cuGenOpt/benchmark/experiments/e11_ultra_large/test_e11.cu

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#include "solver.cuh"
#include "multi_gpu_solver.cuh"
#include "ultra_large_tsp.cuh"
#include "ultra_large_vrp.cuh"
#include <cstdio>
#include <vector>
#include <ctime>
void generate_random_tsp(float* dist, int n, unsigned seed) {
srand(seed);
for (int i = 0; i < n; i++) {
dist[i * n + i] = 0.0f;
for (int j = i + 1; j < n; j++) {
float d = 10.0f + (rand() % 10000) / 10.0f;
dist[i * n + j] = d;
dist[j * n + i] = d;
}
}
}
void generate_random_vrp(float* dist, float* demand, int n, unsigned seed) {
srand(seed);
int stride = n + 1;
for (int i = 0; i < stride; i++) {
dist[i * stride + i] = 0.0f;
for (int j = i + 1; j < stride; j++) {
float d = 10.0f + (rand() % 10000) / 10.0f;
dist[i * stride + j] = d;
dist[j * stride + i] = d;
}
}
for (int i = 0; i < n; i++) {
demand[i] = 5.0f + (rand() % 20);
}
}
int main() {
printf("==============================================\n");
printf("E11: 超大规模实验 (n=1000)\n");
printf("==============================================\n\n");
int num_gpus;
cudaGetDeviceCount(&num_gpus);
printf("检测到 %d 个 GPU\n\n", num_gpus);
// ========== TSP n=1000 ==========
printf("[TSP n=1000]\n");
printf("分配内存...\n");
int n_tsp = 1000;
float* h_dist_tsp = new float[n_tsp * n_tsp];
printf("生成数据...\n");
generate_random_tsp(h_dist_tsp, n_tsp, 12345);
printf("创建 Problem...\n");
auto prob_tsp = UltraLargeTSPProblem::create(h_dist_tsp, n_tsp);
SolverConfig cfg;
cfg.pop_size = 0;
cfg.max_gen = 1000; // 先测 1000 代
cfg.verbose = true;
cfg.num_islands = 16;
cfg.use_aos = true;
cfg.sa_temp_init = 50.0f;
cfg.use_cuda_graph = true;
cfg.seed = 42;
printf("\n开始求解单GPU1000代...\n");
time_t start = time(nullptr);
auto result_tsp = solve(prob_tsp, cfg);
time_t end = time(nullptr);
printf("\n结果: %.2f\n", result_tsp.best_solution.objectives[0]);
printf("耗时: %ld 秒\n", end - start);
printf("预估 5000 代耗时: ~%ld 秒 (%.1f 分钟)\n",
(end - start) * 5, (end - start) * 5.0 / 60.0);
prob_tsp.destroy();
delete[] h_dist_tsp;
printf("\n");
// ========== VRP n=500 (先测小一点) ==========
printf("[VRP n=500, vehicles=25]\n");
printf("分配内存...\n");
int n_vrp = 500;
int num_veh = 25;
float* h_dist_vrp = new float[(n_vrp+1) * (n_vrp+1)];
float* h_demand_vrp = new float[n_vrp];
printf("生成数据...\n");
generate_random_vrp(h_dist_vrp, h_demand_vrp, n_vrp, 12345);
printf("创建 Problem...\n");
auto prob_vrp = UltraLargeVRPProblem::create(h_dist_vrp, h_demand_vrp, n_vrp, 100.0f, num_veh, num_veh);
cfg.seed = 42;
cfg.max_gen = 1000;
printf("\n开始求解单GPU1000代...\n");
start = time(nullptr);
auto result_vrp = solve(prob_vrp, cfg);
end = time(nullptr);
printf("\n结果: %.2f\n", result_vrp.best_solution.objectives[0]);
printf("耗时: %ld 秒\n", end - start);
printf("预估 5000 代耗时: ~%ld 秒 (%.1f 分钟)\n",
(end - start) * 5, (end - start) * 5.0 / 60.0);
prob_vrp.destroy();
delete[] h_dist_vrp;
delete[] h_demand_vrp;
printf("\n==============================================\n");
printf("E11 快速验证完成\n");
printf("==============================================\n");
return 0;
}