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5 changes: 5 additions & 0 deletions models/spring-ai-openai-official/README.md
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# OpenAI Java API Library

This is the official OpenAI Java SDK from OpenAI, which provides integration with OpenAI's services, including Azure OpenAI.

[OpenAI Java API Library GitHub repository](https://github.com/openai/openai-java)
88 changes: 88 additions & 0 deletions models/spring-ai-openai-official/pom.xml
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<?xml version="1.0" encoding="UTF-8"?>
<!--
~ Copyright 2025 the original author or authors.
~
~ Licensed under the Apache License, Version 2.0 (the "License");
~ you may not use this file except in compliance with the License.
~ You may obtain a copy of the License at
~
~ https://www.apache.org/licenses/LICENSE-2.0
~
~ Unless required by applicable law or agreed to in writing, software
~ distributed under the License is distributed on an "AS IS" BASIS,
~ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
~ See the License for the specific language governing permissions and
~ limitations under the License.
-->

<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
<modelVersion>4.0.0</modelVersion>
<parent>
<groupId>org.springframework.ai</groupId>
<artifactId>spring-ai-parent</artifactId>
<version>1.1.0-SNAPSHOT</version>
<relativePath>../../pom.xml</relativePath>
</parent>
<artifactId>spring-ai-openai-official</artifactId>
<packaging>jar</packaging>
<name>Spring AI Model - OpenAI Official</name>
<description>OpenAI Java API Library support</description>
<url>https://github.com/spring-projects/spring-ai</url>

<scm>
<url>https://github.com/spring-projects/spring-ai</url>
<connection>git://github.com/spring-projects/spring-ai.git</connection>
<developerConnection>[email protected]:spring-projects/spring-ai.git</developerConnection>
</scm>

<properties>
</properties>

<dependencies>

<!-- production dependencies -->
<dependency>
<groupId>org.springframework.ai</groupId>
<artifactId>spring-ai-model</artifactId>
<version>${project.parent.version}</version>
</dependency>

<dependency>
<groupId>com.openai</groupId>
<artifactId>openai-java</artifactId>
<version>${openai-official.version}</version>
</dependency>

<!-- Spring Framework -->
<dependency>
<groupId>org.springframework</groupId>
<artifactId>spring-context-support</artifactId>
</dependency>

<dependency>
<groupId>org.slf4j</groupId>
<artifactId>slf4j-api</artifactId>
</dependency>

<!-- test dependencies -->
<dependency>
<groupId>org.springframework.ai</groupId>
<artifactId>spring-ai-test</artifactId>
<version>${project.version}</version>
<scope>test</scope>
</dependency>

<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-test</artifactId>
<scope>test</scope>
</dependency>

<dependency>
<groupId>io.micrometer</groupId>
<artifactId>micrometer-observation-test</artifactId>
<scope>test</scope>
</dependency>
</dependencies>

</project>
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package org.springframework.ai.openaiofficial;

import com.openai.client.OpenAIClient;
import com.openai.models.embeddings.CreateEmbeddingResponse;
import com.openai.models.embeddings.EmbeddingCreateParams;
import io.micrometer.observation.ObservationRegistry;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.ai.chat.metadata.DefaultUsage;
import org.springframework.ai.document.Document;
import org.springframework.ai.document.MetadataMode;
import org.springframework.ai.embedding.AbstractEmbeddingModel;
import org.springframework.ai.embedding.Embedding;
import org.springframework.ai.embedding.EmbeddingRequest;
import org.springframework.ai.embedding.EmbeddingResponse;
import org.springframework.ai.embedding.EmbeddingResponseMetadata;
import org.springframework.ai.embedding.observation.DefaultEmbeddingModelObservationConvention;
import org.springframework.ai.embedding.observation.EmbeddingModelObservationContext;
import org.springframework.ai.embedding.observation.EmbeddingModelObservationConvention;
import org.springframework.ai.embedding.observation.EmbeddingModelObservationDocumentation;
import org.springframework.ai.model.EmbeddingUtils;
import org.springframework.ai.observation.conventions.AiProvider;
import org.springframework.util.Assert;
import org.springframework.util.CollectionUtils;

import java.util.ArrayList;
import java.util.List;
import java.util.Objects;

import static com.openai.models.embeddings.EmbeddingModel.TEXT_EMBEDDING_ADA_002;

public class OpenAiOfficialEmbeddingModel extends AbstractEmbeddingModel {

private static final Logger logger = LoggerFactory.getLogger(OpenAiOfficialEmbeddingModel.class);

private static final EmbeddingModelObservationConvention DEFAULT_OBSERVATION_CONVENTION = new DefaultEmbeddingModelObservationConvention();

private final OpenAIClient openAiClient;

private final OpenAiOfficialEmbeddingOptions defaultOptions;

private final MetadataMode metadataMode;

/**
* Observation registry used for instrumentation.
*/
private final ObservationRegistry observationRegistry;

/**
* Conventions to use for generating observations.
*/
private EmbeddingModelObservationConvention observationConvention = DEFAULT_OBSERVATION_CONVENTION;

public OpenAiOfficialEmbeddingModel(OpenAIClient openAiClient) {
this(openAiClient, MetadataMode.EMBED);
}

public OpenAiOfficialEmbeddingModel(OpenAIClient openAiClient, MetadataMode metadataMode) {
this(openAiClient, metadataMode,
OpenAiOfficialEmbeddingOptions.builder().deploymentName(TEXT_EMBEDDING_ADA_002.toString()).build());
}

public OpenAiOfficialEmbeddingModel(OpenAIClient openAiClient, MetadataMode metadataMode,
OpenAiOfficialEmbeddingOptions options) {
this(openAiClient, metadataMode, options, ObservationRegistry.NOOP);
}

public OpenAiOfficialEmbeddingModel(OpenAIClient openAiClient, MetadataMode metadataMode,
OpenAiOfficialEmbeddingOptions options, ObservationRegistry observationRegistry) {

Assert.notNull(openAiClient, "com.openai.client.OpenAIClient must not be null");
Assert.notNull(metadataMode, "Metadata mode must not be null");
Assert.notNull(options, "Options must not be null");
Assert.notNull(observationRegistry, "Observation registry must not be null");
this.openAiClient = openAiClient;
this.metadataMode = metadataMode;
this.defaultOptions = options;
this.observationRegistry = observationRegistry;
}

@Override
public float[] embed(Document document) {
logger.debug("Retrieving embeddings");

EmbeddingResponse response = this
.call(new EmbeddingRequest(List.of(document.getFormattedContent(this.metadataMode)), null));
logger.debug("Embeddings retrieved");

if (CollectionUtils.isEmpty(response.getResults())) {
return new float[0];
}
return response.getResults().get(0).getOutput();
}

@Override
public EmbeddingResponse call(EmbeddingRequest embeddingRequest) {
logger.debug("Retrieving embeddings");

OpenAiOfficialEmbeddingOptions options = OpenAiOfficialEmbeddingOptions.builder()
.from(this.defaultOptions)
.merge(embeddingRequest.getOptions())
.build();

EmbeddingRequest embeddingRequestWithMergedOptions = new EmbeddingRequest(embeddingRequest.getInstructions(),
options);

EmbeddingCreateParams embeddingCreateParams = options
.toOpenAiCreateParams(embeddingRequestWithMergedOptions.getInstructions());

var observationContext = EmbeddingModelObservationContext.builder()
.embeddingRequest(embeddingRequestWithMergedOptions)
.provider(AiProvider.AZURE_OPENAI.value())
.build();

return Objects.requireNonNull(
EmbeddingModelObservationDocumentation.EMBEDDING_MODEL_OPERATION
.observation(this.observationConvention, DEFAULT_OBSERVATION_CONVENTION, () -> observationContext,
this.observationRegistry)
.observe(() -> {
CreateEmbeddingResponse response = this.openAiClient.embeddings().create(embeddingCreateParams);

logger.debug("Embeddings retrieved");
var embeddingResponse = generateEmbeddingResponse(response);
observationContext.setResponse(embeddingResponse);
return embeddingResponse;
}));
}

private EmbeddingResponse generateEmbeddingResponse(CreateEmbeddingResponse response) {

List<Embedding> data = generateEmbeddingList(response.data());
EmbeddingResponseMetadata metadata = new EmbeddingResponseMetadata();
metadata.setUsage(getDefaultUsage(response.usage()));
return new EmbeddingResponse(data, metadata);
}

private DefaultUsage getDefaultUsage(CreateEmbeddingResponse.Usage nativeUsage) {
return new DefaultUsage(Math.toIntExact(nativeUsage.promptTokens()), 0,
Math.toIntExact(nativeUsage.totalTokens()), nativeUsage);
}

private List<Embedding> generateEmbeddingList(List<com.openai.models.embeddings.Embedding> nativeData) {
List<Embedding> data = new ArrayList<>();
for (com.openai.models.embeddings.Embedding nativeDatum : nativeData) {
List<Float> nativeDatumEmbedding = nativeDatum.embedding();
Long nativeIndex = nativeDatum.index();
Embedding embedding = new Embedding(EmbeddingUtils.toPrimitive(nativeDatumEmbedding),
Math.toIntExact(nativeIndex));
data.add(embedding);
}
return data;
}

public OpenAiOfficialEmbeddingOptions getDefaultOptions() {
return this.defaultOptions;
}

/**
* Use the provided convention for reporting observation data
* @param observationConvention The provided convention
*/
public void setObservationConvention(EmbeddingModelObservationConvention observationConvention) {
Assert.notNull(observationConvention, "observationConvention cannot be null");
this.observationConvention = observationConvention;
}

}
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