pdf-qa-server/src/main/java/com/supervision/pdfqaserver/service/impl/KnowledgeGraphServiceImpl.java

package com.supervision.pdfqaserver.service.impl;

import cn.hutool.core.collection.CollUtil;
import cn.hutool.core.date.TimeInterval;
import cn.hutool.core.util.StrUtil;
import com.supervision.pdfqaserver.constant.DomainMetaGenerationEnum;
import com.supervision.pdfqaserver.domain.ChineseEnglishWords;
import com.supervision.pdfqaserver.domain.DomainMetadata;
import com.supervision.pdfqaserver.dto.*;
import com.supervision.pdfqaserver.domain.PdfAnalysisOutput;
import com.supervision.pdfqaserver.service.*;
import lombok.RequiredArgsConstructor;
import lombok.extern.slf4j.Slf4j;
import org.springframework.stereotype.Service;
import java.util.ArrayList;
import java.util.List;

@Slf4j
@Service
@RequiredArgsConstructor
public class KnowledgeGraphServiceImpl implements KnowledgeGraphService {

    private final TripleConversionPipeline tripleConversionPipeline;

    private final TripleToCypherExecutor tripleToCypherExecutor;

    private final ChineseEnglishWordsService chineseEnglishWordsService;

    private final DocumentTruncationService documentTruncationService;

    private final DomainMetadataService domainMetadataService;

    private final PdfAnalysisOutputService pdfAnalysisOutputService;

    private final TruncationEntityExtractionService truncationEntityExtractionService;

    private final TruncationRelationExtractionService relationExtractionService;

    private final ChinesEsToEnglishGenerator chinesEsToEnglishGenerator;

    @Override
    public void generateGraph(String documentId) {
        List<PdfAnalysisOutput> pdfAnalysisOutputs = pdfAnalysisOutputService.queryByPdfId(Integer.valueOf(documentId));
        if (CollUtil.isEmpty(pdfAnalysisOutputs)) {
            log.info("没有找到pdfId为{}的pdf分析结果", documentId);
            return;
        }
        List<DocumentDTO> documentDTOList = pdfAnalysisOutputs.stream().map(DocumentDTO::new).toList();
        // 对文档进行切分
        TimeInterval timer = new TimeInterval();
        timer.start("sliceDocuments");
        log.info("开始切分文档,初始文档个数:{}",documentDTOList.size());
        List<TruncateDTO> truncateDTOS = tripleConversionPipeline.sliceDocuments(documentDTOList);
        log.info("切分文档完成,切分后文档个数:{},耗时:{}秒",truncateDTOS.size(), timer.intervalSecond("sliceDocuments"));
        // 保存分片信息
        documentTruncationService.batchSave(truncateDTOS);

        // 对切分后的文档进行命名实体识别
        timer.start("doEre");
        log.info("开始命名实体识别...");
        List<EREDTO> eredtoList = new ArrayList<>();
        for (TruncateDTO truncateDTO : truncateDTOS) {
            EREDTO eredto = tripleConversionPipeline.doEre(truncateDTO);
            if (null == eredto){
                continue;
            }
            // 保存实体关系抽取结果
            this.saveERE(eredto, truncateDTO.getId());
            eredtoList.add(eredto);
        }
        log.info("命名实体识别完成,耗时:{}秒", timer.intervalSecond("doEre"));

        // 合并实体关系抽取结果
        log.info("开始合并实体关系抽取结果...");
        List<EREDTO> mergedList = tripleConversionPipeline.mergeEreResults(eredtoList);
        log.info("合并实体关系抽取结果完成,合并后个数:{}", mergedList.size());

        // 保存领域元数据
        log.info("开始保存领域元数据...");
        for (EREDTO eredto : mergedList) {
            List<RelationExtractionDTO> relations = eredto.getRelations();
            if (CollUtil.isEmpty(relations)){
                continue;
            }
            for (RelationExtractionDTO relation : relations) {
                DomainMetadata domainMetadata = relation.toDomainMetadata();
                domainMetadata.setDomainType("1");
                domainMetadata.setGenerationType(DomainMetaGenerationEnum.SYSTEM_AUTO_GENERATION.getCode());
                domainMetadataService.saveIfNotExists(domainMetadata);
            }
        }
        log.info("保存领域元数据完成....");

        // 保存字典
        log.info("开始保存字典...");
        List<ChineseEnglishWords> allWords = chineseEnglishWordsService.queryAll();
        int wordsSize = allWords.size();
        for (EREDTO eredto : mergedList) {
            List<EntityExtractionDTO> entities = eredto.getEntities();
            if (CollUtil.isNotEmpty(entities)){
                for (EntityExtractionDTO entityDTO : entities) {
                    saveWordsIfNecessary(entityDTO.getEntity(), allWords);
                    if (CollUtil.isNotEmpty(entityDTO.getAttributes())){
                        for (ERAttributeDTO attribute : entityDTO.getAttributes()) {
                            saveWordsIfNecessary(attribute.getAttribute(), allWords);
                        }
                    }
                }
            }
            List<RelationExtractionDTO> relations = eredto.getRelations();
            if (CollUtil.isNotEmpty(relations)){
                for (RelationExtractionDTO relationDTO : relations) {
                    saveWordsIfNecessary(relationDTO.getRelation(), allWords);
                    if (CollUtil.isNotEmpty(relationDTO.getAttributes())){
                        for (ERAttributeDTO attribute : relationDTO.getAttributes()) {
                            saveWordsIfNecessary(attribute.getAttribute(), allWords);
                        }
                    }
                }
            }
        }
        log.info("保存字典完成,新增字典个数:{}", allWords.size() - wordsSize);
        // 生成cypher语句
        for (EREDTO eredto : mergedList) {
            if (CollUtil.isEmpty(eredto.getEntities()) && CollUtil.isEmpty(eredto.getRelations())){
                continue;
            }
            eredto.setEn(allWords);
            tripleToCypherExecutor.saveERE(eredto);
        }

    }


    private void saveWordsIfNecessary(String word, List<ChineseEnglishWords> allWords) {
        boolean exists = chineseEnglishWordsService.wordsExists(word, allWords);
        if (exists){
            return;
        }
        String generate = chinesEsToEnglishGenerator.generate(word);
        if (StrUtil.isEmpty(generate)){
            log.warn("生成英文名称失败，entity:{}", word);
            return;
        }
        ChineseEnglishWords words = new ChineseEnglishWords();
        words.setChineseWord(word);
        words.setEnglishWord(generate);
        chineseEnglishWordsService.saveIfNotExists(words);
        allWords.add(words);// 更新缓存
    }

    @Override
    public void queryGraph(String databaseId, String query) {

    }

    @Override
    public void saveERE(EREDTO eredto, String truncationId) {

        // 保存实体信息
        truncationEntityExtractionService.saveERE(eredto.getEntities());

        // 保存关系
        relationExtractionService.saveERE(eredto.getRelations());
    }

}