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NEAT - XOR
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| #[test] | |
| fn test_neat_xor() { | |
| #[derive(Debug, Clone, Copy, PartialEq, Eq, Hash)] | |
| enum Input { | |
| A, | |
| B, | |
| Control, | |
| } | |
| #[derive(Debug, Clone, Copy, PartialEq, Eq, Hash)] | |
| struct Output; | |
| const POPULATION: usize = 100; | |
| const BREEDING_POPULATION: usize = 50; | |
| const ITERATION_LIMIT: usize = 250; | |
| fn run(genotype: &NeatGenotype<Input, Output>, input_a: bool, input_b: bool) -> Scalar { | |
| let network = genotype.build_network(ClosureScoreMapping::new(|score| score.abs())); | |
| network.write_to_input(&Input::A, input_a.into()); | |
| network.write_to_input(&Input::B, input_b.into()); | |
| for _ in 0..network.calculate_layers_depth() { | |
| network.propagate(); | |
| } | |
| network.read_from_output(&Output).unwrap() | |
| } | |
| fn evaluate_error( | |
| genotype: &NeatGenotype<Input, Output>, | |
| database_row: (bool, bool, bool), | |
| ) -> Scalar { | |
| let output = run(genotype, database_row.0, database_row.1); | |
| let expected = Scalar::from(database_row.2); | |
| expected - output | |
| } | |
| fn calculate(genotype: &NeatGenotype<Input, Output>, input_a: bool, input_b: bool) -> bool { | |
| let output = run(genotype, input_a, input_b); | |
| output > 0.5 | |
| } | |
| fn found_best_fitness(fitness: Scalar) -> bool { | |
| (1.0 - fitness).abs() < 1.0e-4 | |
| } | |
| let mut rng = rand::thread_rng(); | |
| let config = NeatEvolutionConfig::default().no_bias(); | |
| let database_xor = vec![ | |
| (false, false, false), | |
| (false, true, true), | |
| (true, false, true), | |
| (true, true, false), | |
| ]; | |
| let mut genotypes_with_fitness = (0..POPULATION) | |
| .map(|_| { | |
| ( | |
| NeatGenotype::new(vec![Input::A, Input::B, Input::Control], vec![Output], &config), | |
| Scalar::INFINITY, | |
| ) | |
| }) | |
| .collect::<Vec<_>>(); | |
| let mut iteration = 0; | |
| while iteration < ITERATION_LIMIT | |
| && !found_best_fitness(genotypes_with_fitness.first().unwrap().1) | |
| { | |
| iteration += 1; | |
| for (genotype, fitness) in &mut genotypes_with_fitness { | |
| *fitness = 1.0 | |
| - database_xor | |
| .iter() | |
| .copied() | |
| .map(|row| { | |
| let error = evaluate_error(genotype, row); | |
| error * error | |
| }) | |
| .sum::<Scalar>(); | |
| } | |
| genotypes_with_fitness.sort_by(|(_, a), (_, b)| b.partial_cmp(&a).unwrap()); | |
| println!( | |
| "=== ITERATION: {} | BEST / WORST FITNESS: {} / {}", | |
| iteration, | |
| genotypes_with_fitness.first().unwrap().1, | |
| genotypes_with_fitness.last().unwrap().1 | |
| ); | |
| let mut new_genotypes_with_fitness = genotypes_with_fitness[..BREEDING_POPULATION] | |
| .iter() | |
| .map(|(a, _)| { | |
| let b = &genotypes_with_fitness[rng.gen_range(0..genotypes_with_fitness.len())].0; | |
| let mut offspring = a.crossover(b); | |
| offspring.mutate(&config); | |
| (offspring, Scalar::INFINITY) | |
| }) | |
| .collect::<Vec<_>>(); | |
| new_genotypes_with_fitness.extend( | |
| genotypes_with_fitness[..(POPULATION - BREEDING_POPULATION)] | |
| .iter() | |
| .cloned(), | |
| ); | |
| genotypes_with_fitness = new_genotypes_with_fitness; | |
| } | |
| let genotype = &genotypes_with_fitness.first().unwrap().0; | |
| println!( | |
| "=== BEST GENOTYPE | HIDDEN NEURONS: {} | ENABLED CONNECTIONS: {}", | |
| genotype | |
| .nodes | |
| .iter() | |
| .filter(|node| matches!(node.kind, NeatNodeKind::Hidden)) | |
| .count(), | |
| genotype | |
| .connections | |
| .iter() | |
| .filter(|connection| connection.enabled) | |
| .count() | |
| ); | |
| for (input_a, input_b, _) in &database_xor { | |
| println!( | |
| "=== XOR of {} and {} gives {} output", | |
| input_a, | |
| input_b, | |
| run(genotype, *input_a, *input_b) | |
| ); | |
| } | |
| for (input_a, input_b, result) in database_xor { | |
| assert_eq!( | |
| calculate(genotype, input_a, input_b), | |
| result, | |
| "XOR of {} and {} expects {}", | |
| input_a, | |
| input_b, | |
| result | |
| ); | |
| } | |
| } |
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| === ITERATION: 1 | BEST / WORST FITNESS: -1 / -1 | |
| === ITERATION: 2 | BEST / WORST FITNESS: -1 / -1 | |
| === ITERATION: 3 | BEST / WORST FITNESS: -1 / -1 | |
| === ITERATION: 4 | BEST / WORST FITNESS: -1 / -1 | |
| === ITERATION: 5 | BEST / WORST FITNESS: -1 / -1 | |
| === ITERATION: 6 | BEST / WORST FITNESS: -0.77527654 / -1 | |
| === ITERATION: 7 | BEST / WORST FITNESS: -0.6146872 / -2.1546593 | |
| === ITERATION: 8 | BEST / WORST FITNESS: -0.719288 / -1.6429732 | |
| === ITERATION: 9 | BEST / WORST FITNESS: -0.7571602 / -1.5876913 | |
| === ITERATION: 10 | BEST / WORST FITNESS: -0.48948193 / -1 | |
| === ITERATION: 11 | BEST / WORST FITNESS: -0.5020149 / -1.1953132 | |
| === ITERATION: 12 | BEST / WORST FITNESS: -0.22905111 / -20.290897 | |
| === ITERATION: 13 | BEST / WORST FITNESS: 0.07739103 / -2.9985282 | |
| === ITERATION: 14 | BEST / WORST FITNESS: 0.09491289 / -13.315895 | |
| === ITERATION: 15 | BEST / WORST FITNESS: 0.76031196 / -15.741087 | |
| === ITERATION: 16 | BEST / WORST FITNESS: 0.32262987 / -13.208592 | |
| === ITERATION: 17 | BEST / WORST FITNESS: 0.09986532 / -4.289443 | |
| === ITERATION: 18 | BEST / WORST FITNESS: 0.1768645 / -17.631378 | |
| === ITERATION: 19 | BEST / WORST FITNESS: 0.019170642 / -3.8723822 | |
| === ITERATION: 20 | BEST / WORST FITNESS: 0.40348208 / -7.036479 | |
| === ITERATION: 21 | BEST / WORST FITNESS: 0.40348208 / -7.0565796 | |
| === ITERATION: 22 | BEST / WORST FITNESS: 0.39127898 / -12.495049 | |
| === ITERATION: 23 | BEST / WORST FITNESS: 0.4889984 / -1.6272259 | |
| === ITERATION: 24 | BEST / WORST FITNESS: 0.47326005 / -3.5860252 | |
| === ITERATION: 25 | BEST / WORST FITNESS: 0.6563167 / -1.8563883 | |
| === ITERATION: 26 | BEST / WORST FITNESS: 0.8339354 / -1.1517768 | |
| === ITERATION: 27 | BEST / WORST FITNESS: 0.7649915 / -1.6783717 | |
| === ITERATION: 28 | BEST / WORST FITNESS: 0.67316794 / -1.0192618 | |
| === ITERATION: 29 | BEST / WORST FITNESS: 0.67441106 / -0.5284028 | |
| === ITERATION: 30 | BEST / WORST FITNESS: 0.9949678 / -1.019454 | |
| === ITERATION: 31 | BEST / WORST FITNESS: 0.7534766 / -1.0628953 | |
| === ITERATION: 32 | BEST / WORST FITNESS: 0.8869028 / -0.5593668 | |
| === ITERATION: 33 | BEST / WORST FITNESS: 0.83167905 / -0.3755926 | |
| === ITERATION: 34 | BEST / WORST FITNESS: 0.8143178 / -80.336845 | |
| === ITERATION: 35 | BEST / WORST FITNESS: 0.8650736 / -0.6940869 | |
| === ITERATION: 36 | BEST / WORST FITNESS: 0.9789191 / -1.8905182 | |
| === ITERATION: 37 | BEST / WORST FITNESS: 0.8551229 / -0.6848457 | |
| === ITERATION: 38 | BEST / WORST FITNESS: 0.9291055 / -4.2563963 | |
| === ITERATION: 39 | BEST / WORST FITNESS: 0.93145704 / -0.3692392 | |
| === ITERATION: 40 | BEST / WORST FITNESS: 0.93303585 / -15.9639015 | |
| === ITERATION: 41 | BEST / WORST FITNESS: 0.9691829 / -0.69903743 | |
| === ITERATION: 42 | BEST / WORST FITNESS: 0.91631943 / -1.2216873 | |
| === ITERATION: 43 | BEST / WORST FITNESS: 0.92507714 / -3.067627 | |
| === ITERATION: 44 | BEST / WORST FITNESS: 0.91115725 / -3.3743973 | |
| === ITERATION: 45 | BEST / WORST FITNESS: 0.9376591 / -0.5115392 | |
| === ITERATION: 46 | BEST / WORST FITNESS: 0.9800541 / -0.09357476 | |
| === ITERATION: 47 | BEST / WORST FITNESS: 0.92869306 / -0.30724645 | |
| === ITERATION: 48 | BEST / WORST FITNESS: 0.92009884 / -0.8996353 | |
| === ITERATION: 49 | BEST / WORST FITNESS: 0.93555963 / -1.4952102 | |
| === ITERATION: 50 | BEST / WORST FITNESS: 0.94319063 / -0.72674024 | |
| === ITERATION: 51 | BEST / WORST FITNESS: 0.9468342 / -0.188555 | |
| === ITERATION: 52 | BEST / WORST FITNESS: 0.94205993 / -0.38219666 | |
| === ITERATION: 53 | BEST / WORST FITNESS: 0.9463292 / -0.1474551 | |
| === ITERATION: 54 | BEST / WORST FITNESS: 0.938361 / -0.121810555 | |
| === ITERATION: 55 | BEST / WORST FITNESS: 0.956379 / 0.28961855 | |
| === ITERATION: 56 | BEST / WORST FITNESS: 0.9430545 / 0.32734317 | |
| === ITERATION: 57 | BEST / WORST FITNESS: 0.9179625 / -1.5578644 | |
| === ITERATION: 58 | BEST / WORST FITNESS: 0.9555326 / -0.020229578 | |
| === ITERATION: 59 | BEST / WORST FITNESS: 0.9272536 / -1.5733156 | |
| === ITERATION: 60 | BEST / WORST FITNESS: 0.96223295 / -0.2012639 | |
| === ITERATION: 61 | BEST / WORST FITNESS: 0.95598793 / -7.2616577 | |
| === ITERATION: 62 | BEST / WORST FITNESS: 0.95582336 / -1.7681453 | |
| === ITERATION: 63 | BEST / WORST FITNESS: 0.958771 / -2.3179715 | |
| === ITERATION: 64 | BEST / WORST FITNESS: 0.9451652 / 0.094531596 | |
| === ITERATION: 65 | BEST / WORST FITNESS: 0.9577939 / -1.2577353 | |
| === ITERATION: 66 | BEST / WORST FITNESS: 0.98501307 / -0.10553324 | |
| === ITERATION: 67 | BEST / WORST FITNESS: 0.96191007 / -0.76195943 | |
| === ITERATION: 68 | BEST / WORST FITNESS: 0.9826287 / -2.2291443 | |
| === ITERATION: 69 | BEST / WORST FITNESS: 0.98173606 / -2.0454516 | |
| === ITERATION: 70 | BEST / WORST FITNESS: 0.9844446 / -0.6278181 | |
| === ITERATION: 71 | BEST / WORST FITNESS: 0.9835158 / -1.6172276 | |
| === ITERATION: 72 | BEST / WORST FITNESS: 0.9889958 / -3.4045668 | |
| === ITERATION: 73 | BEST / WORST FITNESS: 0.9803996 / -0.076897144 | |
| === ITERATION: 74 | BEST / WORST FITNESS: 0.963093 / -2.769056 | |
| === ITERATION: 75 | BEST / WORST FITNESS: 0.9835829 / 0.07392424 | |
| === ITERATION: 76 | BEST / WORST FITNESS: 0.9844236 / -3.3423843 | |
| === ITERATION: 77 | BEST / WORST FITNESS: 0.9771553 / -1.4461479 | |
| === ITERATION: 78 | BEST / WORST FITNESS: 0.9807258 / 0.20117348 | |
| === ITERATION: 79 | BEST / WORST FITNESS: 0.9879394 / -1.1532869 | |
| === ITERATION: 80 | BEST / WORST FITNESS: 0.9895181 / -2.4408038 | |
| === ITERATION: 81 | BEST / WORST FITNESS: 0.99007237 / -1.5658803 | |
| === ITERATION: 82 | BEST / WORST FITNESS: 0.98797065 / -1.4214792 | |
| === ITERATION: 83 | BEST / WORST FITNESS: 0.9969464 / 0.05078149 | |
| === ITERATION: 84 | BEST / WORST FITNESS: 0.9976263 / -0.13607168 | |
| === ITERATION: 85 | BEST / WORST FITNESS: 0.99899614 / -1.343051 | |
| === ITERATION: 86 | BEST / WORST FITNESS: 0.9968658 / -27.577862 | |
| === ITERATION: 87 | BEST / WORST FITNESS: 0.9918426 / -0.37656522 | |
| === ITERATION: 88 | BEST / WORST FITNESS: 0.99633527 / -0.15949881 | |
| === ITERATION: 89 | BEST / WORST FITNESS: 0.9934808 / -1.5857506 | |
| === ITERATION: 90 | BEST / WORST FITNESS: 0.9919566 / -0.22426212 | |
| === ITERATION: 91 | BEST / WORST FITNESS: 0.9887579 / -0.057300806 | |
| === ITERATION: 92 | BEST / WORST FITNESS: 0.99441016 / -0.4983213 | |
| === ITERATION: 93 | BEST / WORST FITNESS: 0.9914811 / -2.492352 | |
| === ITERATION: 94 | BEST / WORST FITNESS: 0.9957861 / 0.32934403 | |
| === ITERATION: 95 | BEST / WORST FITNESS: 0.9840609 / -41.704163 | |
| === ITERATION: 96 | BEST / WORST FITNESS: 0.98589593 / -1.0703304 | |
| === ITERATION: 97 | BEST / WORST FITNESS: 0.9939945 / -0.14733648 | |
| === ITERATION: 98 | BEST / WORST FITNESS: 0.9981423 / -0.0080759525 | |
| === ITERATION: 99 | BEST / WORST FITNESS: 0.9926878 / -6.5577283 | |
| === ITERATION: 100 | BEST / WORST FITNESS: 0.9977119 / -4.052305 | |
| === ITERATION: 101 | BEST / WORST FITNESS: 0.99558026 / -0.690344 | |
| === ITERATION: 102 | BEST / WORST FITNESS: 0.99339515 / -0.24864817 | |
| === ITERATION: 103 | BEST / WORST FITNESS: 0.9945372 / -1.1503634 | |
| === ITERATION: 104 | BEST / WORST FITNESS: 0.99479795 / -0.27140093 | |
| === ITERATION: 105 | BEST / WORST FITNESS: 0.9931784 / -0.31468678 | |
| === ITERATION: 106 | BEST / WORST FITNESS: 0.99644065 / -0.36824894 | |
| === ITERATION: 107 | BEST / WORST FITNESS: 0.99239326 / -38.0922 | |
| === ITERATION: 108 | BEST / WORST FITNESS: 0.99645334 / -0.8733543 | |
| === ITERATION: 109 | BEST / WORST FITNESS: 0.9963244 / -0.07598972 | |
| === ITERATION: 110 | BEST / WORST FITNESS: 0.99664915 / -0.020259142 | |
| === ITERATION: 111 | BEST / WORST FITNESS: 0.9967822 / -0.35305572 | |
| === ITERATION: 112 | BEST / WORST FITNESS: 0.9938914 / -0.007534027 | |
| === ITERATION: 113 | BEST / WORST FITNESS: 0.99492246 / 0.048149407 | |
| === ITERATION: 114 | BEST / WORST FITNESS: 0.9996582 / -1.9726663 | |
| === ITERATION: 115 | BEST / WORST FITNESS: 0.99217874 / 0.51301765 | |
| === ITERATION: 116 | BEST / WORST FITNESS: 0.99699736 / -32.58771 | |
| === ITERATION: 117 | BEST / WORST FITNESS: 0.99688065 / -9.589916 | |
| === ITERATION: 118 | BEST / WORST FITNESS: 0.9878049 / -15.578215 | |
| === ITERATION: 119 | BEST / WORST FITNESS: 0.9941331 / -0.44799578 | |
| === ITERATION: 120 | BEST / WORST FITNESS: 0.9972992 / -0.8428805 | |
| === ITERATION: 121 | BEST / WORST FITNESS: 0.9891333 / -1.2327137 | |
| === ITERATION: 122 | BEST / WORST FITNESS: 0.9979143 / -3.9866724 | |
| === ITERATION: 123 | BEST / WORST FITNESS: 0.99615616 / 0.17395818 | |
| === ITERATION: 124 | BEST / WORST FITNESS: 0.9949004 / -8.804122 | |
| === ITERATION: 125 | BEST / WORST FITNESS: 0.9983459 / -2.0997186 | |
| === ITERATION: 126 | BEST / WORST FITNESS: 0.9946824 / -15.229124 | |
| === ITERATION: 127 | BEST / WORST FITNESS: 0.98961955 / -2.8897245 | |
| === ITERATION: 128 | BEST / WORST FITNESS: 0.99270827 / -149.8304 | |
| === ITERATION: 129 | BEST / WORST FITNESS: 0.99826676 / -33.803917 | |
| === ITERATION: 130 | BEST / WORST FITNESS: 0.9919423 / -2.6138685 | |
| === ITERATION: 131 | BEST / WORST FITNESS: 0.9891548 / -3.4993243 | |
| === ITERATION: 132 | BEST / WORST FITNESS: 0.98926157 / -3.2833304 | |
| === ITERATION: 133 | BEST / WORST FITNESS: 0.9958627 / -0.76222396 | |
| === ITERATION: 134 | BEST / WORST FITNESS: 0.9960577 / 0.3477016 | |
| === ITERATION: 135 | BEST / WORST FITNESS: 0.9947052 / 0.42723137 | |
| === ITERATION: 136 | BEST / WORST FITNESS: 0.9900437 / -7.581107 | |
| === ITERATION: 137 | BEST / WORST FITNESS: 0.99868083 / -7.6897125 | |
| === ITERATION: 138 | BEST / WORST FITNESS: 0.9965959 / -0.6538863 | |
| === ITERATION: 139 | BEST / WORST FITNESS: 0.9941167 / 0.6842797 | |
| === ITERATION: 140 | BEST / WORST FITNESS: 0.99502736 / 0.68481827 | |
| === ITERATION: 141 | BEST / WORST FITNESS: 0.98961973 / -49.727844 | |
| === ITERATION: 142 | BEST / WORST FITNESS: 0.9930149 / -6.7992716 | |
| === ITERATION: 143 | BEST / WORST FITNESS: 0.99795187 / -0.93864524 | |
| === ITERATION: 144 | BEST / WORST FITNESS: 0.99461293 / -4.6679235 | |
| === ITERATION: 145 | BEST / WORST FITNESS: 0.99834186 / -6.2594995 | |
| === ITERATION: 146 | BEST / WORST FITNESS: 0.99445504 / -15.4873295 | |
| === ITERATION: 147 | BEST / WORST FITNESS: 0.989486 / -1.6600871 | |
| === ITERATION: 148 | BEST / WORST FITNESS: 0.99759823 / 0.46681267 | |
| === ITERATION: 149 | BEST / WORST FITNESS: 0.9960915 / -7.0655346 | |
| === ITERATION: 150 | BEST / WORST FITNESS: 0.99911165 / 0.18898135 | |
| === ITERATION: 151 | BEST / WORST FITNESS: 0.98667705 / -0.98602843 | |
| === ITERATION: 152 | BEST / WORST FITNESS: 0.99389064 / -2.5075798 | |
| === ITERATION: 153 | BEST / WORST FITNESS: 0.99696213 / -0.039386272 | |
| === ITERATION: 154 | BEST / WORST FITNESS: 0.9918848 / -0.89846635 | |
| === ITERATION: 155 | BEST / WORST FITNESS: 0.99405426 / 0.8219321 | |
| === ITERATION: 156 | BEST / WORST FITNESS: 0.9923286 / 0.49010396 | |
| === ITERATION: 157 | BEST / WORST FITNESS: 0.9894181 / 0.23324358 | |
| === ITERATION: 158 | BEST / WORST FITNESS: 0.9963386 / -0.33920848 | |
| === ITERATION: 159 | BEST / WORST FITNESS: 0.99483216 / -2.3522127 | |
| === ITERATION: 160 | BEST / WORST FITNESS: 0.9885133 / -1.7530046 | |
| === ITERATION: 161 | BEST / WORST FITNESS: 0.99321526 / -6.308146 | |
| === ITERATION: 162 | BEST / WORST FITNESS: 0.993536 / -78.280556 | |
| === ITERATION: 163 | BEST / WORST FITNESS: 0.9922665 / -110.02554 | |
| === ITERATION: 164 | BEST / WORST FITNESS: 0.98611784 / -89.18123 | |
| === ITERATION: 165 | BEST / WORST FITNESS: 0.99822325 / -0.0022864342 | |
| === ITERATION: 166 | BEST / WORST FITNESS: 0.99595815 / 0.7278996 | |
| === ITERATION: 167 | BEST / WORST FITNESS: 0.9982518 / 0.6019373 | |
| === ITERATION: 168 | BEST / WORST FITNESS: 0.9966365 / 0.4172873 | |
| === ITERATION: 169 | BEST / WORST FITNESS: 0.9921233 / -0.059296012 | |
| === ITERATION: 170 | BEST / WORST FITNESS: 0.9956064 / 0.35352075 | |
| === ITERATION: 171 | BEST / WORST FITNESS: 0.9968786 / -1.3593023 | |
| === ITERATION: 172 | BEST / WORST FITNESS: 0.99696904 / -0.89991856 | |
| === ITERATION: 173 | BEST / WORST FITNESS: 0.9955133 / 0.66656286 | |
| === ITERATION: 174 | BEST / WORST FITNESS: 0.99580723 / -0.28597474 | |
| === ITERATION: 175 | BEST / WORST FITNESS: 0.9960562 / 0.15888023 | |
| === ITERATION: 176 | BEST / WORST FITNESS: 0.9954675 / -0.53440475 | |
| === ITERATION: 177 | BEST / WORST FITNESS: 0.9970653 / -0.46772242 | |
| === ITERATION: 178 | BEST / WORST FITNESS: 0.99887866 / -3.5369768 | |
| === ITERATION: 179 | BEST / WORST FITNESS: 0.99739945 / -1.0385833 | |
| === ITERATION: 180 | BEST / WORST FITNESS: 0.99914026 / 0.16119373 | |
| === ITERATION: 181 | BEST / WORST FITNESS: 0.9965813 / -0.60991 | |
| === ITERATION: 182 | BEST / WORST FITNESS: 0.9962695 / -21.809721 | |
| === ITERATION: 183 | BEST / WORST FITNESS: 0.9991117 / -1.1610451 | |
| === ITERATION: 184 | BEST / WORST FITNESS: 0.9960652 / 0.041486442 | |
| === ITERATION: 185 | BEST / WORST FITNESS: 0.99743164 / -17.395899 | |
| === ITERATION: 186 | BEST / WORST FITNESS: 0.9970113 / 0.59478736 | |
| === ITERATION: 187 | BEST / WORST FITNESS: 0.99928963 / -0.8815472 | |
| === ITERATION: 188 | BEST / WORST FITNESS: 0.99632424 / -15.000851 | |
| === ITERATION: 189 | BEST / WORST FITNESS: 0.9989272 / 0.19280213 | |
| === ITERATION: 190 | BEST / WORST FITNESS: 0.9989766 / -1.3211992 | |
| === ITERATION: 191 | BEST / WORST FITNESS: 0.9986536 / 0.7821852 | |
| === ITERATION: 192 | BEST / WORST FITNESS: 0.99502796 / -23.256474 | |
| === ITERATION: 193 | BEST / WORST FITNESS: 0.99713856 / 0.8205371 | |
| === ITERATION: 194 | BEST / WORST FITNESS: 0.99745315 / -1.7991717 | |
| === ITERATION: 195 | BEST / WORST FITNESS: 0.9972739 / -2.6728163 | |
| === ITERATION: 196 | BEST / WORST FITNESS: 0.99876976 / -1.427731 | |
| === ITERATION: 197 | BEST / WORST FITNESS: 0.99745417 / -3.389948 | |
| === ITERATION: 198 | BEST / WORST FITNESS: 0.99930245 / -22.922428 | |
| === ITERATION: 199 | BEST / WORST FITNESS: 0.9993078 / -476.2104 | |
| === ITERATION: 200 | BEST / WORST FITNESS: 0.9995587 / -0.29345047 | |
| === ITERATION: 201 | BEST / WORST FITNESS: 0.99934566 / -1.1073918 | |
| === ITERATION: 202 | BEST / WORST FITNESS: 0.9970461 / 0.08463848 | |
| === ITERATION: 203 | BEST / WORST FITNESS: 0.9987593 / -0.84413016 | |
| === ITERATION: 204 | BEST / WORST FITNESS: 0.9966223 / 0.59703785 | |
| === ITERATION: 205 | BEST / WORST FITNESS: 0.99786246 / -0.899096 | |
| === ITERATION: 206 | BEST / WORST FITNESS: 0.9992533 / 0.34784085 | |
| === ITERATION: 207 | BEST / WORST FITNESS: 0.9971903 / 0.1928367 | |
| === ITERATION: 208 | BEST / WORST FITNESS: 0.99908483 / -3.313078 | |
| === ITERATION: 209 | BEST / WORST FITNESS: 0.99809074 / -6.998849 | |
| === ITERATION: 210 | BEST / WORST FITNESS: 0.99893075 / 0.86757743 | |
| === ITERATION: 211 | BEST / WORST FITNESS: 0.998181 / -1.4463239 | |
| === ITERATION: 212 | BEST / WORST FITNESS: 0.9986515 / 0.85621035 | |
| === ITERATION: 213 | BEST / WORST FITNESS: 0.998178 / 0.71746004 | |
| === ITERATION: 214 | BEST / WORST FITNESS: 0.997443 / 0.34021294 | |
| === ITERATION: 215 | BEST / WORST FITNESS: 0.9990577 / -8.971339 | |
| === ITERATION: 216 | BEST / WORST FITNESS: 0.99829465 / -2.2977803 | |
| === ITERATION: 217 | BEST / WORST FITNESS: 0.99912924 / -1.482861 | |
| === ITERATION: 218 | BEST / WORST FITNESS: 0.9992513 / -16.225988 | |
| === ITERATION: 219 | BEST / WORST FITNESS: 0.9990543 / -1.119792 | |
| === ITERATION: 220 | BEST / WORST FITNESS: 0.9976783 / 0.11781579 | |
| === ITERATION: 221 | BEST / WORST FITNESS: 0.9989179 / -0.5314524 | |
| === ITERATION: 222 | BEST / WORST FITNESS: 0.99854004 / -56.526005 | |
| === ITERATION: 223 | BEST / WORST FITNESS: 0.99900657 / -3.5795484 | |
| === ITERATION: 224 | BEST / WORST FITNESS: 0.99949247 / -901.1904 | |
| === ITERATION: 225 | BEST / WORST FITNESS: 0.9972263 / -4444.0625 | |
| === ITERATION: 226 | BEST / WORST FITNESS: 0.99886614 / -5.6355567 | |
| === ITERATION: 227 | BEST / WORST FITNESS: 0.9985014 / -5.4355454 | |
| === ITERATION: 228 | BEST / WORST FITNESS: 0.9987717 / -8.361226 | |
| === ITERATION: 229 | BEST / WORST FITNESS: 0.99734694 / 0.7313986 | |
| === ITERATION: 230 | BEST / WORST FITNESS: 0.9977773 / 0.6460444 | |
| === ITERATION: 231 | BEST / WORST FITNESS: 0.99673945 / -75.87164 | |
| === ITERATION: 232 | BEST / WORST FITNESS: 0.9980572 / -45.824966 | |
| === ITERATION: 233 | BEST / WORST FITNESS: 0.99685127 / -0.08714783 | |
| === ITERATION: 234 | BEST / WORST FITNESS: 0.9982441 / -5.136134 | |
| === ITERATION: 235 | BEST / WORST FITNESS: 0.99620765 / 0.755834 | |
| === ITERATION: 236 | BEST / WORST FITNESS: 0.99691516 / -4.9575396 | |
| === ITERATION: 237 | BEST / WORST FITNESS: 0.99853396 / -4.208933 | |
| === ITERATION: 238 | BEST / WORST FITNESS: 0.99963456 / 0.762986 | |
| === ITERATION: 239 | BEST / WORST FITNESS: 0.99753994 / -7.245514 | |
| === ITERATION: 240 | BEST / WORST FITNESS: 0.99694264 / -21.700272 | |
| === ITERATION: 241 | BEST / WORST FITNESS: 0.9994587 / -2.7539368 | |
| === ITERATION: 242 | BEST / WORST FITNESS: 0.99770176 / -7.508706 | |
| === ITERATION: 243 | BEST / WORST FITNESS: 0.9999694 / -1.7297435 | |
| === ITERATION: 244 | BEST / WORST FITNESS: 0.9985262 / -1.186523 | |
| === ITERATION: 245 | BEST / WORST FITNESS: 0.9993932 / -598.4546 | |
| === ITERATION: 246 | BEST / WORST FITNESS: 0.99930966 / -1.5387571 | |
| === ITERATION: 247 | BEST / WORST FITNESS: 0.99948794 / -1.5239258 | |
| === ITERATION: 248 | BEST / WORST FITNESS: 0.99946415 / 0.81058824 | |
| === ITERATION: 249 | BEST / WORST FITNESS: 0.99754417 / -0.5918579 | |
| === ITERATION: 250 | BEST / WORST FITNESS: 0.999648 / -0.61270666 | |
| === BEST GENOTYPE | HIDDEN NEURONS: 22 | ENABLED CONNECTIONS: 75 | |
| === XOR of false and false gives 0 output | |
| === XOR of false and true gives 1.0014242 output | |
| === XOR of true and false gives 1.08766 output | |
| === XOR of true and true gives 0.058740254 output |
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