NLPModelsJuMP.jl
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Published
20 hours ago •
JuliaSmoothOptimizers
JuliaSmoothOptimizers
Track allocations in a MathOptNLP(NLS)Model
trafficstars
I ran the following script tracking allocations:
using Pkg
Pkg.activate(".")
using JuMP, LinearAlgebra, NLPModels, NLPModelsJuMP, NLPModelsTest # main version of NLPModelsTest
nlp_problems = setdiff(NLPModelsTest.nlp_problems, ["MGH01Feas"])
nls_problems = NLPModelsTest.nls_problems
extra_nls_problems = ["HS30", "HS43", "MGH07"]
for problem in lowercase.(nlp_problems)
include(joinpath("nlp_problems", "$problem.jl"))
end
for problem in lowercase.(nls_problems ∪ extra_nls_problems)
include(joinpath("nls_problems", "$problem.jl"))
end
for prob in Symbol.(lowercase.(nlp_problems))
prob_fn = eval(prob)
nlp = MathOptNLPModel(prob_fn(), hessian = (prob != :nohesspb), name = string(prob))
print_nlp_allocations(nlp, test_allocs_nlpmodels(nlp))
end
for prob in Symbol.(lowercase.(nls_problems ∪ extra_nls_problems))
prob_fn = eval(prob)
nls = prob_fn()
print_nlp_allocations(nls, test_allocs_nlpmodels(nls))
print_nlp_allocations(nls, test_allocs_nlsmodels(nls))
end
and got this report:
Problem name: brownden
obj: ████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 16.0
hess_coord!: ████████████████████ 96.0
grad!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: █████████████████⋅⋅⋅ 80.0
hess_op_prod!: █████████████████⋅⋅⋅ 80.0
Problem name: hs5
obj: ████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 16.0
hess_coord!: ████████████████████ 96.0
grad!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: █████████████████⋅⋅⋅ 80.0
hess_op_prod!: █████████████████⋅⋅⋅ 80.0
Problem name: hs6
hprod_lag!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jtprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
obj: ███⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 16.0
jac_op_transpose_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
cons!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_coord!: ███████████████⋅⋅⋅⋅⋅ 80.0
jac_op_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
grad!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_lag_coord!: ████████████████████ 112.0
hess_lag_op_prod!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_coord!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ███████████████⋅⋅⋅⋅⋅ 80.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ███████████████⋅⋅⋅⋅⋅ 80.0
Problem name: hs10
hprod_lag!: ████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jtprod!: ██████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jprod!: ██████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
obj: ████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 32.0
jac_op_transpose_prod!: ██████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
cons!: ██████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_prod!: ██████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
grad!: ████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
hess_lag_coord!: ████████████████████ 176.0
hess_lag_op_prod!: ████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_coord!: ██████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: hs11
hprod_lag!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jtprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
obj: ██████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 32.0
jac_op_transpose_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
cons!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
grad!: ██████████████████⋅⋅ 96.0
hess_lag_coord!: ████████████████████ 112.0
hess_lag_op_prod!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_coord!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: hs13
hprod_lag!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jtprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
obj: ███⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 16.0
jac_op_transpose_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
cons!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_coord!: ███████████████⋅⋅⋅⋅⋅ 80.0
jac_op_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
grad!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_lag_coord!: ████████████████████ 112.0
hess_lag_op_prod!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_coord!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ███████████████⋅⋅⋅⋅⋅ 80.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ███████████████⋅⋅⋅⋅⋅ 80.0
Problem name: hs14
hprod_lag!: ██████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jtprod!: ████████████████████ 128.0
jprod!: ████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
obj: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 32.0
jac_op_transpose_prod!: ████████████████████ 128.0
cons!: ████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_prod!: ████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
grad!: ███████████████⋅⋅⋅⋅⋅ 96.0
hess_lag_coord!: ██████████████████⋅⋅ 112.0
hess_lag_op_prod!: ██████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_coord!: ████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: lincon
hprod_lag!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jtprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
obj: ███⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 16.0
jac_op_transpose_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
cons!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_coord!: ███████████████⋅⋅⋅⋅⋅ 80.0
jac_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
grad!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_lag_coord!: ████████████████████ 112.0
hess_lag_op_prod!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ███████████████⋅⋅⋅⋅⋅ 80.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ███████████████⋅⋅⋅⋅⋅ 80.0
Problem name: linsv
hprod_lag!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jtprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
obj: ██████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 32.0
jac_op_transpose_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
cons!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
grad!: ████████████████████ 64.0
hess_lag_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_lag_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: lls
hprod_lag!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jtprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
obj: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_transpose_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
cons!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
grad!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_lag_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_lag_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: lls
hess_op_residual_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_coord_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_structure_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jprod_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_coord_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_residual_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_residual_transpose_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jtprod_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_structure_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: mgh01
obj: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_coord!: ████████████████████ 192.0
grad!: ██████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 96.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 80.0
hess_op_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 80.0
Problem name: mgh01
hess_op_residual_prod!: ███████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
hess_coord_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_structure_residual!: ████████████████████ 208.0
jprod_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_coord_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_op_residual_prod!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hprod_residual!: ███████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_op_residual_transpose_prod!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jtprod_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: nlshs20
hprod_lag!: ███████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jtprod!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jprod!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
obj: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_op_transpose_prod!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
cons!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_coord!: ████████████████████ 208.0
jac_op_prod!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
grad!: ██████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 96.0
hess_lag_coord!: █████████████████⋅⋅⋅ 176.0
hess_lag_op_prod!: ███████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_coord!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ██████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 96.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ██████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 96.0
Problem name: nlshs20
hess_op_residual_prod!: ███████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
hess_coord_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_structure_residual!: ████████████████████ 208.0
jprod_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_coord_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_op_residual_prod!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hprod_residual!: ███████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_op_residual_transpose_prod!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jtprod_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: nlslc
hprod_lag!: ██████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jtprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
obj: ████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_op_transpose_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
cons!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_coord!: ████████████████████ 128.0
jac_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
grad!: ███████████████⋅⋅⋅⋅⋅ 96.0
hess_lag_coord!: ██████████████████⋅⋅ 112.0
hess_lag_op_prod!: ██████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: █████████████⋅⋅⋅⋅⋅⋅⋅ 80.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: █████████████⋅⋅⋅⋅⋅⋅⋅ 80.0
Problem name: nlslc
hess_op_residual_prod!: ████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 176.0
hess_coord_residual!: ██⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_structure_residual!: ████████████████████ 880.0
jprod_residual!: ██⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_coord_residual!: ██⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_op_residual_prod!: ██⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hprod_residual!: ████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 176.0
jac_op_residual_transpose_prod!: ██⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jtprod_residual!: ██⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
residual!: ██⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: hs30
hprod_lag!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jtprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
obj: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_transpose_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
cons!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
grad!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_lag_coord!: ████████████████████ 112.0
hess_lag_op_prod!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_coord!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: hs30
hess_op_residual_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_coord_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_structure_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jprod_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_coord_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_residual_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_residual_transpose_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jtprod_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_structure_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: hs43
hprod_lag!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jtprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jprod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
obj: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_transpose_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
cons!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_coord!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_prod!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
grad!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_lag_coord!: ████████████████████ 112.0
hess_lag_op_prod!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 64.0
jac_coord!: █████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_op_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: hs43
hess_op_residual_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_coord_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_structure_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jprod_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_coord_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_residual_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jac_op_residual_transpose_prod!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
jtprod_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hess_structure_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
Problem name: mgh07
obj: ████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_coord!: ████████████████████ 256.0
grad!: ████████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 96.0
hess_structure!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
hprod!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 144.0
hess_op_prod!: ████████████⋅⋅⋅⋅⋅⋅⋅⋅ 144.0
Problem name: mgh07
hess_op_residual_prod!: ██████████████⋅⋅⋅⋅⋅⋅ 144.0
hess_coord_residual!: ██████████████⋅⋅⋅⋅⋅⋅ 144.0
jac_structure_residual!: ████████████████████ 208.0
jprod_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_coord_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jac_op_residual_prod!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hprod_residual!: ██████████████⋅⋅⋅⋅⋅⋅ 144.0
jac_op_residual_transpose_prod!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
jtprod_residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
residual!: █████⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 48.0
hess_structure_residual!: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0.0
This might be useful as well to improve the obj and grad of NLS models We probably need to modify obj and grad for nls following this https://github.com/JuliaSmoothOptimizers/NLPModels.jl/commit/a5d084cc1a299e02dd446f764c306ff0183bc6b0