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Backends to support #7

Closed
14 of 16 tasks
gdalle opened this issue Jan 18, 2024 · 7 comments
Closed
14 of 16 tasks

Backends to support #7

gdalle opened this issue Jan 18, 2024 · 7 comments
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backend Related to one or more autodiff backends

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@gdalle
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gdalle commented Jan 18, 2024 •
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  • ChainRulesCore: forward, reverse
  • Diffractor
  • Enzyme: forward, reverse
  • FastDifferentiation
  • FiniteDiff
  • FiniteDifferences
  • ForwardDiff
  • MathOptSymbolicAD?
  • PolyesterForwardDiff
  • ReverseDiff
  • SparseDiffTools
  • Symbolics
  • Tapir
  • TaylorDiff
  • Tracker
  • Zygote
@gdalle gdalle changed the title Backends Backends to implement Mar 7, 2024
@gdalle gdalle changed the title Backends to implement Backends to support Mar 7, 2024
@avik-pal
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Add Tracker(?); even if it seems abandoned, it has been one of the most reliable ones on GPUs (maybe after Zygote). Also, we need it for LuxDL/Lux.jl#544.

@gdalle
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gdalle commented Mar 18, 2024

Easy peasy, I'll add it

@gdalle gdalle mentioned this issue Mar 18, 2024
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@prbzrg
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prbzrg commented Mar 18, 2024

The big list:
https://juliadiff.org/#the_big_list

@gdalle
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gdalle commented Mar 18, 2024

who do you think wrote that list ;)

@gdalle
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gdalle commented Mar 27, 2024

The backends ticked here all have basic support, but for optimal performance check out #115

@gdalle gdalle added the backend Related to one or more autodiff backends label Mar 28, 2024
@gdalle
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gdalle commented Apr 3, 2024

We support everything but TaylorDiff, no clue if it's worth adding it. The only case it makes sense is probably second derivatives

@gdalle
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gdalle commented Apr 25, 2024

TaylorDiff is too experimental, so I'm closing this in favor of the last remaining one lanl-ansi/MathOptSymbolicAD.jl#30

@gdalle gdalle closed this as completed Apr 25, 2024
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@gdalle @avik-pal @prbzrg