from itertools import combinations import time import threading from collections import defaultdict import math from multiprocessing import Pool # 配置参数(优化阈值) TARGET =80000 # 目标值 BASE_VALUES = [36.5, 41.5, 59, 68.5, 74, 91.5] # 基础系数列表 FLUCTUATION = 1.0 # 系数波动范围 MAX_SOLUTIONS = 3 # 每个组合的最大解数量 SOLVER_TIMEOUT = 180 # 求解超时时间(秒) THREE_VAR_THRESHOLD = 259000 # 使用三个变量的阈值 PRODUCT_RANGE_THRESHOLD = 129000 # 乘积范围限制阈值 HIGH_TARGET_THRESHOLD = 259000 # 更高目标值阈值 SHOW_PROGRESS = True # 是否显示进度 MAX_SOLUTIONS_PER_COMB = 100 # 每个组合的最大解数量,用于提前终止 USE_MULTIPROCESSING = True # 是否使用多进程加速 def is_valid_product(p): """确保单个乘积不超过129000""" return p <= 129000 # 严格限制所有乘积不超过129000 def find_single_variable_solutions(values): """查找单个数的解(a*x = TARGET)""" solutions = [] for a in values: quotient = TARGET / a if quotient != int(quotient): continue x = int(quotient) if 1 <= x <= 10000 and is_valid_product(a * x): solutions.append((a, x)) if len(solutions) >= MAX_SOLUTIONS: break return solutions def find_two_variable_solutions(values): """优化的双变量求解算法,确保每个乘积不超过129000""" solutions = defaultdict(list) for i, a in enumerate(values): for b in values[i:]: seen_xy = set() # 调整x的最大值,确保a*x不超过129000 if max_x < min_x: continue x_count = max_x - min_x + 1 x_step = max(1, x_count // 1000) for x in range(min_x, max_x + 1, x_step): ax = a * x if ax > 129000: # 额外检查确保不超过129000 continue remainder = TARGET - ax if remainder < b: break if remainder > b * 10000: continue if remainder % b == 0: y = remainder // b by = b * y if 1 <= y <= 10000 and by <= 129000: # 确保b*y也不超过129000 xy_pair = (x, y) if a <= b else (y, x) if xy_pair not in seen_xy: seen_xy.add(xy_pair) solutions[(a, b)].append((a, x, b, y)) if len(solutions[(a, b)]) >= MAX_SOLUTIONS_PER_COMB: break return solutions def process_three_var_combination(args): """处理三变量组合的辅助函数,用于并行计算""" a, b, c, value_ranges, target = args solutions = [] seen_xyz = set() min_x, max_x = value_ranges[a] x_count = max_x - min_x + 1 x_step = max(1, x_count // 1000) for x in range(min_x, max_x + 1, x_step): ax = a * x if not is_valid_product(ax): continue remainder1 = target - ax if remainder1 < 0: break if max_y < min_y: continue y_count = max_y - min_y + 1 y_step = max(1, y_count // 100) for y in range(min_y, max_y + 1, y_step): by = b * y if not is_valid_product(by): continue remainder2 = remainder1 - by if remainder2 < 0: break if remainder2 > c * 10000: continue if remainder2 % c == 0: z = remainder2 // c if 1 <= z <= 10000 and is_valid_product(c * z): xyz_tuple = tuple(sorted([x, y, z])) if xyz_tuple not in seen_xyz: seen_xyz.add(xyz_tuple) solutions.append((a, x, b, y, c, z)) if len(solutions) >= MAX_SOLUTIONS_PER_COMB: return solutions return solutions def find_three_variable_solutions(values): """优化的三变量求解算法,确保每个乘积不超过129000""" solutions = defaultdict(list) sorted_values = sorted(values) # 预计算每个系数的有效范围,确保每个乘积不超过129000 value_ranges = {} for a in sorted_values: value_ranges[a] = (min_x, max_x) combinations_list = [] for i, a in enumerate(sorted_values): for j in range(i + 1, len(sorted_values)): b = sorted_values[j] for k in range(j + 1, len(sorted_values)): c = sorted_values[k] combinations_list.append((a, b, c, value_ranges, TARGET)) if USE_MULTIPROCESSING: with Pool() as pool: results = pool.map(process_three_var_combination, combinations_list) for i, (a, b, c, _, _) in enumerate(combinations_list): if results[i]: solutions[(a, b, c)] = results[i] else: total_combinations = len(combinations_list) for i, (a, b, c, _, _) in enumerate(combinations_list): res = process_three_var_combination((a, b, c, value_ranges, TARGET)) if res: solutions[(a, b, c)] = res if SHOW_PROGRESS and i % 10 == 0: print(f"\r三变量组合进度: {i}/{total_combinations} 组", end='') if SHOW_PROGRESS and not USE_MULTIPROCESSING: print(f"\r三变量组合进度: {total_combinations}/{total_combinations} 组 - 完成") return solutions def find_balanced_solutions(solutions, var_count, num=2): """从所有解中筛选出最平衡的解""" if var_count == 1 or not solutions: return solutions balanced = [] for sol in solutions: vars = sol[1::2] # 获取解中的变量值 diff = max(vars) - min(vars) # 计算变量之间的最大差值 balanced.append((diff, sol)) # 按差值排序,返回差值最小的解 return [s for _, s in sorted(balanced, key=lambda x: x[0])[:num]] def find_original_solutions(solutions, balanced_solutions, num=3): """从剩余解中获取原始顺序的解""" if not solutions: return [] remaining = [s for s in solutions if s not in balanced_solutions] return remaining[:num] def display_solutions(solutions_dict, var_count): """优化的解显示函数""" if not solutions_dict: return print(f"\n找到 {len(solutions_dict)} 组{var_count}变量解:") for i, (coeffs, pair_solutions) in enumerate(sorted(solutions_dict.items()), 1): balanced = find_balanced_solutions(pair_solutions, var_count) original = find_original_solutions(pair_solutions, balanced) all_display = balanced + original if var_count == 1: a = coeffs print(f"\n{i}. 组合: a={a} ({len(pair_solutions)} 个有效解)") elif var_count == 2: a, b = coeffs print(f"\n{i}. 组合: a={a}, b={b} ({len(pair_solutions)} 个有效解)") else: a, b, c = coeffs print(f"\n{i}. 组合: a={a}, b={b}, c={c} ({len(pair_solutions)} 个有效解)") for j, sol in enumerate(all_display, 1): tag = "[平衡解]" if j <= len(balanced) else "[原始解]" if var_count == 1: a, x = sol print(f" {j}. x={x}, a*x={a*x:.1f}, 总和={a*x:.1f} {tag}") elif var_count == 2: a, x, b, y = sol print(f" {j}. x={x}, y={y}, a*x={a*x:.1f}, b*y={b*y:.1f}, 总和={a*x + b*y:.1f} {tag}") else: a, x, b, y, c, z = sol print(f" {j}. x={x}, y={y}, z={z}, " f"a*x={a*x:.1f}, b*y={b*y:.1f}, c*z={c*z:.1f}, " f"总和={a*x + b*y + c*z:.1f} {tag}") def run_with_timeout(func, args=(), kwargs=None, timeout=SOLVER_TIMEOUT): """运行函数并设置超时限制""" if kwargs is None: kwargs = {} result = [] error = [] def wrapper(): try: result.append(func(*args, **kwargs)) except Exception as e: error.append(e) thread = threading.Thread(target=wrapper) thread.daemon = True thread.start() thread.join(timeout) if thread.is_alive(): print(f"警告: {func.__name__} 超时({timeout}秒),跳过此方法") return None if error: return result[0] def main(): print(f"目标值: {TARGET}") # 生成波动后的系数 FLUCTUATED_VALUES = [round(v - FLUCTUATION, 1) for v in BASE_VALUES] # 尝试基础系数 print(f"\n==== 尝试基础系数 ====") # 目标值255966 > 259000不成立,会按顺序尝试单、双、三变量解 base_solutions = { 'single': run_with_timeout(find_single_variable_solutions, args=(BASE_VALUES,)), 'two': run_with_timeout(find_two_variable_solutions, args=(BASE_VALUES,)), 'three': [] } has_solution = False # 显示单变量解 if base_solutions['single']: has_solution = True display_solutions({a: [sol] for a, sol in zip(BASE_VALUES, base_solutions['single']) if sol}, 1) # 显示双变量解 if base_solutions['two'] and len(base_solutions['two']) > 0: has_solution = True display_solutions(base_solutions['two'], 2) # 单变量和双变量都无解时,尝试三变量解 if not has_solution: print(f"\n==== 单变量和双变量无解,尝试三变量解 ====") base_solutions['three'] = run_with_timeout(find_three_variable_solutions, args=(BASE_VALUES,)) if base_solutions['three'] and len(base_solutions['three']) > 0: has_solution = True display_solutions(base_solutions['three'], 3) if has_solution: print(f"\n使用基础系数列表,共找到有效解") return # 如果基础系数没有找到解,尝试波动系数 print(f"\n==== 尝试波动系数 ====") fluctuated_solutions = { 'single': run_with_timeout(find_single_variable_solutions, args=(FLUCTUATED_VALUES,)), 'two': run_with_timeout(find_two_variable_solutions, args=(FLUCTUATED_VALUES,)), 'three': [] } has_solution = False # 显示单变量解 if fluctuated_solutions['single']: has_solution = True display_solutions({a: [sol] for a, sol in zip(FLUCTUATED_VALUES, fluctuated_solutions['single']) if sol}, 1) # 显示双变量解 if fluctuated_solutions['two'] and len(fluctuated_solutions['two']) > 0: has_solution = True display_solutions(fluctuated_solutions['two'], 2) # 单变量和双变量都无解时,尝试三变量解 if not has_solution: print(f"\n==== 单变量和双变量无解,尝试三变量解 ====") fluctuated_solutions['three'] = run_with_timeout(find_three_variable_solutions, args=(FLUCTUATED_VALUES,)) if fluctuated_solutions['three'] and len(fluctuated_solutions['three']) > 0: has_solution = True display_solutions(fluctuated_solutions['three'], 3) if has_solution: print(f"\n使用波动系数列表,共找到有效解") return # 如果所有系数集都没有找到解 print("\n没有找到符合条件的解,即使使用波动后的系数列表。") if __name__ == "__main__": main() print(f"\n总耗时: {time.time() - start_time:.2f}秒")
Standard input is empty
目标值: 80000 ==== 尝试基础系数 ==== 找到 13 组2变量解: 1. 组合: a=36.5, b=41.5 (14 个有效解) 1. x=1015, y=1035.0, a*x=37047.5, b*y=42952.5, 总和=80000.0 [平衡解] 2. x=1181, y=889.0, a*x=43106.5, b*y=36893.5, 总和=80000.0 [平衡解] 3. x=19, y=1911.0, a*x=693.5, b*y=79306.5, 总和=80000.0 [原始解] 4. x=185, y=1765.0, a*x=6752.5, b*y=73247.5, 总和=80000.0 [原始解] 5. x=351, y=1619.0, a*x=12811.5, b*y=67188.5, 总和=80000.0 [原始解] 2. 组合: a=36.5, b=68.5 (8 个有效解) 1. x=651, y=821.0, a*x=23761.5, b*y=56238.5, 总和=80000.0 [平衡解] 2. x=925, y=675.0, a*x=33762.5, b*y=46237.5, 总和=80000.0 [平衡解] 3. x=103, y=1113.0, a*x=3759.5, b*y=76240.5, 总和=80000.0 [原始解] 4. x=377, y=967.0, a*x=13760.5, b*y=66239.5, 总和=80000.0 [原始解] 5. x=1199, y=529.0, a*x=43763.5, b*y=36236.5, 总和=80000.0 [原始解] 3. 组合: a=36.5, b=91.5 (6 个有效解) 1. x=625, y=625.0, a*x=22812.5, b*y=57187.5, 总和=80000.0 [平衡解] 2. x=259, y=771.0, a*x=9453.5, b*y=70546.5, 总和=80000.0 [平衡解] 3. x=991, y=479.0, a*x=36171.5, b*y=43828.5, 总和=80000.0 [原始解] 4. x=1357, y=333.0, a*x=49530.5, b*y=30469.5, 总和=80000.0 [原始解] 5. x=1723, y=187.0, a*x=62889.5, b*y=17110.5, 总和=80000.0 [原始解] 4. 组合: a=41.5, b=59 (16 个有效解) 1. x=806, y=789.0, a*x=33449.0, b*y=46551.0, 总和=80000.0 [平衡解] 2. x=688, y=872.0, a*x=28552.0, b*y=51448.0, 总和=80000.0 [平衡解] 3. x=98, y=1287.0, a*x=4067.0, b*y=75933.0, 总和=80000.0 [原始解] 4. x=216, y=1204.0, a*x=8964.0, b*y=71036.0, 总和=80000.0 [原始解] 5. x=334, y=1121.0, a*x=13861.0, b*y=66139.0, 总和=80000.0 [原始解] 5. 组合: a=41.5, b=68.5 (14 个有效解) 1. x=665, y=765.0, a*x=27597.5, b*y=52402.5, 总和=80000.0 [平衡解] 2. x=802, y=682.0, a*x=33283.0, b*y=46717.0, 总和=80000.0 [平衡解] 3. x=117, y=1097.0, a*x=4855.5, b*y=75144.5, 总和=80000.0 [原始解] 4. x=254, y=1014.0, a*x=10541.0, b*y=69459.0, 总和=80000.0 [原始解] 5. x=391, y=931.0, a*x=16226.5, b*y=63773.5, 总和=80000.0 [原始解] 6. 组合: a=41.5, b=74 (13 个有效解) 1. x=692, y=693.0, a*x=28718.0, b*y=51282.0, 总和=80000.0 [平衡解] 2. x=840, y=610.0, a*x=34860.0, b*y=45140.0, 总和=80000.0 [平衡解] 3. x=100, y=1025.0, a*x=4150.0, b*y=75850.0, 总和=80000.0 [原始解] 4. x=248, y=942.0, a*x=10292.0, b*y=69708.0, 总和=80000.0 [原始解] 5. x=396, y=859.0, a*x=16434.0, b*y=63566.0, 总和=80000.0 [原始解] 7. 组合: a=41.5, b=91.5 (11 个有效解) 1. x=596, y=604.0, a*x=24734.0, b*y=55266.0, 总和=80000.0 [平衡解] 2. x=779, y=521.0, a*x=32328.5, b*y=47671.5, 总和=80000.0 [平衡解] 3. x=47, y=853.0, a*x=1950.5, b*y=78049.5, 总和=80000.0 [原始解] 4. x=230, y=770.0, a*x=9545.0, b*y=70455.0, 总和=80000.0 [原始解] 5. x=413, y=687.0, a*x=17139.5, b*y=62860.5, 总和=80000.0 [原始解] 8. 组合: a=59, b=68.5 (10 个有效解) 1. x=657, y=602.0, a*x=38763.0, b*y=41237.0, 总和=80000.0 [平衡解] 2. x=520, y=720.0, a*x=30680.0, b*y=49320.0, 总和=80000.0 [平衡解] 3. x=109, y=1074.0, a*x=6431.0, b*y=73569.0, 总和=80000.0 [原始解] 4. x=246, y=956.0, a*x=14514.0, b*y=65486.0, 总和=80000.0 [原始解] 5. x=383, y=838.0, a*x=22597.0, b*y=57403.0, 总和=80000.0 [原始解] 9. 组合: a=59, b=74 (18 个有效解) 1. x=636, y=574, a*x=37524.0, b*y=42476.0, 总和=80000.0 [平衡解] 2. x=562, y=633, a*x=33158.0, b*y=46842.0, 总和=80000.0 [平衡解] 3. x=44, y=1046, a*x=2596.0, b*y=77404.0, 总和=80000.0 [原始解] 4. x=118, y=987, a*x=6962.0, b*y=73038.0, 总和=80000.0 [原始解] 5. x=192, y=928, a*x=11328.0, b*y=68672.0, 总和=80000.0 [原始解] 10. 组合: a=59, b=91.5 (8 个有效解) 1. x=565, y=510.0, a*x=33335.0, b*y=46665.0, 总和=80000.0 [平衡解] 2. x=382, y=628.0, a*x=22538.0, b*y=57462.0, 总和=80000.0 [平衡解] 3. x=16, y=864.0, a*x=944.0, b*y=79056.0, 总和=80000.0 [原始解] 4. x=199, y=746.0, a*x=11741.0, b*y=68259.0, 总和=80000.0 [原始解] 5. x=748, y=392.0, a*x=44132.0, b*y=35868.0, 总和=80000.0 [原始解] 11. 组合: a=68.5, b=74 (8 个有效解) 1. x=564, y=559.0, a*x=38634.0, b*y=41366.0, 总和=80000.0 [平衡解] 2. x=416, y=696.0, a*x=28496.0, b*y=51504.0, 总和=80000.0 [平衡解] 3. x=120, y=970.0, a*x=8220.0, b*y=71780.0, 总和=80000.0 [原始解] 4. x=268, y=833.0, a*x=18358.0, b*y=61642.0, 总和=80000.0 [原始解] 5. x=712, y=422.0, a*x=48772.0, b*y=31228.0, 总和=80000.0 [原始解] 12. 组合: a=68.5, b=91.5 (6 个有效解) 1. x=500, y=500.0, a*x=34250.0, b*y=45750.0, 总和=80000.0 [平衡解] 2. x=317, y=637.0, a*x=21714.5, b*y=58285.5, 总和=80000.0 [平衡解] 3. x=134, y=774.0, a*x=9179.0, b*y=70821.0, 总和=80000.0 [原始解] 4. x=683, y=363.0, a*x=46785.5, b*y=33214.5, 总和=80000.0 [原始解] 5. x=866, y=226.0, a*x=59321.0, b*y=20679.0, 总和=80000.0 [原始解] 13. 组合: a=74, b=91.5 (6 个有效解) 1. x=448, y=512.0, a*x=33152.0, b*y=46848.0, 总和=80000.0 [平衡解] 2. x=631, y=364.0, a*x=46694.0, b*y=33306.0, 总和=80000.0 [平衡解] 3. x=82, y=808.0, a*x=6068.0, b*y=73932.0, 总和=80000.0 [原始解] 4. x=265, y=660.0, a*x=19610.0, b*y=60390.0, 总和=80000.0 [原始解] 5. x=814, y=216.0, a*x=60236.0, b*y=19764.0, 总和=80000.0 [原始解] 使用基础系数列表,共找到有效解 总耗时: 0.02秒