commit
261011d1a8
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@ -1,11 +1,8 @@
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package cn.iocoder.yudao.module.ai.enums;
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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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import java.util.Arrays;
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/**
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* AI 内置聊天角色的枚举
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*
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@ -13,16 +10,16 @@ import java.util.Arrays;
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*/
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@AllArgsConstructor
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@Getter
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public enum AiChatRoleEnum implements IntArrayValuable {
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public enum AiChatRoleEnum {
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AI_WRITE_ROLE(1, "写作助手", """
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AI_WRITE_ROLE("写作助手", """
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你是一位出色的写作助手,能够帮助用户生成创意和灵感,并在用户提供场景和提示词时生成对应的回复。你的任务包括:
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1. 撰写建议:根据用户提供的主题或问题,提供详细的写作建议、情节发展方向、角色设定以及背景描写,确保内容结构清晰、有逻辑。
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2. 回复生成:根据用户提供的场景和提示词,生成合适的对话或文字回复,确保语气和风格符合场景需求。
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除此之外不需要除了正文内容外的其他回复,如标题、开头、任何解释性语句或道歉。
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"""),
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AI_MIND_MAP_ROLE(2, "导图助手", """
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AI_MIND_MAP_ROLE("导图助手", """
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你是一位非常优秀的思维导图助手,你会把用户的所有提问都总结成思维导图,然后以 Markdown 格式输出。markdown 只需要输出一级标题,二级标题,三级标题,四级标题,最多输出四级,除此之外不要输出任何其他 markdown 标记。下面是一个合格的例子:
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# Geek-AI 助手
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## 完整的开源系统
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@ -39,11 +36,6 @@ public enum AiChatRoleEnum implements IntArrayValuable {
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除此之外不要任何解释性语句。
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""");
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// TODO @xin:这个 role 是不是删除掉好点哈。= = 目前主要是没做角色枚举。这里多了 role 反倒容易误解哈
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/**
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* 角色
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*/
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private final Integer role;
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/**
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* 角色名
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*/
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@ -54,11 +46,4 @@ public enum AiChatRoleEnum implements IntArrayValuable {
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*/
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private final String systemMessage;
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public static final int[] ARRAYS = Arrays.stream(values()).mapToInt(AiChatRoleEnum::getRole).toArray();
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@Override
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public int[] array() {
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return ARRAYS;
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}
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}
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@ -4,7 +4,7 @@ import cn.iocoder.yudao.framework.common.exception.ErrorCode;
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/**
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* AI 错误码枚举类
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*
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* <p>
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* ai 系统,使用 1-040-000-000 段
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*/
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public interface ErrorCodeConstants {
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@ -55,5 +55,7 @@ public interface ErrorCodeConstants {
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// ========== API 知识库 1-022-008-000 ==========
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ErrorCode KNOWLEDGE_NOT_EXISTS = new ErrorCode(1_022_008_000, "知识库不存在!");
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ErrorCode KNOWLEDGE_DOCUMENT_NOT_EXISTS = new ErrorCode(1_022_008_001, "文档不存在!");
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ErrorCode KNOWLEDGE_SEGMENT_NOT_EXISTS = new ErrorCode(1_022_008_002, "段落不存在!");
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}
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@ -1,13 +1,19 @@
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge;
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import cn.iocoder.yudao.framework.common.pojo.CommonResult;
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import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.AiKnowledgeCreateMyReqVO;
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import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.AiKnowledgeUpdateMyReqVO;
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import cn.iocoder.yudao.module.ai.service.knowledge.AiKnowledgeBaseService;
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import cn.iocoder.yudao.framework.common.pojo.PageParam;
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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.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeCreateMyReqVO;
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import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeRespVO;
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import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeUpdateMyReqVO;
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import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDO;
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import cn.iocoder.yudao.module.ai.service.knowledge.AiKnowledgeService;
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import io.swagger.v3.oas.annotations.Operation;
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import io.swagger.v3.oas.annotations.tags.Tag;
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import jakarta.annotation.Resource;
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import jakarta.validation.Valid;
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import org.springframework.validation.annotation.Validated;
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import org.springframework.web.bind.annotation.*;
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import static cn.iocoder.yudao.framework.common.pojo.CommonResult.success;
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@ -19,19 +25,27 @@ import static cn.iocoder.yudao.framework.security.core.util.SecurityFrameworkUti
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public class AiKnowledgeController {
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@Resource
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private AiKnowledgeBaseService knowledgeBaseService;
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private AiKnowledgeService knowledgeService;
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@GetMapping("/my-page")
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@Operation(summary = "获取【我的】知识库分页")
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public CommonResult<PageResult<AiKnowledgeRespVO>> getKnowledgePageMy(@Validated PageParam pageReqVO) {
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PageResult<AiKnowledgeDO> pageResult = knowledgeService.getKnowledgePageMy(getLoginUserId(), pageReqVO);
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return success(BeanUtils.toBean(pageResult, AiKnowledgeRespVO.class));
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}
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@PostMapping("/create-my")
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@Operation(summary = "创建【我的】知识库")
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public CommonResult<Long> createKnowledgeMy(@RequestBody @Valid AiKnowledgeCreateMyReqVO createReqVO) {
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return success(knowledgeBaseService.createKnowledgeMy(createReqVO, getLoginUserId()));
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return success(knowledgeService.createKnowledgeMy(createReqVO, getLoginUserId()));
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}
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@PutMapping("/update-my")
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@Operation(summary = "更新【我的】知识库")
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public CommonResult<Boolean> updateKnowledgeMy(@RequestBody @Valid AiKnowledgeUpdateMyReqVO updateReqVO) {
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knowledgeBaseService.updateKnowledgeMy(updateReqVO, getLoginUserId());
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knowledgeService.updateKnowledgeMy(updateReqVO, getLoginUserId());
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return success(true);
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}
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@ -0,0 +1,54 @@
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge;
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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.module.ai.controller.admin.knowledge.vo.document.AiKnowledgeDocumentPageReqVO;
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import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.document.AiKnowledgeDocumentRespVO;
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import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.document.AiKnowledgeDocumentUpdateReqVO;
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import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeDocumentCreateReqVO;
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import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDocumentDO;
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import cn.iocoder.yudao.module.ai.service.knowledge.AiKnowledgeDocumentService;
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import io.swagger.v3.oas.annotations.Operation;
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import io.swagger.v3.oas.annotations.tags.Tag;
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import jakarta.annotation.Resource;
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import org.springframework.validation.annotation.Validated;
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import org.springframework.web.bind.annotation.*;
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import static cn.iocoder.yudao.framework.common.pojo.CommonResult.success;
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@Tag(name = "管理后台 - AI 知识库-文档")
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@RestController
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@RequestMapping("/ai/knowledge/document")
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public class AiKnowledgeDocumentController {
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@Resource
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private AiKnowledgeDocumentService documentService;
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@PostMapping("/create")
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@Operation(summary = "新建文档")
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public CommonResult<Long> createKnowledgeDocument(@Validated AiKnowledgeDocumentCreateReqVO reqVO) {
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Long knowledgeDocumentId = documentService.createKnowledgeDocument(reqVO);
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return success(knowledgeDocumentId);
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}
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@GetMapping("/page")
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@Operation(summary = "获取文档分页")
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public CommonResult<PageResult<AiKnowledgeDocumentRespVO>> getKnowledgeDocumentPageMy(@Validated AiKnowledgeDocumentPageReqVO pageReqVO) {
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PageResult<AiKnowledgeDocumentDO> pageResult = documentService.getKnowledgeDocumentPage(pageReqVO);
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return success(BeanUtils.toBean(pageResult, AiKnowledgeDocumentRespVO.class));
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}
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@PutMapping("/update")
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@Operation(summary = "更新文档")
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public CommonResult<Boolean> updateKnowledgeDocument(@Validated @RequestBody AiKnowledgeDocumentUpdateReqVO reqVO) {
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documentService.updateKnowledgeDocument(reqVO);
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return success(true);
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}
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}
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@ -0,0 +1,51 @@
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge;
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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.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentPageReqVO;
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import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentRespVO;
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import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentUpdateReqVO;
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import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentUpdateStatusReqVO;
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import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeSegmentDO;
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import cn.iocoder.yudao.module.ai.service.knowledge.AiKnowledgeSegmentService;
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import io.swagger.v3.oas.annotations.Operation;
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import io.swagger.v3.oas.annotations.tags.Tag;
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import jakarta.annotation.Resource;
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import org.springframework.validation.annotation.Validated;
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import org.springframework.web.bind.annotation.*;
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import static cn.iocoder.yudao.framework.common.pojo.CommonResult.success;
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@Tag(name = "管理后台 - AI 知识库-段落")
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@RestController
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@RequestMapping("/ai/knowledge/segment")
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public class AiKnowledgeSegmentController {
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@Resource
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private AiKnowledgeSegmentService segmentService;
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@GetMapping("/page")
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@Operation(summary = "获取段落分页")
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public CommonResult<PageResult<AiKnowledgeSegmentRespVO>> getKnowledgeSegmentPageMy(@Validated AiKnowledgeSegmentPageReqVO pageReqVO) {
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PageResult<AiKnowledgeSegmentDO> pageResult = segmentService.getKnowledgeSegmentPage(pageReqVO);
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return success(BeanUtils.toBean(pageResult, AiKnowledgeSegmentRespVO.class));
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}
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@PutMapping("/update")
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@Operation(summary = "更新段落内容")
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public CommonResult<Boolean> updateKnowledgeSegment(@Validated @RequestBody AiKnowledgeSegmentUpdateReqVO reqVO) {
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segmentService.updateKnowledgeSegment(reqVO);
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return success(true);
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}
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@PutMapping("/update-status")
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@Operation(summary = "启禁用段落内容")
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public CommonResult<Boolean> updateKnowledgeSegmentStatus(@Validated @RequestBody AiKnowledgeSegmentUpdateStatusReqVO reqVO) {
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segmentService.updateKnowledgeSegmentStatus(reqVO);
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return success(true);
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}
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}
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@ -0,0 +1,13 @@
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.document;
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import cn.iocoder.yudao.framework.common.pojo.PageParam;
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import io.swagger.v3.oas.annotations.media.Schema;
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import lombok.Data;
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@Schema(description = "管理后台 - AI 知识库-文档 分页 Request VO")
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@Data
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public class AiKnowledgeDocumentPageReqVO extends PageParam {
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@Schema(description = "文档名称", example = "Java 开发手册")
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private String name;
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}
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@ -0,0 +1,37 @@
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.document;
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import cn.iocoder.yudao.framework.common.pojo.PageParam;
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import io.swagger.v3.oas.annotations.media.Schema;
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import lombok.Data;
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@Schema(description = "管理后台 - AI 知识库-文档 Response VO")
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@Data
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public class AiKnowledgeDocumentRespVO extends PageParam {
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@Schema(description = "编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "24790")
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private Long id;
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@Schema(description = "知识库编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "24790")
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private Long knowledgeId;
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@Schema(description = "名称", requiredMode = Schema.RequiredMode.REQUIRED, example = "Java 开发手册")
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private String name;
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@Schema(description = "内容", example = "Java 是一门面向对象的语言.....")
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private String content;
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@Schema(description = "文档 url", requiredMode = Schema.RequiredMode.REQUIRED, example = "https://doc.iocoder.cn")
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private String url;
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@Schema(description = "token 数量", example = "1024")
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private Integer tokens;
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@Schema(description = "字符数", example = "1008")
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private Integer wordCount;
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@Schema(description = "切片状态", example = "1")
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private Integer sliceStatus;
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@Schema(description = "文档状态", example = "1")
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private Integer status;
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}
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@ -0,0 +1,23 @@
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.document;
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import io.swagger.v3.oas.annotations.media.Schema;
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import jakarta.validation.constraints.NotNull;
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import lombok.Data;
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@Schema(description = "管理后台 - AI 更新 知识库-文档 Request VO")
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@Data
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public class AiKnowledgeDocumentUpdateReqVO {
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@Schema(description = "编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "15583")
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@NotNull(message = "编号不能为空")
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private Long id;
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@Schema(description = "是否启用", example = "1")
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private Integer status;
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@Schema(description = "名称", example = "Java 开发手册")
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private String name;
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||||
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}
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@ -1,4 +1,4 @@
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo;
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge;
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import io.swagger.v3.oas.annotations.media.Schema;
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import jakarta.validation.constraints.NotBlank;
|
|
@ -1,4 +1,4 @@
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo;
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge;
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||||
|
||||
import io.swagger.v3.oas.annotations.media.Schema;
|
||||
import jakarta.validation.constraints.NotBlank;
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|
@ -6,10 +6,8 @@ import jakarta.validation.constraints.NotNull;
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import lombok.Data;
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||||
import org.hibernate.validator.constraints.URL;
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/**
|
||||
* @author xiaoxin
|
||||
*/
|
||||
@Schema(description = "管理后台 - AI 知识库【创建文档】 Request VO")
|
||||
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||||
@Schema(description = "管理后台 - AI 知识库创建【文档】 Request VO")
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@Data
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public class AiKnowledgeDocumentCreateReqVO {
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|
|
@ -0,0 +1,25 @@
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge;
|
||||
|
||||
import io.swagger.v3.oas.annotations.media.Schema;
|
||||
import lombok.Data;
|
||||
|
||||
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@Schema(description = "管理后台 - AI 知识库 Response VO")
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@Data
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public class AiKnowledgeRespVO {
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||||
@Schema(description = "编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "24790")
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||||
private Long id;
|
||||
|
||||
@Schema(description = "知识库名称", requiredMode = Schema.RequiredMode.REQUIRED, example = "ruoyi-vue-pro 用户指南")
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private String name;
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@Schema(description = "知识库描述", example = "ruoyi-vue-pro 用户指南")
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private String description;
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@Schema(description = "模型编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "14")
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||||
private Long modelId;
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||||
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||||
@Schema(description = "模型标识", example = "qwen-72b-chat")
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||||
private String model;
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}
|
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@ -1,4 +1,4 @@
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package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo;
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||||
package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge;
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||||
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||||
import io.swagger.v3.oas.annotations.media.Schema;
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import jakarta.validation.constraints.NotBlank;
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||||
|
@ -7,7 +7,7 @@ import lombok.Data;
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|||
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||||
import java.util.List;
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@Schema(description = "管理后台 - AI 知识库创建【我的】 Request VO")
|
||||
@Schema(description = "管理后台 - AI 知识库更新【我的】 Request VO")
|
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@Data
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||||
public class AiKnowledgeUpdateMyReqVO {
|
||||
|
|
@ -0,0 +1,21 @@
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|||
package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment;
|
||||
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageParam;
|
||||
import io.swagger.v3.oas.annotations.media.Schema;
|
||||
import lombok.Data;
|
||||
|
||||
@Schema(description = "管理后台 - AI 知识库分页 Request VO")
|
||||
@Data
|
||||
public class AiKnowledgeSegmentPageReqVO extends PageParam {
|
||||
|
||||
|
||||
@Schema(description = "分段状态", example = "1")
|
||||
private Integer status;
|
||||
|
||||
@Schema(description = "文档编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "1")
|
||||
private Integer documentId;
|
||||
|
||||
@Schema(description = "分段内容关键字", example = "Java 开发")
|
||||
private String keyword;
|
||||
|
||||
}
|
|
@ -0,0 +1,33 @@
|
|||
package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment;
|
||||
|
||||
import io.swagger.v3.oas.annotations.media.Schema;
|
||||
import lombok.Data;
|
||||
|
||||
@Schema(description = "管理后台 - AI 知识库-文档 Response VO")
|
||||
@Data
|
||||
public class AiKnowledgeSegmentRespVO {
|
||||
|
||||
@Schema(description = "编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "24790")
|
||||
private Long id;
|
||||
|
||||
@Schema(description = "文档编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "24790")
|
||||
private Long documentId;
|
||||
|
||||
@Schema(description = "知识库编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "24790")
|
||||
private Long knowledgeId;
|
||||
|
||||
@Schema(description = "向量库编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "1858496a-1dde-4edf-a43e-0aed08f37f8c")
|
||||
private String vectorId;
|
||||
|
||||
@Schema(description = "切片内容", requiredMode = Schema.RequiredMode.REQUIRED, example = "Java 开发手册")
|
||||
private String content;
|
||||
|
||||
@Schema(description = "token 数量", example = "1024")
|
||||
private Integer tokens;
|
||||
|
||||
@Schema(description = "字符数", example = "1008")
|
||||
private Integer wordCount;
|
||||
|
||||
@Schema(description = "文档状态", example = "1")
|
||||
private Integer status;
|
||||
}
|
|
@ -0,0 +1,17 @@
|
|||
package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment;
|
||||
|
||||
import io.swagger.v3.oas.annotations.media.Schema;
|
||||
import lombok.Data;
|
||||
|
||||
|
||||
@Schema(description = "管理后台 - AI 更新 知识库-段落 request VO")
|
||||
@Data
|
||||
public class AiKnowledgeSegmentUpdateReqVO {
|
||||
|
||||
@Schema(description = "编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "24790")
|
||||
private Long id;
|
||||
|
||||
@Schema(description = "切片内容", requiredMode = Schema.RequiredMode.REQUIRED, example = "Java 开发手册")
|
||||
private String content;
|
||||
|
||||
}
|
|
@ -0,0 +1,17 @@
|
|||
package cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment;
|
||||
|
||||
import io.swagger.v3.oas.annotations.media.Schema;
|
||||
import lombok.Data;
|
||||
|
||||
|
||||
@Schema(description = "管理后台 - AI 更新 知识库-段落 request VO")
|
||||
@Data
|
||||
public class AiKnowledgeSegmentUpdateStatusReqVO {
|
||||
|
||||
@Schema(description = "编号", requiredMode = Schema.RequiredMode.REQUIRED, example = "24790")
|
||||
private Long id;
|
||||
|
||||
@Schema(description = "是否启用", requiredMode = Schema.RequiredMode.REQUIRED, example = "1")
|
||||
private Integer status;
|
||||
|
||||
}
|
|
@ -10,15 +10,14 @@ import lombok.Data;
|
|||
|
||||
import java.util.List;
|
||||
|
||||
// TODO @xin:要不把 AiKnowledgeBaseDO 改成 AiKnowledgeDO。感觉 base 后缀,感觉有点奇怪(让人以为是基类)。然后,我们很多地方的外键编号,都是 knowledgeId
|
||||
/**
|
||||
* AI 知识库 DO
|
||||
*
|
||||
* @author xiaoxin
|
||||
*/
|
||||
@TableName(value = "ai_knowledge_base", autoResultMap = true)
|
||||
@TableName(value = "ai_knowledge", autoResultMap = true)
|
||||
@Data
|
||||
public class AiKnowledgeBaseDO extends BaseDO {
|
||||
public class AiKnowledgeDO extends BaseDO {
|
||||
|
||||
/**
|
||||
* 编号
|
||||
|
@ -46,7 +45,7 @@ public class AiKnowledgeBaseDO extends BaseDO {
|
|||
@TableField(typeHandler = JacksonTypeHandler.class)
|
||||
private List<Long> visibilityPermissions;
|
||||
/**
|
||||
* 嵌入模型编号,高质量模式时维护
|
||||
* 嵌入模型编号
|
||||
*/
|
||||
private Long modelId;
|
||||
/**
|
|
@ -24,7 +24,7 @@ public class AiKnowledgeDocumentDO extends BaseDO {
|
|||
/**
|
||||
* 知识库编号
|
||||
*
|
||||
* 关联 {@link AiKnowledgeBaseDO#getId()}
|
||||
* 关联 {@link AiKnowledgeDO#getId()}
|
||||
*/
|
||||
private Long knowledgeId;
|
||||
/**
|
||||
|
|
|
@ -15,6 +15,8 @@ import lombok.Data;
|
|||
@Data
|
||||
public class AiKnowledgeSegmentDO extends BaseDO {
|
||||
|
||||
public static final String FIELD_KNOWLEDGE_ID = "knowledgeId";
|
||||
|
||||
/**
|
||||
* 编号
|
||||
*/
|
||||
|
@ -24,10 +26,14 @@ public class AiKnowledgeSegmentDO extends BaseDO {
|
|||
* 向量库的编号
|
||||
*/
|
||||
private String vectorId;
|
||||
// TODO @新:knowledgeId 加个,会方便点
|
||||
/**
|
||||
* 知识库编号
|
||||
* 关联 {@link AiKnowledgeDO#getId()}
|
||||
*/
|
||||
private Long knowledgeId;
|
||||
/**
|
||||
* 文档编号
|
||||
*
|
||||
* <p>
|
||||
* 关联 {@link AiKnowledgeDocumentDO#getId()}
|
||||
*/
|
||||
private Long documentId;
|
||||
|
|
|
@ -1,14 +0,0 @@
|
|||
package cn.iocoder.yudao.module.ai.dal.mysql.knowledge;
|
||||
|
||||
import cn.iocoder.yudao.framework.mybatis.core.mapper.BaseMapperX;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeBaseDO;
|
||||
import org.apache.ibatis.annotations.Mapper;
|
||||
|
||||
/**
|
||||
* AI 知识库基础信息 Mapper
|
||||
*
|
||||
* @author xiaoxin
|
||||
*/
|
||||
@Mapper
|
||||
public interface AiKnowledgeBaseMapper extends BaseMapperX<AiKnowledgeBaseDO> {
|
||||
}
|
|
@ -1,6 +1,9 @@
|
|||
package cn.iocoder.yudao.module.ai.dal.mysql.knowledge;
|
||||
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageResult;
|
||||
import cn.iocoder.yudao.framework.mybatis.core.mapper.BaseMapperX;
|
||||
import cn.iocoder.yudao.framework.mybatis.core.query.LambdaQueryWrapperX;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.document.AiKnowledgeDocumentPageReqVO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDocumentDO;
|
||||
import org.apache.ibatis.annotations.Mapper;
|
||||
|
||||
|
@ -11,4 +14,11 @@ import org.apache.ibatis.annotations.Mapper;
|
|||
*/
|
||||
@Mapper
|
||||
public interface AiKnowledgeDocumentMapper extends BaseMapperX<AiKnowledgeDocumentDO> {
|
||||
|
||||
default PageResult<AiKnowledgeDocumentDO> selectPage(AiKnowledgeDocumentPageReqVO reqVO) {
|
||||
return selectPage(reqVO, new LambdaQueryWrapperX<AiKnowledgeDocumentDO>()
|
||||
.likeIfPresent(AiKnowledgeDocumentDO::getName, reqVO.getName())
|
||||
.orderByDesc(AiKnowledgeDocumentDO::getId));
|
||||
}
|
||||
|
||||
}
|
||||
|
|
|
@ -0,0 +1,25 @@
|
|||
package cn.iocoder.yudao.module.ai.dal.mysql.knowledge;
|
||||
|
||||
import cn.iocoder.yudao.framework.common.enums.CommonStatusEnum;
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageParam;
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageResult;
|
||||
import cn.iocoder.yudao.framework.mybatis.core.mapper.BaseMapperX;
|
||||
import cn.iocoder.yudao.framework.mybatis.core.query.LambdaQueryWrapperX;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDO;
|
||||
import org.apache.ibatis.annotations.Mapper;
|
||||
|
||||
/**
|
||||
* AI 知识库基础信息 Mapper
|
||||
*
|
||||
* @author xiaoxin
|
||||
*/
|
||||
@Mapper
|
||||
public interface AiKnowledgeMapper extends BaseMapperX<AiKnowledgeDO> {
|
||||
|
||||
default PageResult<AiKnowledgeDO> selectPageByMy(Long userId, PageParam pageReqVO) {
|
||||
return selectPage(pageReqVO, new LambdaQueryWrapperX<AiKnowledgeDO>()
|
||||
.eq(AiKnowledgeDO::getUserId, userId)
|
||||
.eq(AiKnowledgeDO::getStatus, CommonStatusEnum.ENABLE.getStatus())
|
||||
.orderByDesc(AiKnowledgeDO::getId));
|
||||
}
|
||||
}
|
|
@ -1,6 +1,9 @@
|
|||
package cn.iocoder.yudao.module.ai.dal.mysql.knowledge;
|
||||
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageResult;
|
||||
import cn.iocoder.yudao.framework.mybatis.core.mapper.BaseMapperX;
|
||||
import cn.iocoder.yudao.framework.mybatis.core.query.LambdaQueryWrapperX;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentPageReqVO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeSegmentDO;
|
||||
import org.apache.ibatis.annotations.Mapper;
|
||||
|
||||
|
@ -11,4 +14,12 @@ import org.apache.ibatis.annotations.Mapper;
|
|||
*/
|
||||
@Mapper
|
||||
public interface AiKnowledgeSegmentMapper extends BaseMapperX<AiKnowledgeSegmentDO> {
|
||||
|
||||
default PageResult<AiKnowledgeSegmentDO> selectPage(AiKnowledgeSegmentPageReqVO reqVO) {
|
||||
return selectPage(reqVO, new LambdaQueryWrapperX<AiKnowledgeSegmentDO>()
|
||||
.eq(AiKnowledgeSegmentDO::getDocumentId, reqVO.getDocumentId())
|
||||
.eqIfPresent(AiKnowledgeSegmentDO::getStatus, reqVO.getStatus())
|
||||
.likeIfPresent(AiKnowledgeSegmentDO::getContent, reqVO.getKeyword())
|
||||
.orderByDesc(AiKnowledgeSegmentDO::getId));
|
||||
}
|
||||
}
|
||||
|
|
|
@ -1,27 +0,0 @@
|
|||
package cn.iocoder.yudao.module.ai.service.knowledge;
|
||||
|
||||
import org.springframework.ai.document.Document;
|
||||
import org.springframework.ai.vectorstore.SearchRequest;
|
||||
|
||||
import java.util.List;
|
||||
|
||||
/**
|
||||
* AI 嵌入 Service 接口
|
||||
*
|
||||
* @author xiaoxin
|
||||
*/
|
||||
public interface AiEmbeddingService {
|
||||
|
||||
/**
|
||||
* 向量化文档并存储
|
||||
*/
|
||||
void add(List<Document> documents);
|
||||
|
||||
/**
|
||||
* 相似查询
|
||||
*
|
||||
* @param request 查询实体
|
||||
*/
|
||||
List<Document> similaritySearch(SearchRequest request);
|
||||
|
||||
}
|
|
@ -1,35 +0,0 @@
|
|||
package cn.iocoder.yudao.module.ai.service.knowledge;
|
||||
|
||||
import jakarta.annotation.Resource;
|
||||
import org.springframework.ai.document.Document;
|
||||
import org.springframework.ai.vectorstore.RedisVectorStore;
|
||||
import org.springframework.ai.vectorstore.SearchRequest;
|
||||
import org.springframework.stereotype.Service;
|
||||
|
||||
import java.util.List;
|
||||
|
||||
// TODO @xin:是不是不用 AiEmbeddingServiceImpl,直接 vectorStore 注入到需要的地方就好啦。通过 KnowledgeDocumentService 返回就好。
|
||||
/**
|
||||
* AI 嵌入 Service 实现类
|
||||
*
|
||||
* @author xiaoxin
|
||||
*/
|
||||
@Service
|
||||
public class AiEmbeddingServiceImpl implements AiEmbeddingService {
|
||||
|
||||
@Resource
|
||||
private RedisVectorStore vectorStore;
|
||||
|
||||
@Override
|
||||
// @Async
|
||||
// TODO xiaoxin 报错先注释
|
||||
public void add(List<Document> documents) {
|
||||
vectorStore.add(documents);
|
||||
}
|
||||
|
||||
@Override
|
||||
public List<Document> similaritySearch(SearchRequest request) {
|
||||
return vectorStore.similaritySearch(request);
|
||||
}
|
||||
|
||||
}
|
|
@ -1,30 +0,0 @@
|
|||
package cn.iocoder.yudao.module.ai.service.knowledge;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.AiKnowledgeCreateMyReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.AiKnowledgeUpdateMyReqVO;
|
||||
|
||||
/**
|
||||
* AI 知识库-基础信息 Service 接口
|
||||
*
|
||||
* @author xiaoxin
|
||||
*/
|
||||
public interface AiKnowledgeBaseService {
|
||||
|
||||
/**
|
||||
* 创建【我的】知识库
|
||||
*
|
||||
* @param createReqVO 创建信息
|
||||
* @param userId 用户编号
|
||||
* @return 编号
|
||||
*/
|
||||
Long createKnowledgeMy(AiKnowledgeCreateMyReqVO createReqVO, Long userId);
|
||||
|
||||
|
||||
/**
|
||||
* 创建【我的】知识库
|
||||
*
|
||||
* @param updateReqVO 更新信息
|
||||
* @param userId 用户编号
|
||||
*/
|
||||
void updateKnowledgeMy(AiKnowledgeUpdateMyReqVO updateReqVO, Long userId);
|
||||
|
||||
}
|
|
@ -1,6 +1,10 @@
|
|||
package cn.iocoder.yudao.module.ai.service.knowledge;
|
||||
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.AiKnowledgeDocumentCreateReqVO;
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageResult;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.document.AiKnowledgeDocumentPageReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.document.AiKnowledgeDocumentUpdateReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeDocumentCreateReqVO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDocumentDO;
|
||||
|
||||
/**
|
||||
* AI 知识库-文档 Service 接口
|
||||
|
@ -17,4 +21,19 @@ public interface AiKnowledgeDocumentService {
|
|||
*/
|
||||
Long createKnowledgeDocument(AiKnowledgeDocumentCreateReqVO createReqVO);
|
||||
|
||||
|
||||
/**
|
||||
* 获取文档分页
|
||||
*
|
||||
* @param pageReqVO 分页参数
|
||||
* @return 文档分页
|
||||
*/
|
||||
PageResult<AiKnowledgeDocumentDO> getKnowledgeDocumentPage(AiKnowledgeDocumentPageReqVO pageReqVO);
|
||||
|
||||
/**
|
||||
* 更新文档
|
||||
*
|
||||
* @param reqVO 更新信息
|
||||
*/
|
||||
void updateKnowledgeDocument(AiKnowledgeDocumentUpdateReqVO reqVO);
|
||||
}
|
||||
|
|
|
@ -1,27 +1,39 @@
|
|||
package cn.iocoder.yudao.module.ai.service.knowledge;
|
||||
|
||||
import cn.hutool.core.collection.CollUtil;
|
||||
import cn.hutool.http.HttpUtil;
|
||||
import cn.iocoder.yudao.framework.common.enums.CommonStatusEnum;
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageResult;
|
||||
import cn.iocoder.yudao.framework.common.util.collection.CollectionUtils;
|
||||
import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.AiKnowledgeDocumentCreateReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.document.AiKnowledgeDocumentPageReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.document.AiKnowledgeDocumentUpdateReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeDocumentCreateReqVO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDocumentDO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeSegmentDO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiChatModelDO;
|
||||
import cn.iocoder.yudao.module.ai.dal.mysql.knowledge.AiKnowledgeDocumentMapper;
|
||||
import cn.iocoder.yudao.module.ai.dal.mysql.knowledge.AiKnowledgeSegmentMapper;
|
||||
import cn.iocoder.yudao.module.ai.enums.knowledge.AiKnowledgeDocumentStatusEnum;
|
||||
import cn.iocoder.yudao.module.ai.service.model.AiApiKeyService;
|
||||
import cn.iocoder.yudao.module.ai.service.model.AiChatModelService;
|
||||
import jakarta.annotation.Resource;
|
||||
import lombok.extern.slf4j.Slf4j;
|
||||
import org.springframework.ai.document.Document;
|
||||
import org.springframework.ai.reader.tika.TikaDocumentReader;
|
||||
import org.springframework.ai.tokenizer.JTokkitTokenCountEstimator;
|
||||
import org.springframework.ai.tokenizer.TokenCountEstimator;
|
||||
import org.springframework.ai.transformer.splitter.TokenTextSplitter;
|
||||
import org.springframework.beans.factory.annotation.Value;
|
||||
import org.springframework.ai.vectorstore.VectorStore;
|
||||
import org.springframework.core.io.ByteArrayResource;
|
||||
import org.springframework.stereotype.Service;
|
||||
import org.springframework.transaction.annotation.Transactional;
|
||||
|
||||
import java.util.List;
|
||||
import java.util.Objects;
|
||||
import java.util.Map;
|
||||
|
||||
import static cn.iocoder.yudao.framework.common.exception.util.ServiceExceptionUtil.exception;
|
||||
import static cn.iocoder.yudao.module.ai.enums.ErrorCodeConstants.KNOWLEDGE_DOCUMENT_NOT_EXISTS;
|
||||
|
||||
/**
|
||||
* AI 知识库-文档 Service 实现类
|
||||
|
@ -39,53 +51,99 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic
|
|||
|
||||
@Resource
|
||||
private TokenTextSplitter tokenTextSplitter;
|
||||
@Resource
|
||||
private TokenCountEstimator tokenCountEstimator;
|
||||
|
||||
@Resource
|
||||
private AiEmbeddingService embeddingService;
|
||||
private AiApiKeyService apiKeyService;
|
||||
@Resource
|
||||
private AiKnowledgeService knowledgeService;
|
||||
@Resource
|
||||
private AiChatModelService chatModelService;
|
||||
|
||||
// TODO @xin:@Resource 注入
|
||||
private static final JTokkitTokenCountEstimator TOKEN_COUNT_ESTIMATOR = new JTokkitTokenCountEstimator();
|
||||
|
||||
// TODO xiaoxin 临时测试用,后续删
|
||||
@Value("classpath:/webapp/test/Fel.pdf")
|
||||
private org.springframework.core.io.Resource data;
|
||||
|
||||
// TODO 芋艿:需要 review 下,代码格式;
|
||||
// TODO @xin:最好有 1、/2、/3 这种,让代码更有层次感
|
||||
@Override
|
||||
@Transactional(rollbackFor = Exception.class)
|
||||
public Long createKnowledgeDocument(AiKnowledgeDocumentCreateReqVO createReqVO) {
|
||||
// TODO xiaoxin 后续从 url 加载
|
||||
TikaDocumentReader loader = new TikaDocumentReader(data);
|
||||
// 加载文档
|
||||
// 1.1 下载文档
|
||||
String url = createReqVO.getUrl();
|
||||
// 1.2 加载文档
|
||||
TikaDocumentReader loader = new TikaDocumentReader(downloadFile(url));
|
||||
List<Document> documents = loader.get();
|
||||
Document document = CollUtil.getFirst(documents);
|
||||
// TODO @xin:是不是不存在,就抛出异常呀;厚泽 return 呀;
|
||||
// TODO 芋艿 文档层面有没有可能会比较大,这两个字段是否可以从分段表计算得出?回复:先直接算;
|
||||
Integer tokens = Objects.nonNull(document) ? TOKEN_COUNT_ESTIMATOR.estimate(document.getContent()) : 0;
|
||||
Integer wordCount = Objects.nonNull(document) ? document.getContent().length() : 0;
|
||||
String content = document.getContent();
|
||||
Integer tokens = tokenCountEstimator.estimate(content);
|
||||
Integer wordCount = content.length();
|
||||
|
||||
// 1.3 文档记录入库
|
||||
AiKnowledgeDocumentDO documentDO = BeanUtils.toBean(createReqVO, AiKnowledgeDocumentDO.class)
|
||||
.setTokens(tokens).setWordCount(wordCount)
|
||||
.setStatus(CommonStatusEnum.ENABLE.getStatus()).setSliceStatus(AiKnowledgeDocumentStatusEnum.SUCCESS.getStatus());
|
||||
// 文档记录入库
|
||||
documentMapper.insert(documentDO);
|
||||
Long documentId = documentDO.getId();
|
||||
if (CollUtil.isEmpty(documents)) {
|
||||
return documentId;
|
||||
}
|
||||
|
||||
// 文档分段
|
||||
// 2.1 文档分段
|
||||
List<Document> segments = tokenTextSplitter.apply(documents);
|
||||
// 分段内容入库
|
||||
// 2.2 分段内容入库
|
||||
List<AiKnowledgeSegmentDO> segmentDOList = CollectionUtils.convertList(segments,
|
||||
segment -> new AiKnowledgeSegmentDO().setContent(segment.getContent()).setDocumentId(documentId)
|
||||
.setTokens(TOKEN_COUNT_ESTIMATOR.estimate(segment.getContent())).setWordCount(segment.getContent().length())
|
||||
segment -> new AiKnowledgeSegmentDO().setContent(segment.getContent()).setDocumentId(documentId).setKnowledgeId(createReqVO.getKnowledgeId()).setVectorId(segment.getId())
|
||||
.setTokens(tokenCountEstimator.estimate(segment.getContent())).setWordCount(segment.getContent().length())
|
||||
.setStatus(CommonStatusEnum.ENABLE.getStatus()));
|
||||
segmentMapper.insertBatch(segmentDOList);
|
||||
// 向量化并存储
|
||||
embeddingService.add(segments);
|
||||
|
||||
// 3.1 document 补充源数据
|
||||
segments.forEach(segment -> {
|
||||
Map<String, Object> metadata = segment.getMetadata();
|
||||
metadata.put(AiKnowledgeSegmentDO.FIELD_KNOWLEDGE_ID, createReqVO.getKnowledgeId());
|
||||
});
|
||||
|
||||
AiKnowledgeDO knowledge = knowledgeService.validateKnowledgeExists(createReqVO.getKnowledgeId());
|
||||
AiChatModelDO model = chatModelService.validateChatModel(knowledge.getModelId());
|
||||
// 3.2 获取向量存储实例
|
||||
VectorStore vectorStore = apiKeyService.getOrCreateVectorStore(model.getKeyId());
|
||||
// 3.3 向量化并存储
|
||||
vectorStore.add(segments);
|
||||
return documentId;
|
||||
}
|
||||
|
||||
@Override
|
||||
public PageResult<AiKnowledgeDocumentDO> getKnowledgeDocumentPage(AiKnowledgeDocumentPageReqVO pageReqVO) {
|
||||
return documentMapper.selectPage(pageReqVO);
|
||||
}
|
||||
|
||||
@Override
|
||||
public void updateKnowledgeDocument(AiKnowledgeDocumentUpdateReqVO reqVO) {
|
||||
validateKnowledgeDocumentExists(reqVO.getId());
|
||||
AiKnowledgeDocumentDO document = BeanUtils.toBean(reqVO, AiKnowledgeDocumentDO.class);
|
||||
documentMapper.updateById(document);
|
||||
}
|
||||
|
||||
/**
|
||||
* 校验文档是否存在
|
||||
*
|
||||
* @param id 文档编号
|
||||
* @return 文档信息
|
||||
*/
|
||||
private AiKnowledgeDocumentDO validateKnowledgeDocumentExists(Long id) {
|
||||
AiKnowledgeDocumentDO knowledgeDocument = documentMapper.selectById(id);
|
||||
if (knowledgeDocument == null) {
|
||||
throw exception(KNOWLEDGE_DOCUMENT_NOT_EXISTS);
|
||||
}
|
||||
return knowledgeDocument;
|
||||
}
|
||||
|
||||
private org.springframework.core.io.Resource downloadFile(String url) {
|
||||
try {
|
||||
byte[] bytes = HttpUtil.downloadBytes(url);
|
||||
return new ByteArrayResource(bytes);
|
||||
} catch (Exception e) {
|
||||
log.error("[downloadFile][url({}) 下载失败]", url, e);
|
||||
throw new RuntimeException(e);
|
||||
}
|
||||
}
|
||||
|
||||
}
|
||||
|
|
|
@ -1,5 +1,11 @@
|
|||
package cn.iocoder.yudao.module.ai.service.knowledge;
|
||||
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageResult;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentPageReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentUpdateReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentUpdateStatusReqVO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeSegmentDO;
|
||||
|
||||
/**
|
||||
* AI 知识库分片 Service 接口
|
||||
*
|
||||
|
@ -7,4 +13,25 @@ package cn.iocoder.yudao.module.ai.service.knowledge;
|
|||
*/
|
||||
public interface AiKnowledgeSegmentService {
|
||||
|
||||
/**
|
||||
* 获取段落分页
|
||||
*
|
||||
* @param pageReqVO 分页查询
|
||||
* @return 文档分页
|
||||
*/
|
||||
PageResult<AiKnowledgeSegmentDO> getKnowledgeSegmentPage(AiKnowledgeSegmentPageReqVO pageReqVO);
|
||||
|
||||
/**
|
||||
* 更新段落内容
|
||||
*
|
||||
* @param reqVO 更新内容
|
||||
*/
|
||||
void updateKnowledgeSegment(AiKnowledgeSegmentUpdateReqVO reqVO);
|
||||
|
||||
/**
|
||||
* 更新状态
|
||||
*
|
||||
* @param reqVO 更新内容
|
||||
*/
|
||||
void updateKnowledgeSegmentStatus(AiKnowledgeSegmentUpdateStatusReqVO reqVO);
|
||||
}
|
||||
|
|
|
@ -1,5 +1,13 @@
|
|||
package cn.iocoder.yudao.module.ai.service.knowledge;
|
||||
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageResult;
|
||||
import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentPageReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentUpdateReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.segment.AiKnowledgeSegmentUpdateStatusReqVO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeSegmentDO;
|
||||
import cn.iocoder.yudao.module.ai.dal.mysql.knowledge.AiKnowledgeSegmentMapper;
|
||||
import jakarta.annotation.Resource;
|
||||
import lombok.extern.slf4j.Slf4j;
|
||||
import org.springframework.stereotype.Service;
|
||||
|
||||
|
@ -12,4 +20,23 @@ import org.springframework.stereotype.Service;
|
|||
@Slf4j
|
||||
public class AiKnowledgeSegmentServiceImpl implements AiKnowledgeSegmentService {
|
||||
|
||||
@Resource
|
||||
private AiKnowledgeSegmentMapper segmentMapper;
|
||||
|
||||
@Override
|
||||
public PageResult<AiKnowledgeSegmentDO> getKnowledgeSegmentPage(AiKnowledgeSegmentPageReqVO pageReqVO) {
|
||||
return segmentMapper.selectPage(pageReqVO);
|
||||
}
|
||||
|
||||
@Override
|
||||
public void updateKnowledgeSegment(AiKnowledgeSegmentUpdateReqVO reqVO) {
|
||||
segmentMapper.updateById(BeanUtils.toBean(reqVO, AiKnowledgeSegmentDO.class));
|
||||
// TODO @xin 重新向量化
|
||||
}
|
||||
|
||||
@Override
|
||||
public void updateKnowledgeSegmentStatus(AiKnowledgeSegmentUpdateStatusReqVO reqVO) {
|
||||
segmentMapper.updateById(BeanUtils.toBean(reqVO, AiKnowledgeSegmentDO.class));
|
||||
// TODO @xin 1.禁用删除向量 2.启用重新向量化
|
||||
}
|
||||
}
|
||||
|
|
|
@ -0,0 +1,50 @@
|
|||
package cn.iocoder.yudao.module.ai.service.knowledge;
|
||||
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageParam;
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageResult;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeCreateMyReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeUpdateMyReqVO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDO;
|
||||
|
||||
/**
|
||||
* AI 知识库-基础信息 Service 接口
|
||||
*
|
||||
* @author xiaoxin
|
||||
*/
|
||||
public interface AiKnowledgeService {
|
||||
|
||||
/**
|
||||
* 创建【我的】知识库
|
||||
*
|
||||
* @param createReqVO 创建信息
|
||||
* @param userId 用户编号
|
||||
* @return 编号
|
||||
*/
|
||||
Long createKnowledgeMy(AiKnowledgeCreateMyReqVO createReqVO, Long userId);
|
||||
|
||||
|
||||
/**
|
||||
* 创建【我的】知识库
|
||||
*
|
||||
* @param updateReqVO 更新信息
|
||||
* @param userId 用户编号
|
||||
*/
|
||||
void updateKnowledgeMy(AiKnowledgeUpdateMyReqVO updateReqVO, Long userId);
|
||||
|
||||
|
||||
/**
|
||||
* 校验知识库是否存在
|
||||
*
|
||||
* @param id 记录编号
|
||||
*/
|
||||
AiKnowledgeDO validateKnowledgeExists(Long id);
|
||||
|
||||
/**
|
||||
* 获得【我的】知识库分页
|
||||
*
|
||||
* @param userId 用户编号
|
||||
* @param pageReqVO 分页查询
|
||||
* @return 知识库分页
|
||||
*/
|
||||
PageResult<AiKnowledgeDO> getKnowledgePageMy(Long userId, PageParam pageReqVO);
|
||||
}
|
|
@ -1,14 +1,15 @@
|
|||
package cn.iocoder.yudao.module.ai.service.knowledge;
|
||||
|
||||
import cn.hutool.core.lang.Assert;
|
||||
import cn.hutool.core.util.ObjUtil;
|
||||
import cn.iocoder.yudao.framework.common.enums.CommonStatusEnum;
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageParam;
|
||||
import cn.iocoder.yudao.framework.common.pojo.PageResult;
|
||||
import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.AiKnowledgeCreateMyReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.AiKnowledgeUpdateMyReqVO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeBaseDO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeCreateMyReqVO;
|
||||
import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeUpdateMyReqVO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDO;
|
||||
import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiChatModelDO;
|
||||
import cn.iocoder.yudao.module.ai.dal.mysql.knowledge.AiKnowledgeBaseMapper;
|
||||
import cn.iocoder.yudao.module.ai.dal.mysql.knowledge.AiKnowledgeMapper;
|
||||
import cn.iocoder.yudao.module.ai.service.model.AiChatModelService;
|
||||
import jakarta.annotation.Resource;
|
||||
import lombok.extern.slf4j.Slf4j;
|
||||
|
@ -24,56 +25,54 @@ import static cn.iocoder.yudao.module.ai.enums.ErrorCodeConstants.KNOWLEDGE_NOT_
|
|||
*/
|
||||
@Service
|
||||
@Slf4j
|
||||
public class AiKnowledgeBaseServiceImpl implements AiKnowledgeBaseService {
|
||||
public class AiKnowledgeServiceImpl implements AiKnowledgeService {
|
||||
|
||||
@Resource
|
||||
private AiChatModelService chatModalService;
|
||||
|
||||
@Resource
|
||||
private AiKnowledgeBaseMapper knowledgeBaseMapper;
|
||||
private AiKnowledgeMapper knowledgeMapper;
|
||||
|
||||
@Override
|
||||
public Long createKnowledgeMy(AiKnowledgeCreateMyReqVO createReqVO, Long userId) {
|
||||
// TODO @xin:貌似直接调用 chatModalService.validateChatModel(id) 完事,不用搞个方法
|
||||
// 1. 校验模型配置
|
||||
AiChatModelDO model = validateChatModel(createReqVO.getModelId());
|
||||
AiChatModelDO model = chatModalService.validateChatModel(createReqVO.getModelId());
|
||||
|
||||
// 2. 插入知识库
|
||||
// TODO @xin:不用 DO 结尾
|
||||
AiKnowledgeBaseDO knowledgeBaseDO = BeanUtils.toBean(createReqVO, AiKnowledgeBaseDO.class)
|
||||
AiKnowledgeDO knowledgeBase = BeanUtils.toBean(createReqVO, AiKnowledgeDO.class)
|
||||
.setModel(model.getModel()).setUserId(userId).setStatus(CommonStatusEnum.ENABLE.getStatus());
|
||||
knowledgeBaseMapper.insert(knowledgeBaseDO);
|
||||
return knowledgeBaseDO.getId();
|
||||
knowledgeMapper.insert(knowledgeBase);
|
||||
return knowledgeBase.getId();
|
||||
}
|
||||
|
||||
@Override
|
||||
public void updateKnowledgeMy(AiKnowledgeUpdateMyReqVO updateReqVO, Long userId) {
|
||||
// 1.1 校验知识库存在
|
||||
AiKnowledgeBaseDO knowledgeBaseDO = validateKnowledgeExists(updateReqVO.getId());
|
||||
AiKnowledgeDO knowledgeBaseDO = validateKnowledgeExists(updateReqVO.getId());
|
||||
if (ObjUtil.notEqual(knowledgeBaseDO.getUserId(), userId)) {
|
||||
throw exception(KNOWLEDGE_NOT_EXISTS);
|
||||
}
|
||||
// 1.2 校验模型配置
|
||||
AiChatModelDO model = validateChatModel(updateReqVO.getModelId());
|
||||
AiChatModelDO model = chatModalService.validateChatModel(updateReqVO.getModelId());
|
||||
|
||||
// 2. 更新知识库
|
||||
AiKnowledgeBaseDO updateDO = BeanUtils.toBean(updateReqVO, AiKnowledgeBaseDO.class);
|
||||
AiKnowledgeDO updateDO = BeanUtils.toBean(updateReqVO, AiKnowledgeDO.class);
|
||||
updateDO.setModel(model.getModel());
|
||||
knowledgeBaseMapper.updateById(updateDO);
|
||||
knowledgeMapper.updateById(updateDO);
|
||||
}
|
||||
|
||||
private AiChatModelDO validateChatModel(Long id) {
|
||||
AiChatModelDO model = chatModalService.validateChatModel(id);
|
||||
Assert.notNull(model, "未找到对应嵌入模型");
|
||||
return model;
|
||||
}
|
||||
|
||||
public AiKnowledgeBaseDO validateKnowledgeExists(Long id) {
|
||||
AiKnowledgeBaseDO knowledgeBase = knowledgeBaseMapper.selectById(id);
|
||||
@Override
|
||||
public AiKnowledgeDO validateKnowledgeExists(Long id) {
|
||||
AiKnowledgeDO knowledgeBase = knowledgeMapper.selectById(id);
|
||||
if (knowledgeBase == null) {
|
||||
throw exception(KNOWLEDGE_NOT_EXISTS);
|
||||
}
|
||||
return knowledgeBase;
|
||||
}
|
||||
|
||||
@Override
|
||||
public PageResult<AiKnowledgeDO> getKnowledgePageMy(Long userId, PageParam pageReqVO) {
|
||||
return knowledgeMapper.selectPageByMy(userId, pageReqVO);
|
||||
}
|
||||
|
||||
}
|
|
@ -9,7 +9,9 @@ import cn.iocoder.yudao.module.ai.controller.admin.model.vo.apikey.AiApiKeySaveR
|
|||
import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiApiKeyDO;
|
||||
import jakarta.validation.Valid;
|
||||
import org.springframework.ai.chat.model.ChatModel;
|
||||
import org.springframework.ai.embedding.EmbeddingModel;
|
||||
import org.springframework.ai.image.ImageModel;
|
||||
import org.springframework.ai.vectorstore.VectorStore;
|
||||
|
||||
import java.util.List;
|
||||
|
||||
|
@ -83,6 +85,14 @@ public interface AiApiKeyService {
|
|||
*/
|
||||
ChatModel getChatModel(Long id);
|
||||
|
||||
/**
|
||||
* 获得 EmbeddingModel 对象
|
||||
*
|
||||
* @param id 编号
|
||||
* @return EmbeddingModel 对象
|
||||
*/
|
||||
EmbeddingModel getEmbeddingModel(Long id);
|
||||
|
||||
/**
|
||||
* 获得 ImageModel 对象
|
||||
*
|
||||
|
@ -111,4 +121,12 @@ public interface AiApiKeyService {
|
|||
*/
|
||||
SunoApi getSunoApi();
|
||||
|
||||
/**
|
||||
* 获得 vector 对象
|
||||
*
|
||||
* @param id 编号
|
||||
* @return VectorStore 对象
|
||||
*/
|
||||
VectorStore getOrCreateVectorStore(Long id);
|
||||
|
||||
}
|
|
@ -2,6 +2,7 @@ package cn.iocoder.yudao.module.ai.service.model;
|
|||
|
||||
import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
|
||||
import cn.iocoder.yudao.framework.ai.core.factory.AiModelFactory;
|
||||
import cn.iocoder.yudao.framework.ai.core.factory.AiVectorStoreFactory;
|
||||
import cn.iocoder.yudao.framework.ai.core.model.midjourney.api.MidjourneyApi;
|
||||
import cn.iocoder.yudao.framework.ai.core.model.suno.api.SunoApi;
|
||||
import cn.iocoder.yudao.framework.common.enums.CommonStatusEnum;
|
||||
|
@ -13,7 +14,9 @@ import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiApiKeyDO;
|
|||
import cn.iocoder.yudao.module.ai.dal.mysql.model.AiApiKeyMapper;
|
||||
import jakarta.annotation.Resource;
|
||||
import org.springframework.ai.chat.model.ChatModel;
|
||||
import org.springframework.ai.embedding.EmbeddingModel;
|
||||
import org.springframework.ai.image.ImageModel;
|
||||
import org.springframework.ai.vectorstore.VectorStore;
|
||||
import org.springframework.stereotype.Service;
|
||||
import org.springframework.validation.annotation.Validated;
|
||||
|
||||
|
@ -36,6 +39,8 @@ public class AiApiKeyServiceImpl implements AiApiKeyService {
|
|||
|
||||
@Resource
|
||||
private AiModelFactory modelFactory;
|
||||
@Resource
|
||||
private AiVectorStoreFactory vectorFactory;
|
||||
|
||||
@Override
|
||||
public Long createApiKey(AiApiKeySaveReqVO createReqVO) {
|
||||
|
@ -104,6 +109,13 @@ public class AiApiKeyServiceImpl implements AiApiKeyService {
|
|||
return modelFactory.getOrCreateChatModel(platform, apiKey.getApiKey(), apiKey.getUrl());
|
||||
}
|
||||
|
||||
@Override
|
||||
public EmbeddingModel getEmbeddingModel(Long id) {
|
||||
AiApiKeyDO apiKey = validateApiKey(id);
|
||||
AiPlatformEnum platform = AiPlatformEnum.validatePlatform(apiKey.getPlatform());
|
||||
return modelFactory.getOrCreateEmbeddingModel(platform, apiKey.getApiKey(), apiKey.getUrl());
|
||||
}
|
||||
|
||||
@Override
|
||||
public ImageModel getImageModel(AiPlatformEnum platform) {
|
||||
AiApiKeyDO apiKey = apiKeyMapper.selectFirstByPlatformAndStatus(platform.getPlatform(), CommonStatusEnum.ENABLE.getStatus());
|
||||
|
@ -132,4 +144,11 @@ public class AiApiKeyServiceImpl implements AiApiKeyService {
|
|||
}
|
||||
return modelFactory.getOrCreateSunoApi(apiKey.getApiKey(), apiKey.getUrl());
|
||||
}
|
||||
|
||||
@Override
|
||||
public VectorStore getOrCreateVectorStore(Long id) {
|
||||
AiApiKeyDO apiKey = validateApiKey(id);
|
||||
AiPlatformEnum platform = AiPlatformEnum.validatePlatform(apiKey.getPlatform());
|
||||
return vectorFactory.getOrCreateVectorStore(getEmbeddingModel(id), platform, apiKey.getApiKey(), apiKey.getUrl());
|
||||
}
|
||||
}
|
|
@ -2,6 +2,8 @@ package cn.iocoder.yudao.framework.ai.config;
|
|||
|
||||
import cn.iocoder.yudao.framework.ai.core.factory.AiModelFactory;
|
||||
import cn.iocoder.yudao.framework.ai.core.factory.AiModelFactoryImpl;
|
||||
import cn.iocoder.yudao.framework.ai.core.factory.AiVectorStoreFactory;
|
||||
import cn.iocoder.yudao.framework.ai.core.factory.AiVectorStoreFactoryImpl;
|
||||
import cn.iocoder.yudao.framework.ai.core.model.deepseek.DeepSeekChatModel;
|
||||
import cn.iocoder.yudao.framework.ai.core.model.deepseek.DeepSeekChatOptions;
|
||||
import cn.iocoder.yudao.framework.ai.core.model.midjourney.api.MidjourneyApi;
|
||||
|
@ -10,20 +12,15 @@ import cn.iocoder.yudao.framework.ai.core.model.xinghuo.XingHuoChatModel;
|
|||
import cn.iocoder.yudao.framework.ai.core.model.xinghuo.XingHuoChatOptions;
|
||||
import com.alibaba.cloud.ai.tongyi.TongYiAutoConfiguration;
|
||||
import lombok.extern.slf4j.Slf4j;
|
||||
import org.springframework.ai.autoconfigure.vectorstore.redis.RedisVectorStoreProperties;
|
||||
import org.springframework.ai.document.MetadataMode;
|
||||
import org.springframework.ai.embedding.EmbeddingModel;
|
||||
import org.springframework.ai.tokenizer.JTokkitTokenCountEstimator;
|
||||
import org.springframework.ai.tokenizer.TokenCountEstimator;
|
||||
import org.springframework.ai.transformer.splitter.TokenTextSplitter;
|
||||
import org.springframework.ai.transformers.TransformersEmbeddingModel;
|
||||
import org.springframework.ai.vectorstore.RedisVectorStore;
|
||||
import org.springframework.boot.autoconfigure.AutoConfiguration;
|
||||
import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
|
||||
import org.springframework.boot.autoconfigure.data.redis.RedisProperties;
|
||||
import org.springframework.boot.context.properties.EnableConfigurationProperties;
|
||||
import org.springframework.context.annotation.Bean;
|
||||
import org.springframework.context.annotation.Import;
|
||||
import org.springframework.context.annotation.Lazy;
|
||||
import redis.clients.jedis.JedisPooled;
|
||||
|
||||
/**
|
||||
* 芋道 AI 自动配置
|
||||
|
@ -41,6 +38,12 @@ public class YudaoAiAutoConfiguration {
|
|||
return new AiModelFactoryImpl();
|
||||
}
|
||||
|
||||
@Bean
|
||||
public AiVectorStoreFactory aiVectorFactory() {
|
||||
return new AiVectorStoreFactoryImpl();
|
||||
}
|
||||
|
||||
|
||||
// ========== 各种 AI Client 创建 ==========
|
||||
|
||||
@Bean
|
||||
|
@ -83,30 +86,31 @@ public class YudaoAiAutoConfiguration {
|
|||
}
|
||||
|
||||
// ========== rag 相关 ==========
|
||||
@Bean
|
||||
@Lazy // TODO 芋艿:临时注释,避免无法启动
|
||||
public EmbeddingModel transformersEmbeddingClient() {
|
||||
return new TransformersEmbeddingModel(MetadataMode.EMBED);
|
||||
}
|
||||
// TODO @xin 免费版本
|
||||
// @Bean
|
||||
// @Lazy // TODO 芋艿:临时注释,避免无法启动」
|
||||
// public EmbeddingModel transformersEmbeddingClient() {
|
||||
// return new TransformersEmbeddingModel(MetadataMode.EMBED);
|
||||
// }
|
||||
|
||||
/**
|
||||
* 我们启动有加载很多 Embedding 模型,不晓得取哪个好,先 new 个 TransformersEmbeddingModel 跑
|
||||
* TODO @xin 默认版本先不弄,目前都先取对应的 EmbeddingModel
|
||||
*/
|
||||
@Bean
|
||||
@Lazy // TODO 芋艿:临时注释,避免无法启动
|
||||
public RedisVectorStore vectorStore(TransformersEmbeddingModel transformersEmbeddingModel, RedisVectorStoreProperties properties,
|
||||
RedisProperties redisProperties) {
|
||||
var config = RedisVectorStore.RedisVectorStoreConfig.builder()
|
||||
.withIndexName(properties.getIndex())
|
||||
.withPrefix(properties.getPrefix())
|
||||
.build();
|
||||
|
||||
RedisVectorStore redisVectorStore = new RedisVectorStore(config, transformersEmbeddingModel,
|
||||
new JedisPooled(redisProperties.getHost(), redisProperties.getPort()),
|
||||
properties.isInitializeSchema());
|
||||
redisVectorStore.afterPropertiesSet();
|
||||
return redisVectorStore;
|
||||
}
|
||||
// @Bean
|
||||
// @Lazy // TODO 芋艿:临时注释,避免无法启动
|
||||
// public RedisVectorStore vectorStore(TongYiTextEmbeddingModel tongYiTextEmbeddingModel, RedisVectorStoreProperties properties,
|
||||
// RedisProperties redisProperties) {
|
||||
// var config = RedisVectorStore.RedisVectorStoreConfig.builder()
|
||||
// .withIndexName(properties.getIndex())
|
||||
// .withPrefix(properties.getPrefix())
|
||||
// .build();
|
||||
//
|
||||
// RedisVectorStore redisVectorStore = new RedisVectorStore(config, tongYiTextEmbeddingModel,
|
||||
// new JedisPooled(redisProperties.getHost(), redisProperties.getPort()),
|
||||
// properties.isInitializeSchema());
|
||||
// redisVectorStore.afterPropertiesSet();
|
||||
// return redisVectorStore;
|
||||
// }
|
||||
|
||||
@Bean
|
||||
@Lazy // TODO 芋艿:临时注释,避免无法启动
|
||||
|
@ -114,4 +118,10 @@ public class YudaoAiAutoConfiguration {
|
|||
return new TokenTextSplitter(500, 100, 5, 10000, true);
|
||||
}
|
||||
|
||||
@Bean
|
||||
@Lazy // TODO 芋艿:临时注释,避免无法启动
|
||||
public TokenCountEstimator tokenCountEstimator() {
|
||||
return new JTokkitTokenCountEstimator();
|
||||
}
|
||||
|
||||
}
|
|
@ -4,6 +4,7 @@ import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
|
|||
import cn.iocoder.yudao.framework.ai.core.model.midjourney.api.MidjourneyApi;
|
||||
import cn.iocoder.yudao.framework.ai.core.model.suno.api.SunoApi;
|
||||
import org.springframework.ai.chat.model.ChatModel;
|
||||
import org.springframework.ai.embedding.EmbeddingModel;
|
||||
import org.springframework.ai.image.ImageModel;
|
||||
|
||||
/**
|
||||
|
@ -25,6 +26,18 @@ public interface AiModelFactory {
|
|||
*/
|
||||
ChatModel getOrCreateChatModel(AiPlatformEnum platform, String apiKey, String url);
|
||||
|
||||
/**
|
||||
* 基于指定配置,获得 EmbeddingModel 对象
|
||||
* <p>
|
||||
* 如果不存在,则进行创建
|
||||
*
|
||||
* @param platform 平台
|
||||
* @param apiKey API KEY
|
||||
* @param url API URL
|
||||
* @return ChatModel 对象
|
||||
*/
|
||||
EmbeddingModel getOrCreateEmbeddingModel(AiPlatformEnum platform, String apiKey, String url);
|
||||
|
||||
/**
|
||||
* 基于默认配置,获得 ChatModel 对象
|
||||
*
|
||||
|
|
|
@ -21,6 +21,7 @@ import com.alibaba.cloud.ai.tongyi.image.TongYiImagesModel;
|
|||
import com.alibaba.cloud.ai.tongyi.image.TongYiImagesProperties;
|
||||
import com.alibaba.dashscope.aigc.generation.Generation;
|
||||
import com.alibaba.dashscope.aigc.imagesynthesis.ImageSynthesis;
|
||||
import com.alibaba.dashscope.embeddings.TextEmbedding;
|
||||
import com.azure.ai.openai.OpenAIClient;
|
||||
import org.springframework.ai.autoconfigure.azure.openai.AzureOpenAiAutoConfiguration;
|
||||
import org.springframework.ai.autoconfigure.azure.openai.AzureOpenAiChatProperties;
|
||||
|
@ -37,6 +38,7 @@ import org.springframework.ai.autoconfigure.zhipuai.ZhiPuAiConnectionProperties;
|
|||
import org.springframework.ai.autoconfigure.zhipuai.ZhiPuAiImageProperties;
|
||||
import org.springframework.ai.azure.openai.AzureOpenAiChatModel;
|
||||
import org.springframework.ai.chat.model.ChatModel;
|
||||
import org.springframework.ai.embedding.EmbeddingModel;
|
||||
import org.springframework.ai.image.ImageModel;
|
||||
import org.springframework.ai.model.function.FunctionCallbackContext;
|
||||
import org.springframework.ai.ollama.OllamaChatModel;
|
||||
|
@ -97,6 +99,21 @@ public class AiModelFactoryImpl implements AiModelFactory {
|
|||
});
|
||||
}
|
||||
|
||||
@Override
|
||||
public EmbeddingModel getOrCreateEmbeddingModel(AiPlatformEnum platform, String apiKey, String url) {
|
||||
String cacheKey = buildClientCacheKey(EmbeddingModel.class, platform, apiKey, url);
|
||||
return Singleton.get(cacheKey, (Func0<EmbeddingModel>) () -> {
|
||||
// TODO @xin 先测试一个
|
||||
switch (platform) {
|
||||
case TONG_YI:
|
||||
return buildTongYiEmbeddingModel(apiKey);
|
||||
default:
|
||||
throw new IllegalArgumentException(StrUtil.format("未知平台({})", platform));
|
||||
}
|
||||
});
|
||||
}
|
||||
|
||||
|
||||
@Override
|
||||
public ChatModel getDefaultChatModel(AiPlatformEnum platform) {
|
||||
//noinspection EnhancedSwitchMigration
|
||||
|
@ -239,7 +256,7 @@ public class AiModelFactoryImpl implements AiModelFactory {
|
|||
|
||||
/**
|
||||
* 可参考 {@link ZhiPuAiAutoConfiguration#zhiPuAiChatModel(
|
||||
* ZhiPuAiConnectionProperties, ZhiPuAiChatProperties, RestClient.Builder, List, FunctionCallbackContext, RetryTemplate, ResponseErrorHandler)}
|
||||
*ZhiPuAiConnectionProperties, ZhiPuAiChatProperties, RestClient.Builder, List, FunctionCallbackContext, RetryTemplate, ResponseErrorHandler)}
|
||||
*/
|
||||
private ZhiPuAiChatModel buildZhiPuChatModel(String apiKey, String url) {
|
||||
url = StrUtil.blankToDefault(url, ZhiPuAiConnectionProperties.DEFAULT_BASE_URL);
|
||||
|
@ -249,7 +266,7 @@ public class AiModelFactoryImpl implements AiModelFactory {
|
|||
|
||||
/**
|
||||
* 可参考 {@link ZhiPuAiAutoConfiguration#zhiPuAiImageModel(
|
||||
* ZhiPuAiConnectionProperties, ZhiPuAiImageProperties, RestClient.Builder, RetryTemplate, ResponseErrorHandler)}
|
||||
*ZhiPuAiConnectionProperties, ZhiPuAiImageProperties, RestClient.Builder, RetryTemplate, ResponseErrorHandler)}
|
||||
*/
|
||||
private ZhiPuAiImageModel buildZhiPuAiImageModel(String apiKey, String url) {
|
||||
url = StrUtil.blankToDefault(url, ZhiPuAiConnectionProperties.DEFAULT_BASE_URL);
|
||||
|
@ -315,4 +332,15 @@ public class AiModelFactoryImpl implements AiModelFactory {
|
|||
return new StabilityAiImageModel(stabilityAiApi);
|
||||
}
|
||||
|
||||
// ========== 各种创建 EmbeddingModel 的方法 ==========
|
||||
|
||||
/**
|
||||
* 可参考 {@link TongYiAutoConfiguration#tongYiTextEmbeddingClient(TextEmbedding, TongYiConnectionProperties)}
|
||||
*/
|
||||
private EmbeddingModel buildTongYiEmbeddingModel(String apiKey) {
|
||||
TongYiConnectionProperties connectionProperties = new TongYiConnectionProperties();
|
||||
connectionProperties.setApiKey(apiKey);
|
||||
return new TongYiAutoConfiguration().tongYiTextEmbeddingClient(SpringUtil.getBean(TextEmbedding.class), connectionProperties);
|
||||
}
|
||||
|
||||
}
|
||||
|
|
|
@ -0,0 +1,27 @@
|
|||
package cn.iocoder.yudao.framework.ai.core.factory;
|
||||
|
||||
import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
|
||||
import org.springframework.ai.embedding.EmbeddingModel;
|
||||
import org.springframework.ai.vectorstore.VectorStore;
|
||||
|
||||
/**
|
||||
* AI Vector 模型工厂的接口类
|
||||
* @author xiaoxin
|
||||
*/
|
||||
public interface AiVectorStoreFactory {
|
||||
|
||||
|
||||
/**
|
||||
* 基于指定配置,获得 VectorStore 对象
|
||||
* <p>
|
||||
* 如果不存在,则进行创建
|
||||
*
|
||||
* @param embeddingModel 嵌入模型
|
||||
* @param platform 平台
|
||||
* @param apiKey API KEY
|
||||
* @param url API URL
|
||||
* @return VectorStore 对象
|
||||
*/
|
||||
VectorStore getOrCreateVectorStore(EmbeddingModel embeddingModel, AiPlatformEnum platform, String apiKey, String url);
|
||||
|
||||
}
|
|
@ -0,0 +1,51 @@
|
|||
package cn.iocoder.yudao.framework.ai.core.factory;
|
||||
|
||||
import cn.hutool.core.lang.Singleton;
|
||||
import cn.hutool.core.lang.func.Func0;
|
||||
import cn.hutool.core.util.ArrayUtil;
|
||||
import cn.hutool.core.util.StrUtil;
|
||||
import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
|
||||
import cn.iocoder.yudao.framework.common.util.spring.SpringUtils;
|
||||
import org.springframework.ai.embedding.EmbeddingModel;
|
||||
import org.springframework.ai.vectorstore.RedisVectorStore;
|
||||
import org.springframework.ai.vectorstore.VectorStore;
|
||||
import org.springframework.boot.autoconfigure.data.redis.RedisProperties;
|
||||
import redis.clients.jedis.JedisPooled;
|
||||
|
||||
/**
|
||||
* AI Vector 模型工厂的实现类
|
||||
* 使用 redisVectorStore 实现 VectorStore
|
||||
*
|
||||
* @author xiaoxin
|
||||
*/
|
||||
public class AiVectorStoreFactoryImpl implements AiVectorStoreFactory {
|
||||
|
||||
@Override
|
||||
public VectorStore getOrCreateVectorStore(EmbeddingModel embeddingModel, AiPlatformEnum platform, String apiKey, String url) {
|
||||
String cacheKey = buildClientCacheKey(VectorStore.class, platform, apiKey, url);
|
||||
return Singleton.get(cacheKey, (Func0<VectorStore>) () -> {
|
||||
// TODO 芋艿 @xin 这两个配置取哪好呢
|
||||
// TODO 不同模型的向量维度可能会不一样,目前看貌似是以 index 来做区分的,维度不一样存不到一个 index 上
|
||||
String index = "default-index";
|
||||
String prefix = "default:";
|
||||
var config = RedisVectorStore.RedisVectorStoreConfig.builder()
|
||||
.withIndexName(index)
|
||||
.withPrefix(prefix)
|
||||
.build();
|
||||
RedisProperties redisProperties = SpringUtils.getBean(RedisProperties.class);
|
||||
RedisVectorStore redisVectorStore = new RedisVectorStore(config, embeddingModel,
|
||||
new JedisPooled(redisProperties.getHost(), redisProperties.getPort()),
|
||||
true);
|
||||
redisVectorStore.afterPropertiesSet();
|
||||
return redisVectorStore;
|
||||
});
|
||||
}
|
||||
|
||||
|
||||
private static String buildClientCacheKey(Class<?> clazz, Object... params) {
|
||||
if (ArrayUtil.isEmpty(params)) {
|
||||
return clazz.getName();
|
||||
}
|
||||
return StrUtil.format("{}#{}", clazz.getName(), ArrayUtil.join(params, "_"));
|
||||
}
|
||||
}
|
|
@ -19,6 +19,7 @@ import org.springframework.ai.embedding.EmbeddingModel;
|
|||
import org.springframework.ai.vectorstore.RedisVectorStore;
|
||||
import org.springframework.ai.vectorstore.RedisVectorStore.RedisVectorStoreConfig;
|
||||
import org.springframework.boot.autoconfigure.AutoConfiguration;
|
||||
import org.springframework.boot.autoconfigure.condition.ConditionalOnBean;
|
||||
import org.springframework.boot.autoconfigure.condition.ConditionalOnClass;
|
||||
import org.springframework.boot.autoconfigure.condition.ConditionalOnMissingBean;
|
||||
import org.springframework.boot.autoconfigure.data.redis.RedisAutoConfiguration;
|
||||
|
@ -38,7 +39,7 @@ import redis.clients.jedis.JedisPooled;
|
|||
*/
|
||||
@AutoConfiguration(after = RedisAutoConfiguration.class)
|
||||
@ConditionalOnClass({JedisPooled.class, JedisConnectionFactory.class, RedisVectorStore.class, EmbeddingModel.class})
|
||||
//@ConditionalOnBean(JedisConnectionFactory.class)
|
||||
@ConditionalOnBean(JedisConnectionFactory.class)
|
||||
@EnableConfigurationProperties(RedisVectorStoreProperties.class)
|
||||
public class RedisVectorStoreAutoConfiguration {
|
||||
|
||||
|
|
Binary file not shown.
Loading…
Reference in New Issue