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Example 46 with StopWatch

use of org.apache.commons.lang3.time.StopWatch in project azure-sdk-for-java by Azure.

the class CreateVirtualMachinesInParallel method runSample.

/**
     * Main function which runs the actual sample.
     * @param azure instance of the azure client
     * @return true if sample runs successfully
     */
public static boolean runSample(Azure azure) {
    final String rgName = SdkContext.randomResourceName("rgCOPD", 24);
    final String userName = "tirekicker";
    final String sshKey = "ssh-rsa AAAAB3NzaC1yc2EAAAADAQABAAABAQCfSPC2K7LZcFKEO+/t3dzmQYtrJFZNxOsbVgOVKietqHyvmYGHEC0J2wPdAqQ/63g/hhAEFRoyehM+rbeDri4txB3YFfnOK58jqdkyXzupWqXzOrlKY4Wz9SKjjN765+dqUITjKRIaAip1Ri137szRg71WnrmdP3SphTRlCx1Bk2nXqWPsclbRDCiZeF8QOTi4JqbmJyK5+0UqhqYRduun8ylAwKKQJ1NJt85sYIHn9f1Rfr6Tq2zS0wZ7DHbZL+zB5rSlAr8QyUdg/GQD+cmSs6LvPJKL78d6hMGk84ARtFo4A79ovwX/Fj01znDQkU6nJildfkaolH2rWFG/qttD azjava@javalib.com";
    Map<Region, Integer> virtualMachinesByLocation = new HashMap<Region, Integer>();
    // debug target
    /**
         virtualMachinesByLocation.put(Region.US_EAST, 5);
         virtualMachinesByLocation.put(Region.US_SOUTH_CENTRAL, 5);
         */
    // final demo target
    virtualMachinesByLocation.put(Region.US_EAST, 12);
    virtualMachinesByLocation.put(Region.US_SOUTH_CENTRAL, 12);
    virtualMachinesByLocation.put(Region.US_WEST, 12);
    virtualMachinesByLocation.put(Region.US_NORTH_CENTRAL, 12);
    try {
        //=============================================================
        // Create a resource group (Where all resources gets created)
        //
        ResourceGroup resourceGroup = azure.resourceGroups().define(rgName).withRegion(Region.US_EAST).create();
        System.out.println("Created a new resource group - " + resourceGroup.id());
        List<String> publicIpCreatableKeys = new ArrayList<>();
        // Prepare a batch of Creatable definitions
        //
        List<Creatable<VirtualMachine>> creatableVirtualMachines = new ArrayList<>();
        for (Map.Entry<Region, Integer> entry : virtualMachinesByLocation.entrySet()) {
            Region region = entry.getKey();
            Integer vmCount = entry.getValue();
            //=============================================================
            // Create 1 network creatable per region
            // Prepare Creatable Network definition (Where all the virtual machines get added to)
            //
            String networkName = SdkContext.randomResourceName("vnetCOPD-", 20);
            Creatable<Network> networkCreatable = azure.networks().define(networkName).withRegion(region).withExistingResourceGroup(resourceGroup).withAddressSpace("172.16.0.0/16");
            //=============================================================
            // Create 1 storage creatable per region (For storing VMs disk)
            //
            String storageAccountName = SdkContext.randomResourceName("stgcopd", 20);
            Creatable<StorageAccount> storageAccountCreatable = azure.storageAccounts().define(storageAccountName).withRegion(region).withExistingResourceGroup(resourceGroup);
            String linuxVMNamePrefix = SdkContext.randomResourceName("vm-", 15);
            for (int i = 1; i <= vmCount; i++) {
                //=============================================================
                // Create 1 public IP address creatable
                //
                Creatable<PublicIPAddress> publicIPAddressCreatable = azure.publicIPAddresses().define(String.format("%s-%d", linuxVMNamePrefix, i)).withRegion(region).withExistingResourceGroup(resourceGroup).withLeafDomainLabel(SdkContext.randomResourceName("pip", 10));
                publicIpCreatableKeys.add(publicIPAddressCreatable.key());
                //=============================================================
                // Create 1 virtual machine creatable
                Creatable<VirtualMachine> virtualMachineCreatable = azure.virtualMachines().define(String.format("%s-%d", linuxVMNamePrefix, i)).withRegion(region).withExistingResourceGroup(resourceGroup).withNewPrimaryNetwork(networkCreatable).withPrimaryPrivateIPAddressDynamic().withNewPrimaryPublicIPAddress(publicIPAddressCreatable).withPopularLinuxImage(KnownLinuxVirtualMachineImage.UBUNTU_SERVER_16_04_LTS).withRootUsername(userName).withSsh(sshKey).withSize(VirtualMachineSizeTypes.STANDARD_DS3_V2).withNewStorageAccount(storageAccountCreatable);
                creatableVirtualMachines.add(virtualMachineCreatable);
            }
        }
        //=============================================================
        // Create !!
        StopWatch stopwatch = new StopWatch();
        System.out.println("Creating the virtual machines");
        stopwatch.start();
        CreatedResources<VirtualMachine> virtualMachines = azure.virtualMachines().create(creatableVirtualMachines);
        stopwatch.stop();
        System.out.println("Created virtual machines");
        for (VirtualMachine virtualMachine : virtualMachines.values()) {
            System.out.println(virtualMachine.id());
        }
        System.out.println("Virtual Machines created: (took " + (stopwatch.getTime() / 1000) + " seconds to create) == " + virtualMachines.size() + " == virtual machines");
        List<String> publicIpResourceIds = new ArrayList<>();
        for (String publicIpCreatableKey : publicIpCreatableKeys) {
            PublicIPAddress pip = (PublicIPAddress) virtualMachines.createdRelatedResource(publicIpCreatableKey);
            publicIpResourceIds.add(pip.id());
        }
        //=============================================================
        // Create 1 Traffic Manager Profile
        //
        String trafficManagerName = SdkContext.randomResourceName("tra", 15);
        TrafficManagerProfile.DefinitionStages.WithEndpoint profileWithEndpoint = azure.trafficManagerProfiles().define(trafficManagerName).withExistingResourceGroup(resourceGroup).withLeafDomainLabel(trafficManagerName).withPerformanceBasedRouting();
        int endpointPriority = 1;
        TrafficManagerProfile.DefinitionStages.WithCreate profileWithCreate = null;
        for (String publicIpResourceId : publicIpResourceIds) {
            String endpointName = String.format("azendpoint-%d", endpointPriority);
            if (endpointPriority == 1) {
                profileWithCreate = profileWithEndpoint.defineAzureTargetEndpoint(endpointName).toResourceId(publicIpResourceId).withRoutingPriority(endpointPriority).attach();
            } else {
                profileWithCreate = profileWithCreate.defineAzureTargetEndpoint(endpointName).toResourceId(publicIpResourceId).withRoutingPriority(endpointPriority).attach();
            }
            endpointPriority++;
        }
        System.out.println("Creating a traffic manager profile for the VMs");
        stopwatch.reset();
        stopwatch.start();
        TrafficManagerProfile trafficManagerProfile = profileWithCreate.create();
        stopwatch.stop();
        System.out.println("Created a traffic manager profile (took " + (stopwatch.getTime() / 1000) + " seconds to create): " + trafficManagerProfile.id());
        return true;
    } catch (Exception f) {
        System.out.println(f.getMessage());
        f.printStackTrace();
    } finally {
        try {
            System.out.println("Deleting Resource Group: " + rgName);
            azure.resourceGroups().deleteByName(rgName);
            System.out.println("Deleted Resource Group: " + rgName);
        } catch (NullPointerException npe) {
            System.out.println("Did not create any resources in Azure. No clean up is necessary");
        } catch (Exception g) {
            g.printStackTrace();
        }
    }
    return false;
}
Also used : HashMap(java.util.HashMap) TrafficManagerProfile(com.microsoft.azure.management.trafficmanager.TrafficManagerProfile) ArrayList(java.util.ArrayList) PublicIPAddress(com.microsoft.azure.management.network.PublicIPAddress) Network(com.microsoft.azure.management.network.Network) Creatable(com.microsoft.azure.management.resources.fluentcore.model.Creatable) ResourceGroup(com.microsoft.azure.management.resources.ResourceGroup) StopWatch(org.apache.commons.lang3.time.StopWatch) StorageAccount(com.microsoft.azure.management.storage.StorageAccount) Region(com.microsoft.azure.management.resources.fluentcore.arm.Region) HashMap(java.util.HashMap) Map(java.util.Map) VirtualMachine(com.microsoft.azure.management.compute.VirtualMachine)

Example 47 with StopWatch

use of org.apache.commons.lang3.time.StopWatch in project azure-sdk-for-java by Azure.

the class ManageVirtualMachinesInParallelWithNetwork method runSample.

/**
     * Main function which runs the actual sample.
     * @param azure instance of the azure client
     * @return true if sample runs successfully
     */
public static boolean runSample(Azure azure) {
    final int frontendVMCount = 10;
    final int backendVMCount = 10;
    final String rgName = SdkContext.randomResourceName("rgNEPP", 24);
    final String frontEndNsgName = SdkContext.randomResourceName("fensg", 24);
    final String backEndNsgName = SdkContext.randomResourceName("bensg", 24);
    final String networkName = SdkContext.randomResourceName("vnetCOMV", 24);
    final String storageAccountName = SdkContext.randomResourceName("stgCOMV", 20);
    final String userName = "tirekicker";
    final String password = "12NewPA$$w0rd!";
    try {
        // Create a resource group [Where all resources gets created]
        ResourceGroup resourceGroup = azure.resourceGroups().define(rgName).withRegion(Region.US_EAST).create();
        //============================================================
        // Define a network security group for the front end of a subnet
        // front end subnet contains two rules
        // - ALLOW-SSH - allows SSH traffic into the front end subnet
        // - ALLOW-WEB- allows HTTP traffic into the front end subnet
        Creatable<NetworkSecurityGroup> frontEndNSGCreatable = azure.networkSecurityGroups().define(frontEndNsgName).withRegion(Region.US_EAST).withExistingResourceGroup(resourceGroup).defineRule("ALLOW-SSH").allowInbound().fromAnyAddress().fromAnyPort().toAnyAddress().toPort(22).withProtocol(SecurityRuleProtocol.TCP).withPriority(100).withDescription("Allow SSH").attach().defineRule("ALLOW-HTTP").allowInbound().fromAnyAddress().fromAnyPort().toAnyAddress().toPort(80).withProtocol(SecurityRuleProtocol.TCP).withPriority(101).withDescription("Allow HTTP").attach();
        //============================================================
        // Define a network security group for the back end of a subnet
        // back end subnet contains two rules
        // - ALLOW-SQL - allows SQL traffic only from the front end subnet
        // - DENY-WEB - denies all outbound internet traffic from the back end subnet
        Creatable<NetworkSecurityGroup> backEndNSGCreatable = azure.networkSecurityGroups().define(backEndNsgName).withRegion(Region.US_EAST).withExistingResourceGroup(resourceGroup).defineRule("ALLOW-SQL").allowInbound().fromAddress("172.16.1.0/24").fromAnyPort().toAnyAddress().toPort(1433).withProtocol(SecurityRuleProtocol.TCP).withPriority(100).withDescription("Allow SQL").attach().defineRule("DENY-WEB").denyOutbound().fromAnyAddress().fromAnyPort().toAnyAddress().toAnyPort().withAnyProtocol().withDescription("Deny Web").withPriority(200).attach();
        System.out.println("Creating security group for the front ends - allows SSH and HTTP");
        System.out.println("Creating security group for the back ends - allows SSH and denies all outbound internet traffic");
        @SuppressWarnings("unchecked") Collection<NetworkSecurityGroup> networkSecurityGroups = azure.networkSecurityGroups().create(frontEndNSGCreatable, backEndNSGCreatable).values();
        NetworkSecurityGroup frontendNSG = null;
        NetworkSecurityGroup backendNSG = null;
        for (NetworkSecurityGroup nsg : networkSecurityGroups) {
            if (nsg.name().equalsIgnoreCase(frontEndNsgName)) {
                frontendNSG = nsg;
            }
            if (nsg.name().equalsIgnoreCase(backEndNsgName)) {
                backendNSG = nsg;
            }
        }
        System.out.println("Created a security group for the front end: " + frontendNSG.id());
        Utils.print(frontendNSG);
        System.out.println("Created a security group for the back end: " + backendNSG.id());
        Utils.print(backendNSG);
        // Create Network [Where all the virtual machines get added to]
        Network network = azure.networks().define(networkName).withRegion(Region.US_EAST).withExistingResourceGroup(resourceGroup).withAddressSpace("172.16.0.0/16").defineSubnet("Front-end").withAddressPrefix("172.16.1.0/24").withExistingNetworkSecurityGroup(frontendNSG).attach().defineSubnet("Back-end").withAddressPrefix("172.16.2.0/24").withExistingNetworkSecurityGroup(backendNSG).attach().create();
        // Prepare Creatable Storage account definition [For storing VMs disk]
        Creatable<StorageAccount> creatableStorageAccount = azure.storageAccounts().define(storageAccountName).withRegion(Region.US_EAST).withExistingResourceGroup(resourceGroup);
        // Prepare a batch of Creatable Virtual Machines definitions
        List<Creatable<VirtualMachine>> frontendCreatableVirtualMachines = new ArrayList<>();
        for (int i = 0; i < frontendVMCount; i++) {
            Creatable<VirtualMachine> creatableVirtualMachine = azure.virtualMachines().define("VM-FE-" + i).withRegion(Region.US_EAST).withExistingResourceGroup(resourceGroup).withExistingPrimaryNetwork(network).withSubnet("Front-end").withPrimaryPrivateIPAddressDynamic().withoutPrimaryPublicIPAddress().withPopularLinuxImage(KnownLinuxVirtualMachineImage.UBUNTU_SERVER_16_04_LTS).withRootUsername(userName).withRootPassword(password).withSize(VirtualMachineSizeTypes.STANDARD_D3_V2).withNewStorageAccount(creatableStorageAccount);
            frontendCreatableVirtualMachines.add(creatableVirtualMachine);
        }
        List<Creatable<VirtualMachine>> backendCreatableVirtualMachines = new ArrayList<>();
        for (int i = 0; i < backendVMCount; i++) {
            Creatable<VirtualMachine> creatableVirtualMachine = azure.virtualMachines().define("VM-BE-" + i).withRegion(Region.US_EAST).withExistingResourceGroup(resourceGroup).withExistingPrimaryNetwork(network).withSubnet("Back-end").withPrimaryPrivateIPAddressDynamic().withoutPrimaryPublicIPAddress().withPopularLinuxImage(KnownLinuxVirtualMachineImage.UBUNTU_SERVER_16_04_LTS).withRootUsername(userName).withRootPassword(password).withSize(VirtualMachineSizeTypes.STANDARD_D3_V2).withNewStorageAccount(creatableStorageAccount);
            backendCreatableVirtualMachines.add(creatableVirtualMachine);
        }
        System.out.println("Creating the virtual machines");
        List<Creatable<VirtualMachine>> allCreatableVirtualMachines = new ArrayList<>();
        allCreatableVirtualMachines.addAll(frontendCreatableVirtualMachines);
        allCreatableVirtualMachines.addAll(backendCreatableVirtualMachines);
        StopWatch stopwatch = new StopWatch();
        stopwatch.start();
        Collection<VirtualMachine> virtualMachines = azure.virtualMachines().create(allCreatableVirtualMachines).values();
        stopwatch.stop();
        System.out.println("Created virtual machines");
        for (VirtualMachine virtualMachine : virtualMachines) {
            System.out.println(virtualMachine.id());
        }
        System.out.println("Virtual Machines create: (took " + (stopwatch.getTime() / 1000) + " seconds) ");
        return true;
    } catch (Exception f) {
        System.out.println(f.getMessage());
        f.printStackTrace();
    } finally {
        try {
            System.out.println("Deleting Resource Group: " + rgName);
            azure.resourceGroups().deleteByName(rgName);
            System.out.println("Deleted Resource Group: " + rgName);
        } catch (NullPointerException npe) {
            System.out.println("Did not create any resources in Azure. No clean up is necessary");
        } catch (Exception g) {
            g.printStackTrace();
        }
    }
    return false;
}
Also used : NetworkSecurityGroup(com.microsoft.azure.management.network.NetworkSecurityGroup) ArrayList(java.util.ArrayList) StopWatch(org.apache.commons.lang3.time.StopWatch) StorageAccount(com.microsoft.azure.management.storage.StorageAccount) Network(com.microsoft.azure.management.network.Network) Creatable(com.microsoft.azure.management.resources.fluentcore.model.Creatable) ResourceGroup(com.microsoft.azure.management.resources.ResourceGroup) VirtualMachine(com.microsoft.azure.management.compute.VirtualMachine)

Example 48 with StopWatch

use of org.apache.commons.lang3.time.StopWatch in project azure-sdk-for-java by Azure.

the class ManageVirtualMachinesInParallel method runSample.

/**
     * Main function which runs the actual sample.
     * @param azure instance of the azure client
     * @return true if sample runs successfully
     */
public static boolean runSample(Azure azure) {
    final int vmCount = 10;
    final Region region = Region.US_EAST;
    final String rgName = SdkContext.randomResourceName("rgCOPP", 24);
    final String networkName = SdkContext.randomResourceName("vnetCOMV", 24);
    final String storageAccountName = SdkContext.randomResourceName("stgCOMV", 20);
    final String userName = "tirekicker";
    final String password = "12NewPA$$w0rd!";
    try {
        // Create a resource group [Where all resources gets created]
        ResourceGroup resourceGroup = azure.resourceGroups().define(rgName).withRegion(region).create();
        // Prepare Creatable Network definition [Where all the virtual machines get added to]
        Creatable<Network> creatableNetwork = azure.networks().define(networkName).withRegion(region).withExistingResourceGroup(resourceGroup).withAddressSpace("172.16.0.0/16");
        // Prepare Creatable Storage account definition [For storing VMs disk]
        Creatable<StorageAccount> creatableStorageAccount = azure.storageAccounts().define(storageAccountName).withRegion(region).withExistingResourceGroup(resourceGroup);
        // Prepare a batch of Creatable Virtual Machines definitions
        List<Creatable<VirtualMachine>> creatableVirtualMachines = new ArrayList<>();
        for (int i = 0; i < vmCount; i++) {
            Creatable<VirtualMachine> creatableVirtualMachine = azure.virtualMachines().define("VM-" + i).withRegion(region).withExistingResourceGroup(resourceGroup).withNewPrimaryNetwork(creatableNetwork).withPrimaryPrivateIPAddressDynamic().withoutPrimaryPublicIPAddress().withPopularLinuxImage(KnownLinuxVirtualMachineImage.UBUNTU_SERVER_16_04_LTS).withRootUsername(userName).withRootPassword(password).withSize(VirtualMachineSizeTypes.STANDARD_DS3_V2).withNewStorageAccount(creatableStorageAccount);
            creatableVirtualMachines.add(creatableVirtualMachine);
        }
        StopWatch stopwatch = new StopWatch();
        System.out.println("Creating the virtual machines");
        stopwatch.start();
        Collection<VirtualMachine> virtualMachines = azure.virtualMachines().create(creatableVirtualMachines).values();
        stopwatch.stop();
        System.out.println("Created virtual machines");
        for (VirtualMachine virtualMachine : virtualMachines) {
            System.out.println(virtualMachine.id());
        }
        System.out.println("Virtual Machines create: (took " + (stopwatch.getTime() / 1000) + " seconds) ");
        return true;
    } catch (Exception f) {
        System.out.println(f.getMessage());
        f.printStackTrace();
    } finally {
        try {
            System.out.println("Deleting Resource Group: " + rgName);
            azure.resourceGroups().beginDeleteByName(rgName);
        } catch (NullPointerException npe) {
            System.out.println("Did not create any resources in Azure. No clean up is necessary");
        } catch (Exception g) {
            g.printStackTrace();
        }
    }
    return false;
}
Also used : ArrayList(java.util.ArrayList) StopWatch(org.apache.commons.lang3.time.StopWatch) StorageAccount(com.microsoft.azure.management.storage.StorageAccount) Network(com.microsoft.azure.management.network.Network) Region(com.microsoft.azure.management.resources.fluentcore.arm.Region) Creatable(com.microsoft.azure.management.resources.fluentcore.model.Creatable) ResourceGroup(com.microsoft.azure.management.resources.ResourceGroup) VirtualMachine(com.microsoft.azure.management.compute.VirtualMachine)

Example 49 with StopWatch

use of org.apache.commons.lang3.time.StopWatch in project ORCID-Source by ORCID.

the class MemberV2PerformanceTest method createManyWorks.

@Test
public void createManyWorks() throws JSONException, InterruptedException, URISyntaxException {
    int numWorks = 1000;
    // Amount of linear increase allowed
    float scalingFactor = 1.5f;
    int numInitialSample = numWorks / 10;
    long initialSampleTime = 0;
    StopWatch stopWatch = new StopWatch();
    stopWatch.start();
    for (int i = 1; i <= numWorks; i++) {
        StopWatch singleWorkStopWatch = new StopWatch();
        singleWorkStopWatch.start();
        long time = System.currentTimeMillis();
        Work workToCreate = (Work) unmarshallFromPath("/record_2.0/samples/work-2.0.xml", Work.class);
        workToCreate.setPutCode(null);
        workToCreate.getExternalIdentifiers().getExternalIdentifier().clear();
        ExternalID wExtId = new ExternalID();
        wExtId.setValue("Work Id " + i + " " + time);
        wExtId.setType(WorkExternalIdentifierType.AGR.value());
        wExtId.setRelationship(Relationship.SELF);
        workToCreate.getExternalIdentifiers().getExternalIdentifier().add(wExtId);
        String accessToken = getAccessToken();
        ClientResponse postResponse = memberV2ApiClient.createWorkXml(this.getUser1OrcidId(), workToCreate, accessToken);
        stopWatch.split();
        long splitTime = stopWatch.getSplitTime();
        System.out.println("Split time: " + splitTime);
        if (i == numInitialSample) {
            initialSampleTime = splitTime;
        } else if (i > numInitialSample) {
            float maxTime = (initialSampleTime / numInitialSample) * scalingFactor * i;
            System.out.println("Max time: " + maxTime);
            assertTrue("Split time = " + splitTime + ", but max allowed time = " + maxTime + ", when num added = " + i, splitTime <= maxTime);
        }
        assertNotNull(postResponse);
        assertEquals(Response.Status.CREATED.getStatusCode(), postResponse.getStatus());
        String locationPath = postResponse.getLocation().getPath();
        assertTrue("Location header path should match pattern, but was " + locationPath, locationPath.matches(".*/v2.0/" + this.getUser1OrcidId() + "/work/\\d+"));
        ClientResponse getResponse = memberV2ApiClient.viewLocationXml(postResponse.getLocation(), accessToken);
        assertEquals(Response.Status.OK.getStatusCode(), getResponse.getStatus());
        Work gotWork = getResponse.getEntity(Work.class);
        assertEquals("common:title", gotWork.getWorkTitle().getTitle().getContent());
        System.out.println("Time for single work = " + singleWorkStopWatch);
    }
}
Also used : ClientResponse(com.sun.jersey.api.client.ClientResponse) ExternalID(org.orcid.jaxb.model.record_v2.ExternalID) Work(org.orcid.jaxb.model.record_v2.Work) StopWatch(org.apache.commons.lang3.time.StopWatch) Test(org.junit.Test)

Example 50 with StopWatch

use of org.apache.commons.lang3.time.StopWatch in project pyramid by cheng-li.

the class AbstractCBMOptimizer method skipOrUpdateBinaryClassifier.

protected void skipOrUpdateBinaryClassifier(int component, int label, MultiLabelClfDataSet activeDataSet, double[] activeGammas, double totalWeight) {
    StopWatch stopWatch = new StopWatch();
    stopWatch.start();
    double effectivePositives = effectivePositives(component, label);
    double nonSmoothedPositiveProb = effectivePositives / totalWeight;
    // smooth the component-wise label fraction with global label fraction
    double smoothedPositiveProb = (effectivePositives + smoothingStrength * positiveCounts[label]) / (totalWeight + smoothingStrength * dataSet.getNumDataPoints());
    StringBuilder sb = new StringBuilder();
    sb.append("for component ").append(component).append(", label ").append(label);
    sb.append(", weighted positives = ").append(effectivePositives);
    sb.append(", non-smoothed positive fraction = " + (effectivePositives / totalWeight));
    sb.append(", global positive fraction = " + ((double) positiveCounts[label] / dataSet.getNumDataPoints()));
    sb.append(", smoothed positive fraction = " + smoothedPositiveProb);
    // it be happen that p >1 for numerical reasons
    if (smoothedPositiveProb >= 1) {
        smoothedPositiveProb = 1;
    }
    if (nonSmoothedPositiveProb < skipLabelThreshold || nonSmoothedPositiveProb > 1 - skipLabelThreshold) {
        double[] probs = { 1 - smoothedPositiveProb, smoothedPositiveProb };
        cbm.binaryClassifiers[component][label] = new PriorProbClassifier(probs);
        sb.append(", skip, use prior = ").append(smoothedPositiveProb);
        sb.append(", time spent = ").append(stopWatch.toString());
        if (logger.isDebugEnabled()) {
            logger.debug(sb.toString());
        }
        return;
    }
    if (logger.isDebugEnabled()) {
        logger.debug(sb.toString());
    }
    updateBinaryClassifier(component, label, activeDataSet, activeGammas);
}
Also used : PriorProbClassifier(edu.neu.ccs.pyramid.classification.PriorProbClassifier) StopWatch(org.apache.commons.lang3.time.StopWatch)

Aggregations

StopWatch (org.apache.commons.lang3.time.StopWatch)78 File (java.io.File)48 ArrayList (java.util.ArrayList)17 ClfDataSet (edu.neu.ccs.pyramid.dataset.ClfDataSet)8 Vector (org.apache.mahout.math.Vector)8 VirtualMachine (com.microsoft.azure.management.compute.VirtualMachine)7 Creatable (com.microsoft.azure.management.resources.fluentcore.model.Creatable)7 Config (edu.neu.ccs.pyramid.configuration.Config)7 Network (com.microsoft.azure.management.network.Network)6 IOException (java.io.IOException)6 ResourceGroup (com.microsoft.azure.management.resources.ResourceGroup)5 PriorProbClassifier (edu.neu.ccs.pyramid.classification.PriorProbClassifier)5 ObjectMapper (com.fasterxml.jackson.databind.ObjectMapper)4 Region (com.microsoft.azure.management.resources.fluentcore.arm.Region)4 StorageAccount (com.microsoft.azure.management.storage.StorageAccount)4 List (java.util.List)4 PublicIPAddress (com.microsoft.azure.management.network.PublicIPAddress)3 LogisticRegression (edu.neu.ccs.pyramid.classification.logistic_regression.LogisticRegression)3 HashMap (java.util.HashMap)3 IntStream (java.util.stream.IntStream)3