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Explanation

  • This dataset captures both tabular metadata and graph representations from deep learning training workflows, extracted via TensorFlow's XLA compiler.
  • Designed within the AI4CI thrust of ICICLE, it supports experiments in:
    • AI for Systems (AI4Sys)
    • Smart scheduling in HPC
    • Graph-based workload characterization
  • The combination of static metadata and dynamic graph structures enables hybrid ML approaches.