| | |
| | | import com.agentsflex.core.message.HumanMessage; |
| | | import com.agentsflex.core.message.SystemMessage; |
| | | import com.agentsflex.core.prompt.HistoriesPrompt; |
| | | import com.agentsflex.core.prompt.ToolPrompt; |
| | | import com.agentsflex.core.util.CollectionUtil; |
| | | import com.alibaba.fastjson.JSON; |
| | | import com.alibaba.fastjson.JSONObject; |
| | | import com.alibaba.fastjson.serializer.SerializeConfig; |
| | | import com.fasterxml.jackson.databind.ObjectMapper; |
| | | import com.mybatisflex.core.query.QueryWrapper; |
| | | import org.springframework.http.HttpStatus; |
| | | import org.springframework.http.ResponseEntity; |
| | | import com.mybatisflex.core.table.TableInfo; |
| | | import com.mybatisflex.core.table.TableInfoFactory; |
| | | import org.slf4j.Logger; |
| | | import org.slf4j.LoggerFactory; |
| | | import org.springframework.beans.factory.annotation.Autowired; |
| | | import org.springframework.http.*; |
| | | import org.springframework.web.bind.annotation.PostMapping; |
| | | import org.springframework.web.bind.annotation.RequestBody; |
| | | import org.springframework.web.bind.annotation.RequestMapping; |
| | | import org.springframework.web.bind.annotation.RestController; |
| | | import org.springframework.web.client.RestTemplate; |
| | | import org.springframework.web.context.request.RequestContextHolder; |
| | | import org.springframework.web.context.request.ServletRequestAttributes; |
| | | import org.springframework.web.servlet.mvc.method.annotation.SseEmitter; |
| | | import tech.aiflowy.ai.config.DifyStreamClient; |
| | | import tech.aiflowy.ai.entity.*; |
| | | import tech.aiflowy.ai.mapper.AiBotConversationMessageMapper; |
| | | import tech.aiflowy.ai.service.*; |
| | | import tech.aiflowy.common.ai.ChatManager; |
| | | import tech.aiflowy.common.ai.MySseEmitter; |
| | | import tech.aiflowy.common.domain.Result; |
| | | import tech.aiflowy.common.entity.LoginAccount; |
| | | import tech.aiflowy.common.satoken.util.SaTokenUtil; |
| | | import tech.aiflowy.common.util.StringUtil; |
| | | import tech.aiflowy.common.web.controller.BaseCurdController; |
| | |
| | | import javax.servlet.http.HttpServletRequest; |
| | | import javax.servlet.http.HttpServletResponse; |
| | | import java.math.BigInteger; |
| | | import java.util.Date; |
| | | import java.util.HashMap; |
| | | import java.util.List; |
| | | import java.util.Map; |
| | | import java.util.*; |
| | | |
| | | /** |
| | | * 控制层。 |
| | |
| | | private AiBotConversationMessageService aiBotConversationMessageService; |
| | | @Resource |
| | | private AiBotConversationMessageMapper aiBotConversationMessageMapper; |
| | | |
| | | private static final Logger logger = LoggerFactory.getLogger(AiBotController.class); |
| | | @Autowired |
| | | private RestTemplate restTemplate; |
| | | |
| | | public AiBotController(AiBotService service, AiLlmService aiLlmService, AiBotWorkflowService aiBotWorkflowService, AiBotKnowledgeService aiBotKnowledgeService, AiBotMessageService aiBotMessageService) { |
| | | super(service); |
| | |
| | | * @param response |
| | | * @return |
| | | */ |
| | | |
| | | @Autowired |
| | | private ObjectMapper objectMapper; |
| | | |
| | | |
| | | @PostMapping("chat") |
| | | public SseEmitter chat(@JsonBody(value = "prompt", required = true) String prompt, |
| | | @JsonBody(value = "botId", required = true) BigInteger botId, |
| | |
| | | if (aiBot == null) { |
| | | return ChatManager.getInstance().sseEmitterForContent("机器人不存在"); |
| | | } |
| | | |
| | | Map<String, Object> llmOptions = aiBot.getLlmOptions(); |
| | | String systemPrompt = llmOptions != null ? (String) llmOptions.get("systemPrompt") : null; |
| | | AiLlm aiLlm = aiLlmService.getById(aiBot.getLlmId()); |
| | | if (StringUtil.hasText(aiBot.getModelAPI())){ |
| | | String apiUrl = aiBot.getModelAPI(); // 替换为实际API URL |
| | | String apiKey = aiBot.getModelKEY(); // 替换为实际API Key |
| | | |
| | | if (aiLlm == null) { |
| | | return ChatManager.getInstance().sseEmitterForContent("LLM不存在"); |
| | | DifyStreamClient client = new DifyStreamClient(apiUrl, apiKey, aiBotMessageService); |
| | | AiBotMessageMemory memory = new AiBotMessageMemory(botId, SaTokenUtil.getLoginAccount().getId(), |
| | | sessionId, isExternalMsg, aiBotMessageService, aiBotConversationMessageMapper, |
| | | aiBotConversationMessageService); |
| | | |
| | | final HistoriesPrompt historiesPrompt = new HistoriesPrompt(); |
| | | if (systemPrompt != null) { |
| | | historiesPrompt.setSystemMessage(SystemMessage.of(systemPrompt)); |
| | | } |
| | | |
| | | historiesPrompt.setMemory(memory); |
| | | |
| | | HumanMessage humanMessage = new HumanMessage(prompt); |
| | | |
| | | // 添加插件相关的function calling |
| | | appendPluginToolFunction(botId, humanMessage); |
| | | |
| | | //添加工作流相关的 Function Calling |
| | | appendWorkflowFunctions(botId, humanMessage); |
| | | |
| | | //添加知识库相关的 Function Calling |
| | | appendKnowledgeFunctions(botId, humanMessage); |
| | | |
| | | historiesPrompt.addMessage(humanMessage); |
| | | |
| | | |
| | | final Boolean[] needClose = {true}; |
| | | |
| | | ServletRequestAttributes sra = (ServletRequestAttributes) RequestContextHolder.getRequestAttributes(); |
| | | |
| | | |
| | | MySseEmitter emitter = new MySseEmitter(1000L * 60 * 2); // 2分钟超时 |
| | | |
| | | try { |
| | | String userId = SaTokenUtil.getLoginAccount().getId() + ""; |
| | | client.chatStream(prompt, userId, emitter, sessionId, botId); |
| | | } catch (Exception e) { |
| | | emitter.completeWithError(e); |
| | | } |
| | | System.out.println(emitter.toString()); |
| | | return emitter; |
| | | } |
| | | else{ |
| | | AiLlm aiLlm = aiLlmService.getById(aiBot.getLlmId()); |
| | | |
| | | Llm llm = aiLlm.toLlm(); |
| | | if (aiLlm == null) { |
| | | return ChatManager.getInstance().sseEmitterForContent("LLM不存在"); |
| | | } |
| | | |
| | | if (llm == null) { |
| | | return ChatManager.getInstance().sseEmitterForContent("LLM获取为空"); |
| | | } |
| | | Llm llm = aiLlm.toLlm(); |
| | | if (llm == null) { |
| | | return ChatManager.getInstance().sseEmitterForContent("LLM获取为空"); |
| | | } |
| | | |
| | | AiBotMessageMemory memory = new AiBotMessageMemory(botId, SaTokenUtil.getLoginAccount().getId(), |
| | | sessionId, isExternalMsg, aiBotMessageService, aiBotConversationMessageMapper, |
| | | aiBotConversationMessageService); |
| | | AiBotMessageMemory memory = new AiBotMessageMemory(botId, SaTokenUtil.getLoginAccount().getId(), |
| | | sessionId, isExternalMsg, aiBotMessageService, aiBotConversationMessageMapper, |
| | | aiBotConversationMessageService); |
| | | |
| | | final HistoriesPrompt historiesPrompt = new HistoriesPrompt(); |
| | | if (systemPrompt != null) { |
| | | historiesPrompt.setSystemMessage(SystemMessage.of(systemPrompt)); |
| | | } |
| | | final HistoriesPrompt historiesPrompt = new HistoriesPrompt(); |
| | | if (systemPrompt != null) { |
| | | historiesPrompt.setSystemMessage(SystemMessage.of(systemPrompt)); |
| | | } |
| | | |
| | | historiesPrompt.setMemory(memory); |
| | | historiesPrompt.setMemory(memory); |
| | | |
| | | HumanMessage humanMessage = new HumanMessage(prompt); |
| | | HumanMessage humanMessage = new HumanMessage(prompt); |
| | | |
| | | // 添加插件相关的function calling |
| | | appendPluginToolFunction(botId, humanMessage); |
| | | // 添加插件相关的function calling |
| | | appendPluginToolFunction(botId, humanMessage); |
| | | |
| | | //添加工作流相关的 Function Calling |
| | | appendWorkflowFunctions(botId, humanMessage); |
| | | //添加工作流相关的 Function Calling |
| | | appendWorkflowFunctions(botId, humanMessage); |
| | | |
| | | //添加知识库相关的 Function Calling |
| | | appendKnowledgeFunctions(botId, humanMessage); |
| | | //添加知识库相关的 Function Calling |
| | | appendKnowledgeFunctions(botId, humanMessage); |
| | | |
| | | historiesPrompt.addMessage(humanMessage); |
| | | historiesPrompt.addMessage(humanMessage); |
| | | |
| | | MySseEmitter emitter = new MySseEmitter((long) (1000 * 60 * 2)); |
| | | MySseEmitter emitter = new MySseEmitter((long) (1000 * 60 * 2)); |
| | | |
| | | final Boolean[] needClose = {true}; |
| | | final Boolean[] needClose = {true}; |
| | | |
| | | // 统一使用流式处理,无论是否有 Function Calling |
| | | llm.chatStream(historiesPrompt, new StreamResponseListener() { |
| | | @Override |
| | | public void onMessage(ChatContext context, AiMessageResponse response) { |
| | | try { |
| | | |
| | | // 检查是否需要触发 Function Calling |
| | | if (CollectionUtil.hasItems(response.getFunctionCallers())) { |
| | | needClose[0] = false; |
| | | function_call(response, emitter, needClose, historiesPrompt, llm, prompt, false); |
| | | } else { |
| | | // 强制流式返回,即使有 Function Calling 也先返回部分结果 |
| | | if (response.getMessage() != null) { |
| | | String content = response.getMessage().getContent(); |
| | | if (StringUtil.hasText(content)) { |
| | | emitter.send(JSON.toJSONString(response.getMessage())); |
| | | ServletRequestAttributes sra = (ServletRequestAttributes) RequestContextHolder.getRequestAttributes(); |
| | | // 统一使用流式处理,无论是否有 Function Calling |
| | | llm.chatStream(historiesPrompt, new StreamResponseListener() { |
| | | @Override |
| | | public void onMessage(ChatContext context, AiMessageResponse response) { |
| | | try { |
| | | RequestContextHolder.setRequestAttributes(sra, true); |
| | | if (response != null) { |
| | | // 检查是否需要触发 Function Calling |
| | | if (response.getFunctionCallers() != null && CollectionUtil.hasItems(response.getFunctionCallers())) { |
| | | needClose[0] = false; |
| | | function_call(response, emitter, needClose, historiesPrompt, llm, prompt, false); |
| | | } else { |
| | | // 强制流式返回,即使有 Function Calling 也先返回部分结果 |
| | | if (response.getMessage() != null) { |
| | | String content = response.getMessage().getContent(); |
| | | if (StringUtil.hasText(content)) { |
| | | System.out.println(response); |
| | | emitter.send(JSON.toJSONString(response.getMessage())); |
| | | } |
| | | } |
| | | } |
| | | } |
| | | |
| | | |
| | | } catch (Exception e) { |
| | | emitter.completeWithError(e); |
| | | } |
| | | |
| | | } catch (Exception e) { |
| | | emitter.completeWithError(e); |
| | | } |
| | | } |
| | | |
| | | @Override |
| | | public void onStop(ChatContext context) { |
| | | if (needClose[0]) { |
| | | emitter.complete(); |
| | | @Override |
| | | public void onStop(ChatContext context) { |
| | | if (needClose[0]) { |
| | | emitter.complete(); |
| | | } |
| | | } |
| | | } |
| | | |
| | | @Override |
| | | public void onFailure(ChatContext context, Throwable throwable) { |
| | | emitter.completeWithError(throwable); |
| | | } |
| | | }); |
| | | @Override |
| | | public void onFailure(ChatContext context, Throwable throwable) { |
| | | emitter.completeWithError(throwable); |
| | | } |
| | | }); |
| | | |
| | | return emitter; |
| | | System.out.println(emitter.toString()); |
| | | return emitter; |
| | | } |
| | | |
| | | } |
| | | |
| | | public Result save(@RequestBody String jsonStr) { |
| | | // 解析JSON |
| | | JSONObject json = JSONObject.parseObject(jsonStr); |
| | | |
| | | // 合并所有secondMenuId*字段 |
| | | List<Integer> menuIds = new ArrayList<>(); |
| | | for (String key : json.keySet()) { |
| | | if (key.startsWith("secondMenuId")) { |
| | | Object value = json.get(key); |
| | | if (value instanceof Integer) { |
| | | menuIds.add((Integer) value); |
| | | } |
| | | } |
| | | } |
| | | |
| | | // 保留第一个ID(根据需要调整) |
| | | if (!menuIds.isEmpty()) { |
| | | json.put("secondMenuId", menuIds.get(0)); |
| | | } |
| | | |
| | | // 转换为实体类 |
| | | AiBot entity = json.toJavaObject(AiBot.class); |
| | | |
| | | // 后续处理保持不变 |
| | | Result result = onSaveOrUpdateBefore(entity, true); |
| | | if (result != null) return result; |
| | | |
| | | if (entity == null) { |
| | | throw new NullPointerException("entity is null"); |
| | | } |
| | | LoginAccount loginAccount = SaTokenUtil.getLoginAccount(); |
| | | commonFiled(entity,loginAccount.getId(),loginAccount.getTenantId(),loginAccount.getDeptId()); |
| | | boolean success = service.save(entity); |
| | | onSaveOrUpdateAfter(entity, true); |
| | | TableInfo tableInfo = TableInfoFactory.ofEntityClass(entity.getClass()); |
| | | Object[] pkArgs = tableInfo.buildPkSqlArgs(entity); |
| | | return Result.create(success).set("id", pkArgs); |
| | | } |
| | | |
| | | |
| | | |
| | | /** |
| | | * 外部用户调用智能体进行对话 |
| | |
| | | AiBotExternalMsgJsonResult messageResult = new AiBotExternalMsgJsonResult(); |
| | | messageResult.setCreated(new Date().getTime()); |
| | | AiBotExternalMsgJsonResult.Usage usage = new AiBotExternalMsgJsonResult.Usage(); |
| | | usage.setTotalTokens(aiMessage.getTotalTokens()); |
| | | usage.setCompletionTokens(aiMessage.getCompletionTokens()); |
| | | usage.setPromptTokens(aiMessage.getPromptTokens()); |
| | | if (aiMessage.getTotalTokens() != null){ |
| | | usage.setTotalTokens(aiMessage.getTotalTokens()); |
| | | } |
| | | if (aiMessage.getCompletionTokens() != null){ |
| | | usage.setCompletionTokens(aiMessage.getCompletionTokens()); |
| | | } |
| | | if (aiMessage.getPromptTokens() != null){ |
| | | usage.setPromptTokens(aiMessage.getPromptTokens()); |
| | | } |
| | | messageResult.setUsage(usage); |
| | | AiBotExternalMsgJsonResult.Choice choice = new AiBotExternalMsgJsonResult.Choice(); |
| | | AiBotExternalMsgJsonResult.Message message = new AiBotExternalMsgJsonResult.Message(); |
| | |
| | | } |
| | | |
| | | } |
| | | List<FunctionCaller> functionCallers = aiMessageResponse.getFunctionCallers(); |
| | | if (CollectionUtil.hasItems(functionCallers)) { |
| | | needClose[0] = false; |
| | | for (FunctionCaller functionCaller : functionCallers) { |
| | | Object result = functionCaller.call(); |
| | | if (ObjectUtil.isNotEmpty(result)) { |
| | | |
| | | String newPrompt = "请根据以下内容回答用户,内容是:\n" + result + "\n 用户的问题是:" + prompt; |
| | | historiesPrompt.addMessageTemporary(new HumanMessage(newPrompt)); |
| | | |
| | | llm.chatStream(historiesPrompt, new StreamResponseListener() { |
| | | @Override |
| | | public void onMessage(ChatContext context, AiMessageResponse response) { |
| | | needClose[0] = true; |
| | | String content = response.getMessage().getContent(); |
| | | Object messageContent = response.getMessage(); |
| | | if (StringUtil.hasText(content)) { |
| | | String jsonResult = JSON.toJSONString(messageContent); |
| | | emitter.send(jsonResult); |
| | | } |
| | | } |
| | | |
| | | @Override |
| | | public void onStop(ChatContext context) { |
| | | if (needClose[0]) { |
| | | System.out.println("function chat complete"); |
| | | emitter.complete(); |
| | | } |
| | | historiesPrompt.clearTemporaryMessages(); |
| | | } |
| | | |
| | | @Override |
| | | public void onFailure(ChatContext context, Throwable throwable) { |
| | | emitter.completeWithError(throwable); |
| | | } |
| | | }); |
| | | System.out.println("function call 接收到的参数message:" + aiMessageResponse); |
| | | llm.chatStream(ToolPrompt.of(aiMessageResponse), new StreamResponseListener() { |
| | | @Override |
| | | public void onMessage(ChatContext context, AiMessageResponse response) { |
| | | System.out.println("function call <UNK>message<UNK>" + aiMessageResponse); |
| | | String content = response.getMessage().getContent(); |
| | | if (StringUtil.hasText(content)) { |
| | | System.out.println("if content" + content); |
| | | emitter.send(JSON.toJSONString(response.getMessage())); |
| | | } |
| | | } |
| | | } |
| | | |
| | | @Override |
| | | public void onStop(ChatContext context) { |
| | | System.out.println("function call complete"); |
| | | emitter.complete(); |
| | | } |
| | | |
| | | @Override |
| | | public void onFailure(ChatContext context, Throwable throwable) { |
| | | logger.error("function_call报错:",throwable); |
| | | AiMessage aiMessage = new AiMessage(); |
| | | aiMessage.setContent("未查询到相关信息..."); |
| | | emitter.send(JSON.toJSONString(aiMessage)); |
| | | System.out.println("function call complete with error"); |
| | | } |
| | | }); |
| | | |
| | | return JSON.toJSONString(messageContent); |
| | | } |
| | | |
| | |
| | | |
| | | |
| | | } |
| | | } |
| | | } |