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Geoffrey X. Yu

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Habitat: A Runtime-Based Computational Performance Predictor...USENIX ATC '212021-07-14
Habitat predicts a single training-iteration execution time by profiling operations on an available GPU and scaling per-kernel timings to other GPUs, using…
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Skyline: Interactive In-Editor Computational Performance Profiling for Deep Neural Network TrainingUIST 20202020-10-20
Skyline is an interactive in-editor profiler implemented as an Atom plugin for PyTorch that builds empirical models predicting throughput and GPU memory versus…
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