This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
(@JuliaPro_v1.5.0-1) pkg> test Pumas | |
Testing Pumas | |
Status `C:\Users\patri\AppData\Local\Temp\jl_REwB9j\Project.toml` | |
[0bf59076] AdvancedHMC v0.2.25 | |
[336ed68f] CSV v0.7.7 | |
[a93c6f00] DataFrames v0.21.6 | |
[82cc6244] DataInterpolations v3.1.3 | |
[864edb3b] DataStructures v0.17.20 | |
[bcd4f6db] DelayDiffEq v5.24.1 |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
_ | |
_ _ _(_)_ | Documentation: https://docs.julialang.org | |
(_) | (_) (_) | | |
_ _ _| |_ __ _ | Type "?" for help, "]?" for Pkg help. | |
| | | | | | |/ _` | | | |
| | |_| | | | (_| | | Version 1.5.0 (2020-08-01) | |
_/ |\__'_|_|_|\__'_| | Official https://julialang.org/ release | |
|__/ | | |
julia> using Random |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
_ | |
_ _ _(_)_ | Documentation: https://docs.julialang.org | |
(_) | (_) (_) | | |
_ _ _| |_ __ _ | Type "?" for help, "]?" for Pkg help. | |
| | | | | | |/ _` | | | |
| | |_| | | | (_| | | Version 1.4.2 (2020-05-23) | |
_/ |\__'_|_|_|\__'_| | Official https://julialang.org/ release | |
|__/ | | |
julia> using Random |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
julia> @code_warntype Pumas.vpc(pkres.model, pkres.data, coef(pkres), 1) | |
Variables | |
#self#::Core.Compiler.Const(Pumas.vpc, false) | |
m::PumasModel{ParamSet{NamedTuple{(:tvcl, :tvv, :pmoncl, :Ω, :σ_prop),Tuple{RealDomain{Int64,TransformVariables.Infinity{true},Float64},RealDomain{Int64,TransformVariables.Infinity{true},Float64},RealDomain{Float64,TransformVariables.Infinity{true},Float64},PDiagDomain{PDMats.PDiagMat{Float64,Array{Float64,1}}},RealDomain{Int64,TransformVariables.Infinity{true},Float64}}}},var"#3#12",var"#4#13",var"#5#15",Central1,var"#6#16",var"#9#19"} | |
population::Array{Subject{NamedTuple{(:dv,),Tuple{Array{Union{Missing, Float64},1}}},NamedTuple{(:isPM, :wt),Tuple{Int64,Int64}},Array{Pumas.Event{Float64,Float64,Float64,Float64,Float64,Float64,Int64},1},Array{Float64,1},Pumas.ConstantCovar{NamedTuple{(:isPM, :wt),Tuple{Int64,Int64}}},Float64},1} | |
param::NamedTuple{(:tvcl, :tvv, :pmoncl, :Ω, :σ_prop),Tuple{Float64,Float64,Float64,PDMats.PDiagMat{Float64,Array{Float64,1}},Float64}} | |
reps::Int |
This file has been truncated, but you can view the full file.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
julia> o_ode = fit(iv_ode,data,param,Pumas.FOCEI()) | |
ERROR: MethodError: no method matching Float64(::ForwardDiff.Dual{ForwardDiff.Tag{getfield(Pumas, Symbol("##176#181")){Array{ForwardDiff.Dual{ForwardDiff.Tag{getfield(Pumas, Symbol("##175#180")){Float64,Base.Iterators.Pairs{Union{},Union{},Tuple{},NamedTuple{(),Tuple{}}},PumasModel{ParamSet{NamedTuple{(:tvcl, :tvv, :dur, :Ω, :σ_prop),Tuple{RealDomain{Float64},RealDomain{Float64},RealDomain{Float64},PDiagDomain{PDMats.PDiagMat{Float64,Array{Float64,1}}},RealDomain{Float64}}}},getfield(Main, Symbol("##53#58")),getfield(Main, Symbol("##54#59")),getfield(Main, Symbol("##55#60")),ODEProblem{Nothing,Tuple{Nothing,Nothing},false,Nothing,ODEFunction{false,getfield(ModelingToolkit, Symbol("#out_f_safe#66")){getfield(ModelingToolkit, Symbol("###396"))},UniformScaling{Bool},Nothing,Nothing,Nothing,Nothing,Nothing,Nothing,Nothing,Nothing,Nothing},Nothing,DiffEqBase.StandardODEProblem},getfield(Main, Symbol("##56#61")),getfield(Main, Symbol("##57#62"))},Subject{NamedTupl |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
using StaticArrays | |
using NLSolvers | |
using LinearAlgebra | |
function himmelblau(∇²f, ∇f, x) | |
if !(∇²f == nothing) | |
∇²f11 = 12.0 * x[1]^2 + 4.0 * x[2] - 42.0 | |
∇²f12 = 4.0 * x[1] + 4.0 * x[2] | |
∇²f21 = 4.0 * x[1] + 4.0 * x[2] | |
∇²f22 = 12.0 * x[2]^2 + 4.0 * x[1] - 26.0 | |
∇²f = @SMatrix([∇²f11 ∇²f12; ∇²f21 ∇²f22]) |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType | |
import HARK.ConsumptionSaving.ConsumerParameters as param | |
import copy | |
init_lifecycle = copy.copy(param.init_idiosyncratic_shocks) | |
init_lifecycle['PermGroFac'] = [1.01, 1.00] | |
init_lifecycle['PermShkStd'] = [0.1, 0.0] | |
init_lifecycle['TranShkStd'] = [0.3,0.0] | |
init_lifecycle['LivPrb'] = [0.99,0.9] | |
init_lifecycle['T_cycle'] = 2 |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
0.000004 seconds (5 allocations: 144 bytes) | |
Body::Tuple{Float64,Float64,Bool} | |
1 ── %1 = (Base.getfield)(opt, :ratio)::Float64 | |
│ %2 = (Base.getfield)(opt, :c)::Float64 | |
│ %3 = (Base.getfield)(opt, :ls_max_iter)::Int64 | |
│ %4 = (Base.getfield)(d, :data)::Tuple{Float64,Float64} | |
│ %5 = (Base.getfield)(%4, 1, false)::Float64 | |
│ %6 = (Base.getfield)(∇f_x, :data)::Tuple{Float64,Float64} | |
│ %7 = (Base.getfield)(%6, 1, false)::Float64 | |
│ %8 = (Base.mul_float)(%5, %7)::Float64 |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
_ | |
_ _ _(_)_ | Documentation: https://docs.julialang.org | |
(_) | (_) (_) | | |
_ _ _| |_ __ _ | Type "?" for help, "]?" for Pkg help. | |
| | | | | | |/ _` | | | |
| | |_| | | | (_| | | Version 1.0.2 (2018-11-08) | |
_/ |\__'_|_|_|\__'_| | Official https://julialang.org/ release | |
|__/ | | |
julia> using Optim |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
I just spent half a day wondering why my Jacobians were wrong, and didn't even think to look at `I`'s role, but is this not super weird? | |
``` | |
julia> versioninfo() | |
Julia Version 0.6.4 | |
Commit 9d11f62bcb (2018-07-09 19:09 UTC) | |
Platform Info: | |
OS: Linux (x86_64-pc-linux-gnu) | |
CPU: AMD Ryzen 3 1200 Quad-Core Processor | |
WORD_SIZE: 64 | |
BLAS: libopenblas (USE64BITINT DYNAMIC_ARCH NO_AFFINITY Zen MAX_THREADS=16) |
NewerOlder