BAEL-9368: Google Cloud and Spring AI (#18744)

manfred106 · web-flow · commit 512dff7326d5 · 2025-08-22T20:05:40.000-05:00
diff --git a/spring-ai-4/pom.xml b/spring-ai-4/pom.xml
@@ -61,6 +61,14 @@
            <groupId>org.springframework.ai</groupId>
            <artifactId>spring-ai-starter-model-openai</artifactId>
        </dependency>
+       <dependency>
+           <groupId>org.springframework.ai</groupId>
+           <artifactId>spring-ai-starter-model-vertex-ai-gemini</artifactId>
+       </dependency>
+       <dependency>
+           <groupId>org.springframework.ai</groupId>
+           <artifactId>spring-ai-starter-model-vertex-ai-embedding</artifactId>
+       </dependency>
        <dependency>
            <groupId>org.springframework.ai</groupId>
            <artifactId>spring-ai-model-chat-memory-repository-jdbc</artifactId>
@@ -89,6 +97,12 @@
                 <spring.boot.mainclass>com.baeldung.springai.memory.Application</spring.boot.mainclass>
             </properties>
         </profile>
+        <profile>
+            <id>vertexai</id>
+            <properties>
+                <spring.boot.mainclass>com.baeldung.springai.vertexai.Application</spring.boot.mainclass>
+            </properties>
+        </profile>
     </profiles>
 
    <build>
@@ -113,7 +127,7 @@
    <properties>
        <junit-jupiter.version>5.9.0</junit-jupiter.version>
        <spring-boot.version>3.5.0</spring-boot.version>
-       <spring-ai.version>1.0.0</spring-ai.version>
+       <spring-ai.version>1.0.1</spring-ai.version>
    </properties>
 
 </project>
diff --git a/spring-ai-4/src/main/java/com/baeldung/springai/memory/Application.java b/spring-ai-4/src/main/java/com/baeldung/springai/memory/Application.java
@@ -3,7 +3,11 @@
 import org.springframework.boot.SpringApplication;
 import org.springframework.boot.autoconfigure.SpringBootApplication;
 
-@SpringBootApplication
+@SpringBootApplication(exclude = {
+    org.springframework.ai.model.vertexai.autoconfigure.embedding.VertexAiMultiModalEmbeddingAutoConfiguration.class,
+    org.springframework.ai.model.vertexai.autoconfigure.embedding.VertexAiTextEmbeddingAutoConfiguration.class,
+    org.springframework.ai.model.vertexai.autoconfigure.gemini.VertexAiGeminiChatAutoConfiguration.class,
+})
 public class Application {
 
     public static void main(String[] args) {
diff --git a/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/Application.java b/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/Application.java
@@ -0,0 +1,22 @@
+package com.baeldung.springai.vertexai;
+
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+
+@SpringBootApplication(exclude = {
+    org.springframework.ai.model.openai.autoconfigure.OpenAiAudioSpeechAutoConfiguration.class,
+    org.springframework.ai.model.openai.autoconfigure.OpenAiAudioTranscriptionAutoConfiguration.class,
+    org.springframework.ai.model.openai.autoconfigure.OpenAiChatAutoConfiguration.class,
+    org.springframework.ai.model.openai.autoconfigure.OpenAiEmbeddingAutoConfiguration.class,
+    org.springframework.ai.model.openai.autoconfigure.OpenAiImageAutoConfiguration.class,
+    org.springframework.ai.model.openai.autoconfigure.OpenAiModerationAutoConfiguration.class
+})
+public class Application {
+
+    public static void main(String[] args) {
+        SpringApplication app = new SpringApplication(Application.class);
+        app.setAdditionalProfiles("vertexai");
+        app.run(args);
+    }
+
+}
diff --git a/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/ChatController.java b/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/ChatController.java
@@ -0,0 +1,25 @@
+package com.baeldung.springai.vertexai;
+
+import javax.validation.constraints.NotNull;
+
+import org.springframework.http.ResponseEntity;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RestController;
+
+@RestController
+public class ChatController {
+
+    private final ChatService chatService;
+
+    public ChatController(ChatService chatService) {
+        this.chatService = chatService;
+    }
+
+    @PostMapping("/chat")
+    public ResponseEntity<String> chat(@RequestBody @NotNull String prompt) {
+        String response = chatService.chat(prompt);
+        return ResponseEntity.ok(response);
+    }
+
+}
diff --git a/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/ChatService.java b/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/ChatService.java
@@ -0,0 +1,29 @@
+package com.baeldung.springai.vertexai;
+
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.chat.client.advisor.MessageChatMemoryAdvisor;
+import org.springframework.ai.chat.memory.ChatMemory;
+import org.springframework.ai.chat.model.ChatModel;
+import org.springframework.stereotype.Component;
+import org.springframework.web.context.annotation.SessionScope;
+
+@Component
+@SessionScope
+public class ChatService {
+
+    private final ChatClient chatClient;
+
+    public ChatService(ChatModel chatModel, ChatMemory chatMemory) {
+        this.chatClient = ChatClient.builder(chatModel)
+                .defaultAdvisors(MessageChatMemoryAdvisor.builder(chatMemory).build())
+                .build();
+    }
+
+    public String chat(String prompt) {
+        return chatClient.prompt()
+                .user(userMessage -> userMessage.text(prompt))
+                .call()
+                .content();
+    }
+
+}
diff --git a/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/MultiModalEmbeddingController.java b/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/MultiModalEmbeddingController.java
@@ -0,0 +1,30 @@
+package com.baeldung.springai.vertexai;
+
+import javax.validation.constraints.NotNull;
+
+import org.springframework.ai.embedding.EmbeddingResponse;
+import org.springframework.http.ResponseEntity;
+import org.springframework.util.MimeType;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.RestController;
+import org.springframework.web.multipart.MultipartFile;
+
+@RestController
+public class MultiModalEmbeddingController {
+
+    private final MultiModalEmbeddingService embeddingService;
+
+    public MultiModalEmbeddingController(MultiModalEmbeddingService embeddingService) {
+        this.embeddingService = embeddingService;
+    }
+
+    @PostMapping("/embedding/image")
+    public ResponseEntity<EmbeddingResponse> getEmbedding(@RequestParam("image") @NotNull MultipartFile imageFile) {
+        EmbeddingResponse response = embeddingService.getEmbedding(
+            MimeType.valueOf(imageFile.getContentType()),
+            imageFile.getResource());
+        return ResponseEntity.ok(response);
+    }
+
+}
diff --git a/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/MultiModalEmbeddingService.java b/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/MultiModalEmbeddingService.java
@@ -0,0 +1,30 @@
+package com.baeldung.springai.vertexai;
+
+import java.util.List;
+import java.util.Map;
+
+import org.springframework.ai.content.Media;
+import org.springframework.ai.document.Document;
+import org.springframework.ai.embedding.DocumentEmbeddingModel;
+import org.springframework.ai.embedding.DocumentEmbeddingRequest;
+import org.springframework.ai.embedding.EmbeddingResponse;
+import org.springframework.core.io.Resource;
+import org.springframework.stereotype.Service;
+import org.springframework.util.MimeType;
+
+@Service
+public class MultiModalEmbeddingService {
+
+    private final DocumentEmbeddingModel documentEmbeddingModel;
+
+    public MultiModalEmbeddingService(DocumentEmbeddingModel documentEmbeddingModel) {
+        this.documentEmbeddingModel = documentEmbeddingModel;
+    }
+
+    public EmbeddingResponse getEmbedding(MimeType mimeType, Resource resource) {
+        Document document = new Document(new Media(mimeType, resource), Map.of());
+        DocumentEmbeddingRequest request = new DocumentEmbeddingRequest(List.of(document));
+        return documentEmbeddingModel.call(request);
+    }
+
+}
diff --git a/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/TextEmbeddingController.java b/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/TextEmbeddingController.java
@@ -0,0 +1,26 @@
+package com.baeldung.springai.vertexai;
+
+import javax.validation.constraints.NotNull;
+
+import org.springframework.ai.embedding.EmbeddingResponse;
+import org.springframework.http.ResponseEntity;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RestController;
+
+@RestController
+public class TextEmbeddingController {
+
+    private final TextEmbeddingService textEmbeddingService;
+
+    public TextEmbeddingController(TextEmbeddingService textEmbeddingService) {
+        this.textEmbeddingService = textEmbeddingService;
+    }
+
+    @PostMapping("/embedding/text")
+    public ResponseEntity<EmbeddingResponse> getEmbedding(@RequestBody @NotNull String text) {
+        EmbeddingResponse response = textEmbeddingService.getEmbedding(text);
+        return ResponseEntity.ok(response);
+    }
+
+}
diff --git a/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/TextEmbeddingService.java b/spring-ai-4/src/main/java/com/baeldung/springai/vertexai/TextEmbeddingService.java
@@ -0,0 +1,24 @@
+package com.baeldung.springai.vertexai;
+
+import java.util.Arrays;
+
+import org.springframework.ai.embedding.EmbeddingModel;
+import org.springframework.ai.embedding.EmbeddingRequest;
+import org.springframework.ai.embedding.EmbeddingResponse;
+import org.springframework.stereotype.Service;
+
+@Service
+public class TextEmbeddingService {
+
+    private final EmbeddingModel embeddingModel;
+
+    public TextEmbeddingService(EmbeddingModel embeddingModel) {
+        this.embeddingModel = embeddingModel;
+    }
+
+    public EmbeddingResponse getEmbedding(String... texts) {
+        EmbeddingRequest request = new EmbeddingRequest(Arrays.asList(texts), null);
+        return embeddingModel.call(request);
+    }
+
+}
diff --git a/spring-ai-4/src/main/resources/application-vertexai.yml b/spring-ai-4/src/main/resources/application-vertexai.yml
@@ -0,0 +1,14 @@
+spring:
+  ai:
+    vertex:
+      ai:
+        gemini:
+          project-id: "c1-lumion"
+          location: "europe-west1"
+          model: "gemini-2.0-flash-lite"
+        embedding:
+          project-id: "c1-lumion"
+          location: "europe-west1"
+          text:
+            options:
+              model: "gemini-embedding-001"
diff --git a/spring-ai-4/src/test/java/com/baeldung/springai/vertexai/ChatServiceLiveTest.java b/spring-ai-4/src/test/java/com/baeldung/springai/vertexai/ChatServiceLiveTest.java
@@ -0,0 +1,25 @@
+package com.baeldung.springai.vertexai;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.ActiveProfiles;
+
+@SpringBootTest
+@ActiveProfiles("vertexai")
+class ChatServiceLiveTest {
+
+    private static final String PROMPT = "Tell me who you are?";
+
+    @Autowired
+    private ChatService chatService;
+
+    @Test
+    void whenChatServiceIsCalled_thenServiceReturnsNonEmptyResponse() {
+        String response = chatService.chat(PROMPT);
+        assertThat(response).isNotEmpty();
+    }
+
+}
diff --git a/spring-ai-4/src/test/java/com/baeldung/springai/vertexai/MultiModalEmbeddingServiceLiveTest.java b/spring-ai-4/src/test/java/com/baeldung/springai/vertexai/MultiModalEmbeddingServiceLiveTest.java
@@ -0,0 +1,32 @@
+package com.baeldung.springai.vertexai;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.junit.jupiter.api.Test;
+import org.springframework.ai.embedding.EmbeddingResponse;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.core.io.ClassPathResource;
+import org.springframework.core.io.Resource;
+import org.springframework.test.context.ActiveProfiles;
+import org.springframework.util.MimeTypeUtils;
+
+@SpringBootTest
+@ActiveProfiles("vertexai")
+class MultiModalEmbeddingServiceLiveTest {
+
+    private static final String IMAGE_PATH = "image/chiikawa.png";
+
+    @Autowired
+    private MultiModalEmbeddingService embeddingService;
+
+    @Test
+    void whenGetEmbeddings_thenReturnEmbeddingResponse() {
+        Resource imageResource = new ClassPathResource(IMAGE_PATH);
+        EmbeddingResponse response = embeddingService.getEmbedding(MimeTypeUtils.IMAGE_PNG, imageResource);
+        assertThat(response).isNotNull();
+        assertThat(response.getResults()).isNotNull();
+        assertThat(response.getResults().isEmpty()).isFalse();
+    }
+
+}
diff --git a/spring-ai-4/src/test/java/com/baeldung/springai/vertexai/TextEmbeddingServiceLiveTest.java b/spring-ai-4/src/test/java/com/baeldung/springai/vertexai/TextEmbeddingServiceLiveTest.java
@@ -0,0 +1,27 @@
+package com.baeldung.springai.vertexai;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.junit.jupiter.api.Test;
+import org.springframework.ai.embedding.EmbeddingResponse;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.ActiveProfiles;
+
+@SpringBootTest
+@ActiveProfiles("vertexai")
+class TextEmbeddingServiceLiveTest {
+
+    @Autowired
+    private TextEmbeddingService embeddingService;
+
+    @Test
+    void whenGetEmbeddings_thenReturnEmbeddingResponse() {
+        String text = "This is a test string for embedding.";
+        EmbeddingResponse response = embeddingService.getEmbedding(text);
+        assertThat(response).isNotNull();
+        assertThat(response.getResults()).isNotNull();
+        assertThat(response.getResults().isEmpty()).isFalse();
+    }
+
+}
