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 = 62310 # 目标值 BASE_VALUES = [38.5,44,61,70.5,75.5,93] # 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: 62310 ==== 尝试基础系数 ==== 找到 1 组1变量解: 1. 组合: a=38.5 (1 个有效解) 1. x=670, a*x=62310.0, 总和=62310.0 [平衡解] 找到 15 组2变量解: 1. 组合: a=38.5, b=61 (13 个有效解) 1. x=606, y=639.0, a*x=23331.0, b*y=38979.0, 总和=62310.0 [平衡解] 2. x=728, y=562.0, a*x=28028.0, b*y=34282.0, 总和=62310.0 [平衡解] 3. x=118, y=947.0, a*x=4543.0, b*y=57767.0, 总和=62310.0 [原始解] 4. x=240, y=870.0, a*x=9240.0, b*y=53070.0, 总和=62310.0 [原始解] 5. x=362, y=793.0, a*x=13937.0, b*y=48373.0, 总和=62310.0 [原始解] 2. 组合: a=38.5, b=70.5 (12 个有效解) 1. x=582, y=566.0, a*x=22407.0, b*y=39903.0, 总和=62310.0 [平衡解] 2. x=441, y=643.0, a*x=16978.5, b*y=45331.5, 总和=62310.0 [平衡解] 3. x=18, y=874.0, a*x=693.0, b*y=61617.0, 总和=62310.0 [原始解] 4. x=159, y=797.0, a*x=6121.5, b*y=56188.5, 总和=62310.0 [原始解] 5. x=300, y=720.0, a*x=11550.0, b*y=50760.0, 总和=62310.0 [原始解] 3. 组合: a=38.5, b=75.5 (11 个有效解) 1. x=483, y=579.0, a*x=18595.5, b*y=43714.5, 总和=62310.0 [平衡解] 2. x=634, y=502.0, a*x=24409.0, b*y=37901.0, 总和=62310.0 [平衡解] 3. x=30, y=810.0, a*x=1155.0, b*y=61155.0, 总和=62310.0 [原始解] 4. x=181, y=733.0, a*x=6968.5, b*y=55341.5, 总和=62310.0 [原始解] 5. x=332, y=656.0, a*x=12782.0, b*y=49528.0, 总和=62310.0 [原始解] 4. 组合: a=38.5, b=93 (8 个有效解) 1. x=558, y=439.0, a*x=21483.0, b*y=40827.0, 总和=62310.0 [平衡解] 2. x=372, y=516.0, a*x=14322.0, b*y=47988.0, 总和=62310.0 [平衡解] 3. x=186, y=593.0, a*x=7161.0, b*y=55149.0, 总和=62310.0 [原始解] 4. x=744, y=362.0, a*x=28644.0, b*y=33666.0, 总和=62310.0 [原始解] 5. x=930, y=285.0, a*x=35805.0, b*y=26505.0, 总和=62310.0 [原始解] 5. 组合: a=44, b=61 (23 个有效解) 1. x=576, y=606, a*x=25344.0, b*y=36966.0, 总和=62310.0 [平衡解] 2. x=637, y=562, a*x=28028.0, b*y=34282.0, 总和=62310.0 [平衡解] 3. x=27, y=1002, a*x=1188.0, b*y=61122.0, 总和=62310.0 [原始解] 4. x=88, y=958, a*x=3872.0, b*y=58438.0, 总和=62310.0 [原始解] 5. x=149, y=914, a*x=6556.0, b*y=55754.0, 总和=62310.0 [原始解] 6. 组合: a=44, b=70.5 (10 个有效解) 1. x=474, y=588.0, a*x=20856.0, b*y=41454.0, 总和=62310.0 [平衡解] 2. x=615, y=500.0, a*x=27060.0, b*y=35250.0, 总和=62310.0 [平衡解] 3. x=51, y=852.0, a*x=2244.0, b*y=60066.0, 总和=62310.0 [原始解] 4. x=192, y=764.0, a*x=8448.0, b*y=53862.0, 总和=62310.0 [原始解] 5. x=333, y=676.0, a*x=14652.0, b*y=47658.0, 总和=62310.0 [原始解] 7. 组合: a=44, b=75.5 (9 个有效解) 1. x=517, y=524.0, a*x=22748.0, b*y=39562.0, 总和=62310.0 [平衡解] 2. x=668, y=436.0, a*x=29392.0, b*y=32918.0, 总和=62310.0 [平衡解] 3. x=64, y=788.0, a*x=2816.0, b*y=59494.0, 总和=62310.0 [原始解] 4. x=215, y=700.0, a*x=9460.0, b*y=52850.0, 总和=62310.0 [原始解] 5. x=366, y=612.0, a*x=16104.0, b*y=46206.0, 总和=62310.0 [原始解] 8. 组合: a=44, b=93 (15 个有效解) 1. x=465, y=450, a*x=20460.0, b*y=41850.0, 总和=62310.0 [平衡解] 2. x=372, y=494, a*x=16368.0, b*y=45942.0, 总和=62310.0 [平衡解] 3. x=93, y=626, a*x=4092.0, b*y=58218.0, 总和=62310.0 [原始解] 4. x=186, y=582, a*x=8184.0, b*y=54126.0, 总和=62310.0 [原始解] 5. x=279, y=538, a*x=12276.0, b*y=50034.0, 总和=62310.0 [原始解] 9. 组合: a=61, b=70.5 (7 个有效解) 1. x=543, y=414.0, a*x=33123.0, b*y=29187.0, 总和=62310.0 [平衡解] 2. x=402, y=536.0, a*x=24522.0, b*y=37788.0, 总和=62310.0 [平衡解] 3. x=120, y=780.0, a*x=7320.0, b*y=54990.0, 总和=62310.0 [原始解] 4. x=261, y=658.0, a*x=15921.0, b*y=46389.0, 总和=62310.0 [原始解] 5. x=684, y=292.0, a*x=41724.0, b*y=20586.0, 总和=62310.0 [原始解] 10. 组合: a=61, b=75.5 (7 个有效解) 1. x=415, y=490.0, a*x=25315.0, b*y=36995.0, 总和=62310.0 [平衡解] 2. x=566, y=368.0, a*x=34526.0, b*y=27784.0, 总和=62310.0 [平衡解] 3. x=113, y=734.0, a*x=6893.0, b*y=55417.0, 总和=62310.0 [原始解] 4. x=264, y=612.0, a*x=16104.0, b*y=46206.0, 总和=62310.0 [原始解] 5. x=717, y=246.0, a*x=43737.0, b*y=18573.0, 总和=62310.0 [原始解] 11. 组合: a=61, b=93 (10 个有效解) 1. x=372, y=426, a*x=22692.0, b*y=39618.0, 总和=62310.0 [平衡解] 2. x=465, y=365, a*x=28365.0, b*y=33945.0, 总和=62310.0 [平衡解] 3. x=93, y=609, a*x=5673.0, b*y=56637.0, 总和=62310.0 [原始解] 4. x=186, y=548, a*x=11346.0, b*y=50964.0, 总和=62310.0 [原始解] 5. x=279, y=487, a*x=17019.0, b*y=45291.0, 总和=62310.0 [原始解] 12. 组合: a=70.5, b=75.5 (6 个有效解) 1. x=373, y=477.0, a*x=26296.5, b*y=36013.5, 总和=62310.0 [平衡解] 2. x=524, y=336.0, a*x=36942.0, b*y=25368.0, 总和=62310.0 [平衡解] 3. x=71, y=759.0, a*x=5005.5, b*y=57304.5, 总和=62310.0 [原始解] 4. x=222, y=618.0, a*x=15651.0, b*y=46659.0, 总和=62310.0 [原始解] 5. x=675, y=195.0, a*x=47587.5, b*y=14722.5, 总和=62310.0 [原始解] 13. 组合: a=70.5, b=93 (14 个有效解) 1. x=372, y=388.0, a*x=26226.0, b*y=36084.0, 总和=62310.0 [平衡解] 2. x=434, y=341.0, a*x=30597.0, b*y=31713.0, 总和=62310.0 [平衡解] 3. x=62, y=623.0, a*x=4371.0, b*y=57939.0, 总和=62310.0 [原始解] 4. x=124, y=576.0, a*x=8742.0, b*y=53568.0, 总和=62310.0 [原始解] 5. x=186, y=529.0, a*x=13113.0, b*y=49197.0, 总和=62310.0 [原始解] 14. 组合: a=75.5, b=93 (4 个有效解) 1. x=372, y=368.0, a*x=28086.0, b*y=34224.0, 总和=62310.0 [平衡解] 2. x=186, y=519.0, a*x=14043.0, b*y=48267.0, 总和=62310.0 [平衡解] 3. x=558, y=217.0, a*x=42129.0, b*y=20181.0, 总和=62310.0 [原始解] 4. x=744, y=66.0, a*x=56172.0, b*y=6138.0, 总和=62310.0 [原始解] 15. 组合: a=93, b=93 (100 个有效解) 1. x=100, y=570, a*x=9300.0, b*y=53010.0, 总和=62310.0 [平衡解] 2. x=99, y=571, a*x=9207.0, b*y=53103.0, 总和=62310.0 [平衡解] 3. x=1, y=669, a*x=93.0, b*y=62217.0, 总和=62310.0 [原始解] 4. x=2, y=668, a*x=186.0, b*y=62124.0, 总和=62310.0 [原始解] 5. x=3, y=667, a*x=279.0, b*y=62031.0, 总和=62310.0 [原始解] 使用基础系数列表,共找到有效解 总耗时: 0.01秒