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5 changed files with 49 additions and 18 deletions
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29
aco.cc
29
aco.cc
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@ -219,8 +219,7 @@ void update_pheromone_map() {
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}
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}
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void mainloop() {
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double mainloop(size_t i) {
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for (size_t i = 0; i < n_iterations; i++) {
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srand(i);
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srand(i);
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//cerr << "starting ants" << endl;
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//cerr << "starting ants" << endl;
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for (uint j = 0; j < n_ants; j++) {
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for (uint j = 0; j < n_ants; j++) {
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@ -232,9 +231,12 @@ void mainloop() {
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}
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}
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//cerr << "summing ants" << endl;
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//cerr << "summing ants" << endl;
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uint os = 0;
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uint os = 0;
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unsigned long sum = 0L;
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for (uint j = 0; j < n_ants; j++) {
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for (uint j = 0; j < n_ants; j++) {
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os += ants[j].other;
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os += ants[j].other;
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populate_ant_updated_pheromone_map(ants[j]);
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populate_ant_updated_pheromone_map(ants[j]);
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sum += ants[j].distance_travelled;
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if (sh_dist < 0 || ants[j].distance_travelled < sh_dist) {
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if (sh_dist < 0 || ants[j].distance_travelled < sh_dist) {
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sh_dist = ants[j].distance_travelled;
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sh_dist = ants[j].distance_travelled;
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@ -252,12 +254,14 @@ void mainloop() {
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memset(ant_updated_pheromone_map, 0, sizeof(ant_updated_pheromone_map));
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memset(ant_updated_pheromone_map, 0, sizeof(ant_updated_pheromone_map));
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return (double) sum / (double) n_ants;
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/*double real = 0;
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/*double real = 0;
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for (uint k = 0; k < n_nodes; k++) {
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for (uint k = 0; k < n_nodes; k++) {
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real += dist_matrix[sh_route[k]][sh_route[(k + 1) % n_nodes]];
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real += dist_matrix[sh_route[k]][sh_route[(k + 1) % n_nodes]];
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}*/
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}*/
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cerr << "iteration " << i << ": dist " << sh_dist << endl;// << " os " << os << " rdist " << real << endl;
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//cerr << "iteration " << i << ": dist " << sh_dist << endl;// << " os " << os << " rdist " << real << endl;
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/*
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/*
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uint nnz = 0;
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uint nnz = 0;
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double sum = 0, min = 1.0/0.0, max = -1.0/0.0;
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double sum = 0, min = 1.0/0.0, max = -1.0/0.0;
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@ -270,7 +274,6 @@ void mainloop() {
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}
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}
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}
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}
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cerr << "phmap: avg " << sum / (double) (n_nodes * n_nodes) << " min " << min << " max " << max << " nnz " << nnz << endl;*/
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cerr << "phmap: avg " << sum / (double) (n_nodes * n_nodes) << " min " << min << " max " << max << " nnz " << nnz << endl;*/
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}
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}
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}
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uint two_opt() {
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uint two_opt() {
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@ -353,6 +356,7 @@ uint two_five_opt() {
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#define buffersize 100000
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#define buffersize 100000
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int main(int argc, char** argv) {
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int main(int argc, char** argv) {
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unsigned started = time(NULL);
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if (argc < 8) {
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if (argc < 8) {
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cerr << argv[0] << " [n_nodes] [n_iter] [n_ants] [alpha] [beta] [evap] [weight]" << endl;
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cerr << argv[0] << " [n_nodes] [n_iter] [n_ants] [alpha] [beta] [evap] [weight]" << endl;
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return 1;
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return 1;
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@ -400,7 +404,22 @@ int main(int argc, char** argv) {
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init_aco();
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init_aco();
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// scan and parse
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// scan and parse
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mainloop();
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unsigned limit = 175;
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unsigned last_time = started;
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unsigned last_delta = 0;
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for (size_t i = 0; i < n_iterations; i++) {
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double d = mainloop(i);
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unsigned now = time(NULL);
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if ((now - started) + last_delta > limit) {
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cerr << "out of time" << endl;
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break;
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}
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cerr << "iter: " << i << " - dist: " << sh_dist << " - avg: "
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<< d << " - elapsed: " << now - started << endl;
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last_delta = now - last_time;
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last_time = now;
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}
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//for (uint k = 0; k < n_nodes; k++) {
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//for (uint k = 0; k < n_nodes; k++) {
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// cerr << "p: " << sh_route[k] << ": " << dist_matrix[sh_route[k]][sh_route[(k + 1) % n_nodes]] << endl;
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// cerr << "p: " << sh_route[k] << ": " << dist_matrix[sh_route[k]][sh_route[(k + 1) % n_nodes]] << endl;
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6
aco_gambardella.txt
Normal file
6
aco_gambardella.txt
Normal file
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@ -0,0 +1,6 @@
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ants = 10
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alpha = 0.1
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rho = 0.1
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q0 = 0.95 = 1 - (15/nCities)
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beta = b1 = 1
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@ -24,6 +24,15 @@ import os
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# kroA100=21665 eil76=550 lin318=43675
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# kroA100=21665 eil76=550 lin318=43675
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# Separate run: fl1577=24238 (132s) rat783=9389 (174s)
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# Separate run: fl1577=24238 (132s) rat783=9389 (174s)
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# Run #3
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# alpha, beta, evap, weight = (0.1, 1, 0.1, 1 - 15/instance.nPoints)
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# ants, loops = (800, 75) if instance.nPoints > 1100 \
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# else (800, 100) if instance.nPoints > 1000 \
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# else (800, 300) if instance.nPoints > 700 \
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# else (800, 750) if instance.nPoints > 500 \
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# else (800, 1000) if instance.nPoints > 300 \
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# else (800, 1250) if instance.nPoints > 195 else (800, 1500)
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dir = "/Users/maggicl/Git/AI2020BsC/c_prob/"
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dir = "/Users/maggicl/Git/AI2020BsC/c_prob/"
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def ant_colony_opt(instance):
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def ant_colony_opt(instance):
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fname = dir + instance.name + ".txt"
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fname = dir + instance.name + ".txt"
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@ -34,22 +43,19 @@ def ant_colony_opt(instance):
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for i in range(instance.nPoints):
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for i in range(instance.nPoints):
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print(" ".join(map(str, instance.dist_matrix[i])), file=f)
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print(" ".join(map(str, instance.dist_matrix[i])), file=f)
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alpha, beta, evap, weight = (0.9, 8, 0.4, 100_000)
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alpha, beta, evap, weight = (0.9, 6, 0.6, 100_000)
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ants, loops = (1000,7) if instance.nPoints > 1100 \
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ants, loops = (400, 100_000) if instance.nPoints > 1100 \
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else (600,15) if instance.nPoints > 1000 \
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else (600, 15) if instance.nPoints > 1000 \
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else (750,30) if instance.nPoints > 700 \
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else (750, 30) if instance.nPoints > 700 \
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else (975,40) if instance.nPoints > 500 \
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else (975, 40) if instance.nPoints > 500 \
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else (1000,50) if instance.nPoints > 300 \
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else (1000, 50) if instance.nPoints > 300 \
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else (1100,70) if instance.nPoints > 195 else (2700, 140)
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else (1100, 70) if instance.nPoints > 195 else (2700, 140)
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# Call C++ program
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# Call C++ program
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cmd = dir + "aco " + str(instance.nPoints) + " " + str(loops) + " " + str(ants) + \
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cmd = dir + "aco " + str(instance.nPoints) + " " + str(loops) + " " + str(ants) + \
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" " + str(alpha) + " " + str(beta) + " " + str(evap) + " " + str(weight) +" < " + fname + " &2>/dev/null"
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" " + str(alpha) + " " + str(beta) + " " + str(evap) + " " + str(weight) + \
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" < " + fname + " &2>/dev/null"
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print(cmd)
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print(cmd)
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solution = eval(os.popen(cmd).read())
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solution = eval(os.popen(cmd).read())
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solution.append(solution[0])
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solution.append(solution[0])
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return solution
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return solution
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if __name__ == "__main__":
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ant_colony_opt(ProblemInstance("../problems/eil76.tsp"))
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@ -25,7 +25,7 @@ def swap2opt(tsp_sequence, i, j):
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def gain(i, j, tsp_sequence, matrix_dist):
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def gain(i, j, tsp_sequence, matrix_dist):
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old_link_len = (matrix_dist[tsp_sequence[i], tsp_sequence[i - 1]] + matrix_dist[
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old_link_len = (matrix_dist[tsp_sequence[i], tsp_sequence[i - 1]] + matrix_dist[
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tsp_sequence[j], tsp_sequence[j + 1]])x
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tsp_sequence[j], tsp_sequence[j + 1]])
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changed_links_len = (matrix_dist[tsp_sequence[j], tsp_sequence[i - 1]] + matrix_dist[
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changed_links_len = (matrix_dist[tsp_sequence[j], tsp_sequence[i - 1]] + matrix_dist[
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tsp_sequence[i], tsp_sequence[j + 1]])
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tsp_sequence[i], tsp_sequence[j + 1]])
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return - old_link_len + changed_links_len
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return - old_link_len + changed_links_len
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