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package io.thomasvitale.langchain4j.spring.weaviate;

import java.util.List;
import java.util.Map;

import dev.langchain4j.data.embedding.Embedding;
import dev.langchain4j.data.segment.TextSegment;
import dev.langchain4j.store.embedding.EmbeddingMatch;

import org.springframework.util.StringUtils;

import static io.thomasvitale.langchain4j.spring.weaviate.WeaviateEmbeddingStore.ADDITIONAL_CERTAINTY_FIELD_NAME;
import static io.thomasvitale.langchain4j.spring.weaviate.WeaviateEmbeddingStore.ADDITIONAL_FIELD_NAME;
import static io.thomasvitale.langchain4j.spring.weaviate.WeaviateEmbeddingStore.ADDITIONAL_ID_FIELD_NAME;
import static io.thomasvitale.langchain4j.spring.weaviate.WeaviateEmbeddingStore.ADDITIONAL_VECTOR_FIELD_NAME;
import static io.thomasvitale.langchain4j.spring.weaviate.WeaviateEmbeddingStore.CONTENT_FIELD_NAME;

/**
 * Utility class to convert between Weaviate and Langchain4j types.
 * 

* Based on the original LangChain4j implementation. * * @author Thomas Vitale */ public class WeaviateAdapters { public static EmbeddingMatch toEmbeddingMatch(Map item) { Map additional = (Map) item.get(ADDITIONAL_FIELD_NAME); double certainty = (Double) additional.get(ADDITIONAL_CERTAINTY_FIELD_NAME); String id = (String) additional.get(ADDITIONAL_ID_FIELD_NAME); List embedding = ((List) additional.get(ADDITIONAL_VECTOR_FIELD_NAME)).stream() .map(Double::floatValue).toList(); String content = (String) item.get(CONTENT_FIELD_NAME); return new EmbeddingMatch<>(certainty, id, Embedding.from(embedding), StringUtils.hasText(content) ? TextSegment.from(content) : null); } }





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