Kolokwia/2020-2021/3. kolokwium/Zadanie 1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Treść zadania"
   ]
  },
  {
   "attachments": {
    "image-3.png": {
     "image/png": 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"
    },
    "image-4.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image-3.png](attachment:image-3.png)\n",
    "![image-4.png](attachment:image-4.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sposób #1 (wysłany przeze mnie)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Testy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Testy dostarczone wraz z zadaniem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "M1 = [[0, 1, 1, 0, 0, 0],\n",
    "      [1, 0, 0, 1, 0, 0],\n",
    "      [1, 0, 0, 0, 1, 0],\n",
    "      [0, 1, 0, 0, 0, 1],\n",
    "      [0, 0, 1, 0, 0, 1],\n",
    "      [0, 0, 0, 1, 1, 0]]\n",
    "x1 = 0\n",
    "y1 = 5\n",
    "d1 = 3\n",
    "z1 = [0, 1, 0, 1, 2, 0, 2, 1, 3, 0, 2, 3, 1, 2, 0, 3, 2, 2, 1, 1, 0]\n",
    "\n",
    "M2 = [[0, 5, 1, 0, 0, 0],\n",
    "      [5, 0, 0, 5, 0, 0],\n",
    "      [1, 0, 0, 1, 0, 0],\n",
    "      [0, 5, 1, 0, 1, 0],\n",
    "      [0, 0, 0, 1, 0, 1],\n",
    "      [0, 0, 0, 0, 1, 0]]\n",
    "x2 = 0\n",
    "y2 = 5\n",
    "d2 = 4\n",
    "z2 = [0, 5, 0, 1, 6, 0, 2, 5, 1, 0, 3, 6, 2, 1, 0, 4, 7, 3, 2, 1, 0]\n",
    "\n",
    "M3 = [[0, 1, 6, 7, 7, 3, 7, 3],\n",
    "      [1, 0, 8, 8, 9, 2, 6, 5],\n",
    "      [6, 8, 0, 1, 4, 7, 8, 4],\n",
    "      [7, 8, 1, 0, 5, 7, 8, 5],\n",
    "      [7, 9, 4, 5, 0, 9, 12, 3],\n",
    "      [3, 2, 7, 7, 9, 0, 4, 6],\n",
    "      [7, 6, 8, 8, 12, 4, 0, 9],\n",
    "      [3, 5, 4, 5, 3, 6, 9, 0]]\n",
    "x3 = 6\n",
    "y3 = 4\n",
    "d3 = 9\n",
    "z3 = [0, 1, 0, 6, 7, 0, 7, 8, 1, 0, 6, 7, 4, 5, 0, 3, 2, 7, 7, 9, 0, 7, 6, 8, 8, 12, 4, 0, 3, 4, 4, 5, 3, 6, 9, 0]\n",
    "\n",
    "M4 = [[0, 1, 4, 0, 0, 0, 0, 0],\n",
    "      [1, 0, 0, 4, 0, 0, 0, 4],\n",
    "      [4, 0, 0, 0, 2, 0, 0, 0],\n",
    "      [0, 4, 0, 0, 0, 0, 0, 1],\n",
    "      [0, 0, 2, 0, 0, 0, 0, 0],\n",
    "      [0, 0, 0, 0, 0, 0, 0, 4],\n",
    "      [0, 0, 0, 0, 0, 0, 0, 1],\n",
    "      [0, 4, 0, 1, 0, 4, 1, 0]]\n",
    "x4 = 5\n",
    "y4 = 4\n",
    "d4 = 4\n",
    "z4 = [0, 1, 0, 4, 5, 0, 5, 4, 9, 0, 6, 7, 2, 11, 0, 9, 8, 13, 5, 15, 0, 6, 5, 10, 2, 12, 5, 0, 5, 4, 9, 1, 11, 4, 1, 0]\n",
    "\n",
    "M5 = [[0, 2, 0, 0, 1, 0, 4, 0, 0, 0, 3, 4, 2, 4, 0, 0, 0, 0, 4, 0],\n",
    "      [2, 0, 2, 0, 3, 0, 3, 0, 0, 4, 0, 0, 2, 0, 0, 0, 0, 2, 2, 3],\n",
    "      [0, 2, 0, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 1, 3],\n",
    "      [0, 0, 0, 0, 0, 3, 0, 0, 2, 3, 0, 0, 0, 4, 3, 0, 0, 0, 0, 0],\n",
    "      [1, 3, 0, 0, 0, 4, 4, 0, 0, 4, 2, 2, 2, 3, 0, 0, 0, 2, 0, 0],\n",
    "      [0, 0, 0, 3, 4, 0, 0, 0, 4, 2, 4, 1, 3, 1, 3, 0, 0, 0, 0, 0],\n",
    "      [4, 3, 4, 0, 4, 0, 0, 4, 4, 2, 0, 0, 2, 0, 3, 4, 2, 0, 0, 2],\n",
    "      [0, 0, 0, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 3],\n",
    "      [0, 0, 0, 2, 0, 4, 4, 0, 0, 3, 0, 0, 0, 0, 1, 3, 4, 0, 0, 0],\n",
    "      [0, 4, 0, 3, 4, 2, 2, 0, 3, 0, 0, 3, 2, 3, 1, 0, 4, 0, 0, 0],\n",
    "      [3, 0, 0, 0, 2, 4, 0, 0, 0, 0, 0, 3, 4, 3, 0, 0, 0, 3, 0, 0],\n",
    "      [4, 0, 0, 0, 2, 1, 0, 0, 0, 3, 3, 0, 3, 0, 0, 0, 0, 4, 0, 0],\n",
    "      [2, 2, 0, 0, 2, 3, 2, 0, 0, 2, 4, 3, 0, 3, 4, 0, 4, 3, 0, 4],\n",
    "      [4, 0, 0, 4, 3, 1, 0, 0, 0, 3, 3, 0, 3, 0, 0, 0, 0, 0, 0, 0],\n",
    "      [0, 0, 0, 3, 0, 3, 3, 0, 1, 1, 0, 0, 4, 0, 0, 3, 3, 0, 0, 0],\n",
    "      [0, 0, 0, 0, 0, 0, 4, 2, 3, 0, 0, 0, 0, 0, 3, 0, 2, 0, 0, 0],\n",
    "      [0, 0, 0, 0, 0, 0, 2, 1, 4, 4, 0, 0, 4, 0, 3, 2, 0, 0, 0, 2],\n",
    "      [0, 2, 4, 0, 2, 0, 0, 0, 0, 0, 3, 4, 3, 0, 0, 0, 0, 0, 4, 0],\n",
    "      [4, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 4],\n",
    "      [0, 3, 3, 0, 0, 0, 2, 3, 0, 0, 0, 0, 4, 0, 0, 0, 2, 0, 4, 0]]\n",
    "x5 = 3\n",
    "y5 = 2\n",
    "d5 = 7\n",
    "z5 = [0, 2, 0, 4, 2, 0, 7, 7, 9, 0, 1, 3, 5, 6, 0, 4, 5, 7, 3, 3, 0, 4, 3, 4, 5, 4, 4, 0, 7, 6, 6, 7, 7, 7, 3, 0, 6, 6,\n",
    "      8, 2, 6, 4, 4, 5, 0, 4, 4, 6, 3, 4, 2, 2, 5, 2, 0, 3, 5, 7, 7, 2, 4, 6, 9, 8, 6, 0, 3, 5, 7, 4, 2, 1, 5, 8, 5, 3,\n",
    "      3, 0, 2, 2, 4, 5, 2, 3, 2, 5, 4, 2, 4, 3, 0, 4, 5, 7, 4, 3, 1, 5, 8, 5, 3, 3, 2, 3, 0, 5, 5, 7, 3, 5, 3, 3, 4, 1,\n",
    "      1, 7, 4, 3, 4, 0, 8, 7, 7, 5, 8, 6, 4, 2, 3, 4, 10, 7, 6, 7, 3, 0, 6, 5, 5, 6, 6, 6, 2, 1, 4, 4, 8, 7, 4, 7, 3, 2,\n",
    "      0, 3, 2, 4, 8, 2, 5, 5, 8, 7, 5, 3, 4, 3, 5, 6, 9, 7, 0, 4, 2, 1, 9, 5, 7, 5, 7, 8, 6, 7, 7, 4, 7, 7, 8, 6, 4, 0,\n",
    "      5, 3, 3, 7, 6, 6, 2, 3, 6, 4, 8, 7, 4, 7, 5, 4, 2, 5, 4, 0]\n",
    "\n",
    "M6 = [[0, 9, 6, 10, 15, 11, 7, 10, 8, 0, 7, 14, 7, 18, 7, 11, 8, 9, 11, 14],\n",
    "      [9, 0, 15, 9, 6, 10, 7, 14, 12, 16, 11, 12, 9, 10, 13, 11, 6, 10, 17, 15],\n",
    "      [6, 15, 0, 14, 7, 9, 10, 13, 17, 7, 15, 10, 8, 15, 18, 0, 12, 0, 8, 13],\n",
    "      [10, 9, 14, 0, 8, 12, 7, 7, 8, 11, 12, 12, 11, 8, 0, 8, 18, 8, 10, 0],\n",
    "      [15, 6, 7, 8, 0, 11, 9, 13, 13, 9, 12, 14, 9, 10, 6, 7, 0, 0, 0, 9],\n",
    "      [11, 10, 9, 12, 11, 0, 0, 8, 7, 8, 11, 11, 14, 0, 6, 9, 6, 17, 15, 12],\n",
    "      [7, 7, 10, 7, 9, 0, 0, 12, 14, 12, 11, 8, 13, 7, 9, 0, 11, 14, 7, 0],\n",
    "      [10, 14, 13, 7, 13, 8, 12, 0, 16, 11, 0, 6, 8, 9, 8, 6, 17, 9, 12, 8],\n",
    "      [8, 12, 17, 8, 13, 7, 14, 16, 0, 8, 11, 10, 9, 10, 9, 12, 11, 12, 13, 13],\n",
    "      [0, 16, 7, 11, 9, 8, 12, 11, 8, 0, 12, 7, 0, 0, 17, 7, 0, 0, 0, 10],\n",
    "      [7, 11, 15, 12, 12, 11, 11, 0, 11, 12, 0, 9, 6, 11, 0, 12, 13, 11, 7, 0],\n",
    "      [14, 12, 10, 12, 14, 11, 8, 6, 10, 7, 9, 0, 15, 11, 8, 11, 17, 13, 13, 0],\n",
    "      [7, 9, 8, 11, 9, 14, 13, 8, 9, 0, 6, 15, 0, 12, 9, 0, 7, 12, 11, 0],\n",
    "      [18, 10, 15, 8, 10, 0, 7, 9, 10, 0, 11, 11, 12, 0, 8, 6, 9, 11, 7, 9],\n",
    "      [7, 13, 18, 0, 6, 6, 9, 8, 9, 17, 0, 8, 9, 8, 0, 11, 8, 7, 16, 10],\n",
    "      [11, 11, 0, 8, 7, 9, 0, 6, 12, 7, 12, 11, 0, 6, 11, 0, 10, 11, 8, 13],\n",
    "      [8, 6, 12, 18, 0, 6, 11, 17, 11, 0, 13, 17, 7, 9, 8, 10, 0, 12, 7, 7],\n",
    "      [9, 10, 0, 8, 0, 17, 14, 9, 12, 0, 11, 13, 12, 11, 7, 11, 12, 0, 12, 9],\n",
    "      [11, 17, 8, 10, 0, 15, 7, 12, 13, 0, 7, 13, 11, 7, 16, 8, 7, 12, 0, 0],\n",
    "      [14, 15, 13, 0, 9, 12, 0, 8, 13, 10, 0, 0, 0, 9, 10, 13, 7, 9, 0, 0]]\n",
    "x6 = 3\n",
    "y6 = 2\n",
    "d6 = 14\n",
    "z6 = [0, 9, 0, 6, 13, 0, 10, 9, 14, 0, 13, 6, 7, 8, 0, 11, 10, 9, 12, 11, 0, 7, 7, 10, 7, 9, 15, 0, 10, 14, 13, 7, 13,\n",
    "      8, 12, 0, 8, 12, 14, 8, 13, 7, 14, 15, 0, 13, 15, 7, 11, 9, 8, 12, 11, 8, 0, 7, 11, 13, 12, 12, 11, 11, 14, 11,\n",
    "      12, 0, 14, 12, 10, 12, 14, 11, 8, 6, 10, 7, 9, 0, 7, 9, 8, 11, 9, 13, 13, 8, 9, 15, 6, 14, 0, 14, 10, 15, 8, 10,\n",
    "      14, 7, 9, 10, 13, 11, 11, 12, 0, 7, 12, 13, 14, 6, 6, 9, 8, 9, 14, 14, 8, 9, 8, 0, 11, 11, 14, 8, 7, 9, 13, 6, 12,\n",
    "      7, 12, 11, 14, 6, 11, 0, 8, 6, 12, 15, 12, 6, 11, 14, 11, 14, 13, 16, 7, 9, 8, 10, 0, 9, 10, 15, 8, 13, 13, 14, 9,\n",
    "      12, 18, 11, 13, 12, 11, 7, 11, 12, 0, 11, 13, 8, 10, 15, 13, 7, 12, 13, 15, 7, 13, 11, 7, 15, 8, 7, 12, 0, 14, 13,\n",
    "      13, 15, 9, 12, 16, 8, 13, 10, 20, 14, 14, 9, 10, 13, 7, 9, 14, 0]\n",
    "\n",
    "M7 = [[0, 2, 0, 0, 0, 0, 0, 0, 0, 0],\n",
    "      [2, 0, 2, 0, 0, 0, 0, 0, 0, 0],\n",
    "      [0, 2, 0, 2, 0, 0, 0, 0, 0, 0],\n",
    "      [0, 0, 2, 0, 1, 4, 0, 0, 0, 0],\n",
    "      [0, 0, 0, 1, 0, 0, 5, 0, 0, 0],\n",
    "      [0, 0, 0, 4, 0, 0, 4, 0, 0, 0],\n",
    "      [0, 0, 0, 0, 5, 4, 0, 2, 0, 0],\n",
    "      [0, 0, 0, 0, 0, 0, 2, 0, 2, 0],\n",
    "      [0, 0, 0, 0, 0, 0, 0, 2, 0, 2],\n",
    "      [0, 0, 0, 0, 0, 0, 0, 0, 2, 0]]\n",
    "x7 = 0\n",
    "y7 = 9\n",
    "d7 = 5\n",
    "z7 = [0, 2, 0, 4, 2, 0, 6, 4, 2, 0, 7, 5, 3, 1, 0, 10, 8, 6, 4, 5, 0, 12, 10, 8, 6, 5, 4, 0, 14, 12, 10, 8, 7, 6, 2, 0,\n",
    "      16, 14, 12, 10, 9, 8, 4, 2, 0, 18, 16, 14, 12, 11, 10, 6, 4, 2, 0]\n",
    "\n",
    "TESTS = [(M1, x1, y1, z1, d1),\n",
    "         (M2, x2, y2, z2, d2),\n",
    "         (M3, x3, y3, z3, d3),\n",
    "         (M4, x4, y4, z4, d4),\n",
    "         (M5, x5, y5, z5, d5),\n",
    "         (M6, x6, y6, z6, d6),\n",
    "         (M7, x7, y7, z7, d7),\n",
    "         ]\n",
    "\n",
    "\n",
    "def verify(L, M, x, y, z, d):\n",
    "    p, q = L[0]\n",
    "    if p != x or q != y: return False\n",
    "    q, p = L[-1]\n",
    "    if p != x or q != y: return False\n",
    "\n",
    "    n = len(M)\n",
    "    for i in range(len(L) - 1):\n",
    "        p, q = L[i]\n",
    "        r, s = L[i + 1]\n",
    "        if ((M[p][r] == 0 and p != r) or\n",
    "                (M[q][s] == 0 and q != s)):\n",
    "            return False\n",
    "        if r == q and s == p: return False\n",
    "        (r, s) = (r, s) if r > s else (s, r)\n",
    "        if z[(r + 1) * r // 2 + s] < d:\n",
    "            return False\n",
    "    return True\n",
    "\n",
    "\n",
    "def runtests(f):\n",
    "    OK = True\n",
    "    for (M, x, y, z, d) in TESTS:\n",
    "        print(\"----------------------\")\n",
    "        print(\"M:[\")\n",
    "        for r in M:\n",
    "            print(r)\n",
    "        print(\"]\\n\")\n",
    "        print(\"x: \", x)\n",
    "        print(\"y: \", y)\n",
    "        print(\"d: \", d)\n",
    "        L = f(M, x, y, d)\n",
    "        print(\"uzyskany wynik:\\n\", L)\n",
    "        if not verify(L, M, x, y, z, d):\n",
    "            print(\"PROBLEM!!!!!! Sciezki nie spelniaja warunkow zadania.\")\n",
    "            OK = False\n",
    "\n",
    "    print(\"----------------------\")\n",
    "    if not OK:\n",
    "        print(\"PROBLEMY!\")\n",
    "    else:\n",
    "        print(\"OK\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Omówienie algorytmu"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Najpierw, przy pomocy algorytmu Floyda-Warshalla, wyznaczam długości wszystkich ścieżek między\n",
    "każdą parą wierzchołków w grafie. Następnie, korzystając z obliczonych dystansów, tworzę nowy graf,\n",
    "który jest reprezentowany poprzez 2-wymiarową tablicę list sąsiedztwa. $ G[u][v] $ oznacza, że z danego położenia (Carol znajduje się na pozycji $ u $, a Max na pozycji $ v $), możliwe jest przejście do takiej konfiguracji, ($ u_2 $, $ v_2 $), że Carol przechodzi z wierzchołka $ u $ na $ u2 $, a Max z $ v $ na $ v2 $. Ponieważ mogą albo oboje się nadal poruszać, albo jedna z osób może stać w miejscu, możliwa jest sytuacja, w której $ u_2 $ = $ u $ lub $ v_2 $ = $ v $, ale nigdy nie zajdzie jednocześnie $ u_2 $ = $ u $ i $ v_2 $ = $ v $, bo wtedy oboje by stali w miescu i algorytm by się zapętlił. Odrzucamy również przypadek, w którym obie osoby zamieniają się miejscami, tzn. $ u_2 = v $ i $ v_2 = u $, co wynika z założeń zadania. Przy tworzeniu takiego grafu, rozważam wszystkie możliwe nowe położenia obu osób (lub to, że zostają w miejscu) i dla każdej takiej konfiguracji sprawdzam, czy odległość dzieląca obie osoby po zmianie pozycji na nową jest większa lub równa $ d $. Jeżeli możliwe jest przejście na nowe położenie obu osób, dodaję krawedź (krawędzią jest para wierzchołków docelowych po danym przejściu obu osób) do nowego grafu w reprezentacji listowej.\n",
    "<br><br>\n",
    "Po utworzeniu grafu, wyznaczam zwykłym algorytmem DFS ścieżkę do celu, czyli kolejne kroki, jakie muszą wykonać obie osoby. Ponieważ ta ścieżka nie musi być najkrótsza, wyznaczam dowolną sekwencę ruchów, która prowadzi nas do rozwiązania. Za każdym razem zapamiętuję, skąd przyszedłem, w celu odtworzenia rozwiązania.\n",
    "<br><br>\n",
    "Ponieważ jest powiedziane, że rozwiązanie istnieje zawsze, po zakończeniu algorytmu DFS, tworzę listę kolejnch kroków - rozwiązanie."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Złożoność"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Obliczeniowa:\n",
    "$ O(V^4) $ - czas potrzebny na zbudowanie nowego grafu (dominujący element)\n",
    "###### Pamięciowa:\n",
    "$ O(V^4) $ <br>\n",
    "Wynika to stąd, że dla każdego usytowania Carol ($ V $ możliwych bieżących wierzchołków), mamy potencjalnie $ O(V) $ możliwości wyboru następnego wierzchołka. Przy każdym takim wyborze, Maks może stać na jednym z $ O(V) $ wierzchołków i wybrać również jeden z $ O(V) $ nowych wierzchołków. Taka złożoność jest osiągana jedynie w przypadku grafu pełnego oraz takiej odległości $ d $, dla której obie osoby mogą dotrzeć do około $ \\frac{V}{2} $ wierzchołków w każdym kroku."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Implementacja"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def floyd_warshall(G: 'graph represented by adjacency matrix'):\n",
    "    n = len(G)\n",
    "    inf = float('inf')\n",
    "    W = [[inf] * n for _ in range(n)]\n",
    "\n",
    "    for i in range(n):\n",
    "        for j in range(n):\n",
    "            if G[i][j]:\n",
    "                W[i][j] = G[i][j]\n",
    "            elif i == j:\n",
    "                W[i][j] = 0\n",
    "\n",
    "    for t in range(n):\n",
    "        for i in range(n):\n",
    "            for j in range(n):\n",
    "                if W[i][t] + W[t][j] < W[i][j]:\n",
    "                    W[i][j] = W[i][t] + W[t][j]\n",
    "\n",
    "    return W\n",
    "\n",
    "\n",
    "def create_graph(M, dist, d):\n",
    "    n = len(M)\n",
    "    inf = float('inf')\n",
    "    G = [[[] for _ in range(n)] for _ in range(n)]\n",
    "\n",
    "    for x1 in range(n):\n",
    "        for x2 in range(n):\n",
    "            if x1 != x2 and not M[x1][x2]: continue\n",
    "            for y1 in range(n):\n",
    "                for y2 in range(n):\n",
    "                    if y1 != y2 and not M[y1][y2]: continue\n",
    "                    if (x1 == x2 and y1 == y2) or (x2 == y1 and y2 == x1): continue\n",
    "                    if d <= dist[x2][y2] < inf:\n",
    "                        G[x1][y1].append((x2, y2))\n",
    "\n",
    "    return G\n",
    "\n",
    "\n",
    "def get_path(parents, coords):\n",
    "    path = []\n",
    "\n",
    "    while coords:\n",
    "        path.append(coords)\n",
    "        u, v = coords\n",
    "        coords = parents[u][v]\n",
    "\n",
    "    path.reverse()\n",
    "    return path\n",
    "\n",
    "\n",
    "def keep_distance(M, x, y, d):\n",
    "    dist = floyd_warshall(M)\n",
    "    G = create_graph(M, dist, d)\n",
    "    n = len(G)\n",
    "\n",
    "    visited = [[False] * n for _ in range(n)]\n",
    "    parents = [[None] * n for _ in range(n)]\n",
    "\n",
    "    def dfs(u, v):\n",
    "        visited[u][v] = True\n",
    "        if u == y and v == x:\n",
    "            return True\n",
    "        for u2, v2 in G[u][v]:\n",
    "            if not visited[u2][v2]:\n",
    "                parents[u2][v2] = u, v\n",
    "                if dfs(u2, v2):\n",
    "                    return True\n",
    "        return False\n",
    "\n",
    "    dfs(x, y)\n",
    "\n",
    "    return get_path(parents, (y, x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Kilka testów"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------\n",
      "M:[\n",
      "[0, 1, 1, 0, 0, 0]\n",
      "[1, 0, 0, 1, 0, 0]\n",
      "[1, 0, 0, 0, 1, 0]\n",
      "[0, 1, 0, 0, 0, 1]\n",
      "[0, 0, 1, 0, 0, 1]\n",
      "[0, 0, 0, 1, 1, 0]\n",
      "]\n",
      "\n",
      "x:  0\n",
      "y:  5\n",
      "d:  3\n",
      "uzyskany wynik:\n",
      " [(0, 5), (1, 4), (3, 2), (5, 0)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 5, 1, 0, 0, 0]\n",
      "[5, 0, 0, 5, 0, 0]\n",
      "[1, 0, 0, 1, 0, 0]\n",
      "[0, 5, 1, 0, 1, 0]\n",
      "[0, 0, 0, 1, 0, 1]\n",
      "[0, 0, 0, 0, 1, 0]\n",
      "]\n",
      "\n",
      "x:  0\n",
      "y:  5\n",
      "d:  4\n",
      "uzyskany wynik:\n",
      " [(0, 5), (1, 4), (1, 3), (0, 1), (2, 1), (3, 1), (4, 1), (5, 0)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 1, 6, 7, 7, 3, 7, 3]\n",
      "[1, 0, 8, 8, 9, 2, 6, 5]\n",
      "[6, 8, 0, 1, 4, 7, 8, 4]\n",
      "[7, 8, 1, 0, 5, 7, 8, 5]\n",
      "[7, 9, 4, 5, 0, 9, 12, 3]\n",
      "[3, 2, 7, 7, 9, 0, 4, 6]\n",
      "[7, 6, 8, 8, 12, 4, 0, 9]\n",
      "[3, 5, 4, 5, 3, 6, 9, 0]\n",
      "]\n",
      "\n",
      "x:  6\n",
      "y:  4\n",
      "d:  9\n",
      "uzyskany wynik:\n",
      " [(6, 4), (4, 5), (4, 6)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 1, 4, 0, 0, 0, 0, 0]\n",
      "[1, 0, 0, 4, 0, 0, 0, 4]\n",
      "[4, 0, 0, 0, 2, 0, 0, 0]\n",
      "[0, 4, 0, 0, 0, 0, 0, 1]\n",
      "[0, 0, 2, 0, 0, 0, 0, 0]\n",
      "[0, 0, 0, 0, 0, 0, 0, 4]\n",
      "[0, 0, 0, 0, 0, 0, 0, 1]\n",
      "[0, 4, 0, 1, 0, 4, 1, 0]\n",
      "]\n",
      "\n",
      "x:  5\n",
      "y:  4\n",
      "d:  4\n",
      "uzyskany wynik:\n",
      " [(5, 4), (5, 2), (5, 0), (5, 1), (5, 3), (5, 7), (7, 1), (1, 3), (0, 3), (0, 7), (0, 5), (1, 5), (1, 7), (0, 6), (2, 6), (2, 7), (2, 1), (2, 0), (4, 0), (4, 1), (2, 3), (4, 3), (4, 7), (2, 5), (4, 5)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 2, 0, 0, 1, 0, 4, 0, 0, 0, 3, 4, 2, 4, 0, 0, 0, 0, 4, 0]\n",
      "[2, 0, 2, 0, 3, 0, 3, 0, 0, 4, 0, 0, 2, 0, 0, 0, 0, 2, 2, 3]\n",
      "[0, 2, 0, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 1, 3]\n",
      "[0, 0, 0, 0, 0, 3, 0, 0, 2, 3, 0, 0, 0, 4, 3, 0, 0, 0, 0, 0]\n",
      "[1, 3, 0, 0, 0, 4, 4, 0, 0, 4, 2, 2, 2, 3, 0, 0, 0, 2, 0, 0]\n",
      "[0, 0, 0, 3, 4, 0, 0, 0, 4, 2, 4, 1, 3, 1, 3, 0, 0, 0, 0, 0]\n",
      "[4, 3, 4, 0, 4, 0, 0, 4, 4, 2, 0, 0, 2, 0, 3, 4, 2, 0, 0, 2]\n",
      "[0, 0, 0, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 3]\n",
      "[0, 0, 0, 2, 0, 4, 4, 0, 0, 3, 0, 0, 0, 0, 1, 3, 4, 0, 0, 0]\n",
      "[0, 4, 0, 3, 4, 2, 2, 0, 3, 0, 0, 3, 2, 3, 1, 0, 4, 0, 0, 0]\n",
      "[3, 0, 0, 0, 2, 4, 0, 0, 0, 0, 0, 3, 4, 3, 0, 0, 0, 3, 0, 0]\n",
      "[4, 0, 0, 0, 2, 1, 0, 0, 0, 3, 3, 0, 3, 0, 0, 0, 0, 4, 0, 0]\n",
      "[2, 2, 0, 0, 2, 3, 2, 0, 0, 2, 4, 3, 0, 3, 4, 0, 4, 3, 0, 4]\n",
      "[4, 0, 0, 4, 3, 1, 0, 0, 0, 3, 3, 0, 3, 0, 0, 0, 0, 0, 0, 0]\n",
      "[0, 0, 0, 3, 0, 3, 3, 0, 1, 1, 0, 0, 4, 0, 0, 3, 3, 0, 0, 0]\n",
      "[0, 0, 0, 0, 0, 0, 4, 2, 3, 0, 0, 0, 0, 0, 3, 0, 2, 0, 0, 0]\n",
      "[0, 0, 0, 0, 0, 0, 2, 1, 4, 4, 0, 0, 4, 0, 3, 2, 0, 0, 0, 2]\n",
      "[0, 2, 4, 0, 2, 0, 0, 0, 0, 0, 3, 4, 3, 0, 0, 0, 0, 0, 4, 0]\n",
      "[4, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 4]\n",
      "[0, 3, 3, 0, 0, 0, 2, 3, 0, 0, 0, 0, 4, 0, 0, 0, 2, 0, 4, 0]\n",
      "]\n",
      "\n",
      "x:  3\n",
      "y:  2\n",
      "d:  7\n",
      "uzyskany wynik:\n",
      " [(3, 2), (3, 1), (3, 0), (3, 10), (3, 17), (3, 18), (3, 19), (3, 7), (5, 7), (4, 7), (0, 7), (0, 15), (1, 15), (2, 8), (1, 3), (0, 3), (10, 3), (10, 8), (4, 15), (10, 7), (10, 15), (10, 14), (10, 16), (10, 19), (5, 2), (5, 18), (8, 2), (8, 17), (8, 10), (14, 10), (15, 0), (7, 0), (7, 4), (7, 5), (7, 3), (7, 13), (7, 10), (7, 11), (7, 17), (7, 18), (15, 1), (8, 18), (14, 2), (14, 18), (15, 2), (15, 17), (15, 4), (15, 10), (15, 11), (16, 10), (15, 13), (16, 13), (19, 3), (2, 3)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 9, 6, 10, 15, 11, 7, 10, 8, 0, 7, 14, 7, 18, 7, 11, 8, 9, 11, 14]\n",
      "[9, 0, 15, 9, 6, 10, 7, 14, 12, 16, 11, 12, 9, 10, 13, 11, 6, 10, 17, 15]\n",
      "[6, 15, 0, 14, 7, 9, 10, 13, 17, 7, 15, 10, 8, 15, 18, 0, 12, 0, 8, 13]\n",
      "[10, 9, 14, 0, 8, 12, 7, 7, 8, 11, 12, 12, 11, 8, 0, 8, 18, 8, 10, 0]\n",
      "[15, 6, 7, 8, 0, 11, 9, 13, 13, 9, 12, 14, 9, 10, 6, 7, 0, 0, 0, 9]\n",
      "[11, 10, 9, 12, 11, 0, 0, 8, 7, 8, 11, 11, 14, 0, 6, 9, 6, 17, 15, 12]\n",
      "[7, 7, 10, 7, 9, 0, 0, 12, 14, 12, 11, 8, 13, 7, 9, 0, 11, 14, 7, 0]\n",
      "[10, 14, 13, 7, 13, 8, 12, 0, 16, 11, 0, 6, 8, 9, 8, 6, 17, 9, 12, 8]\n",
      "[8, 12, 17, 8, 13, 7, 14, 16, 0, 8, 11, 10, 9, 10, 9, 12, 11, 12, 13, 13]\n",
      "[0, 16, 7, 11, 9, 8, 12, 11, 8, 0, 12, 7, 0, 0, 17, 7, 0, 0, 0, 10]\n",
      "[7, 11, 15, 12, 12, 11, 11, 0, 11, 12, 0, 9, 6, 11, 0, 12, 13, 11, 7, 0]\n",
      "[14, 12, 10, 12, 14, 11, 8, 6, 10, 7, 9, 0, 15, 11, 8, 11, 17, 13, 13, 0]\n",
      "[7, 9, 8, 11, 9, 14, 13, 8, 9, 0, 6, 15, 0, 12, 9, 0, 7, 12, 11, 0]\n",
      "[18, 10, 15, 8, 10, 0, 7, 9, 10, 0, 11, 11, 12, 0, 8, 6, 9, 11, 7, 9]\n",
      "[7, 13, 18, 0, 6, 6, 9, 8, 9, 17, 0, 8, 9, 8, 0, 11, 8, 7, 16, 10]\n",
      "[11, 11, 0, 8, 7, 9, 0, 6, 12, 7, 12, 11, 0, 6, 11, 0, 10, 11, 8, 13]\n",
      "[8, 6, 12, 18, 0, 6, 11, 17, 11, 0, 13, 17, 7, 9, 8, 10, 0, 12, 7, 7]\n",
      "[9, 10, 0, 8, 0, 17, 14, 9, 12, 0, 11, 13, 12, 11, 7, 11, 12, 0, 12, 9]\n",
      "[11, 17, 8, 10, 0, 15, 7, 12, 13, 0, 7, 13, 11, 7, 16, 8, 7, 12, 0, 0]\n",
      "[14, 15, 13, 0, 9, 12, 0, 8, 13, 10, 0, 0, 0, 9, 10, 13, 7, 9, 0, 0]\n",
      "]\n",
      "\n",
      "x:  3\n",
      "y:  2\n",
      "d:  14\n",
      "uzyskany wynik:\n",
      " [(3, 2), (0, 11), (0, 13), (0, 19), (1, 7), (1, 9), (2, 3)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 2, 0, 0, 0, 0, 0, 0, 0, 0]\n",
      "[2, 0, 2, 0, 0, 0, 0, 0, 0, 0]\n",
      "[0, 2, 0, 2, 0, 0, 0, 0, 0, 0]\n",
      "[0, 0, 2, 0, 1, 4, 0, 0, 0, 0]\n",
      "[0, 0, 0, 1, 0, 0, 5, 0, 0, 0]\n",
      "[0, 0, 0, 4, 0, 0, 4, 0, 0, 0]\n",
      "[0, 0, 0, 0, 5, 4, 0, 2, 0, 0]\n",
      "[0, 0, 0, 0, 0, 0, 2, 0, 2, 0]\n",
      "[0, 0, 0, 0, 0, 0, 0, 2, 0, 2]\n",
      "[0, 0, 0, 0, 0, 0, 0, 0, 2, 0]\n",
      "]\n",
      "\n",
      "x:  0\n",
      "y:  9\n",
      "d:  5\n",
      "uzyskany wynik:\n",
      " [(0, 9), (0, 8), (0, 7), (0, 6), (0, 4), (0, 3), (0, 5), (1, 5), (1, 6), (1, 4), (2, 6), (1, 7), (1, 8), (1, 9), (2, 8), (2, 7), (3, 6), (3, 7), (3, 8), (2, 9), (3, 9), (4, 8), (4, 7), (4, 6), (4, 5), (6, 3), (5, 2), (5, 1), (3, 0), (4, 0), (4, 1), (6, 0), (5, 0), (6, 1), (6, 2), (7, 1), (7, 0), (8, 0), (8, 1), (7, 2), (7, 3), (6, 4), (7, 4), (8, 3), (7, 5), (8, 5), (9, 3), (8, 2), (9, 1), (9, 0)]\n",
      "----------------------\n",
      "OK\n"
     ]
    }
   ],
   "source": [
    "runtests(keep_distance)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sposób #2 (wzorcowy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Omówienie algorytmu"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Niewiele się różni od mojego pomysłu. Jedyna różnica dotyczy tego, że nie tworzymy fizycznie nowego grafu, ale na bieżąco sprawdzamy, do jakiej konfiguracji możemy przejść i zapamiętujemy odpowiednio w $ 2 $-wymiarowej tablicy $ visited $ konfiguracje, które już sprawdziliśmy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Złożoność"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Obliczeniowa:\n",
    "$ O(V^4) $\n",
    "###### Pamięciowa:\n",
    "$ O(V^2) $ - bo już nie tworzymy nowego grafu, a jedynie spamiętujemy odwiedzone pary wierzchołków (konfiguracje) w tablicy o wymiarach $ V \\times V $."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Implementacja"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def floyd_warshall(G: 'graph represented by adjacency matrix'):\n",
    "    n = len(G)\n",
    "    inf = float('inf')\n",
    "    W = [[inf] * n for _ in range(n)]\n",
    "\n",
    "    for i in range(n):\n",
    "        for j in range(n):\n",
    "            if G[i][j]:\n",
    "                W[i][j] = G[i][j]\n",
    "            elif i == j:\n",
    "                W[i][j] = 0\n",
    "\n",
    "    for t in range(n):\n",
    "        for i in range(n):\n",
    "            for j in range(n):\n",
    "                if W[i][t] + W[t][j] < W[i][j]:\n",
    "                    W[i][j] = W[i][t] + W[t][j]\n",
    "\n",
    "    return W\n",
    "\n",
    "\n",
    "def get_path(parents, coords):\n",
    "    path = []\n",
    "\n",
    "    while coords:\n",
    "        path.append(coords)\n",
    "        u, v = coords\n",
    "        coords = parents[u][v]\n",
    "\n",
    "    path.reverse()\n",
    "    return path\n",
    "\n",
    "\n",
    "def keep_distance(M, x, y, d):\n",
    "    dist = floyd_warshall(M)\n",
    "    G = create_graph(M, dist, d)\n",
    "    n = len(G)\n",
    "    inf = float('inf')\n",
    "\n",
    "    visited = [[False] * n for _ in range(n)]\n",
    "    parents = [[None] * n for _ in range(n)]\n",
    "\n",
    "    def dfs(u, v):\n",
    "        visited[u][v] = True\n",
    "        if u == y and v == x:\n",
    "            return True\n",
    "        \n",
    "        for u2 in range(n):\n",
    "            if u2 != u and not M[u][u2]: continue\n",
    "            for v2 in range(n):\n",
    "                if visited[u2][v2] or \\\n",
    "                    (v2 != v and not M[v][v2]) or \\\n",
    "                    (u == u2 and v == v2) or \\\n",
    "                    (u2 == v and v2 == u): \n",
    "                    continue\n",
    "                if d <= dist[u2][v2] < inf:\n",
    "                    parents[u2][v2] = u, v\n",
    "                    dfs(u2, v2)\n",
    "        return False\n",
    "\n",
    "    dfs(x, y)\n",
    "\n",
    "    return get_path(parents, (y, x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Kilka testów"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------\n",
      "M:[\n",
      "[0, 1, 1, 0, 0, 0]\n",
      "[1, 0, 0, 1, 0, 0]\n",
      "[1, 0, 0, 0, 1, 0]\n",
      "[0, 1, 0, 0, 0, 1]\n",
      "[0, 0, 1, 0, 0, 1]\n",
      "[0, 0, 0, 1, 1, 0]\n",
      "]\n",
      "\n",
      "x:  0\n",
      "y:  5\n",
      "d:  3\n",
      "uzyskany wynik:\n",
      " [(0, 5), (1, 4), (3, 2), (5, 0)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 5, 1, 0, 0, 0]\n",
      "[5, 0, 0, 5, 0, 0]\n",
      "[1, 0, 0, 1, 0, 0]\n",
      "[0, 5, 1, 0, 1, 0]\n",
      "[0, 0, 0, 1, 0, 1]\n",
      "[0, 0, 0, 0, 1, 0]\n",
      "]\n",
      "\n",
      "x:  0\n",
      "y:  5\n",
      "d:  4\n",
      "uzyskany wynik:\n",
      " [(0, 5), (1, 4), (1, 3), (0, 1), (2, 1), (3, 1), (4, 1), (5, 0)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 1, 6, 7, 7, 3, 7, 3]\n",
      "[1, 0, 8, 8, 9, 2, 6, 5]\n",
      "[6, 8, 0, 1, 4, 7, 8, 4]\n",
      "[7, 8, 1, 0, 5, 7, 8, 5]\n",
      "[7, 9, 4, 5, 0, 9, 12, 3]\n",
      "[3, 2, 7, 7, 9, 0, 4, 6]\n",
      "[7, 6, 8, 8, 12, 4, 0, 9]\n",
      "[3, 5, 4, 5, 3, 6, 9, 0]\n",
      "]\n",
      "\n",
      "x:  6\n",
      "y:  4\n",
      "d:  9\n",
      "uzyskany wynik:\n",
      " [(6, 4), (4, 5), (4, 6)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 1, 4, 0, 0, 0, 0, 0]\n",
      "[1, 0, 0, 4, 0, 0, 0, 4]\n",
      "[4, 0, 0, 0, 2, 0, 0, 0]\n",
      "[0, 4, 0, 0, 0, 0, 0, 1]\n",
      "[0, 0, 2, 0, 0, 0, 0, 0]\n",
      "[0, 0, 0, 0, 0, 0, 0, 4]\n",
      "[0, 0, 0, 0, 0, 0, 0, 1]\n",
      "[0, 4, 0, 1, 0, 4, 1, 0]\n",
      "]\n",
      "\n",
      "x:  5\n",
      "y:  4\n",
      "d:  4\n",
      "uzyskany wynik:\n",
      " [(5, 4), (5, 2), (5, 0), (5, 1), (5, 3), (5, 7), (7, 1), (1, 3), (0, 3), (0, 7), (0, 5), (1, 5), (1, 7), (0, 6), (2, 6), (2, 7), (2, 1), (2, 0), (4, 0), (4, 1), (2, 3), (4, 3), (4, 7), (2, 5), (4, 5)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 2, 0, 0, 1, 0, 4, 0, 0, 0, 3, 4, 2, 4, 0, 0, 0, 0, 4, 0]\n",
      "[2, 0, 2, 0, 3, 0, 3, 0, 0, 4, 0, 0, 2, 0, 0, 0, 0, 2, 2, 3]\n",
      "[0, 2, 0, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 1, 3]\n",
      "[0, 0, 0, 0, 0, 3, 0, 0, 2, 3, 0, 0, 0, 4, 3, 0, 0, 0, 0, 0]\n",
      "[1, 3, 0, 0, 0, 4, 4, 0, 0, 4, 2, 2, 2, 3, 0, 0, 0, 2, 0, 0]\n",
      "[0, 0, 0, 3, 4, 0, 0, 0, 4, 2, 4, 1, 3, 1, 3, 0, 0, 0, 0, 0]\n",
      "[4, 3, 4, 0, 4, 0, 0, 4, 4, 2, 0, 0, 2, 0, 3, 4, 2, 0, 0, 2]\n",
      "[0, 0, 0, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 3]\n",
      "[0, 0, 0, 2, 0, 4, 4, 0, 0, 3, 0, 0, 0, 0, 1, 3, 4, 0, 0, 0]\n",
      "[0, 4, 0, 3, 4, 2, 2, 0, 3, 0, 0, 3, 2, 3, 1, 0, 4, 0, 0, 0]\n",
      "[3, 0, 0, 0, 2, 4, 0, 0, 0, 0, 0, 3, 4, 3, 0, 0, 0, 3, 0, 0]\n",
      "[4, 0, 0, 0, 2, 1, 0, 0, 0, 3, 3, 0, 3, 0, 0, 0, 0, 4, 0, 0]\n",
      "[2, 2, 0, 0, 2, 3, 2, 0, 0, 2, 4, 3, 0, 3, 4, 0, 4, 3, 0, 4]\n",
      "[4, 0, 0, 4, 3, 1, 0, 0, 0, 3, 3, 0, 3, 0, 0, 0, 0, 0, 0, 0]\n",
      "[0, 0, 0, 3, 0, 3, 3, 0, 1, 1, 0, 0, 4, 0, 0, 3, 3, 0, 0, 0]\n",
      "[0, 0, 0, 0, 0, 0, 4, 2, 3, 0, 0, 0, 0, 0, 3, 0, 2, 0, 0, 0]\n",
      "[0, 0, 0, 0, 0, 0, 2, 1, 4, 4, 0, 0, 4, 0, 3, 2, 0, 0, 0, 2]\n",
      "[0, 2, 4, 0, 2, 0, 0, 0, 0, 0, 3, 4, 3, 0, 0, 0, 0, 0, 4, 0]\n",
      "[4, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 4]\n",
      "[0, 3, 3, 0, 0, 0, 2, 3, 0, 0, 0, 0, 4, 0, 0, 0, 2, 0, 4, 0]\n",
      "]\n",
      "\n",
      "x:  3\n",
      "y:  2\n",
      "d:  7\n",
      "uzyskany wynik:\n",
      " [(3, 2), (3, 1), (3, 0), (3, 10), (3, 17), (3, 18), (3, 19), (3, 7), (5, 7), (4, 7), (0, 7), (0, 15), (1, 15), (2, 8), (1, 3), (0, 3), (10, 3), (10, 8), (4, 15), (10, 7), (10, 15), (10, 14), (10, 16), (10, 19), (5, 2), (5, 18), (8, 2), (8, 17), (8, 10), (14, 10), (15, 0), (7, 0), (7, 4), (7, 5), (7, 3), (7, 13), (7, 10), (7, 11), (7, 17), (7, 18), (15, 1), (8, 18), (14, 2), (14, 18), (15, 2), (15, 17), (15, 4), (15, 10), (15, 11), (16, 10), (15, 13), (16, 13), (19, 3), (2, 3)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 9, 6, 10, 15, 11, 7, 10, 8, 0, 7, 14, 7, 18, 7, 11, 8, 9, 11, 14]\n",
      "[9, 0, 15, 9, 6, 10, 7, 14, 12, 16, 11, 12, 9, 10, 13, 11, 6, 10, 17, 15]\n",
      "[6, 15, 0, 14, 7, 9, 10, 13, 17, 7, 15, 10, 8, 15, 18, 0, 12, 0, 8, 13]\n",
      "[10, 9, 14, 0, 8, 12, 7, 7, 8, 11, 12, 12, 11, 8, 0, 8, 18, 8, 10, 0]\n",
      "[15, 6, 7, 8, 0, 11, 9, 13, 13, 9, 12, 14, 9, 10, 6, 7, 0, 0, 0, 9]\n",
      "[11, 10, 9, 12, 11, 0, 0, 8, 7, 8, 11, 11, 14, 0, 6, 9, 6, 17, 15, 12]\n",
      "[7, 7, 10, 7, 9, 0, 0, 12, 14, 12, 11, 8, 13, 7, 9, 0, 11, 14, 7, 0]\n",
      "[10, 14, 13, 7, 13, 8, 12, 0, 16, 11, 0, 6, 8, 9, 8, 6, 17, 9, 12, 8]\n",
      "[8, 12, 17, 8, 13, 7, 14, 16, 0, 8, 11, 10, 9, 10, 9, 12, 11, 12, 13, 13]\n",
      "[0, 16, 7, 11, 9, 8, 12, 11, 8, 0, 12, 7, 0, 0, 17, 7, 0, 0, 0, 10]\n",
      "[7, 11, 15, 12, 12, 11, 11, 0, 11, 12, 0, 9, 6, 11, 0, 12, 13, 11, 7, 0]\n",
      "[14, 12, 10, 12, 14, 11, 8, 6, 10, 7, 9, 0, 15, 11, 8, 11, 17, 13, 13, 0]\n",
      "[7, 9, 8, 11, 9, 14, 13, 8, 9, 0, 6, 15, 0, 12, 9, 0, 7, 12, 11, 0]\n",
      "[18, 10, 15, 8, 10, 0, 7, 9, 10, 0, 11, 11, 12, 0, 8, 6, 9, 11, 7, 9]\n",
      "[7, 13, 18, 0, 6, 6, 9, 8, 9, 17, 0, 8, 9, 8, 0, 11, 8, 7, 16, 10]\n",
      "[11, 11, 0, 8, 7, 9, 0, 6, 12, 7, 12, 11, 0, 6, 11, 0, 10, 11, 8, 13]\n",
      "[8, 6, 12, 18, 0, 6, 11, 17, 11, 0, 13, 17, 7, 9, 8, 10, 0, 12, 7, 7]\n",
      "[9, 10, 0, 8, 0, 17, 14, 9, 12, 0, 11, 13, 12, 11, 7, 11, 12, 0, 12, 9]\n",
      "[11, 17, 8, 10, 0, 15, 7, 12, 13, 0, 7, 13, 11, 7, 16, 8, 7, 12, 0, 0]\n",
      "[14, 15, 13, 0, 9, 12, 0, 8, 13, 10, 0, 0, 0, 9, 10, 13, 7, 9, 0, 0]\n",
      "]\n",
      "\n",
      "x:  3\n",
      "y:  2\n",
      "d:  14\n",
      "uzyskany wynik:\n",
      " [(3, 2), (0, 11), (0, 13), (0, 19), (1, 7), (1, 9), (2, 3)]\n",
      "----------------------\n",
      "M:[\n",
      "[0, 2, 0, 0, 0, 0, 0, 0, 0, 0]\n",
      "[2, 0, 2, 0, 0, 0, 0, 0, 0, 0]\n",
      "[0, 2, 0, 2, 0, 0, 0, 0, 0, 0]\n",
      "[0, 0, 2, 0, 1, 4, 0, 0, 0, 0]\n",
      "[0, 0, 0, 1, 0, 0, 5, 0, 0, 0]\n",
      "[0, 0, 0, 4, 0, 0, 4, 0, 0, 0]\n",
      "[0, 0, 0, 0, 5, 4, 0, 2, 0, 0]\n",
      "[0, 0, 0, 0, 0, 0, 2, 0, 2, 0]\n",
      "[0, 0, 0, 0, 0, 0, 0, 2, 0, 2]\n",
      "[0, 0, 0, 0, 0, 0, 0, 0, 2, 0]\n",
      "]\n",
      "\n",
      "x:  0\n",
      "y:  9\n",
      "d:  5\n",
      "uzyskany wynik:\n",
      " [(0, 9), (0, 8), (0, 7), (0, 6), (0, 4), (0, 3), (0, 5), (1, 5), (1, 6), (1, 4), (2, 6), (1, 7), (1, 8), (1, 9), (2, 8), (2, 7), (3, 6), (3, 7), (3, 8), (2, 9), (3, 9), (4, 8), (4, 7), (4, 6), (4, 5), (6, 3), (5, 2), (5, 1), (3, 0), (4, 0), (4, 1), (6, 0), (5, 0), (6, 1), (6, 2), (7, 1), (7, 0), (8, 0), (8, 1), (7, 2), (7, 3), (6, 4), (7, 4), (8, 3), (7, 5), (8, 5), (9, 3), (8, 2), (9, 1), (9, 0)]\n",
      "----------------------\n",
      "OK\n"
     ]
    }
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