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();
}
}
use of com.google.cloud.datalabeling.v1beta1.DataLabelingServiceClient in project java-datalabeling by googleapis.
the class CreateAnnotationSpecSetIT method tearDown.
@After
public void tearDown() {
System.setOut(null);
bout.reset();
// Delete the Annotation Spec Sheet
try (DataLabelingServiceClient dataLabelingServiceClient = DataLabelingServiceClient.create()) {
ProjectName projectName = ProjectName.of(PROJECT_ID);
ListAnnotationSpecSetsRequest listRequest = ListAnnotationSpecSetsRequest.newBuilder().setParent(projectName.toString()).build();
ListAnnotationSpecSetsPagedResponse response = dataLabelingServiceClient.listAnnotationSpecSets(listRequest);
for (AnnotationSpecSet annotationSpecSet : response.getPage().iterateAll()) {
if (annotationSpecSet.getDisplayName().equals("YOUR_ANNOTATION_SPEC_SET_DISPLAY_NAME")) {
dataLabelingServiceClient.deleteAnnotationSpecSet(annotationSpecSet.getName());
}
}
} catch (IOException e) {
e.printStackTrace();
}
}
use of com.google.cloud.datalabeling.v1beta1.DataLabelingServiceClient in project java-datalabeling by googleapis.
the class LabelImageIT method tearDown.
@After
public void tearDown() {
System.setOut(null);
// Delete the created dataset.
try (DataLabelingServiceClient dataLabelingServiceClient = DataLabelingServiceClient.create()) {
dataLabelingServiceClient.deleteDataset(dataset.getName());
dataLabelingServiceClient.deleteInstruction(instruction.getName());
dataLabelingServiceClient.deleteAnnotationSpecSet(annotationSpecSet.getName());
} catch (IOException e) {
e.printStackTrace();
}
}
use of com.google.cloud.datalabeling.v1beta1.DataLabelingServiceClient in project java-datalabeling by googleapis.
the class LabelVideoIT method setUp.
@Before
public void setUp() {
System.setOut(new PrintStream(new ByteArrayOutputStream()));
try (DataLabelingServiceClient dataLabelingServiceClient = DataLabelingServiceClient.create()) {
// Create the dataset
CreateDataset.createDataset(PROJECT_ID, datasetName);
ProjectName projectName = ProjectName.of(PROJECT_ID);
// Get the Dataset
ListDatasetsRequest datasetsRequest = ListDatasetsRequest.newBuilder().setParent(projectName.toString()).build();
ListDatasetsPagedResponse datasetsResponse = dataLabelingServiceClient.listDatasets(datasetsRequest);
for (Dataset returnedDataset : datasetsResponse.getPage().iterateAll()) {
if (returnedDataset.getDisplayName().equals("LABEL_VIDEO_DATASET_NAME")) {
dataset = returnedDataset;
}
}
// Import the images
// ImportData.importData(dataset.getName(), DATASET_GCS_SOURCE_URI);
GcsSource gcsSource = GcsSource.newBuilder().setInputUri(DATASET_GCS_SOURCE_URI).setMimeType("text/csv").build();
InputConfig inputConfig = InputConfig.newBuilder().setDataType(// DataTypes: AUDIO, IMAGE, VIDEO, TEXT
DataType.VIDEO).setGcsSource(gcsSource).build();
ImportDataRequest importDataRequest = ImportDataRequest.newBuilder().setName(dataset.getName()).setInputConfig(inputConfig).build();
ImportDataOperationResponse response = dataLabelingServiceClient.importDataAsync(importDataRequest).get();
System.out.format("Imported items: %d\n", response.getImportCount());
// Create the instruction
CreateInstruction.createInstruction(PROJECT_ID, INSTRUCTION_GCS_SOURCE_URI);
// Create the annotation spec set
CreateAnnotationSpecSet.createAnnotationSpecSet(PROJECT_ID);
// Get the instruction
ListInstructionsRequest instructionsRequest = ListInstructionsRequest.newBuilder().setParent(projectName.toString()).build();
ListInstructionsPagedResponse instructionsResponse = dataLabelingServiceClient.listInstructions(instructionsRequest);
for (Instruction returnedInstruction : instructionsResponse.getPage().iterateAll()) {
if (returnedInstruction.getDisplayName().equals("YOUR_INSTRUCTION_DISPLAY_NAME")) {
instruction = returnedInstruction;
}
}
// Get the annotation spec set
ListAnnotationSpecSetsRequest annotationRequest = ListAnnotationSpecSetsRequest.newBuilder().setParent(projectName.toString()).build();
ListAnnotationSpecSetsPagedResponse annotationsResponse = dataLabelingServiceClient.listAnnotationSpecSets(annotationRequest);
for (AnnotationSpecSet returnedAnnotation : annotationsResponse.getPage().iterateAll()) {
if (returnedAnnotation.getDisplayName().equals("YOUR_ANNOTATION_SPEC_SET_DISPLAY_NAME")) {
annotationSpecSet = returnedAnnotation;
}
}
} catch (Exception e) {
e.printStackTrace();
}
}
use of com.google.cloud.datalabeling.v1beta1.DataLabelingServiceClient in project java-datalabeling by googleapis.
the class CreateDataset method createDataset.
// Create a dataset that is initially empty.
static void createDataset(String projectId, String datasetName) throws IOException {
// String projectId = "YOUR_PROJECT_ID";
// String datasetName = "YOUR_DATASET_DISPLAY_NAME";
// [END datalabeling_create_dataset_beta]
String endpoint = System.getenv("DATALABELING_ENDPOINT");
if (endpoint == null) {
endpoint = DataLabelingServiceSettings.getDefaultEndpoint();
}
// [START datalabeling_create_dataset_beta]
DataLabelingServiceSettings settings = DataLabelingServiceSettings.newBuilder().setEndpoint(endpoint).build();
try (DataLabelingServiceClient dataLabelingServiceClient = DataLabelingServiceClient.create(settings)) {
ProjectName projectName = ProjectName.of(projectId);
Dataset dataset = Dataset.newBuilder().setDisplayName(datasetName).setDescription("YOUR_DESCRIPTION").build();
CreateDatasetRequest createDatasetRequest = CreateDatasetRequest.newBuilder().setParent(projectName.toString()).setDataset(dataset).build();
Dataset createdDataset = dataLabelingServiceClient.createDataset(createDatasetRequest);
System.out.format("Name: %s\n", createdDataset.getName());
System.out.format("DisplayName: %s\n", createdDataset.getDisplayName());
System.out.format("Description: %s\n", createdDataset.getDescription());
} catch (IOException e) {
e.printStackTrace();
}
}
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