Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Sparse vector to real power throws a pullback error #731

Open
gdalle opened this issue Aug 10, 2023 · 0 comments
Open

Sparse vector to real power throws a pullback error #731

gdalle opened this issue Aug 10, 2023 · 0 comments
Labels
bug Something isn't working

Comments

@gdalle
Copy link
Member

gdalle commented Aug 10, 2023

The following works with a dense vector or with an integer power, but not with both:

julia> using SparseArrays, Zygote

julia> f(x) = x .^ 2;

julia> g(x) = x .^ 2.0;

julia> x = sparse(rand(2))
2-element SparseVector{Float64, Int64} with 2 stored entries:
  [1]  =  0.908478
  [2]  =  0.342989

julia> Zygote.pullback(f, x)
(  [1]  =  0.825332
  [2]  =  0.117641, Zygote.var"#75#76"{Zygote.Pullback{Tuple{typeof(f), SparseVector{Float64, Int64}}, Tuple{Zygote.var"#3878#back#1235"{Zygote.var"#1231#1234"{2, SparseVector{Float64, Int64}}}, Zygote.var"#1922#back#157"{Zygote.var"#153#156"}, Zygote.Pullback{Tuple{typeof(Base.Broadcast.materialize), SparseVector{Float64, Int64}}, Tuple{}}}}}((f)))

julia> y = rand(2)
2-element Vector{Float64}:
 0.5386564359257334
 0.8942806547203198

julia> Zygote.pullback(g, y)
([0.29015075596421375, 0.7997378894070039], Zygote.var"#75#76"{Zygote.Pullback{Tuple{typeof(g), Vector{Float64}}, Tuple{Zygote.Pullback{Tuple{typeof(Base.Broadcast.broadcasted), typeof(^), Vector{Float64}, Float64}, Tuple{Zygote.var"#2169#back#289"{Zygote.var"#287#288"{Tuple{NTuple{4, Nothing}, Tuple{}}, Zygote.var"#4119#back#1356"{Zygote.var"#∇broadcasted#1367"{Tuple{Vector{Float64}, Float64}, Vector{Tuple{Float64, Zygote.ZBack{ChainRules.var"#power_pullback#1338"{Float64, Float64, ChainRulesCore.ProjectTo{Float64, @NamedTuple{}}, ChainRulesCore.ProjectTo{Float64, @NamedTuple{}}, Float64}}}}, Val{3}}}}}, Zygote.var"#2013#back#200"{typeof(identity)}, Zygote.var"#2877#back#684"{Zygote.var"#map_back#678"{typeof(Base.Broadcast.broadcastable), 1, Tuple{Tuple{}}, Tuple{Val{0}}, Tuple{}}}, Zygote.Pullback{Tuple{typeof(Base.Broadcast.broadcastable), Float64}, Tuple{}}, Zygote.var"#2169#back#289"{Zygote.var"#287#288"{Tuple{Tuple{Nothing, Nothing}, Tuple{}}, Zygote.var"#combine_styles_pullback#1162"{Tuple{Nothing, Nothing, Nothing}}}}, Zygote.var"#2013#back#200"{typeof(identity)}, Zygote.Pullback{Tuple{typeof(Base.Broadcast.broadcastable), Vector{Float64}}, Tuple{}}}}, Zygote.Pullback{Tuple{typeof(Base.Broadcast.materialize), Vector{Float64}}, Tuple{}}}}}(∂(g)))

julia> Zygote.pullback(g, x)
ERROR: MethodError: no method matching zero(::Tuple{Float64, Zygote.ZBack{ChainRules.var"#power_pullback#1338"{Float64, Float64, ChainRulesCore.ProjectTo{Float64, @NamedTuple{}}, ChainRulesCore.ProjectTo{Float64, @NamedTuple{}}, Float64}}})

Closest candidates are:
  zero(::Type{Union{}}, Any...)
   @ Base number.jl:310
  zero(::Type{Pkg.Resolve.VersionWeight})
   @ Pkg ~/.julia/juliaup/julia-1.10.0-beta1+0.x64.linux.gnu/share/julia/stdlib/v1.10/Pkg/src/Resolve/versionweights.jl:15
  zero(::Type{Dates.Date})
   @ Dates ~/.julia/juliaup/julia-1.10.0-beta1+0.x64.linux.gnu/share/julia/stdlib/v1.10/Dates/src/types.jl:439
  ...

Stacktrace:
  [1] iszero(x::Tuple{Float64, Zygote.ZBack{ChainRules.var"#power_pullback#1338"{…}}})
    @ Base ./number.jl:42
  [2] _isnotzero
    @ SparseArrays.HigherOrderFns ~/.julia/juliaup/julia-1.10.0-beta1+0.x64.linux.gnu/share/julia/stdlib/v1.10/SparseArrays/src/SparseArrays.jl:44 [inlined]
  [3] _map_zeropres!(f::Tf, C::Union{…}, A::Union{…}) where Tf
    @ SparseArrays.HigherOrderFns ~/.julia/juliaup/julia-1.10.0-beta1+0.x64.linux.gnu/share/julia/stdlib/v1.10/SparseArrays/src/higherorderfns.jl:269 [inlined]
  [4] _noshapecheck_map(::SparseArrays.HigherOrderFns.var"#3#4"{}, ::SparseVector{…})
    @ SparseArrays.HigherOrderFns ~/.julia/juliaup/julia-1.10.0-beta1+0.x64.linux.gnu/share/julia/stdlib/v1.10/SparseArrays/src/higherorderfns.jl:189
  [5] _shapecheckbc
    @ SparseArrays.HigherOrderFns ~/.julia/juliaup/julia-1.10.0-beta1+0.x64.linux.gnu/share/julia/stdlib/v1.10/SparseArrays/src/higherorderfns.jl:1061 [inlined]
  [6] _copy
    @ SparseArrays.HigherOrderFns ~/.julia/juliaup/julia-1.10.0-beta1+0.x64.linux.gnu/share/julia/stdlib/v1.10/SparseArrays/src/higherorderfns.jl:1050 [inlined]
  [7] _copy
    @ SparseArrays.HigherOrderFns ~/.julia/juliaup/julia-1.10.0-beta1+0.x64.linux.gnu/share/julia/stdlib/v1.10/SparseArrays/src/higherorderfns.jl:1056 [inlined]
  [8] copy
    @ SparseArrays.HigherOrderFns ~/.julia/juliaup/julia-1.10.0-beta1+0.x64.linux.gnu/share/julia/stdlib/v1.10/SparseArrays/src/higherorderfns.jl:1047 [inlined]
  [9] materialize
    @ Base.Broadcast ./broadcast.jl:903 [inlined]
 [10] _broadcast
    @ Zygote ~/.julia/packages/Zygote/JeHtr/src/lib/broadcast.jl:189 [inlined]
 [11] _broadcast_generic
    @ Zygote ~/.julia/packages/Zygote/JeHtr/src/lib/broadcast.jl:215 [inlined]
 [12] adjoint
    @ Zygote ~/.julia/packages/Zygote/JeHtr/src/lib/broadcast.jl:205 [inlined]
 [13] _pullback
    @ Zygote ~/.julia/packages/ZygoteRules/OgCVT/src/adjoint.jl:66 [inlined]
 [14] _apply
    @ Core ./boot.jl:836 [inlined]
 [15] adjoint
    @ Zygote ~/.julia/packages/Zygote/JeHtr/src/lib/lib.jl:203 [inlined]
 [16] _pullback
    @ Zygote ~/.julia/packages/ZygoteRules/OgCVT/src/adjoint.jl:66 [inlined]
 [17] broadcasted
    @ Base.Broadcast ./broadcast.jl:1347 [inlined]
 [18] g
    @ Zygote ./REPL[16]:1 [inlined]
 [19] _pullback(ctx::Zygote.Context{false}, f::typeof(g), args::SparseVector{Float64, Int64})
    @ Zygote ~/.julia/packages/Zygote/JeHtr/src/compiler/interface2.jl:0
 [20] pullback(f::Function, cx::Zygote.Context{false}, args::SparseVector{Float64, Int64})
    @ Zygote ~/.julia/packages/Zygote/JeHtr/src/compiler/interface.jl:44
 [21] pullback(f::Function, args::SparseVector{Float64, Int64})
    @ Zygote ~/.julia/packages/Zygote/JeHtr/src/compiler/interface.jl:42
 [22] top-level scope
    @ REPL[19]:1
 [23] top-level scope
    @ ~/.julia/packages/Infiltrator/LtFao/src/Infiltrator.jl:726
Some type information was truncated. Use `show(err)` to see complete types.

Version info:

julia> versioninfo()
Julia Version 1.10.0-beta1
Commit 6616549950e (2023-07-25 17:43 UTC)
Platform Info:
  OS: Linux (x86_64-linux-gnu)
  CPU: 12 × Intel(R) Core(TM) i7-8850H CPU @ 2.60GHz
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-15.0.7 (ORCJIT, skylake)
  Threads: 1 on 12 virtual cores
Environment:
  LD_LIBRARY_PATH = :/home/guillaume/Software/gurobi1002/linux64/lib
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
bug Something isn't working
Projects
None yet
Development

No branches or pull requests

1 participant