new TopologyDetails("testTopology-id", conf, stormToplogy, 0, genExecsAndComps(StormCommon.systemTopology(conf, stormToplogy)), CURRENT_TIME, "user");
    Topologies topologies = new Topologies(topo);
    Cluster cluster = new Cluster(iNimbus, new ResourceMetrics(new StormMetricsRegistry()), supMap, new HashMap<>(), topologies, conf);
    ResourceAwareScheduler rs = new ResourceAwareScheduler();
    rs.prepare(conf, new StormMetricsRegistry());
    rs.schedule(topologies, cluster);
    // Sorted execs: [[0, 0], [2, 2], [6, 6], [4, 4], [1, 1], [5, 5], [3, 3], [7, 7]]
    // Ackers: [[7, 7]]]
    HashSet<HashSet<ExecutorDetails>> expectedScheduling = new HashSet<>();
    expectedScheduling.add(new HashSet<>(Arrays.asList(// spout
    new ExecutorDetails(0, 0), // bolt-2
    new ExecutorDetails(6, 6), // bolt-1
    new ExecutorDetails(2, 2), // acker
    new ExecutorDetails(7, 7))));
    expectedScheduling.add(new HashSet<>(Arrays.asList(// bolt-3
    new ExecutorDetails(3, 3), // bolt-2
    new ExecutorDetails(5, 5), // bolt-3
    new ExecutorDetails(4, 4), // bolt-1
    new ExecutorDetails(1, 1))));
    HashSet<HashSet<ExecutorDetails>> foundScheduling = new HashSet<>();
    SchedulerAssignment assignment = cluster.getAssignmentById("testTopology-id");
    for (Collection<ExecutorDetails> execs : assignment.getSlotToExecutors().values()) {
        foundScheduling.add(new HashSet<>(execs));
    }
    Assert.assertEquals(expectedScheduling, foundScheduling);
}

Example 23 with ResourceMetrics

use of org.apache.storm.scheduler.resource.normalization.ResourceMetrics in project storm by apache.

the class TestResourceAwareScheduler method testTopologyWorkerMaxHeapSize.

@Test
public void testTopologyWorkerMaxHeapSize() {
    // Test1: If RAS spreads executors across multiple workers based on the set limit for a worker used by the topology
    INimbus iNimbus = new INimbusTest();
    Map<String, SupervisorDetails> supMap = genSupervisors(2, 2, 400, 2000);
    TopologyBuilder builder1 = new TopologyBuilder();
    builder1.setSpout("wordSpout1", new TestWordSpout(), 4);
    StormTopology stormTopology1 = builder1.createTopology();
    Config config1 = new Config();
    config1.putAll(defaultTopologyConf);
    config1.put(Config.TOPOLOGY_WORKER_MAX_HEAP_SIZE_MB, 128.0);
    Map<ExecutorDetails, String> executorMap1 = genExecsAndComps(stormTopology1);
    TopologyDetails topology1 = new TopologyDetails("topology1", config1, stormTopology1, 1, executorMap1, 0, "user");
    ResourceAwareScheduler rs = new ResourceAwareScheduler();
    Topologies topologies = new Topologies(topology1);
    Cluster cluster = new Cluster(iNimbus, new ResourceMetrics(new StormMetricsRegistry()), supMap, new HashMap<>(), topologies, config1);
    rs.prepare(config1, new StormMetricsRegistry());
    try {
        rs.schedule(topologies, cluster);
        assertFalse(cluster.needsSchedulingRas(topology1));
        assertTrue(cluster.getStatusMap().get(topology1.getId()).startsWith("Running - Fully Scheduled by DefaultResourceAwareStrategy"));
        assertEquals(4, cluster.getAssignedNumWorkers(topology1));
    } finally {
        rs.cleanup();
    }
    // Test2: test when no more workers are available due to topology worker max heap size limit but there is memory is still available
    // wordSpout2 is going to contain 5 executors that needs scheduling. Each of those executors has a memory requirement of 128.0 MB
    // The cluster contains 4 free WorkerSlots. For this topolology each worker is limited to a max heap size of 128.0
    // Thus, one executor not going to be able to get scheduled thus failing the scheduling of this topology and no executors of this
    // topology will be scheduled
    TopologyBuilder builder2 = new TopologyBuilder();
    builder2.setSpout("wordSpout2", new TestWordSpout(), 5);
    StormTopology stormTopology2 = builder2.createTopology();
    Config config2 = new Config();
    config2.putAll(defaultTopologyConf);
    config2.put(Config.TOPOLOGY_WORKER_MAX_HEAP_SIZE_MB, 128.0);
    Map<ExecutorDetails, String> executorMap2 = genExecsAndComps(stormTopology2);
    TopologyDetails topology2 = new TopologyDetails("topology2", config2, stormTopology2, 1, executorMap2, 0, "user");
    topologies = new Topologies(topology2);
    cluster = new Cluster(iNimbus, new ResourceMetrics(new StormMetricsRegistry()), supMap, new HashMap<>(), topologies, config2);
    rs.prepare(config2, new StormMetricsRegistry());
    try {
        rs.schedule(topologies, cluster);
        assertTrue(cluster.needsSchedulingRas(topology2));
        String status = cluster.getStatusMap().get(topology2.getId());
        assert status.startsWith("Not enough resources to schedule") : status;
        // assert status.endsWith("5 executors not scheduled") : status;
        assertEquals(5, cluster.getUnassignedExecutors(topology2).size());
    } finally {
        rs.cleanup();
    }
}

Example 24 with ResourceMetrics

use of org.apache.storm.scheduler.resource.normalization.ResourceMetrics in project storm by apache.

the class TestResourceAwareScheduler method testFaultTolerance.

/**
 * Test correct behavior when a supervisor dies.  Check if the scheduler handles it correctly and evicts the correct
 * topology when rescheduling the executors from the died supervisor
 */
@Test
public void testFaultTolerance() {
    INimbus iNimbus = new INimbusTest();
    Map<String, SupervisorDetails> supMap = genSupervisors(6, 4, 100, 1000);
    Map<String, Map<String, Number>> resourceUserPool = userResourcePool(userRes("jerry", 50, 500), userRes("bobby", 200, 2_000), userRes("derek", 100, 1_000));
    Config config = createClusterConfig(100, 500, 500, resourceUserPool);
    Topologies topologies = new Topologies(genTopology("topo-1", config, 1, 0, 1, 0, currentTime - 2, 21, "jerry"), genTopology("topo-2", config, 1, 0, 1, 0, currentTime - 2, 20, "jerry"), genTopology("topo-3", config, 1, 0, 1, 0, currentTime - 2, 10, "bobby"), genTopology("topo-4", config, 1, 0, 1, 0, currentTime - 2, 10, "bobby"), genTopology("topo-5", config, 1, 0, 1, 0, currentTime - 2, 29, "derek"), genTopology("topo-6", config, 1, 0, 1, 0, currentTime - 2, 10, "derek"));
    Cluster cluster = new Cluster(iNimbus, new ResourceMetrics(new StormMetricsRegistry()), supMap, new HashMap<>(), topologies, config);
    scheduler = new ResourceAwareScheduler();
    scheduler.prepare(config, new StormMetricsRegistry());
    scheduler.schedule(topologies, cluster);
    assertTopologiesFullyScheduled(cluster, "topo-1", "topo-2", "topo-3", "topo-4", "topo-5", "topo-6");
    // fail supervisor
    SupervisorDetails supFailed = cluster.getSupervisors().values().iterator().next();
    LOG.info("/***** failing supervisor: {} ****/", supFailed.getHost());
    supMap.remove(supFailed.getId());
    Map<String, SchedulerAssignmentImpl> newAssignments = new HashMap<>();
    for (Map.Entry<String, SchedulerAssignment> topoToAssignment : cluster.getAssignments().entrySet()) {
        String topoId = topoToAssignment.getKey();
        SchedulerAssignment assignment = topoToAssignment.getValue();
        Map<ExecutorDetails, WorkerSlot> executorToSlots = new HashMap<>();
        for (Map.Entry<ExecutorDetails, WorkerSlot> execToWorker : assignment.getExecutorToSlot().entrySet()) {
            ExecutorDetails exec = execToWorker.getKey();
            WorkerSlot ws = execToWorker.getValue();
            if (!ws.getNodeId().equals(supFailed.getId())) {
                executorToSlots.put(exec, ws);
            }
        }
        newAssignments.put(topoId, new SchedulerAssignmentImpl(topoId, executorToSlots, null, null));
    }
    Map<String, String> statusMap = cluster.getStatusMap();
    LOG.warn("Rescheduling with removed Supervisor....");
    cluster = new Cluster(iNimbus, new ResourceMetrics(new StormMetricsRegistry()), supMap, newAssignments, topologies, config);
    cluster.setStatusMap(statusMap);
    scheduler.schedule(topologies, cluster);
    assertTopologiesFullyScheduled(cluster, "topo-2", "topo-3", "topo-4", "topo-5", "topo-6");
    assertTopologiesNotScheduled(cluster, "topo-1");
}

Example 25 with ResourceMetrics

use of org.apache.storm.scheduler.resource.normalization.ResourceMetrics in project storm by apache.

the class TestResourceAwareScheduler method sanityTestOfScheduling.

@Test
public void sanityTestOfScheduling() {
    INimbus iNimbus = new INimbusTest();
    Map<String, SupervisorDetails> supMap = genSupervisors(1, 2, 400, 2000);
    Config config = new Config();
    config.putAll(defaultTopologyConf);
    scheduler = new ResourceAwareScheduler();
    TopologyDetails topology1 = genTopology("topology1", config, 1, 1, 1, 1, 0, 0, "user");
    Topologies topologies = new Topologies(topology1);
    Cluster cluster = new Cluster(iNimbus, new ResourceMetrics(new StormMetricsRegistry()), supMap, new HashMap<>(), topologies, config);
    scheduler.prepare(config, new StormMetricsRegistry());
    scheduler.schedule(topologies, cluster);
    SchedulerAssignment assignment = cluster.getAssignmentById(topology1.getId());
    Set<WorkerSlot> assignedSlots = assignment.getSlots();
    Set<String> nodesIDs = new HashSet<>();
    for (WorkerSlot slot : assignedSlots) {
        nodesIDs.add(slot.getNodeId());
    }
    Collection<ExecutorDetails> executors = assignment.getExecutors();
    assertEquals(1, assignedSlots.size());
    assertEquals(1, nodesIDs.size());
    assertEquals(2, executors.size());
    assertFalse(cluster.needsSchedulingRas(topology1));
    assertTrue(cluster.getStatusMap().get(topology1.getId()).startsWith("Running - Fully Scheduled by DefaultResourceAwareStrategy"));
}