Examples with Cluster org.apache.storm.scheduler.Cluster used on opensource projects

Example 21 with Cluster

use of org.apache.storm.scheduler.Cluster in project storm by apache.

the class TestResourceAwareScheduler method testHeterogeneousCluster.

@Test
public void testHeterogeneousCluster() {
    INimbus iNimbus = new TestUtilsForResourceAwareScheduler.INimbusTest();
    // strong supervisor node
    Map<String, Number> resourceMap1 = new HashMap<>();
    resourceMap1.put(Config.SUPERVISOR_CPU_CAPACITY, 800.0);
    resourceMap1.put(Config.SUPERVISOR_MEMORY_CAPACITY_MB, 4096.0);
    // weak supervisor node
    Map<String, Number> resourceMap2 = new HashMap<>();
    resourceMap2.put(Config.SUPERVISOR_CPU_CAPACITY, 200.0);
    resourceMap2.put(Config.SUPERVISOR_MEMORY_CAPACITY_MB, 1024.0);
    Map<String, SupervisorDetails> supMap = new HashMap<String, SupervisorDetails>();
    for (int i = 0; i < 2; i++) {
        List<Number> ports = new LinkedList<Number>();
        for (int j = 0; j < 4; j++) {
            ports.add(j);
        }
        SupervisorDetails sup = new SupervisorDetails("sup-" + i, "host-" + i, null, ports, (Map) (i == 0 ? resourceMap1 : resourceMap2));
        supMap.put(sup.getId(), sup);
    }
    // topo1 has one single huge task that can not be handled by the small-super
    TopologyBuilder builder1 = new TopologyBuilder();
    builder1.setSpout("wordSpout1", new TestWordSpout(), 1).setCPULoad(300.0).setMemoryLoad(2000.0, 48.0);
    StormTopology stormTopology1 = builder1.createTopology();
    Config config1 = new Config();
    config1.putAll(defaultTopologyConf);
    Map<ExecutorDetails, String> executorMap1 = TestUtilsForResourceAwareScheduler.genExecsAndComps(stormTopology1);
    TopologyDetails topology1 = new TopologyDetails("topology1", config1, stormTopology1, 1, executorMap1, 0);
    // topo2 has 4 large tasks
    TopologyBuilder builder2 = new TopologyBuilder();
    builder2.setSpout("wordSpout2", new TestWordSpout(), 4).setCPULoad(100.0).setMemoryLoad(500.0, 12.0);
    StormTopology stormTopology2 = builder2.createTopology();
    Config config2 = new Config();
    config2.putAll(defaultTopologyConf);
    Map<ExecutorDetails, String> executorMap2 = TestUtilsForResourceAwareScheduler.genExecsAndComps(stormTopology2);
    TopologyDetails topology2 = new TopologyDetails("topology2", config2, stormTopology2, 1, executorMap2, 0);
    // topo3 has 4 large tasks
    TopologyBuilder builder3 = new TopologyBuilder();
    builder3.setSpout("wordSpout3", new TestWordSpout(), 4).setCPULoad(20.0).setMemoryLoad(200.0, 56.0);
    StormTopology stormTopology3 = builder3.createTopology();
    Config config3 = new Config();
    config3.putAll(defaultTopologyConf);
    Map<ExecutorDetails, String> executorMap3 = TestUtilsForResourceAwareScheduler.genExecsAndComps(stormTopology3);
    TopologyDetails topology3 = new TopologyDetails("topology3", config2, stormTopology3, 1, executorMap3, 0);
    // topo4 has 12 small tasks, whose mem usage does not exactly divide a node's mem capacity
    TopologyBuilder builder4 = new TopologyBuilder();
    builder4.setSpout("wordSpout4", new TestWordSpout(), 12).setCPULoad(30.0).setMemoryLoad(100.0, 0.0);
    StormTopology stormTopology4 = builder4.createTopology();
    Config config4 = new Config();
    config4.putAll(defaultTopologyConf);
    Map<ExecutorDetails, String> executorMap4 = TestUtilsForResourceAwareScheduler.genExecsAndComps(stormTopology4);
    TopologyDetails topology4 = new TopologyDetails("topology4", config4, stormTopology4, 1, executorMap4, 0);
    // topo5 has 40 small tasks, it should be able to exactly use up both the cpu and mem in the cluster
    TopologyBuilder builder5 = new TopologyBuilder();
    builder5.setSpout("wordSpout5", new TestWordSpout(), 40).setCPULoad(25.0).setMemoryLoad(100.0, 28.0);
    StormTopology stormTopology5 = builder5.createTopology();
    Config config5 = new Config();
    config5.putAll(defaultTopologyConf);
    Map<ExecutorDetails, String> executorMap5 = TestUtilsForResourceAwareScheduler.genExecsAndComps(stormTopology5);
    TopologyDetails topology5 = new TopologyDetails("topology5", config5, stormTopology5, 1, executorMap5, 0);
    // Test1: Launch topo 1-3 together, it should be able to use up either mem or cpu resource due to exact division
    Cluster cluster = new Cluster(iNimbus, supMap, new HashMap<String, SchedulerAssignmentImpl>(), config1);
    ResourceAwareScheduler rs = new ResourceAwareScheduler();
    Map<String, TopologyDetails> topoMap = new HashMap<>();
    topoMap.put(topology1.getId(), topology1);
    topoMap.put(topology2.getId(), topology2);
    topoMap.put(topology3.getId(), topology3);
    Topologies topologies = new Topologies(topoMap);
    rs.prepare(config1);
    rs.schedule(topologies, cluster);
    Assert.assertEquals("Running - Fully Scheduled by DefaultResourceAwareStrategy", cluster.getStatusMap().get(topology1.getId()));
    Assert.assertEquals("Running - Fully Scheduled by DefaultResourceAwareStrategy", cluster.getStatusMap().get(topology2.getId()));
    Assert.assertEquals("Running - Fully Scheduled by DefaultResourceAwareStrategy", cluster.getStatusMap().get(topology3.getId()));
    Map<SupervisorDetails, Double> superToCpu = TestUtilsForResourceAwareScheduler.getSupervisorToCpuUsage(cluster, topologies);
    Map<SupervisorDetails, Double> superToMem = TestUtilsForResourceAwareScheduler.getSupervisorToMemoryUsage(cluster, topologies);
    final Double EPSILON = 0.0001;
    for (SupervisorDetails supervisor : supMap.values()) {
        Double cpuAvailable = supervisor.getTotalCPU();
        Double memAvailable = supervisor.getTotalMemory();
        Double cpuUsed = superToCpu.get(supervisor);
        Double memUsed = superToMem.get(supervisor);
        Assert.assertTrue((Math.abs(memAvailable - memUsed) < EPSILON) || (Math.abs(cpuAvailable - cpuUsed) < EPSILON));
    }
    // end of Test1
    // Test2: Launch topo 1, 2 and 4, they together request a little more mem than available, so one of the 3 topos will not be scheduled
    cluster = new Cluster(iNimbus, supMap, new HashMap<String, SchedulerAssignmentImpl>(), config1);
    topoMap = new HashMap<>();
    topoMap.put(topology1.getId(), topology1);
    topoMap.put(topology2.getId(), topology2);
    topoMap.put(topology4.getId(), topology4);
    topologies = new Topologies(topoMap);
    rs.prepare(config1);
    rs.schedule(topologies, cluster);
    int numTopologiesAssigned = 0;
    if (cluster.getStatusMap().get(topology1.getId()).equals("Running - Fully Scheduled by DefaultResourceAwareStrategy")) {
        numTopologiesAssigned++;
    }
    if (cluster.getStatusMap().get(topology2.getId()).equals("Running - Fully Scheduled by DefaultResourceAwareStrategy")) {
        numTopologiesAssigned++;
    }
    if (cluster.getStatusMap().get(topology4.getId()).equals("Running - Fully Scheduled by DefaultResourceAwareStrategy")) {
        numTopologiesAssigned++;
    }
    Assert.assertEquals(2, numTopologiesAssigned);
    //end of Test2
    //Test3: "Launch topo5 only, both mem and cpu should be exactly used up"
    cluster = new Cluster(iNimbus, supMap, new HashMap<String, SchedulerAssignmentImpl>(), config1);
    topoMap = new HashMap<>();
    topoMap.put(topology5.getId(), topology5);
    topologies = new Topologies(topoMap);
    rs.prepare(config1);
    rs.schedule(topologies, cluster);
    superToCpu = TestUtilsForResourceAwareScheduler.getSupervisorToCpuUsage(cluster, topologies);
    superToMem = TestUtilsForResourceAwareScheduler.getSupervisorToMemoryUsage(cluster, topologies);
    for (SupervisorDetails supervisor : supMap.values()) {
        Double cpuAvailable = supervisor.getTotalCPU();
        Double memAvailable = supervisor.getTotalMemory();
        Double cpuUsed = superToCpu.get(supervisor);
        Double memUsed = superToMem.get(supervisor);
        Assert.assertEquals(cpuAvailable, cpuUsed, 0.0001);
        Assert.assertEquals(memAvailable, memUsed, 0.0001);
    }
//end of Test3
}

Example 22 with Cluster

use of org.apache.storm.scheduler.Cluster in project storm by apache.

the class TestResourceAwareScheduler method testTopologySetCpuAndMemLoad.

@Test
public void testTopologySetCpuAndMemLoad() {
    INimbus iNimbus = new TestUtilsForResourceAwareScheduler.INimbusTest();
    Map<String, Number> resourceMap = new HashMap<>();
    resourceMap.put(Config.SUPERVISOR_CPU_CAPACITY, 400.0);
    resourceMap.put(Config.SUPERVISOR_MEMORY_CAPACITY_MB, 2000.0);
    Map<String, SupervisorDetails> supMap = TestUtilsForResourceAwareScheduler.genSupervisors(2, 2, resourceMap);
    // a topology with multiple spouts
    TopologyBuilder builder1 = new TopologyBuilder();
    builder1.setSpout("wordSpout", new TestWordSpout(), 1).setCPULoad(20.0).setMemoryLoad(200.0);
    builder1.setBolt("wordCountBolt", new TestWordCounter(), 1).shuffleGrouping("wordSpout").setCPULoad(20.0).setMemoryLoad(200.0);
    StormTopology stormTopology1 = builder1.createTopology();
    Config config = new Config();
    config.putAll(defaultTopologyConf);
    Map<ExecutorDetails, String> executorMap1 = TestUtilsForResourceAwareScheduler.genExecsAndComps(stormTopology1);
    TopologyDetails topology1 = new TopologyDetails("topology1", config, stormTopology1, 0, executorMap1, 0);
    Cluster cluster = new Cluster(iNimbus, supMap, new HashMap<String, SchedulerAssignmentImpl>(), config);
    ResourceAwareScheduler rs = new ResourceAwareScheduler();
    Map<String, TopologyDetails> topoMap = new HashMap<>();
    topoMap.put(topology1.getId(), topology1);
    Topologies topologies = new Topologies(topoMap);
    rs.prepare(config);
    rs.schedule(topologies, cluster);
    SchedulerAssignment assignment1 = cluster.getAssignmentById(topology1.getId());
    Set<WorkerSlot> assignedSlots1 = assignment1.getSlots();
    double assignedMemory = 0.0;
    double assignedCpu = 0.0;
    Set<String> nodesIDs1 = new HashSet<>();
    for (WorkerSlot slot : assignedSlots1) {
        nodesIDs1.add(slot.getNodeId());
        assignedMemory += slot.getAllocatedMemOnHeap() + slot.getAllocatedMemOffHeap();
        assignedCpu += slot.getAllocatedCpu();
    }
    Collection<ExecutorDetails> executors1 = assignment1.getExecutors();
    Assert.assertEquals(1, assignedSlots1.size());
    Assert.assertEquals(1, nodesIDs1.size());
    Assert.assertEquals(2, executors1.size());
    Assert.assertEquals(400.0, assignedMemory, 0.001);
    Assert.assertEquals(40.0, assignedCpu, 0.001);
    Assert.assertEquals("Running - Fully Scheduled by DefaultResourceAwareStrategy", cluster.getStatusMap().get(topology1.getId()));
}

Example 23 with Cluster

use of org.apache.storm.scheduler.Cluster in project storm by apache.

the class TestResourceAwareScheduler method TestTopologySortedInCorrectOrder.

@Test
public void TestTopologySortedInCorrectOrder() {
    INimbus iNimbus = new TestUtilsForResourceAwareScheduler.INimbusTest();
    Map<String, Number> resourceMap = new HashMap<String, Number>();
    resourceMap.put(Config.SUPERVISOR_CPU_CAPACITY, 100.0);
    resourceMap.put(Config.SUPERVISOR_MEMORY_CAPACITY_MB, 1024.0);
    Map<String, SupervisorDetails> supMap = TestUtilsForResourceAwareScheduler.genSupervisors(20, 4, resourceMap);
    Config config = new Config();
    config.putAll(Utils.readDefaultConfig());
    config.put(Config.RESOURCE_AWARE_SCHEDULER_EVICTION_STRATEGY, org.apache.storm.scheduler.resource.strategies.eviction.DefaultEvictionStrategy.class.getName());
    config.put(Config.RESOURCE_AWARE_SCHEDULER_PRIORITY_STRATEGY, org.apache.storm.scheduler.resource.strategies.priority.DefaultSchedulingPriorityStrategy.class.getName());
    config.put(Config.TOPOLOGY_SCHEDULER_STRATEGY, org.apache.storm.scheduler.resource.strategies.scheduling.DefaultResourceAwareStrategy.class.getName());
    config.put(Config.TOPOLOGY_COMPONENT_CPU_PCORE_PERCENT, 10.0);
    config.put(Config.TOPOLOGY_COMPONENT_RESOURCES_OFFHEAP_MEMORY_MB, 128.0);
    config.put(Config.TOPOLOGY_COMPONENT_RESOURCES_ONHEAP_MEMORY_MB, 0.0);
    config.put(Config.TOPOLOGY_SUBMITTER_USER, TOPOLOGY_SUBMITTER);
    Map<String, Map<String, Number>> resourceUserPool = new HashMap<String, Map<String, Number>>();
    resourceUserPool.put("jerry", new HashMap<String, Number>());
    resourceUserPool.get("jerry").put("cpu", 1000);
    resourceUserPool.get("jerry").put("memory", 8192.0);
    resourceUserPool.put("bobby", new HashMap<String, Number>());
    resourceUserPool.get("bobby").put("cpu", 10000.0);
    resourceUserPool.get("bobby").put("memory", 32768);
    resourceUserPool.put("derek", new HashMap<String, Number>());
    resourceUserPool.get("derek").put("cpu", 5000.0);
    resourceUserPool.get("derek").put("memory", 16384.0);
    config.put(Config.RESOURCE_AWARE_SCHEDULER_USER_POOLS, resourceUserPool);
    TopologyDetails topo1 = TestUtilsForResourceAwareScheduler.getTopology("topo-1", config, 5, 15, 1, 1, currentTime - 2, 20);
    TopologyDetails topo2 = TestUtilsForResourceAwareScheduler.getTopology("topo-2", config, 5, 15, 1, 1, currentTime - 8, 30);
    TopologyDetails topo3 = TestUtilsForResourceAwareScheduler.getTopology("topo-3", config, 5, 15, 1, 1, currentTime - 16, 30);
    TopologyDetails topo4 = TestUtilsForResourceAwareScheduler.getTopology("topo-4", config, 5, 15, 1, 1, currentTime - 16, 20);
    TopologyDetails topo5 = TestUtilsForResourceAwareScheduler.getTopology("topo-5", config, 5, 15, 1, 1, currentTime - 24, 30);
    Map<String, TopologyDetails> topoMap = new HashMap<String, TopologyDetails>();
    topoMap.put(topo1.getId(), topo1);
    topoMap.put(topo2.getId(), topo2);
    topoMap.put(topo3.getId(), topo3);
    topoMap.put(topo4.getId(), topo4);
    topoMap.put(topo5.getId(), topo5);
    Cluster cluster = new Cluster(iNimbus, supMap, new HashMap<String, SchedulerAssignmentImpl>(), config);
    Topologies topologies = new Topologies(topoMap);
    ResourceAwareScheduler rs = new ResourceAwareScheduler();
    rs.prepare(config);
    rs.schedule(topologies, cluster);
    Set<TopologyDetails> queue = rs.getUser("jerry").getTopologiesPending();
    Assert.assertEquals("check size", queue.size(), 0);
    queue = rs.getUser("jerry").getTopologiesRunning();
    Iterator<TopologyDetails> itr = queue.iterator();
    TopologyDetails topo = itr.next();
    LOG.info("{} - {}", topo.getName(), queue);
    Assert.assertEquals("check order", topo.getName(), "topo-4");
    topo = itr.next();
    LOG.info("{} - {}", topo.getName(), queue);
    Assert.assertEquals("check order", topo.getName(), "topo-1");
    topo = itr.next();
    LOG.info("{} - {}", topo.getName(), queue);
    Assert.assertEquals("check order", topo.getName(), "topo-5");
    topo = itr.next();
    LOG.info("{} - {}", topo.getName(), queue);
    Assert.assertEquals("check order", topo.getName(), "topo-3");
    topo = itr.next();
    LOG.info("{} - {}", topo.getName(), queue);
    Assert.assertEquals("check order", topo.getName(), "topo-2");
    TopologyDetails topo6 = TestUtilsForResourceAwareScheduler.getTopology("topo-6", config, 5, 15, 1, 1, currentTime - 30, 10);
    topoMap.put(topo6.getId(), topo6);
    topologies = new Topologies(topoMap);
    rs.prepare(config);
    rs.schedule(topologies, cluster);
    queue = rs.getUser("jerry").getTopologiesRunning();
    itr = queue.iterator();
    topo = itr.next();
    Assert.assertEquals("check order", topo.getName(), "topo-6");
    topo = itr.next();
    Assert.assertEquals("check order", topo.getName(), "topo-4");
    topo = itr.next();
    Assert.assertEquals("check order", topo.getName(), "topo-1");
    topo = itr.next();
    Assert.assertEquals("check order", topo.getName(), "topo-5");
    topo = itr.next();
    Assert.assertEquals("check order", topo.getName(), "topo-3");
    topo = itr.next();
    Assert.assertEquals("check order", topo.getName(), "topo-2");
    queue = rs.getUser("jerry").getTopologiesPending();
    Assert.assertEquals("check size", queue.size(), 0);
}

Example 24 with Cluster

use of org.apache.storm.scheduler.Cluster in project storm by apache.

the class TestResourceAwareScheduler method TestSubmitUsersWithNoGuarantees.

@Test
public void TestSubmitUsersWithNoGuarantees() {
    INimbus iNimbus = new TestUtilsForResourceAwareScheduler.INimbusTest();
    Map<String, Number> resourceMap = new HashMap<String, Number>();
    resourceMap.put(Config.SUPERVISOR_CPU_CAPACITY, 100.0);
    resourceMap.put(Config.SUPERVISOR_MEMORY_CAPACITY_MB, 1000.0);
    Map<String, SupervisorDetails> supMap = TestUtilsForResourceAwareScheduler.genSupervisors(4, 4, resourceMap);
    Config config = new Config();
    config.putAll(Utils.readDefaultConfig());
    config.put(Config.RESOURCE_AWARE_SCHEDULER_EVICTION_STRATEGY, org.apache.storm.scheduler.resource.strategies.eviction.DefaultEvictionStrategy.class.getName());
    config.put(Config.RESOURCE_AWARE_SCHEDULER_PRIORITY_STRATEGY, org.apache.storm.scheduler.resource.strategies.priority.DefaultSchedulingPriorityStrategy.class.getName());
    config.put(Config.TOPOLOGY_SCHEDULER_STRATEGY, org.apache.storm.scheduler.resource.strategies.scheduling.DefaultResourceAwareStrategy.class.getName());
    config.put(Config.TOPOLOGY_COMPONENT_CPU_PCORE_PERCENT, 100.0);
    config.put(Config.TOPOLOGY_COMPONENT_RESOURCES_OFFHEAP_MEMORY_MB, 500);
    config.put(Config.TOPOLOGY_COMPONENT_RESOURCES_ONHEAP_MEMORY_MB, 500);
    Map<String, Map<String, Number>> resourceUserPool = new HashMap<String, Map<String, Number>>();
    resourceUserPool.put("jerry", new HashMap<String, Number>());
    resourceUserPool.get("jerry").put("cpu", 200.0);
    resourceUserPool.get("jerry").put("memory", 2000.0);
    config.put(Config.RESOURCE_AWARE_SCHEDULER_USER_POOLS, resourceUserPool);
    Cluster cluster = new Cluster(iNimbus, supMap, new HashMap<String, SchedulerAssignmentImpl>(), config);
    config.put(Config.TOPOLOGY_SUBMITTER_USER, "jerry");
    TopologyDetails topo1 = TestUtilsForResourceAwareScheduler.getTopology("topo-1", config, 1, 0, 1, 0, currentTime - 2, 10);
    TopologyDetails topo2 = TestUtilsForResourceAwareScheduler.getTopology("topo-2", config, 1, 0, 1, 0, currentTime - 2, 20);
    TopologyDetails topo3 = TestUtilsForResourceAwareScheduler.getTopology("topo-3", config, 1, 0, 1, 0, currentTime - 2, 20);
    config.put(Config.TOPOLOGY_SUBMITTER_USER, "bobby");
    TopologyDetails topo4 = TestUtilsForResourceAwareScheduler.getTopology("topo-4", config, 1, 0, 1, 0, currentTime - 2, 10);
    TopologyDetails topo5 = TestUtilsForResourceAwareScheduler.getTopology("topo-5", config, 1, 0, 1, 0, currentTime - 2, 20);
    Map<String, TopologyDetails> topoMap = new HashMap<String, TopologyDetails>();
    topoMap.put(topo1.getId(), topo1);
    topoMap.put(topo2.getId(), topo2);
    topoMap.put(topo3.getId(), topo3);
    topoMap.put(topo4.getId(), topo4);
    topoMap.put(topo5.getId(), topo5);
    Topologies topologies = new Topologies(topoMap);
    ResourceAwareScheduler rs = new ResourceAwareScheduler();
    rs.prepare(config);
    rs.schedule(topologies, cluster);
    for (TopologyDetails topo : rs.getUser("jerry").getTopologiesRunning()) {
        Assert.assertTrue("assert topology success", TestUtilsForResourceAwareScheduler.assertStatusSuccess(cluster.getStatusMap().get(topo.getId())));
    }
    Assert.assertEquals("# of running topologies", 3, rs.getUser("jerry").getTopologiesRunning().size());
    Assert.assertEquals("# of pending topologies", 0, rs.getUser("jerry").getTopologiesPending().size());
    Assert.assertEquals("# of attempted topologies", 0, rs.getUser("jerry").getTopologiesAttempted().size());
    Assert.assertEquals("# of invalid topologies", 0, rs.getUser("jerry").getTopologiesInvalid().size());
    for (TopologyDetails topo : rs.getUser("bobby").getTopologiesRunning()) {
        Assert.assertTrue("assert topology success", TestUtilsForResourceAwareScheduler.assertStatusSuccess(cluster.getStatusMap().get(topo.getId())));
    }
    Assert.assertEquals("# of running topologies", 1, rs.getUser("bobby").getTopologiesRunning().size());
    Assert.assertEquals("# of pending topologies", 0, rs.getUser("bobby").getTopologiesPending().size());
    Assert.assertEquals("# of attempted topologies", 1, rs.getUser("bobby").getTopologiesAttempted().size());
    Assert.assertEquals("# of invalid topologies", 0, rs.getUser("bobby").getTopologiesInvalid().size());
}