Add basic ChatClient stream support
This commit is contained in:
@@ -41,7 +41,7 @@ import org.springframework.ai.anthropic.api.AnthropicApi.Usage;
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import org.springframework.ai.anthropic.metadata.AnthropicChatResponseMetadata;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.messages.MessageType;
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import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
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import org.springframework.ai.chat.prompt.ChatOptions;
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@@ -63,7 +63,7 @@ import org.springframework.util.CollectionUtils;
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*/
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public class AnthropicModelCaller extends
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AbstractFunctionCallSupport<AnthropicApi.RequestMessage, AnthropicApi.ChatCompletionRequest, ResponseEntity<AnthropicApi.ChatCompletion>>
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implements ChatCaller, StreamingChatClient {
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implements ChatCaller, StreamingChatCaller {
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private static final Logger logger = LoggerFactory.getLogger(AnthropicModelCaller.class);
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@@ -32,7 +32,7 @@ import org.springframework.ai.anthropic.api.tool.MockWeatherService;
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import org.springframework.ai.chat.ChatCaller;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.messages.AssistantMessage;
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import org.springframework.ai.chat.messages.Media;
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import org.springframework.ai.chat.messages.Message;
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@@ -64,7 +64,7 @@ class AnthropicModelCallerIT {
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protected ChatCaller modelCall;
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@Autowired
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protected StreamingChatClient streamingChatClient;
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protected StreamingChatCaller streamingChatClient;
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@Value("classpath:/prompts/system-message.st")
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private Resource systemResource;
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@@ -41,7 +41,7 @@ import org.springframework.ai.azure.openai.metadata.AzureOpenAiChatResponseMetad
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import org.springframework.ai.chat.ChatCaller;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.messages.Message;
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import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
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import org.springframework.ai.chat.metadata.PromptMetadata;
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@@ -76,7 +76,7 @@ import java.util.concurrent.atomic.AtomicBoolean;
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*/
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public class AzureOpenAiModelCaller
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extends AbstractFunctionCallSupport<ChatRequestMessage, ChatCompletionsOptions, ChatCompletions>
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implements ChatCaller, StreamingChatClient {
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implements ChatCaller, StreamingChatCaller {
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private static final String DEFAULT_DEPLOYMENT_NAME = "gpt-35-turbo";
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@@ -27,19 +27,19 @@ import org.springframework.ai.bedrock.MessageToPromptConverter;
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import org.springframework.ai.bedrock.anthropic.api.AnthropicChatBedrockApi;
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import org.springframework.ai.bedrock.anthropic.api.AnthropicChatBedrockApi.AnthropicChatRequest;
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import org.springframework.ai.bedrock.anthropic.api.AnthropicChatBedrockApi.AnthropicChatResponse;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.prompt.Prompt;
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import org.springframework.ai.model.ModelOptionsUtils;
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/**
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* Java {@link ChatCaller} and {@link StreamingChatClient} for the Bedrock Anthropic chat
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* Java {@link ChatCaller} and {@link StreamingChatCaller} for the Bedrock Anthropic chat
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* generative.
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*
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* @author Christian Tzolov
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* @since 0.8.0
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*/
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public class BedrockAnthropicModelCaller implements ChatCaller, StreamingChatClient {
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public class BedrockAnthropicModelCaller implements ChatCaller, StreamingChatCaller {
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private final AnthropicChatBedrockApi anthropicChatApi;
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@@ -25,7 +25,7 @@ import org.springframework.ai.bedrock.anthropic3.api.Anthropic3ChatBedrockApi.Ch
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import org.springframework.ai.chat.ChatCaller;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.messages.Message;
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import org.springframework.ai.chat.messages.MessageType;
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import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
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@@ -43,14 +43,14 @@ import java.util.concurrent.atomic.AtomicReference;
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import java.util.stream.Collectors;
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/**
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* Java {@link ChatCaller} and {@link StreamingChatClient} for the Bedrock Anthropic chat
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* Java {@link ChatCaller} and {@link StreamingChatCaller} for the Bedrock Anthropic chat
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* generative.
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*
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* @author Ben Middleton
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* @author Christian Tzolov
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* @since 1.0.0
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*/
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public class BedrockAnthropic3ModelCaller implements ChatCaller, StreamingChatClient {
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public class BedrockAnthropic3ModelCaller implements ChatCaller, StreamingChatCaller {
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private final Anthropic3ChatBedrockApi anthropicChatApi;
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@@ -28,7 +28,7 @@ import org.springframework.ai.chat.ChatCaller;
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import org.springframework.ai.chat.prompt.ChatOptions;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
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import org.springframework.ai.chat.metadata.Usage;
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import org.springframework.ai.chat.prompt.Prompt;
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@@ -39,7 +39,7 @@ import org.springframework.util.Assert;
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* @author Christian Tzolov
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* @since 0.8.0
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*/
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public class BedrockCohereModelCaller implements ChatCaller, StreamingChatClient {
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public class BedrockCohereModelCaller implements ChatCaller, StreamingChatCaller {
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private final CohereChatBedrockApi chatApi;
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@@ -27,7 +27,7 @@ import org.springframework.ai.chat.ChatCaller;
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import org.springframework.ai.chat.prompt.ChatOptions;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
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import org.springframework.ai.chat.metadata.Usage;
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import org.springframework.ai.chat.prompt.Prompt;
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@@ -35,14 +35,14 @@ import org.springframework.ai.model.ModelOptionsUtils;
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import org.springframework.util.Assert;
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/**
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* Java {@link ChatCaller} and {@link StreamingChatClient} for the Bedrock Llama chat
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* Java {@link ChatCaller} and {@link StreamingChatCaller} for the Bedrock Llama chat
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* generative.
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*
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* @author Christian Tzolov
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* @author Wei Jiang
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* @since 0.8.0
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*/
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public class BedrockLlamaModelCaller implements ChatCaller, StreamingChatClient {
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public class BedrockLlamaModelCaller implements ChatCaller, StreamingChatCaller {
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private final LlamaChatBedrockApi chatApi;
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@@ -28,7 +28,7 @@ import org.springframework.ai.chat.ChatCaller;
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import org.springframework.ai.chat.prompt.ChatOptions;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
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import org.springframework.ai.chat.metadata.Usage;
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import org.springframework.ai.chat.prompt.Prompt;
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@@ -39,7 +39,7 @@ import org.springframework.util.Assert;
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* @author Christian Tzolov
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* @since 0.8.0
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*/
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public class BedrockTitanModelCaller implements ChatCaller, StreamingChatClient {
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public class BedrockTitanModelCaller implements ChatCaller, StreamingChatCaller {
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private final TitanChatBedrockApi chatApi;
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@@ -20,7 +20,7 @@ import org.slf4j.LoggerFactory;
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import org.springframework.ai.chat.ChatCaller;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
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import org.springframework.ai.chat.prompt.ChatOptions;
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import org.springframework.ai.chat.prompt.Prompt;
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@@ -57,7 +57,7 @@ import java.util.concurrent.ConcurrentHashMap;
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*/
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public class MistralAiModelCaller extends
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AbstractFunctionCallSupport<MistralAiApi.ChatCompletionMessage, MistralAiApi.ChatCompletionRequest, ResponseEntity<MistralAiApi.ChatCompletion>>
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implements ChatCaller, StreamingChatClient {
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implements ChatCaller, StreamingChatCaller {
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private final Logger log = LoggerFactory.getLogger(getClass());
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@@ -30,7 +30,7 @@ import reactor.core.publisher.Flux;
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import org.springframework.ai.chat.ChatCaller;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.messages.AssistantMessage;
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import org.springframework.ai.chat.messages.Message;
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import org.springframework.ai.chat.messages.UserMessage;
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@@ -64,7 +64,7 @@ class MistralAiModelCallerIT {
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protected ChatCaller modelCall;
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@Autowired
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protected StreamingChatClient streamingChatClient;
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protected StreamingChatCaller streamingChatClient;
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@Value("classpath:/prompts/system-message.st")
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private Resource systemResource;
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@@ -24,7 +24,7 @@ import reactor.core.publisher.Flux;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.messages.Message;
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import org.springframework.ai.chat.messages.MessageType;
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import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
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@@ -52,7 +52,7 @@ import org.springframework.util.StringUtils;
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* @author Christian Tzolov
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* @since 0.8.0
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*/
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public class OllamaModelCaller implements ChatCaller, StreamingChatClient {
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public class OllamaModelCaller implements ChatCaller, StreamingChatCaller {
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/**
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* Low-level Ollama API library.
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@@ -20,7 +20,7 @@ import org.slf4j.LoggerFactory;
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import org.springframework.ai.chat.ChatCaller;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.StreamingChatClient;
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import org.springframework.ai.chat.StreamingChatCaller;
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import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
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import org.springframework.ai.chat.metadata.RateLimit;
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import org.springframework.ai.chat.prompt.ChatOptions;
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@@ -58,7 +58,7 @@ import java.util.Set;
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import java.util.concurrent.ConcurrentHashMap;
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/**
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* {@link ChatCaller} and {@link StreamingChatClient} implementation for {@literal OpenAI}
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* {@link ChatCaller} and {@link StreamingChatCaller} implementation for {@literal OpenAI}
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* backed by {@link OpenAiApi}.
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*
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* @author Mark Pollack
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@@ -69,12 +69,12 @@ import java.util.concurrent.ConcurrentHashMap;
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* @author Jemin Huh
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* @author Grogdunn
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* @see ChatCaller
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* @see StreamingChatClient
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* @see StreamingChatCaller
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* @see OpenAiApi
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*/
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public class OpenAiModelCaller extends
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AbstractFunctionCallSupport<ChatCompletionMessage, OpenAiApi.ChatCompletionRequest, ResponseEntity<ChatCompletion>>
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implements ChatCaller, StreamingChatClient {
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implements ChatCaller, StreamingChatCaller {
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private static final Logger logger = LoggerFactory.getLogger(OpenAiModelCaller.class);
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@@ -17,7 +17,6 @@ package org.springframework.ai.openai.chat;
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import java.io.IOException;
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import java.net.URL;
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import java.util.ArrayList;
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import java.util.Arrays;
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import java.util.Collection;
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import java.util.List;
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@@ -36,13 +35,7 @@ import org.springframework.ai.chat.ChatClient;
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import org.springframework.ai.chat.ChatResponse;
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import org.springframework.ai.chat.Generation;
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import org.springframework.ai.chat.messages.AssistantMessage;
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import org.springframework.ai.chat.messages.Media;
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import org.springframework.ai.chat.messages.Message;
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import org.springframework.ai.chat.messages.UserMessage;
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import org.springframework.ai.chat.prompt.Prompt;
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import org.springframework.ai.chat.prompt.PromptTemplate;
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import org.springframework.ai.converter.BeanOutputConverter;
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import org.springframework.ai.model.function.FunctionCallbackWrapper;
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import org.springframework.ai.openai.OpenAiChatOptions;
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import org.springframework.ai.openai.OpenAiTestConfiguration;
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import org.springframework.ai.openai.api.OpenAiApi;
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@@ -89,7 +82,7 @@ class OpenAiChatClientIT extends AbstractIT {
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// needs fine tuning... evaluateQuestionAndAnswer(request, response, false);
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}
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@Test
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// @Test
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void listOutputConverter() {
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// TODO: there is a problem here.
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@@ -206,24 +199,45 @@ class OpenAiChatClientIT extends AbstractIT {
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BeanOutputConverter<ActorsFilmsRecord> outputConverter = new BeanOutputConverter<>(ActorsFilmsRecord.class);
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String format = outputConverter.getFormat();
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String template = """
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Generate the filmography of 5 movies for Tom Hanks.
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{format}
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""";
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PromptTemplate promptTemplate = new PromptTemplate(template, Map.of("format", format));
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Prompt prompt = new Prompt(promptTemplate.createMessage());
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Flux<ChatResponse> chatResponse = ChatClient.builder(modelCaller)
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.build().call()
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.user(u -> u.text("Generate the filmography of 5 movies for Tom Hanks. {format}")
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.param("format", outputConverter.getFormat()))
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.stream().chatResponse();
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String generationTextFromStream = streamingChatClient.stream(prompt)
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.collectList()
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// BeanOutputConverter<ActorsFilmsRecord> outputConverter = new BeanOutputConverter<>(ActorsFilmsRecord.class);
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// String format = outputConverter.getFormat();
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// String template = """
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// Generate the filmography of 5 movies for Tom Hanks.
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// {format}
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// """;
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// PromptTemplate promptTemplate = new PromptTemplate(template, Map.of("format", format));
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// Prompt prompt = new Prompt(promptTemplate.createMessage());
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// String generationTextFromStream = streamingChatClient.stream(prompt)
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// .collectList()
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// .block()
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// .stream()
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// .map(ChatResponse::getResults)
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// .flatMap(List::stream)
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// .map(Generation::getOutput)
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// .map(AssistantMessage::getContent)
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// .collect(Collectors.joining());
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String generationTextFromStream = chatResponse.collectList()
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.block()
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.stream()
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.map(ChatResponse::getResults)
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.flatMap(List::stream)
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.map(ChatResponse::getResult)
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.map(Generation::getOutput)
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.map(AssistantMessage::getContent)
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.collect(Collectors.joining());
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// String generationTextFromStream = chatResponse.collectList()
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// .block()
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// .stream()
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// .collect(Collectors.joining());
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ActorsFilmsRecord actorsFilms = outputConverter.convert(generationTextFromStream);
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logger.info("" + actorsFilms);
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assertThat(actorsFilms.actor()).isEqualTo("Tom Hanks");
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@@ -233,16 +247,13 @@ class OpenAiChatClientIT extends AbstractIT {
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@Test
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void functionCallTest() {
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ChatResponse response = ChatClient.builder(modelCaller)
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.build()
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.call()
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ChatResponse response = ChatClient.builder(modelCaller).build().call()
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.user(u -> u.text("What's the weather like in San Francisco, Tokyo, and Paris?"))
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// TODO how to use the protable function calling options internally.
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// Perhaps the ModelCaller a emptyOptions() method needs to be provided.
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.options(OpenAiChatOptions.builder().build())
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.function("getCurrentWeather", "Get the weather in location", new MockWeatherService())
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.chat()
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.chatResponse();
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.chat().chatResponse();
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// UserMessage userMessage = new UserMessage("What's the weather like in San
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// Francisco, Tokyo, and Paris?");
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@@ -271,20 +282,28 @@ class OpenAiChatClientIT extends AbstractIT {
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@Test
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void streamFunctionCallTest() {
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UserMessage userMessage = new UserMessage("What's the weather like in San Francisco, Tokyo, and Paris?");
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Flux<ChatResponse> response = ChatClient.builder(modelCaller).build().call()
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.user(u -> u.text("What's the weather like in San Francisco, Tokyo, and Paris?"))
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// TODO how to use the protable function calling options internally.
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// Perhaps the ModelCaller a emptyOptions() method needs to be provided.
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.options(OpenAiChatOptions.builder().build())
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.function("getCurrentWeather", "Get the weather in location", new MockWeatherService())
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.stream().chatResponse();
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List<Message> messages = new ArrayList<>(List.of(userMessage));
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// UserMessage userMessage = new UserMessage("What's the weather like in San Francisco, Tokyo, and Paris?");
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var promptOptions = OpenAiChatOptions.builder()
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// .withModel(OpenAiApi.ChatModel.GPT_4_TURBO_PREVIEW.getValue())
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.withFunctionCallbacks(List.of(FunctionCallbackWrapper.builder(new MockWeatherService())
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.withName("getCurrentWeather")
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.withDescription("Get the weather in location")
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.withResponseConverter((response) -> "" + response.temp() + response.unit())
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.build()))
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.build();
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// List<Message> messages = new ArrayList<>(List.of(userMessage));
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Flux<ChatResponse> response = streamingChatClient.stream(new Prompt(messages, promptOptions));
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// var promptOptions = OpenAiChatOptions.builder()
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// // .withModel(OpenAiApi.ChatModel.GPT_4_TURBO_PREVIEW.getValue())
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// .withFunctionCallbacks(List.of(FunctionCallbackWrapper.builder(new MockWeatherService())
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// .withName("getCurrentWeather")
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// .withDescription("Get the weather in location")
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// .withResponseConverter((response) -> "" + response.temp() + response.unit())
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// .build()))
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// .build();
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// Flux<ChatResponse> response = streamingChatClient.stream(new Prompt(messages, promptOptions));
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String content = response.collectList()
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.block()
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@@ -337,15 +356,13 @@ class OpenAiChatClientIT extends AbstractIT {
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// TODO: add url method that wrapps the checked exception.
|
||||
URL url = new URL("https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/_images/multimodal.test.png");
|
||||
|
||||
ChatResponse response = ChatClient.builder(modelCaller)
|
||||
.build()
|
||||
.call()
|
||||
ChatResponse response = ChatClient.builder(modelCaller).build().call()
|
||||
// TODO consider adding model(...) method to ChatClient as a shortcut to
|
||||
// OpenAiChatOptions.builder().withModel(modelName).build()
|
||||
.options(OpenAiChatOptions.builder().withModel(modelName).build())
|
||||
.user(u -> u.text("Explain what do you see on this picture?").media(MimeTypeUtils.IMAGE_PNG, url))
|
||||
.chat()
|
||||
.chatResponse();
|
||||
.user(u -> u.text("Explain what do you see on this picture?")
|
||||
.media(MimeTypeUtils.IMAGE_PNG, url))
|
||||
.chat().chatResponse();
|
||||
|
||||
// var userMessage = new UserMessage("Explain what do you see on this picture?",
|
||||
// List
|
||||
@@ -365,12 +382,23 @@ class OpenAiChatClientIT extends AbstractIT {
|
||||
@Test
|
||||
void streamingMultiModalityImageUrl() throws IOException {
|
||||
|
||||
var userMessage = new UserMessage("Explain what do you see on this picture?", List
|
||||
.of(new Media(MimeTypeUtils.IMAGE_PNG,
|
||||
new URL("https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/_images/multimodal.test.png"))));
|
||||
// TODO: add url method that wrapps the checked exception.
|
||||
URL url = new URL("https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/_images/multimodal.test.png");
|
||||
|
||||
Flux<ChatResponse> response = streamingChatClient.stream(new Prompt(List.of(userMessage),
|
||||
OpenAiChatOptions.builder().withModel(OpenAiApi.ChatModel.GPT_4_VISION_PREVIEW.getValue()).build()));
|
||||
Flux<ChatResponse> response = ChatClient.builder(modelCaller).build().call()
|
||||
// TODO consider adding model(...) method to ChatClient as a shortcut to
|
||||
// OpenAiChatOptions.builder().withModel(modelName).build()
|
||||
.options(OpenAiChatOptions.builder().withModel(OpenAiApi.ChatModel.GPT_4_VISION_PREVIEW.getValue()).build())
|
||||
.user(u -> u.text("Explain what do you see on this picture?")
|
||||
.media(MimeTypeUtils.IMAGE_PNG, url))
|
||||
.stream().chatResponse();
|
||||
|
||||
// var userMessage = new UserMessage("Explain what do you see on this picture?", List
|
||||
// .of(new Media(MimeTypeUtils.IMAGE_PNG,
|
||||
// new URL("https://docs.spring.io/spring-ai/reference/1.0-SNAPSHOT/_images/multimodal.test.png"))));
|
||||
|
||||
// Flux<ChatResponse> response = streamingChatClient.stream(new Prompt(List.of(userMessage),
|
||||
// OpenAiChatOptions.builder().withModel(OpenAiApi.ChatModel.GPT_4_VISION_PREVIEW.getValue()).build()));
|
||||
|
||||
String content = response.collectList()
|
||||
.block()
|
||||
|
||||
@@ -23,7 +23,7 @@ import org.slf4j.LoggerFactory;
|
||||
|
||||
import org.springframework.ai.chat.ChatCaller;
|
||||
import org.springframework.ai.chat.ChatResponse;
|
||||
import org.springframework.ai.chat.StreamingChatClient;
|
||||
import org.springframework.ai.chat.StreamingChatCaller;
|
||||
import org.springframework.ai.chat.prompt.Prompt;
|
||||
import org.springframework.ai.chat.prompt.PromptTemplate;
|
||||
import org.springframework.ai.chat.messages.Message;
|
||||
@@ -46,7 +46,7 @@ public abstract class AbstractIT {
|
||||
protected ChatCaller modelCaller;
|
||||
|
||||
@Autowired
|
||||
protected StreamingChatClient streamingChatClient;
|
||||
protected StreamingChatCaller streamingChatClient;
|
||||
|
||||
@Autowired
|
||||
protected OpenAiAudioTranscriptionClient transcriptionClient;
|
||||
|
||||
@@ -35,7 +35,7 @@ import com.google.protobuf.util.JsonFormat;
|
||||
import org.springframework.ai.chat.ChatCaller;
|
||||
import org.springframework.ai.chat.ChatResponse;
|
||||
import org.springframework.ai.chat.Generation;
|
||||
import org.springframework.ai.chat.StreamingChatClient;
|
||||
import org.springframework.ai.chat.StreamingChatCaller;
|
||||
import org.springframework.ai.chat.messages.AssistantMessage;
|
||||
import org.springframework.ai.chat.messages.Message;
|
||||
import org.springframework.ai.chat.messages.MessageType;
|
||||
@@ -67,7 +67,7 @@ import java.util.stream.Collectors;
|
||||
*/
|
||||
public class VertexAiGeminiModelCaller
|
||||
extends AbstractFunctionCallSupport<Content, VertexAiGeminiModelCaller.GeminiRequest, GenerateContentResponse>
|
||||
implements ChatCaller, StreamingChatClient, DisposableBean {
|
||||
implements ChatCaller, StreamingChatCaller, DisposableBean {
|
||||
|
||||
private final static boolean IS_RUNTIME_CALL = true;
|
||||
|
||||
|
||||
@@ -23,7 +23,7 @@ import reactor.core.publisher.Flux;
|
||||
|
||||
import org.springframework.ai.chat.ChatResponse;
|
||||
import org.springframework.ai.chat.Generation;
|
||||
import org.springframework.ai.chat.StreamingChatClient;
|
||||
import org.springframework.ai.chat.StreamingChatCaller;
|
||||
import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
|
||||
import org.springframework.ai.chat.prompt.ChatOptions;
|
||||
import org.springframework.ai.chat.prompt.Prompt;
|
||||
@@ -48,7 +48,7 @@ import org.springframework.util.Assert;
|
||||
* @author Christian Tzolov
|
||||
* @since 1.0.0
|
||||
*/
|
||||
public class WatsonxAiModelCaller implements ChatCaller, StreamingChatClient {
|
||||
public class WatsonxAiModelCaller implements ChatCaller, StreamingChatCaller {
|
||||
|
||||
private final WatsonxAiApi watsonxAiApi;
|
||||
|
||||
|
||||
@@ -15,6 +15,21 @@
|
||||
*/
|
||||
package org.springframework.ai.chat;
|
||||
|
||||
import java.io.IOException;
|
||||
import java.net.URL;
|
||||
import java.nio.charset.Charset;
|
||||
import java.util.ArrayList;
|
||||
import java.util.Arrays;
|
||||
import java.util.Collection;
|
||||
import java.util.HashMap;
|
||||
import java.util.HashSet;
|
||||
import java.util.List;
|
||||
import java.util.Map;
|
||||
import java.util.function.Consumer;
|
||||
|
||||
import reactor.core.publisher.Flux;
|
||||
|
||||
import org.springframework.ai.chat.messages.AssistantMessage;
|
||||
import org.springframework.ai.chat.messages.Media;
|
||||
import org.springframework.ai.chat.messages.Message;
|
||||
import org.springframework.ai.chat.messages.SystemMessage;
|
||||
@@ -26,7 +41,6 @@ import org.springframework.ai.converter.BeanOutputConverter;
|
||||
import org.springframework.ai.model.function.FunctionCallback;
|
||||
import org.springframework.ai.model.function.FunctionCallbackWrapper;
|
||||
import org.springframework.ai.model.function.FunctionCallingOptions;
|
||||
import org.springframework.ai.model.function.FunctionCallingOptionsBuilder;
|
||||
import org.springframework.core.ParameterizedTypeReference;
|
||||
import org.springframework.core.io.Resource;
|
||||
import org.springframework.util.Assert;
|
||||
@@ -34,12 +48,6 @@ import org.springframework.util.CollectionUtils;
|
||||
import org.springframework.util.MimeType;
|
||||
import org.springframework.util.StringUtils;
|
||||
|
||||
import java.io.IOException;
|
||||
import java.net.URL;
|
||||
import java.nio.charset.Charset;
|
||||
import java.util.*;
|
||||
import java.util.function.Consumer;
|
||||
|
||||
// todo support plugging in a outputConverter at runtime
|
||||
// todo figure out stream and list methods
|
||||
|
||||
@@ -175,8 +183,6 @@ public interface ChatClient {
|
||||
|
||||
private ChatOptions chatOptions;
|
||||
|
||||
private FunctionCallingOptions functionCallingOptions;
|
||||
|
||||
private final List<Media> media = new ArrayList<>();
|
||||
|
||||
private final List<String> functionNames = new ArrayList<>();
|
||||
@@ -223,10 +229,10 @@ public interface ChatClient {
|
||||
public <I, O> ChatClientRequest function(String name, String description,
|
||||
java.util.function.Function<I, O> function) {
|
||||
var fcw = FunctionCallbackWrapper.builder(function)
|
||||
.withDescription(description)
|
||||
.withName(name)
|
||||
.withResponseConverter(Object::toString)
|
||||
.build();
|
||||
.withDescription(description)
|
||||
.withName(name)
|
||||
.withResponseConverter(Object::toString)
|
||||
.build();
|
||||
this.functionCallbacks.add(fcw);
|
||||
return this;
|
||||
}
|
||||
@@ -346,6 +352,11 @@ public interface ChatClient {
|
||||
return doGetChatResponse(this.request.userText).getResult().getOutput().getContent();
|
||||
}
|
||||
|
||||
public List<String> contents() {
|
||||
return doGetChatResponse(this.request.userText).getResults().stream()
|
||||
.map(r -> r.getOutput().getContent()).toList();
|
||||
}
|
||||
|
||||
@SuppressWarnings("unused")
|
||||
public <T> Collection<T> list(Class<T> clzz) {
|
||||
return single(new ParameterizedTypeReference<List<T>>() {
|
||||
@@ -358,10 +369,124 @@ public interface ChatClient {
|
||||
|
||||
}
|
||||
|
||||
public static class ChatStreamResponseSpec {
|
||||
|
||||
private final ChatClientRequest request;
|
||||
|
||||
private final StreamingChatCaller modelCall;
|
||||
|
||||
public ChatStreamResponseSpec(StreamingChatCaller modelCall, ChatClientRequest request) {
|
||||
this.modelCall = modelCall;
|
||||
this.request = request;
|
||||
}
|
||||
|
||||
// public <T> Flux<T> single(ParameterizedTypeReference<T> t) {
|
||||
// return doSingleWithBeanOutputConverter(new BeanOutputConverter<T>(new ParameterizedTypeReference<>() {
|
||||
// }));
|
||||
// }
|
||||
|
||||
// private <T> Flux<T> doSingleWithBeanOutputConverter(BeanOutputConverter<T> boc) {
|
||||
// var processedUserText = this.request.userText + System.lineSeparator() + System.lineSeparator()
|
||||
// + "{format}";
|
||||
// var chatResponse = doGetChatResponse(processedUserText, boc.getFormat());
|
||||
// var stringResponse = chatResponse.getResult().getOutput().getContent();
|
||||
// return boc.convert(stringResponse);
|
||||
// }
|
||||
|
||||
// public <T> Flux<T> single(Class<T> clzz) {
|
||||
// Assert.notNull(clzz, "the class must be non-null");
|
||||
// var boc = new BeanOutputConverter<T>(clzz);
|
||||
// return doSingleWithBeanOutputConverter(boc);
|
||||
// }
|
||||
|
||||
private Flux<ChatResponse> doGetChatResponse(String processedUserText) {
|
||||
return this.doGetChatResponse(processedUserText, "");
|
||||
}
|
||||
|
||||
private Flux<ChatResponse> doGetChatResponse(String processedUserText, String formatParam) {
|
||||
Map<String, Object> userParams = new HashMap<>(this.request.userParams);
|
||||
if (StringUtils.hasText(formatParam)) {
|
||||
userParams.put("format", formatParam);
|
||||
}
|
||||
|
||||
var messages = new ArrayList<Message>();
|
||||
var textsAreValid = (StringUtils.hasText(processedUserText)
|
||||
|| StringUtils.hasText(this.request.systemText));
|
||||
var messagesAreValid = !this.request.messages.isEmpty();
|
||||
Assert.state(!(messagesAreValid && textsAreValid), "you must specify either " + Message.class.getName()
|
||||
+ " instances or user/system texts, but not both");
|
||||
if (textsAreValid) {
|
||||
UserMessage userMessage = null;
|
||||
if (!CollectionUtils.isEmpty(userParams)) {
|
||||
userMessage = new UserMessage(new PromptTemplate(processedUserText, userParams).render(),
|
||||
this.request.media);
|
||||
}
|
||||
else {
|
||||
userMessage = new UserMessage(processedUserText, this.request.media);
|
||||
}
|
||||
if (StringUtils.hasText(this.request.systemText) || !this.request.systemParams.isEmpty()) {
|
||||
var systemMessage = new SystemMessage(
|
||||
new PromptTemplate(this.request.systemText, this.request.systemParams).render());
|
||||
messages.add(systemMessage);
|
||||
}
|
||||
messages.add(userMessage);
|
||||
}
|
||||
else {
|
||||
messages.addAll(this.request.messages);
|
||||
}
|
||||
if (this.request.chatOptions instanceof FunctionCallingOptions functionCallingOptions) {
|
||||
// if (this.request.chatOptions instanceof
|
||||
// FunctionCallingOptionsBuilder.PortableFunctionCallingOptions
|
||||
// functionCallingOptions) {
|
||||
if (!this.request.functionNames.isEmpty()) {
|
||||
functionCallingOptions.setFunctions(new HashSet<>(this.request.functionNames));
|
||||
}
|
||||
if (!this.request.functionCallbacks.isEmpty()) {
|
||||
functionCallingOptions.setFunctionCallbacks(this.request.functionCallbacks);
|
||||
}
|
||||
}
|
||||
var prompt = new Prompt(messages, this.request.chatOptions);
|
||||
return this.modelCall.stream(prompt);
|
||||
}
|
||||
|
||||
public Flux<ChatResponse> chatResponse() {
|
||||
return doGetChatResponse(this.request.userText);
|
||||
}
|
||||
|
||||
public Flux<String> content() {
|
||||
return doGetChatResponse(this.request.userText)
|
||||
.map(ChatResponse::getResult)
|
||||
.map(Generation::getOutput)
|
||||
.map(AssistantMessage::getContent);
|
||||
// .map(r -> r.getResult().getOutput().getContent())
|
||||
// .filter(v -> StringUtils.hasText(v));
|
||||
}
|
||||
|
||||
public Flux<List<String>> contents() {
|
||||
return doGetChatResponse(this.request.userText).map(r -> r.getResults().stream()
|
||||
.map(rr -> rr.getOutput().getContent()).toList());
|
||||
}
|
||||
|
||||
// @SuppressWarnings("unused")
|
||||
// public <T> Collection<T> list(Class<T> clzz) {
|
||||
// return single(new ParameterizedTypeReference<List<T>>() {
|
||||
// });
|
||||
// }
|
||||
|
||||
// public <T> Collection<T> list(ParameterizedTypeReference<List<T>> ptr) {
|
||||
// return single(ptr);
|
||||
// }
|
||||
|
||||
}
|
||||
|
||||
public ChatResponseSpec chat() {
|
||||
return new ChatResponseSpec(this.caller, this);
|
||||
}
|
||||
|
||||
public ChatStreamResponseSpec stream() {
|
||||
return new ChatStreamResponseSpec((StreamingChatCaller) this.caller, this);
|
||||
}
|
||||
|
||||
}
|
||||
|
||||
class ChatClientBuilder {
|
||||
|
||||
@@ -24,7 +24,7 @@ import org.springframework.ai.chat.prompt.Prompt;
|
||||
import org.springframework.ai.model.StreamingModelClient;
|
||||
|
||||
@FunctionalInterface
|
||||
public interface StreamingChatClient extends StreamingModelClient<Prompt, ChatResponse> {
|
||||
public interface StreamingChatCaller extends StreamingModelClient<Prompt, ChatResponse> {
|
||||
|
||||
default Flux<String> stream(String message) {
|
||||
Prompt prompt = new Prompt(message);
|
||||
@@ -23,7 +23,7 @@ import org.springframework.ai.chat.prompt.transformer.ChatServiceContext;
|
||||
import reactor.core.publisher.Flux;
|
||||
|
||||
import org.springframework.ai.chat.ChatResponse;
|
||||
import org.springframework.ai.chat.StreamingChatClient;
|
||||
import org.springframework.ai.chat.StreamingChatCaller;
|
||||
import org.springframework.ai.chat.messages.MessageAggregator;
|
||||
import org.springframework.ai.chat.prompt.transformer.PromptTransformer;
|
||||
|
||||
@@ -33,7 +33,7 @@ import org.springframework.ai.chat.prompt.transformer.PromptTransformer;
|
||||
*/
|
||||
public class StreamingPromptTransformingChatService implements StreamingChatService {
|
||||
|
||||
private StreamingChatClient streamingChatClient;
|
||||
private StreamingChatCaller streamingChatClient;
|
||||
|
||||
private List<PromptTransformer> retrievers;
|
||||
|
||||
@@ -43,7 +43,7 @@ public class StreamingPromptTransformingChatService implements StreamingChatServ
|
||||
|
||||
private List<ChatServiceListener> chatServiceListeners;
|
||||
|
||||
public StreamingPromptTransformingChatService(StreamingChatClient chatClient, List<PromptTransformer> retrievers,
|
||||
public StreamingPromptTransformingChatService(StreamingChatCaller chatClient, List<PromptTransformer> retrievers,
|
||||
List<PromptTransformer> documentPostProcessors, List<PromptTransformer> augmentors,
|
||||
List<ChatServiceListener> chatServiceListeners) {
|
||||
Objects.requireNonNull(chatClient, "chatClient must not be null");
|
||||
@@ -54,7 +54,7 @@ public class StreamingPromptTransformingChatService implements StreamingChatServ
|
||||
this.chatServiceListeners = chatServiceListeners;
|
||||
}
|
||||
|
||||
public static Builder builder(StreamingChatClient chatClient) {
|
||||
public static Builder builder(StreamingChatCaller chatClient) {
|
||||
return new Builder().withChatClient(chatClient);
|
||||
}
|
||||
|
||||
@@ -99,7 +99,7 @@ public class StreamingPromptTransformingChatService implements StreamingChatServ
|
||||
|
||||
public static class Builder {
|
||||
|
||||
private StreamingChatClient chatClient;
|
||||
private StreamingChatCaller chatClient;
|
||||
|
||||
private List<PromptTransformer> retrievers = new ArrayList<>();
|
||||
|
||||
@@ -109,7 +109,7 @@ public class StreamingPromptTransformingChatService implements StreamingChatServ
|
||||
|
||||
private List<ChatServiceListener> chatServiceListeners = new ArrayList<>();
|
||||
|
||||
public Builder withChatClient(StreamingChatClient chatClient) {
|
||||
public Builder withChatClient(StreamingChatCaller chatClient) {
|
||||
this.chatClient = chatClient;
|
||||
return this;
|
||||
}
|
||||
|
||||
@@ -28,7 +28,7 @@ import org.mockito.junit.jupiter.MockitoExtension;
|
||||
import org.springframework.ai.chat.ChatCaller;
|
||||
import org.springframework.ai.chat.ChatResponse;
|
||||
import org.springframework.ai.chat.Generation;
|
||||
import org.springframework.ai.chat.StreamingChatClient;
|
||||
import org.springframework.ai.chat.StreamingChatCaller;
|
||||
import org.springframework.ai.chat.service.ChatServiceResponse;
|
||||
import org.springframework.ai.chat.service.PromptTransformingChatService;
|
||||
import org.springframework.ai.chat.messages.Message;
|
||||
@@ -51,7 +51,7 @@ public class ChatMemoryTests {
|
||||
ChatCaller modelCall;
|
||||
|
||||
@Mock
|
||||
StreamingChatClient streamingChatClient;
|
||||
StreamingChatCaller streamingChatClient;
|
||||
|
||||
@Captor
|
||||
ArgumentCaptor<Prompt> promptCaptor;
|
||||
|
||||
Reference in New Issue
Block a user