Search Results for author: James Hegarty

Found 2 papers, 1 papers with code

OLLA: Optimizing the Lifetime and Location of Arrays to Reduce the Memory Usage of Neural Networks

1 code implementation24 Oct 2022 Benoit Steiner, Mostafa Elhoushi, Jacob Kahn, James Hegarty

We present OLLA, an algorithm that optimizes the lifetime and memory location of the tensors used to train neural networks.

Using Graph Neural Networks to model the performance of Deep Neural Networks

no code implementations27 Aug 2021 Shikhar Singh, Benoit Steiner, James Hegarty, Hugh Leather

State-of-the-art deep-learning compilers like TVM and Halide incorporate a learning-based performance model to search the space of valid implementations of a given deep learning algorithm.

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