diff --git a/2A/BDD/tp/s1/requetesTP7-8.sql b/2A/BDD/tp/s1/requetesTP7-8.sql index 4ad4fe7..6135f61 100644 --- a/2A/BDD/tp/s1/requetesTP7-8.sql +++ b/2A/BDD/tp/s1/requetesTP7-8.sql @@ -199,11 +199,23 @@ SELECT * FROM BestScorer; -- ? Q11). Intégrer la création de la table BestScorer et votre trigger au script de création de la base de données NBA. Puis lancer le script pour remplir la table BestScorer pour tous les matchs de la base. - +-- C'est fait -- ? Q12). Quel joueur a marqué le plus de points et combien pendant le match du 22 janvier 2006 où les Lakers ont affronté à domicile l’équipe de Toronto ? - +-- ! Faux, pas de +-- SELECT count(idPlayer), idPlayer, p.name, p.country +-- FROM BestScorer, Player p +-- WHERE idPlayer = p.id +-- GROUP BY idPlayer, p.name, p.country +-- HAVING count(idPlayer) >= ALL(SELECT count(idPlayer) FROM BestScorer) +-- ORDER BY nbPlayer DESC; + +SELECT max(maxPts), idPlayer, p.name, p.country +FROM BestScorer, Player p +WHERE idPlayer = p.id +GROUP BY idPlayer, p.name, p.country +HAVING max(maxPts) = (SELECT max(maxPts) FROM BestScorer); -- ! Détection et correction d’erreurs. diff --git a/2A/Maths/Cours/Optimisation/4-relaxlineaire_gloutons.pdf b/2A/Maths/Cours/Optimisation/4-relaxlineaire_gloutons.pdf new file mode 100644 index 0000000..50035f5 Binary files /dev/null and b/2A/Maths/Cours/Optimisation/4-relaxlineaire_gloutons.pdf differ diff --git a/2A/Maths/Cours/Optimisation/5_metaheuristiques.pdf b/2A/Maths/Cours/Optimisation/5_metaheuristiques.pdf new file mode 100644 index 0000000..f2f7d6c Binary files /dev/null and b/2A/Maths/Cours/Optimisation/5_metaheuristiques.pdf differ diff --git a/2A/Maths/tp/Optimisation/3_tp/.ipynb_checkpoints/tp3-checkpoint.ipynb b/2A/Maths/tp/Optimisation/3_tp/.ipynb_checkpoints/tp3-checkpoint.ipynb index d6260f4..90cee2a 100644 --- a/2A/Maths/tp/Optimisation/3_tp/.ipynb_checkpoints/tp3-checkpoint.ipynb +++ b/2A/Maths/tp/Optimisation/3_tp/.ipynb_checkpoints/tp3-checkpoint.ipynb @@ -189,6 +189,7 @@ " distance = 0\n", " for i in range(len(T) - 1):\n", " distance += M[T[i]][T[i+1]]\n", + " distance += M[T[0]][T[-1]]\n", " return distance\n", "\n", "def echange(T, i, j):\n", @@ -270,22 +271,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "dd3ea66c", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "Graphics object consisting of 50 graphics primitives" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ + "solution = DescenteGradient(distances_48villes)\n", + "while eval (solution, distances_48villes) >= 19000:\n", + " solution = DescenteGradient(distances_48villes)\n", + "print (\"Meilleure solution:\", solution) \n", + "print(\"Longueur de la tournée:\", eval(solution, distances_48villes))\n", + "afficher_tournee(solution, coordonnees_48villes, noms_48villes, 5)\n", + "\n", "T_descente = DescenteGradient(distances_48villes)\n", "\n", "# Affichage de la tournée obtenue\n", @@ -302,26 +299,42 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 10, + "id": "684927c7", + "metadata": {}, + "outputs": [], + "source": [ + "nb_generations=10\n", + "nb_croisements=100\n", + "taille_population=100\n", + "prob_mutation=0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "id": "34f7316f", "metadata": {}, "outputs": [ { - "ename": "IndexError", - "evalue": "list index out of range", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn [29], line 55\u001b[0m\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m meilleure_tournee\n\u001b[1;32m 54\u001b[0m \u001b[38;5;66;03m# Utilisation de l'algorithme génétique\u001b[39;00m\n\u001b[0;32m---> 55\u001b[0m T_genetique \u001b[38;5;241m=\u001b[39m \u001b[43mAlgoGenetique\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdistances_5villes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnb_generations\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m20\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnb_croisements\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m20\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtaille_population\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprob_mutation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mRealNumber\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m0.9\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 57\u001b[0m \u001b[38;5;66;03m# Affichage de la tournée obtenue\u001b[39;00m\n\u001b[1;32m 58\u001b[0m afficher_tournee(T_genetique, coordonnees_5villes, noms_5villes, Integer(\u001b[38;5;241m10\u001b[39m))\n", - "Cell \u001b[0;32mIn [29], line 48\u001b[0m, in \u001b[0;36mAlgoGenetique\u001b[0;34m(M, nb_generations, nb_croisements, taille_population, prob_mutation)\u001b[0m\n\u001b[1;32m 45\u001b[0m population \u001b[38;5;241m=\u001b[39m selection_naturelle(population, taille_population, M)\n\u001b[1;32m 47\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(taille_population):\n\u001b[0;32m---> 48\u001b[0m population[i] \u001b[38;5;241m=\u001b[39m mutation(\u001b[43mpopulation\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m, prob_mutation)\n\u001b[1;32m 50\u001b[0m meilleure_tournee \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mmin\u001b[39m(population, key\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m T: \u001b[38;5;28meval\u001b[39m(T, M))\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m meilleure_tournee\n", - "\u001b[0;31mIndexError\u001b[0m: list index out of range" + "data": { + "image/png": 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\n", + "text/plain": [ + "Graphics object consisting of 6 graphics primitives" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Distance totale de la tournée : 1101\n" ] } ], "source": [ - "from random import shuffle, randrange\n", - "\n", "def tournee_aleatoire(n):\n", " tournee = list(range(n))\n", " shuffle(tournee)\n", @@ -372,12 +385,15 @@ " meilleure_tournee = min(population, key=lambda T: eval(T, M))\n", " return meilleure_tournee\n", "\n", - "\n", "# Utilisation de l'algorithme génétique\n", - "T_genetique = AlgoGenetique(distances_5villes, nb_generations=20, nb_croisements=20, taille_population=100, prob_mutation=0.9)\n", + "T_genetique = AlgoGenetique(distances_5villes, nb_generations, nb_croisements, taille_population, prob_mutation)\n", "\n", - "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_genetique, coordonnees_5villes, noms_5villes, 10)" + "# Calcul de la distance totale de la tournée obtenue\n", + "distance_totale = eval(T_genetique, distances_5villes)\n", + "\n", + "# Affichage de la tournée obtenue et de la distance totale\n", + "afficher_tournee(T_genetique, coordonnees_5villes, noms_5villes, 10)\n", + "print(f\"Distance totale de la tournée : {distance_totale}\")" ] }, { @@ -390,26 +406,37 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 35, "id": "cb728b1f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "Graphics object consisting of 21 graphics primitives" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Distance totale de la tournée : 5963\n" + ] } ], "source": [ - "T_genetique = AlgoGenetique(distances_20villes, nb_generations=100, nb_croisements=20, taille_population=50, prob_mutation=0.01)\n", + "T_genetique = AlgoGenetique(distances_20villes, nb_generations, nb_croisements, taille_population, prob_mutation)\n", "\n", - "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_genetique, coordonnees_20villes, noms_20villes, 10)" + "# Calcul de la distance totale de la tournée obtenue\n", + "distance_totale = eval(T_genetique, distances_20villes)\n", + "\n", + "# Affichage de la tournée obtenue et de la distance totale\n", + "afficher_tournee(T_genetique, coordonnees_20villes, noms_20villes, 10)\n", + "print(f\"Distance totale de la tournée : {distance_totale}\")" ] }, { @@ -422,26 +449,80 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 71, + "id": "5de7fc73", + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn [71], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m solution \u001b[38;5;241m=\u001b[39m AlgoGenetique(distances_48villes,Integer(\u001b[38;5;241m100\u001b[39m), Integer(\u001b[38;5;241m50\u001b[39m), Integer(\u001b[38;5;241m100\u001b[39m), RealNumber(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m0.05\u001b[39m\u001b[38;5;124m'\u001b[39m))\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28meval\u001b[39m (solution, distances_48villes) \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m Integer(\u001b[38;5;241m40000\u001b[39m):\n\u001b[0;32m----> 3\u001b[0m solution \u001b[38;5;241m=\u001b[39m \u001b[43mAlgoGenetique\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mdistances_48villes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1000\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m50\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mRealNumber\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m0.05\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28mprint\u001b[39m (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMeilleure solution:\u001b[39m\u001b[38;5;124m\"\u001b[39m, solution) \n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLongueur de la tournée:\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28meval\u001b[39m(solution, distances_48villes))\n", + "Cell \u001b[0;32mIn [11], line 36\u001b[0m, in \u001b[0;36mAlgoGenetique\u001b[0;34m(M, nb_generations, nb_croisements, taille_population, prob_mutation)\u001b[0m\n\u001b[1;32m 33\u001b[0m population \u001b[38;5;241m=\u001b[39m [tournee_aleatoire(n) \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(taille_population)]\n\u001b[1;32m 35\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(nb_generations):\n\u001b[0;32m---> 36\u001b[0m population \u001b[38;5;241m=\u001b[39m \u001b[43mselection_naturelle\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpopulation\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtaille_population\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mM\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 38\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(nb_croisements):\n\u001b[1;32m 39\u001b[0m parents \u001b[38;5;241m=\u001b[39m [population[randrange(Integer(\u001b[38;5;241m0\u001b[39m), \u001b[38;5;28mlen\u001b[39m(population))] \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(Integer(\u001b[38;5;241m2\u001b[39m))]\n", + "Cell \u001b[0;32mIn [11], line 13\u001b[0m, in \u001b[0;36mselection_naturelle\u001b[0;34m(S, p, M)\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mselection_naturelle\u001b[39m(S, p, M):\n\u001b[0;32m---> 13\u001b[0m sorted_population \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(S, key\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m T: \u001b[38;5;28meval\u001b[39m(T, M))\n\u001b[1;32m 14\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sorted_population[:p]\n", + "Cell \u001b[0;32mIn [11], line 13\u001b[0m, in \u001b[0;36mselection_naturelle..\u001b[0;34m(T)\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mselection_naturelle\u001b[39m(S, p, M):\n\u001b[0;32m---> 13\u001b[0m sorted_population \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(S, key\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m T: \u001b[38;5;28;43meval\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mM\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m 14\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sorted_population[:p]\n", + "Cell \u001b[0;32mIn [11], line 9\u001b[0m, in \u001b[0;36meval\u001b[0;34m(T, M)\u001b[0m\n\u001b[1;32m 7\u001b[0m distance \u001b[38;5;241m=\u001b[39m Integer(\u001b[38;5;241m0\u001b[39m)\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(T) \u001b[38;5;241m-\u001b[39m Integer(\u001b[38;5;241m1\u001b[39m)):\n\u001b[0;32m----> 9\u001b[0m distance \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m M[T[i]][T[i\u001b[38;5;241m+\u001b[39m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m]]\n\u001b[1;32m 10\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m distance\n", + "File \u001b[0;32msrc/cysignals/signals.pyx:310\u001b[0m, in \u001b[0;36mcysignals.signals.python_check_interrupt\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "solution = AlgoGenetique(distances_48villes,100, 50, 100, 0.05)\n", + "while eval (solution, distances_48villes) >= 40000:\n", + " solution = AlgoGenetique (distances_48villes, 1000, 50, 100, 0.05)\n", + "print (\"Meilleure solution:\", solution) \n", + "print(\"Longueur de la tournée:\", eval(solution, distances_48villes))\n", + "afficher_tournee(T_genetique, coordonnees_48villes, noms_48villes, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, "id": "6a17eb7d", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "Graphics object consisting of 49 graphics primitives" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "TypeError", + "evalue": "'NoneType' object is not iterable", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn [60], line 23\u001b[0m\n\u001b[1;32m 20\u001b[0m meilleure_tournee \u001b[38;5;241m=\u001b[39m tournée_actuelle\n\u001b[1;32m 22\u001b[0m \u001b[38;5;66;03m# Affichage de la meilleure tournée et de la meilleure distance\u001b[39;00m\n\u001b[0;32m---> 23\u001b[0m \u001b[43mafficher_tournee\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmeilleure_tournee\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcoordonnees_48villes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnoms_48villes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 24\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMeilleure distance totale : \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmeilleure_distance\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", + "Cell \u001b[0;32mIn [3], line 3\u001b[0m, in \u001b[0;36mafficher_tournee\u001b[0;34m(T, coordonnees_villes, noms_villes, taille_texte)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mafficher_tournee\u001b[39m(T,coordonnees_villes,noms_villes,taille_texte):\n\u001b[1;32m 2\u001b[0m L\u001b[38;5;241m=\u001b[39m[]\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m T:\n\u001b[1;32m 4\u001b[0m L\u001b[38;5;241m.\u001b[39mappend(coordonnees_villes[i])\n\u001b[1;32m 5\u001b[0m p\u001b[38;5;241m=\u001b[39mplot(line(L))\n", + "\u001b[0;31mTypeError\u001b[0m: 'NoneType' object is not iterable" + ] } ], "source": [ - "T_genetique = AlgoGenetique(distances_48villes, nb_generations=100, nb_croisements=20, taille_population=50, prob_mutation=0.01)\n", + "meilleure_distance = float('inf')\n", + "meilleure_tournee = None\n", "\n", - "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_genetique, coordonnees_48villes, noms_48villes, 5)" + "\n", + "while meilleure_distance <= 50502 :\n", + " \n", + " nb_generations = 20\n", + " nb_croisements = 100\n", + " taille_population = 100\n", + " prob_mutation = 0.05\n", + "\n", + " tournée_actuelle = AlgoGenetique(distances_48villes, nb_generations, nb_croisements, taille_population, prob_mutation)\n", + "\n", + " \n", + " distance_actuelle = eval(tournée_actuelle, distances_48villes)\n", + "\n", + " \n", + " if distance_actuelle < meilleure_distance:\n", + " meilleure_distance = distance_actuelle\n", + " meilleure_tournee = tournée_actuelle\n", + "\n", + "# Affichage de la meilleure tournée et de la meilleure distance\n", + "afficher_tournee(meilleure_tournee, coordonnees_48villes, noms_48villes, 5)\n", + "print(f\"Meilleure distance totale : {meilleure_distance}\")" ] }, { @@ -454,15 +535,15 @@ }, { "cell_type": "code", - "execution_count": 77, - "id": "38f92c14", + "execution_count": 45, + "id": "f0bb419b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "Graphics object consisting of 7 graphics primitives" + "Graphics object consisting of 6 graphics primitives" ] }, "metadata": {}, @@ -470,39 +551,59 @@ } ], "source": [ - "def descente_recuit_simule(M):\n", - " S = tournee_gloutonne(M) # Initialiser avec une tournée aléatoire\n", - " T = 100 # Température initiale\n", - " i = 0 # Compteur d'itérations\n", + "def fourmi(M, phero, v):\n", + " n = len(M)\n", + " villes = list(range(n))\n", + " villes.remove(v) # Retirer la ville de départ de la liste des villes à visiter\n", + " tournee = [v] # Initialiser la tournée avec la ville de départ\n", "\n", - " while T > 0.01: # Critère de convergence ajusté\n", - " i += 1\n", + " while villes:\n", + " scores_villes = [phero[tournee[-1]][x] ** 0.9 / M[tournee[-1]][x] ** 1.5 for x in villes]\n", + " prochain_ville = random.choices(villes, weights=scores_villes)[0]\n", + " tournee.append(prochain_ville)\n", + " villes.remove(prochain_ville)\n", "\n", - " # Choisir deux indices aléatoires pour l'échange\n", - " i, j = randrange(1, n - 1), randrange(1, n - 1)\n", + " return tournee\n", "\n", - " S_prime = echange(S, i, j) # Générer une nouvelle solution voisine\n", + "def ColonieFourmis(M):\n", + " n = len(M)\n", + " NB_ITERATIONS = 50\n", + " NB_FOURMIS = 50\n", + " FACTEUR_EVAPORATION = 0.9\n", "\n", - " delta_distance = eval(S_prime, M) - eval(S, M)\n", + " phero = [[1.0] * n for _ in range(n)] # Initialiser les phéromones\n", "\n", - " if delta_distance < 0 or randrange(0, 10000) / 10000 < exp(-delta_distance / T):\n", - " S = S_prime\n", + " meilleure_tournee = None\n", + " meilleure_distance = float('inf')\n", "\n", - " T *= 0.99 # Refroidir la température\n", + " for _ in range(NB_ITERATIONS):\n", + " for _ in range(NB_FOURMIS):\n", + " ville_depart = random.randint(0, n - 1)\n", + " tournee = fourmi(M, phero, ville_depart)\n", + " distance_tournee = sum(M[tournee[i]][tournee[i + 1]] for i in range(n - 1))\n", + " \n", + " if distance_tournee < meilleure_distance:\n", + " meilleure_distance = distance_tournee\n", + " meilleure_tournee = tournee\n", "\n", - " return S\n", + " # Mettre à jour les phéromones\n", + " phero = [[(1 - FACTEUR_EVAPORATION) * p for p in ligne] for ligne in phero]\n", + " for i in range(n - 1):\n", + " phero[meilleure_tournee[i]][meilleure_tournee[i + 1]] += 1 / meilleure_distance\n", + " phero[meilleure_tournee[i + 1]][meilleure_tournee[i]] += 1 / meilleure_distance\n", "\n", + " return meilleure_tournee\n", "\n", - "# Utilisation de l'algorithme avec recuit simulé\n", - "T_recuit_simule = descente_recuit_simule(distances_5villes)\n", + "# Utilisation de l'algorithme de colonie de fourmis\n", + "T_fourmis = ColonieFourmis(distances_5villes)\n", "\n", "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_recuit_simule, coordonnees_5villes, noms_5villes, 10)\n" + "afficher_tournee(T_fourmis, coordonnees_5villes, noms_5villes, 10)" ] }, { "cell_type": "markdown", - "id": "41de6b16", + "id": "fd8d1672", "metadata": {}, "source": [ "## Affiche 20 villes" @@ -510,15 +611,15 @@ }, { "cell_type": "code", - "execution_count": 78, - "id": "04c4deb3", + "execution_count": 46, + "id": "94f5a447", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "Graphics object consisting of 22 graphics primitives" + "Graphics object consisting of 21 graphics primitives" ] }, "metadata": {}, @@ -526,15 +627,15 @@ } ], "source": [ - "T_descente = DescenteGradient(distances_20villes)\n", + "T_fourmis = ColonieFourmis(distances_20villes)\n", "\n", "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_descente, coordonnees_20villes, noms_20villes, 10)" + "afficher_tournee(T_fourmis, coordonnees_20villes, noms_20villes, 10)" ] }, { "cell_type": "markdown", - "id": "d4854a2e", + "id": "eeaadc36", "metadata": {}, "source": [ "## Affiche 48 villes" @@ -542,15 +643,15 @@ }, { "cell_type": "code", - "execution_count": 80, - "id": "26cca6dd", + "execution_count": 47, + "id": "1fd90b9c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "Graphics object consisting of 50 graphics primitives" + "Graphics object consisting of 49 graphics primitives" ] }, "metadata": {}, @@ -558,31 +659,45 @@ } ], "source": [ - "T_descente = DescenteGradient(distances_48villes)\n", + "T_fourmis = ColonieFourmis(distances_48villes)\n", "\n", "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_descente, coordonnees_48villes, noms_48villes, 5)" + "afficher_tournee(T_fourmis, coordonnees_48villes, noms_48villes, 5)" ] }, { "cell_type": "markdown", - "id": "777b8712", + "id": "a21adc27", "metadata": {}, "source": [ - "# Exercice 5" + "# Exercice 5 (Algorithme glouton par insertion).\n", + "Voici une variante de l’algorithme glouton de l’exercice 1.\n", + "1. Choisir une première mini-tournée, de longueur 3 (par exemple au hasard, ou bien avec la méthode gloutonne de l’exercice 1)\n", + "2. Tant qu’il reste des villes non visitées (pas encore placées dans T ) :\n", + "◦ choisir la ville j non encore visitée et une position d’insertion dans la tournée précédente en\n", + "minimisant la longueur de la tournée obtenue ◦ ajouter j à T à la bonne position\n", + "3. renvoyer T\n", + "Coder une fonction tournee_insertion(M)." ] }, { "cell_type": "code", - "execution_count": 94, - "id": "f0bb419b", + "execution_count": 57, + "id": "fa8b3fce", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0, 3, 4, 1, 2]\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "Graphics object consisting of 7 graphics primitives" + "Graphics object consisting of 6 graphics primitives" ] }, "metadata": {}, @@ -590,90 +705,63 @@ } ], "source": [ - "import numpy as np\n", - "\n", - "# Fonction pour initialiser la matrice des phéromones\n", - "def init_pheromones(n):\n", - " return np.ones((n, n))\n", - "\n", - "# Fonction pour générer une solution en utilisant la colonie de fourmis\n", - "def colonie_fourmis(M, iterations, alpha, beta, rho, Q):\n", + "def tournee_insertion(M):\n", " n = len(M)\n", - " pheromones = init_pheromones(n)\n", - " meilleure_tournee = None\n", - " meilleure_distance = float('inf')\n", - "\n", - " for _ in range(iterations):\n", - " fournees = []\n", - "\n", - " # Construction de solutions par les fourmis\n", - " for ant in range(n):\n", - " non_visitees = set(range(n))\n", - " tournee = [ant]\n", - " distance_totale = 0\n", - "\n", - " while non_visitees:\n", - " i = tournee[-1]\n", - " probas = np.zeros(n)\n", - "\n", - " for j in non_visitees:\n", - " probas[j] = (pheromones[i][j] ** alpha) * ((1 / (M[i][j] + 1e-10)) ** beta)\n", - "\n", - "\n", - " probas /= sum(probas)\n", - " j = np.random.choice(n, p=probas)\n", + " villes_non_visitees = set(range(1, n)) # Les villes non encore visitées\n", + "\n", + " # Étape 1: Choisir une première mini-tournée\n", + " tournee = [0, 1, 2]\n", + " villes_non_visitees.difference_update(tournee)\n", + "\n", + " # Étape 2: Continuer jusqu'à ce que toutes les villes soient visitées\n", + " while villes_non_visitees:\n", + " meilleure_longueur = float('inf')\n", + " meilleure_insertion = None\n", + "\n", + " # Parcourir toutes les villes non visitées\n", + " for ville in villes_non_visitees:\n", + " # Parcourir toutes les positions d'insertion possibles\n", + " for i in range(1, len(tournee)):\n", + " t = tournee[:i] + [ville] + tournee[i:]\n", + " longueur_t = eval(t, M)\n", + "\n", + " # Mettre à jour la meilleure insertion\n", + " if longueur_t < meilleure_longueur:\n", + " meilleure_longueur = longueur_t\n", + " meilleure_insertion = (ville, i)\n", + "\n", + " # Insérer la ville à la meilleure position\n", + " ville, position = meilleure_insertion\n", + " tournee.insert(position, ville)\n", + " villes_non_visitees.discard(ville)\n", "\n", - " tournee.append(j)\n", - " non_visitees.remove(j)\n", - " distance_totale += M[i][j]\n", - "\n", - " # Ajouter la distance du retour à la ville de départ\n", - " distance_totale += M[tournee[-1]][tournee[0]]\n", - "\n", - " # Mettre à jour la meilleure solution si nécessaire\n", - " if distance_totale < meilleure_distance:\n", - " meilleure_distance = distance_totale\n", - " meilleure_tournee = tournee\n", - "\n", - " fournees.append((tournee, distance_totale))\n", - "\n", - " # Mettre à jour les phéromones\n", - " pheromones *= (1 - rho)\n", - "\n", - " for tournee, distance in fournees:\n", - " for i in range(n - 1):\n", - " pheromones[tournee[i]][tournee[i + 1]] += Q / distance\n", - " pheromones[tournee[-1]][tournee[0]] += Q / distance\n", - "\n", - " return meilleure_tournee\n", + " return tournee\n", "\n", "\n", - "# Utilisation de l'algorithme de colonie de fourmis\n", - "T_fourmis = colonie_fourmis(distances_5villes, iterations=100, alpha=1, beta=2, rho=0.5, Q=100)\n", - "\n", - "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_fourmis, coordonnees_5villes, noms_5villes, 10)" - ] - }, - { - "cell_type": "markdown", - "id": "fd8d1672", - "metadata": {}, - "source": [ - "## Affiche 20 villes" + "# Obtention de la tournée par insertion\n", + "T_insertion = tournee_insertion(distances_5villes)\n", + "print(T_insertion)\n", + "afficher_tournee(T_insertion, coordonnees_5villes, noms_5villes, 10)" ] }, { "cell_type": "code", - "execution_count": 88, - "id": "94f5a447", + "execution_count": 58, + "id": "ad80d9a3", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2, 1, 0, 4, 3]\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "Graphics object consisting of 22 graphics primitives" + "Graphics object consisting of 6 graphics primitives" ] }, "metadata": {}, @@ -681,42 +769,167 @@ } ], "source": [ - "T_fourmis = colonie_fourmis(distances_20villes, iterations=100, alpha=1, beta=2, rho=0.5, Q=100)\n", + "def tournee_aleatoire(n):\n", + " tournee = list(range(n))\n", + " shuffle(tournee)\n", + " return tournee\n", + "\n", + "def eval(T, M):\n", + " distance = 0\n", + " for i in range(len(T) - 1):\n", + " distance += M[T[i]][T[i+1]]\n", + " return distance\n", + "\n", + "def echange(T, i, j):\n", + " T_mutant = T.copy()\n", + " T_mutant[i], T_mutant[j] = T_mutant[j], T_mutant[i]\n", + " return T_mutant\n", + "\n", + "def descente_recuit_simule(M):\n", + " n = len(M)\n", + " S = tournee_aleatoire(n) # Initialiser avec une tournée aléatoire\n", + " T = 100 # Température initiale\n", + " i = 0 # Compteur d'itérations\n", + "\n", + " while T > 0.01 and i < 1000: # Critères de convergence ajustés\n", + " T *= 0.99 # Refroidir la température\n", + " i += 1\n", + "\n", + " # Choisir deux indices aléatoires pour l'échange\n", + " i, j = randrange(1, n - 1), randrange(1, n - 1)\n", + "\n", + " S_prime = echange(S, i, j) # Générer une nouvelle solution voisine\n", + "\n", + " delta_distance = eval(S_prime, M) - eval(S, M)\n", + "\n", + " if delta_distance < 0 or random() < exp(-delta_distance / T):\n", + " S = S_prime\n", + "\n", + " return S\n", + "\n", + "# Test de l'algorithme avec recuit simulé sur les données d'exemple\n", + "distances_5villes = [\n", + " [0, 376, 377, 167, 475],\n", + " [376, 0, 244, 556, 646],\n", + " [377, 244, 0, 538, 404],\n", + " [167, 556, 538, 0, 314],\n", + " [475, 646, 404, 314, 0]\n", + "]\n", + "\n", + "# Utilisation de l'algorithme avec recuit simulé\n", + "T_recuit_simule = descente_recuit_simule(distances_5villes)\n", "\n", "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_fourmis, coordonnees_20villes, noms_20villes, 10)" + "print(T_recuit_simule)\n", + "afficher_tournee(T_recuit_simule, coordonnees_5villes, noms_5villes, 10)" ] }, { "cell_type": "markdown", - "id": "eeaadc36", + "id": "7cba5159", "metadata": {}, "source": [ - "## Affiche 48 villes" + "# Exercice 7" ] }, { "cell_type": "code", - "execution_count": 90, - "id": "1fd90b9c", + "execution_count": 60, + "id": "b5025924", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "Graphics object consisting of 50 graphics primitives" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "TypeError", + "evalue": "list indices must be integers or slices, not tuple", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn [60], line 74\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[38;5;66;03m# Test de l'algorithme avec l'exemple des 5 villes\u001b[39;00m\n\u001b[1;32m 66\u001b[0m distances_5villes \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m 67\u001b[0m [Integer(\u001b[38;5;241m0\u001b[39m), Integer(\u001b[38;5;241m376\u001b[39m), Integer(\u001b[38;5;241m377\u001b[39m), Integer(\u001b[38;5;241m167\u001b[39m), Integer(\u001b[38;5;241m475\u001b[39m)],\n\u001b[1;32m 68\u001b[0m [Integer(\u001b[38;5;241m376\u001b[39m), Integer(\u001b[38;5;241m0\u001b[39m), Integer(\u001b[38;5;241m244\u001b[39m), Integer(\u001b[38;5;241m556\u001b[39m), Integer(\u001b[38;5;241m646\u001b[39m)],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 71\u001b[0m [Integer(\u001b[38;5;241m475\u001b[39m), Integer(\u001b[38;5;241m646\u001b[39m), Integer(\u001b[38;5;241m404\u001b[39m), Integer(\u001b[38;5;241m314\u001b[39m), Integer(\u001b[38;5;241m0\u001b[39m)]\n\u001b[1;32m 72\u001b[0m ]\n\u001b[0;32m---> 74\u001b[0m T_arbre \u001b[38;5;241m=\u001b[39m \u001b[43mtournee_arbre\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdistances_5villes\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;66;03m# Affichage de la tournée obtenue\u001b[39;00m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;28mprint\u001b[39m(T_arbre)\n", + "Cell \u001b[0;32mIn [60], line 55\u001b[0m, in \u001b[0;36mtournee_arbre\u001b[0;34m(M)\u001b[0m\n\u001b[1;32m 52\u001b[0m graph[j]\u001b[38;5;241m.\u001b[39mappend((M[i][j], (j, i)))\n\u001b[1;32m 54\u001b[0m \u001b[38;5;66;03m# Appliquer l'algorithme de Prim pour obtenir un arbre couvrant de poids minimum\u001b[39;00m\n\u001b[0;32m---> 55\u001b[0m minimum_spanning_tree \u001b[38;5;241m=\u001b[39m \u001b[43mprim_algorithm\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgraph\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 57\u001b[0m \u001b[38;5;66;03m# Utiliser un parcours en profondeur pour créer la tournée\u001b[39;00m\n\u001b[1;32m 58\u001b[0m visited \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28;01mFalse\u001b[39;00m] \u001b[38;5;241m*\u001b[39m n\n", + "Cell \u001b[0;32mIn [60], line 29\u001b[0m, in \u001b[0;36mprim_algorithm\u001b[0;34m(graph)\u001b[0m\n\u001b[1;32m 26\u001b[0m visited[vertices[Integer(\u001b[38;5;241m1\u001b[39m)]] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 28\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m edge \u001b[38;5;129;01min\u001b[39;00m graph[vertices[Integer(\u001b[38;5;241m1\u001b[39m)]]:\n\u001b[0;32m---> 29\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[43mvisited\u001b[49m\u001b[43m[\u001b[49m\u001b[43medge\u001b[49m\u001b[43m[\u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m:\n\u001b[1;32m 30\u001b[0m heapq\u001b[38;5;241m.\u001b[39mheappush(edges, edge)\n\u001b[1;32m 32\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m minimum_spanning_tree\n", + "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not tuple" + ] } ], "source": [ - "T_fourmis = colonie_fourmis(distances_48villes, iterations=100, alpha=1, beta=2, rho=0.5, Q=100)\n", + "import heapq\n", + "from collections import defaultdict\n", + "\n", + "def prim_algorithm(graph):\n", + " # Implementation of Prim's algorithm to find the minimum spanning tree\n", + " n = len(graph)\n", + " visited = [False] * n\n", + " edges = []\n", + "\n", + " start_vertex = 0\n", + " visited[start_vertex] = True\n", + "\n", + " for edge in graph[start_vertex]:\n", + " heapq.heappush(edges, edge)\n", + "\n", + " minimum_spanning_tree = set()\n", + "\n", + " while edges:\n", + " weight, vertices = heapq.heappop(edges)\n", + "\n", + " if visited[vertices[0]] and visited[vertices[1]]:\n", + " continue\n", + "\n", + " minimum_spanning_tree.add(vertices)\n", + " visited[vertices[0]] = True\n", + " visited[vertices[1]] = True\n", + "\n", + " for edge in graph[vertices[1]]:\n", + " if not visited[edge[1]]:\n", + " heapq.heappush(edges, edge)\n", + "\n", + " return minimum_spanning_tree\n", + "\n", + "def depth_first_search(graph, start_vertex, visited, tour):\n", + " # Recursive implementation of depth-first search\n", + " visited[start_vertex] = True\n", + " tour.append(start_vertex)\n", + "\n", + " for neighbor in graph[start_vertex]:\n", + " if not visited[neighbor[1]]:\n", + " depth_first_search(graph, neighbor[1], visited, tour)\n", + "\n", + "def tournee_arbre(M):\n", + " # Convertir la matrice de distances en un graphe pondéré complet\n", + " graph = defaultdict(list)\n", + "\n", + " n = len(M)\n", + "\n", + " for i in range(n):\n", + " for j in range(i + 1, n):\n", + " graph[i].append((M[i][j], (i, j)))\n", + " graph[j].append((M[i][j], (j, i)))\n", + "\n", + " # Appliquer l'algorithme de Prim pour obtenir un arbre couvrant de poids minimum\n", + " minimum_spanning_tree = prim_algorithm(graph)\n", + "\n", + " # Utiliser un parcours en profondeur pour créer la tournée\n", + " visited = [False] * n\n", + " tour = []\n", + " start_vertex = minimum_spanning_tree.pop()[0][0] # Choix arbitraire d'un sommet de départ\n", + " depth_first_search(graph, start_vertex, visited, tour)\n", + "\n", + " return tour\n", + "\n", + "# Test de l'algorithme avec l'exemple des 5 villes\n", + "distances_5villes = [\n", + " [0, 376, 377, 167, 475],\n", + " [376, 0, 244, 556, 646],\n", + " [377, 244, 0, 538, 404],\n", + " [167, 556, 538, 0, 314],\n", + " [475, 646, 404, 314, 0]\n", + "]\n", + "\n", + "T_arbre = tournee_arbre(distances_5villes)\n", "\n", "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_fourmis, coordonnees_48villes, noms_48villes, 5)" + "print(T_arbre)\n" ] } ], diff --git a/2A/Maths/tp/Optimisation/3_tp/TP3.pdf b/2A/Maths/tp/Optimisation/3_tp/TP3.pdf new file mode 100644 index 0000000..b618052 Binary files /dev/null and b/2A/Maths/tp/Optimisation/3_tp/TP3.pdf differ diff --git a/2A/Maths/tp/Optimisation/3_tp/tp3.ipynb b/2A/Maths/tp/Optimisation/3_tp/tp3.ipynb index de0fce3..8ff392b 100644 --- a/2A/Maths/tp/Optimisation/3_tp/tp3.ipynb +++ b/2A/Maths/tp/Optimisation/3_tp/tp3.ipynb @@ -189,6 +189,7 @@ " distance = 0\n", " for i in range(len(T) - 1):\n", " distance += M[T[i]][T[i+1]]\n", + " distance += M[T[0]][T[-1]]\n", " return distance\n", "\n", "def echange(T, i, j):\n", @@ -270,22 +271,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "dd3ea66c", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "Graphics object consisting of 50 graphics primitives" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ + "solution = DescenteGradient(distances_48villes)\n", + "while eval (solution, distances_48villes) >= 19000:\n", + " solution = DescenteGradient(distances_48villes)\n", + "print (\"Meilleure solution:\", solution) \n", + "print(\"Longueur de la tournée:\", eval(solution, distances_48villes))\n", + "afficher_tournee(solution, coordonnees_48villes, noms_48villes, 5)\n", + "\n", "T_descente = DescenteGradient(distances_48villes)\n", "\n", "# Affichage de la tournée obtenue\n", @@ -302,19 +299,39 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 10, + "id": "684927c7", + "metadata": {}, + "outputs": [], + "source": [ + "nb_generations=10\n", + "nb_croisements=100\n", + "taille_population=100\n", + "prob_mutation=0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "id": "34f7316f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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mY7XiYL01gBIUDNoGJhQPYQ5AXIhEbKB9dKzWH39ILVtKDz1kY7Xq1nVdIYDSEgpJ337rugrvIswBcGr1auvATZwoff+9dNhh0tVX227U4493XR2AshAMSgsWuK7CuwhzAMrcli2xsVoffCBVrmxjtZ5+2oZxM1YL8JfomrlIhHWwxUGYA1AmsrOld96xDtycObYurl07C3TduzNWC/CzYND+Tdi8maOFioMwB6DURCKxsVovv2xjtZo2le6+2yYzMFYLgGSdOcm6c4S5oiPMAShxa9fGxmp99ZVUp05srNbJJ3MZBUBe0TC3bp3NUUbREOYAlIgdO2Jjtd5918ZoXXSRdP/9drI7Y7UAFCQYtLecNVc8hDkAxRYOS++/HxurtX271KaN9K9/2Vgtn41HBFBMaWl246y54iHMASiyb7+NjdX65RcbpXXLLTZWq2FD19UB8CIODi4+whyAQtm40Q7zzciQFi+2rlt0rFbr1qyDA3BoGOlVfIQ5AAXavVt6/XULcHPn2n0XXGCXVDt3ZqwWgJJDZ674CHMA8ohEpP/8xwLc1Kk2VqtVK+mRR2ysVp06risEkIhCIenrr11X4U2EOQCSpB9/jI3VWrnSzoC75hobq8VRAQBKG5254iPMAT62ZYs0fbp14T780MZqXXyx9O9/21itpCTXFQLwi1DIrgTs3i1VqOC6Gm8hzAE+s3evjdXKyJBeecU+bt/eOnLdu1ugA4CylvusuSOPdFuL1xDmAB+IRKSlS2NjtTIzpeOPl8aMsckMhx3mukIAfpd7pBdhrmgIc0ACW7NGeukl67otWybVrSv172/r4Jo35zgRAPEj2plj3VzREeaABLNjhzR7dmysVvnyUrdu0tixNlYrhf/qAcSh2rWl5GTOmisO/lkHEkBOjrRwoXXgZsywQHfWWdIzz9iGBsZqAYh3ycl29YDOXNER5gAPW748Nlbr11+lxo2lESNsrFaDBq6rA4CiYQpE8RDmAI/ZsCE2Vuvzz63r1qePjdU6/XTWwQHwLs6aKx7CHOABWVmxsVpvvmn3de4s3X67veVMJgCJIBSSvvzSdRXeQ5gD4lQkIn3ySWys1ubN0imnSI8+ap242rVdVwgAJSsUkt5+23UV3kOYA+LMDz/ExmqtWiXVry8NHmzHiRx3nOvqAKD0BIPS+vVSOMwEmqIgzAFxYPPm2Fitjz6S0tJsF+r48dLZZ/OPGgB/CIVsKs2mTVx9KArCHODI3r12OSEjQ3r1Vfv4vPPskN+LLmKsFgD/yT3SizBXeIQ5oAxFItL//hcbq7Vhg9SsmXTvvTZWq1491xUCgDvRkV7r1tm/jSgcwhxQBn791TpuGRnSN99I6em2Bu6yy6STTuI4EQCQGOlVXIQ5oJRs3x4bqzV/vh0f0q2b9NBDdjmVsVoAkFelSlK1ahwcXFT8OgFKUE6OtGCBBbhZs2ys1tln20aGiy+2f6QAAAXj4OCiI8wBJeCbb2JjtdaskY4+WrrtNhurddRRrqsDAO9gpFfREeaAYsrMjI3VWrJEqlFD6tvX1sGddhrr4ACgOOjMFR1hDiiCrCzptddiY7WSkmyc1t/+Jl1wAWO1AOBQhUK26x+FR5gDDiISkRYtsokMU6dKW7ZY5+3xx6VLLuEsJAAoSXTmio4wBxRg1arYWK0ffpCOOEK67jq7jHrssa6rA4DEFApJW7dKO3dKqamuq/EGwhyQyx9/xMZqLVokVaki9eolPfecdNZZjNUCgNKWewpEw4Zua/EKwhx8b+9e6a23YmO1srOl88+3CQ0XXcRfhgBQlqJTIAhzhUeYgy9FIrYDdeJEafJkG6t10knSfffZWK3oPyYAgLLFFIiiI8zBV375JTZWa/ly+0fj8stjY7UAAG7VqiWVK8dZc0VBmEPC277dpjFkZEjvvWfHh3TvLj3yiNS+PWO1ACCeBALsaC0qfo0hIeXkWHCLjtXauVM65xzbyNCzp1S1qusKAQAFCQbpzBUFYQ4JZdkyWwc3aZK0dq10zDHSHXfYWK0jj3RdHQCgMEIhOnNFQZiD561fb5sYMjLs1PCaNWNjtU49lbFaAOA1waD0+eeuq/AOwhw8KSvLjhHJyLBjRZKSpAsvlO6808ZqlS/vukIAQHHRmSsawhw8IxKRPvrILqNOm2ZjtU4/XfrnP6XevW0HFADA+4JBKTPT1j8nJ7uuJv4R5hD3Vq6MjdX68Udb+zZ0qF1GPeYY19UBAEpaKGRBbuNGKT3ddTXxjzCHuLRpk3XfJk6UPv7Yxmr17m0B7i9/YawWACSy3CO9CHMHR5hD3NizJzZW67XXbKxWhw62uaFrV8ZqAYBfRKfwrFvHge6FQZiDU5GI7ViKjtXauFFq3ly6/34bqxX96wwA4B/RbhybIAqHMAcnfvnFzoLLyJC+/dZC24ABdhn1xBNdVwcAcKlCBTtmioODC4cwhzKzbVtsrNaCBVLFilKPHtJjj0nt2jFWCwAQw0ivwuPXJ0pVTo40f35srNauXVLbttLzz9tYrSpVXFcIAIhHoRCducIizKFUfPWVrYN76SUbq3XssdLIkVL//ozVAgAcXDAo/fST6yq8gTCHErN+vfTyy9aFW7rUDvHt21e6/HKpVSvGagEACi8Ukj791HUV3kCYwyHZtSs2Vuvtt+2k7i5dpNGjpU6dGKsFACgeRnoVHmEORRYO21itjAxp+nRp61apdWvpySftYN+aNV1XCADwumBQ2rFD2r5dSktzXU18I8yh0L7/PjZWa/Vq6aijpBtusONEjj7adXUAgESS++BgfsccGGEOB7RpkzR1qgW4Tz6Rqla17tvll0tnnslYLQBA6cg90oswd2CEOexnzx7pzTftMurrr9vxIh06SFOm2FitSpVcVwgASHS5O3M4MMIcJNlYrcWLY2O1fv9dOvlkaexY25HKoGMAQFmqVs0mQXDW3MER5nzu559jY7VWrLC/hAYNsnVwJ5zgujoAgF8FAuxoLSzCnA9t3SrNnGlduAULpNRUG6v1xBM2Vis52XWFAADYujk6cwdHmPOJnBzp3XetAzd7tpSVZWO1XnjBghxjtQAA8YbOXOEQ5hLcl1/GxmqtWycdd5x05502Vqt+fdfVAQBQsGBQ+vhj11XEP8JcAvrtt9hYrS++kGrXjo3VatmSsVoAAG+gM1c4hLkEsXOn9Mor1oV7+20pJcWOEbnnHqljR8ZqAQC8JxiUNmyQsrPt9xryx4/Gw8Jh6cMPY2O1tm2TzjhDeuopO9i3Rg3XFQIAUHyhkB2dlZkp1avnupr4RZjzoO++i43V+uknqUED6aab7DiRxo1dVwcAQMmIToFYt44wdyCEOY/4/Xcbq5WRIX36qR2mmHusFuvgAACJJjoFguNJDowwF8f27JHmzo2N1QqHpU6dLNR16cJYLQBAYqtb15oVbII4MMJcnIlEpM8+swA3ZYoNum/RQnrwQduRWreu6woBACgb5crZiQx05g6MMBcnfvopNlbru++kww6TrrrK1sE1a+a6OgAA3OB4koMjzDm0das0Y4ZtZFi40MZq9ewpjRtn0xkYqwUA8DtGeh0cYa6MZWfnHau1e7d07rnSiy/aWK20NNcVAgAQP0Ihu2KFghHmysgXX1iAe/ll+wujSRNp9Ggbq3X44a6rAwAgPgWD0gcfuK4ivhHmStG6dbGxWl9+KdWpExur1aIFx4kAAHAw0TVzkQi/NwtCmCthO3dKc+bYOrh33rHxIxddJP3971KHDrYzBwAAFE4wKGVl2TrzatVcVxOfCHMlIBy2FnBGhm1o2LbNDvJ9+mmpVy/GagEAUFzRg4PXrSPMFYQwdwhWrIiN1fr5Z6lhQ+nmm6VLL5UaNXJdHQAA3hcd6fXbb9Jxx7mtJV4R5oro99/tMN+MDDvct3r12FitM87gej4AACUpd2cO+StUmItEIqVdR1zbvVt64w3rwL3xhiQF1KmTNH26dOGFUsWKrisEACAxpaXZOaycNVewAsNcVlaWHn30UU2fPl3Lli3T3r17y7KuuFalSlUlJ5+rypWvVsWKnVyXAwBAwgoEmAJxMPmGuaysLHXr1k0LFixQt27dNGjQIKWmppZ1bXEpHA5r/fr1mj17tjp37qznnntOAwcOdF0WAAAJiykQBxaI5HMNdcKECbryyis1b948tWvXzkVdcS8cDmvQoEGaNm2aNmzYoMqVK7suCQCAhNSrl7R5szRvnutK4lNSfnfOnDlTbdq0IcgdQFJSkkaNGqVdu3bprbfecl0OAAAJi87cgeUb5latWqVWrVqVdS2e06hRI9WoUUMrV650XQoAAAmLNXMHlm+Y27t3rypUqFDWteSxerUtely61GkZB1WhQgU2hwAAUIqCQTsabM8e15XEp3zDXEEGDLCAFb3VqiV17GhzRwEAAEpD9Ky59evd1hGvihTmJAtv69bZbf58mz164YXFL4CUDQAADoSDgw+syGGuQgVrdwaDUvPm0ogR0i+/SBs22ONffSWde65UqZJ17q6+Wtq+Pfb5AwZI3bpJ998v1asnHXOM3f/ZZ9LJJ9sBvK1aSf/73/5f+5tvpAsusAME09Olyy6TNm6MPf7WW1KbNjaVoVYtC5mrVsUeX7jQOoqbN8fuW7rU7lu92j4eNEg68UQ7KFiS9u6VWraU+vcv6k8KAACUhNwjvbC/Ioe53LZvl156SWrc2MLTzp3WuatRQ1q82CYkvPuudN11eT9v/nxp+XLbYvz669KOHRa8jj1WWrJEGj1aGj487+esWyedfbYFyM8/t+C2fr2N0orasUMaNsy+9vz5UlKS1L27FA4X/nt64gl7ndtus49HjbLA+NRTxfkJAQCAQ1Wnjv1OpzOXvyLPZn39deuMSRZ6QiG7LynJgt2uXTa3NHrs2pNPSl26SGPHWjdNsseefVYqX94+fuYZKSdHev55G9lx/PHSr79K114b+7pPPy21aCHdd1/svuefl+rXl777zjp8PXvmrfW556S6da2j16xZ4b6/tDRp0iQLjlWqSA8/bMGwWrWi/qQAAEBJSE623+d05vJX5M5c27Z2aXLpUunTT6Xzz5c6dZJ++sm6bSedFAtyknTmmdYZW7Eidt8JJ8SCnBT7vNxDJlq3zvt1lyyRFiywsBW9HXecPRa9lLpqldSvn9SwoVS1qtSggd3/889F+x5bt7bO4Jgx0s03S2edVbTPBwAAJYvjSQpW5M5c5cp2WTWqZUvrWo0fL0Uitv4sP7nv33dYwv4zKPYXDsc6fPuKLozs0sU6dePH23q8cNg6ctFNFklJ+3+9/E4VCYelRYvsL4Hvvz94bQAAoHRxcHDBDmnNnGQhLSnJLq82bWodux07Yo8vWmSPRzc65KdpU+mLL+w1ov7zn7zPadFC+vpr6aijLEzmvlWubOfPLF8ujRwptWsnNWki/fFH3teoU8fe5k72+Z1j9+CD9lrvvy+9/bY0YUIhfhAAAKDU0JkrWJHD3O7dlox/+80Cz9ChthGiSxfb8VmxonTFFdKyZXZZdOhQ23UaXS+Xn379LPBdeaWtb5s7V3roobzPGTJE2rRJ6tvXdr7+8IP0zju2+zQnxzZd1Kpl6+9WrpTee882Q+TWuLF17kaPtnV2b7xha+JyW7pUuvNOW2935pnS449LN9xgXw8AALhBZ65gRQ5zb71l6TgUkk47LbZr9ZxzbM3b229b6DrlFOnii61L9uSTB37NtDTptdcsyJ18svS3v+1/ObVePevy5eRIHTrY5dMbbrBLvElJdpsyxdbWNWsm3XSTddhyK1dOmjxZ+vZbW6M3dqx0772xx7OyLJAOGGDhVLKA2b69BdKcnKL+tAAAQEkIhSzMFWZplt8EIpH9fyyNGzdWr169dP/997uoyVNCoZCGDBmikSNHui4FAICENWOG1KuXLauqWdN1NfHlkNfMAQAAlDamQBSswDCXT8MO+eDnBABA6WMKRMHyDXOpqanaunVrWdfiOeFwWNu2bVNq7gPyAABAiYuGOTpz+8s3zJ1yyimaN28eXaeD+OSTT7Rz506deuqprksBACChVa5sk5nozO0v3zDXr18/rVy5UiNHjtSe6Im7yGPNmjUaMmSIjjjiCJ1xxhmuywEAIOFx1lz+8t3NKkkPPPCARowYoerVq+v0009XamqqAgWNd/CRcDis3377TZ9++qlq1aql9957T80KO/gVAAAU29lnS4cfbrPgEVNgmJOkL7/8UtOmTdOyZcuUlZVVlnUVS2amHfp79NGxuawlLRAIqHr16mrXrp26d++uWrVqlc4XAgAAefTpY7/r33vPdSXx5YBhzotGjpTuu0968007XBgAACSGm26y4QXLl7uuJL4k3Dlzd98tdexoY78YwQUAQOJgpFf+Ei7MJSfbtfSaNaXu3aUdO1xXBAAASkIoJG3eLO3a5bqS+JJwYU6SatSQZs+WVq6U/vpX5rgBAJAIomfNrV/vto54k5BhTpJOOEGaMEGaPFl69FHX1QAAgEPFSK/8pbguoDT17i0tWSLdcovUvLl07rmuKwIAAMXFSK/8JWxnLurvf7cQ17u39NNPrqsBAADFVauWlJJCZ25fCR/mUlKkKVNsBEiPHiyaBADAq5KSpPR0OnP7SvgwJ1mSnz3bzqW55ho2RAAA4FWM9NqfL8KcZGvmnn1WysiQnnzSdTUAAKA4OGtuf74Jc5LUr590443SsGHSBx+4rgYAABQVnbn9+SrMSdIDD0ht2ki9ekm//uq6GgAAUBR05vbnuzBXrpw0dapUoYLUs6eUleW6IgAAUFihkB0aHA67riR++C7MSVLdutKsWdIXX0jXXceGCAAAvCIYlLKzpd9/d11J/PBlmJOkVq2kf/1Leu456ZlnXFcDAAAKgykQ+/NtmJOkAQOkIUOkoUOljz92XQ0AADgYpkDsz9dhTpIeeUQ67TRbP7d2retqAADAgUTDHJ25GN+HufLlpenT7VTpXr2kPXtcVwQAAApSsaJUowadudx8H+YkS/kzZ0qLF9s5dAAAIH4Fg3TmciPM/en006Vx46Snn7ZNEQAAID5xcHBehLlc/vpXuw0eLH32metqAABAfjg4OC/C3D7++U/p5JOlHj3sUEIAABBf6MzlRZjbR4UKtn4uO1vq3Vvau9d1RQAAIDc6c3kR5vJx2GHSjBl29tzw4a6rAQAAuYVC0rZt0o4driuJD4S5ArRpIz32mPTEE9LEia6rAQAAURwcnBdh7gAGD7YpEVdfLf33v66rAQAAEiO99kWYO4BAwI4qadZM6t5d2rjRdUUAAIDOXF6EuYOoWFGaNUvatUu65BLbGAEAANypUcMmONGZM4S5QqhfX5o2TXr/fen2211XAwCAvwUC7GjNjTBXSOecIz30kN2mTHFdDQAA/sZZczGEuSK44Qapf39p0CDpiy9cVwMAgH/RmYshzBVBICA984x07LG2IWLTJtcVAQDgT3TmYghzRZSaahsitmyR+vWTcnJcVwQAgP+EQnTmoghzxdCgga2bmzdPGjXKdTUAAPhPMChlZtJUkQhzxXbeedI//iHdf7/NcgUAAGUnFJLCYWnDBteVuEeYOwTDh0u9e0tXXCF9/bXragAA8I/owcGsmyPMHZJAQHruObvs2r27tHmz64oAAPCH6Egv1s0R5g5ZWpo0e7a1eS+91Fq+AACgdNWta2/pzBHmSkTjxtLLL0tz50p33+26GgAAEl/58lLt2oQ5iTBXYjp1ksaMke65R3r1VdfVAACQ+Dg42BDmStDtt9vauUsvlb791nU1AAAkNg4ONoS5EpSUJL34onT44Rbqtm51XREAAImLzpwhzJWwKlVsQ8TatXZkCRsiAAAoHXTmDGGuFBx7rDRxojRnjh0qDAAASl60MxeJuK7ELcJcKenaVbrrLhv3NXeu62oAAEg8oZC0c6e0bZvrStwizJWiO++UOneW+vWTVq50XQ0AAIklOgXC7+vmCHOlKClJmjTJDjbs3l3avt11RQAAJI7oFAi/r5sjzJWyatVs7dzq1dKgQVzXBwCgpNCZM4S5MtC0qR1ZMn269OCDrqsBACAxVK0qVapEZ44wV0Z69LBDhW+/XZo3z3U1AAB4XyBgl1rpzKHMjBkjnXee1KeP9OOPrqsBAMD7gkE6c4S5MpScLL38slS9um2I2LnTdUUAAHgbnTnCXJmrWdMmRHz/vfTXv7IhAgCAQ0FnjjDnxIknSs89Z126xx93XQ0AAN5FZ05KcV2AX/XpIy1ZIg0fLp10ktS2reuKAADwnmBQ2rBB2rtXKlfOdTVu0Jlz6P77pXPOkXr3ln7+2XU1AAB4T/Tg4MxMt3W4RJhzKCVFmjJFqlzZji7Ztct1RQAAeEv04GA/r5sjzDlWu7ZtiPj6a+naa9kQAQBAUTDSizAXF04+WXrmGZsS8dRTrqsBAMA76tSxw4P9vAmCDRBx4rLLbEPEjTfabte//MV1RQAAxL+UFKluXTpziBMPPiideabUq5e0Zo3ragAA8IZg0N+dOcJcHClXTpo61d727Cnt3u26IgAA4l8oRGcOcSQ9XZo1S1q6VBo61HU1AADEPzpziDunnCI9/bQ0frxtjAAAAAXze2eODRBxauBAafFi6brrpBNOkFq3dl0RAADxKdqZi0RsZ6vf0JmLY489Zl26nj39/RcHAAAHEgrZOvPNm11X4gZhLo6VLy/NmGHv9+ol7dnjth4AAOJR9OBgv66bI8zFuVBImjlT+uwzadgw19UAABB//D7SizDnAa1bS//8pzRunDRhgutqAACIL9Ew59fOHBsgPOLqq6XPP7f5rc2a2Vo6AAAgpaXZjc4c4logID35pNS8udSjh5SZ6boiAADiRyjk384cYc5DKlSwDRF79ki9e0t797quCACA+BAM0pmDRxx+uDR9urRokXTrra6rAQAgPtCZg6ecdZb06KN2Dt2kSa6rAQDAPTpz8JwhQ6QrrrCNEf/7n+tqAABwi84cPCcQsPmtTZpI3btLGze6rggAAHeCQWnTJpsE4TeEOQ+rVEmaNUvasUPq00fKznZdEQAAbvh5CgRhzuOOPFKaNk1auFC64w7X1QAA4IafDw4mzCWAtm2lBx6QHnzQgh0AAH4T7cz5cRMEYS5B3HST1LevNHCg9NVXrqsBAKBs1a4tJSfTmYOHBQLSs89KRx8tdesm/fGH64oAACg7SUlSejqdOXhcaqo0e7a0ebPUv7+Uk+O6IgAAyk4wSGcOCaBBA2nyZOntt6W77nJdDQAAZScUojOHBHH++dJ990l//7sdXQIAgB/49eBgwlyCuvVW6eKLbUrEN9+4rgYAgNLn15FehLkEFQhIEybYOXTdu0tbtriuCACA0hUKSevXS+Gw60rKFmEugaWlSXPm2P+xL7vMf//nBgD4SzAo7d1rY738hDCX4Bo3ll56SXr9dWnMGNfVAABQevw60osw5wOdO0v33CONHi299prragAAKB3RkV5+WzdHmPOJO+6QLrpIuvRS6bvvXFcDAEDJ8+t8VsKcTyQlSRkZ1oLu1k3ats11RQAAlKxKlaRq1ejMIYFVrWobIn79VRowQIpEXFcEAEDJ8uNZc4Q5nznuOGniRDtM+B//cF0NAAAly49nzRHmfOiii6RRo6S//U166y3X1QAAUHLozME3Ro+WOnWS+vaVVq1yXQ0AACWDzhx8IynJzp+rXdsmROzY4boiAAAOXShEmIOPVK9uGyJ++EG68ko2RAAAvC8YlLZulXbudF1J2SHM+dzxx0svvCBNnSo9/LDragAAODR+nAJBmIMuvli67TZpxAjp3XddVwMAQPH58eBgwhwkSffeK7VvL/XpI61e7boaAACKJ9qZ89O6OcIcJEnJydLkyXawcPfu/lprAABIHDVrSuXK0ZmDT9WsKc2eLa1YIV19NRsiAADeEwj473gSwhzyOOkk6bnn7NiSJ55wXQ0AAEXnt4ODU1wXgPjTt6+0ZIl0881S8+bS2We7rggAgMKjMwfI5raefbbUq5f0yy+uqwEAoPD81pkjzCFfKSnSlClSpUpSjx5SVpbrigAAKBw6c8Cf6tSxDRHLlkmDB7MhAgDgDaGQlJkp5eS4rqRsEOZwQC1aSP/+tzRhgvSvf7muBgCAgwsGLcht3Oi6krJBmMNBXX65NHSodP310kcfua4GAIAD89tIL8IcCuXhh6XWrW1DxNq1rqsBAKBg0ZFeflk3R5hDoZQrJ02fbpMiLr5Y2r3bdUUAAOQvPd3e0pkD9pGeLs2aZWfQ3XCD62oAAMhfhQo21YjOHJCPU0+VnnrKNkU8+6zragAAyJ+fzppjAgSK7Morpc8/l4YMkU44QTrtNNcVAQCQl5/OmqMzh2J5/HGpVSupZ0///OUDAPAOP3XmCHMolvLlbUNETo7tcN2zx3VFAADE0JkDCqFePWnGDOnTT6Wbb3ZdDQAAMaEQYQ4olDPPlJ54QnrySenFF11XAwCACYWkHTuk7dtdV1L6CHM4ZP/v/0mDBtnbJUtcVwMAgL8ODibM4ZAFAtK4cdKJJ0rdu0sbNriuCADgd34a6UWYQ4moWFGaOdMmQ/TuLWVnu64IAOBndOaAYqhf33a4fvSRNGKE62oAAH5WrZo1GujMAUV01lnSww9Ljzwivfyy62oAAH4VCPjneBLCHErc0KHSZZdJV10lLV3quhoAgF/55eBgwhxKXCBgs1uPO07q0UP6/XfXFQEA/IjOHHAIKlWSZs+Wtm6V+va1SREAAJQlOnPAITrySGnaNGn+fOlvf3NdDQDAb+jMASXg3HOlBx6Qxo61na4AAJSVUMjOPk3047IIcyh1w4ZJffpIAwdKy5a5rgYA4BfBoBSJSJmZrispXYQ5lLpAQHr2WalRI6lbN+mPP1xXBADwA79MgSDMoUxUrizNmiVt2iRdeqkUDruuCACQ6PwyBYIwhzLTqJE0ebL05pvS6NGuqwEAJLr0dLs6RGcOKEEdOkj33SeNGSPNmeO6GgBAIktJkerUoTMHlLgRI6SePaXLL5eWL3ddDQAgkQWDdOaAEhcISBMmSPXrS92728HCAACUhlCIzhxQKqpUscusv/1mHTo2RAAASoMfDg4mzMGZo4+WJk2SXnlF+vvfXVcDAEhEfhjpRZiDUxdeKN19t3TXXdIbb7iuBgCQaKKduUjEdSWlhzAH50aOlLp0kfr3l77/3nU1AIBEEgpJWVmJvT6bMAfnkpKkjAz766lbN2nbNtcVAQAShR8ODibMIS5UqybNni39/LPNcE3kdjgAoOz4YaQXYQ5xo0kT69DNnCmNHeu6GgBAIqAzB5Sx7t1tDd0dd0hvv+26GgCA11WpYvPB6cwBZWj0aKlTJ6lvX+mHH1xXAwDwukQ/a44wh7iTnGznz9WsaZ26HTtcVwQA8LJEP2uOMIe4VKOGTYhYtUr661/ZEAEAKD46c4AjzZrZDNfJk6VHH3VdDQDAq+jMAQ716iXdeqt0yy3Se++5rgYA4EV05gDH7rtPatdO6t1b+ukn19UAALwmFJJ+/13as8d1JaWDMIe4l5xsl1qrVJF69JB27XJdEQDAS6IHB69f77aO0kKYgyfUqmUTIpYvl665hg0RAIDCix4cnKjr5ghz8IzmzaVnn7UpEU8+6boaAIBXRDtzibpuLsV1AUBR9Osnff65NGyYdNJJ0llnua4IABDvateWkpLozAFx44EHpDZtbKfrr7+6rgYAEO+Sk6X09MTtzBHm4DkpKdK0aVKFClLPnlJWluuKAADxLpGPJyHMwZPq1JFmzZK++EK67jo2RAAADiyRDw4mzMGzWrWS/vUv6bnnpGeecV0NACCe0ZkD4tSAAdaZGzpU+vhj19UAAOIVnTkgjj3yiHTaabZ+bu1a19UAAOJRMGhhLhGX5RDm4HnlyknTp9u28169EndcCwCg+EIh+/3wxx+uKyl5hDkkhGBQmjnTzqC78UbX1QAA4k10CkQirpsjzCFhnH66NG6c9PTTtikCAICo6BSIRFw3xwQIJJSrrpIWL5YGD5ZOOEE69VTXFQEA4gGdOcBDnnhCatFC6tFDWr/edTUAgHiQmipVrZqYnTnCHBJOhQq2fi4nR+rdW9q713VFAIB4kKhnzRHmkJDq1bMdrh9/LA0f7roaAEA8SNSz5ghzSFht2kiPP26XXSdOdF0NAMC1UIjOHOA5114rDRwoXX219N//uq4GAOBS9ODgREOYQ0ILBKSnnpKaNZO6d5c2bnRdEQDAFTpzgEdVrCjNmiXt2iVdcomUne26IgCAC8GgtHmzlJXlupKSRZiDL9SvL02bJr3/vnT77a6rAQC4kKgHBxPm4BvnnCM9/LD00EPSlCmuqwEAlLXowcGEOcDDrr9euvRSadAg6YsvXFcDAChL0c5coq2bI8zBVwIB6d//lo491jZEbNrkuiIAQFmpWVNKSSHMAZ6XmirNni1t2SL162eTIgAAiS8pKTGPJyHMwZeOOkqaOlWaN08aNcp1NQCAspKII70Ic/Ct9u2lf/xDuv9+m+UKAEh8iTjSizAHXxs+XOrdW7riCunrr11XAwAobXTmgAQTCEjPPy81bGgbIjZvdl0RAKA00ZkDElDlyrYhYsMGO7YkHHZdEQCgtASD0vr1ifVvPWEOkNSokTR5sjR3rnT33a6rAQCUllDIxjr+/rvrSkoOYQ74U8eO0r33SvfcI736qutqAAClIToFIpHWzRHmgFxuv13q0cMut377retqAAAlLRHnsxLmgFwCAemFF6TDD7cNEVu3uq4IAFCS6MwBPlClim2IWLvWjixJpEWyAOB3FSpINWrQmQMS3rHHSpMmSXPm2KHCAIDEEQrRmQN8oUsXafRoG/c1d67ragAAJSXR5rMS5oADGDVKuvBCqV8/aeVK19UAAEoCnTnAR5KSpIkTpfR02xCxfbvrigAAh4rOHOAz1arZhojVq6VBg6RIxHVFAIBDQWcO8KGmTaUXX5SmT5cefNB1NQCAQxEMStu2STt2uK6kZBDmgELq0UO64w47WHjePNfVAACKK9EODk5xXQBQGrZv36433nhD7733njZv3lxirxuJSHXr2qaI886TKlcusZcuMYFAQNWrV1f79u11wQUXKDU11XVJABBXch8c3KiR21pKQiASYQUQEsuKFSvUtm1brVu3Ts2aNVPdunWVlFSyTejoQcIl/LIlIhwOa926dVq+fLmOPPJILVy4UEcddZTrsgAgbvzxh1Szpi2dufhi19UcOjpzSCg5OTnq2LGjatSooQ8++ECNGzd2XZIzy5cvV9euXdW5c2ctW7ZMgUDAdUkAEBeqV7dJEImyCSIO+wpA8S1atEirV6/W+PHjfR3kJKlJkyYaN26cvvnmGy1dutR1OQAQNwKBxDqehDCHhPLJJ5+oatWqOv30012XEhfatm2rcuXK6eOPP3ZdCgDElWCQzhwQl3bs2KFq1aqV+Bq5A1m40P7KK8F9FiWmXLlySktL03ZOOwaAPEIhOnNA3Np3bVggcODbgAFu6iwrrJUDgP0lUmeODRBIeLn/Y506VbrzTmnFith9lSqVfU0AALfozAEeEgzGbtWqxRa+Rm8vv2znDJUvLx17rM1ijVq92p6fe//A5s1238KFBX/NmTOl44+33VJHHSU9/HDexwMBac6cvPdVry698IK9v2ePdN119o9NxYr2GvffH3vuli3S1VfbmXdVq0rnnit98UWRfiwA4GuhkJSZKeXkuK7k0BHm4GuzZ0s33CDdfLO0bJn0//6fNHCgtGBB8V9zyRKpd2+pTx/pq6+k0aOlUaNiQa0wnnhCevVVado06yJOmmSBTrKDizt3tr8o5861r9eihdSunbRpU/HrBgA/CQbtzNANG1xXcui4zApfe+ghWzM3eLB9PGyY9J//2P1t2xbvNR95xILVqFH28THHSN98YzNdC7s+7+efpaOPltq0sS7ekUfGHluwwEJiZqZ1/qLfx5w50owZ1rEDABxYdKTXunWxiRBeRWcOvrZ8uXTmmXnvO/NMu7+kX/P77wvfzh8wwC7tHnusdP310jvvxB5bskTavl2qVUtKS4vdfvxRWrWq+HUDgJ9EA1wirJujMwff23ezZyQSuy96wknuoXd79x749XJ/fu779v2a+96X+3VbtLBw9uab0rvv2mXb9u2t8xYO21+U+a3Zq179wLUBAEx6ur1NhB2thDn4WpMm0kcfSZdfHrvv44/tfkmqU8ferlsnnXyyvX+wYQpNm9pr5vbxx3a5NTk59rq5/wH5/ntp5868n1O1qnTJJXa7+GKpY0dbE9eihf0lmZISW0cHACiacuWk2rXpzAGed8st1vWKbiB47TVp1izrhkl2bMnpp0v/+IcFp40bpZEjD/yaN98snXKKNGaMBbFPPpGefFJ66qnYc8491+47/XTrtI0YYf+wRD36qHXfmje37uD06XZJoHp169C1bi116yaNHWuXYteutc0Q3bpJrVqV6I8IABJWKJQYnTnWzMHXunWTHn/cNiccf7z0739LEyZI55wTe87zz9sl0FatbOfrvfce+DVbtLBdqFOmSM2a2bl299yTd/PDww9L9etLZ50l9esnDR8upabGHk9Ls6DWqpUFw9WrLawlJdkl2rlz7XMHDbKOX58+9pzoZQMAwMElynzWQCSy78odwLvuvPNOvfjii/rpp59clxI3atWqpVtvvVUjRoxwXQoAxJUrrrCNY/sujfEaOnMAAMCXEqUzR5gDAAC+FF0z5/VrlIQ5JJSUlBTt2bPHdRlxZffu3SqXe3cFAECSdeZ27pS2bXNdyaEhzCGhNGjQQOvXr9fatWtdlxIXVq5cqR07dqhBgwauSwGAuBOdAuH1S62EOSSUCy+8UCkpKXrwwQfl9709kUhEDzzwgFJTU9WhQwfX5QBA3IlOgfD68SScM4eEUqNGDd1333265ZZb9NVXX6lbt25KT09XUpJ//m4Jh8Nat26dZs6cqQ8++EBPP/20UnOfewIAkJQ4nTnCHBLO8OHDVa9ePY0fP1433HCDwuGw65LKXHJystq2basZM2aoZ8+erssBgLhUpYqd8en1zhznzCGhZWdna/v27a7LKFOBQEBpaWlKjs4OAwAUqFEjqVcvm/TjVXTmkNBSUlJUnenzAIACJMJIL/8sJAIAANhHIhwcTJgDAAC+RWcOAADAw+jMAQAAeFgoJG3YIO3d67qS4iPMAQAA34oeHJyZ6baOQ0GYAwAAvhU9ONjL6+YIcwAAwLeinTkvr5sjzAEAAN+qW1dKSqIzBwAA4EnJyVKdOnTmAAAAPMvrZ80R5gAAgK95/aw5whwAAPA1OnMAAAAeFgwS5gAAADwrFLLLrJGI60qKhzAHAAB8LRSSdu+WNm92XUnxEOYAAICvef3gYMIcAADwNa+P9CLMAQAAX6MzBwAA4GGVK0tVqtCZAwAA8CwvHxxMmAMAAL7n5YODCXMAAMD36MwBAAB4GJ05AAAAD6MzBwAA4GGhkLRpk02C8BrCHAAA8L3oWXPr17utozgIcwAAwPe8PAWCMAcAAHzPy1MgCHMAAMD3ateWkpPpzAEAAHhSUpKUnk5nDgAAwLO8etYcYQ4AAECEOQAAAE/z6sHBhDkAAADRmQMAAPC0YNAODQ6HXVdSNIQ5AAAAWWdu714b6+UlhDkAAAB59+BgwhwAAIC8O9KLMAcAACA6cwAAAJ5WsaJUvTqdOQAAAM/y4llzhDkAAIA/efGsOcIcAADAn+jMAQAAeBidOQAAAA+jMwcAAOBhoZC0ZYu0a5frSgqPMAcAAPAnL541R5gDAAD4kxenQBDmAAAA/hQNc3TmAAAAPKhGDal8eTpzAAAAnhQIeG9HK2EOAAAgl2CQzhwAAIBnee3gYMIcAABALlxmBQAA8DA6cwAAAB4WDEqZmVJOjutKCocwBwAAkEsoZEFu40bXlRQOYQ4AACAXr430IswBAADk4rWRXoQ5AACAXNLT7S2dOQAAAA8qX16qVYvOHAAAgGd56aw5whwAAMA+vHTWHGEOAABgH17qzKW4LgAAAGBf4XBYixYt0qJFi7R9+/Yy//orV0orVkgjR5b5l/4/ycnJCoVC6tKliw477LACnxeIRCKRMqwLAADggFatWqUOHTpo1apVqlq1qqpXr65AIFCmNYTDdnBwuXJl+mXzyM7O1vr165Wdna1rrrlG48aNU1LS/hdV6cwBAIC4kZWVpbZt26pSpUr66KOP1Lp163wDjF9s2bJFzz//vG6++WbVqVNH99xzz37PoTMHAADixpw5c9S9e3d9/fXXatq0qety4sZ1112n2bNn65dfftkv3Po36gIAgLjz3nvv6eijjybI7aNbt25au3atvvvuu/0eI8wBAIC4sWXLFtWtW9d1GcV2zjnSjTfGPj7qKOmxx2IfBwLSnDlFf93oz2Tz5s37PUaYAwAAcaWgzQ4DBlgYuuaa/R8bPNgeGzCgVEs7qFmzpDFjSv51D7RukDAHAAA8o359acoUadeu2H1ZWdLkydIRRxzaa+/de2ifL0k1a0pVqhz66xQFYQ4AAHhGixYW2mbNit03a5aFvJNPjt331ltSmzZS9eo2Z/XCC6VVq2KPr15tnbxp0+zSaMWK0qRJ0k8/SV26SDVqSJUrS8cfL82dG/u8b76RLrhASkuT0tOlyy6TNm6MPb7vZdaDWbNGuuQS+3q1akkXXWS1FQVhDgAAeMrAgdKECbGPn39eGjQo73N27JCGDZMWL5bmz5eSkqTu3e38uNxGjJCuv15avlzq0EEaMkTavVv64APpq6+ksWMtuEk23uvss6XmzaXPP7fAuH691Lt38b6PnTultm3t9T/4QProI3u/Y0dpz57Cvw7nzAEAAE+57DLp9ttj3bVFi+zS68KFsef07Jn3c557Tqpb1zprzZrF7r/xRqlHj9jHP/9sn3vCCfZxw4axx55+2jqD990Xu+/5560r+N130jHHFO37mDLFQuazz9r3IVlIrV7dvpfzzy/c6xDmAACAp9SuLXXuLL34ohSJ2Pu1a+d9zqpV0qhR0n/+Y5dBox25n3/OG+Zatcr7eddfL117rfTOO1L79hbsTjzRHluyRFqwINap2/frFTXMLVliY8P2XWOXlZX3kvDBEOYAAIDnDBokXXedvT9u3P6Pd+liHbPx46V69SzMNWu2/+XLypXzfnzVVXa59Y03LNDdf7/08MPS0KH2Gl262KXXfYVCRf8ewmGpZUvppZf2f6xOncK/DmEOAAB4Tu51ZR065H3s999tDdy//y395S9230cfFf6169e340+uucYu544fb2GuRQtp5kw7Oy6lBBJUixbS1Kl2+bdq1eK/DhsgAACA5yQnW2Bbvtzezy26M/SZZ+wy5nvv2WaIwrjxRuntt6Uff5T++1/73CZN7LEhQ6RNm6S+faXPPpN++MG6d4MGSTk5Rf8e+ve3y8MXXSR9+KF9zfffl264Qfr118K/DmEOAAB4UtWq+Xe0kpJsc8GSJXZp9aabpAcfLNxr5uRYaGvSxLp/xx4rPfWUPVavnm22yMmxbmCzZha8qlWzr1lUqam2i/WII2wTRpMmFgx37Spapy4QiUQiRf/yAAAAJe+KK67QDz/8oA8//NB1KXFl2bJlOuGEE/TJJ5/o9NNPz/MYnTkAAAAPI8wBAAB4GGEOAADEjeTkZGVnZ7suI+5EfybJ++72EGEOAADEkXr16mnVqlXKKc720AS2YsUKSfbz2RdhDgAAxI2uXbtqw4YNmjlzputS4kZ2drbGjx+vli1b6rDDDtvvcQ4NBgAAceOUU05R165ddfnll+vzzz9Xp06dVLNmTQWiw0t9JDs7WytWrNCzzz6r999/X7Nmzcr3eRxNAgAA4sqePXt066236uWXX9aGDRtcl+PcKaecopEjR6pr1675Pk6YAwAAcSk7O1srV67Utm3bXJfiRHJyskKhkEIHGfxKmAMAAPAwNkAAAAB4GGEOAADAwwhzAAAAHkaYAwAA8DDCHAAAgIf9f9FyfArRyKzwAAAAAElFTkSuQmCC\n", "text/plain": [ "Graphics object consisting of 6 graphics primitives" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Distance totale de la tournée : 1101\n" + ] } ], "source": [ @@ -368,12 +385,15 @@ " meilleure_tournee = min(population, key=lambda T: eval(T, M))\n", " return meilleure_tournee\n", "\n", - "\n", "# Utilisation de l'algorithme génétique\n", - "T_genetique = AlgoGenetique(distances_5villes, nb_generations=20, nb_croisements=20, taille_population=50, prob_mutation=0.9)\n", + "T_genetique = AlgoGenetique(distances_5villes, nb_generations, nb_croisements, taille_population, prob_mutation)\n", "\n", - "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_genetique, coordonnees_5villes, noms_5villes, 10)" + "# Calcul de la distance totale de la tournée obtenue\n", + "distance_totale = eval(T_genetique, distances_5villes)\n", + "\n", + "# Affichage de la tournée obtenue et de la distance totale\n", + "afficher_tournee(T_genetique, coordonnees_5villes, noms_5villes, 10)\n", + "print(f\"Distance totale de la tournée : {distance_totale}\")" ] }, { @@ -386,26 +406,37 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 35, "id": "cb728b1f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "Graphics object consisting of 21 graphics primitives" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Distance totale de la tournée : 5963\n" + ] } ], "source": [ - "T_genetique = AlgoGenetique(distances_20villes, nb_generations=100, nb_croisements=20, taille_population=50, prob_mutation=0.01)\n", + "T_genetique = AlgoGenetique(distances_20villes, nb_generations, nb_croisements, taille_population, prob_mutation)\n", "\n", - "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_genetique, coordonnees_20villes, noms_20villes, 10)" + "# Calcul de la distance totale de la tournée obtenue\n", + "distance_totale = eval(T_genetique, distances_20villes)\n", + "\n", + "# Affichage de la tournée obtenue et de la distance totale\n", + "afficher_tournee(T_genetique, coordonnees_20villes, noms_20villes, 10)\n", + "print(f\"Distance totale de la tournée : {distance_totale}\")" ] }, { @@ -418,26 +449,80 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 71, + "id": "2d604512", + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn [71], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m solution \u001b[38;5;241m=\u001b[39m AlgoGenetique(distances_48villes,Integer(\u001b[38;5;241m100\u001b[39m), Integer(\u001b[38;5;241m50\u001b[39m), Integer(\u001b[38;5;241m100\u001b[39m), RealNumber(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m0.05\u001b[39m\u001b[38;5;124m'\u001b[39m))\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28meval\u001b[39m (solution, distances_48villes) \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m Integer(\u001b[38;5;241m40000\u001b[39m):\n\u001b[0;32m----> 3\u001b[0m solution \u001b[38;5;241m=\u001b[39m \u001b[43mAlgoGenetique\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mdistances_48villes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1000\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m50\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mRealNumber\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m0.05\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28mprint\u001b[39m (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMeilleure solution:\u001b[39m\u001b[38;5;124m\"\u001b[39m, solution) \n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLongueur de la tournée:\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28meval\u001b[39m(solution, distances_48villes))\n", + "Cell \u001b[0;32mIn [11], line 36\u001b[0m, in \u001b[0;36mAlgoGenetique\u001b[0;34m(M, nb_generations, nb_croisements, taille_population, prob_mutation)\u001b[0m\n\u001b[1;32m 33\u001b[0m population \u001b[38;5;241m=\u001b[39m [tournee_aleatoire(n) \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(taille_population)]\n\u001b[1;32m 35\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(nb_generations):\n\u001b[0;32m---> 36\u001b[0m population \u001b[38;5;241m=\u001b[39m \u001b[43mselection_naturelle\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpopulation\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtaille_population\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mM\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 38\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(nb_croisements):\n\u001b[1;32m 39\u001b[0m parents \u001b[38;5;241m=\u001b[39m [population[randrange(Integer(\u001b[38;5;241m0\u001b[39m), \u001b[38;5;28mlen\u001b[39m(population))] \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(Integer(\u001b[38;5;241m2\u001b[39m))]\n", + "Cell \u001b[0;32mIn [11], line 13\u001b[0m, in \u001b[0;36mselection_naturelle\u001b[0;34m(S, p, M)\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mselection_naturelle\u001b[39m(S, p, M):\n\u001b[0;32m---> 13\u001b[0m sorted_population \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(S, key\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m T: \u001b[38;5;28meval\u001b[39m(T, M))\n\u001b[1;32m 14\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sorted_population[:p]\n", + "Cell \u001b[0;32mIn [11], line 13\u001b[0m, in \u001b[0;36mselection_naturelle..\u001b[0;34m(T)\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mselection_naturelle\u001b[39m(S, p, M):\n\u001b[0;32m---> 13\u001b[0m sorted_population \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(S, key\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m T: \u001b[38;5;28;43meval\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mM\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m 14\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sorted_population[:p]\n", + "Cell \u001b[0;32mIn [11], line 9\u001b[0m, in \u001b[0;36meval\u001b[0;34m(T, M)\u001b[0m\n\u001b[1;32m 7\u001b[0m distance \u001b[38;5;241m=\u001b[39m Integer(\u001b[38;5;241m0\u001b[39m)\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(T) \u001b[38;5;241m-\u001b[39m Integer(\u001b[38;5;241m1\u001b[39m)):\n\u001b[0;32m----> 9\u001b[0m distance \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m M[T[i]][T[i\u001b[38;5;241m+\u001b[39m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m]]\n\u001b[1;32m 10\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m distance\n", + "File \u001b[0;32msrc/cysignals/signals.pyx:310\u001b[0m, in \u001b[0;36mcysignals.signals.python_check_interrupt\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "solution = AlgoGenetique(distances_48villes,100, 50, 100, 0.05)\n", + "while eval (solution, distances_48villes) >= 40000:\n", + " solution = AlgoGenetique (distances_48villes, 1000, 50, 100, 0.05)\n", + "print (\"Meilleure solution:\", solution) \n", + "print(\"Longueur de la tournée:\", eval(solution, distances_48villes))\n", + "afficher_tournee(T_genetique, coordonnees_48villes, noms_48villes, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, "id": "6a17eb7d", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "Graphics object consisting of 49 graphics primitives" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "TypeError", + "evalue": "'NoneType' object is not iterable", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn [60], line 23\u001b[0m\n\u001b[1;32m 20\u001b[0m meilleure_tournee \u001b[38;5;241m=\u001b[39m tournée_actuelle\n\u001b[1;32m 22\u001b[0m \u001b[38;5;66;03m# Affichage de la meilleure tournée et de la meilleure distance\u001b[39;00m\n\u001b[0;32m---> 23\u001b[0m \u001b[43mafficher_tournee\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmeilleure_tournee\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcoordonnees_48villes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnoms_48villes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 24\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMeilleure distance totale : \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmeilleure_distance\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", + "Cell \u001b[0;32mIn [3], line 3\u001b[0m, in \u001b[0;36mafficher_tournee\u001b[0;34m(T, coordonnees_villes, noms_villes, taille_texte)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mafficher_tournee\u001b[39m(T,coordonnees_villes,noms_villes,taille_texte):\n\u001b[1;32m 2\u001b[0m L\u001b[38;5;241m=\u001b[39m[]\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m T:\n\u001b[1;32m 4\u001b[0m L\u001b[38;5;241m.\u001b[39mappend(coordonnees_villes[i])\n\u001b[1;32m 5\u001b[0m p\u001b[38;5;241m=\u001b[39mplot(line(L))\n", + "\u001b[0;31mTypeError\u001b[0m: 'NoneType' object is not iterable" + ] } ], "source": [ - "T_genetique = AlgoGenetique(distances_48villes, nb_generations=100, nb_croisements=20, taille_population=50, prob_mutation=0.01)\n", + "meilleure_distance = float('inf')\n", + "meilleure_tournee = None\n", "\n", - "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_genetique, coordonnees_48villes, noms_48villes, 5)" + "\n", + "while meilleure_distance <= 50502 :\n", + " \n", + " nb_generations = 20\n", + " nb_croisements = 100\n", + " taille_population = 100\n", + " prob_mutation = 0.05\n", + "\n", + " tournée_actuelle = AlgoGenetique(distances_48villes, nb_generations, nb_croisements, taille_population, prob_mutation)\n", + "\n", + " \n", + " distance_actuelle = eval(tournée_actuelle, distances_48villes)\n", + "\n", + " \n", + " if distance_actuelle < meilleure_distance:\n", + " meilleure_distance = distance_actuelle\n", + " meilleure_tournee = tournée_actuelle\n", + "\n", + "# Affichage de la meilleure tournée et de la meilleure distance\n", + "afficher_tournee(meilleure_tournee, coordonnees_48villes, noms_48villes, 5)\n", + "print(f\"Meilleure distance totale : {meilleure_distance}\")" ] }, { @@ -450,15 +535,15 @@ }, { "cell_type": "code", - "execution_count": 77, - "id": "38f92c14", + "execution_count": 45, + "id": "f0bb419b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "Graphics object consisting of 7 graphics primitives" + "Graphics object consisting of 6 graphics primitives" ] }, "metadata": {}, @@ -466,39 +551,59 @@ } ], "source": [ - "def descente_recuit_simule(M):\n", - " S = tournee_gloutonne(M) # Initialiser avec une tournée aléatoire\n", - " T = 100 # Température initiale\n", - " i = 0 # Compteur d'itérations\n", + "def fourmi(M, phero, v):\n", + " n = len(M)\n", + " villes = list(range(n))\n", + " villes.remove(v) # Retirer la ville de départ de la liste des villes à visiter\n", + " tournee = [v] # Initialiser la tournée avec la ville de départ\n", "\n", - " while T > 0.01: # Critère de convergence ajusté\n", - " i += 1\n", + " while villes:\n", + " scores_villes = [phero[tournee[-1]][x] ** 0.9 / M[tournee[-1]][x] ** 1.5 for x in villes]\n", + " prochain_ville = random.choices(villes, weights=scores_villes)[0]\n", + " tournee.append(prochain_ville)\n", + " villes.remove(prochain_ville)\n", "\n", - " # Choisir deux indices aléatoires pour l'échange\n", - " i, j = randrange(1, n - 1), randrange(1, n - 1)\n", + " return tournee\n", "\n", - " S_prime = echange(S, i, j) # Générer une nouvelle solution voisine\n", + "def ColonieFourmis(M):\n", + " n = len(M)\n", + " NB_ITERATIONS = 50\n", + " NB_FOURMIS = 50\n", + " FACTEUR_EVAPORATION = 0.9\n", "\n", - " delta_distance = eval(S_prime, M) - eval(S, M)\n", + " phero = [[1.0] * n for _ in range(n)] # Initialiser les phéromones\n", "\n", - " if delta_distance < 0 or randrange(0, 10000) / 10000 < exp(-delta_distance / T):\n", - " S = S_prime\n", + " meilleure_tournee = None\n", + " meilleure_distance = float('inf')\n", "\n", - " T *= 0.99 # Refroidir la température\n", + " for _ in range(NB_ITERATIONS):\n", + " for _ in range(NB_FOURMIS):\n", + " ville_depart = random.randint(0, n - 1)\n", + " tournee = fourmi(M, phero, ville_depart)\n", + " distance_tournee = sum(M[tournee[i]][tournee[i + 1]] for i in range(n - 1))\n", + " \n", + " if distance_tournee < meilleure_distance:\n", + " meilleure_distance = distance_tournee\n", + " meilleure_tournee = tournee\n", "\n", - " return S\n", + " # Mettre à jour les phéromones\n", + " phero = [[(1 - FACTEUR_EVAPORATION) * p for p in ligne] for ligne in phero]\n", + " for i in range(n - 1):\n", + " phero[meilleure_tournee[i]][meilleure_tournee[i + 1]] += 1 / meilleure_distance\n", + " phero[meilleure_tournee[i + 1]][meilleure_tournee[i]] += 1 / meilleure_distance\n", "\n", + " return meilleure_tournee\n", "\n", - "# Utilisation de l'algorithme avec recuit simulé\n", - "T_recuit_simule = descente_recuit_simule(distances_5villes)\n", + "# Utilisation de l'algorithme de colonie de fourmis\n", + "T_fourmis = ColonieFourmis(distances_5villes)\n", "\n", "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_recuit_simule, coordonnees_5villes, noms_5villes, 10)\n" + "afficher_tournee(T_fourmis, coordonnees_5villes, noms_5villes, 10)" ] }, { "cell_type": "markdown", - "id": "41de6b16", + "id": "fd8d1672", "metadata": {}, "source": [ "## Affiche 20 villes" @@ -506,15 +611,15 @@ }, { "cell_type": "code", - "execution_count": 78, - "id": "04c4deb3", + "execution_count": 46, + "id": "94f5a447", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "Graphics object consisting of 22 graphics primitives" + "Graphics object consisting of 21 graphics primitives" ] }, "metadata": {}, @@ -522,15 +627,15 @@ } ], "source": [ - "T_descente = DescenteGradient(distances_20villes)\n", + "T_fourmis = ColonieFourmis(distances_20villes)\n", "\n", "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_descente, coordonnees_20villes, noms_20villes, 10)" + "afficher_tournee(T_fourmis, coordonnees_20villes, noms_20villes, 10)" ] }, { "cell_type": "markdown", - "id": "d4854a2e", + "id": "eeaadc36", "metadata": {}, "source": [ "## Affiche 48 villes" @@ -538,15 +643,15 @@ }, { "cell_type": "code", - "execution_count": 80, - "id": "26cca6dd", + "execution_count": 47, + "id": "1fd90b9c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "Graphics object consisting of 50 graphics primitives" + "Graphics object consisting of 49 graphics primitives" ] }, "metadata": {}, @@ -554,31 +659,45 @@ } ], "source": [ - "T_descente = DescenteGradient(distances_48villes)\n", + "T_fourmis = ColonieFourmis(distances_48villes)\n", "\n", "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_descente, coordonnees_48villes, noms_48villes, 5)" + "afficher_tournee(T_fourmis, coordonnees_48villes, noms_48villes, 5)" ] }, { "cell_type": "markdown", - "id": "777b8712", + "id": "a21adc27", "metadata": {}, "source": [ - "# Exercice 5" + "# Exercice 5 (Algorithme glouton par insertion).\n", + "Voici une variante de l’algorithme glouton de l’exercice 1.\n", + "1. Choisir une première mini-tournée, de longueur 3 (par exemple au hasard, ou bien avec la méthode gloutonne de l’exercice 1)\n", + "2. Tant qu’il reste des villes non visitées (pas encore placées dans T ) :\n", + "◦ choisir la ville j non encore visitée et une position d’insertion dans la tournée précédente en\n", + "minimisant la longueur de la tournée obtenue ◦ ajouter j à T à la bonne position\n", + "3. renvoyer T\n", + "Coder une fonction tournee_insertion(M)." ] }, { "cell_type": "code", - "execution_count": 94, - "id": "f0bb419b", + "execution_count": 57, + "id": "fa8b3fce", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0, 3, 4, 1, 2]\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "Graphics object consisting of 7 graphics primitives" + "Graphics object consisting of 6 graphics primitives" ] }, "metadata": {}, @@ -586,90 +705,63 @@ } ], "source": [ - "import numpy as np\n", - "\n", - "# Fonction pour initialiser la matrice des phéromones\n", - "def init_pheromones(n):\n", - " return np.ones((n, n))\n", - "\n", - "# Fonction pour générer une solution en utilisant la colonie de fourmis\n", - "def colonie_fourmis(M, iterations, alpha, beta, rho, Q):\n", + "def tournee_insertion(M):\n", " n = len(M)\n", - " pheromones = init_pheromones(n)\n", - " meilleure_tournee = None\n", - " meilleure_distance = float('inf')\n", - "\n", - " for _ in range(iterations):\n", - " fournees = []\n", - "\n", - " # Construction de solutions par les fourmis\n", - " for ant in range(n):\n", - " non_visitees = set(range(n))\n", - " tournee = [ant]\n", - " distance_totale = 0\n", - "\n", - " while non_visitees:\n", - " i = tournee[-1]\n", - " probas = np.zeros(n)\n", - "\n", - " for j in non_visitees:\n", - " probas[j] = (pheromones[i][j] ** alpha) * ((1 / (M[i][j] + 1e-10)) ** beta)\n", - "\n", - "\n", - " probas /= sum(probas)\n", - " j = np.random.choice(n, p=probas)\n", - "\n", - " tournee.append(j)\n", - " non_visitees.remove(j)\n", - " distance_totale += M[i][j]\n", - "\n", - " # Ajouter la distance du retour à la ville de départ\n", - " distance_totale += M[tournee[-1]][tournee[0]]\n", - "\n", - " # Mettre à jour la meilleure solution si nécessaire\n", - " if distance_totale < meilleure_distance:\n", - " meilleure_distance = distance_totale\n", - " meilleure_tournee = tournee\n", - "\n", - " fournees.append((tournee, distance_totale))\n", - "\n", - " # Mettre à jour les phéromones\n", - " pheromones *= (1 - rho)\n", - "\n", - " for tournee, distance in fournees:\n", - " for i in range(n - 1):\n", - " pheromones[tournee[i]][tournee[i + 1]] += Q / distance\n", - " pheromones[tournee[-1]][tournee[0]] += Q / distance\n", - "\n", - " return meilleure_tournee\n", + " villes_non_visitees = set(range(1, n)) # Les villes non encore visitées\n", + "\n", + " # Étape 1: Choisir une première mini-tournée\n", + " tournee = [0, 1, 2]\n", + " villes_non_visitees.difference_update(tournee)\n", + "\n", + " # Étape 2: Continuer jusqu'à ce que toutes les villes soient visitées\n", + " while villes_non_visitees:\n", + " meilleure_longueur = float('inf')\n", + " meilleure_insertion = None\n", + "\n", + " # Parcourir toutes les villes non visitées\n", + " for ville in villes_non_visitees:\n", + " # Parcourir toutes les positions d'insertion possibles\n", + " for i in range(1, len(tournee)):\n", + " t = tournee[:i] + [ville] + tournee[i:]\n", + " longueur_t = eval(t, M)\n", + "\n", + " # Mettre à jour la meilleure insertion\n", + " if longueur_t < meilleure_longueur:\n", + " meilleure_longueur = longueur_t\n", + " meilleure_insertion = (ville, i)\n", + "\n", + " # Insérer la ville à la meilleure position\n", + " ville, position = meilleure_insertion\n", + " tournee.insert(position, ville)\n", + " villes_non_visitees.discard(ville)\n", "\n", + " return tournee\n", "\n", - "# Utilisation de l'algorithme de colonie de fourmis\n", - "T_fourmis = colonie_fourmis(distances_5villes, iterations=100, alpha=1, beta=2, rho=0.5, Q=100)\n", "\n", - "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_fourmis, coordonnees_5villes, noms_5villes, 10)" - ] - }, - { - "cell_type": "markdown", - "id": "fd8d1672", - "metadata": {}, - "source": [ - "## Affiche 20 villes" + "# Obtention de la tournée par insertion\n", + "T_insertion = tournee_insertion(distances_5villes)\n", + "print(T_insertion)\n", + "afficher_tournee(T_insertion, coordonnees_5villes, noms_5villes, 10)" ] }, { "cell_type": "code", - "execution_count": 88, - "id": "94f5a447", + "execution_count": 58, + "id": "ad80d9a3", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2, 1, 0, 4, 3]\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "Graphics object consisting of 22 graphics primitives" + "Graphics object consisting of 6 graphics primitives" ] }, "metadata": {}, @@ -677,42 +769,167 @@ } ], "source": [ - "T_fourmis = colonie_fourmis(distances_20villes, iterations=100, alpha=1, beta=2, rho=0.5, Q=100)\n", + "def tournee_aleatoire(n):\n", + " tournee = list(range(n))\n", + " shuffle(tournee)\n", + " return tournee\n", + "\n", + "def eval(T, M):\n", + " distance = 0\n", + " for i in range(len(T) - 1):\n", + " distance += M[T[i]][T[i+1]]\n", + " return distance\n", + "\n", + "def echange(T, i, j):\n", + " T_mutant = T.copy()\n", + " T_mutant[i], T_mutant[j] = T_mutant[j], T_mutant[i]\n", + " return T_mutant\n", + "\n", + "def descente_recuit_simule(M):\n", + " n = len(M)\n", + " S = tournee_aleatoire(n) # Initialiser avec une tournée aléatoire\n", + " T = 100 # Température initiale\n", + " i = 0 # Compteur d'itérations\n", + "\n", + " while T > 0.01 and i < 1000: # Critères de convergence ajustés\n", + " T *= 0.99 # Refroidir la température\n", + " i += 1\n", + "\n", + " # Choisir deux indices aléatoires pour l'échange\n", + " i, j = randrange(1, n - 1), randrange(1, n - 1)\n", + "\n", + " S_prime = echange(S, i, j) # Générer une nouvelle solution voisine\n", + "\n", + " delta_distance = eval(S_prime, M) - eval(S, M)\n", + "\n", + " if delta_distance < 0 or random() < exp(-delta_distance / T):\n", + " S = S_prime\n", + "\n", + " return S\n", + "\n", + "# Test de l'algorithme avec recuit simulé sur les données d'exemple\n", + "distances_5villes = [\n", + " [0, 376, 377, 167, 475],\n", + " [376, 0, 244, 556, 646],\n", + " [377, 244, 0, 538, 404],\n", + " [167, 556, 538, 0, 314],\n", + " [475, 646, 404, 314, 0]\n", + "]\n", + "\n", + "# Utilisation de l'algorithme avec recuit simulé\n", + "T_recuit_simule = descente_recuit_simule(distances_5villes)\n", "\n", "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_fourmis, coordonnees_20villes, noms_20villes, 10)" + "print(T_recuit_simule)\n", + "afficher_tournee(T_recuit_simule, coordonnees_5villes, noms_5villes, 10)" ] }, { "cell_type": "markdown", - "id": "eeaadc36", + "id": "7cba5159", "metadata": {}, "source": [ - "## Affiche 48 villes" + "# Exercice 7" ] }, { "cell_type": "code", - "execution_count": 90, - "id": "1fd90b9c", + "execution_count": 60, + "id": "b5025924", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "Graphics object consisting of 50 graphics primitives" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "TypeError", + "evalue": "list indices must be integers or slices, not tuple", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn [60], line 74\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[38;5;66;03m# Test de l'algorithme avec l'exemple des 5 villes\u001b[39;00m\n\u001b[1;32m 66\u001b[0m distances_5villes \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m 67\u001b[0m [Integer(\u001b[38;5;241m0\u001b[39m), Integer(\u001b[38;5;241m376\u001b[39m), Integer(\u001b[38;5;241m377\u001b[39m), Integer(\u001b[38;5;241m167\u001b[39m), Integer(\u001b[38;5;241m475\u001b[39m)],\n\u001b[1;32m 68\u001b[0m [Integer(\u001b[38;5;241m376\u001b[39m), Integer(\u001b[38;5;241m0\u001b[39m), Integer(\u001b[38;5;241m244\u001b[39m), Integer(\u001b[38;5;241m556\u001b[39m), Integer(\u001b[38;5;241m646\u001b[39m)],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 71\u001b[0m [Integer(\u001b[38;5;241m475\u001b[39m), Integer(\u001b[38;5;241m646\u001b[39m), Integer(\u001b[38;5;241m404\u001b[39m), Integer(\u001b[38;5;241m314\u001b[39m), Integer(\u001b[38;5;241m0\u001b[39m)]\n\u001b[1;32m 72\u001b[0m ]\n\u001b[0;32m---> 74\u001b[0m T_arbre \u001b[38;5;241m=\u001b[39m \u001b[43mtournee_arbre\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdistances_5villes\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;66;03m# Affichage de la tournée obtenue\u001b[39;00m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;28mprint\u001b[39m(T_arbre)\n", + "Cell \u001b[0;32mIn [60], line 55\u001b[0m, in \u001b[0;36mtournee_arbre\u001b[0;34m(M)\u001b[0m\n\u001b[1;32m 52\u001b[0m graph[j]\u001b[38;5;241m.\u001b[39mappend((M[i][j], (j, i)))\n\u001b[1;32m 54\u001b[0m \u001b[38;5;66;03m# Appliquer l'algorithme de Prim pour obtenir un arbre couvrant de poids minimum\u001b[39;00m\n\u001b[0;32m---> 55\u001b[0m minimum_spanning_tree \u001b[38;5;241m=\u001b[39m \u001b[43mprim_algorithm\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgraph\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 57\u001b[0m \u001b[38;5;66;03m# Utiliser un parcours en profondeur pour créer la tournée\u001b[39;00m\n\u001b[1;32m 58\u001b[0m visited \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28;01mFalse\u001b[39;00m] \u001b[38;5;241m*\u001b[39m n\n", + "Cell \u001b[0;32mIn [60], line 29\u001b[0m, in \u001b[0;36mprim_algorithm\u001b[0;34m(graph)\u001b[0m\n\u001b[1;32m 26\u001b[0m visited[vertices[Integer(\u001b[38;5;241m1\u001b[39m)]] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 28\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m edge \u001b[38;5;129;01min\u001b[39;00m graph[vertices[Integer(\u001b[38;5;241m1\u001b[39m)]]:\n\u001b[0;32m---> 29\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[43mvisited\u001b[49m\u001b[43m[\u001b[49m\u001b[43medge\u001b[49m\u001b[43m[\u001b[49m\u001b[43mInteger\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m:\n\u001b[1;32m 30\u001b[0m heapq\u001b[38;5;241m.\u001b[39mheappush(edges, edge)\n\u001b[1;32m 32\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m minimum_spanning_tree\n", + "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not tuple" + ] } ], "source": [ - "T_fourmis = colonie_fourmis(distances_48villes, iterations=100, alpha=1, beta=2, rho=0.5, Q=100)\n", + "import heapq\n", + "from collections import defaultdict\n", + "\n", + "def prim_algorithm(graph):\n", + " # Implementation of Prim's algorithm to find the minimum spanning tree\n", + " n = len(graph)\n", + " visited = [False] * n\n", + " edges = []\n", + "\n", + " start_vertex = 0\n", + " visited[start_vertex] = True\n", + "\n", + " for edge in graph[start_vertex]:\n", + " heapq.heappush(edges, edge)\n", + "\n", + " minimum_spanning_tree = set()\n", + "\n", + " while edges:\n", + " weight, vertices = heapq.heappop(edges)\n", + "\n", + " if visited[vertices[0]] and visited[vertices[1]]:\n", + " continue\n", + "\n", + " minimum_spanning_tree.add(vertices)\n", + " visited[vertices[0]] = True\n", + " visited[vertices[1]] = True\n", + "\n", + " for edge in graph[vertices[1]]:\n", + " if not visited[edge[1]]:\n", + " heapq.heappush(edges, edge)\n", + "\n", + " return minimum_spanning_tree\n", + "\n", + "def depth_first_search(graph, start_vertex, visited, tour):\n", + " # Recursive implementation of depth-first search\n", + " visited[start_vertex] = True\n", + " tour.append(start_vertex)\n", + "\n", + " for neighbor in graph[start_vertex]:\n", + " if not visited[neighbor[1]]:\n", + " depth_first_search(graph, neighbor[1], visited, tour)\n", + "\n", + "def tournee_arbre(M):\n", + " # Convertir la matrice de distances en un graphe pondéré complet\n", + " graph = defaultdict(list)\n", + "\n", + " n = len(M)\n", + "\n", + " for i in range(n):\n", + " for j in range(i + 1, n):\n", + " graph[i].append((M[i][j], (i, j)))\n", + " graph[j].append((M[i][j], (j, i)))\n", + "\n", + " # Appliquer l'algorithme de Prim pour obtenir un arbre couvrant de poids minimum\n", + " minimum_spanning_tree = prim_algorithm(graph)\n", + "\n", + " # Utiliser un parcours en profondeur pour créer la tournée\n", + " visited = [False] * n\n", + " tour = []\n", + " start_vertex = minimum_spanning_tree.pop()[0][0] # Choix arbitraire d'un sommet de départ\n", + " depth_first_search(graph, start_vertex, visited, tour)\n", + "\n", + " return tour\n", + "\n", + "# Test de l'algorithme avec l'exemple des 5 villes\n", + "distances_5villes = [\n", + " [0, 376, 377, 167, 475],\n", + " [376, 0, 244, 556, 646],\n", + " [377, 244, 0, 538, 404],\n", + " [167, 556, 538, 0, 314],\n", + " [475, 646, 404, 314, 0]\n", + "]\n", + "\n", + "T_arbre = tournee_arbre(distances_5villes)\n", "\n", "# Affichage de la tournée obtenue\n", - "afficher_tournee(T_fourmis, coordonnees_48villes, noms_48villes, 5)" + "print(T_arbre)\n" ] } ], diff --git a/2A/PPP/s1/PPP/Cours/Carnet de bord Dec 2023.pdf b/2A/PPP/s1/PPP/Cours/Carnet de bord Dec 2023.pdf new file mode 100644 index 0000000..7ace8fd Binary files /dev/null and b/2A/PPP/s1/PPP/Cours/Carnet de bord Dec 2023.pdf differ diff --git a/2A/PPP/s1/PPP/Cours/Rend.pdf b/2A/PPP/s1/PPP/Cours/Rend.pdf new file mode 100644 index 0000000..abf1208 Binary files /dev/null and b/2A/PPP/s1/PPP/Cours/Rend.pdf differ