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feat(genai): add batch prediction samples (2) #10190
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107 changes: 107 additions & 0 deletions
107
genai/snippets/src/main/java/genai/batchprediction/BatchPredictionWithBq.java
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| /* | ||
| * 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. | ||
| */ | ||
|
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| package genai.batchprediction; | ||
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| // [START googlegenaisdk_batchpredict_with_bq] | ||
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| 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; | ||
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| 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.Optional; | ||
| import java.util.Set; | ||
| import java.util.concurrent.TimeUnit; | ||
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| public class BatchPredictionWithBq { | ||
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| 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); | ||
| } | ||
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| // Creates a batch prediction job with Google BigQuery. | ||
| public static Optional<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()) { | ||
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| // 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(); | ||
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| CreateBatchJobConfig batchJobConfig = | ||
| CreateBatchJobConfig.builder() | ||
| .displayName("your-display-name") | ||
| .dest(BatchJobDestination.builder().bigqueryUri(outputUri).format("bigquery").build()) | ||
| .build(); | ||
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| BatchJob batchJob = client.batches.create(modelId, batchJobSource, batchJobConfig); | ||
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| String jobName = | ||
| batchJob.name().orElseThrow(() -> new IllegalStateException("Missing job name")); | ||
| System.out.println("Job name: " + jobName); | ||
| Optional<JobState> jobState = batchJob.state(); | ||
| jobState.ifPresent(state -> System.out.println("Job state: " + state)); | ||
| // Job name: | ||
| // projects/.../locations/.../batchPredictionJobs/3189981423167602688 | ||
| // Job state: JOB_STATE_PENDING | ||
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| // 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); | ||
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| while (jobState.isPresent() && !completedStates.contains(jobState.get().knownEnum())) { | ||
| TimeUnit.SECONDS.sleep(30); | ||
| batchJob = client.batches.get(jobName, GetBatchJobConfig.builder().build()); | ||
| jobState = batchJob.state(); | ||
| jobState.ifPresent(state -> System.out.println("Job state: " + state)); | ||
| } | ||
| // Example response: | ||
| // Job state: JOB_STATE_QUEUED | ||
| // Job state: JOB_STATE_RUNNING | ||
| // Job state: JOB_STATE_RUNNING | ||
| // ... | ||
| // Job state: JOB_STATE_SUCCEEDED | ||
| return jobState; | ||
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| } | ||
| } | ||
| } | ||
| // [END googlegenaisdk_batchpredict_with_bq] | ||
139 changes: 139 additions & 0 deletions
139
genai/snippets/src/test/java/genai/batchprediction/BatchPredictionIT.java
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| @@ -0,0 +1,139 @@ | ||
| /* | ||
| * 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. | ||
| */ | ||
|
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| package genai.batchprediction; | ||
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| import static com.google.common.truth.Truth.assertThat; | ||
| import static com.google.common.truth.Truth.assertWithMessage; | ||
| import static com.google.genai.types.JobState.Known.JOB_STATE_PENDING; | ||
| import static com.google.genai.types.JobState.Known.JOB_STATE_RUNNING; | ||
| import static com.google.genai.types.JobState.Known.JOB_STATE_SUCCEEDED; | ||
| import static org.mockito.ArgumentMatchers.any; | ||
| import static org.mockito.ArgumentMatchers.anyString; | ||
| import static org.mockito.Mockito.RETURNS_SELF; | ||
| import static org.mockito.Mockito.mock; | ||
| import static org.mockito.Mockito.mockStatic; | ||
| import static org.mockito.Mockito.times; | ||
| import static org.mockito.Mockito.verify; | ||
| import static org.mockito.Mockito.when; | ||
|
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| import com.google.genai.Batches; | ||
| import com.google.genai.Client; | ||
| import com.google.genai.types.BatchJob; | ||
| import com.google.genai.types.BatchJobSource; | ||
| import com.google.genai.types.CreateBatchJobConfig; | ||
| import com.google.genai.types.GetBatchJobConfig; | ||
| import com.google.genai.types.JobState; | ||
| import java.io.ByteArrayOutputStream; | ||
| import java.io.PrintStream; | ||
| import java.lang.reflect.Field; | ||
| import java.util.Optional; | ||
| import org.junit.After; | ||
| import org.junit.Before; | ||
| import org.junit.BeforeClass; | ||
| import org.junit.Test; | ||
| import org.junit.runner.RunWith; | ||
| import org.junit.runners.JUnit4; | ||
| import org.mockito.MockedStatic; | ||
|
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| @RunWith(JUnit4.class) | ||
| public class BatchPredictionIT { | ||
|
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| private static final String GEMINI_FLASH = "gemini-2.5-flash"; | ||
| private static String jobName; | ||
| private static String outputBqUri; | ||
| private ByteArrayOutputStream bout; | ||
| private Batches mockedBatches; | ||
| private MockedStatic<Client> mockedStatic; | ||
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| // Check if the required environment variables are set. | ||
| public static void requireEnvVar(String envVarName) { | ||
| assertWithMessage(String.format("Missing environment variable '%s' ", envVarName)) | ||
| .that(System.getenv(envVarName)) | ||
| .isNotEmpty(); | ||
| } | ||
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| @BeforeClass | ||
| public static void checkRequirements() { | ||
| requireEnvVar("GOOGLE_CLOUD_PROJECT"); | ||
| jobName = "projects/project_id/locations/us-central1/batchPredictionJobs/job_id"; | ||
| outputBqUri = "bq://your-project.your_dataset.your_table"; | ||
| } | ||
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| @Before | ||
| public void setUp() throws NoSuchFieldException, IllegalAccessException { | ||
| bout = new ByteArrayOutputStream(); | ||
| System.setOut(new PrintStream(bout)); | ||
|
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| // Arrange | ||
| Client.Builder mockedBuilder = mock(Client.Builder.class, RETURNS_SELF); | ||
| mockedBatches = mock(Batches.class); | ||
| mockedStatic = mockStatic(Client.class); | ||
| mockedStatic.when(Client::builder).thenReturn(mockedBuilder); | ||
| Client mockedClient = mock(Client.class); | ||
| when(mockedBuilder.build()).thenReturn(mockedClient); | ||
|
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| // Using reflection because 'batches' is a final field and cannot be mocked directly. | ||
| // This is brittle but necessary for testing this class structure. | ||
| Field field = Client.class.getDeclaredField("batches"); | ||
| field.setAccessible(true); | ||
| field.set(mockedClient, mockedBatches); | ||
|
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| // Mock the sequence of job states to test the polling loop | ||
| BatchJob pendingJob = mock(BatchJob.class); | ||
| when(pendingJob.name()).thenReturn(Optional.of(jobName)); | ||
| when(pendingJob.state()).thenReturn(Optional.of(new JobState(JOB_STATE_PENDING))); | ||
|
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| BatchJob runningJob = mock(BatchJob.class); | ||
| when(runningJob.state()).thenReturn(Optional.of(new JobState(JOB_STATE_RUNNING))); | ||
|
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| BatchJob succeededJob = mock(BatchJob.class); | ||
| when(succeededJob.state()).thenReturn(Optional.of(new JobState(JOB_STATE_SUCCEEDED))); | ||
|
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| when(mockedBatches.create( | ||
| anyString(), any(BatchJobSource.class), any(CreateBatchJobConfig.class))) | ||
| .thenReturn(pendingJob); | ||
| when(mockedBatches.get(anyString(), any(GetBatchJobConfig.class))) | ||
| .thenReturn(runningJob, succeededJob); | ||
| } | ||
|
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| @After | ||
| public void tearDown() { | ||
| System.setOut(null); | ||
| bout.reset(); | ||
| mockedStatic.close(); | ||
| } | ||
|
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| @Test | ||
| public void testBatchPredictionWithBq() throws InterruptedException { | ||
| // Act | ||
| Optional<JobState> response = BatchPredictionWithBq.createBatchJob(GEMINI_FLASH, outputBqUri); | ||
|
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| // Assert | ||
| verify(mockedBatches, times(1)) | ||
| .create(anyString(), any(BatchJobSource.class), any(CreateBatchJobConfig.class)); | ||
| verify(mockedBatches, times(2)).get(anyString(), any(GetBatchJobConfig.class)); | ||
|
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| assertThat(response).isPresent(); | ||
| assertThat(response.get().knownEnum()).isEqualTo(JOB_STATE_SUCCEEDED); | ||
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| 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"); | ||
| } | ||
| } |
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