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/*
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* Copyright (c) 2023-2025, Agents-Flex (fuhai999@gmail.com).
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* <p>
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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* <p>
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* http://www.apache.org/licenses/LICENSE-2.0
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* <p>
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package com.agentsflex.llm.vllm;
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import com.agentsflex.core.document.Document;
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import com.agentsflex.core.llm.ChatOptions;
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import com.agentsflex.core.llm.embedding.EmbeddingOptions;
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import com.agentsflex.core.message.HumanMessage;
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import com.agentsflex.core.message.Message;
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import com.agentsflex.core.parser.AiMessageParser;
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import com.agentsflex.core.parser.impl.DefaultAiMessageParser;
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import com.agentsflex.core.prompt.DefaultPromptFormat;
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import com.agentsflex.core.prompt.Prompt;
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import com.agentsflex.core.prompt.PromptFormat;
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import com.agentsflex.core.util.Maps;
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import com.agentsflex.core.util.MessageUtil;
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import java.util.List;
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import java.util.Optional;
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public class VLlmLlmUtil {
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private static final PromptFormat promptFormat = new DefaultPromptFormat();
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public static AiMessageParser getAiMessageParser(boolean isStream) {
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return DefaultAiMessageParser.getChatGPTMessageParser(isStream);
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}
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public static String promptToPayload(Prompt prompt, VLlmLlmConfig config, ChatOptions options, boolean withStream) {
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List<Message> messages = prompt.toMessages();
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HumanMessage message = MessageUtil.findLastHumanMessage(messages);
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return Maps.of("model", Optional.ofNullable(options.getModel()).orElse(config.getModel()))
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.set("messages", promptFormat.toMessagesJsonObject(messages))
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.setIf(withStream, "stream", withStream)
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.setIfNotEmpty("tools", promptFormat.toFunctionsJsonObject(message))
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.setIfContainsKey("tools", "tool_choice", MessageUtil.getToolChoice(message))
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.setIfNotNull("top_p", options.getTopP())
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.setIfNotEmpty("stop", options.getStop())
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.setIf(map -> !map.containsKey("tools") && options.getTemperature() > 0, "temperature", options.getTemperature())
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.setIf(map -> !map.containsKey("tools") && options.getMaxTokens() != null, "max_tokens", options.getMaxTokens())
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.setIfNotEmpty(options.getExtra())
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.toJSON();
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}
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public static String promptToEnabledPayload(Document text, EmbeddingOptions options, VLlmLlmConfig config) {
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return Maps.of("model", options.getModelOrDefault(config.getDefaultEmbeddingModel()))
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.set("encoding_format", "float")
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.set("input", text.getContent())
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.toJSON();
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}
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}
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