Main_validate_single.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gf_p_optimize (generic function with 3 methods)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Gridap, Gridap.Geometry, Gridap.Fields\n",
    "using Gmsh, GridapGmsh\n",
    "using GLMakie, DelimitedFiles, Interpolations\n",
    "using LinearAlgebra, SparseArrays, KrylovKit\n",
    "using ChainRulesCore, Zygote\n",
    "using PartitionedArrays\n",
    "using NLopt\n",
    "using GridapMakie\n",
    "\n",
    "import Gridap.CellData: Interpolable\n",
    "import ChainRulesCore: rrule\n",
    "import Gmsh: gmsh\n",
    "\n",
    "\n",
    "main_path = \"/Users/jayyao/Documents/Research/RamanInFluid/\"\n",
    "include(main_path*\"Materials/Materials.jl\")\n",
    "include(main_path*\"Module/Mesh_RecCir.jl\")\n",
    "include(main_path*\"Module/Helper.jl\")\n",
    "include(main_path*\"Module/GridapFE.jl\")\n",
    "include(main_path*\"Module/Control.jl\")\n",
    "include(main_path*\"Module/Model.jl\")\n",
    "include(main_path*\"Module/Objective.jl\")\n",
    "include(main_path*\"Module/Objective_single.jl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Info    : Clearing all models and views...\n",
      "Info    : Done clearing all models and views\n",
      "Info    : Reconstructing periodicity for curve connection 2 - 6\n",
      "Info    : Reconstructing periodicity for curve connection 3 - 5\n",
      "Info    : Meshing 1D...\n",
      "Info    : Meshing curve 1 (Line)\n",
      "Info    : Meshing curve 4 (Line)\n",
      "Info    : Meshing curve 5 (Line)\n",
      "Info    : Meshing curve 6 (Line)\n",
      "Info    : Meshing curve 7 (Line)\n",
      "Info    : Meshing curve 8 (Circle)\n",
      "Info    : Meshing curve 9 (Circle)\n",
      "Info    : Meshing curve 10 (Circle)\n",
      "Info    : Meshing curve 11 (Circle)\n",
      "Info    : Meshing curve 12 (Circle)\n",
      "Info    : Meshing curve 13 (Circle)\n",
      "Info    : Meshing curve 2 (Line) as a copy of 6\n",
      "Info    : Meshing curve 3 (Line) as a copy of 5\n",
      "Info    : Done meshing 1D (0.003189 s)\n",
      "Info    : Meshing 2D...\n",
      "Info    : Meshing surface 1 (Plane, Frontal)\n",
      "Info    : Meshing surface 2 (Plane, Frontal)\n",
      "Info    : Meshing surface 3 (Plane, Frontal)\n",
      "Info    : Meshing surface 4 (Plane, Frontal)\n",
      "Info    : Meshing surface 5 (Plane, Frontal)\n",
      "Info    : Done meshing 2D (4.5374 s)\n",
      "Info    : 104424 vertices 210555 elements\n",
      "Info    : Writing 'geometry.msh'...\n",
      "Info    : Done writing 'geometry.msh'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning : Gmsh must be compiled with ANN support for finding closest vertices\n",
      "Warning : Gmsh must be compiled with ANN support for finding closest vertices\n",
      "Warning : Gmsh must be compiled with ANN support for finding closest vertices\n",
      "Warning : Gmsh must be compiled with ANN support for finding closest vertices\n",
      "Warning : Gmsh must be compiled with ANN support for finding closest vertices\n",
      "Warning : Gmsh must be compiled with ANN support for finding closest vertices\n"
     ]
    }
   ],
   "source": [
    "L = 600\n",
    "h1 = 600\n",
    "h2 = 200\n",
    "rd = 100\n",
    "rs = 10\n",
    "rt = 150\n",
    "dpml = 300\n",
    "\n",
    "res = 30\n",
    "l1 = L/res\n",
    "l2 = l1/20\n",
    "\n",
    "hrd = (0, h1/2)\n",
    "meshfile = \"geometry.msh\"\n",
    "geo_param = RecCirGeometry(L, h1, h2, rt, rd, rs, dpml, l1, l2)\n",
    "MeshGenerator(geo_param, meshfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Info    : Reading 'geometry.msh'...\n",
      "Info    : 31 entities\n",
      "Info    : 104423 nodes\n",
      "Info    : [ 10%] Reading nodes                                          \r",
      "Info    : [ 20%] Reading nodes                                          \r",
      "Info    : [ 30%] Reading nodes                                          \r",
      "Info    : [ 40%] Reading nodes                                          \r",
      "Info    : [ 50%] Reading nodes                                          \r",
      "Info    : [ 60%] Reading nodes                                          \r",
      "Info    : [ 70%] Reading nodes                                          \r",
      "Info    : [ 80%] Reading nodes                                          \r",
      "Info    : [ 90%] Reading nodes                                          \r",
      "Info    : [100%] Reading nodes                                          \r",
      "                                          \r",
      "Info    : 210410 elements\n",
      "Info    : [ 10%] Reading elements                                          \r",
      "Info    : [ 10%] Reading elements                                          \r",
      "Info    : [ 20%] Reading elements                                          \r",
      "Info    : [ 20%] Reading elements                                          \r",
      "Info    : [ 30%] Reading elements                                          \r",
      "Info    : [ 30%] Reading elements                                          \r",
      "Info    : [ 40%] Reading elements                                          \r",
      "Info    : [ 40%] Reading elements                                          \r",
      "Info    : [ 50%] Reading elements                                          \r",
      "Info    : [ 50%] Reading elements                                          \r",
      "Info    : [ 60%] Reading elements                                          \r",
      "Info    : [ 60%] Reading elements                                          \r",
      "Info    : [ 70%] Reading elements                                          \r",
      "Info    : [ 70%] Reading elements                                          \r",
      "Info    : [ 80%] Reading elements                                          \r",
      "Info    : [ 80%] Reading elements                                          \r",
      "Info    : [ 90%] Reading elements                                          \r",
      "Info    : [ 90%] Reading elements                                          \r",
      "Info    : [100%] Reading elements                                          \r",
      "                                          \r",
      "Info    : Done reading 'geometry.msh'\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridapParameters(UnconstrainedFESpace(), UnconstrainedFESpace(), UnconstrainedFESpace(), UnconstrainedFESpace(), UnconstrainedFESpace(), UnconstrainedFESpace(), 72922, BodyFittedTriangulation(), Measure(), Measure(), Measure(), Measure(), Measure(), Measure(), GenericCellField(), Int8[8, 8, 8, 8, 8, 8, 8, 8, 8, 8  …  9, 9, 9, 9, 9, 9, 9, 9, 9, 9], 7)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "############  Optimization parameters #############\n",
    "flag_f = true       # Turn on filter\n",
    "flag_t = true       # Turn on threshold\n",
    "\n",
    "# Filter and threshold paramters\n",
    "r = (5/sqrt(3), 5/sqrt(3))  # Filter radius\n",
    "β = 32.0                  # β∈[1,∞], threshold sharpness\n",
    "η = 0.5                   # η∈[0,1], threshold center\n",
    "\n",
    "α = 0.0 / (2 * 1000.0)    # Equivalent loss α = 1/2Q\n",
    "\n",
    "# Number of subspace\n",
    "K = 20\n",
    "\n",
    "# Amplify g for NLopt\n",
    "Amp = 1\n",
    "\n",
    "# Sum over kx\n",
    "nkx = 30\n",
    "nparts = nkx / 2\n",
    "\n",
    "Bp = false          # Matrix B depend on parameters?\n",
    "pv = 1\n",
    "\n",
    "# Foundary constraint parameters\n",
    "c = 625\n",
    "lw = r[1]\n",
    "ls = r[1]\n",
    "ηe = 0.75#fηe(lw / r[1])\n",
    "ηd = 0.25#fηd(lw / r[1])\n",
    "\n",
    "\n",
    "control = ControllingParameters(flag_f, flag_t, r, β, η, α, nparts, nkx, K, Amp, Bp, pv, c, ηe, ηd, hrd)\n",
    "\n",
    "gridap = GridapFE(meshfile, 1, 2, [\"DirichletEdges\", \"DirichletNodes\"], [\"DesignNodes\", \"DesignEdges\"], [\"Target\"], [\"Source\"], flag_f)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.054007220216606505 + 3.42898916967509im, 0.05002985074626863 + 3.8571880597014934im)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "material = \"Ag\"\n",
    "n_λ, k_λ = RefractiveIndex(material,main_path,true)\n",
    "λ1 = 532\n",
    "λ2 = 582\n",
    "nm1 = n_λ(λ1) + 1im * k_λ(λ1)\n",
    "nm2 = n_λ(λ2) + 1im * k_λ(λ2)\n",
    "nf = 1\n",
    "μ = 1\n",
    "R = 1e-10\n",
    "LHp=(L/2, h1+h2)   # Start of PML for x,y > 0\n",
    "LHn=(L/2, 0)       # Start of PML for x,y < 0\n",
    "\n",
    "\n",
    "ω1 = 2 * π / λ1\n",
    "phys1 = PhysicalParameters(ω1, nf, nm1, nf, μ, R, dpml, LHp, LHn, 0)\n",
    "ω2 = 2 * π / λ2\n",
    "phys2 = PhysicalParameters(ω2, nf, nm2, nf, μ, R, dpml, LHp, LHn, 0)\n",
    "\n",
    "nm1,nm2\n",
    "# N = num_free_dofs(gridap.FE_U)\n",
    "# kb = 0. * ω1\n",
    "# p0 = ones(gridap.np)\n",
    "# pf_vec = pf_p0(p0; control, gridap)\n",
    "# pfh = FEFunction(gridap.FE_Pf, pf_vec)\n",
    "# pth = (pf -> Threshold(pf; control)) ∘ pfh\n",
    "\n",
    "# A1_mat = MatrixA(pth, kb; phys=phys1, control, gridap)\n",
    "\n",
    "# binc(v) = ∫(v)gridap.dΓ_s\n",
    "# b_inc = assemble_vector(binc, gridap.FE_V)\n",
    "\n",
    "# u1_vec = A1_mat\\b_inc\n",
    "# u1h = FEFunction(gridap.FE_U, u1_vec)\n",
    "\n",
    "# A2_mat = MatrixA(pth, kb; phys=phys2, control, gridap)\n",
    "# O_mat = MatrixOc(ω2, nf^2; gridap)\n",
    "\n",
    "# braman(v) = ∫((x->GaussianD(x, hrd, [2,2]))*(∇(v) ⋅ ∇(u1h)))gridap.dΩ\n",
    "# b_raman = assemble_vector(braman, gridap.FE_V)\n",
    "# v2_vec = A2_mat' \\ b_raman\n",
    "# v2h = FEFunction(gridap.FE_U, v2_vec)\n",
    "\n",
    "# @show gvalue = v2_vec'*O_mat*v2_vec\n",
    "\n",
    "# #fig, ax, plt = plot(gridap.Ω, pth, colormap = :binary)\n",
    "# maxv = maximum(abs.(u1_vec))/1\n",
    "# fig, ax, plt = plot(gridap.Ω, real(u1h), colormap = :bwr, colorrange=(-maxv, maxv))\n",
    "# Colorbar(fig[1,2], plt)\n",
    "# ax.title = \"Design Shape\"\n",
    "# ax.aspect = AxisAspect((L+2*dpml)/(h1+h2+2*dpml))\n",
    "# #ax.aspect = AxisAspect(L/(h1))\n",
    "# #limits!(ax, -L/2, L/2, 0, h1)\n",
    "# fig\n",
    "#0.12931555555555557 + 3.1932im"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gf_p(p_init, []; kb = 0, phys1, control, gridap) = 37.58254134458894\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure()"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using FileIO\n",
    "import Images: Gray\n",
    "# specify the path to your local image file\n",
    "img_path = \"Initial/Rasmus_Focus.png\"\n",
    "img = load(img_path)\n",
    "data = 1.0 .-Float64.(Gray.(img))\n",
    "function image_to_function(x, data, Lx, Ly)\n",
    "    Nx, Ny = size(data)\n",
    "    #xi = Int(round(((x[1]+3)/Lx + 0.5) * Nx))\n",
    "    #yi = Ny-Int(round(((x[2]-294)/Ly + 0.5) * Ny))\n",
    "    xi = Int(round(((x[1])/Lx + 0.5) * Nx))\n",
    "    yi = Ny-Int(round(((x[2]-300)/Ly + 0.5) * Ny))\n",
    "    if xi > 0 && xi <= Nx && yi > 0 && yi <= Ny\n",
    "        return data[xi,yi]\n",
    "    else\n",
    "        return 0.0\n",
    "    end\n",
    "end\n",
    "\n",
    "image_size = 281\n",
    "binit(v) = ∫(v * x->image_to_function(x, data, image_size, image_size))gridap.dΩ\n",
    "pc_vec = assemble_vector(binit, gridap.FE_P)\n",
    "p_init = p_extract(pc_vec; gridap)\n",
    "p_init[p_init .< 0.1] .= 0\n",
    "p_init[p_init .> 0.1] .= 1\n",
    "\n",
    "# p_init = ones(gridap.np)\n",
    "pf_vec = pf_p0(p_init; control, gridap)\n",
    "pfh = FEFunction(gridap.FE_Pf, pf_vec)\n",
    "pth = (pf -> Threshold(pf; control)) ∘ pfh\n",
    "\n",
    "@show gf_p(p_init, []; kb=0, phys1, control, gridap)\n",
    "fig, ax, plt = plot(gridap.Ω, pth, colormap = :binary)\n",
    "Colorbar(fig[1,2], plt)\n",
    "ax.aspect = AxisAspect(1)\n",
    "ax.title = \"Design Shape\"\n",
    "limits!(ax, -rt, rt, h1/2-rt, h1/2+rt)\n",
    "# save(\"Results/shape.png\", fig)\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "numevals = opt.numevals = 100\n",
      "numevals = opt.numevals = 100\n",
      "numevals = opt.numevals = 100\n",
      "numevals = opt.numevals = 100\n",
      "numevals = opt.numevals = 100\n",
      "numevals = opt.numevals = 100\n",
      "g_opt = 175.0315086676372\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "175.0315086676372"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# p_init = ones(gridap.np) * 0.5 + rand(gridap.np) * 1e-2\n",
    "# β_list = [5.0, 10.0, 20.0, 30.0, 40.0, 60.0, 80.0]\n",
    "β_list = [8.0, 8.0, 16.0, 16.0, 32.0, 32.0, 32.0]\n",
    "\n",
    "g_opt = 0\n",
    "for bi = 1 : 6\n",
    "    β = β_list[bi]\n",
    "\n",
    "#     if bi == 1\n",
    "#         g_opt, p_opt = gs_p_optimize(p_init, 1e-12, 100; phys1, phys2, control, gridap)\n",
    "    \n",
    "#     else\n",
    "#         g_opt, p_opt = gs_p_optimize([], 1e-12, 100; phys1, phys2, control, gridap)\n",
    "#     end\n",
    "    if bi < 5\n",
    "        c = 0\n",
    "        control = ControllingParameters(flag_f, flag_t, r, β, η, α, nparts, nkx, K, Amp, Bp, pv, c, ηe, ηd, hrd)\n",
    "    else\n",
    "        c = 625\n",
    "        control = ControllingParameters(flag_f, flag_t, r, β, η, α, nparts, nkx, K, Amp, Bp, pv, c, ηe, ηd, hrd)\n",
    "    end\n",
    "    if bi == 1\n",
    "        g_opt, p_opt = gf_p_optimize(p_init, 1e-12, 100; phys1, control, gridap)\n",
    "    \n",
    "    else\n",
    "        g_opt, p_opt = gf_p_optimize([], 1e-12, 100; phys1, control, gridap)\n",
    "    end\n",
    "    if isfile(\"p_opt.value.txt\")\n",
    "        run(`rm p_opt_value.txt`)\n",
    "    end\n",
    "    open(\"p_opt_value.txt\", \"w\") do iop\n",
    "        for i = 1 : length(p_opt)\n",
    "            p_temp = p_opt[i]\n",
    "            write(iop, \"$p_temp \\n\")\n",
    "        end\n",
    "    end\n",
    "    open(\"g_opt_value.txt\", \"a\") do io\n",
    "        write(io, \"$g_opt \\n\")\n",
    "    end\n",
    "end\n",
    "@show g_opt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure()"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Output and view\n",
    "ImportFromFile = true\n",
    "N = num_free_dofs(gridap.FE_U)\n",
    "if ImportFromFile\n",
    "    #p_max = readdlm(\"cloud/task5/p_opt_value.txt\", Float64)\n",
    "    p_max = readdlm(\"p_opt_value.txt\", Float64)\n",
    "    p0 = p_max[:]\n",
    "else\n",
    "    p0 = zeros(gridap.np)\n",
    "end\n",
    "\n",
    "kb = 0\n",
    "pf_vec = pf_p0(p0; control, gridap)\n",
    "pfh = FEFunction(gridap.FE_Pf, pf_vec)\n",
    "pth = (pf -> Threshold(pf; control)) ∘ pfh\n",
    "A1_mat = MatrixA(pth, kb; phys=phys1, control, gridap)\n",
    "b1_vec = assemble_vector(v->(∫(v)gridap.dΓ_s), gridap.FE_V)\n",
    "u1_vec = A1_mat \\ b1_vec\n",
    "u1h = FEFunction(gridap.FE_U, u1_vec)\n",
    "\n",
    "# A2_mat = MatrixA(pth, kb; phys=phys2, control, gridap)\n",
    "# o_vec = VectorO(1, 1; gridap)\n",
    "# v2_vec = A2_mat' \\ o_vec\n",
    "# v2h = FEFunction(gridap.FE_U, v2_vec)\n",
    "\n",
    "fig, ax, plt = plot(gridap.Ω, pth, colormap = :binary)\n",
    "Colorbar(fig[1,2], plt)\n",
    "ax.aspect = AxisAspect(1)\n",
    "ax.title = \"Design Shape\"\n",
    "limits!(ax, -rt, rt, h1/2-rt, h1/2+rt)\n",
    "save(\"Results/shape.png\", fig)\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure()"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maxv = maximum(abs.(u1_vec))\n",
    "#fig, ax, plt = plot(gridap.Ω, real(u1h), colormap = :bwr, colorrange=(-maxv, maxv))\n",
    "#fig, ax, plt = plot(gridap.Ω, abs2(u1h), colormap = :hot, colorrange=(0, maxv^2/1))\n",
    "fig, ax, plt = plot(gridap.Ω, abs(((p ->(1 / ((nf + (nm1 - nf) * p)^2) )) ∘ pth)*(sqrt∘(∇(u1h)⋅∇(u1h)))), colormap = :hot, colorrange=(0, 20))\n",
    "Colorbar(fig[1,2], plt)\n",
    "ax.title = \"|E|field\"\n",
    "ax.aspect = AxisAspect(1)\n",
    "limits!(ax, -rt, rt, h1/2-rt, h1/2+rt)\n",
    "save(\"Results/Field.png\", fig)\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "p0 = zeros(gridap.np)\n",
    "δp = rand(gridap.np)*1e-8\n",
    "grad = zeros(gridap.np)\n",
    "\n",
    "kb = 0.0 * ω1\n",
    "g0 = gs_p(p0, grad; kb, phys1, phys2, control, gridap)\n",
    "g1 = gs_p(p0+δp, []; kb, phys1, phys2, control, gridap)\n",
    "# g0 = gf_p(p0, grad; kb, phys1, control, gridap)\n",
    "# g1 = gf_p(p0+δp, []; kb, phys1, control, gridap)\n",
    "# g0 = LSConstraint(p0, grad; control, gridap)\n",
    "# g1 = LSConstraint(p0+δp, []; control, gridap)\n",
    "g0,g1-g0, grad'*δp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "486639.1056458667"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "12.4/2.5480895094821322e-5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.25084688568519453"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gf_p(zeros(gridap.np), []; kb=0, phys1, control, gridap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "566.5383519530194"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "142.11438120863755/0.25084688568519453"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.886751345948129"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "10/2/sqrt(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-4.974338925817616, -4.939844826453033)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LSConstraint(p0,[]; control, gridap), LWConstraint(p0,[]; control, gridap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ϵ"
   ]
  }
 ],
 "metadata": {
  "@webio": {
   "lastCommId": null,
   "lastKernelId": null
  },
  "kernelspec": {
   "display_name": "Julia 1.6.0",
   "language": "julia",
   "name": "julia-1.6"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.6.2"
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 },
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}