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 21 /**
22 22 * 相似查询
23 23 *
24   - * @param content 查询内容
  24 + * @param request 查询实体
25 25 */
26 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 4 import org.springframework.ai.document.Document;
5 5 import org.springframework.ai.vectorstore.RedisVectorStore;
6 6 import org.springframework.ai.vectorstore.SearchRequest;
7   -import org.springframework.scheduling.annotation.Async;
8 7 import org.springframework.stereotype.Service;
9 8  
10 9 import java.util.List;
... ... @@ -21,6 +20,8 @@ public class AiEmbeddingServiceImpl implements AiEmbeddingService {
21 20 private RedisVectorStore vectorStore;
22 21  
23 22 @Override
  23 +// @Async
  24 + // TODO xiaoxin 报错先注释
24 25 public void add(List<Document> documents) {
25 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 14 import lombok.extern.slf4j.Slf4j;
15 15 import org.springframework.ai.document.Document;
16 16 import org.springframework.ai.reader.tika.TikaDocumentReader;
  17 +import org.springframework.ai.tokenizer.JTokkitTokenCountEstimator;
17 18 import org.springframework.ai.transformer.splitter.TokenTextSplitter;
18 19 import org.springframework.beans.factory.annotation.Value;
19 20 import org.springframework.stereotype.Service;
20 21 import org.springframework.transaction.annotation.Transactional;
21 22  
22 23 import java.util.List;
  24 +import java.util.Objects;
23 25  
24 26 /**
25 27 * AI 知识库-文档 Service 实现类
... ... @@ -41,7 +43,9 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic
41 43 @Resource
42 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 49 @Value("classpath:/webapp/test/Fel.pdf")
46 50 private org.springframework.core.io.Resource data;
47 51  
... ... @@ -49,18 +53,23 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic
49 53 @Override
50 54 @Transactional(rollbackFor = Exception.class)
51 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 58 TikaDocumentReader loader = new TikaDocumentReader(data);
  59 + // 加载文档
60 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 71 Long documentId = documentDO.getId();
62 72 if (CollUtil.isEmpty(documents)) {
63   - log.info("文档内容为空");
64 73 return documentId;
65 74 }
66 75  
... ... @@ -69,10 +78,8 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic
69 78  
70 79 List<AiKnowledgeSegmentDO> segmentDOList = CollectionUtils.convertList(segments,
71 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 82 .setStatus(CommonStatusEnum.ENABLE.getStatus()));
75   -
76 83 // 分段内容入库
77 84 segmentMapper.insertBatch(segmentDOList);
78 85  
... ...