From ef7dce9beee848e574230092897a9787330281cc Mon Sep 17 00:00:00 2001 From: Kai Koellemann Date: Mon, 17 Jul 2023 00:33:12 +0200 Subject: [PATCH] Ready to present --- Abschlussprojekt/neat.ipynb | 190 +++++++++++++++++++++--------------- 1 file changed, 113 insertions(+), 77 deletions(-) diff --git a/Abschlussprojekt/neat.ipynb b/Abschlussprojekt/neat.ipynb index 5fbb8f4..e2b2ff1 100644 --- a/Abschlussprojekt/neat.ipynb +++ b/Abschlussprojekt/neat.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -18,11 +18,10 @@ "source": [ "### Agenda\n", "\n", - "1. Ausgangssituation NEAT\n", - "2. Mutation\n", + "1. Ausgangssituation NEAT + Datenstrukturen\n", + "2. Mutation + Visualisierung\n", "3. Reproduktion\n", - "4. Selektion\n", - "5. Rekombination" + "4. Selektion" ] }, { @@ -38,14 +37,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -74,14 +73,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -96,18 +95,18 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "+------+------+------+------+------+------+\n", - "| 0 | 1 | 2 | 3 | 4 | 5 |\n", - "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 |\n", - "| | | | | | |\n", - "+------+------+------+------+------+------+\n" + "+------+------+------+------+------+------+------+------+\n", + "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 |\n", + "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 1->5 | 5->3 |\n", + "| | | DIS | | | | | |\n", + "+------+------+------+------+------+------+------+------+\n" ] } ], @@ -122,14 +121,12 @@ "source": [ "### Reproduktion\n", "\n", - "Dank der 'Innovation number' kann nachvollzogen werden, welche Gene zusammenpassen. Alle anderen Gene sind entweder disjoint oder excess. Anhand dessen kann man mit unterschiedlich strukturierten Eltern einen Offspring generieren.\n", - "\n", - "TODO: An einem Beispiel zeigen, wie Gene zugeordet werden und 2 Eltern einen Offspring erzeugen" + "Dank der 'Innovation number' kann nachvollzogen werden, welche Gene zusammenpassen. Alle anderen Gene sind entweder disjoint oder excess. Anhand dessen kann man mit unterschiedlich strukturierten Eltern einen Offspring generieren." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -138,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -149,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -167,25 +164,25 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+\n", - "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 18 | 19 |\n", - "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 1->5 | 5->4 | 0->6 | 6->4 | 5->7 | 7->4 | 6->8 | 8->4 | 0->9 | 9->3 | 1->7 | 6->10 | 10->8 |\n", - "| DIS | DIS | | DIS | | | | DIS | | DIS | | | DIS | | | | | | |\n", - "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+\n" + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+\n", + "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 20 |\n", + "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 2->5 | 5->4 | 1->6 | 6->4 | 1->7 | 7->6 | 0->6 | 6->8 | 8->4 | 1->8 | 7->9 | 9->6 | 8->5 |\n", + "| | | | DIS | | DIS | | | DIS | DIS | | DIS | | | | | | | |\n", + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -199,25 +196,25 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+-------+-------+\n", - "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 20 | 21 | 22 | 23 |\n", - "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 1->5 | 5->4 | 0->6 | 6->4 | 5->7 | 7->4 | 6->8 | 8->4 | 0->9 | 9->3 | 1->7 | 2->8 | 7->10 | 10->4 | 6->11 | 11->8 |\n", - "| DIS | DIS | | DIS | | | | DIS | | DIS | | DIS | DIS | | | | | | | | | |\n", - "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+-------+-------+\n" + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+------+\n", + "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 21 | 22 | 23 |\n", + "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 2->5 | 5->4 | 1->6 | 6->4 | 1->7 | 7->6 | 0->6 | 6->8 | 8->4 | 1->8 | 7->9 | 9->6 | 9->3 | 1->9 | 8->10 | 10->4 | 5->9 |\n", + "| | | | DIS | | DIS | | | DIS | DIS | | DIS | | | DIS | | | | | | | | |\n", + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+------+\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -231,11 +228,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ - "parent1.fitness = 2\n", + "parent1.fitness = 1\n", "parent2.fitness = 2\n", "\n", "child = crossover(parent1, parent2)" @@ -243,25 +240,25 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+-------+-------+\n", - "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 19 | 20 | 21 | 22 |\n", - "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 1->5 | 5->4 | 0->6 | 6->4 | 5->7 | 7->4 | 6->8 | 8->4 | 0->9 | 9->3 | 1->7 | 2->8 | 10->8 | 7->10 | 10->4 | 6->11 |\n", - "| DIS | DIS | | DIS | | | | DIS | | DIS | | | DIS | | | | | | | | | |\n", - "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+-------+-------+\n" + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+------+\n", + "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 23 |\n", + "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 2->5 | 5->4 | 1->6 | 6->4 | 1->7 | 7->6 | 0->6 | 6->8 | 8->4 | 1->8 | 7->9 | 9->6 | 9->3 | 1->9 | 8->5 | 8->10 | 5->9 |\n", + "| | | | DIS | | DIS | | | DIS | DIS | | DIS | | | | | | | | | | | |\n", + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+------+\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -289,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 135, "metadata": {}, "outputs": [], "source": [ @@ -298,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 136, "metadata": {}, "outputs": [], "source": [ @@ -315,12 +312,15 @@ "mutate(g2) # disjoint\n", "mutate(g2) # disjoint\n", "mutate(g2) # disjoint\n", + "mutate(g2) # disjoint\n", + "mutate(g1)\n", "mutate(g1)\n", "g3 = Genome.copy(g1) # lot of excess\n", "mutate(g3) # excess\n", "mutate(g3) # excess\n", "mutate(g3) # excess\n", "mutate(g3) # excess\n", + "mutate(g3) # excess\n", "\n", "# g1 vs g2 = 4-8 disjoint + 1-2 excess\n", "# g1 vs g3 = 0 disjoint + 4-8 excess" @@ -328,14 +328,14 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 137, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -348,14 +348,14 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 138, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -368,14 +368,14 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 139, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -388,25 +388,25 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 140, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+\n", - "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 19 | 20 |\n", - "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 0->5 | 5->3 | 2->5 | 0->6 | 6->4 | 2->7 | 7->3 | 0->7 | 1->8 | 8->4 |\n", - "| DIS | DIS | | DIS | DIS | | | | | | | | | | | |\n", - "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+\n", "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+\n", - "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 |\n", - "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 0->5 | 5->3 | 2->5 | 0->6 | 6->4 | 2->7 | 7->3 | 0->7 | 7->8 | 8->3 | 2->8 | 2->9 | 9->5 |\n", - "| DIS | DIS | | | DIS | | | | DIS | | | | DIS | | | | | | |\n", + "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 24 | 25 |\n", + "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 1->5 | 5->3 | 1->6 | 6->5 | 6->4 | 2->5 | 0->7 | 7->4 | 0->6 | 1->8 | 8->6 | 6->9 | 9->5 |\n", + "| | DIS | DIS | | | | DIS | | DIS | DIS | | | | | | | | | |\n", "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+\n", - "Disjoint(g1, g2): [16, 17, 18, 14, 15]\n", - "Excess(g1, g2): [19, 20]\n" + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+\n", + "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 |\n", + "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 1->5 | 5->3 | 1->6 | 6->5 | 6->4 | 2->5 | 0->7 | 7->4 | 0->6 | 1->8 | 8->6 | 2->8 | 7->6 | 5->9 | 9->3 | 0->8 | 6->10 | 10->5 |\n", + "| | DIS | DIS | | | | DIS | DIS | DIS | DIS | | | | | | | | | | | | | | |\n", + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+\n", + "Disjoint(g1, g2): [17, 18, 19, 20, 21, 22, 23]\n", + "Excess(g1, g2): [24, 25]\n" ] } ], @@ -420,15 +420,51 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 141, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Group #1: ['g1', 'g3']\n", - "Group #2: ['g2']\n" + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+\n", + "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 24 | 25 |\n", + "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 1->5 | 5->3 | 1->6 | 6->5 | 6->4 | 2->5 | 0->7 | 7->4 | 0->6 | 1->8 | 8->6 | 6->9 | 9->5 |\n", + "| | DIS | DIS | | | | DIS | | DIS | DIS | | | | | | | | | |\n", + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+\n", + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+------+--------+-------+\n", + "| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 |\n", + "| 0->3 | 0->4 | 1->3 | 1->4 | 2->3 | 2->4 | 1->5 | 5->3 | 1->6 | 6->5 | 6->4 | 2->5 | 0->7 | 7->4 | 0->6 | 1->8 | 8->6 | 6->9 | 9->5 | 1->7 | 2->6 | 8->10 | 10->6 | 9->4 | 10->11 | 11->6 |\n", + "| | DIS | DIS | | | | DIS | | DIS | DIS | | | | | | | DIS | | | | | | DIS | | | |\n", + "+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+------+-------+-------+------+--------+-------+\n", + "Disjoint(g1, g3): []\n", + "Excess(g1, g3): [26, 27, 28, 29, 30, 31, 32]\n" + ] + } + ], + "source": [ + "visualization.genome_table(g1)\n", + "visualization.genome_table(g3)\n", + "\n", + "print(\"Disjoint(g1, g3):\", _disjoint(g1, g3))\n", + "print(\"Excess(g1, g3):\", _excess(g1, g3))" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Delta: 0.0\n", + "Delta: 1.9454545454545455\n", + "Delta: 0.11666666666666668\n", + "Delta: 1.9\n", + "Species #1: ['g1', 'g3']\n", + "Species #2: ['g2']\n" ] } ], @@ -443,12 +479,12 @@ "IMPORTANT_FACTOR = \"excess\"\n", "\n", "if IMPORTANT_FACTOR == \"excess\":\n", - " groups = specify([g1,g2,g3], 3, 0.5, 0.1)\n", + " groups = specify([g1,g2,g3], 3, 0.2, 0.01)\n", "else:\n", - " groups = specify([g1,g2,g3], 0.5, 3, 0.1)\n", + " groups = specify([g1,g2,g3], 0.2, 3, 0.01)\n", "\n", "for index, group in enumerate(groups, start=1):\n", - " print(f\"Group #{index}: {[NAMES[individual] for individual in group]}\")" + " print(f\"Species #{index}: {[NAMES[individual] for individual in group]}\")" ] } ],