Review for NeurIPS paper: AdaTune: Adaptive Tensor Program Compilation Made Efficient
–Neural Information Processing Systems
Weaknesses: OpenTuner * OpenTuner (http://opentuner.org) is a general-purpose auto-tuning framework that is widely used in compiler / automatic program optimization. The authors do not mention or compare against them. OpenTuner is built for tuning various knobs in a compiler / automatic program optimization setting. The authors only use simulated annealing. I would like to see how the optimization times compare with OpenTuner which can adaptively use different search techniques. Evaluation on larger NNs * Results from optimizing ResNet-50 would be more compelling.
Neural Information Processing Systems
Jan-27-2025, 10:56:52 GMT
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