Examples with AmazonPersonalizeConnection org.knime.cloud.aws.mlservices.nodes.personalize.AmazonPersonalizeConnection used on opensource projects

Example 1 with AmazonPersonalizeConnection

use of org.knime.cloud.aws.mlservices.nodes.personalize.AmazonPersonalizeConnection in project knime-cloud by knime.

the class AmazonPersonalizeCreateCampaignNodeDialog method loadSettingsFrom.

/**
 * {@inheritDoc}
 */
@Override
protected void loadSettingsFrom(final NodeSettingsRO settings, final PortObjectSpec[] specs) throws NotConfigurableException {
    // Check if a port object is available
    if (specs[0] == null) {
        throw new NotConfigurableException("No connection information available");
    }
    final CloudConnectionInformation connectionInformation = (CloudConnectionInformation) ((ConnectionInformationPortObjectSpec) specs[0]).getConnectionInformation();
    // Check if the port object has connection information
    if (connectionInformation == null) {
        throw new NotConfigurableException("No connection information available");
    }
    // Fill combo box with available solution versions
    try (final AmazonPersonalizeConnection personalizeConnection = new AmazonPersonalizeConnection(connectionInformation)) {
        final AmazonPersonalize personalize = personalizeConnection.getClient();
        final DefaultComboBoxModel<NameArnPair> comboBoxModel = new DefaultComboBoxModel<NameArnPair>(AmazonPersonalizeUtils.listAllSolutionVersions(personalize).stream().map(e -> new NameArnPair(shortARN(e.getSolutionVersionArn()), e.getSolutionVersionArn())).toArray(NameArnPair[]::new));
        if (comboBoxModel.getSize() == 0) {
            throw new InvalidSettingsException("No solution version available. You can create one using the 'Amazon Personalize Create Solution " + "Version' node.");
        }
        m_comboBoxSolutionVersionList.setModel(comboBoxModel);
        // Save the campaign names to check later if the specified name already exists
        m_campaignNames = AmazonPersonalizeUtils.listAllCampaigns(personalize).stream().map(e -> e.getName()).toArray(String[]::new);
    } catch (Exception e) {
        throw new NotConfigurableException(e.getMessage());
    }
    // Loading
    final AmazonPersonalizeCreateCampaignNodeSettings nodeSettings = new AmazonPersonalizeCreateCampaignNodeSettings();
    nodeSettings.loadSettingsForDialog(settings);
    m_textFieldCampaignName.setText(nodeSettings.getCampaignName());
    final NameArnPair solutionVersionARN = nodeSettings.getSolutionVersion();
    if (solutionVersionARN == null) {
        m_comboBoxSolutionVersionList.setSelectedItem(m_comboBoxSolutionVersionList.getItemAt(0));
    } else {
        m_comboBoxSolutionVersionList.setSelectedItem(solutionVersionARN);
    }
    m_spinnerMinNumProvisionedTransactions.setValue(nodeSettings.getMinProvisionedTPS());
    m_checkBoxOutputAsVariable.setSelected(nodeSettings.isOutputCampaignArnAsVar());
}

Example 2 with AmazonPersonalizeConnection

use of org.knime.cloud.aws.mlservices.nodes.personalize.AmazonPersonalizeConnection in project knime-cloud by knime.

the class AmazonPersonalizeCreateCampaignNodeModel method execute.

/**
 * {@inheritDoc}
 */
@Override
protected PortObject[] execute(final PortObject[] inObjects, final ExecutionContext exec) throws Exception {
    final CloudConnectionInformation cxnInfo = ((AmazonConnectionInformationPortObject) inObjects[0]).getConnectionInformation();
    try (final AmazonPersonalizeConnection personalizeConnection = new AmazonPersonalizeConnection(cxnInfo)) {
        final AmazonPersonalize personalizeClient = personalizeConnection.getClient();
        final CreateCampaignRequest createCampaignRequest = new CreateCampaignRequest();
        final CreateCampaignResult campaign = personalizeClient.createCampaign(createCampaignRequest.withName(m_settings.getCampaignName()).withSolutionVersionArn(m_settings.getSolutionVersion().getARN()).withMinProvisionedTPS(m_settings.getMinProvisionedTPS()));
        // TODO Test update of existing campaign
        try {
            final DescribeCampaignRequest describeCampaignRequest = new DescribeCampaignRequest().withCampaignArn(campaign.getCampaignArn());
            AmazonPersonalizeUtils.waitUntilActive(() -> {
                final DescribeCampaignResult campaignDescription = personalizeClient.describeCampaign(describeCampaignRequest);
                final String status = campaignDescription.getCampaign().getStatus();
                exec.setMessage("Creating campaign (Status: " + status + ")");
                if (status.equals(Status.CREATED_FAILED.getStatus())) {
                    personalizeClient.deleteCampaign(new DeleteCampaignRequest().withCampaignArn(campaignDescription.getCampaign().getCampaignArn()));
                    throw new IllegalStateException("No campaign has been created. Reason: " + campaignDescription.getCampaign().getFailureReason());
                }
                return status.equals(Status.ACTIVE.getStatus());
            }, 1000);
        } catch (InterruptedException e) {
            // TODO
            throw e;
        }
        if (m_settings.isOutputCampaignArnAsVar()) {
            pushFlowVariableString("campaign-ARN", campaign.getCampaignArn());
        }
    }
    return null;
}

Example 3 with AmazonPersonalizeConnection

use of org.knime.cloud.aws.mlservices.nodes.personalize.AmazonPersonalizeConnection in project knime-cloud by knime.

the class AmazonPersonalizeCreateSolutionVersionNodeModel method execute.

/**
 * {@inheritDoc}
 */
@Override
protected PortObject[] execute(final PortObject[] inObjects, final ExecutionContext exec) throws Exception {
    final CloudConnectionInformation cxnInfo = ((AmazonConnectionInformationPortObject) inObjects[0]).getConnectionInformation();
    try (final AmazonPersonalizeConnection personalizeConnection = new AmazonPersonalizeConnection(cxnInfo)) {
        final AmazonPersonalize personalizeClient = personalizeConnection.getClient();
        // Create solution configuration or use existing one
        final String solutionArn;
        if (m_settings.isCreateNewSolution()) {
            solutionArn = createSolution(personalizeClient);
        } else {
            solutionArn = m_settings.getExistingSolution().getARN();
        }
        // Wait until the solution is active
        final DescribeSolutionRequest describeSolutionRequest = new DescribeSolutionRequest().withSolutionArn(solutionArn);
        AmazonPersonalizeUtils.waitUntilActive(() -> {
            DescribeSolutionResult describeSolution = personalizeClient.describeSolution(describeSolutionRequest);
            final String status = describeSolution.getSolution().getStatus();
            exec.setMessage("Creating solution configuration (Status: " + status + ")");
            return status.equals(Status.ACTIVE.getStatus());
        }, 100);
        exec.setProgress(0.5);
        // Create solution version
        final String solutionVersionArn = personalizeClient.createSolutionVersion(new CreateSolutionVersionRequest().withSolutionArn(solutionArn)).getSolutionVersionArn();
        // Wait until solution version is active (or failed)
        final DescribeSolutionVersionRequest describeSolutionVersionRequest = new DescribeSolutionVersionRequest().withSolutionVersionArn(solutionVersionArn);
        AmazonPersonalizeUtils.waitUntilActive(() -> {
            final DescribeSolutionVersionResult solutionVersionDescription = personalizeClient.describeSolutionVersion(describeSolutionVersionRequest);
            final String status = solutionVersionDescription.getSolutionVersion().getStatus();
            exec.setMessage("Creating solution version (Status: " + status + ")");
            if (status.equals(Status.CREATED_FAILED.getStatus())) {
                throw new IllegalStateException("No solution version has been created. Reason: " + solutionVersionDescription.getSolutionVersion().getFailureReason());
            }
            return status.equals(Status.ACTIVE.getStatus());
        }, 2000);
        // Retrieve the recipe type to put it into the output
        final DescribeSolutionVersionResult solutionVersionDescription = personalizeClient.describeSolutionVersion(describeSolutionVersionRequest);
        final String recipeType = personalizeClient.describeRecipe(new DescribeRecipeRequest().withRecipeArn(solutionVersionDescription.getSolutionVersion().getRecipeArn())).getRecipe().getRecipeType();
        // final String recipeType = personalizeClient.describeRecipe(new DescribeRecipeRequest().withRecipeArn(
        // personalizeClient.describeSolution(new DescribeSolutionRequest().withSolutionArn(solutionArn))
        // .getSolution().getRecipeArn()))
        // .getRecipe().getRecipeType();
        // Create output
        final Map<String, Double> metrics = personalizeClient.getSolutionMetrics(new GetSolutionMetricsRequest().withSolutionVersionArn(solutionVersionArn)).getMetrics();
        if (m_settings.isOutputSolutionVersionArnAsVar()) {
            pushFlowVariableString("solution-version-ARN", solutionVersionArn);
        }
        return new PortObject[] { createOutput(exec, solutionVersionArn, recipeType, metrics) };
    }
}

Example 4 with AmazonPersonalizeConnection

use of org.knime.cloud.aws.mlservices.nodes.personalize.AmazonPersonalizeConnection in project knime-cloud by knime.

the class AmazonPersonalizeCreateSolutionVersionNodeDialog method loadSettingsFrom.

/**
 * {@inheritDoc}
 */
@Override
protected void loadSettingsFrom(final NodeSettingsRO settings, final PortObjectSpec[] specs) throws NotConfigurableException {
    if (specs[0] == null) {
        throw new NotConfigurableException("No connection information available");
    }
    final CloudConnectionInformation connectionInformation = (CloudConnectionInformation) ((ConnectionInformationPortObjectSpec) specs[0]).getConnectionInformation();
    // Check if the port object has connection information
    if (connectionInformation == null) {
        throw new NotConfigurableException("No connection information available");
    }
    // List all existing dataset groups and solutions
    try (final AmazonPersonalizeConnection personalizeConnection = new AmazonPersonalizeConnection(connectionInformation)) {
        final AmazonPersonalize personalizeClient = personalizeConnection.getClient();
        final List<DatasetGroupSummary> listAllDatasetGroups = AmazonPersonalizeUtils.listAllDatasetGroups(personalizeClient);
        if (listAllDatasetGroups.size() == 0) {
            throw new NotConfigurableException("No existing dataset group found. Upload datasets first.");
        }
        final DefaultComboBoxModel<NameArnPair> comboBoxModel = new DefaultComboBoxModel<NameArnPair>(listAllDatasetGroups.stream().map(e -> NameArnPair.of(e.getName(), e.getDatasetGroupArn())).toArray(NameArnPair[]::new));
        m_comboBoxDatasetGroupList.setModel(comboBoxModel);
        final DefaultComboBoxModel<NameArnPair> comboBoxModel2 = new DefaultComboBoxModel<NameArnPair>(AmazonPersonalizeUtils.listAllSolutions(personalizeClient).stream().map(e -> NameArnPair.of(e.getName(), e.getSolutionArn())).toArray(NameArnPair[]::new));
        m_comboBoxExistingSolutions.setModel(comboBoxModel2);
        final DefaultComboBoxModel<NameArnPair> comboBoxModelUserPersonalization = new DefaultComboBoxModel<>();
        final DefaultComboBoxModel<NameArnPair> comboBoxModelPersonalizedRanking = new DefaultComboBoxModel<>();
        final DefaultComboBoxModel<NameArnPair> comboBoxModelRelatedItems = new DefaultComboBoxModel<>();
        for (RecipeSummary rs : AmazonPersonalizeUtils.listAllRecipes(personalizeClient)) {
            final Recipe recipe = personalizeClient.describeRecipe(new DescribeRecipeRequest().withRecipeArn(rs.getRecipeArn())).getRecipe();
            final NameArnPair nameArnPair = NameArnPair.of(recipe.getName(), recipe.getRecipeArn());
            switch(RecipeType.ofRecipeType(recipe)) {
                case USER_PERSONALIZATION:
                    comboBoxModelUserPersonalization.addElement(nameArnPair);
                    break;
                case PERSONALIZED_RANKING:
                    comboBoxModelPersonalizedRanking.addElement(nameArnPair);
                    break;
                case RELATED_ITEMS:
                    comboBoxModelRelatedItems.addElement(nameArnPair);
                    break;
            }
        }
        m_comboBoxUserPersonalizationRecipeList.setModel(comboBoxModelUserPersonalization);
        m_comboBoxPersonalizedRankingRecipeList.setModel(comboBoxModelPersonalizedRanking);
        m_comboBoxRelatedItemsRecipeList.setModel(comboBoxModelRelatedItems);
    } catch (Exception e) {
        throw new NotConfigurableException(e.getMessage());
    }
    // Loading
    final AmazonPersonalizeCreateSolutionVersionNodeSettings nodeSettings = new AmazonPersonalizeCreateSolutionVersionNodeSettings();
    nodeSettings.loadSettingsForDialog(settings);
    m_radioButtonCreateNewSolution.setSelected(nodeSettings.isCreateNewSolution());
    m_radioButtonUseExistingSolution.setSelected(!nodeSettings.isCreateNewSolution());
    final NameArnPair datasetGroup = nodeSettings.getDatasetGroup();
    if (datasetGroup == null) {
        m_comboBoxDatasetGroupList.setSelectedIndex(0);
    } else {
        m_comboBoxDatasetGroupList.setSelectedItem(datasetGroup);
    }
    final RecipeSelection recipeSelection = nodeSettings.getRecipeSelection();
    m_radioButtonPredefinedRecipe.setSelected(recipeSelection == RecipeSelection.PREDEFINED);
    m_radioButtonUserDefinedRecipe.setSelected(recipeSelection == RecipeSelection.USER_DEFINED);
    m_radioButtonAutoML.setSelected(recipeSelection == RecipeSelection.AUTOML);
    final RecipeType predefinedRecipeType = nodeSettings.getPredefinedRecipeType();
    final NameArnPair predefinedRecipe = nodeSettings.getPredefinedRecipe();
    if (predefinedRecipeType == RecipeType.USER_PERSONALIZATION) {
        m_radioButtonUserPersonalization.setSelected(true);
        if (predefinedRecipe != null) {
            m_comboBoxUserPersonalizationRecipeList.setSelectedItem(predefinedRecipe);
        }
    }
    if (predefinedRecipeType == RecipeType.PERSONALIZED_RANKING) {
        m_radioButtonPersonalizedRanking.setSelected(true);
        m_comboBoxPersonalizedRankingRecipeList.setSelectedItem(predefinedRecipe);
    }
    if (predefinedRecipeType == RecipeType.RELATED_ITEMS) {
        m_radioButtonRelatedItems.setSelected(true);
        m_comboBoxRelatedItemsRecipeList.setSelectedItem(predefinedRecipe);
    }
    m_textFieldUserDefinedRecipeArn.setText(nodeSettings.getUserDefinedRecipeArn());
    m_checkBoxHyperParamOpt.setSelected(nodeSettings.isHyperparameterOpt());
    m_textFieldPrefixSolutionName.setText(nodeSettings.getSolutionName());
    m_checkBoxOutputSolutionVersionARNAsVar.setSelected(nodeSettings.isOutputSolutionVersionArnAsVar());
    final NameArnPair existingSolution = nodeSettings.getExistingSolution();
    if (existingSolution == null && m_comboBoxExistingSolutions.getModel().getSize() > 0) {
        m_comboBoxExistingSolutions.setSelectedIndex(0);
    } else {
        m_comboBoxExistingSolutions.setSelectedItem(existingSolution);
    }
    enablePanelComponents(m_createNewSolutionPanel, !m_radioButtonUseExistingSolution.isSelected());
    enablePanelComponents(m_useExistingSolutionPanel, m_radioButtonUseExistingSolution.isSelected());
    enableComponents();
}

Example 5 with AmazonPersonalizeConnection

use of org.knime.cloud.aws.mlservices.nodes.personalize.AmazonPersonalizeConnection in project knime-cloud by knime.

the class AbstractAmazonPersonalizePredictNodeDialog method loadSettingsFrom.

/**
 * {@inheritDoc}
 */
@Override
protected void loadSettingsFrom(final NodeSettingsRO settings, final PortObjectSpec[] specs) throws NotConfigurableException {
    final ConnectionInformationPortObjectSpec object = (ConnectionInformationPortObjectSpec) specs[0];
    final CloudConnectionInformation connectionInformation = (CloudConnectionInformation) object.getConnectionInformation();
    // Check if the port object has connection information
    if (connectionInformation == null) {
        throw new NotConfigurableException("No connection information available");
    }
    // List all existing campaigns
    try (final AmazonPersonalizeConnection personalizeConnection = new AmazonPersonalizeConnection(connectionInformation)) {
        final AmazonPersonalize personalizeClient = personalizeConnection.getClient();
        // Filter only the campaigns that have a solution with the proper recipe type
        final DefaultComboBoxModel<NameArnPair> comboBoxModel = new DefaultComboBoxModel<NameArnPair>(AmazonPersonalizeUtils.listAllCampaigns(personalizeClient).stream().filter(e -> {
            final String recipeType = personalizeClient.describeRecipe(new DescribeRecipeRequest().withRecipeArn(personalizeClient.describeSolutionVersion(new DescribeSolutionVersionRequest().withSolutionVersionArn(personalizeClient.describeCampaign(new DescribeCampaignRequest().withCampaignArn(e.getCampaignArn())).getCampaign().getSolutionVersionArn())).getSolutionVersion().getRecipeArn())).getRecipe().getRecipeType();
            return recipeType.equals(getRecipeType().getType());
        }).map(e -> new NameArnPair(e.getName(), e.getCampaignArn())).toArray(NameArnPair[]::new));
        m_comboBoxCampaigns.setModel(comboBoxModel);
        if (comboBoxModel.getSize() == 0) {
            throw new NotConfigurableException("No campaign of type '" + getRecipeType().toString() + "' found. You can create one using the 'Amazon Personalize Create Campaign' node.");
        }
    } catch (Exception e) {
        throw new NotConfigurableException(e.getMessage());
    }
    // Loading
    final DataTableSpec spec = (DataTableSpec) specs[1];
    m_settings.loadSettingsForDialog(settings);
    final NameArnPair campaign = m_settings.getCampaign();
    if (campaign != null) {
        m_comboBoxCampaigns.setSelectedItem(campaign);
    } else {
        m_comboBoxCampaigns.setSelectedItem(m_comboBoxCampaigns.getItemAt(0));
    }
    m_colSelectionUserID.update(spec, m_settings.getUserIDCol());
    m_colSelectionItemID.update(spec, m_settings.getItemIDCol());
    m_radioButtonFail.setSelected(m_settings.getMissingValueHandling() == MissingValueHandling.FAIL);
    m_radioButtonIgnore.setSelected(m_settings.getMissingValueHandling() == MissingValueHandling.IGNORE);
}