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Resolving Packets from Counters: Enabling Multi-scale Network Traffic Super Resolution via Composable Large Traffic Model

Realistic fine-grained traffic traces are valuable to numerous applications in both academia and industry. It's challenging to obtain them directly, while coarse-grained counters are readily available on all network devices. This work ZoomSynth can synthesis fine-grained trafffic from those counters and further support some downstream tasks.

Folder descriptions:

  • Train: Model programs and training scripts

  • Infer: Scripts and programs to run inference

  • Data processing: Parsing pcap files and generate training datasets

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  1. GPT-2
  2. CLIP

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  • Python 99.5%
  • Shell 0.5%