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Refactor chat history/system prompt handling & Store sources in history #59

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Feb 7, 2025
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Original file line number Diff line number Diff line change
Expand Up @@ -17,14 +17,13 @@
* limitations under the License.
* #L%
*/
package com.github.llamara.ai.internal.chat.aiservice;
package com.github.llamara.ai.internal.chat;

import java.util.UUID;

import dev.langchain4j.service.MemoryId;
import dev.langchain4j.service.Result;
import dev.langchain4j.service.SystemMessage;
import dev.langchain4j.service.TokenStream;
import dev.langchain4j.service.UserMessage;

/**
Expand All @@ -38,7 +37,7 @@
*
* @author Florian Hotze - Initial contribution
*/
public interface ChatModelAiService {
public interface AiService {
String SYSTEM_MESSAGE =
"""
You are LLAMARA, the Large Language Assistant for Model Augmented Retrieval and Analysis:
Expand All @@ -50,14 +49,9 @@ public interface ChatModelAiService {
""";

@SystemMessage(SYSTEM_MESSAGE)
Result<String> chat(@MemoryId UUID sessionId, boolean history, @UserMessage String prompt);
Result<String> chat(@MemoryId UUID sessionId, @UserMessage String prompt);

Result<String> chatWithoutSystemMessage(
@MemoryId UUID sessionId, boolean history, @UserMessage String prompt);

@SystemMessage(SYSTEM_MESSAGE)
TokenStream chatAndStreamResponse(
@MemoryId UUID sessionId, boolean history, @UserMessage String prompt);
Result<String> chatWithoutSystemMessage(@MemoryId UUID sessionId, @UserMessage String prompt);

/**
* Clean the given text by removing unnecessary noise and formatting it.
Expand Down
142 changes: 142 additions & 0 deletions src/main/java/com/github/llamara/ai/internal/chat/ChatModel.java
Original file line number Diff line number Diff line change
@@ -0,0 +1,142 @@
/*
* #%L
* llamara-backend
* %%
* Copyright (C) 2024 - 2025 Contributors to the LLAMARA project
* %%
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* #L%
*/
package com.github.llamara.ai.internal.chat;

import com.github.llamara.ai.config.chat.ChatModelConfig;
import com.github.llamara.ai.internal.MetadataKeys;
import com.github.llamara.ai.internal.chat.history.ChatHistoryStore;
import com.github.llamara.ai.internal.chat.history.ChatMessageRecord;
import com.github.llamara.ai.internal.chat.response.ChatResponseRecord;
import com.github.llamara.ai.internal.chat.response.RagSourceRecord;

import java.time.Instant;
import java.util.List;
import java.util.UUID;

import dev.langchain4j.data.message.ChatMessageType;
import dev.langchain4j.service.Result;

/**
* The {@link ChatModel} provides the interface to chat with the chat models. It takes care of
* storing the chat history, if enabled, and applies the system prompt, if enabled.
*
* @author Florian Hotze - Initial contribution
*/
public class ChatModel {
private final ChatModelConfig.ModelConfig config;
private final AiService aiService;
private final ChatHistoryStore historyStore;

public ChatModel(
ChatModelConfig.ModelConfig config,
AiService aiService,
ChatHistoryStore historyStore) {
this.config = config;
this.aiService = aiService;
this.historyStore = historyStore;
}

/**
* Send a prompt to a chat model and get the response.
*
* @param sessionId the session ID
* @param history whether to save the conversation to the chat history
* @param prompt the prompt to send to the chat model
* @return the response from the chat model
*/
public ChatResponseRecord chat(UUID sessionId, boolean history, String prompt) {
if (history) {
storePrompt(sessionId, prompt);
}

Result<String> result;
if (config.systemPromptEnabled()) {
result = aiService.chat(sessionId, prompt);
} else {
result = aiService.chatWithoutSystemMessage(sessionId, prompt);
}
ChatResponseRecord response =
new ChatResponseRecord(
result.content(), getSourcesFromResult(result, result.content()));

if (history) {
storeResponse(sessionId, response);
}

return response;
}

/**
* Get the sources from the result. Filters out sources that were not used by the chat model to
* generate the response.
*
* @param result the {@link Result} from the chat model
* @param text the text of the response
* @return the sources used by the chat model to generate the response
*/
private List<RagSourceRecord> getSourcesFromResult(Result<?> result, String text) {
return result.sources().stream()
.map(dev.langchain4j.rag.content.Content::textSegment)
.filter(ts -> text.contains(ts.metadata().getString(MetadataKeys.KNOWLEDGE_ID)))
.map(
ts ->
new RagSourceRecord(
ts.metadata().getUUID(MetadataKeys.KNOWLEDGE_ID),
ts.text()))
.toList();
}

/**
* Store the prompt in the chat history.
*
* @param sessionId the session ID
* @param prompt the prompt to store
*/
private void storePrompt(UUID sessionId, String prompt) {
historyStore
.addMessage(
sessionId,
new ChatMessageRecord(
ChatMessageType.USER, prompt, Instant.now(), null, null, null))
.subscribe()
.with(item -> {}, failure -> {});
}

/**
* Store the response in the chat history.
*
* @param sessionId the session ID
* @param response the response to store
*/
private void storeResponse(UUID sessionId, ChatResponseRecord response) {
historyStore
.addMessage(
sessionId,
new ChatMessageRecord(
ChatMessageType.AI,
response.response(),
Instant.now(),
response.sources(),
config.provider(),
config.model()))
.subscribe()
.with(item -> {}, failure -> {});
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -20,26 +20,23 @@
package com.github.llamara.ai.internal.chat;

import com.github.llamara.ai.config.chat.ChatModelConfig;
import com.github.llamara.ai.internal.chat.aiservice.ChatModelAiService;

import com.fasterxml.jackson.annotation.JsonIgnore;

/**
* Container for a chat model, containing information about the chat model and the {@link
* ChatModelAiService}s.
* ChatModel}.
*
* @param uid the UID of the chat model
* @param label the label of the chat model
* @param description the description of the chat model
* @param provider the {@link ChatModelConfig.ChatModelProvider}
* @param config the {@link ChatModelConfig.ModelConfig}
* @param service the {@link ChatModelAiService} of the chat model
* @param model the {@link ChatModel}
* @author Florian Hotze - Initial contribution
*/
public record ChatModelContainer(
String uid,
String label,
String description,
ChatModelConfig.ChatModelProvider provider,
@JsonIgnore ChatModelConfig.ModelConfig config,
@JsonIgnore ChatModelAiService service) {}
@JsonIgnore ChatModel model) {}
Original file line number Diff line number Diff line change
Expand Up @@ -20,15 +20,14 @@
package com.github.llamara.ai.internal.chat;

import com.github.llamara.ai.config.chat.ChatModelConfig;
import com.github.llamara.ai.internal.chat.aiservice.ChatModelAiService;

import java.util.Collection;

/**
* The chat model provider provides access to the configured {@link ChatModelContainer}s.
*
* <p>It processes the {@link ChatModelConfig} and creates the {@link ChatModelAiService}s to
* interface with the configured models.
* <p>It processes the {@link ChatModelConfig} and creates the {@link AiService}s to interface with
* the configured models.
*
* @author Florian Hotze - Initial contribution
*/
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -25,9 +25,7 @@
import com.github.llamara.ai.config.EnvironmentVariables;
import com.github.llamara.ai.config.chat.ChatModelConfig;
import com.github.llamara.ai.internal.StartupException;
import com.github.llamara.ai.internal.chat.aiservice.ChatModelAiService;
import com.github.llamara.ai.internal.chat.history.ChatHistoryStore;
import com.github.llamara.ai.internal.chat.history.HistoryInterceptingAiService;

import java.util.Collection;
import java.util.Collections;
Expand Down Expand Up @@ -106,15 +104,15 @@ private void initializeChatModels() {
ChatLanguageModel clm = produceChatLanguageModel(config);
StreamingChatLanguageModel sclm = produceStreamingChatLanguageModel(config);

ChatModelAiService service =
new HistoryInterceptingAiService(
AiServices.builder(ChatModelAiService.class)
ChatModel model =
new ChatModel(
config,
AiServices.builder(AiService.class)
.chatLanguageModel(clm)
.streamingChatLanguageModel(sclm)
.chatMemoryProvider(chatMemoryProvider)
.retrievalAugmentor(retrievalAugmentor)
.build(),
config,
chatHistoryStore);

ChatModelContainer cm =
Expand All @@ -123,8 +121,7 @@ private void initializeChatModels() {
config.label().orElse(config.uid()),
config.description().orElse(config.provider() + " " + config.model()),
config.provider(),
config,
service);
model);
chatModels.put(config.uid(), cm);
}
}
Expand Down

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