Add GPT-4o ITs and documentation updates
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@@ -24,6 +24,8 @@ import java.util.stream.Collectors;
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import org.junit.jupiter.api.Test;
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import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
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import org.junit.jupiter.params.ParameterizedTest;
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import org.junit.jupiter.params.provider.ValueSource;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import reactor.core.publisher.Flux;
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@@ -243,33 +245,37 @@ class OpenAiChatClientIT extends AbstractIT {
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assertThat(content).containsAnyOf("15.0", "15");
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}
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@Test
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void multiModalityEmbeddedImage() throws IOException {
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@ParameterizedTest(name = "{0} : {displayName} ")
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@ValueSource(strings = { "gpt-4-vision-preview", "gpt-4o" })
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void multiModalityEmbeddedImage(String modelName) throws IOException {
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byte[] imageData = new ClassPathResource("/test.png").getContentAsByteArray();
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var userMessage = new UserMessage("Explain what do you see on this picture?",
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List.of(new Media(MimeTypeUtils.IMAGE_PNG, imageData)));
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ChatResponse response = chatClient.call(new Prompt(List.of(userMessage),
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OpenAiChatOptions.builder().withModel(OpenAiApi.ChatModel.GPT_4_VISION_PREVIEW.getValue()).build()));
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ChatResponse response = chatClient
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.call(new Prompt(List.of(userMessage), OpenAiChatOptions.builder().withModel(modelName).build()));
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logger.info(response.getResult().getOutput().getContent());
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assertThat(response.getResult().getOutput().getContent()).contains("bananas", "apple", "bowl");
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assertThat(response.getResult().getOutput().getContent()).contains("bananas", "apple");
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assertThat(response.getResult().getOutput().getContent()).containsAnyOf("bowl", "basket");
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}
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@Test
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void multiModalityImageUrl() throws IOException {
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@ParameterizedTest(name = "{0} : {displayName} ")
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@ValueSource(strings = { "gpt-4-vision-preview", "gpt-4o" })
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void multiModalityImageUrl(String modelName) throws IOException {
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var userMessage = new UserMessage("Explain what do you see on this picture?",
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List.of(new Media(MimeTypeUtils.IMAGE_PNG,
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"https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/_images/multimodal.test.png")));
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ChatResponse response = chatClient.call(new Prompt(List.of(userMessage),
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OpenAiChatOptions.builder().withModel(OpenAiApi.ChatModel.GPT_4_VISION_PREVIEW.getValue()).build()));
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ChatResponse response = chatClient
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.call(new Prompt(List.of(userMessage), OpenAiChatOptions.builder().withModel(modelName).build()));
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logger.info(response.getResult().getOutput().getContent());
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assertThat(response.getResult().getOutput().getContent()).contains("bananas", "apple", "bowl");
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assertThat(response.getResult().getOutput().getContent()).contains("bananas", "apple");
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assertThat(response.getResult().getOutput().getContent()).containsAnyOf("bowl", "basket");
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}
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@Test
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@@ -145,13 +145,14 @@ Read more about xref:api/chat/functions/openai-chat-functions.adoc[OpenAI Functi
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== Multimodal
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Multimodality refers to a model's ability to simultaneously understand and process information from various sources, including text, images, audio, and other data formats.
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Presently, the OpenAI `gpt-4-visual-preview` model offers multimodal support. Refer to the link:https://platform.openai.com/docs/guides/vision[Vision] guide for more information.
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Presently, the OpenAI `gpt-4-visual-preview` and `gpt-4o` models offers multimodal support.
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Refer to the link:https://platform.openai.com/docs/guides/vision[Vision] guide for more information.
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The OpenAI link:https://platform.openai.com/docs/api-reference/chat/create#chat-create-messages[User Message API] can incorporate a list of base64-encoded images or image urls with the message.
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Spring AI’s link:https://github.com/spring-projects/spring-ai/blob/main/spring-ai-core/src/main/java/org/springframework/ai/chat/messages/Message.java[Message] interface facilitates multimodal AI models by introducing the link:https://github.com/spring-projects/spring-ai/blob/main/spring-ai-core/src/main/java/org/springframework/ai/chat/messages/Media.java[Media] type.
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This type encompasses data and details regarding media attachments in messages, utilizing Spring’s `org.springframework.util.MimeType` and a `java.lang.Object` for the raw media data.
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Below is a code example excerpted from link:https://github.com/spring-projects/spring-ai/blob/main/models/spring-ai-openai/src/test/java/org/springframework/ai/openai/OpenAiChatClientIT.java[OpenAiChatClientIT.java], illustrating the fusion of user text with an image.
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Below is a code example excerpted from link:https://github.com/spring-projects/spring-ai/blob/b3cfa2b900ea785e055e4ff71086eeb52f6578a3/models/spring-ai-openai/src/test/java/org/springframework/ai/openai/chat/OpenAiChatClientIT.java[OpenAiChatClientIT.java], illustrating the fusion of user text with an image using the the `GPT_4_VISION_PREVIEW` model.
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[source,java]
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----
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@@ -164,7 +165,7 @@ ChatResponse response = chatClient.call(new Prompt(List.of(userMessage),
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OpenAiChatOptions.builder().withModel(OpenAiApi.ChatModel.GPT_4_VISION_PREVIEW.getValue()).build()));
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----
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or the image URL equivalent:
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or the image URL equivalent using the `GPT_4_O` model :
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[source,java]
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----
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@@ -173,7 +174,7 @@ var userMessage = new UserMessage("Explain what do you see on this picture?",
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"https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/_images/multimodal.test.png")));
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ChatResponse response = chatClient.call(new Prompt(List.of(userMessage),
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OpenAiChatOptions.builder().withModel(OpenAiApi.ChatModel.GPT_4_VISION_PREVIEW.getValue()).build()));
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OpenAiChatOptions.builder().withModel(OpenAiApi.ChatModel.GPT_4_O.getValue()).build()));
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----
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TIP: you can pass multiple images as well.
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@@ -57,7 +57,7 @@ and produce a response like:
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Latest version of Spring AI provides multimodal support for the following Chat Clients:
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* xref:api/chat/openai-chat.adoc#_multimodal[Open AI - (GPT-4-Vision model)]
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* xref:api/chat/openai-chat.adoc#_multimodal[Open AI - (GPT-4-Vision and GPT-4o models)]
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* xref:api/chat/openai-chat.adoc#_multimodal[Ollama - (LlaVa and Baklava models)]
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* xref:api/chat/vertexai-gemini-chat.adoc#_multimodal[Vertex AI Gemini - (gemini-pro-vision model)]
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* xref:api/chat/anthropic-chat.adoc#_multimodal[Anthropic Claude 3]
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