From 20daf76e9e4b3dae3c512db9e1b8c774132f1099 Mon Sep 17 00:00:00 2001 From: Kai Koellemann Date: Sat, 13 May 2023 14:55:22 +0200 Subject: [PATCH] Optimized the evo. Finds the biggest clique sometimes, often finds the best_clique -1 oder -2 --- Aufgabe 2/aufgabe02.ipynb | 43 ++++++++++++++++++++++++++------------- 1 file changed, 29 insertions(+), 14 deletions(-) diff --git a/Aufgabe 2/aufgabe02.ipynb b/Aufgabe 2/aufgabe02.ipynb index 7d4d5d6..da144d4 100644 --- a/Aufgabe 2/aufgabe02.ipynb +++ b/Aufgabe 2/aufgabe02.ipynb @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 127, "metadata": {}, "outputs": [], "source": [ @@ -72,23 +72,33 @@ " return max(pop, key=len)\n", "\n", " #selection\n", + " best_indi = [0]\n", " for indi in pop:\n", " if fitness(G, indi) == 0: #individual of pop is no clique --> remove individual from pop\n", " pop.remove(indi)\n", + " elif fitness(G, indi) > fitness(G, best_indi):\n", + " best_indi = indi\n", + " pop = sorted(pop, key=len)[:10] # only take the best 10 individuals\n", + "\n", "\n", " #recombination\n", " new_pop = pop\n", " for _ in range(pop_size - len(pop)):\n", - " #combine 2 random parents (disjoint)\n", - " child = list(set(pop[randint(0, len(pop)-1)] + pop[randint(0, len(pop)-1)]))\n", + " #child = parent_a + parent_b\n", + " parent_a = pop[randint(0, len(pop)-1)]\n", + " parent_b = pop[randint(0, len(pop)-1)]\n", + " child = list(set(parent_a + parent_b))\n", " new_pop.append(child)\n", " pop = new_pop\n", " \n", + " \n", " #mutation\n", " for indi in pop:\n", " #add random node to individual\n", + " if fitness(G, indi) >= fitness(G, best_indi): #no not mutate best individual \n", + " continue\n", " rand = randint(0,10)\n", - " if rand % 2 == 0: #mutation only for approx half the pop\n", + " if rand % 3 == 0: #mutation only for approx 1/3 of the pop\n", " nodes_not_in_indi = []\n", " for node in G.nodes:\n", " if node not in indi:\n", @@ -96,30 +106,29 @@ " if len(nodes_not_in_indi) > 0:\n", " indi.append(sample(nodes_not_in_indi, 1)[0])\n", "\n", - " best_indi = pop[0]\n", + " best_indi = [0]\n", " for indi in pop:\n", " if fitness(G, indi) > fitness(G, best_indi):\n", " best_indi = indi\n", - " print(fitness(G, best_indi))\n", " return best_indi\n" ] }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 142, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2\n", - "3\n" + "Solution: 4\n", + "Right solution: 5\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -140,19 +149,25 @@ " nx.draw_networkx_labels(G, pos, {n:n for n in G.nodes})\n", " \n", "\n", - "G = generate_graph(10,20)\n", - "draw_solution(G, solve(G, 30, 3))\n", + "G = generate_graph(12,80)\n", + "solution = solve(G, 40, 40)\n", + "\n", + "draw_solution(G, solution)\n", + "print(\"Solution: \" + str(len(solution)))\n", + "\n", + "max_cliques = nx.find_cliques(G)\n", + "print(\"Right solution: \" + str(len(max(max_cliques, key=len))))\n", "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 126, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ]