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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.ollama; import com.agentsflex.core.llm.client.HttpClient; import com.agentsflex.core.message.Message; import com.agentsflex.core.message.MessageStatus; import com.agentsflex.core.parser.AiMessageParser; import com.agentsflex.core.parser.impl.DefaultAiMessageParser; import com.agentsflex.core.prompt.DefaultPromptFormat; import com.agentsflex.core.prompt.ImagePrompt; import com.agentsflex.core.prompt.Prompt; import com.agentsflex.core.prompt.PromptFormat; import com.agentsflex.core.util.Maps; import java.util.Base64; import java.util.Map; public class OllamaLlmUtil { private static final HttpClient imageHttpClient = new HttpClient(); private static final PromptFormat promptFormat = new DefaultPromptFormat() { @Override protected void buildMessageContent(Message message, Map map) { if (message instanceof ImagePrompt.TextAndImageMessage) { ImagePrompt prompt = ((ImagePrompt.TextAndImageMessage) message).getPrompt(); map.put("content", prompt.getContent()); map.put("images", new String[]{imageUrlToBase64(prompt.getImageUrl())}); } else { super.buildMessageContent(message, map); } } }; private static String imageUrlToBase64(String imageUrl) { byte[] bytes = imageHttpClient.getBytes(imageUrl); return Base64.getEncoder().encodeToString(bytes); } public static AiMessageParser getAiMessageParser() { DefaultAiMessageParser aiMessageParser = new DefaultAiMessageParser(); aiMessageParser.setContentPath("$.message.content"); aiMessageParser.setStatusPath("$.done"); aiMessageParser.setStatusParser(content -> { if (content != null && (boolean) content) { return MessageStatus.END; } return MessageStatus.MIDDLE; }); aiMessageParser.setTotalTokensPath("$.eval_count"); aiMessageParser.setCompletionTokensPath("$.prompt_eval_count"); return aiMessageParser; } public static String promptToPayload(Prompt prompt, OllamaLlmConfig config, boolean stream) { return Maps.of("model", config.getModel()) .put("messages", promptFormat.toMessagesJsonObject(prompt)) .putIf(!stream, "stream", stream) .toJSON(); } }





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