Tutorial_22a_Optimization_Quadratic.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Optimization\n",
    "\n",
    "of linear-quadratic problems, using the [OSQP.jl](https://github.com/osqp/OSQP.jl) package.\n",
    "\n",
    "The optimization problems are (for pedagogical reasons) the same as in the other notebook about optimization. Otherwise, the methods illustrated here are well suited for cases when the objective involves the portfolio variance ($ w'\\Sigma w $) or when the estimation problem is based on minimizing the sum of squared residuals ($u'u$), and the restrictions are linear expressions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Packages and Utility Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Printf, LinearAlgebra, SparseArrays, OSQP\n",
    "\n",
    "include(\"src/printmat.jl\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Plots, LaTeXStrings    #LaTeXStrings to facilitate using LaTeX in plots\n",
    "default(size = (480,320),fmt = :png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The OSQP.jl Optimization Package\n",
    "\n",
    "The [OSQP.jl](https://github.com/osqp/OSQP.jl) package is tailor made for solving linear-quadratic problems (with linear restrictions). It solves problems of the type\n",
    "\n",
    "$\\min 0.5\\theta' P \\theta + q' \\theta$ subject to $l \\leq A \\theta \\leq u$, \n",
    "\n",
    "where $\\theta$ is a vector of choice variables.\n",
    "\n",
    "To get an equality restriction in row `i`, set `l[i]=u[i]`.\n",
    "\n",
    "Notice that $(P,A)$ to should be `Sparse` matrices and $(q,l,u)$ vectors with `Float64` numbers. We consider several cases below: no restrictions on $\\theta$, bounds on $\\theta$, and a linear equality restriction."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Unconstrained Minimization\n",
    "\n",
    "We will define the following minimization problem\n",
    "\n",
    "$ P=\n",
    "2\\begin{bmatrix}\n",
    "1 & 0\\\\\n",
    "0 & 16\\\\\n",
    "\\end{bmatrix}\n",
    "$\n",
    "and \n",
    "$ q = \n",
    "\\begin{bmatrix}\n",
    "-4\\\\\n",
    "24\\\\\n",
    "\\end{bmatrix}\n",
    "$.\n",
    "\n",
    "If there are no constraints, then the solution should be $\\theta=(2,-3/4)$.\n",
    "\n",
    "It is straightforward to see that this is the same as minimizing \n",
    "$ (\\theta_1-2)^2 + (4\\theta_2+3)^2$\n",
    "\n",
    "\n",
    "Before doing the optimization, we plot the contours of the loss function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "P = 2*[1  0;           #we minimize 0.5θ'Pθ + q'θ, hence the 2*[]\n",
    "       0  16]          #this is the same as minimizing (x-2)^2 + (4y+3)^2\n",
    "q =   [-4.0, 24.0]     #vector, Float64\n",
    "\n",
    "function Lossfn(P,q,θ)\n",
    "     L = 0.5*θ'*P*θ + q'*θ\n",
    "    return L\n",
    "end\n",
    "\n",
    "(n1,n2) = (82,122)\n",
    "θ₁ = range(1,5,length=n1)\n",
    "θ₂ = range(-1,0,length=n2)\n",
    "\n",
    "loss2d = fill(NaN,n1,n2)      #matrix with loss fn values\n",
    "for i in 1:n1, j in 1:n2\n",
    "    loss2d[i,j] = Lossfn(P,q,[θ₁[i],θ₂[j]])\n",
    "end\n",
    "\n",
    "p1 = contour( θ₁,θ₂,loss2d',       #notice: loss2d'\n",
    "              xlims = (1,5),\n",
    "              ylims = (-1,0),\n",
    "              legend = false,\n",
    "              levels = 21,\n",
    "              title = \"Contour plot of loss function\",\n",
    "             xlabel = L\"\\theta_1\",\n",
    "             ylabel = L\"\\theta_2\" )\n",
    "scatter!([2],[-0.75],label=\"optimum\",legend=true)\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mUnconstrained minimization: the solution should be (2,-3/4):\u001b[22m\u001b[39m\n",
      "     2.000\n",
      "    -0.750\n",
      "\n",
      "\n",
      "\u001b[31m\u001b[1mand lots of information about the iterations:\u001b[22m\u001b[39m\n",
      "-----------------------------------------------------------------\n",
      "           OSQP v0.6.2  -  Operator Splitting QP Solver\n",
      "              (c) Bartolomeo Stellato,  Goran Banjac\n",
      "        University of Oxford  -  Stanford University 2021\n",
      "-----------------------------------------------------------------\n",
      "problem:  variables n = 2, constraints m = 1\n",
      "          nnz(P) + nnz(A) = 2\n",
      "settings: linear system solver = qdldl,\n",
      "          eps_abs = 1.0e-003, eps_rel = 1.0e-003,\n",
      "          eps_prim_inf = 1.0e-004, eps_dual_inf = 1.0e-004,\n",
      "          rho = 1.00e-001 (adaptive),\n",
      "          sigma = 1.00e-006, alpha = 1.60, max_iter = 4000\n",
      "          check_termination: on (interval 25),\n",
      "          scaling: on, scaled_termination: off\n",
      "          warm start: on, polish: off, time_limit: off\n",
      "\n",
      "iter  objective    pri res    dua res    rho        time\n",
      "   1 -8.3200e+000  0.00e+000  1.44e+001  1.00e-001  1.04e-004s\n",
      "  25 -1.3000e+001  0.00e+000  6.82e-005  1.00e-001  1.21e-004s\n",
      "\n",
      "status:               solved\n",
      "number of iterations: 25\n",
      "optimal objective:    -13.0000\n",
      "run time:             1.28e-004s\n",
      "optimal rho estimate: 1.00e-006\n",
      "\n"
     ]
    }
   ],
   "source": [
    "A = zeros(1,2)         #effectively no restriction\n",
    "l = [0.0]              #vectors, Float64\n",
    "u = [0.0]\n",
    "\n",
    "settings = Dict(:verbose => true)\n",
    "model = OSQP.Model()\n",
    "OSQP.setup!(model; P=sparse(P), q=q, A=sparse(A), l=l, u=u, settings...)\n",
    "result = OSQP.solve!(model)\n",
    "\n",
    "printblue(\"Unconstrained minimization: the solution should be (2,-3/4):\")\n",
    "printmat(result.x)\n",
    "printred(\"\\nand lots of information about the iterations:\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Constrained Minimization\n",
    "\n",
    "Bounds on the solution: $2.75 \\le \\theta_1$ and $\\theta_2 \\le -0.3$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p1 = contour( θ₁,θ₂,loss2d',\n",
    "              xlims = (1,5),\n",
    "              ylims = (-1,0),\n",
    "              legend = false,\n",
    "              levels = 21,\n",
    "              title = \"Contour plot of loss function\",\n",
    "              xlabel = L\"\\theta_1\",\n",
    "              ylabel = L\"\\theta_2\",\n",
    "              annotation = (3.5,-0.7,text(\"somewhere here\",8)) )\n",
    "hline!([-0.3],linecolor=:black,label=L\"\\theta_2 < -0.3\")\n",
    "vline!([2.75],linecolor=:red,line=:solid,label=L\"2.75 < \\theta_1\")\n",
    "scatter!([2.75],[-0.75],color=:red,label=\"optimum\",legend = true)\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwith bounds on the solution: the solution should be (2.75,-0.75):\u001b[22m\u001b[39m\n",
      "     2.750\n",
      "    -0.750\n",
      "\n"
     ]
    }
   ],
   "source": [
    "A = I[1:2,1:2]     #identity matrix, I₂\n",
    "l = [2.75,-Inf]    #2.75 <= θ₁ <= Inf, -Inf <= θ₂ <= -0.3\n",
    "u = [Inf,-0.3]\n",
    "\n",
    "settings = Dict(:verbose => false)\n",
    "model = OSQP.Model()\n",
    "OSQP.setup!(model; P=sparse(P), q=q, A=sparse(A), l=l, u=u, settings...)\n",
    "result = OSQP.solve!(model)\n",
    "\n",
    "printblue(\"with bounds on the solution: the solution should be (2.75,-0.75):\")\n",
    "printmat(result.x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Constrained Minimization\n",
    "\n",
    "A linear equality constraint: $\\theta_1 + 2\\theta_2 = 3$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p1 = contour(θ₁,θ₂,loss2d',\n",
    "             xlims = (1,5),\n",
    "             ylims = (-1,0),\n",
    "             legend = false,\n",
    "             levels = 21,\n",
    "             title = \"Contour plot of loss function\",\n",
    "             xlabel = L\"\\theta_1\",\n",
    "             ylabel = L\"\\theta_2\" )\n",
    "Plots.abline!(-0.5,1.5,linecolor=:red,line=:solid,label=L\"\\theta_1+2\\theta_2=3\")\n",
    "scatter!([4],[-0.5],markercolor=:red,label=\"optimum\",legend=true)\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mequality constraint: the solution should be (4,-1/2):\u001b[22m\u001b[39m\n",
      "\n",
      "     4.000\n",
      "    -0.500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "A = [1 2]                    #equality constraint\n",
    "l = [3.0]\n",
    "u = [3.0]\n",
    "\n",
    "model = OSQP.Model()\n",
    "OSQP.setup!(model; P=sparse(P), q=q, A=sparse(A), l=l, u=u, settings...)\n",
    "result = OSQP.solve!(model)\n",
    "\n",
    "printblue(\"equality constraint: the solution should be (4,-1/2):\\n\")\n",
    "printmat(result.x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Updating the Problem (extra)\n",
    "\n",
    "When you just want to change some of the inputs to the optimization problem, then it may pay off to do `update!()`. This is especially useful when you resolve the problem many times (in a loop, say)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     4.000\n",
      "    -0.500\n",
      "\n",
      "     3.600\n",
      "    -0.300\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model = OSQP.Model()                #setting up the problem for the first time\n",
    "OSQP.setup!(model; P=sparse(P), q=q, A=sparse(A), l=l, u=u, settings...)\n",
    "result = OSQP.solve!(model)\n",
    "printmat(result.x)\n",
    "\n",
    "q_new = [-2.0,20.0]                 #resolve the problem with different q values\n",
    "OSQP.update!(model;q=q_new)         #(partially) update the problem\n",
    "result = OSQP.solve!(model)\n",
    "printmat(result.x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# An Alternative Package (extra)\n",
    "\n",
    "The [Clarabel.jl](https://github.com/oxfordcontrol/Clarabel.jl) package is an interesting alternative to OSQP.jl. It has a slightly different syntax, but the `DoClarabel()` function in `src/DoClarabel.jl` provides a way to call it using the same syntax as for OSQP.jl."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "using LinearAlgebra, SparseArrays, Clarabel\n",
    "include(\"src/DoClarabel.jl\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mequality constraint: the solution should be (4,-1/2), as before:\u001b[22m\u001b[39m\n",
      "     4.000\n",
      "    -0.500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "(x,result,fnO) = DoClarabel(P,q,A,l,u,Clarabel.Settings(verbose = false))\n",
    "printblue(\"equality constraint: the solution should be (4,-1/2), as before:\")\n",
    "printmat(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "julia",
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