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SketchDLC -- A Sketch on the distributed deep learning communication

SketchDLC is based on the popular deep learning framework MXNet, and I just modify some source code files to capture the communication trace file. Therefore, the file list is almost the same with MXNet. SketchDLC is proposed to measure the behaviors of distributed deep learning communications.

Implementation details

The newly added pdf file (implementation-details.pdf) is the manuscript of the first version, which contains some implementation details and a trace sample.

Features

  • SketchDLC is applicable to clusters of different scales.
  • Each node will have its own trace file after the capturing process.
  • You need to modify the zmq_van.h to assign your own file paths, and then compile the whole project again before capturing the trace files.

Ask Questions

Please send emails to [email protected] for more details.

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