Typesafe Abstractions for Tensor Operations

October 18, 2017 ยท Declared Dead ยท ๐Ÿ› SCALA@SPLASH

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Authors Tongfei Chen arXiv ID 1710.06892 Category cs.PL: Programming Languages Citations 13 Venue SCALA@SPLASH Last Checked 2 months ago
Abstract
We propose a typesafe abstraction to tensors (i.e. multidimensional arrays) exploiting the type-level programming capabilities of Scala through heterogeneous lists (HList), and showcase typesafe abstractions of common tensor operations and various neural layers such as convolution or recurrent neural networks. This abstraction could lay the foundation of future typesafe deep learning frameworks that runs on Scala/JVM.
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