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GUI-Based DL-Network Designer for KISTI’s Supercomputer Users

Computers, Materials & Continua 2021年第11期69卷 1611-1629页

作者： Jaegwang Lee Jongsuk R.Lee sunil ahn Korea Institute Science and Technology Information Daejeon34141Korea

With the increase in research on AI(Artificial Intelligence),the importance of DL(Deep Learning)in various fields,such as materials,biotechnology,genomes,and new drugs,is increasing significantly,thereby increasing the number of deep-learning framework ***,to design a deep neural network,a considerable understanding of the framework is *** solve this problem,a GUI(Graphical User Interface)-based DNN(Deep Neural Network)design tool is being actively researched and *** GUI-based DNN design tool can design DNNs quickly and ***,the existing GUI-based DNN design tool has certain limitations such as poor usability,framework dependency,and difficulty encountered in changing GUI *** this study,a deep learning algorithm that solves the problem of poor usability was developed using a template to increase the accessibility for ***,the proposed tool was developed to save and share only the necessary parts for quick *** solve the framework dependency,we applied ONNX(Open Neural Network Exchange),which is an exchange standard for neural networks,and configured it such that DNNs designed with the existing deep-learning framework can be ***,to address the difficulty encountered in changing GUI components,we defined and developed the JSON format to quickly respond to version *** developed DL neural network designer was validated by running it with KISTI’s supercomputer-based AI Studio.

关键词： Deep neural network design ONNX GUI design tool deep learning

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