RESULTS: Using a corpus of over 1M basic blocks and just their measured performance, Ithemal learns to predict performance with half the error of LLVM's and Intel's tools.pic.twitter.com/MtBvpDHAqX
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How fast will your code run on the latest Intel chip? Find out with Ithemal (https://github.com/psg-mit/Ithemal ).
With only black-box access to a processor, we use machine learning to answer the question (https://bit.ly/2IGDeJO ) with half the error of Intel's own tools. #icml2019
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METHOD: Ithemal just needs raw assembly instructions as input and uses a hierarchical recurrent neural network (RNN) to perform the final prediction. No featurization of instructions is required!pic.twitter.com/R83pVrMwEr
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