Examples with ActiveLearningConfig com.google.cloud.aiplatform.v1.ActiveLearningConfig used on opensource projects

Example 1 with ActiveLearningConfig

use of com.google.cloud.aiplatform.v1.ActiveLearningConfig in project java-aiplatform by googleapis.

the class CreateDataLabelingJobActiveLearningSample method createDataLabelingJobActiveLearningSample.

static void createDataLabelingJobActiveLearningSample(String project, String displayName, String dataset, String instructionUri, String inputsSchemaUri, String annotationSpec) throws IOException {
    JobServiceSettings settings = JobServiceSettings.newBuilder().setEndpoint("us-central1-aiplatform.googleapis.com:443").build();
    String location = "us-central1";
    // the "close" method on the client to safely clean up any remaining background resources.
    try (JobServiceClient client = JobServiceClient.create(settings)) {
        JsonArray jsonAnnotationSpecs = new JsonArray();
        jsonAnnotationSpecs.add(annotationSpec);
        JsonObject jsonInputs = new JsonObject();
        jsonInputs.add("annotation_specs", jsonAnnotationSpecs);
        Value.Builder inputsBuilder = Value.newBuilder();
        JsonFormat.parser().merge(jsonInputs.toString(), inputsBuilder);
        Value inputs = inputsBuilder.build();
        ActiveLearningConfig activeLearningConfig = ActiveLearningConfig.newBuilder().setMaxDataItemCount(1).build();
        String datasetName = DatasetName.of(project, location, dataset).toString();
        DataLabelingJob dataLabelingJob = DataLabelingJob.newBuilder().setDisplayName(displayName).addDatasets(datasetName).setLabelerCount(1).setInstructionUri(instructionUri).setInputsSchemaUri(inputsSchemaUri).setInputs(inputs).putAnnotationLabels("aiplatform.googleapis.com/annotation_set_name", "data_labeling_job_active_learning").setActiveLearningConfig(activeLearningConfig).build();
        LocationName parent = LocationName.of(project, location);
        DataLabelingJob response = client.createDataLabelingJob(parent, dataLabelingJob);
        System.out.format("response: %s\n", response);
        System.out.format("Name: %s\n", response.getName());
    }
}