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SciML / SciMLSensitivity.jl

A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.
https://docs.sciml.ai/SciMLSensitivity/stable/
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Julia crashes when trying to optimize Graph NODE #1070

Closed jarroyoe closed 2 months ago

jarroyoe commented 2 months ago

Describe the bug 🐞

I'm trying to train a Graph NODE integrating GraphNeuralNetworks.jl with OrdinaryDiffEq.jl where I am learning not only the weights of the neural network, but also the edges of the graph. The neural networks of GraphNeuralNetworks.jl are based off Flux so I have to manually change the parameters of the neural network. When trying to train the neural network using Zygote, Julia crashes and spits out the error found under the MWE.

Expected behavior

I'm expecting the training of the neural network to be completed.

Minimal Reproducible Example 👇

using Graphs, GraphNeuralNetworks, Flux, OrdinaryDiffEq, ComponentArrays, Optimization, OptimizationOptimisers, Zygote, SciMLSensitivity

time = 1:10
x0 = rand(9)
obs = rand(9,10)

fullGraph = GNNGraph(complete_digraph(3))

layer1 = GCNConv(3 => 10,tanh,use_edge_weight=true)
layer2 = GCNConv(10 => 3,use_edge_weight=true)

chain = GNNChain(layer1,layer2)
pinit = ComponentArray{Float32}(weights = rand(ne(fullGraph)),
        layer1 = f64(layer1.weight),layer2 = f64(layer2.weight))

function predict(p)
    fullGraph = GNNGraph(complete_digraph(3))
    fullGraph = set_edge_weight(fullGraph,p.weights)
    chain.layers[1].weight .= p.layer1
    chain.layers[2].weight .= p.layer2

    function nn!(du,u,p,t)
        uGraph = reshape(u,(3,3))
        dGraph = reshape(chain(fullGraph,uGraph),(3*3))
        du .= dGraph
    end
    prob = ODEProblem(nn!,x0,(time[1],time[end]),saveat=time)
    sol = solve(prob)
    return Array(sol)
end

function loss_function(p)
    pred = predict(p)

    sum(abs2,pred .- obs)
end

adtype = Optimization.AutoZygote()
optf = Optimization.OptimizationFunction((x, p) -> loss_function(x), adtype)
optprob = Optimization.OptimizationProblem(optf,pinit)

optimizedParameters = Optimization.solve(optprob,
        ADAM(0.005),
        maxiters = 100)

Error & Stacktrace ⚠️

┌ Warning: Potential performance improvement omitted. EnzymeVJP tried and failed in the automated AD choice algorithm. To show the stack trace, set SciMLSensitivity.STACKTRACE_WITH_VJPWARN[] = true. To turn off this printing, add `verbose = false` to the `solve` call.
└ @ SciMLSensitivity C:\Users\JArroyo-Esquivel\.julia\packages\SciMLSensitivity\waEMv\src\concrete_solve.jl:24

Please submit a bug report with steps to reproduce this fault, and any error messages that follow (in their entirety). Thanks.
Exception: EXCEPTION_ACCESS_VIOLATION at 0x7ffb04808610 -- gc_setmark_pool_ at C:/workdir/src\gc.c:876 [inlined]
gc_setmark_pool at C:/workdir/src\gc.c:895 [inlined]
gc_setmark at C:/workdir/src\gc.c:902 [inlined]
gc_setmark at C:/workdir/src\gc.c:898 [inlined]
gc_mark_outrefs at C:/workdir/src\gc.c:2617 [inlined]
gc_mark_loop_serial_ at C:/workdir/src\gc.c:2690
in expression starting at REPL[27]:1
gc_setmark_pool_ at C:/workdir/src\gc.c:876 [inlined]
gc_setmark_pool at C:/workdir/src\gc.c:895 [inlined]
gc_setmark at C:/workdir/src\gc.c:902 [inlined]
gc_setmark at C:/workdir/src\gc.c:898 [inlined]
gc_mark_outrefs at C:/workdir/src\gc.c:2617 [inlined]
gc_mark_loop_serial_ at C:/workdir/src\gc.c:2690
gc_mark_loop_serial at C:/workdir/src\gc.c:2713
gc_mark_loop at C:/workdir/src\gc.c:2908 [inlined]
_jl_gc_collect at C:/workdir/src\gc.c:3241
ijl_gc_collect at C:/workdir/src\gc.c:3538
maybe_collect at C:/workdir/src\gc.c:937 [inlined]
jl_gc_pool_alloc_inner at C:/workdir/src\gc.c:1293 [inlined]
jl_gc_pool_alloc_noinline at C:/workdir/src\gc.c:1350 [inlined]
jl_gc_alloc_ at C:/workdir/src\julia_internal.h:476 [inlined]
jl_gc_alloc at C:/workdir/src\gc.c:3590
jl_gc_alloc_buf at C:/workdir/src\julia_internal.h:514 [inlined]
jl_gc_alloc_buf at C:/workdir/src\julia_internal.h:512 [inlined]
array_resize_buffer at C:/workdir/src\array.c:698
jl_array_grow_at_end at C:/workdir/src\array.c:893
_growend! at .\array.jl:1072 [inlined]
push! at .\array.jl:1119 [inlined]
compute_basic_blocks at .\compiler/ssair\ir.jl:139
convert_to_ircode at .\compiler\optimize.jl:602
run_passes at .\compiler\optimize.jl:489
run_passes at .\compiler\optimize.jl:504 [inlined]
optimize at .\compiler\optimize.jl:453 [inlined]
_typeinf at .\compiler\typeinfer.jl:272
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2913
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2913
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2913
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2913
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2913
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2913
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2913
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2889
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2913
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2913
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_edge at .\compiler\typeinfer.jl:930
abstract_call_method at .\compiler\abstractinterpretation.jl:629
abstract_call_gf_by_type at .\compiler\abstractinterpretation.jl:95
abstract_call_known at .\compiler\abstractinterpretation.jl:2087
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_apply at .\compiler\abstractinterpretation.jl:1612
abstract_call_known at .\compiler\abstractinterpretation.jl:2004
abstract_call at .\compiler\abstractinterpretation.jl:2169
abstract_call at .\compiler\abstractinterpretation.jl:2162
abstract_call at .\compiler\abstractinterpretation.jl:2354
abstract_eval_call at .\compiler\abstractinterpretation.jl:2370
abstract_eval_statement_expr at .\compiler\abstractinterpretation.jl:2380
abstract_eval_statement at .\compiler\abstractinterpretation.jl:2624
abstract_eval_basic_statement at .\compiler\abstractinterpretation.jl:2913
typeinf_local at .\compiler\abstractinterpretation.jl:3098
typeinf_nocycle at .\compiler\abstractinterpretation.jl:3186
_typeinf at .\compiler\typeinfer.jl:247
typeinf at .\compiler\typeinfer.jl:216
typeinf_ext at .\compiler\typeinfer.jl:1051
typeinf_ext_toplevel at .\compiler\typeinfer.jl:1082
typeinf_ext_toplevel at .\compiler\typeinfer.jl:1078
jfptr_typeinf_ext_toplevel_38983.1 at C:\Users\JArroyo-Esquivel\AppData\Local\Programs\Julia-1.10.1\lib\julia\sys.dll (unknown line)
_jl_invoke at C:/workdir/src\gf.c:2894 [inlined]
ijl_apply_generic at C:/workdir/src\gf.c:3076 [inlined]
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
jl_type_infer at C:/workdir/src\gf.c:394
jl_generate_fptr_impl at C:/workdir/src\jitlayers.cpp:502
jl_compile_method_internal at C:/workdir/src\gf.c:2480
jl_compile_method_internal at C:/workdir/src\gf.c:2372 [inlined]
_jl_invoke at C:/workdir/src\gf.c:2886 [inlined]
ijl_apply_generic at C:/workdir/src\gf.c:3076
#_concrete_solve_adjoint#298 at C:\Users\JArroyo-Esquivel\.julia\packages\SciMLSensitivity\waEMv\src\concrete_solve.jl:251
_concrete_solve_adjoint at C:\Users\JArroyo-Esquivel\.julia\packages\SciMLSensitivity\waEMv\src\concrete_solve.jl:235
unknown function (ip: 000002b27fb93343)
#_solve_adjoint#75 at C:\Users\JArroyo-Esquivel\.julia\packages\DiffEqBase\uRikl\src\solve.jl:1537
_solve_adjoint at C:\Users\JArroyo-Esquivel\.julia\packages\DiffEqBase\uRikl\src\solve.jl:1510 [inlined]
#rrule#4 at C:\Users\JArroyo-Esquivel\.julia\packages\DiffEqBase\uRikl\ext\DiffEqBaseChainRulesCoreExt.jl:26 [inlined]
rrule at C:\Users\JArroyo-Esquivel\.julia\packages\DiffEqBase\uRikl\ext\DiffEqBaseChainRulesCoreExt.jl:22 [inlined]
rrule at C:\Users\JArroyo-Esquivel\.julia\packages\ChainRulesCore\I1EbV\src\rules.jl:134 [inlined]
chain_rrule at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\chainrules.jl:223 [inlined]
macro expansion at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface2.jl:0 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface2.jl:87
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
_apply at .\boot.jl:838
adjoint at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\lib\lib.jl:203 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\ZygoteRules\M4xmc\src\adjoint.jl:67 [inlined]
#solve#51 at C:\Users\JArroyo-Esquivel\.julia\packages\DiffEqBase\uRikl\src\solve.jl:1003 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface2.jl:0
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
_apply at .\boot.jl:838
adjoint at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\lib\lib.jl:203 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\ZygoteRules\M4xmc\src\adjoint.jl:67 [inlined]
solve at C:\Users\JArroyo-Esquivel\.julia\packages\DiffEqBase\uRikl\src\solve.jl:993 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface2.jl:0
predict at .\REPL[26]:13 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface2.jl:0
loss_function at .\REPL[21]:2 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface2.jl:0
#19 at .\REPL[23]:1 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface2.jl:0
unknown function (ip: 000002b27fb67a8f)
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
_apply at .\boot.jl:838
adjoint at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\lib\lib.jl:203 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\ZygoteRules\M4xmc\src\adjoint.jl:67 [inlined]
OptimizationFunction at C:\Users\JArroyo-Esquivel\.julia\packages\SciMLBase\sakPO\src\scimlfunctions.jl:3762 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface2.jl:0
unknown function (ip: 000002b27fb13a6f)
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
_apply at .\boot.jl:838
adjoint at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\lib\lib.jl:203 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\ZygoteRules\M4xmc\src\adjoint.jl:67 [inlined]
#37 at C:\Users\JArroyo-Esquivel\.julia\packages\OptimizationBase\32Mb0\ext\OptimizationZygoteExt.jl:90 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface2.jl:0
unknown function (ip: 000002b24276b503)
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
_apply at .\boot.jl:838
adjoint at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\lib\lib.jl:203 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\ZygoteRules\M4xmc\src\adjoint.jl:67 [inlined]
#39 at C:\Users\JArroyo-Esquivel\.julia\packages\OptimizationBase\32Mb0\ext\OptimizationZygoteExt.jl:93 [inlined]
_pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface2.jl:0
unknown function (ip: 000002b24276b053)
pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface.jl:90
pullback at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface.jl:88 [inlined]
gradient at C:\Users\JArroyo-Esquivel\.julia\packages\Zygote\nsBv0\src\compiler\interface.jl:147
#38 at C:\Users\JArroyo-Esquivel\.julia\packages\OptimizationBase\32Mb0\ext\OptimizationZygoteExt.jl:93
unknown function (ip: 000002b24276acc6)
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
macro expansion at C:\Users\JArroyo-Esquivel\.julia\packages\OptimizationOptimisers\AOkbT\src\OptimizationOptimisers.jl:68 [inlined]
macro expansion at C:\Users\JArroyo-Esquivel\.julia\packages\Optimization\jWtfU\src\utils.jl:32 [inlined]
__solve at C:\Users\JArroyo-Esquivel\.julia\packages\OptimizationOptimisers\AOkbT\src\OptimizationOptimisers.jl:66
solve! at C:\Users\JArroyo-Esquivel\.julia\packages\SciMLBase\sakPO\src\solve.jl:188
unknown function (ip: 000002b24270e04b)
#solve#625 at C:\Users\JArroyo-Esquivel\.julia\packages\SciMLBase\sakPO\src\solve.jl:96
solve at C:\Users\JArroyo-Esquivel\.julia\packages\SciMLBase\sakPO\src\solve.jl:93
unknown function (ip: 000002b242708cf3)
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_call at C:/workdir/src\interpreter.c:126
eval_value at C:/workdir/src\interpreter.c:223
eval_stmt_value at C:/workdir/src\interpreter.c:174 [inlined]
eval_body at C:/workdir/src\interpreter.c:635
jl_interpret_toplevel_thunk at C:/workdir/src\interpreter.c:775
jl_toplevel_eval_flex at C:/workdir/src\toplevel.c:934
jl_toplevel_eval_flex at C:/workdir/src\toplevel.c:877
ijl_toplevel_eval at C:/workdir/src\toplevel.c:943 [inlined]
ijl_toplevel_eval_in at C:/workdir/src\toplevel.c:985
eval at .\boot.jl:385 [inlined]
eval at .\Base.jl:88 [inlined]
repleval at c:\Users\JArroyo-Esquivel\.vscode\extensions\julialang.language-julia-1.79.2\scripts\packages\VSCodeServer\src\repl.jl:229
#112 at c:\Users\JArroyo-Esquivel\.vscode\extensions\julialang.language-julia-1.79.2\scripts\packages\VSCodeServer\src\repl.jl:192
unknown function (ip: 000002b2426de77b)
with_logstate at .\logging.jl:515
with_logger at .\logging.jl:627 [inlined]
#111 at c:\Users\JArroyo-Esquivel\.vscode\extensions\julialang.language-julia-1.79.2\scripts\packages\VSCodeServer\src\repl.jl:193
unknown function (ip: 000002b2426de5fb)
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
jl_f__call_latest at C:/workdir/src\builtins.c:812
#invokelatest#2 at .\essentials.jl:892 [inlined]
invokelatest at .\essentials.jl:889
unknown function (ip: 000002b2426b382b)
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
do_apply at C:/workdir/src\builtins.c:768
#64 at c:\Users\JArroyo-Esquivel\.vscode\extensions\julialang.language-julia-1.79.2\scripts\packages\VSCodeServer\src\eval.jl:34
unknown function (ip: 000002b242699784)
jl_apply at C:/workdir/src\julia.h:1982 [inlined]
start_task at C:/workdir/src\task.c:1238
Allocations: 92849775 (Pool: 92795861; Big: 53914); GC: 118

Environment (please complete the following information):

  [b0b7db55] ComponentArrays v0.15.13   
  [587475ba] Flux v0.14.15
  [cffab07f] GraphNeuralNetworks v0.6.19
  [86223c79] Graphs v1.11.1
  [7f7a1694] Optimization v3.25.1       
  [1dea7af3] OrdinaryDiffEq v6.83.1     
  [1ed8b502] SciMLSensitivity v7.61.1   
  [e88e6eb3] Zygote v0.6.70
Julia Version 1.10.1
Commit 7790d6f064 (2024-02-13 20:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Windows (x86_64-w64-mingw32)
  CPU: 20 × 13th Gen Intel(R) Core(TM) i7-13800H
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-15.0.7 (ORCJIT, goldmont)
Threads: 1 default, 0 interactive, 1 GC (on 20 virtual cores)
Environment:
  JULIA_EDITOR = code
  JULIA_NUM_THREADS =
avik-pal commented 2 months ago

Update julia and check

ChrisRackauckas commented 2 months ago

This was a bug in Julia v1.10.x releases that was fixed in v1.10.4. Please update Julia.