feat(ai): 集成 Pinecone 向量数据库并实现知识库 RAG 功能

云

2 天以前 ad346a7e1f1c35b09a5550c1b60cebe68f0619bf

 src/main/java/com/ruoyi/approve/controller/KnowledgeBaseController.java

@@ -2,16 +2,25 @@

import com.baomidou.mybatisplus.core.toolkit.CollectionUtils;
import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
import com.ruoyi.approve.dto.KnowledgeBaseVectorVO;
import com.ruoyi.approve.pojo.KnowledgeBase;
import com.ruoyi.approve.pojo.KnowledgeBaseVector;
import com.ruoyi.approve.service.KnowledgeBaseService;
import com.ruoyi.approve.service.KnowledgeBaseVectorService;
import com.ruoyi.basic.dto.StorageAttachmentDTO;
import com.ruoyi.basic.dto.StorageBlobDTO;
import com.ruoyi.basic.pojo.StorageBlob;
import com.ruoyi.basic.service.StorageAttachmentService;
import com.ruoyi.basic.service.StorageBlobService;
import com.ruoyi.common.utils.poi.ExcelUtil;
import com.ruoyi.framework.web.domain.AjaxResult;
import io.swagger.v3.oas.annotations.tags.Tag;
import io.swagger.v3.oas.annotations.Operation;
import io.swagger.v3.oas.annotations.tags.Tag;
import jakarta.servlet.http.HttpServletResponse;
import lombok.AllArgsConstructor;
import org.springframework.web.bind.annotation.*;

import java.util.ArrayList;
import java.util.List;

@RestController
@@ -20,40 +29,42 @@
@Tag(name = "知识库管理")
public class KnowledgeBaseController {
    private KnowledgeBaseService knowledgeBaseService;
    private KnowledgeBaseVectorService knowledgeBaseVectorService;
    private StorageAttachmentService storageAttachmentService;
    private StorageBlobService storageBlobService;

    /**、
    /**
     * 获取列表
     * @return
     */
    @GetMapping("/getList")
    public AjaxResult getList(@RequestParam(defaultValue = "1") long current,
                              @RequestParam(defaultValue = "10") long size, KnowledgeBase knowledgeBase) {
        Page page = new Page(current, size);
        return AjaxResult.success(knowledgeBaseService.listpage(page,knowledgeBase));
        return AjaxResult.success(knowledgeBaseService.listpage(page, knowledgeBase));
    }
    /**、
     * 增添
     * @return

    /**
     * 新增知识库
     */
    @PostMapping("/add")
    public AjaxResult add(@RequestBody KnowledgeBase knowledgeBase){
    public AjaxResult add(@RequestBody KnowledgeBase knowledgeBase) {
        return AjaxResult.success(knowledgeBaseService.save(knowledgeBase));
    }

    /**
     * 更新
     * @return
     * 更新知识库
     */
    @PostMapping("/update")
    public AjaxResult update(@RequestBody KnowledgeBase knowledgeBase){
    public AjaxResult update(@RequestBody KnowledgeBase knowledgeBase) {
        return AjaxResult.success(knowledgeBaseService.updateById(knowledgeBase));
    }

    /**
     * 删除
     * @return
     * 删除知识库
     */
    @DeleteMapping("/delete")
    public AjaxResult delete(@RequestBody List<Long> ids){
        if(CollectionUtils.isEmpty(ids)) return AjaxResult.error("请传入要删除的ID");
    public AjaxResult delete(@RequestBody List<Long> ids) {
        if (CollectionUtils.isEmpty(ids)) return AjaxResult.error("请传入要删除的ID");
        return AjaxResult.success(knowledgeBaseService.removeByIds(ids));
    }

@@ -65,4 +76,101 @@
        util.exportExcel(response, accountExpenses, "知识库管理导出");
    }

}
    /**
     * 查询知识库文件向量化状态
     */
    @GetMapping("/vector/status/{knowledgeBaseId}")
    @Operation(summary = "查询知识库文件向量化状态")
    public AjaxResult getVectorStatus(@PathVariable Long knowledgeBaseId) {
        List<KnowledgeBaseVectorVO> list = knowledgeBaseVectorService.getVectorStatusByKnowledgeBaseId(knowledgeBaseId);
        return AjaxResult.success(list);
    }

    /**
     * 重新向量化文件
     */
    @PostMapping("/vector/reprocess/{vectorId}")
    @Operation(summary = "重新向量化文件")
    public AjaxResult reprocessVector(@PathVariable Long vectorId) {
        knowledgeBaseVectorService.reprocessVector(vectorId);
        return AjaxResult.success("已重新提交向量化任务");
    }

    /**
     * 保存知识库文件关联（文件上传后调用）
     * 上传流程：
     * 1. 先调用 /common/upload 上传文件，获取 storageBlobDTOs
     * 2. 再调用此接口关联文件到知识库并触发向量化
     */
    @PostMapping("/file/save")
    @Operation(summary = "保存知识库文件关联")
    public AjaxResult saveKnowledgeBaseFiles(@RequestBody KnowledgeBaseFileDTO dto) {
        if (dto.getKnowledgeBaseId() == null) {
            return AjaxResult.error("知识库ID不能为空");
        }
        if (CollectionUtils.isEmpty(dto.getStorageBlobIds())) {
            return AjaxResult.error("文件ID不能为空");
        }

        // 保存附件关联
        StorageAttachmentDTO attachmentDTO = new StorageAttachmentDTO();
        attachmentDTO.setRecordType("knowledge_base");
        attachmentDTO.setRecordId(dto.getKnowledgeBaseId());
        attachmentDTO.setApplication("rag_file");
        List<StorageBlobDTO> blobDTOs = new ArrayList<>();
        for (Long blobId : dto.getStorageBlobIds()) {
            StorageBlobDTO blobDTO = new StorageBlobDTO();
            blobDTO.setId(blobId);
            blobDTOs.add(blobDTO);
        }
        attachmentDTO.setStorageBlobDTOs(blobDTOs);
        storageAttachmentService.saveStorageAttachment(attachmentDTO);

        // 创建向量记录并触发向量化
        for (Long blobId : dto.getStorageBlobIds()) {
            StorageBlob blob = storageBlobService.getById(blobId);
            if (blob != null) {
                String fileName = blob.getOriginalFilename();
                String fileType = getFileExtension(fileName);

                knowledgeBaseVectorService.createVectorRecord(
                        dto.getKnowledgeBaseId(),
                        blobId,
                        fileName,
                        fileType
                );
            }
        }

        return AjaxResult.success();
    }

    private String getFileExtension(String fileName) {
        if (fileName == null || !fileName.contains(".")) {
            return "unknown";
        }
        return fileName.substring(fileName.lastIndexOf('.') + 1).toLowerCase();
    }

    /**
     * 删除知识库文件
     */
    @DeleteMapping("/file/delete")
    @Operation(summary = "删除知识库文件")
    public AjaxResult deleteKnowledgeBaseFiles(@RequestBody List<Long> vectorIds) {
        if (CollectionUtils.isEmpty(vectorIds)) {
            return AjaxResult.error("请选择要删除的文件");
        }
        knowledgeBaseVectorService.deleteVectors(vectorIds);
        return AjaxResult.success();
    }

    /**
     * 知识库文件DTO
     */
    @lombok.Data
    public static class KnowledgeBaseFileDTO {
        private Long knowledgeBaseId;
        private List<Long> storageBlobIds;
    }
}