Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
Original file line number Diff line number Diff line change
@@ -0,0 +1,110 @@
/*
* Copyright 2025 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 genai.batchprediction;

// [START googlegenaisdk_batchpredict_with_bq]

import static com.google.genai.types.JobState.Known.JOB_STATE_CANCELLED;
import static com.google.genai.types.JobState.Known.JOB_STATE_FAILED;
import static com.google.genai.types.JobState.Known.JOB_STATE_PAUSED;
import static com.google.genai.types.JobState.Known.JOB_STATE_SUCCEEDED;

import com.google.genai.Client;
import com.google.genai.types.BatchJob;
import com.google.genai.types.BatchJobDestination;
import com.google.genai.types.BatchJobSource;
import com.google.genai.types.CreateBatchJobConfig;
import com.google.genai.types.GetBatchJobConfig;
import com.google.genai.types.HttpOptions;
import com.google.genai.types.JobState;
import java.util.EnumSet;
import java.util.Set;
import java.util.concurrent.TimeUnit;

public class BatchPredictionWithBq {

public static void main(String[] args) throws InterruptedException {
// TODO(developer): Replace these variables before running the sample.
// To use a tuned model, set the model param to your tuned model using the following format:
// modelId = "projects/{PROJECT_ID}/locations/{LOCATION}/models/{MODEL_ID}
String modelId = "gemini-2.5-flash";
String outputUri = "bq://your-project.your_dataset.your_table";
createBatchJob(modelId, outputUri);
}

// Creates a batch prediction job with Google BigQuery.
public static JobState createBatchJob(String modelId, String outputUri)
throws InterruptedException {
// Client Initialization. Once created, it can be reused for multiple requests.
try (Client client =
Client.builder()
.location("us-central1")
.vertexAI(true)
.httpOptions(HttpOptions.builder().apiVersion("v1").build())
.build()) {

// See the documentation:
// https://googleapis.github.io/java-genai/javadoc/com/google/genai/Batches.html
BatchJobSource batchJobSource =
BatchJobSource.builder()
.bigqueryUri("bq://storage-samples.generative_ai.batch_requests_for_multimodal_input")
.format("bigquery")
.build();

CreateBatchJobConfig batchJobConfig =
CreateBatchJobConfig.builder()
.displayName("your-display-name")
.dest(BatchJobDestination.builder().bigqueryUri(outputUri).format("bigquery").build())
.build();

BatchJob batchJob = client.batches.create(modelId, batchJobSource, batchJobConfig);

String jobName =
batchJob.name().orElseThrow(() -> new IllegalStateException("Missing job name"));
JobState jobState =
batchJob.state().orElseThrow(() -> new IllegalStateException("Missing job state"));
System.out.println("Job name: " + jobName);
System.out.println("Job state: " + jobState);
// Job name:
// projects/.../locations/.../batchPredictionJobs/3189981423167602688
// Job state: JOB_STATE_PENDING

// See the documentation:
// https://googleapis.github.io/java-genai/javadoc/com/google/genai/types/BatchJob.html
Set<JobState.Known> completedStates =
EnumSet.of(JOB_STATE_SUCCEEDED, JOB_STATE_FAILED, JOB_STATE_CANCELLED, JOB_STATE_PAUSED);

while (!completedStates.contains(jobState.knownEnum())) {
TimeUnit.SECONDS.sleep(30);
batchJob = client.batches.get(jobName, GetBatchJobConfig.builder().build());
jobState =
batchJob
.state()
.orElseThrow(() -> new IllegalStateException("Missing job state during polling"));
System.out.println("Job state: " + jobState);
}
// Example response:
// Job state: JOB_STATE_QUEUED
// Job state: JOB_STATE_RUNNING
// Job state: JOB_STATE_RUNNING
// ...
// Job state: JOB_STATE_SUCCEEDED
return jobState;
}
}
}
// [END googlegenaisdk_batchpredict_with_bq]
Original file line number Diff line number Diff line change
Expand Up @@ -138,6 +138,27 @@ public void testBatchPredictionWithGcs() throws InterruptedException {
assertThat(output).contains("Job state: JOB_STATE_SUCCEEDED");
}

@Test
public void testBatchPredictionWithBq() throws InterruptedException {
// Act
String outputBqUri = "bq://test-project.test_dataset.test_table";
JobState response = BatchPredictionWithBq.createBatchJob(GEMINI_FLASH, outputBqUri);

// Assert
verify(mockedBatches, times(1))
.create(anyString(), any(BatchJobSource.class), any(CreateBatchJobConfig.class));
verify(mockedBatches, times(2)).get(anyString(), any(GetBatchJobConfig.class));

assertThat(response).isNotNull();
assertThat(response.knownEnum()).isEqualTo(JOB_STATE_SUCCEEDED);

String output = bout.toString();
assertThat(output).contains("Job name: " + jobName);
assertThat(output).contains("Job state: JOB_STATE_PENDING");
assertThat(output).contains("Job state: JOB_STATE_RUNNING");
assertThat(output).contains("Job state: JOB_STATE_SUCCEEDED");
}

@Test
public void testBatchPredictionEmbeddingsWithGcs() throws InterruptedException {
// Act
Expand Down