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【新增】AI:conversation 发送消息时,增加上下文
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@ -19,10 +19,10 @@ public class AiChatMessageRespVO {
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private String type; // 参见 MessageType 枚举类
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@Schema(description = "用户编号", example = "4096")
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private Long userId; // 仅当 user 发送时非空
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private Long userId;
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@Schema(description = "角色编号", example = "888")
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private Long roleId; // 仅当 assistant 回复时非空
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private Long roleId;
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@Schema(description = "模型标志", requiredMode = Schema.RequiredMode.REQUIRED, example = "gpt-3.5-turbo")
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private String model; // 参见 AiOpenAiModelEnum 枚举类
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@ -47,16 +47,12 @@ public class AiChatMessageDO extends BaseDO {
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/**
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* 用户编号
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*
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* 仅当 user 发送时非空
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*
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* 关联 AdminUserDO 的 userId 字段
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*/
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private Long userId;
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/**
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* 角色编号
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*
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* 仅当 assistant 回复时非空
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*
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* 关联 {@link AiChatRoleDO#getId()} 字段
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*/
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private Long roleId;
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@ -1,23 +1,22 @@
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package cn.iocoder.yudao.module.ai.service.impl;
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import cn.hutool.core.exceptions.ExceptionUtil;
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import cn.hutool.core.util.ObjUtil;
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import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
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import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
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import cn.iocoder.yudao.module.ai.controller.admin.chat.vo.message.AiChatMessageSendRespVO;
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import cn.iocoder.yudao.module.ai.dal.dataobject.chat.AiChatConversationDO;
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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.StreamingChatClient;
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import org.springframework.ai.chat.messages.MessageType;
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import org.springframework.ai.chat.messages.*;
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import org.springframework.ai.chat.prompt.ChatOptions;
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import org.springframework.ai.chat.prompt.ChatOptionsBuilder;
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import org.springframework.ai.chat.prompt.Prompt;
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import cn.iocoder.yudao.framework.security.core.util.SecurityFrameworkUtils;
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import cn.iocoder.yudao.module.ai.config.AiChatClientFactory;
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import cn.iocoder.yudao.module.ai.controller.admin.chat.vo.message.AiChatMessageRespVO;
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import cn.iocoder.yudao.module.ai.controller.admin.chat.vo.message.AiChatMessageSendReqVO;
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import cn.iocoder.yudao.module.ai.convert.AiChatMessageConvert;
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import cn.iocoder.yudao.module.ai.dal.dataobject.chat.AiChatMessageDO;
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import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiChatModelDO;
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import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiChatRoleDO;
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import cn.iocoder.yudao.module.ai.dal.mysql.AiChatMessageMapper;
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import cn.iocoder.yudao.module.ai.service.chat.AiChatConversationService;
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import cn.iocoder.yudao.module.ai.service.model.AiChatRoleService;
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@ -30,10 +29,7 @@ import org.springframework.transaction.annotation.Transactional;
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import reactor.core.publisher.Flux;
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import java.time.LocalDateTime;
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import java.util.List;
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import java.util.Map;
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import java.util.Set;
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import java.util.concurrent.atomic.AtomicInteger;
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import java.util.*;
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import java.util.stream.Collectors;
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import static cn.iocoder.yudao.framework.common.exception.util.ServiceExceptionUtil.exception;
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@ -53,64 +49,49 @@ public class AiChatServiceImpl implements AiChatService {
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private final AiChatClientFactory chatClientFactory;
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private final AiChatMessageMapper aiChatMessageMapper;
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private final AiChatMessageMapper chatMessageMapper;
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private final AiChatConversationService chatConversationService;
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private final AiChatModelService chatModalService;
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private final AiChatRoleService chatRoleService;
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@Transactional(rollbackFor = Exception.class)
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public AiChatMessageRespVO chat(AiChatMessageSendReqVO req) {
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Long loginUserId = SecurityFrameworkUtils.getLoginUserId();
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// 查询对话
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AiChatConversationDO conversation = chatConversationService.validateExists(req.getConversationId());
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// 获取对话模型
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AiChatModelDO chatModel = chatModalService.validateChatModel(conversation.getModelId());
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// 获取角色信息
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AiChatRoleDO chatRoleDO = conversation.getRoleId() != null ? chatRoleService.validateChatRole(conversation.getRoleId()) : null;
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// 获取 client 类型
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AiPlatformEnum platformEnum = AiPlatformEnum.validatePlatform(chatModel.getPlatform());
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// 保存 chat message
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insertChatMessage(conversation.getId(), MessageType.USER, loginUserId, conversation.getRoleId(),
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chatModel.getModel(), chatModel.getId(), req.getContent());
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String content = null;
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int tokens = 0;
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try {
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// 创建 chat 需要的 Prompt
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Prompt prompt = new Prompt(req.getContent());
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// TODO @芋艿 @范 看要不要支持这些
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// req.setTopK(req.getTopK());
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// req.setTopP(req.getTopP());
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// req.setTemperature(req.getTemperature());
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// 发送 call 调用
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ChatClient chatClient = chatClientFactory.getChatClient(platformEnum);
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ChatResponse call = chatClient.call(prompt);
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content = call.getResult().getOutput().getContent();
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tokens = call.getResults().size();
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// 更新 conversation
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} catch (Exception e) {
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content = ExceptionUtil.getMessage(e);
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} finally {
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// 保存 chat message
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insertChatMessage(conversation.getId(), MessageType.SYSTEM, loginUserId, conversation.getRoleId(),
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chatModel.getModel(), chatModel.getId(), content);
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}
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return new AiChatMessageRespVO().setContent(content);
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}
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private AiChatMessageDO insertChatMessage(Long conversationId, MessageType messageType, Long loginUserId, Long roleId,
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String model, Long modelId, String content) {
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AiChatMessageDO insertChatMessageDO = new AiChatMessageDO()
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.setConversationId(conversationId)
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.setType(messageType.getValue())
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.setUserId(loginUserId)
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.setRoleId(roleId)
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.setModel(model)
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.setModelId(modelId)
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.setContent(content);
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insertChatMessageDO.setCreateTime(LocalDateTime.now());
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// 增加 chat message 记录
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aiChatMessageMapper.insert(insertChatMessageDO);
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return insertChatMessageDO;
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return null; // TODO 芋艿:一起改
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// Long loginUserId = SecurityFrameworkUtils.getLoginUserId();
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// // 查询对话
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// AiChatConversationDO conversation = chatConversationService.validateExists(req.getConversationId());
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// // 获取对话模型
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// AiChatModelDO chatModel = chatModalService.validateChatModel(conversation.getModelId());
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// // 获取角色信息
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// AiChatRoleDO chatRoleDO = conversation.getRoleId() != null ? chatRoleService.validateChatRole(conversation.getRoleId()) : null;
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// // 获取 client 类型
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// AiPlatformEnum platformEnum = AiPlatformEnum.validatePlatform(chatModel.getPlatform());
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// // 保存 chat message
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// createChatMessage(conversation.getId(), MessageType.USER, loginUserId, conversation.getRoleId(),
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// chatModel.getModel(), chatModel.getId(), req.getContent());
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// String content = null;
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// int tokens = 0;
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// try {
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// // 创建 chat 需要的 Prompt
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// Prompt prompt = new Prompt(req.getContent());
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// // TODO @芋艿 @范 看要不要支持这些
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//// req.setTopK(req.getTopK());
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//// req.setTopP(req.getTopP());
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//// req.setTemperature(req.getTemperature());
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// // 发送 call 调用
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// ChatClient chatClient = chatClientFactory.getChatClient(platformEnum);
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// ChatResponse call = chatClient.call(prompt);
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// content = call.getResult().getOutput().getContent();
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// // 更新 conversation
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// } catch (Exception e) {
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// content = ExceptionUtil.getMessage(e);
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// } finally {
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// // 保存 chat message
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// createChatMessage(conversation.getId(), MessageType.SYSTEM, loginUserId, conversation.getRoleId(),
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// chatModel.getModel(), chatModel.getId(), content);
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// }
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// return new AiChatMessageRespVO().setContent(content);
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}
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@Override
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@ -120,55 +101,78 @@ public class AiChatServiceImpl implements AiChatService {
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if (ObjUtil.notEqual(conversation.getUserId(), userId)) {
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throw exception(CHAT_CONVERSATION_NOT_EXISTS); // TODO 芋艿:异常情况的对接;
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}
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List<AiChatMessageDO> historyMessages = chatMessageMapper.selectByConversationId(conversation.getId());
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// 1.2 校验模型
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AiChatModelDO model = chatModalService.validateChatModel(conversation.getModelId());
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AiPlatformEnum platform = AiPlatformEnum.validatePlatform(model.getPlatform());
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StreamingChatClient chatClient = chatClientFactory.getStreamingChatClient(platform);
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// 2. 插入 user 发送消息
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AiChatMessageDO userMessage = insertChatMessage(conversation.getId(), MessageType.USER, userId, conversation.getRoleId(),
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conversation.getModel(), conversation.getId(), sendReqVO.getContent());
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AiChatMessageDO userMessage = createChatMessage(conversation.getId(), model,
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userId, conversation.getRoleId(), MessageType.USER, sendReqVO.getContent());
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// 3.1 插入 assistant 接收消息
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AiChatMessageDO assistantMessage = createChatMessage(conversation.getId(), model,
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userId, conversation.getRoleId(), MessageType.ASSISTANT, "");
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// 3.1 插入 system 接收消息
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AiChatMessageDO systemMessage = insertChatMessage(conversation.getId(), MessageType.SYSTEM, userId, conversation.getRoleId(),
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conversation.getModel(), conversation.getId(), conversation.getSystemMessage());
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// 3.2 创建 chat 需要的 Prompt
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// TODO 消息上下文
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Prompt prompt = new Prompt(sendReqVO.getContent());
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// ChatOptionsBuilder.builder().withTemperature(conversation.getTemperature().floatValue()).build()
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Prompt prompt = buildPrompt(conversation, historyMessages, sendReqVO);
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Flux<ChatResponse> streamResponse = chatClient.stream(prompt);
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// 3.3 转换 flex AiChatMessageRespVO
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// 3.3 流式返回
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StringBuffer contentBuffer = new StringBuffer();
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return streamResponse.map(res -> {
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contentBuffer.append(res.getResult().getOutput().getContent());
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AiChatMessageSendRespVO.Message send = new AiChatMessageSendRespVO.Message().setId(userMessage.getId())
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.setType(MessageType.USER.getValue()).setCreateTime(userMessage.getCreateTime())
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.setContent(sendReqVO.getContent());
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AiChatMessageSendRespVO.Message receive = new AiChatMessageSendRespVO.Message().setId(systemMessage.getId())
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.setType(MessageType.SYSTEM.getValue()).setCreateTime(systemMessage.getCreateTime())
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.setContent(res.getResult().getOutput().getContent());
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return new AiChatMessageSendRespVO().setSend(send).setReceive(receive);
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return streamResponse.map(response -> {
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String newContent = response.getResult().getOutput().getContent();
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contentBuffer.append(newContent);
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// 响应结果
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return new AiChatMessageSendRespVO().setSend(BeanUtils.toBean(userMessage, AiChatMessageSendRespVO.Message.class))
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.setReceive(BeanUtils.toBean(userMessage, AiChatMessageSendRespVO.Message.class).setContent(newContent));
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}).doOnComplete(() -> {
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log.info("发送完成!");
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// 保存 chat message
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aiChatMessageMapper.updateById(new AiChatMessageDO()
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.setId(systemMessage.getId())
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.setContent(contentBuffer.toString()));
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chatMessageMapper.updateById(new AiChatMessageDO().setId(assistantMessage.getId()).setContent(contentBuffer.toString()));
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}).doOnError(throwable -> {
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log.error("发送错误 {}!", throwable.getMessage());
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// 更新错误信息 TODO 貌似不应该更新异常
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aiChatMessageMapper.updateById(new AiChatMessageDO()
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.setId(systemMessage.getId())
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.setContent(throwable.getMessage()));
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log.error("[sendChatMessageStream][userId({}) sendReqVO({}) 发生异常]", userId, sendReqVO, throwable);
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chatMessageMapper.updateById(new AiChatMessageDO().setId(assistantMessage.getId()).setContent(throwable.getMessage()));
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});
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}
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private Prompt buildPrompt(AiChatConversationDO conversation, List<AiChatMessageDO> messages, AiChatMessageSendReqVO sendReqVO) {
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// TODO 芋艿:1)保留 n 个上下文;2)每一轮 token 数量
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// if (conversation.getMaxContexts() != null && messages.size() > conversation.getMaxContexts()) {
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//
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// }
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// 1. 构建 Prompt Message 列表
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List<Message> chatMessages = new ArrayList<>();
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// 1.1 system context 角色设定
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chatMessages.add(new SystemMessage(conversation.getSystemMessage()));
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// 1.2 history message 历史消息
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messages.forEach(message -> chatMessages.add(new ChatMessage(message.getType().toUpperCase(), message.getContent())));
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// 1.3 user message 新发送消息
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chatMessages.add(new UserMessage(sendReqVO.getContent()));
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// 2. 构建 ChatOptions 对象
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ChatOptions chatOptions = ChatOptionsBuilder.builder().withTemperature(conversation.getTemperature().floatValue()).build();
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return new Prompt(chatMessages, chatOptions);
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}
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private AiChatMessageDO createChatMessage(Long conversationId, AiChatModelDO model,
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Long userId, Long roleId,
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MessageType messageType, String content) {
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AiChatMessageDO message = new AiChatMessageDO()
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.setConversationId(conversationId).setModel(model.getModel()).setModelId(model.getId())
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.setUserId(userId).setRoleId(roleId)
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.setType(messageType.getValue()).setContent(content);
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message.setCreateTime(LocalDateTime.now());
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chatMessageMapper.insert(message);
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return message;
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}
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@Override
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public List<AiChatMessageRespVO> getMessageListByConversationId(Long conversationId) {
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// 校验对话是否存在
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chatConversationService.validateExists(conversationId);
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// 获取对话所有 message
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List<AiChatMessageDO> aiChatMessageDOList = aiChatMessageMapper.selectByConversationId(conversationId);
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List<AiChatMessageDO> aiChatMessageDOList = chatMessageMapper.selectByConversationId(conversationId);
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// 获取模型信息
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Set<Long> modalIds = aiChatMessageDOList.stream().map(AiChatMessageDO::getModelId).collect(Collectors.toSet());
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List<AiChatModelDO> modalList = chatModalService.getModalByIds(modalIds);
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@ -187,7 +191,7 @@ public class AiChatServiceImpl implements AiChatService {
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@Override
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public Boolean deleteMessage(Long id) {
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return aiChatMessageMapper.deleteById(id) > 0;
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return chatMessageMapper.deleteById(id) > 0;
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}
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}
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@ -15,13 +15,13 @@ import lombok.Getter;
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public enum AiPlatformEnum {
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OPENAI("OpenAI", "OpenAI"),
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OLLAMA("dall", "dall"),
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OLLAMA("Ollama", "Ollama"),
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YI_YAN("yiyan", "一言"),
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QIAN_WEN("qianwen", "千问"),
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XING_HUO("xinghuo", "星火"),
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OPEN_AI_DALL("dall", "dall"),
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MIDJOURNEY("Ollama", "Ollama"),
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MIDJOURNEY("midjourney", "midjourney"),
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;
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