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samples/mllm_analyse_sample.cpp
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56
samples/mllm_analyse_sample.cpp
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#include "../nodes/vp_image_src_node.h"
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#include "../nodes/infers/vp_mllm_analyser_node.h"
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#include "../nodes/osd/vp_mllm_osd_node.h"
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#include "../nodes/vp_screen_des_node.h"
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#include "../nodes/vp_rtmp_des_node.h"
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#include "../utils/analysis_board/vp_analysis_board.h"
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/*
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* ## mllm_analyse_sample ##
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* image(frame) analyse based on Multimodal Large Language Model(from Ollama).
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* read images from disk and analyse the image using MLLM using the prepared prompt.
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*/
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int main() {
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VP_SET_LOG_INCLUDE_CODE_LOCATION(false);
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VP_SET_LOG_INCLUDE_THREAD_ID(false);
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VP_SET_LOG_LEVEL(vp_utils::vp_log_level::INFO);
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VP_LOGGER_INIT();
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// create nodes
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auto image_src_0 = std::make_shared<vp_nodes::vp_image_src_node>("image_file_src_0", 0, "./vp_data/test_images/llm/writing/%d.jpg", 2, 0.5);
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auto understanding_prompt = "一句话描述图片内容,要求包含:\n"
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"1. 对天气的描述\n"
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"2. 对环境的描述\n"
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"3. 对位置的描述(如果可以从图片上的文字信息得出)\n"
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"4. 字数不超过50字"
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"你的输出结果是:";
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auto writing_prompt = "根据图片写一段故事,要求包含:\n"
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"1. 完整的故事结构\n"
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"2. 故事内容要包含时间、地点、人物等元素"
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"3. 字数不超过50字"
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"你的输出结果是:";
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auto mllm_analyser_0 = std::make_shared<vp_nodes::vp_mllm_analyser_node>("mllm_analyser_0", // node name
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"minicpm-v:8b", // mllm model name (support image as input)
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writing_prompt, // prompt
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"http://192.168.77.219:11434", // api base url
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"", // api key (not required by Ollama)
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llmlib::LLMBackendType::Ollama); // backend type, make sure Ollama is installed at 192.168.77.219
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auto mllm_osd_0 = std::make_shared<vp_nodes::vp_mllm_osd_node>("osd_0", "./vp_data/font/NotoSansCJKsc-Medium.otf");
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auto screen_des_0 = std::make_shared<vp_nodes::vp_screen_des_node>("screen_des_0", 0);
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// construct pipeline
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mllm_analyser_0->attach_to({image_src_0});
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mllm_osd_0->attach_to({mllm_analyser_0});
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screen_des_0->attach_to({mllm_osd_0});
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image_src_0->start();
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// for debug purpose
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vp_utils::vp_analysis_board board({image_src_0});
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board.display(1, false);
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std::string wait;
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std::getline(std::cin, wait);
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image_src_0->detach_recursively();
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}
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