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klutz.jl's Introduction

klutz.jl's People

Contributors

denizyuret avatar mikeinnes avatar

Stargazers

AStupidBear avatar Carlo Lucibello avatar Sebastian Wiesendahl avatar Risyandi avatar evalparse avatar Emre Sevinç avatar

Watchers

Emre Sevinç avatar James Cloos avatar  avatar  avatar Páll Haraldsson avatar  avatar

klutz.jl's Issues

Autodiff Benchmarks

Would be good to include these benchmarks. While being DL / CV benchmarks they are not the typical convnets, but have some interesting cases that are harder for current tools.

Other Tools

I don't think we should get into benchmarking every tool under the sun, but it'd be good to be fairly comprehensive in terms of the Julia ecosystem, and perhaps have one point of reference from outside. Options:

  • Zygote (I'll work on this)
  • ReverseDiff (at least for a subset of models where it's convenient)
  • PyTorch (represents a good standard for perf outside of Julia)
  • DyNet – a little faster than PyTorch but harder to make part of the build
  • TensorFlow – unfortunately though it's quite hard to good GPU microbenchmarks for TF though.

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