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feat(genai): add samples for embeddings, provisioned throughput and safety #10188
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62 changes: 62 additions & 0 deletions
62
genai/snippets/src/main/java/genai/embeddings/EmbeddingsDocRetrievalWithTxt.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. | ||
| */ | ||
|
|
||
| package genai.embeddings; | ||
|
|
||
| // [START googlegenaisdk_embeddings_docretrieval_with_txt] | ||
|
|
||
| import com.google.genai.Client; | ||
| import com.google.genai.types.EmbedContentConfig; | ||
| import com.google.genai.types.EmbedContentResponse; | ||
| import java.util.List; | ||
|
|
||
| public class EmbeddingsDocRetrievalWithTxt { | ||
|
|
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| public static void main(String[] args) { | ||
| // TODO(developer): Replace these variables before running the sample. | ||
| String modelId = "gemini-embedding-001"; | ||
| embedContent(modelId); | ||
| } | ||
|
|
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| // Shows how to embed content with text. | ||
| public static EmbedContentResponse embedContent(String modelId) { | ||
| // Client Initialization. Once created, it can be reused for multiple requests. | ||
| try (Client client = Client.builder().location("global").vertexAI(true).build()) { | ||
|
|
||
| EmbedContentResponse response = | ||
| client.models.embedContent( | ||
| modelId, | ||
| List.of( | ||
| "How do I get a driver's license/learner's permit?", | ||
| "How long is my driver's license valid for?", | ||
| "Driver's knowledge test study guide"), | ||
| EmbedContentConfig.builder() | ||
| .taskType("RETRIEVAL_DOCUMENT") | ||
| .outputDimensionality(3072) | ||
| .title("Driver's License") | ||
| .build()); | ||
|
|
||
| System.out.println(response); | ||
| // Example response: | ||
| // embeddings=Optional[[ContentEmbedding{values=Optional[[-0.035855383, 0.008127963, ... ]] | ||
| // statistics=Optional[ContentEmbeddingStatistics{truncated=Optional[false], | ||
| // tokenCount=Optional[11.0]}]}]], | ||
| // metadata=Optional[EmbedContentMetadata{billableCharacterCount=Optional[153]}]} | ||
| return response; | ||
| } | ||
| } | ||
| } | ||
| // [END googlegenaisdk_embeddings_docretrieval_with_txt] | ||
67 changes: 67 additions & 0 deletions
67
genai/snippets/src/main/java/genai/provisionedthroughput/ProvisionedThroughputWithTxt.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. | ||
| */ | ||
|
|
||
| package genai.provisionedthroughput; | ||
|
|
||
| // [START googlegenaisdk_provisionedthroughput_with_txt] | ||
|
|
||
| import com.google.genai.Client; | ||
| import com.google.genai.types.GenerateContentConfig; | ||
| import com.google.genai.types.GenerateContentResponse; | ||
| import com.google.genai.types.HttpOptions; | ||
| import java.util.Map; | ||
|
|
||
| public class ProvisionedThroughputWithTxt { | ||
|
|
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| public static void main(String[] args) { | ||
| // TODO(developer): Replace these variables before running the sample. | ||
| String modelId = "gemini-2.5-flash"; | ||
| generateContent(modelId); | ||
| } | ||
|
|
||
| // Generates content with Provisioned Throughput. | ||
| public static String generateContent(String modelId) { | ||
| // 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") | ||
| .headers( | ||
| // Options: | ||
| // - "dedicated": Use Provisioned Throughput | ||
| // - "shared": Use pay-as-you-go | ||
| // https://cloud.google.com/vertex-ai/generative-ai/docs/use-provisioned-throughput | ||
| Map.of("X-Vertex-AI-LLM-Request-Type", "shared")) | ||
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|
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| .build()) | ||
| .build()) { | ||
|
|
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| GenerateContentResponse response = | ||
| client.models.generateContent( | ||
| modelId, "How does AI work?", GenerateContentConfig.builder().build()); | ||
|
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||
| System.out.println(response.text()); | ||
| // Example response: | ||
| // At its core, **AI (Artificial Intelligence) works by enabling machines to learn, | ||
| // reason, and make decisions in ways that simulate human intelligence.** Instead of being | ||
| // explicitly programmed for every single task... | ||
| return response.text(); | ||
| } | ||
| } | ||
| } | ||
| // [END googlegenaisdk_provisionedthroughput_with_txt] | ||
144 changes: 144 additions & 0 deletions
144
genai/snippets/src/main/java/genai/safety/SafetyWithTxt.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. | ||
| */ | ||
|
|
||
| package genai.safety; | ||
|
|
||
| // [START googlegenaisdk_safety_with_txt] | ||
|
|
||
| import com.google.genai.Client; | ||
| import com.google.genai.types.Candidate; | ||
| import com.google.genai.types.Content; | ||
| import com.google.genai.types.GenerateContentConfig; | ||
| import com.google.genai.types.GenerateContentResponse; | ||
| import com.google.genai.types.HarmBlockThreshold; | ||
| import com.google.genai.types.HarmCategory; | ||
| import com.google.genai.types.HttpOptions; | ||
| import com.google.genai.types.Part; | ||
| import com.google.genai.types.SafetySetting; | ||
| import java.util.List; | ||
| import java.util.stream.Collectors; | ||
|
|
||
| public class SafetyWithTxt { | ||
|
|
||
| public static void main(String[] args) { | ||
| // TODO(developer): Replace these variables before running the sample. | ||
| String modelId = "gemini-2.5-flash"; | ||
| generateContent(modelId); | ||
| } | ||
|
|
||
| // Shows how to generate content with safety settings. | ||
| public static GenerateContentResponse generateContent(String modelId) { | ||
| // Client Initialization. Once created, it can be reused for multiple requests. | ||
| try (Client client = | ||
| Client.builder() | ||
| .location("global") | ||
| .vertexAI(true) | ||
| .httpOptions(HttpOptions.builder().apiVersion("v1").build()) | ||
| .build()) { | ||
|
|
||
| String systemInstruction = "Be as mean as possible."; | ||
|
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| String prompt = | ||
| "Write a list of 5 disrespectful things that I might say" | ||
| + " to the universe after stubbing my toe in the dark."; | ||
|
|
||
| // Set safety settings. | ||
| List<HarmCategory.Known> categoriesToBlock = | ||
| List.of( | ||
| HarmCategory.Known.HARM_CATEGORY_DANGEROUS_CONTENT, | ||
| HarmCategory.Known.HARM_CATEGORY_HARASSMENT, | ||
| HarmCategory.Known.HARM_CATEGORY_HATE_SPEECH, | ||
| HarmCategory.Known.HARM_CATEGORY_SEXUALLY_EXPLICIT); | ||
|
|
||
| List<SafetySetting> safetySettings = | ||
| categoriesToBlock.stream() | ||
| .map( | ||
| category -> | ||
| SafetySetting.builder() | ||
| .category(category) | ||
| .threshold(HarmBlockThreshold.Known.BLOCK_LOW_AND_ABOVE) | ||
| .build()) | ||
| .collect(Collectors.toList()); | ||
|
|
||
| GenerateContentResponse response = | ||
| client.models.generateContent( | ||
| modelId, | ||
| prompt, | ||
| GenerateContentConfig.builder() | ||
| .systemInstruction(Content.fromParts(Part.fromText(systemInstruction))) | ||
| .safetySettings(safetySettings) | ||
| .build()); | ||
|
|
||
| // Get response candidate. | ||
| Candidate candidate = | ||
| response | ||
| .candidates() | ||
| .flatMap(candidates -> candidates.stream().findFirst()) | ||
| .orElseThrow( | ||
| () -> new IllegalStateException("No response candidate generated by the model.")); | ||
|
|
||
| // Finish Reason will be `SAFETY` if it is blocked. | ||
| System.out.println(candidate.finishReason()); | ||
| // Example response: | ||
| // Optional[SAFETY] | ||
|
|
||
| // For details on all the fields in the response. | ||
| candidate | ||
| .safetyRatings() | ||
| .ifPresent( | ||
| safetyRatings -> | ||
| safetyRatings.forEach( | ||
| safetyRating -> { | ||
| System.out.println("\nCategory: " + safetyRating.category()); | ||
| System.out.println("Is Blocked: " + safetyRating.blocked()); | ||
| System.out.println("Probability: " + safetyRating.probability()); | ||
| System.out.println("Probability Score: " + safetyRating.probabilityScore()); | ||
| System.out.println("Severity: " + safetyRating.severity()); | ||
| System.out.println("Severity Score: " + safetyRating.severityScore()); | ||
| })); | ||
| // Example response: | ||
| // Category: Optional[HARM_CATEGORY_HATE_SPEECH] | ||
| // Is Blocked: Optional.empty | ||
| // Probability: Optional[NEGLIGIBLE] | ||
| // Probability Score: Optional[1.9967922E-5] | ||
| // Severity: Optional[HARM_SEVERITY_NEGLIGIBLE] | ||
| // Severity Score: Optional[0.05732864] | ||
| // | ||
| // Category: Optional[HARM_CATEGORY_DANGEROUS_CONTENT] | ||
| // Is Blocked: Optional.empty | ||
| // Probability: Optional[NEGLIGIBLE] | ||
| // Probability Score: Optional[2.9124324E-6] | ||
| // Severity: Optional[HARM_SEVERITY_NEGLIGIBLE] | ||
| // Severity Score: Optional[0.04544826] | ||
| // | ||
| // Category: Optional[HARM_CATEGORY_HARASSMENT] | ||
| // Is Blocked: Optional[true] | ||
| // Probability: Optional[MEDIUM] | ||
| // Probability Score: Optional[0.4593908] | ||
| // Severity: Optional[HARM_SEVERITY_MEDIUM] | ||
| // Severity Score: Optional[0.22082388] | ||
| // | ||
| // Category: Optional[HARM_CATEGORY_SEXUALLY_EXPLICIT] | ||
| // Is Blocked: Optional.empty | ||
| // Probability: Optional[NEGLIGIBLE] | ||
| // Probability Score: Optional[6.453211E-8] | ||
| // Severity: Optional[HARM_SEVERITY_NEGLIGIBLE] | ||
| // Severity Score: Optional[0.023201048] | ||
| return response; | ||
| } | ||
| } | ||
| } | ||
| // [END googlegenaisdk_safety_with_txt] |
73 changes: 73 additions & 0 deletions
73
genai/snippets/src/test/java/genai/embeddings/EmbeddingsIT.java
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|---|---|---|
| @@ -0,0 +1,73 @@ | ||
| /* | ||
| * 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.embeddings; | ||
|
|
||
| import static com.google.common.truth.Truth.assertThat; | ||
| import static com.google.common.truth.Truth.assertWithMessage; | ||
|
|
||
| import com.google.genai.types.EmbedContentResponse; | ||
| import java.io.ByteArrayOutputStream; | ||
| import java.io.PrintStream; | ||
| 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; | ||
|
|
||
| @RunWith(JUnit4.class) | ||
| public class EmbeddingsIT { | ||
|
|
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| private static final String GEMINI_EMBEDDING = "gemini-embedding-001"; | ||
| private ByteArrayOutputStream bout; | ||
|
|
||
| // 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(); | ||
| } | ||
|
|
||
| @BeforeClass | ||
| public static void checkRequirements() { | ||
| requireEnvVar("GOOGLE_CLOUD_PROJECT"); | ||
| } | ||
|
|
||
| @Before | ||
| public void setUp() { | ||
| bout = new ByteArrayOutputStream(); | ||
| System.setOut(new PrintStream(bout)); | ||
| } | ||
|
|
||
| @After | ||
| public void tearDown() { | ||
| System.setOut(null); | ||
| } | ||
|
|
||
| @Test | ||
| public void testEmbeddingsDocRetrievalWithTxt() { | ||
| EmbedContentResponse response = EmbeddingsDocRetrievalWithTxt.embedContent(GEMINI_EMBEDDING); | ||
| assertThat(response.toString()).isNotEmpty(); | ||
| assertThat(response.embeddings()).isPresent(); | ||
| assertThat(response.embeddings().get()).isNotEmpty(); | ||
| assertThat(response.metadata()).isPresent(); | ||
|
|
||
| String output = bout.toString(); | ||
| assertThat(output).contains("statistics"); | ||
| assertThat(output).contains("tokenCount"); | ||
| } | ||
| } |
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