Examples with DataLabelingServiceClient com.google.cloud.datalabeling.v1beta1.DataLabelingServiceClient used on opensource projects

Example 6 with DataLabelingServiceClient

use of com.google.cloud.datalabeling.v1beta1.DataLabelingServiceClient in project java-datalabeling by googleapis.

the class ImportData method importData.

// Import data to an existing dataset.
static void importData(String datasetName, String gcsSourceUri) throws IOException {
    // String datasetName = DataLabelingServiceClient.formatDatasetName(
    // "YOUR_PROJECT_ID", "YOUR_DATASETS_UUID");
    // String gcsSourceUri = "gs://YOUR_BUCKET_ID/path_to_data";
    // [END datalabeling_import_data_beta]
    String endpoint = System.getenv("DATALABELING_ENDPOINT");
    if (endpoint == null) {
        endpoint = DataLabelingServiceSettings.getDefaultEndpoint();
    }
    // [START datalabeling_import_data_beta]
    DataLabelingServiceSettings settings = DataLabelingServiceSettings.newBuilder().setEndpoint(endpoint).build();
    try (DataLabelingServiceClient dataLabelingServiceClient = DataLabelingServiceClient.create(settings)) {
        GcsSource gcsSource = GcsSource.newBuilder().setInputUri(gcsSourceUri).setMimeType("text/csv").build();
        InputConfig inputConfig = InputConfig.newBuilder().setDataType(// DataTypes: AUDIO, IMAGE, VIDEO, TEXT
        DataType.IMAGE).setGcsSource(gcsSource).build();
        ImportDataRequest importDataRequest = ImportDataRequest.newBuilder().setName(datasetName).setInputConfig(inputConfig).build();
        OperationFuture<ImportDataOperationResponse, ImportDataOperationMetadata> operation = dataLabelingServiceClient.importDataAsync(importDataRequest);
        ImportDataOperationResponse response = operation.get();
        System.out.format("Imported items: %d\n", response.getImportCount());
    } catch (IOException | InterruptedException | ExecutionException e) {
        e.printStackTrace();
    }
}

Example 7 with DataLabelingServiceClient

use of com.google.cloud.datalabeling.v1beta1.DataLabelingServiceClient in project java-datalabeling by googleapis.

the class LabelText method labelText.

// Start a Text Labeling Task
static void labelText(String formattedInstructionName, String formattedAnnotationSpecSetName, String formattedDatasetName) throws IOException {
    // String formattedInstructionName = DataLabelingServiceClient.formatInstructionName(
    // "YOUR_PROJECT_ID", "YOUR_INSTRUCTION_UUID");
    // String formattedAnnotationSpecSetName =
    // DataLabelingServiceClient.formatAnnotationSpecSetName(
    // "YOUR_PROJECT_ID", "YOUR_ANNOTATION_SPEC_SET_UUID");
    // String formattedDatasetName = DataLabelingServiceClient.formatDatasetName(
    // "YOUR_PROJECT_ID", "YOUR_DATASET_UUID");
    // [END datalabeling_label_text_beta]
    String endpoint = System.getenv("DATALABELING_ENDPOINT");
    if (endpoint == null) {
        endpoint = DataLabelingServiceSettings.getDefaultEndpoint();
    }
    // [START datalabeling_label_text_beta]
    DataLabelingServiceSettings settings = DataLabelingServiceSettings.newBuilder().setEndpoint(endpoint).build();
    try (DataLabelingServiceClient dataLabelingServiceClient = DataLabelingServiceClient.create(settings)) {
        HumanAnnotationConfig humanAnnotationConfig = HumanAnnotationConfig.newBuilder().setAnnotatedDatasetDisplayName("annotated_displayname").setAnnotatedDatasetDescription("annotated_description").setLanguageCode("en-us").setInstruction(formattedInstructionName).build();
        SentimentConfig sentimentConfig = SentimentConfig.newBuilder().setEnableLabelSentimentSelection(false).build();
        TextClassificationConfig textClassificationConfig = TextClassificationConfig.newBuilder().setAnnotationSpecSet(formattedAnnotationSpecSetName).setSentimentConfig(sentimentConfig).build();
        LabelTextRequest labelTextRequest = LabelTextRequest.newBuilder().setParent(formattedDatasetName).setBasicConfig(humanAnnotationConfig).setTextClassificationConfig(textClassificationConfig).setFeature(Feature.TEXT_CLASSIFICATION).build();
        OperationFuture<AnnotatedDataset, LabelOperationMetadata> operation = dataLabelingServiceClient.labelTextAsync(labelTextRequest);
        // You'll want to save this for later to retrieve your completed operation.
        // System.out.format("Operation Name: %s\n", operation.getName());
        // Cancel the operation to avoid charges when testing.
        dataLabelingServiceClient.getOperationsClient().cancelOperation(operation.getName());
    } catch (IOException | InterruptedException | ExecutionException e) {
        e.printStackTrace();
    }
}

Example 8 with DataLabelingServiceClient

use of com.google.cloud.datalabeling.v1beta1.DataLabelingServiceClient in project java-datalabeling by googleapis.

the class LabelImage method labelImage.

// Start an Image Labeling Task
static void labelImage(String formattedInstructionName, String formattedAnnotationSpecSetName, String formattedDatasetName) throws IOException {
    // String formattedInstructionName = DataLabelingServiceClient.formatInstructionName(
    // "YOUR_PROJECT_ID", "YOUR_INSTRUCTION_UUID");
    // String formattedAnnotationSpecSetName =
    // DataLabelingServiceClient.formatAnnotationSpecSetName(
    // "YOUR_PROJECT_ID", "YOUR_ANNOTATION_SPEC_SET_UUID");
    // String formattedDatasetName = DataLabelingServiceClient.formatDatasetName(
    // "YOUR_PROJECT_ID", "YOUR_DATASET_UUID");
    // [END datalabeling_label_image_beta]
    String endpoint = System.getenv("DATALABELING_ENDPOINT");
    if (endpoint == null) {
        endpoint = DataLabelingServiceSettings.getDefaultEndpoint();
    }
    // [START datalabeling_label_image_beta]
    DataLabelingServiceSettings settings = DataLabelingServiceSettings.newBuilder().setEndpoint(endpoint).build();
    try (DataLabelingServiceClient dataLabelingServiceClient = DataLabelingServiceClient.create(settings)) {
        HumanAnnotationConfig humanAnnotationConfig = HumanAnnotationConfig.newBuilder().setAnnotatedDatasetDisplayName("annotated_displayname").setAnnotatedDatasetDescription("annotated_description").setInstruction(formattedInstructionName).build();
        ImageClassificationConfig imageClassificationConfig = ImageClassificationConfig.newBuilder().setAllowMultiLabel(true).setAnswerAggregationType(StringAggregationType.MAJORITY_VOTE).setAnnotationSpecSet(formattedAnnotationSpecSetName).build();
        LabelImageRequest labelImageRequest = LabelImageRequest.newBuilder().setParent(formattedDatasetName).setBasicConfig(humanAnnotationConfig).setImageClassificationConfig(imageClassificationConfig).setFeature(Feature.CLASSIFICATION).build();
        OperationFuture<AnnotatedDataset, LabelOperationMetadata> operation = dataLabelingServiceClient.labelImageAsync(labelImageRequest);
        // You'll want to save this for later to retrieve your completed operation.
        System.out.format("Operation Name: %s\n", operation.getName());
        // Cancel the operation to avoid charges when testing.
        dataLabelingServiceClient.getOperationsClient().cancelOperation(operation.getName());
    } catch (IOException | InterruptedException | ExecutionException e) {
        e.printStackTrace();
    }
}

Example 9 with DataLabelingServiceClient

use of com.google.cloud.datalabeling.v1beta1.DataLabelingServiceClient in project java-datalabeling by googleapis.

the class LabelVideo method labelVideo.

// Start a Video Labeling Task
static void labelVideo(String formattedInstructionName, String formattedAnnotationSpecSetName, String formattedDatasetName) throws IOException {
    // String formattedInstructionName = DataLabelingServiceClient.formatInstructionName(
    // "YOUR_PROJECT_ID", "YOUR_INSTRUCTION_UUID");
    // String formattedAnnotationSpecSetName =
    // DataLabelingServiceClient.formatAnnotationSpecSetName(
    // "YOUR_PROJECT_ID", "YOUR_ANNOTATION_SPEC_SET_UUID");
    // String formattedDatasetName = DataLabelingServiceClient.formatDatasetName(
    // "YOUR_PROJECT_ID", "YOUR_DATASET_UUID");
    // [END datalabeling_label_video_beta]
    String endpoint = System.getenv("DATALABELING_ENDPOINT");
    if (endpoint == null) {
        endpoint = DataLabelingServiceSettings.getDefaultEndpoint();
    }
    // [START datalabeling_label_video_beta]
    DataLabelingServiceSettings settings = DataLabelingServiceSettings.newBuilder().setEndpoint(endpoint).build();
    try (DataLabelingServiceClient dataLabelingServiceClient = DataLabelingServiceClient.create(settings)) {
        HumanAnnotationConfig humanAnnotationConfig = HumanAnnotationConfig.newBuilder().setAnnotatedDatasetDisplayName("annotated_displayname").setAnnotatedDatasetDescription("annotated_description").setInstruction(formattedInstructionName).build();
        AnnotationSpecSetConfig annotationSpecSetConfig = AnnotationSpecSetConfig.newBuilder().setAnnotationSpecSet(formattedAnnotationSpecSetName).setAllowMultiLabel(true).build();
        VideoClassificationConfig videoClassificationConfig = VideoClassificationConfig.newBuilder().setApplyShotDetection(true).addAnnotationSpecSetConfigs(annotationSpecSetConfig).build();
        LabelVideoRequest labelVideoRequest = LabelVideoRequest.newBuilder().setParent(formattedDatasetName).setBasicConfig(humanAnnotationConfig).setVideoClassificationConfig(videoClassificationConfig).setFeature(Feature.CLASSIFICATION).build();
        OperationFuture<AnnotatedDataset, LabelOperationMetadata> operation = dataLabelingServiceClient.labelVideoAsync(labelVideoRequest);
        // You'll want to save this for later to retrieve your completed operation.
        System.out.format("Operation Name: %s\n", operation.getName());
        // Cancel the operation to avoid charges when testing.
        dataLabelingServiceClient.getOperationsClient().cancelOperation(operation.getName());
    } catch (IOException | InterruptedException | ExecutionException e) {
        e.printStackTrace();
    }
}

Example 10 with DataLabelingServiceClient

use of com.google.cloud.datalabeling.v1beta1.DataLabelingServiceClient in project java-datalabeling by googleapis.

the class CreateDatasetIT method tearDown.

@After
public void tearDown() {
    System.setOut(null);
    bout.reset();
    // Delete the Dataset
    try (DataLabelingServiceClient dataLabelingServiceClient = DataLabelingServiceClient.create()) {
        ProjectName projectName = ProjectName.of(PROJECT_ID);
        ListDatasetsRequest listRequest = ListDatasetsRequest.newBuilder().setParent(projectName.toString()).build();
        ListDatasetsPagedResponse response = dataLabelingServiceClient.listDatasets(listRequest);
        for (Dataset dataset : response.getPage().iterateAll()) {
            if (dataset.getDisplayName().equals(datasetName)) {
                dataLabelingServiceClient.deleteDataset(dataset.getName());
            }
        }
    } catch (IOException e) {
        e.printStackTrace();
    }
}