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Simplify chat memory advisor hierarchy and remove deprecated API #3121
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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@@ -20,24 +20,25 @@ | |
| import java.util.HashMap; | ||
| import java.util.List; | ||
| import java.util.Map; | ||
| import java.util.stream.Collectors; | ||
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| import reactor.core.publisher.Flux; | ||
| import org.slf4j.Logger; | ||
| import org.slf4j.LoggerFactory; | ||
| import reactor.core.scheduler.Scheduler; | ||
| import reactor.core.scheduler.Schedulers; | ||
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| import org.springframework.ai.chat.client.advisor.AbstractChatMemoryAdvisor; | ||
| import org.springframework.ai.chat.client.ChatClientRequest; | ||
| import org.springframework.ai.chat.client.ChatClientResponse; | ||
| import org.springframework.ai.chat.client.advisor.api.CallAdvisorChain; | ||
| import org.springframework.ai.chat.client.advisor.api.StreamAdvisorChain; | ||
| import org.springframework.ai.chat.client.advisor.api.Advisor; | ||
| import org.springframework.ai.chat.client.advisor.api.AdvisorChain; | ||
| import org.springframework.ai.chat.client.advisor.api.BaseAdvisor; | ||
| import org.springframework.ai.chat.client.advisor.api.BaseChatMemoryAdvisor; | ||
| import org.springframework.ai.chat.memory.ChatMemory; | ||
| import org.springframework.ai.chat.messages.AssistantMessage; | ||
| import org.springframework.ai.chat.messages.Message; | ||
| import org.springframework.ai.chat.messages.MessageType; | ||
| import org.springframework.ai.chat.messages.SystemMessage; | ||
| import org.springframework.ai.chat.messages.UserMessage; | ||
| import org.springframework.ai.chat.model.MessageAggregator; | ||
| import org.springframework.ai.chat.prompt.PromptTemplate; | ||
| import org.springframework.ai.document.Document; | ||
| import org.springframework.ai.vectorstore.SearchRequest; | ||
| import org.springframework.ai.vectorstore.VectorStore; | ||
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| /** | ||
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|
@@ -48,14 +49,24 @@ | |
| * @author Christian Tzolov | ||
| * @author Thomas Vitale | ||
| * @author Oganes Bozoyan | ||
| * @author Mark Pollack | ||
| * @since 1.0.0 | ||
| */ | ||
| public class VectorStoreChatMemoryAdvisor extends AbstractChatMemoryAdvisor<VectorStore> { | ||
| public class VectorStoreChatMemoryAdvisor implements BaseChatMemoryAdvisor { | ||
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| private static final Logger logger = LoggerFactory.getLogger(VectorStoreChatMemoryAdvisor.class); | ||
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| public static final String CHAT_MEMORY_RETRIEVE_SIZE_KEY = "chat_memory_response_size"; | ||
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| private static final String DOCUMENT_METADATA_CONVERSATION_ID = "conversationId"; | ||
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| private static final String DOCUMENT_METADATA_MESSAGE_TYPE = "messageType"; | ||
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| /** | ||
| * The default chat memory retrieve size to use when no retrieve size is provided. | ||
| */ | ||
| public static final int DEFAULT_CHAT_MEMORY_RESPONSE_SIZE = 100; | ||
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| private static final PromptTemplate DEFAULT_SYSTEM_PROMPT_TEMPLATE = new PromptTemplate(""" | ||
| {instructions} | ||
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@@ -69,71 +80,93 @@ public class VectorStoreChatMemoryAdvisor extends AbstractChatMemoryAdvisor<Vect | |
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| private final PromptTemplate systemPromptTemplate; | ||
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| private VectorStoreChatMemoryAdvisor(VectorStore vectorStore, String defaultConversationId, | ||
| int chatHistoryWindowSize, boolean protectFromBlocking, PromptTemplate systemPromptTemplate, int order) { | ||
| super(vectorStore, defaultConversationId, chatHistoryWindowSize, protectFromBlocking, order); | ||
| protected final int defaultChatMemoryRetrieveSize; | ||
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| private final String defaultConversationId; | ||
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| private final int order; | ||
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| private final Scheduler scheduler; | ||
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| private VectorStore vectorStore; | ||
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| public VectorStoreChatMemoryAdvisor(PromptTemplate systemPromptTemplate, int defaultChatMemoryRetrieveSize, | ||
| String defaultConversationId, int order, Scheduler scheduler, VectorStore vectorStore) { | ||
| this.systemPromptTemplate = systemPromptTemplate; | ||
| this.defaultChatMemoryRetrieveSize = defaultChatMemoryRetrieveSize; | ||
| this.defaultConversationId = defaultConversationId; | ||
| this.order = order; | ||
| this.scheduler = scheduler; | ||
| this.vectorStore = vectorStore; | ||
| } | ||
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| public static Builder builder(VectorStore chatMemory) { | ||
| return new Builder(chatMemory); | ||
| } | ||
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| @Override | ||
| public ChatClientResponse adviseCall(ChatClientRequest chatClientRequest, CallAdvisorChain callAdvisorChain) { | ||
| chatClientRequest = this.before(chatClientRequest); | ||
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| ChatClientResponse chatClientResponse = callAdvisorChain.nextCall(chatClientRequest); | ||
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| this.after(chatClientResponse); | ||
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| return chatClientResponse; | ||
| public int getOrder() { | ||
| return order; | ||
| } | ||
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| @Override | ||
| public Flux<ChatClientResponse> adviseStream(ChatClientRequest chatClientRequest, | ||
| StreamAdvisorChain streamAdvisorChain) { | ||
| Flux<ChatClientResponse> chatClientResponses = this.doNextWithProtectFromBlockingBefore(chatClientRequest, | ||
| streamAdvisorChain, this::before); | ||
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| return new MessageAggregator().aggregateChatClientResponse(chatClientResponses, this::after); | ||
| public Scheduler getScheduler() { | ||
| return this.scheduler; | ||
| } | ||
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| private ChatClientRequest before(ChatClientRequest chatClientRequest) { | ||
| String conversationId = this.doGetConversationId(chatClientRequest.context()); | ||
| int chatMemoryRetrieveSize = this.doGetChatMemoryRetrieveSize(chatClientRequest.context()); | ||
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| // 1. Retrieve the chat memory for the current conversation. | ||
| var searchRequest = SearchRequest.builder() | ||
| .query(chatClientRequest.prompt().getUserMessage().getText()) | ||
| .topK(chatMemoryRetrieveSize) | ||
| .filterExpression(DOCUMENT_METADATA_CONVERSATION_ID + "=='" + conversationId + "'") | ||
| @Override | ||
| public ChatClientRequest before(ChatClientRequest request, AdvisorChain advisorChain) { | ||
| String conversationId = doGetConversationId(request.context()); | ||
| String query = request.prompt().getUserMessage() != null ? request.prompt().getUserMessage().getText() : ""; | ||
| int topK = doGetChatMemoryRetrieveSize(request.context()); | ||
| String filter = DOCUMENT_METADATA_CONVERSATION_ID + "=='" + conversationId + "'"; | ||
| var searchRequest = org.springframework.ai.vectorstore.SearchRequest.builder() | ||
| .query(query) | ||
| .topK(topK) | ||
| .filterExpression(filter) | ||
| .build(); | ||
| java.util.List<org.springframework.ai.document.Document> documents = this.vectorStore | ||
| .similaritySearch(searchRequest); | ||
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| List<Document> documents = this.getChatMemoryStore().similaritySearch(searchRequest); | ||
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| // 2. Processed memory messages as a string. | ||
| String longTermMemory = documents == null ? "" | ||
| : documents.stream().map(Document::getText).collect(Collectors.joining(System.lineSeparator())); | ||
| : documents.stream() | ||
| .map(org.springframework.ai.document.Document::getText) | ||
| .collect(java.util.stream.Collectors.joining(System.lineSeparator())); | ||
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| // 2. Augment the system message. | ||
| SystemMessage systemMessage = chatClientRequest.prompt().getSystemMessage(); | ||
| org.springframework.ai.chat.messages.SystemMessage systemMessage = request.prompt().getSystemMessage(); | ||
| String augmentedSystemText = this.systemPromptTemplate | ||
| .render(Map.of("instructions", systemMessage.getText(), "long_term_memory", longTermMemory)); | ||
| .render(java.util.Map.of("instructions", systemMessage.getText(), "long_term_memory", longTermMemory)); | ||
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| // 3. Create a new request with the augmented system message. | ||
| ChatClientRequest processedChatClientRequest = chatClientRequest.mutate() | ||
| .prompt(chatClientRequest.prompt().augmentSystemMessage(augmentedSystemText)) | ||
| ChatClientRequest processedChatClientRequest = request.mutate() | ||
| .prompt(request.prompt().augmentSystemMessage(augmentedSystemText)) | ||
| .build(); | ||
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| // 4. Add the new user message to the conversation memory. | ||
| UserMessage userMessage = processedChatClientRequest.prompt().getUserMessage(); | ||
| this.getChatMemoryStore().write(toDocuments(List.of(userMessage), conversationId)); | ||
| org.springframework.ai.chat.messages.UserMessage userMessage = processedChatClientRequest.prompt() | ||
| .getUserMessage(); | ||
| if (userMessage != null) { | ||
| this.vectorStore.write(toDocuments(java.util.List.of(userMessage), conversationId)); | ||
| } | ||
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| return processedChatClientRequest; | ||
| } | ||
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| private void after(ChatClientResponse chatClientResponse) { | ||
| protected int doGetChatMemoryRetrieveSize(Map<String, Object> context) { | ||
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| return context.containsKey(CHAT_MEMORY_RETRIEVE_SIZE_KEY) | ||
| ? Integer.parseInt(context.get(CHAT_MEMORY_RETRIEVE_SIZE_KEY).toString()) | ||
| : this.defaultChatMemoryRetrieveSize; | ||
| } | ||
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| protected String doGetConversationId(Map<String, Object> context) { | ||
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| if (context == null || !context.containsKey(ChatMemory.CHAT_MEMORY_CONVERSATION_ID_KEY)) { | ||
| logger.warn("No conversation ID found in context; using defaultConversationId '{}'.", | ||
| this.defaultConversationId); | ||
| } | ||
| return context != null && context.containsKey(ChatMemory.CHAT_MEMORY_CONVERSATION_ID_KEY) | ||
| ? context.get(ChatMemory.CHAT_MEMORY_CONVERSATION_ID_KEY).toString() : this.defaultConversationId; | ||
| } | ||
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| @Override | ||
| public ChatClientResponse after(ChatClientResponse chatClientResponse, AdvisorChain advisorChain) { | ||
| List<Message> assistantMessages = new ArrayList<>(); | ||
| if (chatClientResponse.chatResponse() != null) { | ||
| assistantMessages = chatClientResponse.chatResponse() | ||
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|
@@ -142,8 +175,8 @@ private void after(ChatClientResponse chatClientResponse) { | |
| .map(g -> (Message) g.getOutput()) | ||
| .toList(); | ||
| } | ||
| this.getChatMemoryStore() | ||
| .write(toDocuments(assistantMessages, this.doGetConversationId(chatClientResponse.context()))); | ||
| this.vectorStore.write(toDocuments(assistantMessages, this.doGetConversationId(chatClientResponse.context()))); | ||
| return chatClientResponse; | ||
| } | ||
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| private List<Document> toDocuments(List<Message> messages, String conversationId) { | ||
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@@ -173,28 +206,103 @@ else if (message instanceof AssistantMessage assistantMessage) { | |
| return docs; | ||
| } | ||
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| public static class Builder extends AbstractChatMemoryAdvisor.AbstractBuilder<VectorStore> { | ||
| /** | ||
| * Builder for VectorStoreChatMemoryAdvisor. | ||
| */ | ||
| public static class Builder { | ||
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| private PromptTemplate systemPromptTemplate = DEFAULT_SYSTEM_PROMPT_TEMPLATE; | ||
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| protected Builder(VectorStore chatMemory) { | ||
| super(chatMemory); | ||
| private Integer chatMemoryRetrieveSize = DEFAULT_CHAT_MEMORY_RESPONSE_SIZE; | ||
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| private String conversationId = ChatMemory.DEFAULT_CONVERSATION_ID; | ||
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| private Scheduler scheduler; | ||
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| private int order = Advisor.DEFAULT_CHAT_MEMORY_PRECEDENCE_ORDER; | ||
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| private VectorStore vectorStore; | ||
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| /** | ||
| * Creates a new builder instance. | ||
| * @param vectorStore the vector store to use | ||
| */ | ||
| protected Builder(VectorStore vectorStore) { | ||
| this.vectorStore = vectorStore; | ||
| } | ||
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| /** | ||
| * Set the system prompt template. | ||
| * @param systemPromptTemplate the system prompt template | ||
| * @return this builder | ||
| */ | ||
| public Builder systemPromptTemplate(PromptTemplate systemPromptTemplate) { | ||
| this.systemPromptTemplate = systemPromptTemplate; | ||
| return this; | ||
| } | ||
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| /** | ||
| * Set the system text advice. | ||
| * @param systemTextAdvise the system text advice | ||
| * @return this builder | ||
| */ | ||
| public Builder systemTextAdvise(String systemTextAdvise) { | ||
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| this.systemPromptTemplate = new PromptTemplate(systemTextAdvise); | ||
| return this; | ||
| } | ||
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| public Builder systemPromptTemplate(PromptTemplate systemPromptTemplate) { | ||
| this.systemPromptTemplate = systemPromptTemplate; | ||
| /** | ||
| * Set the chat memory retrieve size. | ||
| * @param chatMemoryRetrieveSize the chat memory retrieve size | ||
| * @return this builder | ||
| */ | ||
| public Builder chatMemoryRetrieveSize(int chatMemoryRetrieveSize) { | ||
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| this.chatMemoryRetrieveSize = chatMemoryRetrieveSize; | ||
| return this; | ||
| } | ||
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| /** | ||
| * Set the conversation id. | ||
| * @param conversationId the conversation id | ||
| * @return the builder | ||
| */ | ||
| public Builder conversationId(String conversationId) { | ||
| this.conversationId = conversationId; | ||
| return this; | ||
| } | ||
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| /** | ||
| * Set whether to protect from blocking. | ||
| * @param protectFromBlocking whether to protect from blocking | ||
| * @return the builder | ||
| */ | ||
| public Builder protectFromBlocking(boolean protectFromBlocking) { | ||
|
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I would remove this in favour of There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. same comment as before. |
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| this.scheduler = protectFromBlocking ? BaseAdvisor.DEFAULT_SCHEDULER : Schedulers.immediate(); | ||
| return this; | ||
| } | ||
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| public Builder scheduler(Scheduler scheduler) { | ||
| this.scheduler = scheduler; | ||
| return this; | ||
| } | ||
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| /** | ||
| * Set the order. | ||
| * @param order the order | ||
| * @return the builder | ||
| */ | ||
| public Builder order(int order) { | ||
| this.order = order; | ||
| return this; | ||
| } | ||
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| @Override | ||
| /** | ||
| * Build the advisor. | ||
| * @return the advisor | ||
| */ | ||
| public VectorStoreChatMemoryAdvisor build() { | ||
| return new VectorStoreChatMemoryAdvisor(this.chatMemory, this.conversationId, this.chatMemoryRetrieveSize, | ||
| this.protectFromBlocking, this.systemPromptTemplate, this.order); | ||
| return new VectorStoreChatMemoryAdvisor(this.systemPromptTemplate, this.chatMemoryRetrieveSize, | ||
| this.conversationId, this.order, this.scheduler, this.vectorStore); | ||
| } | ||
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| } | ||
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We could consider renaming this to something more explicit about what it's used for
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yea, also maybe move it into the VectorStore interface so it is easier to discover. Let's consider tomorrow.