# Poisson Equation example of NeuralPDE.jl throws hash error

**URL:** https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071
**Category:** Machine Learning
**Tags:** question
**Created:** [March 18, 2022, 8:43am UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071 "2022-03-18T08:43:38Z")
**Posts on this page:** 18
**Page:** 1

<div class="post-metadata">

### Author: ![FrootLoops](https://avatars.discourse-cdn.com/v4/letter/f/c4cdca/32.png) [@FrootLoops](https://discourse.julialang.org/u/FrootLoops)
#### Post date: [March 18, 2022, 8:43am UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/1 "2022-03-18T08:43:38Z")

</div>

I am new to the PINN topic and therefore I just wanted to study through the tutorial of [NeuralPDE.jl](https://neuralpde.sciml.ai/dev/). I tried several examples from the tutorial. Sadly none of it works and I get the same error for each example. I am using Julia Version 1.7.2.  
For example, the error I get for the [Poisson equation](https://neuralpde.sciml.ai/dev/pinn/poisson/) is:

```julia

ERROR: MethodError: no method matching hash(::Sym{Real, Base.ImmutableDict{DataType, Any}}, ::UInt64)
Closest candidates are:
  hash(::Union{SymbolicUtils.Add, SymbolicUtils.Mul}, ::UInt64) at C:\Users\K\.julia\packages\SymbolicUtils\v2ZkM\src\types.jl:1119
  hash(::Sym, ::UInt32) at C:\Users\K\.julia\packages\SymbolicUtils\v2ZkM\src\types.jl:152
  hash(::PolyForm, ::UInt64) at C:\Users\K\.julia\packages\SymbolicUtils\v2ZkM\src\polyform.jl:43
  ...
Stacktrace:
  [1] hash(D::Differential, u::UInt32)
    @ Symbolics C:\Users\K\.julia\packages\Symbolics\1OrKJ\src\diff.jl:51
  [2] hash(x::Function)
    @ Base .\hashing.jl:20
  [3] hashindex
    @ .\dict.jl:169 [inlined]
  [4] ht_keyindex
    @ .\dict.jl:284 [inlined]
  [5] in(key::Function, v::Base.KeySet{Symbol, Dict{Symbol, Int32}})
    @ Base .\dict.jl:553
  [6] _transform_expression(ex::Expr, indvars::Vector{Symbol}, depvars::Vector{Symbol}, dict_indvars::Dict{Symbol, Int32}, dict_depvars::Dict{Symbol, Int32}, dict_depvar_input::Dict{Symbol, Vector{Symbol}}, chain::FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, eltypeθ::Type, strategy::GridTraining, phi::NeuralPDE.var"#280#282"{FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, UnionAll}, derivative_::NeuralPDE.var"#286#287", integral::NeuralPDE.var"#288#295"{GridTraining, NeuralPDE.var"#288#289#296"{NeuralPDE.var"#286#287"}, Dict{Symbol, Int32}, Dict{Symbol, Int32}, Vector{Symbol}, Vector{Symbol}}, initθ::Vector{Float64}; is_integral::Bool, dict_transformation_vars::Nothing, transformation_vars::Nothing)
    @ NeuralPDE C:\Users\K\.julia\packages\NeuralPDE\j8LaF\src\pinns_pde_solve.jl:247
  [7] _transform_expression(ex::Expr, indvars::Vector{Symbol}, depvars::Vector{Symbol}, dict_indvars::Dict{Symbol, Int32}, dict_depvars::Dict{Symbol, Int32}, dict_depvar_input::Dict{Symbol, Vector{Symbol}}, chain::FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, eltypeθ::Type, strategy::GridTraining, phi::NeuralPDE.var"#280#282"{FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, UnionAll}, derivative_::NeuralPDE.var"#286#287", integral::NeuralPDE.var"#288#295"{GridTraining, NeuralPDE.var"#288#289#296"{NeuralPDE.var"#286#287"}, Dict{Symbol, Int32}, Dict{Symbol, Int32}, Vector{Symbol}, Vector{Symbol}}, initθ::Vector{Float64}; is_integral::Bool, dict_transformation_vars::Nothing, transformation_vars::Nothing)
    @ NeuralPDE C:\Users\K\.julia\packages\NeuralPDE\j8LaF\src\pinns_pde_solve.jl:360
  [8] transform_expression(ex::Expr, indvars::Vector{Symbol}, depvars::Vector{Symbol}, dict_indvars::Dict{Symbol, Int32}, dict_depvars::Dict{Symbol, Int32}, dict_depvar_input::Dict{Symbol, Vector{Symbol}}, chain::FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, eltypeθ::Type, strategy::GridTraining, phi::NeuralPDE.var"#280#282"{FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, UnionAll}, derivative::NeuralPDE.var"#286#287", integral::NeuralPDE.var"#288#295"{GridTraining, NeuralPDE.var"#288#289#296"{NeuralPDE.var"#286#287"}, Dict{Symbol, Int32}, Dict{Symbol, Int32}, Vector{Symbol}, Vector{Symbol}}, initθ::Vector{Float64}; is_integral::Bool, dict_transformation_vars::Nothing, transformation_vars::Nothing)
    @ NeuralPDE C:\Users\K\.julia\packages\NeuralPDE\j8LaF\src\pinns_pde_solve.jl:205
  [9] transform_expression(ex::Expr, indvars::Vector{Symbol}, depvars::Vector{Symbol}, dict_indvars::Dict{Symbol, Int32}, dict_depvars::Dict{Symbol, Int32}, dict_depvar_input::Dict{Symbol, Vector{Symbol}}, chain::Function, eltypeθ::Type, strategy::GridTraining, phi::NeuralPDE.var"#280#282"{FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, UnionAll}, derivative::NeuralPDE.var"#286#287", integral::NeuralPDE.var"#288#295"{GridTraining, NeuralPDE.var"#288#289#296"{NeuralPDE.var"#286#287"}, Dict{Symbol, Int32}, Dict{Symbol, Int32}, Vector{Symbol}, Vector{Symbol}}, initθ::Vector{Float64})
    @ NeuralPDE C:\Users\K\.julia\packages\NeuralPDE\j8LaF\src\pinns_pde_solve.jl:204
 [10] parse_equation(eq::Equation, indvars::Vector{Symbol}, depvars::Vector{Symbol}, dict_indvars::Dict{Symbol, Int32}, dict_depvars::Dict{Symbol, Int32}, dict_depvar_input::Dict{Symbol, Vector{Symbol}}, chain::Function, eltypeθ::Type, strategy::GridTraining, phi::NeuralPDE.var"#280#282"{FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, UnionAll}, derivative::NeuralPDE.var"#286#287", integral::NeuralPDE.var"#288#295"{GridTraining, NeuralPDE.var"#288#289#296"{NeuralPDE.var"#286#287"}, Dict{Symbol, Int32}, Dict{Symbol, Int32}, Vector{Symbol}, Vector{Symbol}}, initθ::Vector{Float64})
    @ NeuralPDE C:\Users\K\.julia\packages\NeuralPDE\j8LaF\src\pinns_pde_solve.jl:402
 [11] build_symbolic_loss_function(eqs::Equation, indvars::Vector{Symbol}, depvars::Vector{Symbol}, dict_indvars::Dict{Symbol, Int32}, dict_depvars::Dict{Symbol, Int32}, dict_depvar_input::Dict{Symbol, Vector{Symbol}}, phi::NeuralPDE.var"#280#282"{FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, UnionAll}, derivative::NeuralPDE.var"#286#287", integral::NeuralPDE.var"#288#295"{GridTraining, NeuralPDE.var"#288#289#296"{NeuralPDE.var"#286#287"}, Dict{Symbol, Int32}, Dict{Symbol, Int32}, Vector{Symbol}, Vector{Symbol}}, chain::FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, initθ::Vector{Float64}, strategy::GridTraining; eq_params::SciMLBase.NullParameters, param_estim::Bool, default_p::Nothing, bc_indvars::Vector{Any}, integrand::Nothing, dict_transformation_vars::Nothing, transformation_vars::Nothing, integrating_depvars::Vector{Symbol})
    @ NeuralPDE C:\Users\K\.julia\packages\NeuralPDE\j8LaF\src\pinns_pde_solve.jl:509
 [12] #build_loss_function#184
    @ C:\Users\K\.julia\packages\NeuralPDE\j8LaF\src\pinns_pde_solve.jl:630 [inlined]
 [13] #346
    @ .\none:0 [inlined]
 [14] iterate
    @ .\generator.jl:47 [inlined]
 [15] collect(itr::Base.Generator{Base.Iterators.Zip{Tuple{Vector{Equation}, Vector{Vector{Any}}, Vector{Vector{Symbol}}}}, NeuralPDE.var"#346#362"{NeuralPDE.var"#288#295"{GridTraining, NeuralPDE.var"#288#289#296"{NeuralPDE.var"#286#287"}, Dict{Symbol, Int32}, Dict{Symbol, Int32}, Vector{Symbol}, Vector{Symbol}}, GridTraining, NeuralPDE.var"#286#287", NeuralPDE.var"#280#282"{FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, UnionAll}, Vector{Float64}, FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, Dict{Symbol, Vector{Symbol}}, Dict{Symbol, Int32}, Dict{Symbol, Int32}, Vector{Symbol}, Vector{Symbol}, Bool, Nothing, SciMLBase.NullParameters}}) @ Base .\array.jl:724
 [16] discretize(pde_system::PDESystem, discretization::PhysicsInformedNN{true, FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, GridTraining, Vector{Float64}, NeuralPDE.var"#280#282"{FastChain{Tuple{FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(sigmoid_fast), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}, FastDense{typeof(identity), DiffEqFlux.var"#initial_params#94"{Vector{Float32}}, Nothing}}}, UnionAll}, NeuralPDE.var"#286#287", Bool, Nothing, Base.Pairs{Symbol, Union{}, Tuple{}, NamedTuple{(), Tuple{}}}})
    @ NeuralPDE C:\Users\K\.julia\packages\NeuralPDE\j8LaF\src\pinns_pde_solve.jl:1133
 [17] top-level scope
    @ c:\Users\K\Desktop\PINN\test.jl:30

```

Is there anything to fix this issue?

---

<div class="post-metadata">

### Author: ![nilshg](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/nilshg/32/2283_2.png) [@nilshg](https://discourse.julialang.org/u/nilshg)
#### Post date: [March 18, 2022, 10:44am UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/2 "2022-03-18T10:44:46Z")

</div>

Works for me - probably you’re using different package versions than the one the docs are written for?

---

<div class="post-metadata">

### Author: ![FrootLoops](https://avatars.discourse-cdn.com/v4/letter/f/c4cdca/32.png) [@FrootLoops](https://discourse.julialang.org/u/FrootLoops)
#### Post date: [March 18, 2022, 10:56am UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/3 "2022-03-18T10:56:45Z")

</div>

Maybe. I just updated every package. Where can I find out which version of each package was used in the tutorial?

---

<div class="post-metadata">

### Author: ![nilshg](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/nilshg/32/2283_2.png) [@nilshg](https://discourse.julialang.org/u/nilshg)
#### Post date: [March 18, 2022, 11:07am UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/4 "2022-03-18T11:07:18Z")

</div>

What’s the output of `] st`?

---

<div class="post-metadata">

### Author: ![FrootLoops](https://avatars.discourse-cdn.com/v4/letter/f/c4cdca/32.png) [@FrootLoops](https://discourse.julialang.org/u/FrootLoops)
#### Post date: [March 18, 2022, 11:25am UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/5 "2022-03-18T11:25:43Z")

</div>

> [@nilshg](#):
>
> ] st

This is the output I get.

```julia
[667455a9] Cubature v1.5.1
  [aae7a2af] DiffEqFlux v1.45.2
  [9fdde737] DiffEqOperators v4.41.0
  [0c46a032] DifferentialEquations v7.1.0
  [5b8099bc] DomainSets v0.5.9
  [587475ba] Flux v0.12.9
  [a75be94c] GalacticOptim v2.4.0
  [961ee093] ModelingToolkit v8.5.2
  [315f7962] NeuralPDE v4.5.1
  [429524aa] Optim v1.6.2
  [1dea7af3] OrdinaryDiffEq v6.7.1
  [91a5bcdd] Plots v1.27.1
  [67601950] Quadrature v1.12.0
  [f2b01f46] Roots v1.3.15

```

---

<div class="post-metadata">

### Author: ![ChrisRackauckas](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/chrisrackauckas/32/77_2.png) [@ChrisRackauckas](https://discourse.julialang.org/u/ChrisRackauckas)
#### Post date: [March 18, 2022, 1:21pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/6 "2022-03-18T13:21:41Z")

</div>

`]st -m`? It seems like it might be a Symbolics.jl versioning issue.

---

<div class="post-metadata">

### Author: ![FrootLoops](https://avatars.discourse-cdn.com/v4/letter/f/c4cdca/32.png) [@FrootLoops](https://discourse.julialang.org/u/FrootLoops)
#### Post date: [March 18, 2022, 1:54pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/7 "2022-03-18T13:54:47Z")

</div>

> [@ChrisRackauckas](#):
>
> ]st -m

This gives me the following output

```julia
  [c3fe647b] AbstractAlgebra v0.24.1
  [621f4979] AbstractFFTs v1.1.0
  [1520ce14] AbstractTrees v0.3.4
  [79e6a3ab] Adapt v3.3.3
  [dce04be8] ArgCheck v2.3.0
  [ec485272] ArnoldiMethod v0.2.0
  [4fba245c] ArrayInterface v3.2.2
  [4c555306] ArrayLayouts v0.7.10
  [15f4f7f2] AutoHashEquals v0.2.0
  [13072b0f] AxisAlgorithms v1.0.1
  [ab4f0b2a] BFloat16s v0.2.0
  [aae01518] BandedMatrices v0.16.11
  [198e06fe] BangBang v0.3.36
  [9718e550] Baselet v0.1.1
  [e2ed5e7c] Bijections v0.1.3
  [62783981] BitTwiddlingConvenienceFunctions v0.1.3
  [8e7c35d0] BlockArrays v0.16.11
  [ffab5731] BlockBandedMatrices v0.11.1
  [764a87c0] BoundaryValueDiffEq v2.7.1
  [fa961155] CEnum v0.4.1
  [2a0fbf3d] CPUSummary v0.1.15
  [00ebfdb7] CSTParser v3.3.3
  [052768ef] CUDA v3.8.5
  [49dc2e85] Calculus v0.5.1
  [7057c7e9] Cassette v0.3.10
  [082447d4] ChainRules v1.28.0
  [d360d2e6] ChainRulesCore v1.13.0
  [9e997f8a] ChangesOfVariables v0.1.2
  [fb6a15b2] CloseOpenIntervals v0.1.6
  [944b1d66] CodecZlib v0.7.0
  [35d6a980] ColorSchemes v3.17.1
  [3da002f7] ColorTypes v0.11.0
  [5ae59095] Colors v0.12.8
  [861a8166] Combinatorics v1.0.2
  [a80b9123] CommonMark v0.8.6
  [38540f10] CommonSolve v0.2.0
  [bbf7d656] CommonSubexpressions v0.3.0
  [34da2185] Compat v3.42.0
  [b152e2b5] CompositeTypes v0.1.2
  [a33af91c] CompositionsBase v0.1.1
  [88cd18e8] ConsoleProgressMonitor v0.1.2
  [187b0558] ConstructionBase v1.3.0
  [d38c429a] Contour v0.5.7
  [a8cc5b0e] Crayons v4.1.1
  [8a292aeb] Cuba v2.2.0
  [667455a9] Cubature v1.5.1
  [754358af] DEDataArrays v0.2.2
  [9a962f9c] DataAPI v1.9.0
  [82cc6244] DataInterpolations v3.8.0
  [864edb3b] DataStructures v0.18.11
  [e2d170a0] DataValueInterfaces v1.0.0
  [244e2a9f] DefineSingletons v0.1.2
  [bcd4f6db] DelayDiffEq v5.35.1
  [b429d917] DensityInterface v0.4.0
  [2b5f629d] DiffEqBase v6.82.1
  [459566f4] DiffEqCallbacks v2.22.0
  [aae7a2af] DiffEqFlux v1.45.2
  [c894b116] DiffEqJump v8.3.0
  [77a26b50] DiffEqNoiseProcess v5.9.0
  [9fdde737] DiffEqOperators v4.41.0
  [41bf760c] DiffEqSensitivity v6.70.0
  [163ba53b] DiffResults v1.0.3
  [b552c78f] DiffRules v1.10.0
  [0c46a032] DifferentialEquations v7.1.0
  [b4f34e82] Distances v0.10.7
  [31c24e10] Distributions v0.25.52
  [ced4e74d] DistributionsAD v0.6.38
  [ffbed154] DocStringExtensions v0.8.6
  [5b8099bc] DomainSets v0.5.9
  [fa6b7ba4] DualNumbers v0.6.7
  [7c1d4256] DynamicPolynomials v0.4.4
  [da5c29d0] EllipsisNotation v1.3.0
  [7da242da] Enzyme v0.8.5
  [d4d017d3] ExponentialUtilities v1.13.0
  [e2ba6199] ExprTools v0.1.8
  [c87230d0] FFMPEG v0.4.1
  [7a1cc6ca] FFTW v1.4.6
  [7034ab61] FastBroadcast v0.1.14
  [9aa1b823] FastClosures v0.3.2
  [1a297f60] FillArrays v0.12.8
  [6a86dc24] FiniteDiff v2.11.0
  [53c48c17] FixedPointNumbers v0.8.4
  [587475ba] Flux v0.12.9
  [59287772] Formatting v0.4.2
  [f6369f11] ForwardDiff v0.10.25
  [069b7b12] FunctionWrappers v1.1.2
  [d9f16b24] Functors v0.2.8
  [0c68f7d7] GPUArrays v8.3.1
  [61eb1bfa] GPUCompiler v0.13.14
  [28b8d3ca] GR v0.64.0
  [a75be94c] GalacticOptim v2.4.0
  [5c1252a2] GeometryBasics v0.4.2
  [af5da776] GlobalSensitivity v1.3.2
  [86223c79] Graphs v1.6.0
  [42e2da0e] Grisu v1.0.2
  [0b43b601] Groebner v0.2.0
  [d5909c97] GroupsCore v0.4.0
  [19dc6840] HCubature v1.5.0
  [cd3eb016] HTTP v0.9.17
  [3e5b6fbb] HostCPUFeatures v0.1.7
  [0e44f5e4] Hwloc v2.0.0
  [34004b35] HypergeometricFunctions v0.3.8
  [7869d1d1] IRTools v0.4.5
  [615f187c] IfElse v0.1.1
  [d25df0c9] Inflate v0.1.2
  [83e8ac13] IniFile v0.5.1
  [22cec73e] InitialValues v0.3.1
  [a98d9a8b] Interpolations v0.13.5
  [8197267c] IntervalSets v0.5.3
  [3587e190] InverseFunctions v0.1.3
  [92d709cd] IrrationalConstants v0.1.1
  [c8e1da08] IterTools v1.4.0
  [42fd0dbc] IterativeSolvers v0.9.2
  [82899510] IteratorInterfaceExtensions v1.0.0
  [692b3bcd] JLLWrappers v1.4.1
  [682c06a0] JSON v0.21.3
  [98e50ef6] JuliaFormatter v0.22.7
  [e5e0dc1b] Juno v0.8.4
  [ef3ab10e] KLU v0.3.0
  [5ab0869b] KernelDensity v0.6.3
  [ba0b0d4f] Krylov v0.7.13
  [0b1a1467] KrylovKit v0.5.3
  [929cbde3] LLVM v4.9.1
  [b964fa9f] LaTeXStrings v1.3.0
  [2ee39098] LabelledArrays v1.8.0
  [23fbe1c1] Latexify v0.15.13
  [a5e1c1ea] LatinHypercubeSampling v1.8.0
  [73f95e8e] LatticeRules v0.0.1
  [10f19ff3] LayoutPointers v0.1.6
  [50d2b5c4] Lazy v0.15.1
  [5078a376] LazyArrays v0.22.5
  [d7e5e226] LazyBandedMatrices v0.7.6
  [0fc2ff8b] LeastSquaresOptim v0.8.3
  [1d6d02ad] LeftChildRightSiblingTrees v0.1.3
  [2d8b4e74] LevyArea v1.0.0
  [d3d80556] LineSearches v7.1.1
  [7ed4a6bd] LinearSolve v1.13.0
  [2ab3a3ac] LogExpFunctions v0.3.10
  [e6f89c97] LoggingExtras v0.4.7
  [bdcacae8] LoopVectorization v0.12.103
  [d8e11817] MLStyle v0.4.10
  [1914dd2f] MacroTools v0.5.9
  [d125e4d3] ManualMemory v0.1.8
  [a3b82374] MatrixFactorizations v0.8.5
  [739be429] MbedTLS v1.0.3
  [442fdcdd] Measures v0.3.1
  [e89f7d12] Media v0.5.0
  [c03570c3] Memoize v0.4.4
  [e9d8d322] Metatheory v1.3.3
  [128add7d] MicroCollections v0.1.2
  [e1d29d7a] Missings v1.0.2
  [961ee093] ModelingToolkit v8.5.2
  [4886b29c] MonteCarloIntegration v0.0.3
  [46d2c3a1] MuladdMacro v0.2.2
  [102ac46a] MultivariatePolynomials v0.4.3
  [d8a4904e] MutableArithmetics v1.0.0
  [d41bc354] NLSolversBase v7.8.2
  [2774e3e8] NLsolve v4.5.1
  [872c559c] NNlib v0.8.4
  [a00861dc] NNlibCUDA v0.2.2
  [77ba4419] NaNMath v0.3.7
  [315f7962] NeuralPDE v4.5.1
  [8913a72c] NonlinearSolve v0.3.16
  [d8793406] ObjectFile v0.3.7
  [6fe1bfb0] OffsetArrays v1.10.8
  [429524aa] Optim v1.6.2
  [bac558e1] OrderedCollections v1.4.1
  [1dea7af3] OrdinaryDiffEq v6.7.1
  [90014a1f] PDMats v0.11.7
  [d96e819e] Parameters v0.12.3
  [69de0a69] Parsers v2.2.3
  [ccf2f8ad] PlotThemes v2.0.1
  [995b91a9] PlotUtils v1.2.0
  [91a5bcdd] Plots v1.27.1
  [e409e4f3] PoissonRandom v0.4.0
  [f517fe37] Polyester v0.6.7
  [1d0040c9] PolyesterWeave v0.1.5
  [85a6dd25] PositiveFactorizations v0.2.4
  [d236fae5] PreallocationTools v0.2.4
  [21216c6a] Preferences v1.2.5
  [27ebfcd6] Primes v0.5.1
  [33c8b6b6] ProgressLogging v0.1.4
  [92933f4c] ProgressMeter v1.7.1
  [1fd47b50] QuadGK v2.4.2
  [67601950] Quadrature v1.12.0
  [8a4e6c94] QuasiMonteCarlo v0.2.4
  [74087812] Random123 v1.5.0
  [fb686558] RandomExtensions v0.4.3
  [e6cf234a] RandomNumbers v1.5.3
  [c84ed2f1] Ratios v0.4.3
  [c1ae055f] RealDot v0.1.0
  [3cdcf5f2] RecipesBase v1.2.1
  [01d81517] RecipesPipeline v0.5.1
  [731186ca] RecursiveArrayTools v2.25.1
  [f2c3362d] RecursiveFactorization v0.2.9
  [189a3867] Reexport v1.2.2
  [42d2dcc6] Referenceables v0.1.2
  [29dad682] RegularizationTools v0.5.3
  [05181044] RelocatableFolders v0.1.3
  [ae029012] Requires v1.3.0
  [ae5879a3] ResettableStacks v1.1.1
  [37e2e3b7] ReverseDiff v1.12.0
  [79098fc4] Rmath v0.7.0
  [f2b01f46] Roots v1.3.15
  [7e49a35a] RuntimeGeneratedFunctions v0.5.3
  [3cdde19b] SIMDDualNumbers v0.1.0
  [94e857df] SIMDTypes v0.1.0
  [476501e8] SLEEFPirates v0.6.31
  [1bc83da4] SafeTestsets v0.0.1
  [0bca4576] SciMLBase v1.28.0
  [6c6a2e73] Scratch v1.1.0
  [efcf1570] Setfield v0.8.2
  [992d4aef] Showoff v1.0.3
  [699a6c99] SimpleTraits v0.9.4
  [ed01d8cd] Sobol v1.5.0
  [a2af1166] SortingAlgorithms v1.0.1
  [47a9eef4] SparseDiffTools v1.20.2
  [276daf66] SpecialFunctions v2.1.4
  [171d559e] SplittablesBase v0.1.14
  [860ef19b] StableRNGs v1.0.0
  [aedffcd0] Static v0.4.1
  [90137ffa] StaticArrays v1.4.2
  [82ae8749] StatsAPI v1.2.1
  [2913bbd2] StatsBase v0.33.16
  [4c63d2b9] StatsFuns v0.9.16
  [9672c7b4] SteadyStateDiffEq v1.6.6
  [789caeaf] StochasticDiffEq v6.45.0
  [7792a7ef] StrideArraysCore v0.2.13
  [09ab397b] StructArrays v0.6.5
  [53d494c1] StructIO v0.3.0
  [c3572dad] Sundials v4.9.3
  [d1185830] SymbolicUtils v0.19.7
  [0c5d862f] Symbolics v4.3.1
  [3783bdb8] TableTraits v1.0.1
  [bd369af6] Tables v1.7.0
  [8ea1fca8] TermInterface v0.2.3
  [5d786b92] TerminalLoggers v0.1.5
  [8290d209] ThreadingUtilities v0.5.0
  [ac1d9e8a] ThreadsX v0.1.9
  [a759f4b9] TimerOutputs v0.5.16
  [0796e94c] Tokenize v0.5.21
  [9f7883ad] Tracker v0.2.20
  [3bb67fe8] TranscodingStreams v0.9.6
  [28d57a85] Transducers v0.4.73
  [592b5752] Trapz v2.0.3
  [a2a6695c] TreeViews v0.3.0
  [d5829a12] TriangularSolve v0.1.11
  [5c2747f8] URIs v1.3.0
  [3a884ed6] UnPack v1.0.2
  [d9a01c3f] Underscores v3.0.0
  [1cfade01] UnicodeFun v0.4.1
  [1986cc42] Unitful v1.11.0
  [41fe7b60] Unzip v0.1.2
  [3d5dd08c] VectorizationBase v0.21.25
  [19fa3120] VertexSafeGraphs v0.2.0
  [efce3f68] WoodburyMatrices v0.5.5
  [a5390f91] ZipFile v0.9.4
  [e88e6eb3] Zygote v0.6.37
  [700de1a5] ZygoteRules v0.2.2
  [6e34b625] Bzip2_jll v1.0.8+0
  [83423d85] Cairo_jll v1.16.1+1
  [3bed1096] Cuba_jll v4.2.2+1
  [7bc98958] Cubature_jll v1.0.5+0
  [5ae413db] EarCut_jll v2.2.3+0
  [7cc45869] Enzyme_jll v0.0.25+0
  [2e619515] Expat_jll v2.4.4+0
  [b22a6f82] FFMPEG_jll v4.4.0+0
  [f5851436] FFTW_jll v3.3.10+0
  [a3f928ae] Fontconfig_jll v2.13.93+0
  [d7e528f0] FreeType2_jll v2.10.4+0
  [559328eb] FriBidi_jll v1.0.10+0
  [0656b61e] GLFW_jll v3.3.6+0
  [d2c73de3] GR_jll v0.64.0+0
  [78b55507] Gettext_jll v0.21.0+0
  [7746bdde] Glib_jll v2.68.3+2
  [3b182d85] Graphite2_jll v1.3.14+0
  [2e76f6c2] HarfBuzz_jll v2.8.1+1
  [e33a78d0] Hwloc_jll v2.7.0+0
  [1d5cc7b8] IntelOpenMP_jll v2018.0.3+2
  [aacddb02] JpegTurbo_jll v2.1.2+0
  [c1c5ebd0] LAME_jll v3.100.1+0
  [88015f11] LERC_jll v3.0.0+1
  [dad2f222] LLVMExtra_jll v0.0.14+2
  [dd4b983a] LZO_jll v2.10.1+0
  [e9f186c6] Libffi_jll v3.2.2+1
  [d4300ac3] Libgcrypt_jll v1.8.7+0
  [7e76a0d4] Libglvnd_jll v1.3.0+3
  [7add5ba3] Libgpg_error_jll v1.42.0+0
  [94ce4f54] Libiconv_jll v1.16.1+1
  [4b2f31a3] Libmount_jll v2.35.0+0
  [89763e89] Libtiff_jll v4.3.0+1
  [38a345b3] Libuuid_jll v2.36.0+0
  [856f044c] MKL_jll v2022.0.0+0
  [e7412a2a] Ogg_jll v1.3.5+1
  [458c3c95] OpenSSL_jll v1.1.14+0
  [efe28fd5] OpenSpecFun_jll v0.5.5+0
  [91d4177d] Opus_jll v1.3.2+0
  [2f80f16e] PCRE_jll v8.44.0+0
  [30392449] Pixman_jll v0.40.1+0
  [ea2cea3b] Qt5Base_jll v5.15.3+0
  [f50d1b31] Rmath_jll v0.3.0+0
  [fb77eaff] Sundials_jll v5.2.1+0
  [a2964d1f] Wayland_jll v1.19.0+0
  [2381bf8a] Wayland_protocols_jll v1.25.0+0
  [02c8fc9c] XML2_jll v2.9.12+0
  [aed1982a] XSLT_jll v1.1.34+0
  [4f6342f7] Xorg_libX11_jll v1.6.9+4
  [0c0b7dd1] Xorg_libXau_jll v1.0.9+4
  [935fb764] Xorg_libXcursor_jll v1.2.0+4
  [a3789734] Xorg_libXdmcp_jll v1.1.3+4
  [1082639a] Xorg_libXext_jll v1.3.4+4
  [d091e8ba] Xorg_libXfixes_jll v5.0.3+4
  [a51aa0fd] Xorg_libXi_jll v1.7.10+4
  [d1454406] Xorg_libXinerama_jll v1.1.4+4
  [ec84b674] Xorg_libXrandr_jll v1.5.2+4
  [ea2f1a96] Xorg_libXrender_jll v0.9.10+4
  [14d82f49] Xorg_libpthread_stubs_jll v0.1.0+3
  [c7cfdc94] Xorg_libxcb_jll v1.13.0+3
  [cc61e674] Xorg_libxkbfile_jll v1.1.0+4
  [12413925] Xorg_xcb_util_image_jll v0.4.0+1
  [2def613f] Xorg_xcb_util_jll v0.4.0+1
  [975044d2] Xorg_xcb_util_keysyms_jll v0.4.0+1
  [0d47668e] Xorg_xcb_util_renderutil_jll v0.3.9+1
  [c22f9ab0] Xorg_xcb_util_wm_jll v0.4.1+1
  [35661453] Xorg_xkbcomp_jll v1.4.2+4
  [33bec58e] Xorg_xkeyboard_config_jll v2.27.0+4
  [c5fb5394] Xorg_xtrans_jll v1.4.0+3
  [3161d3a3] Zstd_jll v1.5.2+0
  [0ac62f75] libass_jll v0.15.1+0
  [f638f0a6] libfdk_aac_jll v2.0.2+0
  [b53b4c65] libpng_jll v1.6.38+0
  [f27f6e37] libvorbis_jll v1.3.7+1
  [1270edf5] x264_jll v2021.5.5+0
  [dfaa095f] x265_jll v3.5.0+0
  [d8fb68d0] xkbcommon_jll v0.9.1+5
  [0dad84c5] ArgTools
  [56f22d72] Artifacts
  [2a0f44e3] Base64
  [ade2ca70] Dates
  [8bb1440f] DelimitedFiles
  [8ba89e20] Distributed
  [f43a241f] Downloads
  [9fa8497b] Future
  [b77e0a4c] InteractiveUtils
  [4af54fe1] LazyArtifacts
  [b27032c2] LibCURL
  [76f85450] LibGit2
  [8f399da3] Libdl
  [37e2e46d] LinearAlgebra
  [56ddb016] Logging
  [d6f4376e] Markdown
  [a63ad114] Mmap
  [ca575930] NetworkOptions
  [44cfe95a] Pkg
  [de0858da] Printf
  [9abbd945] Profile
  [3fa0cd96] REPL
  [9a3f8284] Random
  [ea8e919c] SHA
  [9e88b42a] Serialization
  [1a1011a3] SharedArrays
  [6462fe0b] Sockets
  [2f01184e] SparseArrays
  [10745b16] Statistics
  [4607b0f0] SuiteSparse
  [fa267f1f] TOML
  [a4e569a6] Tar
  [8dfed614] Test
  [cf7118a7] UUIDs
  [4ec0a83e] Unicode
  [e66e0078] CompilerSupportLibraries_jll
  [deac9b47] LibCURL_jll
  [29816b5a] LibSSH2_jll
  [c8ffd9c3] MbedTLS_jll
  [14a3606d] MozillaCACerts_jll
  [4536629a] OpenBLAS_jll
  [05823500] OpenLibm_jll
  [bea87d4a] SuiteSparse_jll
  [83775a58] Zlib_jll
  [8e850b90] libblastrampoline_jll
  [8e850ede] nghttp2_jll
  [3f19e933] p7zip_jll

```

---

<div class="post-metadata">

### Author: ![ChrisRackauckas](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/chrisrackauckas/32/77_2.png) [@ChrisRackauckas](https://discourse.julialang.org/u/ChrisRackauckas)
#### Post date: [March 18, 2022, 2:36pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/8 "2022-03-18T14:36:30Z")

</div>

@shashi ?

---

<div class="post-metadata">

### Author: ![nilshg](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/nilshg/32/2283_2.png) [@nilshg](https://discourse.julialang.org/u/nilshg)
#### Post date: [March 18, 2022, 3:07pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/9 "2022-03-18T15:07:33Z")

</div>

Hm, I seem to get the same versions on all relevant packages, although you’ve got some additional stuff in there. Can you just try in a fresh environment with only `NeuralPDE, Flux, ModelingToolkit, GalacticOptim, Optim, DiffEqFlux` installed?

---

<div class="post-metadata">

### Author: ![FrootLoops](https://avatars.discourse-cdn.com/v4/letter/f/c4cdca/32.png) [@FrootLoops](https://discourse.julialang.org/u/FrootLoops)
#### Post date: [March 18, 2022, 3:44pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/10 "2022-03-18T15:44:15Z")

</div>

I deleted the Manifest and Project toml and installed the only required packages.

This is the output:

```julia
(@v1.7) pkg> st
      Status `C:\Users\K\.julia\environments\v1.7\Project.toml`
  [aae7a2af] DiffEqFlux v1.45.2
  [587475ba] Flux v0.12.9
  [a75be94c] GalacticOptim v2.4.0
  [961ee093] ModelingToolkit v8.5.2
  [315f7962] NeuralPDE v4.5.1
  [429524aa] Optim v1.6.2

```

```julia
(@v1.7) pkg> st -m
      Status `C:\Users\K\.julia\environments\v1.7\Manifest.toml`
  [c3fe647b] AbstractAlgebra v0.24.1
  [621f4979] AbstractFFTs v1.1.0
  [1520ce14] AbstractTrees v0.3.4
  [79e6a3ab] Adapt v3.3.3
  [dce04be8] ArgCheck v2.3.0
  [ec485272] ArnoldiMethod v0.2.0
  [4fba245c] ArrayInterface v3.2.2
  [4c555306] ArrayLayouts v0.7.10
  [15f4f7f2] AutoHashEquals v0.2.0
  [13072b0f] AxisAlgorithms v1.0.1
  [ab4f0b2a] BFloat16s v0.2.0
  [aae01518] BandedMatrices v0.16.11
  [198e06fe] BangBang v0.3.36
  [9718e550] Baselet v0.1.1
  [e2ed5e7c] Bijections v0.1.3
  [62783981] BitTwiddlingConvenienceFunctions v0.1.3
  [8e7c35d0] BlockArrays v0.16.11
  [ffab5731] BlockBandedMatrices v0.11.1
  [fa961155] CEnum v0.4.1
  [2a0fbf3d] CPUSummary v0.1.15
  [00ebfdb7] CSTParser v3.3.3
  [052768ef] CUDA v3.8.5
  [49dc2e85] Calculus v0.5.1
  [7057c7e9] Cassette v0.3.10
  [082447d4] ChainRules v1.28.0
  [d360d2e6] ChainRulesCore v1.13.0
  [9e997f8a] ChangesOfVariables v0.1.2
  [fb6a15b2] CloseOpenIntervals v0.1.6
  [944b1d66] CodecZlib v0.7.0
  [3da002f7] ColorTypes v0.11.0
  [5ae59095] Colors v0.12.8
  [861a8166] Combinatorics v1.0.2
  [a80b9123] CommonMark v0.8.6
  [38540f10] CommonSolve v0.2.0
  [bbf7d656] CommonSubexpressions v0.3.0
  [34da2185] Compat v3.42.0
  [b152e2b5] CompositeTypes v0.1.2
  [a33af91c] CompositionsBase v0.1.1
  [88cd18e8] ConsoleProgressMonitor v0.1.2
  [187b0558] ConstructionBase v1.3.0
  [a8cc5b0e] Crayons v4.1.1
  [8a292aeb] Cuba v2.2.0
  [667455a9] Cubature v1.5.1
  [754358af] DEDataArrays v0.2.2
  [9a962f9c] DataAPI v1.9.0
  [82cc6244] DataInterpolations v3.8.0
  [864edb3b] DataStructures v0.18.11
  [e2d170a0] DataValueInterfaces v1.0.0
  [244e2a9f] DefineSingletons v0.1.2
  [b429d917] DensityInterface v0.4.0
  [2b5f629d] DiffEqBase v6.82.1
  [459566f4] DiffEqCallbacks v2.22.0
  [aae7a2af] DiffEqFlux v1.45.2
  [c894b116] DiffEqJump v8.3.0
  [77a26b50] DiffEqNoiseProcess v5.9.0
  [9fdde737] DiffEqOperators v4.41.0
  [41bf760c] DiffEqSensitivity v6.70.0
  [163ba53b] DiffResults v1.0.3
  [b552c78f] DiffRules v1.10.0
  [b4f34e82] Distances v0.10.7
  [31c24e10] Distributions v0.25.52
  [ced4e74d] DistributionsAD v0.6.38
  [ffbed154] DocStringExtensions v0.8.6
  [5b8099bc] DomainSets v0.5.9
  [fa6b7ba4] DualNumbers v0.6.7
  [7c1d4256] DynamicPolynomials v0.4.4
  [da5c29d0] EllipsisNotation v1.3.0
  [7da242da] Enzyme v0.8.5
  [d4d017d3] ExponentialUtilities v1.13.0
  [e2ba6199] ExprTools v0.1.8
  [7a1cc6ca] FFTW v1.4.6
  [7034ab61] FastBroadcast v0.1.14
  [9aa1b823] FastClosures v0.3.2
  [1a297f60] FillArrays v0.12.8
  [6a86dc24] FiniteDiff v2.11.0
  [53c48c17] FixedPointNumbers v0.8.4
  [587475ba] Flux v0.12.9
  [59287772] Formatting v0.4.2
  [f6369f11] ForwardDiff v0.10.25
  [069b7b12] FunctionWrappers v1.1.2
  [d9f16b24] Functors v0.2.8
  [0c68f7d7] GPUArrays v8.3.1
  [61eb1bfa] GPUCompiler v0.13.14
  [a75be94c] GalacticOptim v2.4.0
  [af5da776] GlobalSensitivity v1.3.2
  [86223c79] Graphs v1.6.0
  [0b43b601] Groebner v0.2.0
  [d5909c97] GroupsCore v0.4.0
  [19dc6840] HCubature v1.5.0
  [3e5b6fbb] HostCPUFeatures v0.1.7
  [0e44f5e4] Hwloc v2.0.0
  [34004b35] HypergeometricFunctions v0.3.8
  [7869d1d1] IRTools v0.4.5
  [615f187c] IfElse v0.1.1
  [d25df0c9] Inflate v0.1.2
  [22cec73e] InitialValues v0.3.1
  [a98d9a8b] Interpolations v0.13.5
  [8197267c] IntervalSets v0.5.3
  [3587e190] InverseFunctions v0.1.3
  [92d709cd] IrrationalConstants v0.1.1
  [42fd0dbc] IterativeSolvers v0.9.2
  [82899510] IteratorInterfaceExtensions v1.0.0
  [692b3bcd] JLLWrappers v1.4.1
  [682c06a0] JSON v0.21.3
  [98e50ef6] JuliaFormatter v0.22.7
  [e5e0dc1b] Juno v0.8.4
  [ef3ab10e] KLU v0.3.0
  [5ab0869b] KernelDensity v0.6.3
  [ba0b0d4f] Krylov v0.7.13
  [0b1a1467] KrylovKit v0.5.3
  [929cbde3] LLVM v4.9.1
  [b964fa9f] LaTeXStrings v1.3.0
  [2ee39098] LabelledArrays v1.8.0
  [23fbe1c1] Latexify v0.15.13
  [a5e1c1ea] LatinHypercubeSampling v1.8.0
  [73f95e8e] LatticeRules v0.0.1
  [10f19ff3] LayoutPointers v0.1.6
  [50d2b5c4] Lazy v0.15.1
  [5078a376] LazyArrays v0.22.5
  [d7e5e226] LazyBandedMatrices v0.7.6
  [0fc2ff8b] LeastSquaresOptim v0.8.3
  [1d6d02ad] LeftChildRightSiblingTrees v0.1.3
  [2d8b4e74] LevyArea v1.0.0
  [d3d80556] LineSearches v7.1.1
  [7ed4a6bd] LinearSolve v1.13.0
  [2ab3a3ac] LogExpFunctions v0.3.10
  [e6f89c97] LoggingExtras v0.4.7
  [bdcacae8] LoopVectorization v0.12.103
  [d8e11817] MLStyle v0.4.10
  [1914dd2f] MacroTools v0.5.9
  [d125e4d3] ManualMemory v0.1.8
  [a3b82374] MatrixFactorizations v0.8.5
  [e89f7d12] Media v0.5.0
  [c03570c3] Memoize v0.4.4
  [e9d8d322] Metatheory v1.3.3
  [128add7d] MicroCollections v0.1.2
  [e1d29d7a] Missings v1.0.2
  [961ee093] ModelingToolkit v8.5.2
  [4886b29c] MonteCarloIntegration v0.0.3
  [46d2c3a1] MuladdMacro v0.2.2
  [102ac46a] MultivariatePolynomials v0.4.3
  [d8a4904e] MutableArithmetics v1.0.0
  [d41bc354] NLSolversBase v7.8.2
  [2774e3e8] NLsolve v4.5.1
  [872c559c] NNlib v0.8.4
  [a00861dc] NNlibCUDA v0.2.2
  [77ba4419] NaNMath v0.3.7
  [315f7962] NeuralPDE v4.5.1
  [8913a72c] NonlinearSolve v0.3.16
  [d8793406] ObjectFile v0.3.7
  [6fe1bfb0] OffsetArrays v1.10.8
  [429524aa] Optim v1.6.2
  [bac558e1] OrderedCollections v1.4.1
  [1dea7af3] OrdinaryDiffEq v6.7.1
  [90014a1f] PDMats v0.11.7
  [d96e819e] Parameters v0.12.3
  [69de0a69] Parsers v2.2.3
  [e409e4f3] PoissonRandom v0.4.0
  [f517fe37] Polyester v0.6.7
  [1d0040c9] PolyesterWeave v0.1.5
  [85a6dd25] PositiveFactorizations v0.2.4
  [d236fae5] PreallocationTools v0.2.4
  [21216c6a] Preferences v1.2.5
  [27ebfcd6] Primes v0.5.1
  [33c8b6b6] ProgressLogging v0.1.4
  [92933f4c] ProgressMeter v1.7.1
  [1fd47b50] QuadGK v2.4.2
  [67601950] Quadrature v1.12.0
  [8a4e6c94] QuasiMonteCarlo v0.2.4
  [74087812] Random123 v1.5.0
  [fb686558] RandomExtensions v0.4.3
  [e6cf234a] RandomNumbers v1.5.3
  [c84ed2f1] Ratios v0.4.3
  [c1ae055f] RealDot v0.1.0
  [3cdcf5f2] RecipesBase v1.2.1
  [731186ca] RecursiveArrayTools v2.25.1
  [f2c3362d] RecursiveFactorization v0.2.9
  [189a3867] Reexport v1.2.2
  [42d2dcc6] Referenceables v0.1.2
  [29dad682] RegularizationTools v0.5.3
  [ae029012] Requires v1.3.0
  [ae5879a3] ResettableStacks v1.1.1
  [37e2e3b7] ReverseDiff v1.12.0
  [79098fc4] Rmath v0.7.0
  [7e49a35a] RuntimeGeneratedFunctions v0.5.3
  [3cdde19b] SIMDDualNumbers v0.1.0
  [94e857df] SIMDTypes v0.1.0
  [476501e8] SLEEFPirates v0.6.31
  [1bc83da4] SafeTestsets v0.0.1
  [0bca4576] SciMLBase v1.28.0
  [efcf1570] Setfield v0.8.2
  [699a6c99] SimpleTraits v0.9.4
  [ed01d8cd] Sobol v1.5.0
  [a2af1166] SortingAlgorithms v1.0.1
  [47a9eef4] SparseDiffTools v1.20.2
  [276daf66] SpecialFunctions v2.1.4
  [171d559e] SplittablesBase v0.1.14
  [860ef19b] StableRNGs v1.0.0
  [aedffcd0] Static v0.4.1
  [90137ffa] StaticArrays v1.4.2
  [82ae8749] StatsAPI v1.2.1
  [2913bbd2] StatsBase v0.33.16
  [4c63d2b9] StatsFuns v0.9.16
  [789caeaf] StochasticDiffEq v6.45.0
  [7792a7ef] StrideArraysCore v0.2.13
  [53d494c1] StructIO v0.3.0
  [d1185830] SymbolicUtils v0.19.7
  [0c5d862f] Symbolics v4.3.1
  [3783bdb8] TableTraits v1.0.1
  [bd369af6] Tables v1.7.0
  [8ea1fca8] TermInterface v0.2.3
  [5d786b92] TerminalLoggers v0.1.5
  [8290d209] ThreadingUtilities v0.5.0
  [ac1d9e8a] ThreadsX v0.1.9
  [a759f4b9] TimerOutputs v0.5.16
  [0796e94c] Tokenize v0.5.21
  [9f7883ad] Tracker v0.2.20
  [3bb67fe8] TranscodingStreams v0.9.6
  [28d57a85] Transducers v0.4.73
  [592b5752] Trapz v2.0.3
  [a2a6695c] TreeViews v0.3.0
  [d5829a12] TriangularSolve v0.1.11
  [5c2747f8] URIs v1.3.0
  [3a884ed6] UnPack v1.0.2
  [d9a01c3f] Underscores v3.0.0
  [1986cc42] Unitful v1.11.0
  [3d5dd08c] VectorizationBase v0.21.25
  [19fa3120] VertexSafeGraphs v0.2.0
  [efce3f68] WoodburyMatrices v0.5.5
  [a5390f91] ZipFile v0.9.4
  [e88e6eb3] Zygote v0.6.37
  [700de1a5] ZygoteRules v0.2.2
  [3bed1096] Cuba_jll v4.2.2+1
  [7bc98958] Cubature_jll v1.0.5+0
  [7cc45869] Enzyme_jll v0.0.25+0
  [f5851436] FFTW_jll v3.3.10+0
  [e33a78d0] Hwloc_jll v2.7.0+0
  [1d5cc7b8] IntelOpenMP_jll v2018.0.3+2
  [dad2f222] LLVMExtra_jll v0.0.14+2
  [856f044c] MKL_jll v2022.0.0+0
  [efe28fd5] OpenSpecFun_jll v0.5.5+0
  [f50d1b31] Rmath_jll v0.3.0+0
  [0dad84c5] ArgTools
  [56f22d72] Artifacts
  [2a0f44e3] Base64
  [ade2ca70] Dates
  [8bb1440f] DelimitedFiles
  [8ba89e20] Distributed
  [f43a241f] Downloads
  [9fa8497b] Future
  [b77e0a4c] InteractiveUtils
  [4af54fe1] LazyArtifacts
  [b27032c2] LibCURL
  [76f85450] LibGit2
  [8f399da3] Libdl
  [37e2e46d] LinearAlgebra
  [56ddb016] Logging
  [d6f4376e] Markdown
  [a63ad114] Mmap
  [ca575930] NetworkOptions
  [44cfe95a] Pkg
  [de0858da] Printf
  [9abbd945] Profile
  [3fa0cd96] REPL
  [9a3f8284] Random
  [ea8e919c] SHA
  [9e88b42a] Serialization
  [1a1011a3] SharedArrays
  [6462fe0b] Sockets
  [2f01184e] SparseArrays
  [10745b16] Statistics
  [4607b0f0] SuiteSparse
  [fa267f1f] TOML
  [a4e569a6] Tar
  [8dfed614] Test
  [cf7118a7] UUIDs
  [4ec0a83e] Unicode
  [e66e0078] CompilerSupportLibraries_jll
  [deac9b47] LibCURL_jll
  [29816b5a] LibSSH2_jll
  [c8ffd9c3] MbedTLS_jll
  [14a3606d] MozillaCACerts_jll
  [4536629a] OpenBLAS_jll
  [05823500] OpenLibm_jll
  [bea87d4a] SuiteSparse_jll
  [83775a58] Zlib_jll
  [8e850b90] libblastrampoline_jll
  [8e850ede] nghttp2_jll
  [3f19e933] p7zip_jll

```

Sadly I still get the same error message.

---

<div class="post-metadata">

### Author: ![ChrisRackauckas](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/chrisrackauckas/32/77_2.png) [@ChrisRackauckas](https://discourse.julialang.org/u/ChrisRackauckas)
#### Post date: [March 18, 2022, 4:09pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/11 "2022-03-18T16:09:40Z")

</div>

And you restarted Julia? That error is indicative of an older Symbolics version.

---

<div class="post-metadata">

### Author: ![FrootLoops](https://avatars.discourse-cdn.com/v4/letter/f/c4cdca/32.png) [@FrootLoops](https://discourse.julialang.org/u/FrootLoops)
#### Post date: [March 18, 2022, 4:19pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/12 "2022-03-18T16:19:33Z")

</div>

Yes I did restart Julia. So what else could I do?

---

<div class="post-metadata">

### Author: ![ChrisRackauckas](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/chrisrackauckas/32/77_2.png) [@ChrisRackauckas](https://discourse.julialang.org/u/ChrisRackauckas)
#### Post date: [March 19, 2022, 4:37pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/13 "2022-03-19T16:37:16Z")

</div>

I just ran it locally and it was fine. Are you sure you aren’t activating some other manifset or something?

---

<div class="post-metadata">

### Author: ![goerch](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/goerch/32/29122_2.png) [@goerch](https://discourse.julialang.org/u/goerch)
#### Post date: [March 19, 2022, 7:21pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/14 "2022-03-19T19:21:07Z")

</div>

And are you on latest 1.7.(2)? There have been bug fixes since then…

---

<div class="post-metadata">

### Author: ![FrootLoops](https://avatars.discourse-cdn.com/v4/letter/f/c4cdca/32.png) [@FrootLoops](https://discourse.julialang.org/u/FrootLoops)
#### Post date: [March 20, 2022, 2:03pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/15 "2022-03-20T14:03:16Z")

</div>

Today I tried the tutorial on my notebook and it works fine. So I was curious why it does not work on my computer.  
So I deinstalled Julia and deleted manually it’s corresponding folder .julia.

I downloaded the newest Julia version and installed only the necessary packages for the tutorial. And again, I get the same error message. To be honest, I do not know what else I can try and why I get this error.

---

<div class="post-metadata">

### Author: ![ChrisRackauckas](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/chrisrackauckas/32/77_2.png) [@ChrisRackauckas](https://discourse.julialang.org/u/ChrisRackauckas)
#### Post date: [March 20, 2022, 4:20pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/16 "2022-03-20T16:20:44Z")

</div>

Is this the REPL? VSCode?

---

<div class="post-metadata">

### Author: ![FrootLoops](https://avatars.discourse-cdn.com/v4/letter/f/c4cdca/32.png) [@FrootLoops](https://discourse.julialang.org/u/FrootLoops)
#### Post date: [March 20, 2022, 8:15pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/17 "2022-03-20T20:15:35Z")

</div>

I am using VSCode. Worked on the notebook. I deinstalled and installed Julia 1.7.2 three times now. Deleted the .julia folder over and over again. And now it is finally working. But to be honest, I have no idea why. I did nothing different 😅.

---

<div class="post-metadata">

### Author: ![shashi](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/shashi/32/1824_2.png) [@shashi](https://discourse.julialang.org/u/shashi)
#### Post date: [March 29, 2022, 1:24pm UTC](https://discourse.julialang.org/t/poisson-equation-example-of-neuralpde-jl-throws-hash-error/78071/18 "2022-03-29T13:24:21Z")

</div>

Glad it is working haha!!
