io.quarkiverse.langchain4j.ollama.OllamaEmbeddingModel Maven / Gradle / Ivy
package io.quarkiverse.langchain4j.ollama;
import java.time.Duration;
import java.util.ArrayList;
import java.util.List;
import dev.langchain4j.data.embedding.Embedding;
import dev.langchain4j.data.segment.TextSegment;
import dev.langchain4j.model.embedding.EmbeddingModel;
import dev.langchain4j.model.output.Response;
public class OllamaEmbeddingModel implements EmbeddingModel {
private final OllamaClient client;
private final String model;
private OllamaEmbeddingModel(Builder builder) {
client = new OllamaClient(builder.baseUrl, builder.timeout, builder.logRequests, builder.logResponses);
model = builder.model;
}
public static Builder builder() {
return new Builder();
}
@Override
public Response> embedAll(List textSegments) {
List embeddings = new ArrayList<>();
textSegments.forEach(textSegment -> {
EmbeddingRequest request = EmbeddingRequest.builder()
.model(model)
.prompt(textSegment.text())
.build();
EmbeddingResponse response = client.embedding(request);
embeddings.add(Embedding.from(response.getEmbedding()));
});
return Response.from(embeddings);
}
public static final class Builder {
private String baseUrl = "http://localhost:11434";
private Duration timeout = Duration.ofSeconds(10);
private String model;
private boolean logRequests = false;
private boolean logResponses = false;
private Builder() {
}
public Builder baseUrl(String val) {
baseUrl = val;
return this;
}
public Builder timeout(Duration val) {
this.timeout = val;
return this;
}
public Builder model(String val) {
model = val;
return this;
}
public Builder logRequests(boolean logRequests) {
this.logRequests = logRequests;
return this;
}
public Builder logResponses(boolean logResponses) {
this.logResponses = logResponses;
return this;
}
public OllamaEmbeddingModel build() {
return new OllamaEmbeddingModel(this);
}
}
}
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