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/*
 *  Copyright (c) 2023-2025, Agents-Flex ([email protected]).
 *  

* 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 *

* http://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. */ package com.agentsflex.llm.openai; import com.agentsflex.core.document.Document; import com.agentsflex.core.llm.BaseLlm; import com.agentsflex.core.llm.ChatOptions; import com.agentsflex.core.llm.MessageResponse; import com.agentsflex.core.llm.StreamResponseListener; import com.agentsflex.core.llm.client.BaseLlmClientListener; import com.agentsflex.core.llm.client.HttpClient; import com.agentsflex.core.llm.client.LlmClient; import com.agentsflex.core.llm.client.LlmClientListener; import com.agentsflex.core.llm.client.impl.SseClient; import com.agentsflex.core.llm.embedding.EmbeddingOptions; import com.agentsflex.core.llm.response.AbstractBaseMessageResponse; import com.agentsflex.core.llm.response.AiMessageResponse; import com.agentsflex.core.llm.response.FunctionMessageResponse; import com.agentsflex.core.parser.AiMessageParser; import com.agentsflex.core.parser.FunctionMessageParser; import com.agentsflex.core.prompt.FunctionPrompt; import com.agentsflex.core.prompt.Prompt; import com.agentsflex.core.store.VectorData; import com.agentsflex.core.util.StringUtil; import com.alibaba.fastjson.JSON; import com.alibaba.fastjson.JSONObject; import com.alibaba.fastjson.JSONPath; import java.util.HashMap; import java.util.Map; import java.util.function.Consumer; public class OpenAiLlm extends BaseLlm { private final HttpClient httpClient = new HttpClient(); public AiMessageParser aiMessageParser = OpenAiLLmUtil.getAiMessageParser(false); public AiMessageParser streamMessageParser = OpenAiLLmUtil.getAiMessageParser(true); public FunctionMessageParser functionMessageParser = OpenAiLLmUtil.getFunctionMessageParser(); public static OpenAiLlm of(String apiKey) { OpenAiLlmConfig config = new OpenAiLlmConfig(); config.setApiKey(apiKey); return new OpenAiLlm(config); } public static OpenAiLlm of(String apiKey, String endpoint) { OpenAiLlmConfig config = new OpenAiLlmConfig(); config.setApiKey(apiKey); config.setEndpoint(endpoint); return new OpenAiLlm(config); } public OpenAiLlm(OpenAiLlmConfig config) { super(config); } @Override public > R chat(Prompt prompt, ChatOptions options) { Map headers = new HashMap<>(); headers.put("Content-Type", "application/json"); headers.put("Authorization", "Bearer " + getConfig().getApiKey()); Consumer> headersConfig = config.getHeadersConfig(); if (headersConfig != null) { headersConfig.accept(headers); } String payload = OpenAiLLmUtil.promptToPayload(prompt, config, options, false); String endpoint = config.getEndpoint(); String response = httpClient.post(endpoint + "/v1/chat/completions", headers, payload); if (StringUtil.noText(response)) { return null; } if (config.isDebug()) { System.out.println(">>>>receive payload:" + response); } JSONObject jsonObject = JSON.parseObject(response); JSONObject error = jsonObject.getJSONObject("error"); AbstractBaseMessageResponse messageResponse; if (prompt instanceof FunctionPrompt) { messageResponse = new FunctionMessageResponse(((FunctionPrompt) prompt).getFunctions() , functionMessageParser.parse(jsonObject)); } else { messageResponse = new AiMessageResponse(aiMessageParser.parse(jsonObject)); } if (error != null && !error.isEmpty()) { messageResponse.setError(true); messageResponse.setErrorMessage(error.getString("message")); messageResponse.setErrorType(error.getString("type")); messageResponse.setErrorCode(error.getString("code")); } //noinspection unchecked return (R) messageResponse; } @Override public > void chatStream(Prompt prompt, StreamResponseListener listener, ChatOptions options) { LlmClient llmClient = new SseClient(); Map headers = new HashMap<>(); headers.put("Content-Type", "application/json"); headers.put("Authorization", "Bearer " + getConfig().getApiKey()); String payload = OpenAiLLmUtil.promptToPayload(prompt, config, options, true); String endpoint = config.getEndpoint(); LlmClientListener clientListener = new BaseLlmClientListener(this, llmClient, listener, prompt, streamMessageParser, functionMessageParser); llmClient.start(endpoint + "/v1/chat/completions", headers, payload, clientListener, config); } @Override public VectorData embed(Document document, EmbeddingOptions options) { Map headers = new HashMap<>(); headers.put("Content-Type", "application/json"); headers.put("Authorization", "Bearer " + getConfig().getApiKey()); String payload = OpenAiLLmUtil.promptToEmbeddingsPayload(document, options, config); String endpoint = config.getEndpoint(); // https://platform.openai.com/docs/api-reference/embeddings/create String response = httpClient.post(endpoint + "/v1/embeddings", headers, payload); if (StringUtil.noText(response)) { return null; } if (config.isDebug()) { System.out.println(">>>>receive payload:" + response); } VectorData vectorData = new VectorData(); double[] embedding = JSONPath.read(response, "$.data[0].embedding", double[].class); vectorData.setVector(embedding); return vectorData; } }





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