Thursday, October 28, 2021
We present shapesafe (https://github.com/tribbloid/shapesafe) - the most comprehensive compile-time verifier for scala linear algebra - by only exploiting scala's type system as a theorem prover. This new paradigm allows type-level tensor computations, even those as complex as composite neural network blocks, to be rewritten, simplified and verified while being written. We will talk about its design and limitations, and most important, what we have observed and learned from it
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