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Dataset of "Network Traffic Characteristics of Machine Learning Frameworks Under the Microscope"

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DataCite Commons2021-10-27 更新2024-07-13 收录
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https://mediatum.ub.tum.de/1632489
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资源简介:
Network traffic collection (PCAP) of three widely-used state-of-the-art Distributed Machine Learning (DML) frameworks (Tensorflow, Horovod, KungFu). The collection contains distributed training runs of four models (MobileNetV2, ResNet50, Resnet101, DenseNet201) with varying configurations of the frameworks. Varied parameters are the communication topology and backend, the distributed optimizer, the batch size and the packet loss in the network.
提供机构:
Technical University of Munich
创建时间:
2021-10-27
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