【优化】AI 写作:1. 优先获取写作角色;2. 优化写作提示词
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package cn.iocoder.yudao.module.ai.enums.write;
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import cn.hutool.core.util.ArrayUtil;
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import cn.hutool.core.util.StrUtil;
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import cn.iocoder.yudao.framework.common.core.IntArrayValuable;
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import lombok.AllArgsConstructor;
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import lombok.Getter;
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@ -15,8 +17,8 @@ import java.util.Arrays;
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@Getter
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public enum AiWriteTypeEnum implements IntArrayValuable {
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WRITING(1, "撰写"),
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REPLY(2, "回复");
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WRITING(1, "撰写", "请撰写一篇关于 [{}] 的文章。文章的内容格式:{},语气:{},语言:{},长度:{}。请确保涵盖主要内容,不需要除了正文内容外的其他回复,如标题、额外的解释或道歉。"),
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REPLY(2, "回复", "请针对如下内容:[{}] 做个回复。回复内容参考:[{}], 回复格式:{},语气:{},语言:{},长度:{}。不需要除了正文内容外的其他回复,如标题、开头、额外的解释或道歉。");
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/**
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* 类型
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@ -27,6 +29,11 @@ public enum AiWriteTypeEnum implements IntArrayValuable {
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*/
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private final String name;
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/**
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* 模版
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*/
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private final String template;
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public static final int[] ARRAYS = Arrays.stream(values()).mapToInt(AiWriteTypeEnum::getType).toArray();
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@Override
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@ -34,4 +41,9 @@ public enum AiWriteTypeEnum implements IntArrayValuable {
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return ARRAYS;
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}
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public static void validateType(Integer type) {
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if (ArrayUtil.contains(ARRAYS, type)) return;
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throw new IllegalArgumentException(StrUtil.format("未知写作类型({})", type));
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}
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}
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@ -1,13 +1,17 @@
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package cn.iocoder.yudao.module.ai.service.write;
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import cn.hutool.core.collection.CollUtil;
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import cn.hutool.core.util.StrUtil;
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import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
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import cn.iocoder.yudao.framework.ai.core.util.AiUtils;
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import cn.iocoder.yudao.framework.common.pojo.CommonResult;
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import cn.iocoder.yudao.framework.common.pojo.PageResult;
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import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
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import cn.iocoder.yudao.framework.tenant.core.util.TenantUtils;
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import cn.iocoder.yudao.module.ai.controller.admin.model.vo.chatRole.AiChatRolePageReqVO;
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import cn.iocoder.yudao.module.ai.controller.admin.write.vo.AiWriteGenerateReqVO;
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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.dataobject.write.AiWriteDO;
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import cn.iocoder.yudao.module.ai.dal.mysql.write.AiWriteMapper;
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import cn.iocoder.yudao.module.ai.enums.DictTypeConstants;
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@ -15,6 +19,7 @@ import cn.iocoder.yudao.module.ai.enums.ErrorCodeConstants;
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import cn.iocoder.yudao.module.ai.enums.write.AiWriteTypeEnum;
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import cn.iocoder.yudao.module.ai.service.model.AiApiKeyService;
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import cn.iocoder.yudao.module.ai.service.model.AiChatModelService;
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import cn.iocoder.yudao.module.ai.service.model.AiChatRoleService;
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import cn.iocoder.yudao.module.system.api.dict.DictDataApi;
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import jakarta.annotation.Resource;
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import lombok.extern.slf4j.Slf4j;
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@ -25,6 +30,7 @@ import org.springframework.ai.chat.prompt.Prompt;
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import org.springframework.stereotype.Service;
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import reactor.core.publisher.Flux;
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import java.util.List;
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import java.util.Objects;
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import static cn.iocoder.yudao.framework.common.pojo.CommonResult.error;
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@ -43,6 +49,8 @@ public class AiWriteServiceImpl implements AiWriteService {
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private AiApiKeyService apiKeyService;
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@Resource
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private AiChatModelService chatModalService;
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@Resource
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private AiChatRoleService chatRoleService;
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@Resource
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private DictDataApi dictDataApi;
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@Override
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public Flux<CommonResult<String>> generateWriteContent(AiWriteGenerateReqVO generateReqVO, Long userId) {
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// 1.1 校验模型 TODO 芋艿 是不是取默认的模型也ok?;那可以,有限拿 chatRole 的角色;如果没有,则获取默认的;
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AiChatModelDO model = chatModalService.getRequiredDefaultChatModel();
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StreamingChatModel chatModel = apiKeyService.getChatModel(model.getKeyId());
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// 1.1 获取写作模型 尝试获取写作助手角色,如果没有则使用默认模型
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AiChatRoleDO writeRole = selectOneWriteRole();
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AiChatModelDO model;
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if (Objects.nonNull(writeRole)) {
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model = chatModalService.getChatModel(writeRole.getModelId());
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} else {
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model = chatModalService.getRequiredDefaultChatModel();
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}
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AiPlatformEnum platform = AiPlatformEnum.validatePlatform(model.getPlatform());
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StreamingChatModel chatModel = apiKeyService.getChatModel(model.getKeyId());
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// 1.2 插入写作信息
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// TODO @xin:建议把 writeDO.setUserId(userId).setModel(model.getModel()).setPlatform(platform.getPlatform()),写在 toBean 的 consumer 里;原因是,让这个 set 保持完整性
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AiWriteDO writeDO = BeanUtils.toBean(generateReqVO, AiWriteDO.class);
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writeMapper.insert(writeDO.setUserId(userId).setModel(model.getModel()).setPlatform(platform.getPlatform()));
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AiWriteDO writeDO = BeanUtils.toBean(generateReqVO, AiWriteDO.class, e -> e.setUserId(userId).setModel(model.getModel()).setPlatform(platform.getPlatform()));
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writeMapper.insert(writeDO);
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// 2.1 构建提示词
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ChatOptions chatOptions = AiUtils.buildChatOptions(platform, model.getModel(), model.getTemperature(), model.getMaxTokens());
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@ -87,23 +102,30 @@ public class AiWriteServiceImpl implements AiWriteService {
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}).onErrorResume(error -> Flux.just(error(ErrorCodeConstants.WRITE_STREAM_ERROR)));
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}
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private AiChatRoleDO selectOneWriteRole() {
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AiChatRoleDO chatRoleDO = null;
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PageResult<AiChatRoleDO> writeRolePage = chatRoleService.getChatRolePage(new AiChatRolePageReqVO().setName("写作助手"));
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List<AiChatRoleDO> list = writeRolePage.getList();
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if (CollUtil.isNotEmpty(list)) {
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chatRoleDO = list.get(0);
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}
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return chatRoleDO;
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}
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private String buildWritingPrompt(AiWriteGenerateReqVO generateReqVO) {
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String template;
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Integer writeType = generateReqVO.getType();
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Integer type = generateReqVO.getType();
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String format = dictDataApi.getDictDataLabel(DictTypeConstants.AI_WRITE_FORMAT, generateReqVO.getFormat());
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String tone = dictDataApi.getDictDataLabel(DictTypeConstants.AI_WRITE_TONE, generateReqVO.getFormat());
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String language = dictDataApi.getDictDataLabel(DictTypeConstants.AI_WRITE_LANGUAGE, generateReqVO.getFormat());
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String length = dictDataApi.getDictDataLabel(DictTypeConstants.AI_WRITE_LENGTH, generateReqVO.getFormat());
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// TODO @xin:建议改成 if return 哈;更简洁;
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if (Objects.equals(writeType, AiWriteTypeEnum.WRITING.getType())) {
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// TODO @xin:写成静态枚举哈
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template = "请撰写一篇关于 [{}] 的文章。文章的内容格式为:[{}],语气为:[{}],语言为:[{}],长度为:[{}]。请确保涵盖主要内容,不需要除了正文内容外的其他回复,如标题、额外的解释或道歉。";
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return StrUtil.format(template, generateReqVO.getPrompt(), format, tone, language, length);
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} else if (Objects.equals(writeType, AiWriteTypeEnum.REPLY.getType())) {
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template = "请针对如下内容:[{}] 做个回复。回复内容参考:[{}], 回复的内容格式为:[{}],语气为:[{}],语言为:[{}],长度为:[{}]。不需要除了正文内容外的其他回复,如标题、额外的解释或道歉。";
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return StrUtil.format(template, generateReqVO.getOriginalContent(), generateReqVO.getPrompt(), format, tone, language, length);
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String tone = dictDataApi.getDictDataLabel(DictTypeConstants.AI_WRITE_TONE, generateReqVO.getTone());
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String language = dictDataApi.getDictDataLabel(DictTypeConstants.AI_WRITE_LANGUAGE, generateReqVO.getLanguage());
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String length = dictDataApi.getDictDataLabel(DictTypeConstants.AI_WRITE_LENGTH, generateReqVO.getLength());
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String prompt = generateReqVO.getPrompt();
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// 校验写作类型是否合法
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AiWriteTypeEnum.validateType(type);
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if (Objects.equals(type, AiWriteTypeEnum.WRITING.getType())) {
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return StrUtil.format(AiWriteTypeEnum.WRITING.getTemplate(), prompt, format, tone, language, length);
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} else {
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throw new IllegalArgumentException(StrUtil.format("未知写作类型({})", writeType));
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return StrUtil.format(AiWriteTypeEnum.REPLY.getTemplate(), generateReqVO.getOriginalContent(), prompt, format, tone, language, length);
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}
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}
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