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(improvement)(chat) The embedding model will be uniformly adopted using the textSegment and will be compatible with the queryId parameter. (#1202)

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lexluo09
2024-06-24 13:27:03 +08:00
committed by GitHub
parent a7d367baa3
commit 4b288d9815
13 changed files with 134 additions and 127 deletions
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23
headless/chat/src/main/java/com/tencent/supersonic/headless/chat/parser/llm/ExemplarManager.java
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@@ -5,10 +5,18 @@ import com.fasterxml.jackson.core.type.TypeReference;
import com.tencent.supersonic.common.config.EmbeddingConfig;
import com.tencent.supersonic.common.service.EmbeddingService;
import com.tencent.supersonic.common.util.JsonUtil;
import dev.langchain4j.store.embedding.EmbeddingQuery;
import dev.langchain4j.data.document.Metadata;
import dev.langchain4j.data.segment.TextSegment;
import dev.langchain4j.store.embedding.Retrieval;
import dev.langchain4j.store.embedding.RetrieveQuery;
import dev.langchain4j.store.embedding.RetrieveQueryResult;
import dev.langchain4j.store.embedding.TextSegmentConvert;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.collections.CollectionUtils;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.core.io.ClassPathResource;
import org.springframework.stereotype.Component;
import java.io.IOException;
import java.io.InputStream;
import java.util.ArrayList;
@@ -17,11 +25,6 @@ import java.util.List;
import java.util.Map;
import java.util.Objects;
import java.util.stream.Collectors;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.collections.CollectionUtils;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.core.io.ClassPathResource;
import org.springframework.stereotype.Component;
@Slf4j
@Component
@@ -44,15 +47,13 @@ public class ExemplarManager {
}
public void addExemplars(List<Exemplar> exemplars, String collectionName) {
List<EmbeddingQuery> queries = new ArrayList<>();
List<TextSegment> queries = new ArrayList<>();
for (int i = 0; i < exemplars.size(); i++) {
Exemplar exemplar = exemplars.get(i);
String question = exemplar.getQuestion();
Map<String, Object> metaDataMap = JsonUtil.toMap(JsonUtil.toString(exemplar), String.class, Object.class);
EmbeddingQuery embeddingQuery = new EmbeddingQuery();
embeddingQuery.setQueryId(String.valueOf(i));
embeddingQuery.setQuery(question);
embeddingQuery.setMetadata(metaDataMap);
TextSegment embeddingQuery = TextSegment.from(question, new Metadata(metaDataMap));
TextSegmentConvert.addQueryId(embeddingQuery, String.valueOf(i));
queries.add(embeddingQuery);
}
embeddingService.addQuery(collectionName, queries);