We read every piece of feedback, and take your input very seriously.
To see all available qualifiers, see our documentation.
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
3D optimization with LBFGS fails. 2D arrays work because adjoint is probably defined.
LBFGS
# ╔═╡ 350d641c-ae24-11ee-018a-b331fe41f5b3 using Optimization, OptimizationOptimisers, OptimizationOptimJL, Zygote # ╔═╡ 4c272f03-4aae-4788-99bd-88e8bb3a8eea f(x, p) = sum(abs2, x) # ╔═╡ eba0efac-2874-4031-97fc-3256ad103bd6 init0 = ones((10, 10, 10)) # ╔═╡ f0afb848-f40f-4999-86cc-50f63f7b553d opt_fun = OptimizationFunction(f, AutoZygote()) # ╔═╡ c3171aae-9822-4add-a2ec-d1e749158684 problem = OptimizationProblem(opt_fun, init0); # ╔═╡ d5d19f34-3100-43a3-8d35-6aae4bf1b171 res = solve(problem, OptimizationOptimJL.LBFGS(), maxiters=20)
results in:
adjoint not defined for Array{Float64, 3}. Consider using `permutedims` for higher-dimensional arrays. error(::String)@error.jl:35 adjoint(::Array{Float64, 3})@transpose.jl:3 alloc_H(::Array{Float64, 3}, ::Float64)@abstract.jl:25 __solve(::Optimization.OptimizationCache{SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), OptimizationZygoteExt.var"#38#56"{OptimizationZygoteExt.var"#37#55"{SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Optimization.ReInitCache{Array{Float64, 3}, SciMLBase.NullParameters}}}, OptimizationZygoteExt.var"#41#59"{OptimizationZygoteExt.var"#37#55"{SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Optimization.ReInitCache{Array{Float64, 3}, SciMLBase.NullParameters}}}, OptimizationZygoteExt.var"#45#63", Nothing, OptimizationZygoteExt.var"#49#67"{SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Optimization.ReInitCache{Array{Float64, 3}, SciMLBase.NullParameters}}, OptimizationZygoteExt.var"#53#71"{SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Optimization.ReInitCache{Array{Float64, 3}, SciMLBase.NullParameters}}, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Optimization.ReInitCache{Array{Float64, 3}, SciMLBase.NullParameters}, Nothing, Nothing, Nothing, Nothing, Nothing, Optim.LBFGS{Nothing, LineSearches.InitialStatic{Float64}, LineSearches.HagerZhang{Float64, Base.RefValue{Bool}}, Optim.var"#19#21"}, Base.Iterators.Cycle{Tuple{Optimization.NullData}}, Bool, OptimizationOptimJL.var"#4#6"})@OptimizationOptimJL.jl:191 solve!(::Optimization.OptimizationCache{SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), OptimizationZygoteExt.var"#38#56"{OptimizationZygoteExt.var"#37#55"{SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Optimization.ReInitCache{Array{Float64, 3}, SciMLBase.NullParameters}}}, OptimizationZygoteExt.var"#41#59"{OptimizationZygoteExt.var"#37#55"{SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Optimization.ReInitCache{Array{Float64, 3}, SciMLBase.NullParameters}}}, OptimizationZygoteExt.var"#45#63", Nothing, OptimizationZygoteExt.var"#49#67"{SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Optimization.ReInitCache{Array{Float64, 3}, SciMLBase.NullParameters}}, OptimizationZygoteExt.var"#53#71"{SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Optimization.ReInitCache{Array{Float64, 3}, SciMLBase.NullParameters}}, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Optimization.ReInitCache{Array{Float64, 3}, SciMLBase.NullParameters}, Nothing, Nothing, Nothing, Nothing, Nothing, Optim.LBFGS{Nothing, LineSearches.InitialStatic{Float64}, LineSearches.HagerZhang{Float64, Base.RefValue{Bool}}, Optim.var"#19#21"}, Base.Iterators.Cycle{Tuple{Optimization.NullData}}, Bool, OptimizationOptimJL.var"#4#6"})@solve.jl:177 var"#solve#599"(::Base.Pairs{Symbol, Int64, Tuple{Symbol}, NamedTuple{(:maxiters,), Tuple{Int64}}}, ::typeof(CommonSolve.solve), ::SciMLBase.OptimizationProblem{true, SciMLBase.OptimizationFunction{true, ADTypes.AutoZygote, typeof(Main.var"workspace#9".f), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, SymbolicIndexingInterface.SymbolCache{Nothing, Nothing, Nothing}, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, Array{Float64, 3}, SciMLBase.NullParameters, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Base.Pairs{Symbol, Union{}, Tuple{}, NamedTuple{(), Tuple{}}}}, ::Optim.LBFGS{Nothing, LineSearches.InitialStatic{Float64}, LineSearches.HagerZhang{Float64, Base.RefValue{Bool}}, Optim.var"#19#21"})@solve.jl:94 top-level scope@[Local: 1](http://localhost:1234/edit?id=350d6414-ae24-11ee-39ce-75009143ebb4#)[inlined]
status `/tmp/jl_is47EO/Project.toml` ⌅ [7f7a1694] Optimization v3.20.2 ⌅ [36348300] OptimizationOptimJL v0.1.14 ⌅ [42dfb2eb] OptimizationOptimisers v0.1.6 [e88e6eb3] Zygote v0.6.68 [44cfe95a] Pkg v1.9.2 Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated` Julia Version 1.9.4 Commit 8e5136fa297 (2023-11-14 08:46 UTC) Build Info: Official https://julialang.org/ release Platform Info: OS: Linux (x86_64-linux-gnu) CPU: 24 × AMD Ryzen 9 5900X 12-Core Processor WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-14.0.6 (ORCJIT, znver3) Threads: 24 on 24 virtual cores Environment: JULIA_NUM_THREADS = 24 JULIA_DEPOT_PATH = /home/felix/.julia:/home/felix/.julia/juliaup/julia-1.9.4+0.x64.linux.gnu/local/share/julia:/home/felix/.julia/juliaup/julia-1.9.4+0.x64.linux.gnu/share/julia JULIA_PROJECT = /home/felix/.julia/dev/SwissVAMyKnife.jl/Project.toml JULIA_LOAD_PATH = @:@v#.#:@stdlib JULIA_REVISE_WORKER_ONLY = 1
The text was updated successfully, but these errors were encountered:
No branches or pull requests
3D optimization with
LBFGS
fails. 2D arrays work because adjoint is probably defined.results in:
The text was updated successfully, but these errors were encountered: