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Add array function registration for Lux #1054
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ChrisRackauckas
merged 10 commits into
JuliaSymbolics:master
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SebastianM-C:luxcore_ext
Mar 3, 2024
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2f25742
Add extension for LuxCore
SebastianM-C 9dbd42d
add LuxCore extension tests
SebastianM-C 356e4c9
use `LuxCore.outputsize`
SebastianM-C 639a354
Improve tests for the Lux extenstion
SebastianM-C 26ddc9c
update api
SebastianM-C 2577243
bump version
SebastianM-C a6f88bc
remove `AbstractExplicitContainerLayer` specialization
SebastianM-C 78a2732
bump versions
SebastianM-C 5dfa5f5
Merge branch 'master' into luxcore_ext
SebastianM-C d3ebacd
use the more general outputsize
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,17 @@ | ||
module SymbolicsLuxCoreExt | ||
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using LuxCore, Symbolics | ||
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@register_array_symbolic LuxCore.partial_apply( | ||
model::LuxCore.AbstractExplicitContainerLayer, x::AbstractArray, ps::NamedTuple, st::NamedTuple) begin | ||
size = ((model[end].out_dims),) | ||
eltype = Real | ||
end | ||
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@register_array_symbolic LuxCore.partial_apply( | ||
model::LuxCore.AbstractExplicitLayer, x::AbstractArray, ps::NamedTuple, st::NamedTuple) begin | ||
size = ((model.out_dims),) | ||
eltype = Real | ||
end | ||
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end |
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Original file line number | Diff line number | Diff line change |
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using Symbolics, Lux, Random, Test | ||
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@testset "Symbolics extension" begin | ||
model = Dense(5, 6) | ||
rng = Random.default_rng() | ||
x = randn(rng, Float32, 5) | ||
ps, st = LuxCore.setup(rng, model) | ||
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Symbolics.@variables sym_ps[1:5] = Float32[1, 2, 3, 4, 5] | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Test the creation of parameter types which match ps and st as well. |
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out = LuxCore.partial_apply(model, sym_ps, ps, st) | ||
@test out isa Symbolics.Arr | ||
end |
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Definitely won't work for anything other than
Dense
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I've updated to
LuxCore.outputsize
.