diff --git a/easyflow-api/easyflow-api-admin/src/main/java/tech/easyflow/admin/controller/ai/DocumentCollectionController.java b/easyflow-api/easyflow-api-admin/src/main/java/tech/easyflow/admin/controller/ai/DocumentCollectionController.java index b2e3865..904592c 100644 --- a/easyflow-api/easyflow-api-admin/src/main/java/tech/easyflow/admin/controller/ai/DocumentCollectionController.java +++ b/easyflow-api/easyflow-api-admin/src/main/java/tech/easyflow/admin/controller/ai/DocumentCollectionController.java @@ -52,6 +52,17 @@ public class DocumentCollectionController extends BaseCurdController onSaveOrUpdateBefore(DocumentCollection entity, boolean isSave) { String alias = entity.getAlias(); + String collectionType = entity.getCollectionType(); + if (isSave && !StringUtils.hasLength(collectionType)) { + entity.setCollectionType(DocumentCollection.TYPE_DOCUMENT); + } else if (!DocumentCollection.TYPE_DOCUMENT.equalsIgnoreCase(collectionType) + && !DocumentCollection.TYPE_FAQ.equalsIgnoreCase(collectionType)) { + if (StringUtils.hasLength(collectionType)) { + throw new BusinessException("知识库类型不正确"); + } + } else { + entity.setCollectionType(collectionType.toUpperCase()); + } if (StringUtils.hasLength(alias)){ DocumentCollection knowledge = service.getByAlias(alias); @@ -94,7 +105,7 @@ public class DocumentCollectionController extends BaseCurdController onRemoveBefore(Collection ids) { QueryWrapper queryWrapper = QueryWrapper.create(); - queryWrapper.in(BotDocumentCollection::getId, ids); + queryWrapper.in(BotDocumentCollection::getDocumentCollectionId, ids); boolean exists = botDocumentCollectionService.exists(queryWrapper); if (exists){ diff --git a/easyflow-api/easyflow-api-admin/src/main/java/tech/easyflow/admin/controller/ai/DocumentController.java b/easyflow-api/easyflow-api-admin/src/main/java/tech/easyflow/admin/controller/ai/DocumentController.java index 3968436..db0d474 100644 --- a/easyflow-api/easyflow-api-admin/src/main/java/tech/easyflow/admin/controller/ai/DocumentController.java +++ b/easyflow-api/easyflow-api-admin/src/main/java/tech/easyflow/admin/controller/ai/DocumentController.java @@ -6,7 +6,6 @@ import com.mybatisflex.core.query.QueryWrapper; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.beans.factory.annotation.Value; import org.springframework.core.io.ClassPathResource; -import org.springframework.http.MediaType; import org.springframework.transaction.annotation.Transactional; import org.springframework.web.bind.annotation.*; import tech.easyflow.ai.entity.Document; @@ -105,13 +104,7 @@ public class DocumentController extends BaseCurdController documentList = documentService.getDocumentList(kbSlug, pageSize, pageNumber,fileName); + DocumentCollection knowledge = getDocumentCollection(kbSlug); + Page documentList = documentService.getDocumentList(knowledge.getId().toString(), pageSize, pageNumber,fileName); return Result.ok(documentList); } @@ -155,6 +149,10 @@ public class DocumentController extends BaseCurdController textSplit(@JsonBody DocumentCollectionSplitParams documentCollectionSplitParams) { + if (documentCollectionSplitParams.getKnowledgeId() == null) { + throw new BusinessException("知识库id不能为空"); + } + getDocumentCollection(documentCollectionSplitParams.getKnowledgeId().toString()); return documentService.textSplit(documentCollectionSplitParams); } @@ -221,4 +219,17 @@ public class DocumentController extends BaseCurdController { + + public FaqItemController(FaqItemService service) { + super(service); + } + + @Override + @GetMapping("list") + @SaCheckPermission("/api/v1/documentCollection/query") + public Result> list(FaqItem entity, Boolean asTree, String sortKey, String sortType) { + return super.list(entity, asTree, sortKey, sortType); + } + + @Override + @GetMapping("page") + @SaCheckPermission("/api/v1/documentCollection/query") + public Result> page(HttpServletRequest request, String sortKey, String sortType, Long pageNumber, Long pageSize) { + return super.page(request, sortKey, sortType, pageNumber, pageSize); + } + + @Override + @GetMapping("detail") + @SaCheckPermission("/api/v1/documentCollection/query") + public Result detail(String id) { + return super.detail(id); + } + + @Override + @PostMapping("save") + @SaCheckPermission("/api/v1/documentCollection/save") + public Result save(@JsonBody FaqItem entity) { + return Result.ok(service.saveFaqItem(entity)); + } + + @Override + @PostMapping("update") + @SaCheckPermission("/api/v1/documentCollection/save") + public Result update(@JsonBody FaqItem entity) { + return Result.ok(service.updateFaqItem(entity)); + } + + @Override + @PostMapping("remove") + @SaCheckPermission("/api/v1/documentCollection/remove") + public Result remove(@JsonBody(value = "id", required = true) Serializable id) { + return Result.ok(service.removeFaqItem(new java.math.BigInteger(String.valueOf(id)))); + } + + @Override + protected String getDefaultOrderBy() { + return "order_no asc"; + } +} diff --git a/easyflow-modules/easyflow-module-ai/pom.xml b/easyflow-modules/easyflow-module-ai/pom.xml index 7562465..760a647 100644 --- a/easyflow-modules/easyflow-module-ai/pom.xml +++ b/easyflow-modules/easyflow-module-ai/pom.xml @@ -64,6 +64,10 @@ cn.hutool hutool-core + + org.jsoup + jsoup + tech.easyflow easyflow-module-system diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/config/SearcherFactory.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/config/SearcherFactory.java index 9ac6890..a254c03 100644 --- a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/config/SearcherFactory.java +++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/config/SearcherFactory.java @@ -4,7 +4,6 @@ import com.easyagents.engine.es.ElasticSearcher; import com.easyagents.search.engine.lucene.LuceneSearcher; import com.easyagents.search.engine.service.DocumentSearcher; import org.springframework.beans.factory.annotation.Autowired; -import org.springframework.beans.factory.annotation.Value; import org.springframework.context.annotation.Bean; import org.springframework.context.annotation.Configuration; @@ -29,6 +28,9 @@ public class SearcherFactory { public DocumentSearcher getSearcher(String defaultSearcherType) { + if (defaultSearcherType == null) { + defaultSearcherType = "lucene"; + } switch (defaultSearcherType) { case "elasticSearch": return new ElasticSearcher(aiEsConfig); @@ -37,4 +39,4 @@ public class SearcherFactory { return new LuceneSearcher(luceneConfig); } } -} \ No newline at end of file +} diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/DocumentCollection.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/DocumentCollection.java index b5e0a71..c8d1c9d 100644 --- a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/DocumentCollection.java +++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/DocumentCollection.java @@ -34,6 +34,9 @@ import java.util.Map; @Table("tb_document_collection") public class DocumentCollection extends DocumentCollectionBase { + public static final String TYPE_DOCUMENT = "DOCUMENT"; + public static final String TYPE_FAQ = "FAQ"; + /** * 文档块问题集合配置key */ @@ -98,6 +101,14 @@ public class DocumentCollection extends DocumentCollectionBase { return this.getVectorStoreEnable() != null && this.getVectorStoreEnable(); } + public boolean isFaqCollection() { + return TYPE_FAQ.equalsIgnoreCase(this.getCollectionType()); + } + + public boolean isDocumentCollection() { + return !isFaqCollection(); + } + public boolean isSearchEngineEnabled() { return this.getSearchEngineEnable() != null && this.getSearchEngineEnable(); } diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/FaqItem.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/FaqItem.java new file mode 100644 index 0000000..e6bf650 --- /dev/null +++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/FaqItem.java @@ -0,0 +1,8 @@ +package tech.easyflow.ai.entity; + +import com.mybatisflex.annotation.Table; +import tech.easyflow.ai.entity.base.FaqItemBase; + +@Table("tb_faq_item") +public class FaqItem extends FaqItemBase { +} diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/base/DocumentCollectionBase.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/base/DocumentCollectionBase.java index 55cc5ca..4098a31 100644 --- a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/base/DocumentCollectionBase.java +++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/base/DocumentCollectionBase.java @@ -4,11 +4,12 @@ import com.mybatisflex.annotation.Column; import com.mybatisflex.annotation.Id; import com.mybatisflex.annotation.KeyType; import com.mybatisflex.core.handler.FastjsonTypeHandler; +import tech.easyflow.common.entity.DateEntity; + import java.io.Serializable; import java.math.BigInteger; import java.util.Date; import java.util.Map; -import tech.easyflow.common.entity.DateEntity; public class DocumentCollectionBase extends DateEntity implements Serializable { @@ -21,6 +22,12 @@ public class DocumentCollectionBase extends DateEntity implements Serializable { @Id(keyType = KeyType.Generator, value = "snowFlakeId", comment = "Id") private BigInteger id; + /** + * 知识库类型: DOCUMENT/FAQ + */ + @Column(comment = "知识库类型: DOCUMENT/FAQ") + private String collectionType; + /** * 别名 */ @@ -161,6 +168,14 @@ public class DocumentCollectionBase extends DateEntity implements Serializable { this.id = id; } + public String getCollectionType() { + return collectionType; + } + + public void setCollectionType(String collectionType) { + this.collectionType = collectionType; + } + public String getAlias() { return alias; } diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/base/FaqItemBase.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/base/FaqItemBase.java new file mode 100644 index 0000000..a339aab --- /dev/null +++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/entity/base/FaqItemBase.java @@ -0,0 +1,137 @@ +package tech.easyflow.ai.entity.base; + +import com.mybatisflex.annotation.Column; +import com.mybatisflex.annotation.Id; +import com.mybatisflex.annotation.KeyType; +import com.mybatisflex.core.handler.FastjsonTypeHandler; + +import java.io.Serializable; +import java.math.BigInteger; +import java.util.Date; +import java.util.Map; + +public class FaqItemBase implements Serializable { + + private static final long serialVersionUID = 1L; + + @Id(keyType = KeyType.Generator, value = "snowFlakeId") + private BigInteger id; + + @Column(comment = "知识库ID") + private BigInteger collectionId; + + @Column(comment = "问题") + private String question; + + @Column(comment = "答案HTML") + private String answerHtml; + + @Column(comment = "答案纯文本") + private String answerText; + + @Column(comment = "排序") + private Integer orderNo; + + @Column(typeHandler = FastjsonTypeHandler.class, comment = "扩展项") + private Map options; + + @Column(comment = "创建时间") + private Date created; + + @Column(comment = "创建人") + private BigInteger createdBy; + + @Column(comment = "更新时间") + private Date modified; + + @Column(comment = "更新人") + private BigInteger modifiedBy; + + public BigInteger getId() { + return id; + } + + public void setId(BigInteger id) { + this.id = id; + } + + public BigInteger getCollectionId() { + return collectionId; + } + + public void setCollectionId(BigInteger collectionId) { + this.collectionId = collectionId; + } + + public String getQuestion() { + return question; + } + + public void setQuestion(String question) { + this.question = question; + } + + public String getAnswerHtml() { + return answerHtml; + } + + public void setAnswerHtml(String answerHtml) { + this.answerHtml = answerHtml; + } + + public String getAnswerText() { + return answerText; + } + + public void setAnswerText(String answerText) { + this.answerText = answerText; + } + + public Integer getOrderNo() { + return orderNo; + } + + public void setOrderNo(Integer orderNo) { + this.orderNo = orderNo; + } + + public Map getOptions() { + return options; + } + + public void setOptions(Map options) { + this.options = options; + } + + public Date getCreated() { + return created; + } + + public void setCreated(Date created) { + this.created = created; + } + + public BigInteger getCreatedBy() { + return createdBy; + } + + public void setCreatedBy(BigInteger createdBy) { + this.createdBy = createdBy; + } + + public Date getModified() { + return modified; + } + + public void setModified(Date modified) { + this.modified = modified; + } + + public BigInteger getModifiedBy() { + return modifiedBy; + } + + public void setModifiedBy(BigInteger modifiedBy) { + this.modifiedBy = modifiedBy; + } +} diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/mapper/FaqItemMapper.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/mapper/FaqItemMapper.java new file mode 100644 index 0000000..6529ac6 --- /dev/null +++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/mapper/FaqItemMapper.java @@ -0,0 +1,7 @@ +package tech.easyflow.ai.mapper; + +import com.mybatisflex.core.BaseMapper; +import tech.easyflow.ai.entity.FaqItem; + +public interface FaqItemMapper extends BaseMapper { +} diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/FaqItemService.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/FaqItemService.java new file mode 100644 index 0000000..9b8f869 --- /dev/null +++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/FaqItemService.java @@ -0,0 +1,15 @@ +package tech.easyflow.ai.service; + +import com.mybatisflex.core.service.IService; +import tech.easyflow.ai.entity.FaqItem; + +import java.math.BigInteger; + +public interface FaqItemService extends IService { + + boolean saveFaqItem(FaqItem entity); + + boolean updateFaqItem(FaqItem entity); + + boolean removeFaqItem(BigInteger id); +} diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/DocumentCollectionServiceImpl.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/DocumentCollectionServiceImpl.java index 99673c3..84bc8d2 100644 --- a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/DocumentCollectionServiceImpl.java +++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/DocumentCollectionServiceImpl.java @@ -17,9 +17,11 @@ import org.springframework.stereotype.Service; import tech.easyflow.ai.config.SearcherFactory; import tech.easyflow.ai.entity.DocumentChunk; import tech.easyflow.ai.entity.DocumentCollection; +import tech.easyflow.ai.entity.FaqItem; import tech.easyflow.ai.entity.Model; import tech.easyflow.ai.mapper.DocumentChunkMapper; import tech.easyflow.ai.mapper.DocumentCollectionMapper; +import tech.easyflow.ai.mapper.FaqItemMapper; import tech.easyflow.ai.service.DocumentChunkService; import tech.easyflow.ai.service.DocumentCollectionService; import tech.easyflow.ai.service.ModelService; @@ -63,6 +65,9 @@ public class DocumentCollectionServiceImpl extends ServiceImpl search(BigInteger id, String keyword) { @@ -123,13 +128,7 @@ public class DocumentCollectionServiceImpl extends ServiceImpl uniqueDocs = combinedFuture.get(); // 阻塞等待所有查询完成 List searchDocuments = new ArrayList<>(uniqueDocs.values()); searchDocuments.sort((doc1, doc2) -> Double.compare(doc2.getScore(), doc1.getScore())); - searchDocuments.forEach(item ->{ - DocumentChunk documentChunk = documentChunkMapper.selectOneById((Serializable) item.getId()); - if (documentChunk != null && !StringUtil.noText(documentChunk.getContent())){ - item.setContent(documentChunk.getContent()); - } - - }); + fillSearchContent(documentCollection, searchDocuments); if (searchDocuments.isEmpty()) { return Collections.emptyList(); } @@ -243,4 +242,33 @@ public class DocumentCollectionServiceImpl extends ServiceImpl searchDocuments) { + if (searchDocuments == null || searchDocuments.isEmpty()) { + return; + } + List ids = searchDocuments.stream() + .map(item -> (Serializable) item.getId()) + .collect(Collectors.toList()); + if (documentCollection.isFaqCollection()) { + Map faqItemMap = faqItemMapper.selectListByIds(ids).stream() + .collect(Collectors.toMap(item -> item.getId().toString(), item -> item, (a, b) -> a)); + searchDocuments.forEach(item -> { + FaqItem faqItem = faqItemMap.get(String.valueOf(item.getId())); + if (faqItem != null) { + item.setContent("问题：" + faqItem.getQuestion() + "\n答案：" + faqItem.getAnswerText()); + } + }); + return; + } + + Map chunkMap = documentChunkMapper.selectListByIds(ids).stream() + .collect(Collectors.toMap(item -> item.getId().toString(), item -> item, (a, b) -> a)); + searchDocuments.forEach(item -> { + DocumentChunk documentChunk = chunkMap.get(String.valueOf(item.getId())); + if (documentChunk != null && !StringUtil.noText(documentChunk.getContent())) { + item.setContent(documentChunk.getContent()); + } + }); + } } diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/DocumentServiceImpl.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/DocumentServiceImpl.java index bd9adda..5793fa7 100644 --- a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/DocumentServiceImpl.java +++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/DocumentServiceImpl.java @@ -160,6 +160,13 @@ public class DocumentServiceImpl extends ServiceImpl i @Transactional public Result textSplit(DocumentCollectionSplitParams documentCollectionSplitParams) { try { + DocumentCollection knowledge = knowledgeService.getById(documentCollectionSplitParams.getKnowledgeId()); + if (knowledge == null) { + throw new BusinessException("知识库不存在"); + } + if (knowledge.isFaqCollection()) { + throw new BusinessException("FAQ知识库不支持文档上传"); + } String filePath = documentCollectionSplitParams.getFilePath(); String fileOriginName = documentCollectionSplitParams.getFileOriginName(); InputStream inputStream = storageService.readStream(filePath); @@ -264,6 +271,9 @@ public class DocumentServiceImpl extends ServiceImpl i if (knowledge == null) { throw new BusinessException("知识库不存在"); } + if (knowledge.isFaqCollection()) { + throw new BusinessException("FAQ知识库不支持文档上传"); + } DocumentStore documentStore = null; try { documentStore = knowledge.toDocumentStore(); diff --git a/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/FaqItemServiceImpl.java b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/FaqItemServiceImpl.java new file mode 100644 index 0000000..c950019 --- /dev/null +++ b/easyflow-modules/easyflow-module-ai/src/main/java/tech/easyflow/ai/service/impl/FaqItemServiceImpl.java @@ -0,0 +1,285 @@ +package tech.easyflow.ai.service.impl; + +import cn.dev33.satoken.stp.StpUtil; +import com.easyagents.core.model.embedding.EmbeddingModel; +import com.easyagents.core.model.embedding.EmbeddingOptions; +import com.easyagents.core.store.DocumentStore; +import com.easyagents.core.store.StoreOptions; +import com.easyagents.core.store.StoreResult; +import com.easyagents.search.engine.service.DocumentSearcher; +import com.mybatisflex.core.query.QueryWrapper; +import com.mybatisflex.spring.service.impl.ServiceImpl; +import org.jsoup.Jsoup; +import org.jsoup.safety.Safelist; +import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.stereotype.Service; +import org.springframework.transaction.annotation.Transactional; +import tech.easyflow.ai.config.SearcherFactory; +import tech.easyflow.ai.entity.DocumentCollection; +import tech.easyflow.ai.entity.FaqItem; +import tech.easyflow.ai.entity.Model; +import tech.easyflow.ai.mapper.FaqItemMapper; +import tech.easyflow.ai.service.DocumentCollectionService; +import tech.easyflow.ai.service.FaqItemService; +import tech.easyflow.ai.service.ModelService; +import tech.easyflow.common.util.StringUtil; +import tech.easyflow.common.web.exceptions.BusinessException; + +import javax.annotation.Resource; +import java.math.BigInteger; +import java.util.Collections; +import java.util.Date; +import java.util.HashMap; +import java.util.Map; + +import static tech.easyflow.ai.entity.DocumentCollection.KEY_CAN_UPDATE_EMBEDDING_MODEL; +import static tech.easyflow.ai.entity.DocumentCollection.KEY_SEARCH_ENGINE_TYPE; + +@Service +public class FaqItemServiceImpl extends ServiceImpl implements FaqItemService { + + private static final Safelist ANSWER_SAFE_LIST = Safelist.basic() + .addTags("h1", "h2", "h3", "h4", "h5", "h6"); + + @Resource + private DocumentCollectionService documentCollectionService; + + @Resource + private ModelService modelService; + + @Autowired + private SearcherFactory searcherFactory; + + @Override + @Transactional + public boolean saveFaqItem(FaqItem entity) { + checkAndNormalize(entity, true); + Date now = new Date(); + BigInteger userId = getCurrentUserId(); + entity.setCreated(now); + entity.setModified(now); + entity.setCreatedBy(userId); + entity.setModifiedBy(userId); + if (entity.getOrderNo() == null) { + entity.setOrderNo(nextOrderNo(entity.getCollectionId())); + } + + boolean success = save(entity); + if (!success) { + return false; + } + + DocumentCollection collection = getFaqCollection(entity.getCollectionId()); + storeToVector(collection, entity, false); + return true; + } + + @Override + @Transactional + public boolean updateFaqItem(FaqItem entity) { + if (entity.getId() == null) { + throw new BusinessException("FAQ条目ID不能为空"); + } + FaqItem old = getById(entity.getId()); + if (old == null) { + throw new BusinessException("FAQ条目不存在"); + } + if (entity.getCollectionId() == null) { + entity.setCollectionId(old.getCollectionId()); + } + checkAndNormalize(entity, false); + + old.setQuestion(entity.getQuestion()); + old.setAnswerHtml(entity.getAnswerHtml()); + old.setAnswerText(entity.getAnswerText()); + if (entity.getOrderNo() != null) { + old.setOrderNo(entity.getOrderNo()); + } + old.setModified(new Date()); + old.setModifiedBy(getCurrentUserId()); + old.setOptions(entity.getOptions()); + + boolean success = updateById(old); + if (!success) { + return false; + } + + DocumentCollection collection = getFaqCollection(old.getCollectionId()); + storeToVector(collection, old, true); + return true; + } + + @Override + @Transactional + public boolean removeFaqItem(BigInteger id) { + FaqItem old = getById(id); + if (old == null) { + throw new BusinessException("FAQ条目不存在"); + } + DocumentCollection collection = getFaqCollection(old.getCollectionId()); + removeFromVector(collection, old); + return removeById(id); + } + + private void checkAndNormalize(FaqItem entity, boolean isSave) { + if (entity == null) { + throw new BusinessException("FAQ条目不能为空"); + } + if (entity.getCollectionId() == null) { + throw new BusinessException("知识库ID不能为空"); + } + if (StringUtil.noText(entity.getQuestion())) { + throw new BusinessException("问题不能为空"); + } + if (StringUtil.noText(entity.getAnswerHtml())) { + throw new BusinessException("答案不能为空"); + } + if (isSave && entity.getId() != null) { + throw new BusinessException("新增FAQ条目不允许传入ID"); + } + + entity.setQuestion(entity.getQuestion().trim()); + String cleanHtml = Jsoup.clean(entity.getAnswerHtml(), ANSWER_SAFE_LIST); + String answerText = Jsoup.parse(cleanHtml).text(); + if (StringUtil.noText(answerText)) { + throw new BusinessException("答案不能为空"); + } + entity.setAnswerHtml(cleanHtml); + entity.setAnswerText(answerText); + } + + private DocumentCollection getFaqCollection(BigInteger collectionId) { + DocumentCollection collection = documentCollectionService.getById(collectionId); + if (collection == null) { + throw new BusinessException("知识库不存在"); + } + if (!collection.isFaqCollection()) { + throw new BusinessException("当前知识库不是FAQ类型"); + } + return collection; + } + + private void storeToVector(DocumentCollection collection, FaqItem entity, boolean isUpdate) { + PreparedStore preparedStore = prepareStore(collection); + com.easyagents.core.document.Document doc = toSearchDocument(entity); + StoreResult result = isUpdate + ? preparedStore.documentStore.update(doc, preparedStore.storeOptions) + : preparedStore.documentStore.store(Collections.singletonList(doc), preparedStore.storeOptions); + if (result == null || !result.isSuccess()) { + throw new BusinessException("FAQ向量化失败"); + } + + if (collection.isSearchEngineEnabled()) { + DocumentSearcher searcher = searcherFactory.getSearcher((String) collection.getOptionsByKey(KEY_SEARCH_ENGINE_TYPE)); + if (searcher != null) { + if (isUpdate) { + searcher.deleteDocument(entity.getId()); + } + searcher.addDocument(doc); + } + } + markCollectionEmbedded(collection, preparedStore.embeddingModel); + } + + private void removeFromVector(DocumentCollection collection, FaqItem entity) { + PreparedStore preparedStore = prepareStore(collection); + preparedStore.documentStore.delete(Collections.singletonList(entity.getId()), preparedStore.storeOptions); + + if (collection.isSearchEngineEnabled()) { + DocumentSearcher searcher = searcherFactory.getSearcher((String) collection.getOptionsByKey(KEY_SEARCH_ENGINE_TYPE)); + if (searcher != null) { + searcher.deleteDocument(entity.getId()); + } + } + } + + private PreparedStore prepareStore(DocumentCollection collection) { + DocumentStore documentStore; + try { + documentStore = collection.toDocumentStore(); + } catch (Exception e) { + throw new BusinessException("向量数据库配置错误"); + } + if (documentStore == null) { + throw new BusinessException("向量数据库配置错误"); + } + Model model = modelService.getModelInstance(collection.getVectorEmbedModelId()); + if (model == null) { + throw new BusinessException("该知识库未配置向量模型"); + } + EmbeddingModel embeddingModel = model.toEmbeddingModel(); + documentStore.setEmbeddingModel(embeddingModel); + + StoreOptions options = StoreOptions.ofCollectionName(collection.getVectorStoreCollection()); + EmbeddingOptions embeddingOptions = new EmbeddingOptions(); + embeddingOptions.setModel(model.getModelName()); + embeddingOptions.setDimensions(collection.getDimensionOfVectorModel()); + options.setEmbeddingOptions(embeddingOptions); + options.setIndexName(options.getCollectionName()); + return new PreparedStore(documentStore, options, embeddingModel); + } + + private com.easyagents.core.document.Document toSearchDocument(FaqItem entity) { + String content = buildSearchContent(entity); + com.easyagents.core.document.Document doc = com.easyagents.core.document.Document.of(content); + doc.setId(entity.getId()); + Map metadata = new HashMap<>(); + metadata.put("question", entity.getQuestion()); + metadata.put("answerText", entity.getAnswerText()); + doc.setMetadataMap(metadata); + return doc; + } + + private String buildSearchContent(FaqItem entity) { + return "问题：" + entity.getQuestion() + "\n答案：" + entity.getAnswerText(); + } + + private void markCollectionEmbedded(DocumentCollection collection, EmbeddingModel embeddingModel) { + Map options = collection.getOptions() == null + ? new HashMap<>() + : new HashMap<>(collection.getOptions()); + if (!Boolean.FALSE.equals(options.get(KEY_CAN_UPDATE_EMBEDDING_MODEL))) { + options.put(KEY_CAN_UPDATE_EMBEDDING_MODEL, false); + DocumentCollection updateCollection = new DocumentCollection(); + updateCollection.setId(collection.getId()); + updateCollection.setOptions(options); + documentCollectionService.updateById(updateCollection); + } + if (collection.getDimensionOfVectorModel() == null) { + int dimension = Model.getEmbeddingDimension(embeddingModel); + DocumentCollection updateCollection = new DocumentCollection(); + updateCollection.setId(collection.getId()); + updateCollection.setDimensionOfVectorModel(dimension); + documentCollectionService.updateById(updateCollection); + } + } + + private Integer nextOrderNo(BigInteger collectionId) { + java.util.List list = list(QueryWrapper.create() + .eq(FaqItem::getCollectionId, collectionId) + .orderBy("order_no desc")); + if (list == null || list.isEmpty() || list.get(0).getOrderNo() == null) { + return 0; + } + return list.get(0).getOrderNo() + 1; + } + + private BigInteger getCurrentUserId() { + if (!StpUtil.isLogin()) { + return null; + } + return BigInteger.valueOf(StpUtil.getLoginIdAsLong()); + } + + private static class PreparedStore { + private final DocumentStore documentStore; + private final StoreOptions storeOptions; + private final EmbeddingModel embeddingModel; + + private PreparedStore(DocumentStore documentStore, StoreOptions storeOptions, EmbeddingModel embeddingModel) { + this.documentStore = documentStore; + this.storeOptions = storeOptions; + this.embeddingModel = embeddingModel; + } + } +} diff --git a/easyflow-ui-admin/app/package.json b/easyflow-ui-admin/app/package.json index 0644837..7fa4cb8 100644 --- a/easyflow-ui-admin/app/package.json +++ b/easyflow-ui-admin/app/package.json @@ -29,6 +29,8 @@ "@easyflow/types": "workspace:*", "@easyflow/utils": "workspace:*", "@element-plus/icons-vue": "^2.3.2", + "@wangeditor/editor": "^5.1.23", + "@wangeditor/editor-for-vue": "^5.1.12", "@tinyflow-ai/vue": "workspace:*", "@vueuse/core": "catalog:", "dayjs": "catalog:", diff --git a/easyflow-ui-admin/app/src/components/page/CardList.vue b/easyflow-ui-admin/app/src/components/page/CardList.vue index 5fb9003..e09d1de 100644 --- a/easyflow-ui-admin/app/src/components/page/CardList.vue +++ b/easyflow-ui-admin/app/src/components/page/CardList.vue @@ -1,9 +1,9 @@ diff --git a/easyflow-ui-admin/app/src/views/ai/documentCollection/DocumentCollectionModal.vue b/easyflow-ui-admin/app/src/views/ai/documentCollection/DocumentCollectionModal.vue index 7c371d7..e2221d7 100644 --- a/easyflow-ui-admin/app/src/views/ai/documentCollection/DocumentCollectionModal.vue +++ b/easyflow-ui-admin/app/src/views/ai/documentCollection/DocumentCollectionModal.vue @@ -68,6 +68,7 @@ const vecotrDatabaseList = ref([ ]); const defaultEntity = { + collectionType: 'DOCUMENT', alias: '', deptId: '', icon: '', @@ -108,6 +109,9 @@ const entity = ref(normalizeEntity(defaultEntity)); const btnLoading = ref(false); const rules = ref({ + collectionType: [ + { required: true, message: $t('message.required'), trigger: 'change' }, + ], deptId: [ { required: true, message: $t('message.required'), trigger: 'blur' }, ], @@ -131,6 +135,16 @@ const rules = ref({ { required: true, message: $t('message.required'), trigger: 'blur' }, ], }); +const collectionTypeList = [ + { + label: $t('documentCollection.collectionTypeDocument'), + value: 'DOCUMENT', + }, + { + label: $t('documentCollection.collectionTypeFaq'), + value: 'FAQ', + }, +]; function openDialog(row: any = {}) { if (row.id) { @@ -217,6 +231,19 @@ defineExpose({ :placeholder="$t('documentCollection.placeholder.title')" /> + + + + + +import type {IDomEditor} from '@wangeditor/editor'; + +import {onBeforeUnmount, ref, shallowRef, watch} from 'vue'; + +import {$t} from '@easyflow/locales'; + +import {ElButton, ElDialog, ElForm, ElFormItem, ElInput, ElMessage} from 'element-plus'; +import DOMPurify from 'dompurify'; +import {Editor, Toolbar} from '@wangeditor/editor-for-vue'; +import '@wangeditor/editor/dist/css/style.css'; + +const props = defineProps({ + modelValue: { + type: Boolean, + default: false, + }, + data: { + type: Object as any, + default: () => ({}), + }, +}); + +const emit = defineEmits(['submit', 'update:modelValue']); + +const editorRef = shallowRef(null); +const form = ref({ + id: '', + collectionId: '', + question: '', + answerHtml: '', + orderNo: 0, +}); + +watch( + () => props.data, + (newData: any) => { + form.value = { + id: newData?.id || '', + collectionId: newData?.collectionId || '', + question: newData?.question || '', + answerHtml: newData?.answerHtml || '', + orderNo: newData?.orderNo ?? 0, + }; + }, + { immediate: true, deep: true }, +); + +const toolbarConfig = { + excludeKeys: [ + 'uploadImage', + 'insertImage', + 'group-image', + 'insertVideo', + 'group-video', + 'uploadVideo', + 'todo', + 'emotion', + ], +}; +const editorConfig = { + placeholder: $t('documentCollection.faq.answerPlaceholder'), +}; + +const handleEditorCreated = (editor: IDomEditor) => { + editorRef.value = editor; +}; + +const closeDialog = () => { + emit('update:modelValue', false); +}; + +const handleSubmit = () => { + if (!form.value.question?.trim()) { + ElMessage.error($t('documentCollection.faq.questionRequired')); + return; + } + const sanitizedHtml = DOMPurify.sanitize(form.value.answerHtml || ''); + const pureText = sanitizedHtml.replace(/<[^>]*>/g, '').trim(); + if (!pureText) { + ElMessage.error($t('documentCollection.faq.answerRequired')); + return; + } + emit('submit', { + ...form.value, + question: form.value.question.trim(), + answerHtml: sanitizedHtml, + orderNo: Number(form.value.orderNo) || 0, + }); +}; + +onBeforeUnmount(() => { + const editor = editorRef.value; + if (editor) { + editor.destroy(); + } +}); + + + + + diff --git a/easyflow-ui-admin/app/src/views/ai/documentCollection/FaqTable.vue b/easyflow-ui-admin/app/src/views/ai/documentCollection/FaqTable.vue new file mode 100644 index 0000000..0d30d78 --- /dev/null +++ b/easyflow-ui-admin/app/src/views/ai/documentCollection/FaqTable.vue @@ -0,0 +1,181 @@ + + + + + diff --git a/easyflow-ui-admin/pnpm-lock.yaml b/easyflow-ui-admin/pnpm-lock.yaml index 7a2decc..39ab6b0 100644 --- a/easyflow-ui-admin/pnpm-lock.yaml +++ b/easyflow-ui-admin/pnpm-lock.yaml @@ -643,6 +643,12 @@ importers: '@vueuse/core': specifier: 'catalog:' version: 13.9.0(vue@3.5.24(typescript@5.9.3)) + '@wangeditor/editor': + specifier: ^5.1.23 + version: 5.1.23 + '@wangeditor/editor-for-vue': + specifier: ^5.1.12 + version: 5.1.12(@wangeditor/editor@5.1.23)(vue@3.5.24(typescript@5.9.3)) dayjs: specifier: 'catalog:' version: 1.11.19 @@ -3963,6 +3969,9 @@ packages: peerDependencies: vue: ^3.5.17 + 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'@svelte-put/shortcut': 4.1.0(svelte@5.53.3) @@ -14341,6 +14699,8 @@ snapshots: normalize-path: 3.0.0 readable-stream: 4.7.0 + compute-scroll-into-view@1.0.20: {} + concat-map@0.0.1: {} confbox@0.1.8: {} @@ -14682,6 +15042,11 @@ snapshots: d3-selection: 3.0.0 d3-transition: 3.0.1(d3-selection@3.0.0) + d@1.0.2: + dependencies: + es5-ext: 0.10.64 + type: 2.7.3 + dargs@8.1.0: {} data-uri-to-buffer@4.0.1: {} @@ -14839,6 +15204,10 @@ snapshots: dom-zindex@1.0.6: {} + dom7@3.0.0: + dependencies: + ssr-window: 3.0.0 + domelementtype@2.3.0: {} domhandler@4.3.1: @@ -15075,6 +15444,24 @@ snapshots: es-toolkit@1.41.0: {} + es5-ext@0.10.64: + dependencies: + es6-iterator: 2.0.3 + es6-symbol: 3.1.4 + esniff: 2.0.1 + next-tick: 1.1.0 + + es6-iterator@2.0.3: + dependencies: + d: 1.0.2 + es5-ext: 0.10.64 + es6-symbol: 3.1.4 + + es6-symbol@3.1.4: + dependencies: + d: 1.0.2 + ext: 1.7.0 + esbuild@0.25.3: optionalDependencies: '@esbuild/aix-ppc64': 0.25.3 @@ -15374,6 +15761,13 @@ snapshots: esm-env@1.2.2: {} + esniff@2.0.1: + dependencies: + d: 1.0.2 + es5-ext: 0.10.64 + event-emitter: 0.3.5 + type: 2.7.3 + espree@10.4.0: dependencies: acorn: 8.15.0 @@ -15414,6 +15808,11 @@ snapshots: etag@1.8.1: {} + event-emitter@0.3.5: + dependencies: + d: 1.0.2 + es5-ext: 0.10.64 + event-target-shim@5.0.1: {} eventemitter3@5.0.1: {} @@ -15461,6 +15860,10 @@ snapshots: exsolve@1.0.7: {} + ext@1.7.0: + dependencies: + type: 2.7.3 + extend@3.0.2: {} extendable-error@0.1.7: {} @@ -16042,6 +16445,8 @@ snapshots: html-tags@3.3.1: {} + html-void-elements@2.0.1: {} + html-void-elements@3.0.0: {} htmlparser2@10.0.0: @@ -16083,6 +16488,10 @@ snapshots: human-signals@8.0.1: {} + i18next@20.6.1: + dependencies: + '@babel/runtime': 7.28.4 + iconv-lite@0.6.3: dependencies: safer-buffer: 2.1.2 @@ -16102,6 +16511,8 @@ snapshots: image-size@0.5.5: optional: true + immer@9.0.21: {} + immutable@5.1.4: {} import-fresh@3.3.1: @@ -16236,6 +16647,8 @@ snapshots: dependencies: is-extglob: 2.1.1 + is-hotkey@0.2.0: {} + is-in-ci@1.0.0: {} is-inside-container@1.0.0: @@ -16330,6 +16743,8 @@ snapshots: is-unicode-supported@2.1.0: {} + is-url@1.2.4: {} + is-weakmap@2.0.2: {} is-weakref@1.1.1: @@ -16627,12 +17042,18 @@ snapshots: lodash.camelcase@4.3.0: {} + lodash.clonedeep@4.5.0: {} + lodash.debounce@4.0.8: {} lodash.defaults@4.2.0: {} + lodash.foreach@4.5.0: {} + lodash.isarguments@3.1.0: {} + lodash.isequal@4.5.0: {} + lodash.isplainobject@4.0.6: {} lodash.kebabcase@4.1.1: {} @@ -16649,6 +17070,10 @@ snapshots: lodash.startcase@4.4.0: {} + lodash.throttle@4.1.1: {} + + lodash.toarray@4.4.0: {} + lodash.truncate@4.4.2: {} lodash.uniq@4.5.0: {} @@ -17090,6 +17515,10 @@ snapshots: mime-db@1.54.0: {} + mime-match@1.0.2: + dependencies: + wildcard: 1.1.2 + mime-types@2.1.35: dependencies: mime-db: 1.52.0 @@ -17213,6 +17642,8 @@ snapshots: object-assign: 4.1.1 thenify-all: 1.6.0 + namespace-emitter@2.0.1: {} + nanoid@3.3.11: {} nanoid@5.1.6: {} @@ -17229,6 +17660,8 @@ snapshots: sax: 1.4.3 optional: true + next-tick@1.1.0: {} + nitropack@2.12.9: dependencies: '@cloudflare/kv-asset-handler': 0.4.0 @@ -18175,6 +18608,8 @@ snapshots: picocolors: 1.1.1 source-map-js: 1.2.1 + preact@10.28.4: {} + prelude-ls@1.2.1: {} prettier-linter-helpers@1.0.0: @@ -18630,6 +19065,10 @@ snapshots: sax@1.4.3: {} + scroll-into-view-if-needed@2.2.31: + dependencies: + compute-scroll-into-view: 1.0.20 + scslre@0.3.0: dependencies: '@eslint-community/regexpp': 4.12.2 @@ -18783,6 +19222,17 @@ snapshots: slash@5.1.0: {} + slate-history@0.66.0(slate@0.72.8): + dependencies: + is-plain-object: 5.0.0 + slate: 0.72.8 + + slate@0.72.8: + dependencies: + immer: 9.0.21 + is-plain-object: 5.0.0 + tiny-warning: 1.0.3 + slice-ansi@4.0.0: dependencies: ansi-styles: 4.3.0 @@ -18801,6 +19251,8 @@ snapshots: smob@1.5.0: {} + snabbdom@3.6.3: {} + sortablejs@1.15.6: {} source-map-js@1.2.1: {} @@ -18842,6 +19294,8 @@ snapshots: sprintf-js@1.0.3: {} + ssr-window@3.0.0: {} + ssri@12.0.0: dependencies: minipass: 7.1.2 @@ -19311,6 +19765,8 @@ snapshots: tiny-emitter@2.1.0: {} + tiny-warning@1.0.3: {} + tinybench@2.9.0: {} tinyexec@0.3.2: {} @@ -19412,6 +19868,8 @@ snapshots: dependencies: tagged-tag: 1.0.0 + type@2.7.3: {} + typed-array-buffer@1.0.3: dependencies: call-bound: 1.0.4 @@ -20206,6 +20664,8 @@ snapshots: dependencies: string-width: 7.2.0 + wildcard@1.1.2: {} + word-wrap@1.2.5: {} workbox-background-sync@7.3.0: diff --git a/sql/01-easyflow-v2.ddl.sql b/sql/01-easyflow-v2.ddl.sql index d8579ed..09880d0 100644 --- a/sql/01-easyflow-v2.ddl.sql +++ b/sql/01-easyflow-v2.ddl.sql @@ -240,6 +240,7 @@ DROP TABLE IF EXISTS `tb_document_collection`; CREATE TABLE `tb_document_collection` ( `id` bigint(0) UNSIGNED NOT NULL COMMENT 'Id', + `collection_type` varchar(16) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NOT NULL DEFAULT 'DOCUMENT' COMMENT '知识库类型: DOCUMENT/FAQ', `alias` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '别名', `dept_id` bigint(0) UNSIGNED NOT NULL COMMENT '部门ID', `tenant_id` bigint(0) UNSIGNED NOT NULL COMMENT '租户ID', @@ -263,7 +264,8 @@ CREATE TABLE `tb_document_collection` `english_name` varchar(256) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '英文名称', `category_id` bigint(0) UNSIGNED NULL DEFAULT NULL COMMENT '分类ID', PRIMARY KEY (`id`) USING BTREE, - UNIQUE INDEX `tb_ai_knowledge_alias_uindex`(`alias`) USING BTREE + UNIQUE INDEX `tb_ai_knowledge_alias_uindex`(`alias`) USING BTREE, + INDEX `idx_collection_type`(`collection_type`) USING BTREE ) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci COMMENT = '知识库' ROW_FORMAT = Dynamic; -- ---------------------------- @@ -283,6 +285,28 @@ CREATE TABLE `tb_document_collection_category` PRIMARY KEY (`id`) USING BTREE ) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci ROW_FORMAT = Dynamic; +-- ---------------------------- +-- Table structure for tb_faq_item +-- ---------------------------- +DROP TABLE IF EXISTS `tb_faq_item`; +CREATE TABLE `tb_faq_item` +( + `id` bigint UNSIGNED NOT NULL COMMENT '主键', + `collection_id` bigint UNSIGNED NOT NULL COMMENT '知识库ID', + `question` varchar(1024) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NOT NULL COMMENT '问题', + `answer_html` longtext CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL COMMENT '答案HTML', + `answer_text` longtext CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL COMMENT '答案纯文本', + `order_no` int NULL DEFAULT 0 COMMENT '排序', + `options` text CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL COMMENT '扩展项', + `created` datetime NULL DEFAULT NULL COMMENT '创建时间', + `created_by` bigint UNSIGNED NULL DEFAULT NULL COMMENT '创建人', + `modified` datetime NULL DEFAULT NULL COMMENT '更新时间', + `modified_by` bigint UNSIGNED NULL DEFAULT NULL COMMENT '更新人', + PRIMARY KEY (`id`) USING BTREE, + INDEX `idx_faq_collection_id`(`collection_id`) USING BTREE, + INDEX `idx_faq_collection_order`(`collection_id`, `order_no`) USING BTREE +) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci COMMENT = 'FAQ条目' ROW_FORMAT = Dynamic; + -- ---------------------------- -- Table structure for tb_document_history -- ---------------------------- diff --git a/sql/04-easyflow-v2.p2-faq.sql b/sql/04-easyflow-v2.p2-faq.sql new file mode 100644 index 0000000..697cbc0 --- /dev/null +++ b/sql/04-easyflow-v2.p2-faq.sql @@ -0,0 +1,38 @@ +SET NAMES utf8mb4; +SET FOREIGN_KEY_CHECKS = 0; + +-- P2: FAQ知识库增强（新增类型与FAQ条目表） + +-- 1) document_collection 增加知识库类型 +ALTER TABLE tb_document_collection + ADD COLUMN collection_type varchar(16) NOT NULL DEFAULT 'DOCUMENT' COMMENT '知识库类型: DOCUMENT/FAQ' AFTER id; + +-- 2) 回填历史数据 +UPDATE tb_document_collection +SET collection_type = 'DOCUMENT' +WHERE collection_type IS NULL OR collection_type = ''; + +-- 3) 增加类型索引 +ALTER TABLE tb_document_collection + ADD INDEX idx_collection_type (collection_type); + +-- 4) FAQ条目表 +CREATE TABLE IF NOT EXISTS tb_faq_item +( + id bigint UNSIGNED NOT NULL COMMENT '主键', + collection_id bigint UNSIGNED NOT NULL COMMENT '知识库ID', + question varchar(1024) NOT NULL COMMENT '问题', + answer_html longtext NULL COMMENT '答案HTML', + answer_text longtext NULL COMMENT '答案纯文本', + order_no int NULL DEFAULT 0 COMMENT '排序', + options text NULL COMMENT '扩展项', + created datetime NULL COMMENT '创建时间', + created_by bigint UNSIGNED NULL COMMENT '创建人', + modified datetime NULL COMMENT '更新时间', + modified_by bigint UNSIGNED NULL COMMENT '更新人', + PRIMARY KEY (id), + INDEX idx_faq_collection_id (collection_id), + INDEX idx_faq_collection_order (collection_id, order_no) +) ENGINE = InnoDB DEFAULT CHARSET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci COMMENT ='FAQ条目'; + +SET FOREIGN_KEY_CHECKS = 1;