diff --git a/2A/Maths/tp/Optimisation/2_tp/.ipynb_checkpoints/tp2-checkpoint.ipynb b/2A/Maths/tp/Optimisation/2_tp/.ipynb_checkpoints/tp2-checkpoint.ipynb new file mode 100644 index 0000000..c4adf2b --- /dev/null +++ b/2A/Maths/tp/Optimisation/2_tp/.ipynb_checkpoints/tp2-checkpoint.ipynb @@ -0,0 +1,314 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "205a1abc", + "metadata": {}, + "source": [ + "**G=graphs.PetersenGraph()** # génère le fameux graphe de Petersen\n", + "\n", + "**G=graphs.RandomGNP(20,0.2)** # génère un graphe aléatoire à 20 sommets où chaque arête est présente avec probabilité 0.2 = 1/5\n", + "\n", + "**randrange(1,100)** # qui renvoie un entier entre 1 et 100 au hasard\n", + "\n", + "**G.plot(vertex_colors={'red':S})** # colorant les sommets de S d’une couleur spécifique, par exemple en rouge" + ] + }, + { + "cell_type": "markdown", + "id": "ee6c1c64", + "metadata": {}, + "source": [ + "# Exercice 1\n", + "Coder et tester une fonction CS_PLNE(G,c) qui prend en entrée un graphe et son dictionnaire de coûts,\n", + "et renvoie une solution pour la couverture par sommets (sous forme de liste par exemple)." + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "id": "c2f2da22", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Valeur optimale: 691.0\n", + "Couverture par sommets optimale : [0, 1, 2, 4, 5, 6, 7, 8, 9, 12, 13, 15, 18, 19]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "Graphics object consisting of 114 graphics primitives" + ] + }, + "execution_count": 204, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def CS_PLNE(G, c):\n", + " p = MixedIntegerLinearProgram(maximization=False) # Crée un PL de minimisation\n", + " vars = p.new_variable(integer=True, nonnegative=True) # vars est un dictionnaire qui contiendra les variables du PL ici ce sont des variables entières et non-négatives\n", + "\n", + " # Définir la fonction objectif\n", + " p.set_objective(sum(vars[v] * c[v] for v in G.vertices()))\n", + "\n", + " # Ajouter les contraintes\n", + " for e in G.edges():\n", + " p.add_constraint(vars[e[0]] + vars[e[1]] >= 1)\n", + "\n", + " for v in G.vertices():\n", + " p.add_constraint(vars[v] <= 1)\n", + "\n", + " # Résoudre le PL\n", + " opt = p.solve() # Résoudre le PL\n", + " print(\"Valeur optimale:\", opt)\n", + "\n", + " # Construire la liste des sommets sélectionnés\n", + " selected_vertices = [v for v in G.vertices() if p.get_values(vars[v]) == 1]\n", + "\n", + " return selected_vertices\n", + "\n", + "# Exemple d'utilisation\n", + "G = graphs.RandomGNP(20,0.5) \n", + "c = {}\n", + "for i in G.vertices() :\n", + " c[i] = randrange(1,100)\n", + "\n", + "# print (c)\n", + "\n", + "\n", + "\n", + "solution = CS_PLNE(G, c)\n", + "print(\"Couverture par sommets optimale :\", solution)\n", + "G.plot(vertex_colors={'red':solution})" + ] + }, + { + "cell_type": "markdown", + "id": "737d02ff", + "metadata": {}, + "source": [ + "# Exercice 2" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "id": "452d20d1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Couverture par sommets optimale : [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "Graphics object consisting of 76 graphics primitives" + ] + }, + "execution_count": 200, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def CS_arrondiPL(G, c):\n", + " p = MixedIntegerLinearProgram(maximization=False) # Create a minimization MILP\n", + " vars = p.new_variable(nonnegative=True) # vars is a dictionary containing non-negative variables\n", + "\n", + " # Set up the objective function\n", + " p.set_objective(sum(vars[v] * c[v] for v in G.vertices()))\n", + "\n", + " # Add constraints similar to the PLNE, excluding the integrality constraint\n", + " for e in G.edges():\n", + " p.add_constraint(vars[e[0]] + vars[e[1]] >= 1)\n", + "\n", + " for v in G.vertices():\n", + " p.add_constraint(vars[v] <= 1)\n", + "\n", + " # Solve the linear relaxation of the problem\n", + " opt_relax = p.solve()\n", + "\n", + " # Round the solution\n", + " rounded_solution = [v for v in G.vertices() if p.get_values(vars[v]) >= 0.5]\n", + "\n", + " return rounded_solution\n", + "\n", + "# Exemple d'utilisation\n", + "G = graphs.RandomGNP(20,0.3) \n", + "c = {}\n", + "for i in G.vertices() :\n", + " c[i] = randrange(1,100)\n", + "\n", + "\n", + "solution = CS_arrondiPL(G, c)\n", + "print(\"Couverture par sommets optimale :\", solution)\n", + "G.plot(vertex_colors={'red':solution})" + ] + }, + { + "cell_type": "markdown", + "id": "71f8d329", + "metadata": {}, + "source": [ + "# Exercice 3" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "id": "a21130eb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Couverture par sommets optimale : [12, 19, 10, 5, 0, 15, 2, 4, 17, 6, 13, 14, 8, 18]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "Graphics object consisting of 81 graphics primitives" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def CS_greedy(G, c):\n", + " arêtes_non_couv = set(G.edges())\n", + " solution = []\n", + "\n", + " while arêtes_non_couv:\n", + " meilleur_sommet = None\n", + " meilleur_score = 0\n", + "\n", + " for v in G.vertices():\n", + " arêtes_couv_par_v = set(arête for arête in arêtes_non_couv if v in arête)\n", + " score = len(arêtes_couv_par_v) / c[v] if c[v] > 0 else 0\n", + "\n", + " if score > meilleur_score:\n", + " meilleur_score = score\n", + " meilleur_sommet = v\n", + "\n", + " if meilleur_sommet is not None:\n", + " solution.append(meilleur_sommet)\n", + " # Mettre à jour l'ensemble des arêtes non couvertes\n", + " arêtes_non_couv -= set(arête for arête in arêtes_non_couv if meilleur_sommet in arête)\n", + "\n", + " return solution\n", + "\n", + "# Exemple d'utilisation\n", + "G = graphs.RandomGNP(20,0.3) \n", + "c = {}\n", + "for i in G.vertices() :\n", + " c[i] = randrange(1,100)\n", + "\n", + "\n", + "solution = CS_greedy(G, c)\n", + "print(\"Couverture par sommets optimale :\", solution)\n", + "G.plot(vertex_colors={'red':solution})" + ] + }, + { + "cell_type": "markdown", + "id": "dbcdf6c3", + "metadata": {}, + "source": [ + "# Exercice 4" + ] + }, + { + "cell_type": "code", + "execution_count": 210, + "id": "50ee5a67", + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "module 'timeit' has no attribute 'eval'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn [210], line 29\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[38;5;66;03m# Example usage\u001b[39;00m\n\u001b[1;32m 28\u001b[0m graph_sizes_to_test \u001b[38;5;241m=\u001b[39m [Integer(\u001b[38;5;241m10\u001b[39m), Integer(\u001b[38;5;241m20\u001b[39m)]\n\u001b[0;32m---> 29\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mcompare_algorithms\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgraph_sizes_to_test\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 31\u001b[0m \u001b[38;5;66;03m# Display the results table\u001b[39;00m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m row \u001b[38;5;129;01min\u001b[39;00m results:\n", + "Cell \u001b[0;32mIn [210], line 13\u001b[0m, in \u001b[0;36mcompare_algorithms\u001b[0;34m(graph_sizes)\u001b[0m\n\u001b[1;32m 10\u001b[0m c \u001b[38;5;241m=\u001b[39m {v: Integer(\u001b[38;5;241m1\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m v \u001b[38;5;129;01min\u001b[39;00m G\u001b[38;5;241m.\u001b[39mvertices()}\n\u001b[1;32m 12\u001b[0m \u001b[38;5;66;03m# Measure time and quality for each algorithm\u001b[39;00m\n\u001b[0;32m---> 13\u001b[0m plne_time \u001b[38;5;241m=\u001b[39m \u001b[43mtimeit\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43meval\u001b[49m(CS_PLNE(G, c), number\u001b[38;5;241m=\u001b[39mInteger(\u001b[38;5;241m1\u001b[39m))\n\u001b[1;32m 14\u001b[0m plne_solution \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(CS_PLNE(G, c)) \u001b[38;5;66;03m# Assuming CS_PLNE returns the list of selected vertices\u001b[39;00m\n\u001b[1;32m 16\u001b[0m relax_time \u001b[38;5;241m=\u001b[39m timeit\u001b[38;5;241m.\u001b[39mtimeit(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCS_arrondiPL(G, c)\u001b[39m\u001b[38;5;124m\"\u001b[39m, number\u001b[38;5;241m=\u001b[39mInteger(\u001b[38;5;241m1\u001b[39m))\n", + "\u001b[0;31mAttributeError\u001b[0m: module 'timeit' has no attribute 'eval'" + ] + } + ], + "source": [ + "# Function to create a table of results\n", + "def compare_algorithms(graph_sizes):\n", + " results_table = []\n", + "\n", + " for size in graph_sizes:\n", + " # Generate a random graph\n", + " G = graphs.RandomGNP(size, 0.5)\n", + "\n", + " # Assign random costs to vertices\n", + " c = {v: 1 for v in G.vertices()}\n", + "\n", + " # Measure time and quality for each algorithm\n", + " plne_time = timeit.eval(\"CS_PLNE(G, c)\", number=1)\n", + " plne_solution = len(CS_PLNE(G, c)) # Assuming CS_PLNE returns the list of selected vertices\n", + "\n", + " relax_time = timeit.timeit(\"CS_arrondiPL(G, c)\", number=1)\n", + " relax_solution = len(CS_arrondiPL(G, c)) # Assuming CS_arrondiPL returns the list of selected vertices\n", + "\n", + " greedy_time = timeit.timeit(\"CS_greedy(G, c)\", number=1)\n", + " greedy_solution = len(CS_greedy(G, c)) # Assuming CS_greedy returns the list of selected vertices\n", + "\n", + " # Append results to the table\n", + " results_table.append([size, plne_solution, plne_time, relax_solution, relax_time, greedy_solution, greedy_time])\n", + "\n", + " return results_table\n", + "\n", + "# Example usage\n", + "graph_sizes_to_test = [10, 20]\n", + "results = compare_algorithms(graph_sizes_to_test)\n", + "\n", + "# Display the results table\n", + "for row in results:\n", + " print(row)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "SageMath 10.1", + "language": "sage", + "name": "sagemath" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/2A/Maths/tp/Optimisation/2_tp/TP2-algos-couverture-par-sommets.pdf b/2A/Maths/tp/Optimisation/2_tp/TP2-algos-couverture-par-sommets.pdf new file mode 100644 index 0000000..781daff Binary files /dev/null and b/2A/Maths/tp/Optimisation/2_tp/TP2-algos-couverture-par-sommets.pdf differ diff --git a/2A/Maths/tp/Optimisation/2_tp/tp2.ipynb b/2A/Maths/tp/Optimisation/2_tp/tp2.ipynb new file mode 100644 index 0000000..f2a6ff9 --- /dev/null +++ b/2A/Maths/tp/Optimisation/2_tp/tp2.ipynb @@ -0,0 +1,314 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ffe37ae2", + "metadata": {}, + "source": [ + "**G=graphs.PetersenGraph()** # génère le fameux graphe de Petersen\n", + "\n", + "**G=graphs.RandomGNP(20,0.2)** # génère un graphe aléatoire à 20 sommets où chaque arête est présente avec probabilité 0.2 = 1/5\n", + "\n", + "**randrange(1,100)** # qui renvoie un entier entre 1 et 100 au hasard\n", + "\n", + "**G.plot(vertex_colors={'red':S})** # colorant les sommets de S d’une couleur spécifique, par exemple en rouge" + ] + }, + { + "cell_type": "markdown", + "id": "a2d5e413", + "metadata": {}, + "source": [ + "# Exercice 1\n", + "Coder et tester une fonction CS_PLNE(G,c) qui prend en entrée un graphe et son dictionnaire de coûts,\n", + "et renvoie une solution pour la couverture par sommets (sous forme de liste par exemple)." + ] + }, + { + "cell_type": "code", + "execution_count": 272, + "id": "baecf7e3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Valeur optimale: 87660.0\n", + "Couverture par sommets optimale : [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35, 36, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "Graphics object consisting of 10107 graphics primitives" + ] + }, + "execution_count": 272, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def CS_PLNE(G, c):\n", + " p = MixedIntegerLinearProgram(maximization=False) # Crée un PL de minimisation\n", + " vars = p.new_variable(integer=True, nonnegative=True) # vars est un dictionnaire qui contiendra les variables du PL ici ce sont des variables entières et non-négatives\n", + "\n", + " # Définir la fonction objectif\n", + " p.set_objective(sum(vars[v] * c[v] for v in G.vertices()))\n", + "\n", + " # Ajouter les contraintes\n", + " for e in G.edges():\n", + " p.add_constraint(vars[e[0]] + vars[e[1]] >= 1)\n", + "\n", + " for v in G.vertices():\n", + " p.add_constraint(vars[v] <= 1)\n", + "\n", + " # Résoudre le PL\n", + " opt = p.solve() # Résoudre le PL\n", + " print(\"Valeur optimale:\", opt)\n", + "\n", + " # Construire la liste des sommets sélectionnés\n", + " selected_vertices = [v for v in G.vertices() if p.get_values(vars[v]) == 1]\n", + "\n", + " return selected_vertices\n", + "\n", + "# Exemple d'utilisation\n", + "G = graphs.RandomGNP(200,0.5) \n", + "c = {}\n", + "for i in G.vertices() :\n", + " c[i] = randrange(1,1000)\n", + "\n", + "# print (c)\n", + "\n", + "\n", + "\n", + "solution = CS_PLNE(G, c)\n", + "print(\"Couverture par sommets optimale :\", solution)\n", + "G.plot(vertex_colors={'red':solution})" + ] + }, + { + "cell_type": "markdown", + "id": "6e71d909", + "metadata": {}, + "source": [ + "# Exercice 2" + ] + }, + { + "cell_type": "code", + "execution_count": 271, + "id": "3222cbcc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Couverture par sommets optimale : [0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "Graphics object consisting of 82 graphics primitives" + ] + }, + "execution_count": 271, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def CS_arrondiPL(G, c):\n", + " p = MixedIntegerLinearProgram(maximization=False) # Create a minimization MILP\n", + " vars = p.new_variable(nonnegative=True) # vars is a dictionary containing non-negative variables\n", + "\n", + " # Set up the objective function\n", + " p.set_objective(sum(vars[v] * c[v] for v in G.vertices()))\n", + "\n", + " # Add constraints similar to the PLNE, excluding the integrality constraint\n", + " for e in G.edges():\n", + " p.add_constraint(vars[e[0]] + vars[e[1]] >= 1)\n", + "\n", + " for v in G.vertices():\n", + " p.add_constraint(vars[v] <= 1)\n", + "\n", + " # Solve the linear relaxation of the problem\n", + " opt_relax = p.solve()\n", + "\n", + " # Round the solution\n", + " rounded_solution = [v for v in G.vertices() if p.get_values(vars[v]) >= 0.5]\n", + "\n", + " return rounded_solution\n", + "\n", + "# Exemple d'utilisation\n", + "G = graphs.RandomGNP(20,0.3) \n", + "c = {}\n", + "for i in G.vertices() :\n", + " c[i] = randrange(1,100)\n", + "\n", + "\n", + "solution = CS_arrondiPL(G, c)\n", + "print(\"Couverture par sommets optimale :\", solution)\n", + "G.plot(vertex_colors={'red':solution})" + ] + }, + { + "cell_type": "markdown", + "id": "77c33a24", + "metadata": {}, + "source": [ + "# Exercice 3" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "id": "61dd41ab", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Couverture par sommets optimale : [12, 19, 10, 5, 0, 15, 2, 4, 17, 6, 13, 14, 8, 18]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "Graphics object consisting of 81 graphics primitives" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def CS_greedy(G, c):\n", + " arêtes_non_couv = set(G.edges())\n", + " solution = []\n", + "\n", + " while arêtes_non_couv:\n", + " meilleur_sommet = None\n", + " meilleur_score = 0\n", + "\n", + " for v in G.vertices():\n", + " arêtes_couv_par_v = set(arête for arête in arêtes_non_couv if v in arête)\n", + " score = len(arêtes_couv_par_v) / c[v] if c[v] > 0 else 0\n", + "\n", + " if score > meilleur_score:\n", + " meilleur_score = score\n", + " meilleur_sommet = v\n", + "\n", + " if meilleur_sommet is not None:\n", + " solution.append(meilleur_sommet)\n", + " # Mettre à jour l'ensemble des arêtes non couvertes\n", + " arêtes_non_couv -= set(arête for arête in arêtes_non_couv if meilleur_sommet in arête)\n", + "\n", + " return solution\n", + "\n", + "# Exemple d'utilisation\n", + "G = graphs.RandomGNP(20,0.3) \n", + "c = {}\n", + "for i in G.vertices() :\n", + " c[i] = randrange(1,100)\n", + "\n", + "\n", + "solution = CS_greedy(G, c)\n", + "print(\"Couverture par sommets optimale :\", solution)\n", + "G.plot(vertex_colors={'red':solution})" + ] + }, + { + "cell_type": "markdown", + "id": "151277c9", + "metadata": {}, + "source": [ + "# Exercice 4" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "id": "8a16873e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Valeur optimale: 6.0\n", + "Valeur optimale: 6.0\n", + "Valeur optimale: 14.0\n", + "Valeur optimale: 14.0\n", + "[10, 6, 0.005153291998794884, 9, 0.0016569580002396833, 7, 0.00029595799969683867]\n", + "[20, 14, 0.0075627499991242075, 20, 0.0030504580008710036, 16, 0.0012201669997011777]\n" + ] + } + ], + "source": [ + "# Function to create a table of results\n", + "def compare_algorithms(graph_sizes):\n", + " resultats = []\n", + "\n", + " for size in graph_sizes:\n", + " # Generate a random graph\n", + " G = graphs.RandomGNP(size, 0.5)\n", + "\n", + " # Assign random costs to vertices\n", + " c = {v: 1 for v in G.vertices()}\n", + "\n", + " # Measure time and quality for each algorithm\n", + " plne_time = timeit.timeit(lambda: CS_PLNE(G, c), number=1)\n", + " plne_solution = len(CS_PLNE(G, c)) # Assuming CS_PLNE returns the list of selected vertices\n", + "\n", + " pl_time = timeit.timeit(lambda: CS_arrondiPL(G, c), number=1)\n", + " pl_solution = len(CS_arrondiPL(G, c)) # Assuming CS_arrondiPL returns the list of selected vertices\n", + " \n", + " greedy_time = timeit.timeit(lambda: CS_greedy(G, c), number=1)\n", + " greedy_solution = len(CS_greedy(G, c)) # Assuming CS_greedy returns the list of selected vertices\n", + "\n", + " # Append results to the table\n", + " resultats.append([size, plne_solution, plne_time, pl_solution, pl_time, greedy_solution, greedy_time])\n", + "\n", + " return resultats\n", + "\n", + "# Example usage\n", + "graph_sizes = [10, 20]\n", + "results = compare_algorithms(graph_sizes)\n", + "\n", + "# Display the results table\n", + "for row in results:\n", + " print(row)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "SageMath 10.1", + "language": "sage", + "name": "sagemath" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/2A/php/1.png b/2A/php/1.png new file mode 100644 index 0000000..6faf393 Binary files /dev/null and b/2A/php/1.png differ diff --git a/2A/php/2.png b/2A/php/2.png new file mode 100644 index 0000000..d7d0b55 Binary files /dev/null and b/2A/php/2.png differ