Commit 238f603f690ef7e747b177729237af1a008b3056

Authored by xiaoxin
1 parent d3a4c3c7

【新增】AI 知识库:文档 token、字符数计算

yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiEmbeddingService.java
@@ -21,7 +21,7 @@ public interface AiEmbeddingService { @@ -21,7 +21,7 @@ public interface AiEmbeddingService {
21 /** 21 /**
22 * 相似查询 22 * 相似查询
23 * 23 *
24 - * @param content 查询内容 24 + * @param request 查询实体
25 */ 25 */
26 List<Document> similaritySearch(SearchRequest request); 26 List<Document> similaritySearch(SearchRequest request);
27 } 27 }
yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiEmbeddingServiceImpl.java
@@ -4,7 +4,6 @@ import jakarta.annotation.Resource; @@ -4,7 +4,6 @@ import jakarta.annotation.Resource;
4 import org.springframework.ai.document.Document; 4 import org.springframework.ai.document.Document;
5 import org.springframework.ai.vectorstore.RedisVectorStore; 5 import org.springframework.ai.vectorstore.RedisVectorStore;
6 import org.springframework.ai.vectorstore.SearchRequest; 6 import org.springframework.ai.vectorstore.SearchRequest;
7 -import org.springframework.scheduling.annotation.Async;  
8 import org.springframework.stereotype.Service; 7 import org.springframework.stereotype.Service;
9 8
10 import java.util.List; 9 import java.util.List;
@@ -21,6 +20,8 @@ public class AiEmbeddingServiceImpl implements AiEmbeddingService { @@ -21,6 +20,8 @@ public class AiEmbeddingServiceImpl implements AiEmbeddingService {
21 private RedisVectorStore vectorStore; 20 private RedisVectorStore vectorStore;
22 21
23 @Override 22 @Override
  23 +// @Async
  24 + // TODO xiaoxin 报错先注释
24 public void add(List<Document> documents) { 25 public void add(List<Document> documents) {
25 vectorStore.add(documents); 26 vectorStore.add(documents);
26 } 27 }
yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentServiceImpl.java
@@ -14,12 +14,14 @@ import jakarta.annotation.Resource; @@ -14,12 +14,14 @@ import jakarta.annotation.Resource;
14 import lombok.extern.slf4j.Slf4j; 14 import lombok.extern.slf4j.Slf4j;
15 import org.springframework.ai.document.Document; 15 import org.springframework.ai.document.Document;
16 import org.springframework.ai.reader.tika.TikaDocumentReader; 16 import org.springframework.ai.reader.tika.TikaDocumentReader;
  17 +import org.springframework.ai.tokenizer.JTokkitTokenCountEstimator;
17 import org.springframework.ai.transformer.splitter.TokenTextSplitter; 18 import org.springframework.ai.transformer.splitter.TokenTextSplitter;
18 import org.springframework.beans.factory.annotation.Value; 19 import org.springframework.beans.factory.annotation.Value;
19 import org.springframework.stereotype.Service; 20 import org.springframework.stereotype.Service;
20 import org.springframework.transaction.annotation.Transactional; 21 import org.springframework.transaction.annotation.Transactional;
21 22
22 import java.util.List; 23 import java.util.List;
  24 +import java.util.Objects;
23 25
24 /** 26 /**
25 * AI 知识库-文档 Service 实现类 27 * AI 知识库-文档 Service 实现类
@@ -41,7 +43,9 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic @@ -41,7 +43,9 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic
41 @Resource 43 @Resource
42 private AiEmbeddingService embeddingService; 44 private AiEmbeddingService embeddingService;
43 45
44 - // TODO @xin 临时测试用,后续删 46 + private static final JTokkitTokenCountEstimator TOKEN_COUNT_ESTIMATOR = new JTokkitTokenCountEstimator();
  47 +
  48 + // TODO xiaoxin 临时测试用,后续删
45 @Value("classpath:/webapp/test/Fel.pdf") 49 @Value("classpath:/webapp/test/Fel.pdf")
46 private org.springframework.core.io.Resource data; 50 private org.springframework.core.io.Resource data;
47 51
@@ -49,18 +53,23 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic @@ -49,18 +53,23 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic
49 @Override 53 @Override
50 @Transactional(rollbackFor = Exception.class) 54 @Transactional(rollbackFor = Exception.class)
51 public Long createKnowledgeDocument(AiKnowledgeDocumentCreateReqVO createReqVO) { 55 public Long createKnowledgeDocument(AiKnowledgeDocumentCreateReqVO createReqVO) {
52 - AiKnowledgeDocumentDO documentDO = BeanUtils.toBean(createReqVO, AiKnowledgeDocumentDO.class);  
53 - documentDO  
54 - //todo  
55 - .setTokens(0).setWordCount(0)  
56 - .setStatus(CommonStatusEnum.ENABLE.getStatus()).setSliceStatus(AiKnowledgeDocumentStatusEnum.SUCCESS.getStatus());  
57 - documentMapper.insert(documentDO);  
58 56
  57 + // TODO xiaoxin 后续从 url 加载
59 TikaDocumentReader loader = new TikaDocumentReader(data); 58 TikaDocumentReader loader = new TikaDocumentReader(data);
  59 + // 加载文档
60 List<Document> documents = loader.get(); 60 List<Document> documents = loader.get();
  61 + Document document = CollUtil.getFirst(documents);
  62 + // 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?
  63 + Integer tokens = Objects.nonNull(document) ? TOKEN_COUNT_ESTIMATOR.estimate(document.getContent()) : 0;
  64 + Integer wordCount = Objects.nonNull(document) ? document.getContent().length() : 0;
  65 +
  66 + AiKnowledgeDocumentDO documentDO = BeanUtils.toBean(createReqVO, AiKnowledgeDocumentDO.class);
  67 + documentDO.setTokens(tokens).setWordCount(wordCount)
  68 + .setStatus(CommonStatusEnum.ENABLE.getStatus()).setSliceStatus(AiKnowledgeDocumentStatusEnum.SUCCESS.getStatus());
  69 + // 文档记录入库
  70 + documentMapper.insert(documentDO);
61 Long documentId = documentDO.getId(); 71 Long documentId = documentDO.getId();
62 if (CollUtil.isEmpty(documents)) { 72 if (CollUtil.isEmpty(documents)) {
63 - log.info("文档内容为空");  
64 return documentId; 73 return documentId;
65 } 74 }
66 75
@@ -69,10 +78,8 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic @@ -69,10 +78,8 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic
69 78
70 List<AiKnowledgeSegmentDO> segmentDOList = CollectionUtils.convertList(segments, 79 List<AiKnowledgeSegmentDO> segmentDOList = CollectionUtils.convertList(segments,
71 segment -> new AiKnowledgeSegmentDO().setContent(segment.getContent()).setDocumentId(documentId) 80 segment -> new AiKnowledgeSegmentDO().setContent(segment.getContent()).setDocumentId(documentId)
72 - //todo  
73 - .setTokens(0).setWordCount(0) 81 + .setTokens(TOKEN_COUNT_ESTIMATOR.estimate(segment.getContent())).setWordCount(segment.getContent().length())
74 .setStatus(CommonStatusEnum.ENABLE.getStatus())); 82 .setStatus(CommonStatusEnum.ENABLE.getStatus()));
75 -  
76 // 分段内容入库 83 // 分段内容入库
77 segmentMapper.insertBatch(segmentDOList); 84 segmentMapper.insertBatch(segmentDOList);
78 85