{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0cf78481-c7a6-4df4-97da-796b4989ce26",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eigenvals of Q:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "5-element Vector{Float64}:\n",
       " 0.04256575281858832\n",
       " 1.2960771495578332\n",
       " 2.5068176321737967\n",
       " 4.762205904656057\n",
       " 9.646144560835168"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\"real\" solution:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "5×1 Matrix{Float64}:\n",
       "  2.3884665390055466\n",
       " -1.905598226107853\n",
       " -0.46982985654395737\n",
       " -0.6656887117007205\n",
       "  1.6808597398598424"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CG solution:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "5-element Vector{Float64}:\n",
       "  2.388466539005554\n",
       " -1.9055982261078555\n",
       " -0.46982985654395276\n",
       " -0.6656887117007191\n",
       "  1.6808597398598488"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "history:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Converged after 5 iterations."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using LinearAlgebra, IterativeSolvers\n",
    "\n",
    "n = 5\n",
    "A = randn(n,n)\n",
    "# Q = A' + A + 2*n*I\n",
    "Q = A' * A\n",
    "println(\"eigenvals of Q:\")\n",
    "eigvals(Q) |> display\n",
    "v = rand(5,1)\n",
    "# i want something that solves my linear equation problem\n",
    "println(\"\\\"real\\\" solution:\")\n",
    "Q \\ v |> display\n",
    "\n",
    "# like\n",
    "(x, ch) = cg(Q, v, log=true)\n",
    "println(\"CG solution:\")\n",
    "x |> display\n",
    "println(\"history:\")\n",
    "ch |> display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5a2417f0-266b-4741-b565-056c012a66ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.373315759902148e-14"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# error\n",
    "norm(Q * x - v) / norm(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0ce75dab-108e-4a5a-bae4-6f93db7e6fac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Plots\n",
    "plt = plot(ch.data[:resnorm], yaxis=:log)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "86d17dad-d37d-4fe6-9afb-fbd2ae16edca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "non zero entries of A: 4944\n",
      "expected: 5000.0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "-2.698168226510387"
      ]
     },
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    {
     "data": {
      "text/plain": [
       "2.711488069456316"
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    {
     "data": {
      "text/plain": [
       "0.009999999999994152"
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    {
     "data": {
      "text/plain": [
       "5.419656295966703"
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    {
     "data": {
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   "source": [
    "# really useful with sparse matrixes\n",
    "using SparseArrays\n",
    "\n",
    "n = 1000\n",
    "# height, length, density\n",
    "A = sprandn(n, n, 2.5/n)\n",
    "A = 0.5 * (A' + A)\n",
    "spy(A) |> display\n",
    "println(\"non zero entries of A: $(nnz(A))\")\n",
    "println(\"expected: $(5/n * n * n)\")\n",
    "\n",
    "## some eigenvalues are negative\n",
    "minimum(eigvals(Array(A))) |> display\n",
    "maximum(eigvals(Array(A))) |> display\n",
    "\n",
    "Q = (-minimum(eigvals(Array(A))) + .01) .* I + A\n",
    "# shifted to make them all positive\n",
    "minimum(eigvals(Array(Q))) |> display\n",
    "maximum(eigvals(Array(Q))) |> display\n",
    "\n",
    "spy(Q) |> display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9bf00ddc-9b1c-4d5a-9970-2b74e2896c77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Converged after 72 iterations."
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v = randn(n, 1)\n",
    "(x, ch) = cg(Q, v; log=true)\n",
    "plot(ch.data[:resnorm], yaxis=:log) |> display\n",
    "ch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "33b88a12-b888-41c8-be93-4275192545d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.027815 seconds (22.01 k allocations: 9.180 MiB, 84.00% compilation time)\n",
      "  0.683799 seconds (8.78 k allocations: 8.386 MiB, 0.45% compilation time)\n"
     ]
    }
   ],
   "source": [
    "@time for t=1:1000; Q*v; end; # much faster than with full matrix\n",
    "\n",
    "Q = Array(Q)\n",
    "\n",
    "@time for t=1:1000; Q*v; end;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "45c17fde-d328-477a-8772-56d6b8d6684e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "householder_vector (generic function with 2 methods)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function householder_vector(x::Vector{<:AbstractFloat})::Tuple{Vector, Real}\n",
    "    # returns the normalized vector u such that H*x is a multiple of e_1\n",
    "\n",
    "    s = norm(x)\n",
    "    v = deepcopy(x)\n",
    "    v[1] -= s\n",
    "    u = v ./ norm(v)\n",
    "    return u, s\n",
    "end\n",
    "\n",
    "function householder_vector(x::Matrix{<:AbstractFloat})::Tuple{Matrix, Real}\n",
    "    # returns the normalized vector u such that H*x is a multiple of e_1\n",
    "\n",
    "    s = norm(x)\n",
    "    v = deepcopy(x)\n",
    "    v[1] -= s\n",
    "    u = v ./ norm(v)\n",
    "    return u, s\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "974a3c12-3b2e-41f9-ad89-d24bd2c4ae4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4×4 Matrix{Float64}:\n",
       " -0.228426  -0.742329  -0.170779   -0.606303\n",
       " -0.742329   0.551416  -0.1032     -0.366385\n",
       " -0.170779  -0.1032     0.976258   -0.0842898\n",
       " -0.606303  -0.366385  -0.0842898   0.700752"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "1.8097651944067387e-16"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "4×1 Matrix{Float64}:\n",
       " -1.7835733314400501\n",
       "  1.8472620051509155e-16\n",
       "  3.0882187722193e-17\n",
       "  6.041947842933401e-17"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = randn(4,1)\n",
    "(u, s) = householder_vector(x)\n",
    "\n",
    "H = I - 2*u*u'\n",
    "display(H)\n",
    "\n",
    "norm(H' * H - I) |> display # very close to the identity matrix\n",
    "\n",
    "H*x |> display # very close to e_1 times something"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "035cecb6-62b5-4eb0-ab16-945a18cccadb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4×1 Matrix{Float64}:\n",
       " 0.7837173833516905\n",
       " 0.47359494289505655\n",
       " 0.10895432877426844\n",
       " 0.38681241880006406"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "-1.7835733314400501"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(u)\n",
    "display(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0db14574-9c5e-40c2-a7b2-d73facc0467e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4-element Vector{Float64}:\n",
       " 1.0\n",
       " 5.0e-13\n",
       " 5.0e-13\n",
       " 5.0e-13"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "4×4 Matrix{Float64}:\n",
       " -1.0      -1.0e-12  -1.0e-12  -1.0e-12\n",
       " -1.0e-12   1.0      -5.0e-25  -5.0e-25\n",
       " -1.0e-12  -5.0e-25   1.0      -5.0e-25\n",
       " -1.0e-12  -5.0e-25  -5.0e-25   1.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "1.5811388300841895e-36"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "4-element Vector{Float64}:\n",
       " -1.0e6\n",
       " -9.999999999999999e-31\n",
       " -4.9999999999999995e-31\n",
       "  0.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "1.1180339887498946e-36"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# bad if norm is close to the first entry\n",
    "x = [1e6; 1e-6; 1e-6; 1e-6]\n",
    "\n",
    "(u, s) = householder_vector(x)\n",
    "\n",
    "display(u) # first entry is 0 but should be 3e-6\n",
    "\n",
    "H = I - 2*u*u'\n",
    "display(H)\n",
    "\n",
    "norm(H' * H - I) |> display\n",
    "\n",
    "H*x |> display\n",
    "\n",
    "# the relative error is:\n",
    "norm(H*x - [s; 0; 0; 0]) / norm([s; 0; 0; 0])\n",
    "# too large (10^-12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "098a554f-defe-4cb1-9bda-17c33732732d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "householder_vector (generic function with 2 methods)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function householder_vector(x::Vector{<:AbstractFloat})::Tuple{Vector, Real}\n",
    "    # returns the normalized vector u such that H*x is a multiple of e_1\n",
    "\n",
    "    s = norm(x)\n",
    "    if x[1] ≥ 0\n",
    "        s = -s\n",
    "    end\n",
    "    v = deepcopy(x)\n",
    "    v[1] -= s\n",
    "    u = v ./ norm(v)\n",
    "    return u, s\n",
    "end\n",
    "\n",
    "function householder_vector(x::Matrix{<:AbstractFloat})::Tuple{Matrix, Real}\n",
    "    # returns the normalized vector u such that H*x is a multiple of e_1\n",
    "\n",
    "    s = norm(x)\n",
    "    if x[1] ≥ 0\n",
    "        s = -s\n",
    "    end\n",
    "    v = deepcopy(x)\n",
    "    v[1] -= s\n",
    "    u = v ./ norm(v)\n",
    "    return u, s\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "540ef886-8074-4d8f-a914-6214e8b2a79b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4-element Vector{Float64}:\n",
       " -1.0e6\n",
       " -9.999999999999999e-31\n",
       " -4.9999999999999995e-31\n",
       "  0.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "4-element Vector{Float64}:\n",
       " -1.0e6\n",
       "  0.0\n",
       "  0.0\n",
       "  0.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(u, s) = householder_vector(x)\n",
    "\n",
    "H = I - 2*u*u'\n",
    "\n",
    "H * x |> display # much better\n",
    "\n",
    "y = x - u*(2*u'*x) # even better\n",
    "display(y)\n",
    "\n",
    "### for numerical stability the vector that doesnt cause cancellation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "56b5444f-c1d6-40ab-a3a1-1237392d15a9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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