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CreateDataLabelingJobActiveLearningSample.java
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CreateDataLabelingJobActiveLearningSample.java
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/*
* Copyright 2021 Google LLC
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package aiplatform;
// [START aiplatform_create_data_labeling_job_active_learning_sample]
import com.google.cloud.aiplatform.v1.ActiveLearningConfig;
import com.google.cloud.aiplatform.v1.DataLabelingJob;
import com.google.cloud.aiplatform.v1.DatasetName;
import com.google.cloud.aiplatform.v1.JobServiceClient;
import com.google.cloud.aiplatform.v1.JobServiceSettings;
import com.google.cloud.aiplatform.v1.LocationName;
import com.google.gson.JsonArray;
import com.google.gson.JsonObject;
import com.google.protobuf.Value;
import com.google.protobuf.util.JsonFormat;
import java.io.IOException;
public class CreateDataLabelingJobActiveLearningSample {
public static void main(String[] args) throws IOException {
// TODO(developer): Replace these variables before running the sample.
String project = "PROJECT";
String displayName = "DISPLAY_NAME";
String dataset = "DATASET";
String instructionUri = "INSTRUCTION_URI";
String inputsSchemaUri = "INPUTS_SCHEMA_URI";
String annotationSpec = "ANNOTATION_SPEC";
createDataLabelingJobActiveLearningSample(
project, displayName, dataset, instructionUri, inputsSchemaUri, annotationSpec);
}
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";
// Initialize client that will be used to send requests. This client only needs to be created
// once, and can be reused for multiple requests. After completing all of your requests, call
// 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());
}
}
}
// [END aiplatform_create_data_labeling_job_active_learning_sample]