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PineconeEmbeddingStoreExample.java
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PineconeEmbeddingStoreExample.java
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import dev.langchain4j.data.embedding.Embedding;
import dev.langchain4j.data.segment.TextSegment;
import dev.langchain4j.model.embedding.AllMiniLmL6V2EmbeddingModel;
import dev.langchain4j.model.embedding.EmbeddingModel;
import dev.langchain4j.store.embedding.EmbeddingMatch;
import dev.langchain4j.store.embedding.EmbeddingStore;
import dev.langchain4j.store.embedding.pinecone.PineconeEmbeddingStore;
import java.util.List;
public class PineconeEmbeddingStoreExample {
public static void main(String[] args) {
EmbeddingStore<TextSegment> embeddingStore = PineconeEmbeddingStore.builder()
.apiKey(System.getenv("PINECONE_API_KEY"))
.environment("northamerica-northeast1-gcp")
// Project ID can be found in the Pinecone url:
// https://app.pinecone.io/organizations/{organization}/projects/{environment}:{projectId}/indexes
.projectId("19a129b")
// Make sure the dimensions of the Pinecone index match the dimensions of the embedding model
// (384 for all-MiniLM-L6-v2, 1536 for text-embedding-ada-002, etc.)
.index("test")
.build();
EmbeddingModel embeddingModel = new AllMiniLmL6V2EmbeddingModel();
TextSegment segment1 = TextSegment.from("I like football.");
Embedding embedding1 = embeddingModel.embed(segment1).content();
embeddingStore.add(embedding1, segment1);
TextSegment segment2 = TextSegment.from("The weather is good today.");
Embedding embedding2 = embeddingModel.embed(segment2).content();
embeddingStore.add(embedding2, segment2);
Embedding queryEmbedding = embeddingModel.embed("What is your favourite sport?").content();
List<EmbeddingMatch<TextSegment>> relevant = embeddingStore.findRelevant(queryEmbedding, 1);
EmbeddingMatch<TextSegment> embeddingMatch = relevant.get(0);
System.out.println(embeddingMatch.score()); // 0.8144288515898701
System.out.println(embeddingMatch.embedded().text()); // I like football.
}
}