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将 GPT、向量数据库和 Function calling 结合起来#xff0c;可以构建一个垂直领域小助手。例如#xff0c;我们可以使用 GPT 来处理自然语言任务#xff0c;使用向量数据库来存储和管理领域相关的数据#xff0c;使用 Function calling 来实现领域相关的推理和计算规…引言
将 GPT、向量数据库和 Function calling 结合起来可以构建一个垂直领域小助手。例如我们可以使用 GPT 来处理自然语言任务使用向量数据库来存储和管理领域相关的数据使用 Function calling 来实现领域相关的推理和计算规则。这样我们就可以构建一个针对特定领域的小助手例如医疗保健、金融服务、法律咨询等。 今天为大家分享一个保险领域AI小助手的DEMO展示含代码
工具介绍
GPT
GPTGenerative Pretrained Transformer是一种基于 Transformer 架构的大型语言模型通过在大量文本上进行无监督学习模型学习到了语言的统计规律和语义表示从而能够处理各式各样的自然语言任务例如文本生成、知识问答、推理计算、阅读理解等。 本文使用模型gpt-3.5-turbo 本文使用GPT方法Chat Completions API
向量数据库
向量数据库是一种用于存储和管理向量数据的数据仓库其中向量是一种将文本、图像、音频等非结构化数据转换为可计算的稠密向量表示的技术。通过使用向量数据库我们可以快速地查找和比较相似的向量从而实现诸如文本分类、聚类、推荐系统等应用。 本文使用腾讯云向量数据库
Function calling
Function calling 是一种在编程语言中调用函数的机制。通过函数调用我们可以将复杂的任务分解为多个简单的函数并通过调用这些函数来完成任务。在自然语言处理中我们可以使用 Function calling 来实现自定义的推理和计算规则。 本文使用gpt-3.5的Function calling
代码
向腾讯云向量向量数据库构建数据
0、maven依赖
vectordatabase-sdk-java.version1.2.0/vectordatabase-sdk-java.version
okhttp.version4.9.2/okhttp.version
dependencygroupIdcom.tencent.tcvectordb/groupIdartifactIdvectordatabase-sdk-java/artifactIdversion${vectordatabase-sdk-java.version}/versionexclusions!--因为我项目依赖了log4j相关其他包所以这里对impl包进行了排除 --exclusiongroupIdorg.apache.logging.log4j/groupIdartifactIdlog4j-slf4j-impl/artifactId/exclusion/exclusions/dependency
dependencygroupIdcom.squareup.okhttp3/groupIdartifactIdokhttp/artifactIdversion${okhttp.version}/version/dependency1、获取腾讯云client信息 这里的相关Url和相关账户请替换成自己的 /*** 链接信息*/private static VectorDBClient CLIENT null;/*** 存放消息体的地方-模拟数据库因为是DEMO所以没有接数据库只在自己内存用一下*/private static MapString, LinkedListMessageV2 SESSION_MSG_MAP new HashMap(10);/*** 获取腾讯云client信息* return client*/PostConstructprivate void initVectorDBClient(){if(CLIENT null){log.info(VectorTestController buildVectorDBClient -----------开始);// 创建VectorDB Client 这里的相关Url和相关账户请替换成自己的ConnectParam connectParam ConnectParam.newBuilder().withUrl(apolloConfigHolder.getDashVector2040312EndPoint()).withUsername(apolloConfigHolder.getDashVectorUserName2040312()).withKey(apolloConfigHolder.getDashVectorApiKey2040312()).withTimeout(30).build();log.info(VectorTestController buildVectorDBClient -----------参数,connectParam {}, JsonUtil.getJsonString(connectParam));CLIENT new VectorDBClient(connectParam, ReadConsistencyEnum.EVENTUAL_CONSISTENCY);log.info(VectorTestController buildVectorDBClient -----------成功);}}2、创建腾讯云数据库
/*** 创建腾讯云数据库* param databaseName* return*/private Database buildDatabase(String databaseName){log.info(VectorTestController createDatabase -----------开始 , databaseName {}, databaseName);SdbCommonAssert.notBlank(databaseName, ErrorCode.PARAMS_IS_NULL);Database db CLIENT.createDatabase(databaseName);log.info(VectorTestController createDatabase -----------成功 , databaseName {}, databaseName);return db;}3、向指定数据库和分区构建初始化数据
/*** databaseNamezzz* collectionNamezzz* 向指定分区构建初始化数据* return 初始化数据与否*/RequestMapping(test/initXXX)public com.shuidihuzhu.sdb.models.ResponseBoolean initCollection(RequestParam(name databaseName,required true) String databaseName,RequestParam(name collectionName,required true) String collectionName){SdbCommonAssert.notBlank(databaseName, ErrorCode.PARAMS_IS_NULL);SdbCommonAssert.notBlank(collectionName, ErrorCode.PARAMS_IS_NULL);ListString listDatabase CLIENT.listDatabase();Boolean clientBuildFlag Boolean.FALSE;for (String database : listDatabase){if(Objects.equals(database,databaseName)){clientBuildFlag Boolean.TRUE;}}Database db null;if(!clientBuildFlag){db this.buildDatabase(databaseName);}else {db CLIENT.database(databaseName);}Boolean collectionFlag Boolean.FALSE;Collection collection null;ListCollection collections db.listCollections();for(Collection collectionItem : collections){if(Objects.equals(collectionItem.getCollection(),collectionName)){collectionFlag Boolean.TRUE;collection collectionItem;}}if(!collectionFlag){CreateCollectionParam collectionParam CreateCollectionParam.newBuilder().withName(collectionName).withReplicaNum(2).withShardNum(1).withDescription(小超公司基本法信息章节存储表存储小超公司历史基本法信息及基本法版本信息).addField(new FilterIndex(id, FieldType.String, IndexType.PRIMARY_KEY)).addField(new FilterIndex(chapterName, FieldType.String, IndexType.FILTER)).addField(new FilterIndex(pageNo, FieldType.Uint64, IndexType.FILTER)).addField(new FilterIndex(chapterNo, FieldType.Uint64, IndexType.FILTER)).addField(new FilterIndex(parentChapterNo, FieldType.Uint64, IndexType.FILTER)).addField(new VectorIndex(vector, 768, IndexType.HNSW, MetricType.COSINE, new HNSWParams(16, 200))).withEmbedding(Embedding.newBuilder().withModel(EmbeddingModelEnum.BGE_BASE_ZH).withField(lawText).withVectorField(vector).build()).build();collection db.createCollection(collectionParam);AffectRes affectRes db.setAlias(collectionName, collectionName);if(Objects.equals(affectRes.getCode(),0)){log.info(VectorTestController initCollection setAlias -----------成功 , collectionName {}, collectionName);}else {log.info(VectorTestController initCollection setAlias -----------失败 , collectionName {} ,affectRes {}, collectionName,JsonUtil.getJsonString(affectRes));}}//该信息为虚拟信息不能产生任何价值也不代表任何利益相关纯粹是虚拟构建Document doc1 Document.newBuilder().withId(test0001).addDocField(new DocField(chapterName,首年度佣金发放规则)).addDocField(new DocField(pageNo,13)).addDocField(new DocField(chapterNo,22)).addDocField(new DocField(parentChapterNo,5)).addDocField(new DocField(lawText,首年度佣金发放规则一、保单在当月最后一天含前承保(包括当月承保及之前月份承保未核发佣金的保单)二、保单在次月XX日含前回访成功三、保单在次月XX日含前完成《委托协议书》及《客户告知书》的签署四、保单在次月XX日含前为非犹豫期退保状态五、依据当地监管要求保单在下月XX日含前完成质检)).build();//该信息为虚拟信息不能产生任何价值也不代表任何利益相关纯粹是虚拟构建Document doc13 Document.newBuilder().withId(test0013).addDocField(new DocField(chapterName,产品名称XX保意外险)).addDocField(new DocField(pageNo,45)).addDocField(new DocField(chapterNo,76)).addDocField(new DocField(parentChapterNo,1)).addDocField(new DocField(lawText,商品编码rbywx\t\n 产品名称xXX保意外险\n 保司简称XXX保财险\n 长短险标志长险\n 险种标志意外\n 等待期天数30\n 犹豫期天数30\n 宽限期天数60\n 一句话卖点全面升级保障更加多元\n 产品卖点[\意外伤害保额最高XX万\,\因为意外情况住院不会限制社保的报销范围\,\因为意外住院享受住院津贴因为意外骨折后后相关保障计划\]\n 最低保费描述XX元起\n 最高保费XX\n 职业范围描述1-6类\n 投保最小年龄限制岁X2\n 投保最大年龄限制岁X1\n 健康告知及注意事项常见健康告知xxxxxx\n)).build();InsertParam insertParam InsertParam.newBuilder().addDocument(doc1).addDocument(doc13).withBuildIndex(true).build();AffectRes affectRes collection.upsert(insertParam);if(Objects.equals(affectRes.getCode(),0)){log.info(VectorTestController initCollection collectionUpsert -----------成功 , affectRes {}, affectRes);}else {log.info(VectorTestController initCollection collectionUpsert -----------失败 , insertParam {} ,affectRes {}, JsonUtil.getJsonString(insertParam),JsonUtil.getJsonString(affectRes));}return ResponseUtil.makeSuccess(Boolean.TRUE);}清除指定构建的数据
/*** 清空指定集合* return 初始化数据与否*/RequestMapping(test/cleanXXX)public com.shuidihuzhu.sdb.models.ResponseBoolean cleanCollection(RequestParam(name databaseName,required true) String databaseName,RequestParam(name collectionName,required true) String collectionName){SdbCommonAssert.notBlank(databaseName, ErrorCode.PARAMS_IS_NULL);SdbCommonAssert.notBlank(collectionName, ErrorCode.PARAMS_IS_NULL);ListString stringList CLIENT.listDatabase();Boolean clientBuildFlag Boolean.FALSE;for (String database : stringList){if(Objects.equals(database,databaseName)){clientBuildFlag Boolean.TRUE;}}Database db null;if(!clientBuildFlag){db this.buildDatabase(databaseName);}else {db CLIENT.database(databaseName);}AffectRes affectRes db.truncateCollections(collectionName);log.info(cleanCollection result, affectRes {},JsonUtil.getJsonString(affectRes));return ResponseUtil.makeSuccess(Objects.equals(affectRes.getCode(),0));}GPT交互接口
1、请求体 这里是请求GPT交互接口的请求体
/*** author chao* date 2024/3/14**/
Getter
Setter
Accessors(chain true)
FieldDefaults(level AccessLevel.PRIVATE)
public class MsgDto {/*** databaseName 数据库名称*/private String databaseName;/*** collectionName 集合名称*/private String collectionName;/*** appCode*/private String appCode;/*** 子模型*/private String aiModel gpt-3.5-turbo;/*** 会话内容-把会话内容信息存到一起可为空* 如果想持续获取内容建议在初次生成后获取并存入*/private String sessionId;/*** 消息体内容*/private String prompt;/*** token数可为空默认300*/private Integer maxTokens;/*** 调节信息 可为空默认0.0*/private Double temperature;/*** 输出Json ,默认True*/private Boolean outputJsonFlag Boolean.TRUE;/*** 排名分数阈值建议0.75*/private Double scoreFlag 0.77;}2、GPT请求接口 这里是构建GPT会话信息属于公共方法。 相关GPT的请求类和消息体类请自己根据官方文档进行包装这里没有进行包装。
/*** 构建GPT请求* param sessionId 会话内容* param appCode 租户编号* param body 消息提提* return*/private ChatCompletionResponseV2 completionBuild(String sessionId,String appCode, ChatCompletionBodyV2 body){SdbCommonAssert.notBlank(sessionId,ErrorCode.PARAMS_IS_NULL,sessionId value not null);SdbCommonAssert.notBlank(appCode,ErrorCode.PARAMS_IS_NULL,appCode value not null);SdbCommonAssert.notNull(body,ErrorCode.PARAMS_IS_NULL,body value not null);ChatCompletionRequestV2 chatRequest new ChatCompletionRequestV2();chatRequest.setAppCode(appCode);chatRequest.setChatCompletionBody(body);log.info(innerChatCompletionsV2 chatRequest sessionId {}, appCode {}, chatRequest {},sessionId,JsonUtil.getJsonString(appCode),JsonUtil.getJsonString(chatRequest));ResponseChatCompletionResponseV2 gptResponse chatGptOverseaClient.innerChatCompletionsV2(chatRequest);if(!Objects.equals(gptResponse.getCode(),0)|| Objects.isNull(gptResponse.getData())){log.error(innerChatCompletionsV2 gptResponse value is null, sessionId {}, chatRequest {} , gptResponse {},sessionId,JsonUtil.getJsonString(chatRequest),JsonUtil.getJsonString(gptResponse));return null;}ListChoiceV2 choices gptResponse.getData().getChoices();if(CollectionUtils.isEmpty(choices)){log.error(innerChatCompletionsV2 choices value is empty, sessionId {}, chatRequest {} , gptResponse {},sessionId,JsonUtil.getJsonString(chatRequest),JsonUtil.getJsonString(gptResponse));return null;}//检查内容 默认 TRUE 正确Boolean checkChoice Boolean.TRUE;for (ChoiceV2 choice : choices){if(Objects.isNull(choice)|| Objects.isNull(choice.getMessage())){log.error(innerChatCompletionsV2 choice value is null, sessionId {}, chatRequest {} , gptResponse {},sessionId,JsonUtil.getJsonString(chatRequest),JsonUtil.getJsonString(gptResponse));checkChoice Boolean.FALSE;continue;}ChoiceV2.ResMessage message choice.getMessage();if(StringUtils.isBlank(message.getContent()) CollectionUtils.isEmpty(message.getTool_calls())){log.error(innerChatCompletionsV2 choice value is null, sessionId {}, chatRequest {} , gptResponse {},sessionId,JsonUtil.getJsonString(chatRequest),JsonUtil.getJsonString(gptResponse));checkChoice Boolean.FALSE;}}if(!checkChoice){log.error(innerChatCompletionsV2 choice value is null, sessionId {}, chatRequest {} , gptResponse {},sessionId,JsonUtil.getJsonString(chatRequest),JsonUtil.getJsonString(gptResponse));return null;}return gptResponse.getData();}3、GPT交互接口 真实的GPT交互接口 /*** GPT交互接口* param msgDto* return*/RequestMapping(test/gptXXX)public com.shuidihuzhu.sdb.models.ResponseMsgResponseDto innerChatCompletionsV2(RequestBody(required true) MsgDto msgDto){SdbCommonAssert.notNull(msgDto, ErrorCode.PARAMS_IS_NULL);SdbCommonAssert.notBlank(msgDto.getDatabaseName(),ErrorCode.PARAMS_IS_NULL);SdbCommonAssert.notBlank(msgDto.getCollectionName(),ErrorCode.PARAMS_IS_NULL);SdbCommonAssert.notBlank(msgDto.getAppCode(),ErrorCode.PARAMS_IS_NULL);SdbCommonAssert.notBlank(msgDto.getAiModel(),ErrorCode.PARAMS_IS_NULL);SdbCommonAssert.notBlank(msgDto.getPrompt(),ErrorCode.PARAMS_IS_NULL);String sessionId msgDto.getSessionId();if(StringUtils.isBlank(sessionId)){//唯一串生成代码请替换成自己的或使用UUIDsessionId uniqueCodeComponent.getUniqueCode();msgDto.setSessionId(sessionId);}Database db CLIENT.database(msgDto.getDatabaseName());Collection collection db.collection(msgDto.getCollectionName());String prompt msgDto.getPrompt();SearchByEmbeddingItemsParam searchByEmbeddingItemsParam SearchByEmbeddingItemsParam.newBuilder().withEmbeddingItems(Collections.singletonList(prompt))// 若使用 HNSW 索引则需要指定参数 efef 越大召回率越高但也会影响检索速度.withParams(new HNSWSearchParams(200))// 设置标量字段的 Filter 表达式过滤所需查询的文档.withRetrieveVector(false)// 指定 Top K 的 K 值.withLimit(3)// 使用 filter 过滤数据
// .withFilter(new Filter(Filter.in(bookName, Arrays.asList(三国演义,西游记))))// 指定返回的 fields.withOutputFields(Arrays.asList(chapterName, lawText)).build();SearchRes searchRes collection.searchByEmbeddingItems(searchByEmbeddingItemsParam);AtomicReference searchFlag new AtomicReference(Boolean.FALSE);if(Objects.equals(searchRes.getCode(),0) CollectionUtils.isNotEmpty(searchRes.getDocuments())){log.info(VectorTestController innerChatCompletionsV2 searchByEmbeddingItems -----------成功);StringBuilder promptBuilder new StringBuilder();promptBuilder.append(提供的资料以\...\开头和结尾请以提供的资料为参考进行问题的解答如果提供的资料无法回答再根据用户实际问题进行谨慎回答。);promptBuilder.append(...开始\n);ListListDocument documentArray searchRes.getDocuments();documentArray.forEach(documents - {documents.forEach(document - {if(document.getScore() msgDto.getScoreFlag()){return;}document.getDocFields().forEach(docField - {promptBuilder.append(docField.getValue());promptBuilder.append(\n);searchFlag.set(Boolean.TRUE);});});});promptBuilder.append(...结束\n);promptBuilder.append(用户问题\n:);promptBuilder.append(prompt);promptBuilder.append(\n);if((Boolean)searchFlag.get()){prompt promptBuilder.toString();}else {prompt 在保险行业中, prompt;}}else {prompt 在保险行业中, prompt;log.info(VectorTestController innerChatCompletionsV2 searchByEmbeddingItems -----------失败,searchRes {}, searchByEmbeddingItemsParam {}, JsonUtil.getJsonString(searchRes),JsonUtil.getJsonString(searchByEmbeddingItemsParam));}log.info(innerChatCompletionsV2 sessionId {}, msgDto {},sessionId,JsonUtil.getJsonString(msgDto));LinkedListMessageV2 msgLinkedList SESSION_MSG_MAP.get(sessionId);if(CollectionUtils.isEmpty(msgLinkedList)){msgLinkedList new LinkedList();MessageV2 systemMessage new MessageV2();systemMessage.setRole(system);String newSysMsg sysMsgStr ;systemMessage.setContent(newSysMsg);msgLinkedList.add(systemMessage);MessageV2 userMessage new MessageV2();userMessage.setRole(user);userMessage.setContent(prompt);msgLinkedList.add(userMessage);SESSION_MSG_MAP.put(sessionId,msgLinkedList);}else{MessageV2 userMessage new MessageV2();userMessage.setRole(user);userMessage.setContent(prompt);msgLinkedList.add(userMessage);}ChatCompletionBodyV2 body new ChatCompletionBodyV2();body.setLogit_bias(new HashMap());body.setMessages(new ArrayList(msgLinkedList));body.setModel(msgDto.getAiModel());body.setN(1);if(Objects.nonNull(msgDto.getTemperature())){body.setTemperature(msgDto.getTemperature());}else {body.setTemperature(0.0);}if(Objects.nonNull(msgDto.getMaxTokens())){body.setMax_tokens(msgDto.getMaxTokens());}else {body.setMax_tokens(300);}body.setStream(Boolean.FALSE);
// if (msgDto.getOutputJsonFlag()) {
// ResponseFormat responseFormat new ResponseFormat();
// responseFormat.setType(json_object);
// body.setResponse_format(responseFormat);
// }body.setTool_choice(auto);ListTool toolList new ArrayList(1);Tool tool new Tool();toolList.add(tool);tool.setType(function);Tool.ToolFunction toolFunction new Tool.ToolFunction();toolFunction.setName(buyInsuranceProduct);toolFunction.setDescription(向这个接口传入保险产品编码或者保险产品名称可以获得该保险产品的下单链接以及相关宣传信息);JSONObject jsonObject new JSONObject();toolFunction.setParameters(jsonObject);jsonObject.put(type,object);JSONObject propertiesObject new JSONObject();jsonObject.put(properties,propertiesObject);jsonObject.put(required, new JSONArray(List.of(searchKey)));JSONObject searchKeyParam new JSONObject();propertiesObject.put(searchKey,searchKeyParam);searchKeyParam.put(type,string);searchKeyParam.put(description,保险产品名称或者保险产品编码);tool.setFunction(toolFunction);body.setTools(toolList);//构建GPT请求ChatCompletionResponseV2 gptResponse this.completionBuild(sessionId, msgDto.getAppCode(), body);MsgResponseDto msgResponse new MsgResponseDto();if(Objects.nonNull(gptResponse)){ListChoiceV2 choices gptResponse.getChoices();for (ChoiceV2 choice : choices){ChoiceV2.ResMessage message choice.getMessage();MessageV2 assistantMessage new MessageV2();assistantMessage.setRole(message.getRole());if(StringUtils.isNotBlank(message.getContent())){assistantMessage.setContent(message.getContent());}msgLinkedList.add(assistantMessage);if(CollectionUtils.isNotEmpty(message.getTool_calls())){ListChoiceV2.ResToolCall resToolCalls message.getTool_calls();ListMessageV2.ToolCall toolCalls new ArrayList(resToolCalls.size());resToolCalls.forEach(callFunction - {MessageV2.Function function callFunction.getFunction();
// assistantMessage.setName(function.getName());
// assistantMessage.setTool_call_id(callFunction.getId());MessageV2.ToolCall toolCall new MessageV2.ToolCall();toolCall.setId(callFunction.getId());toolCall.setType(callFunction.getType());toolCall.setFunction(function);toolCalls.add(toolCall);});assistantMessage.setTool_calls(toolCalls);for(ChoiceV2.ResToolCall toolCall : resToolCalls){MessageV2.Function function toolCall.getFunction();if(Objects.nonNull(function) StringUtils.isNotBlank(function.getName()) StringUtils.isNotBlank(function.getArguments())){String functionName function.getName();if(Objects.equals(functionName,buyInsuranceProduct)){String functionArguments function.getArguments();//arguments value :{searchKey:XXX医疗险家庭版}JSONObject param JSONObject.parseObject(functionArguments);String insuranceProductInfo this.getInsuranceProductInfo(param.getString(searchKey));MessageV2 functionReqMessage new MessageV2();functionReqMessage.setRole(tool);functionReqMessage.setContent(insuranceProductInfo);functionReqMessage.setTool_call_id(toolCall.getId());functionReqMessage.setName(functionName);msgLinkedList.add(functionReqMessage);}}}body.setMessages(new ArrayList(msgLinkedList));//构建GPT请求ChatCompletionResponseV2 functionGptResponse this.completionBuild(sessionId, msgDto.getAppCode(), body);if(Objects.nonNull(functionGptResponse)){gptResponse functionGptResponse;ListChoiceV2 functionChoices functionGptResponse.getChoices();for (ChoiceV2 functionChoice : functionChoices){ChoiceV2.ResMessage functionResMessage functionChoice.getMessage();MessageV2 functionAssistantResMessage new MessageV2();functionAssistantResMessage.setRole(functionResMessage.getRole());functionAssistantResMessage.setContent(functionResMessage.getContent());msgLinkedList.add(functionAssistantResMessage);}}else{log.error(innerChatCompletionsV2 gptResponse value is null sessionId {}, msgDto {} , gptResponse {},sessionId,JsonUtil.getJsonString(msgDto),JsonUtil.getJsonString(gptResponse));MessageV2 errorAssistantMessage new MessageV2();errorAssistantMessage.setRole(assistant);errorAssistantMessage.setContent(信息好像丢失了请更详细的描述您的要求并重试!);msgLinkedList.add(errorAssistantMessage);}}}log.info(innerChatCompletionsV2 ResponseBody sessionId {}, msgDto {} , msgResponse {},sessionId,JsonUtil.getJsonString(msgDto),JsonUtil.getJsonString(msgResponse));} else{log.error(innerChatCompletionsV2 gptResponse value is null sessionId {}, msgDto {} , gptResponse {},sessionId,JsonUtil.getJsonString(msgDto),JsonUtil.getJsonString(gptResponse));MessageV2 errorAssistantMessage new MessageV2();errorAssistantMessage.setRole(assistant);errorAssistantMessage.setContent(信息好像丢失了请更详细的描述您的要求并重试!);msgLinkedList.add(errorAssistantMessage);}msgResponse.setRequestMsg(msgDto);msgResponse.setSessionId(sessionId);msgResponse.setMsgLinkedList(msgLinkedList);msgResponse.setResponseMsg(gptResponse);//保证顺序为 user|assistant 交替进行MessageV2 last msgLinkedList.getLast();MessageV2 messageV2 msgLinkedList.get(msgLinkedList.size() - 2);if(Objects.equals(last.getRole(),user) Objects.equals(messageV2.getRole(),assistant)){msgLinkedList.removeLast();}else if(Objects.equals(last.getRole(),user) Objects.equals(messageV2.getRole(),system)){msgLinkedList.removeLast();}else if(Objects.equals(last.getRole(),user) Objects.equals(messageV2.getRole(),function)){msgLinkedList.removeLast();}log.info(innerChatCompletionsV2 SESSION_MSG_MAP {}, JsonUtil.getJsonString(SESSION_MSG_MAP));return ResponseUtil.makeSuccess(msgResponse);}4、获取产品信息 这里模拟得数查询数据库信息后续可进行替换 /*** 获取产品下单信息* param productSearchKey 产品名称或者产品编码* return*/private String getInsuranceProductInfo(String productSearchKey){log.info(innerChatCompletionsV2 getInsuranceProductInfo param,productSearchKey {} , productSearchKey);JSONObject rbdjJsonObject new JSONObject();rbdjJsonObject.put(productName,xXX保意外险);rbdjJsonObject.put(productDesc,这是xXX保意外险的产品描述);rbdjJsonObject.put(productOrderUrl,www.baidu.com/XXX_XXYWX_XXYWX);JSONObject ygrsJsonObject new JSONObject();ygrsJsonObject.put(productName,SDFSDF人寿SDFFD高端SDFSDF保险);ygrsJsonObject.put(productDesc,这是SDFSDF人寿SDFFD高端SDFSDF保险的产品描述);ygrsJsonObject.put(productOrderUrl,www.baidu.com/SDF_SDSDFrs_SDDFSFFSDFSDlbx);JSONObject ygrszzJsonObject new JSONObject();ygrszzJsonObject.put(productName,阳光XSDSDSXX臻享XXDSDX高端XXSDSSDDX保险);ygrszzJsonObject.put(productDesc,这是阳光XXDX臻享XXSDDX高端XSDSDXX保险的产品描述);ygrszzJsonObject.put(productOrderUrl,www.baidu.com/XX_ygXXXs_zzSADSFADFgdylbx);JSONObject lybJsonObject new JSONObject();lybJsonObject.put(productName,XXX·XX医疗险XXX版));lybJsonObject.put(productDesc,这是XXX·XX医疗险XXX版)的产品描述);lybJsonObject.put(productOrderUrl,www.baidu.com/fXX_lXASDXXcqXXXSDFXlx_jXXtXXXb);JSONObject sdhsjJsonObject new JSONObject();sdhsjJsonObject.put(productName,XXX护身甲XXX意外险);sdhsjJsonObject.put(productDesc,这是XASDXX护身甲XXASX意外险的产品描述);sdhsjJsonObject.put(productOrderUrl,www.baidu.com/zXXXDSAXx_XDASXhsXFDGjXXX);JSONArray array new JSONArray();array.add(rbdjJsonObject);array.add(ygrsJsonObject);array.add(ygrszzJsonObject);array.add(lybJsonObject);array.add(sdhsjJsonObject);log.info(innerChatCompletionsV2 getInsuranceProductInfo result,array {} , array);return array.toString();}5、返回的消息体 相关GPT的请求类和消息体类请自己根据官方文档进行包装这里没有进行包装。
/*** author chao* date 2024/3/14**/
Getter
Setter
Accessors(chain true)
FieldDefaults(level AccessLevel.PRIVATE)
public class MsgResponseDto {/*** 传入的消息体*/private MsgDto requestMsg;/*** 返回的内容-*/private ChatCompletionResponseV2 responseMsg;/*** 生成或者传入的消息体ID*/private String sessionId;/*** 目前该SessionId下存储的消息内容*/private LinkedListMessageV2 msgLinkedList;
}
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