-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathmain.cpp
More file actions
417 lines (364 loc) · 18.2 KB
/
Copy pathmain.cpp
File metadata and controls
417 lines (364 loc) · 18.2 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
// --- ANSI 256色 & 霓虹色彩代码 ---
#define RESET "\033[0m"
#define BOLD "\033[1m"
#define RED "\033[31m"
#define GREEN "\033[32m"
#define YELLOW "\033[33m"
#define BLUE "\033[34m"
#define MAGENTA "\033[35m"
#define CYAN "\033[36m"
#define WHITE "\033[37m"
// 赛博朋克扩展色 (256色)
#define NIXIE_ORANGE "\033[38;5;208m"
#define NEON_PINK "\033[38;5;198m"
#define NEON_PURPLE "\033[38;5;93m"
#define NEON_CYAN "\033[38;5;51m"
#define GRID_GRAY "\033[38;5;240m"
#include <iostream>
#include <vector>
#include <limits>
#include <string>
#include <thread>
#include <chrono>
#include <iomanip>
#ifdef _WIN32
#include <windows.h>
#endif
#include "vector.h" // Layer 0: 核心向量
#include "matrix.h" // Layer 1: 核心矩阵 (依赖 vector.h)
#include "RREF.h" // Layer 2: 矩阵变换 (依赖 matrix.h)
#include "VectorSet.h" // Layer 3: 向量组 (依赖 vector.h/matrix.h/RREF.h)
#include "SolvingEquation.h" // Layer 3: 方程组求解 (依赖 RREF.h)
#include "BlockMatrix.h" // Layer 3: 分块矩阵 (依赖 matrix.h)
#include "QuadraticForm.h" // Layer 3: 二次型 (依赖 matrix.h/RREF.h)
#include "SVD.h" // Layer 4: SVD 分解实验室
void enableANSI() {
#ifdef _WIN32
HANDLE hOut = GetStdHandle(STD_OUTPUT_HANDLE);
if (hOut == INVALID_HANDLE_VALUE) return;
DWORD dwMode = 0;
if (!GetConsoleMode(hOut, &dwMode)) return;
dwMode |= ENABLE_VIRTUAL_TERMINAL_PROCESSING;
SetConsoleMode(hOut, dwMode);
#endif
}
// 辅助函数:输入矩阵
Matrix<double> inputMatrix(const std::string& name) {
size_t r = 0, c = 0;
while (true) {
std::cout << YELLOW << "请输入矩阵 " << BOLD << name << RESET << YELLOW << " 的行数和列数: " << RESET;
if (std::cin >> r >> c && r > 0 && c > 0) break;
std::cout << RED << "输入无效,请输入两个正整数!" << RESET << std::endl;
std::cin.clear();
std::cin.ignore(std::numeric_limits<std::streamsize>::max(), '\n');
}
Matrix<double> mat(r, c);
std::cout << YELLOW << "请输入 " << BOLD << r * c << RESET << YELLOW << " 个元素 (按行输入):" << RESET << std::endl;
for (size_t i = 0; i < r; i++) {
for (size_t j = 0; j < c; j++) {
while (!(std::cin >> mat.at(i, j))) {
std::cout << RED << "输入无效,请重新输入第 (" << i+1 << "," << j+1 << ") 个数字: " << RESET;
std::cin.clear();
std::cin.ignore(std::numeric_limits<std::streamsize>::max(), '\n');
}
}
}
return mat;
}
void demoLinearSystem() {
std::cout << CYAN << BOLD << "\n--- [ 解线性方程组 Ax = b ] ---" << RESET << std::endl;
Matrix<double> A = inputMatrix("A");
Matrix<double> b = inputMatrix("b");
try {
SolvingEquation<double> solver(A, b);
solver.computeSolution();
std::cout << GREEN << BOLD << "\n[ 求解结果 ]" << RESET << std::endl;
solver.printSolution();
} catch (const std::exception& e) {
std::cout << RED << "错误: " << e.what() << RESET << std::endl;
}
}
void demoMatrixCalc() {
std::cout << CYAN << BOLD << "\n--- [ 矩阵计算器 ] ---" << RESET << std::endl;
Matrix<double> A = inputMatrix("A");
std::cout << YELLOW << "A 的秩 (Rank): " << BOLD << A.rank() << RESET << std::endl;
std::cout << CYAN << "A 的 1-范数: " << BOLD << A.norm1() << RESET << std::endl;
std::cout << CYAN << "A 的 ∞-范数: " << BOLD << A.normInf() << RESET << std::endl;
std::cout << CYAN << "A 的 F-范数: " << BOLD << A.normFrobenius() << RESET << std::endl;
if (A.getRows() == A.getCols()) {
std::cout << YELLOW << "A 的行列式 (Det): " << BOLD << A.determinant() << RESET << std::endl;
try {
Matrix<double> Inv = A.getInverseMatrix();
std::cout << GREEN << BOLD << "A 的逆矩阵:" << RESET << std::endl;
Inv.display();
} catch (const std::exception& e) {
std::cout << MAGENTA << "A 不可逆: " << e.what() << RESET << std::endl;
}
std::cout << GREEN << BOLD << "A 的特征值和特征向量:" << RESET << std::endl;
try {
auto eig = A.eigen();
std::cout << YELLOW << "特征值: " << RESET;
for (auto v : eig.eigenvalues) std::cout << CYAN << v << " " << RESET;
std::cout << GREEN << "\n特征向量:" << RESET << std::endl;
for (const auto& v : eig.eigenvectors) v.print();
} catch (const std::exception& e) {
std::cout << RED << "计算失败: " << e.what() << RESET << std::endl;
}
} else {
std::cout << MAGENTA << "非方阵无法计算行列式/逆/特征值。" << RESET << std::endl;
}
}
void demoVectorSet() {
std::cout << CYAN << BOLD << "\n--- [ 向量组正交化 (Gram-Schmidt) ] ---" << RESET << std::endl;
size_t n, dim;
std::cout << YELLOW << "请输入向量个数: " << RESET;
std::cin >> n;
std::cout << YELLOW << "请输入向量维度: " << RESET;
std::cin >> dim;
std::vector<Vector<double>> vecs;
for (size_t i = 0; i < n; i++) {
std::cout << YELLOW << "请输入向量 " << BOLD << "v" << i + 1 << RESET << YELLOW << " (" << dim << "维): " << RESET;
std::vector<double> raw(dim);
for (size_t j = 0; j < dim; j++) {
while (!(std::cin >> raw[j])) {
std::cout << RED << "错误:请输入数字!请重新输入 v" << i + 1 << " 的第 " << j + 1 << " 个分量: " << RESET;
std::cin.clear();
std::cin.ignore(std::numeric_limits<std::streamsize>::max(), '\n');
}
}
vecs.emplace_back(std::move(raw));
}
try {
VectorSet<double> vSet(vecs);
std::cout << YELLOW << "向量组秩: " << BOLD << vSet.dimension() << RESET << std::endl;
if (vSet.isLinearIndependent()) std::cout << GREEN << "向量组线性无关" << RESET << std::endl;
else std::cout << MAGENTA << "向量组线性相关" << RESET << std::endl;
std::cout << GREEN << BOLD << "\n正交化结果:" << RESET << std::endl;
auto ortho = VectorSet<double>::gramSchmidt(vecs, true); // true for normalize
for (const auto& v : ortho) v.print();
} catch (const std::exception& e) {
std::cout << RED << "错误: " << e.what() << RESET << std::endl;
}
}
void demoDiagonalization() {
std::cout << CYAN << BOLD << "\n--- [ 矩阵对角化 ] ---" << RESET << std::endl;
Matrix<double> A = inputMatrix("A");
try {
if (!A.isSquare()) {
std::cout << RED << "错误:只有方阵可以对角化。" << RESET << std::endl;
return;
}
if (A.isSymmetric()) {
std::cout << GREEN << "检测到实对称矩阵,将进行正交对角化。" << RESET << std::endl;
}
if (A.isDiagonalizable()) {
auto res = A.diagonalize();
std::cout << GREEN << BOLD << "\n[ 对角化成功 ]" << RESET << std::endl;
std::cout << YELLOW << "变换矩阵 P (特征向量构成):" << RESET << std::endl;
res.P.display();
std::cout << YELLOW << "对角矩阵 D (特征值):" << RESET << std::endl;
res.D.display();
std::cout << CYAN << "\n验证 P * D * P_inv:" << RESET << std::endl;
Matrix<double> reconstructed;
if (A.isSymmetric()) {
reconstructed = res.P * res.D * res.P.transpose();
} else {
try {
reconstructed = res.P * res.D * res.P.getInverseMatrix();
} catch (...) {
std::cout << RED << "无法计算 P 的逆矩阵,验证跳过。" << RESET << std::endl;
return;
}
}
reconstructed.display();
} else {
std::cout << MAGENTA << "矩阵不可对角化(几何重数不足)。" << RESET << std::endl;
}
} catch (const std::exception& e) {
std::cout << RED << "错误: " << e.what() << RESET << std::endl;
}
}
void demoQuadraticForm() {
std::cout << CYAN << BOLD << "\n--- [ 二次型化标准型 ] ---" << RESET << std::endl;
int n;
std::cout << YELLOW << "请输入未知数个数 n: " << RESET;
while (!(std::cin >> n) || n <= 0) {
std::cin.clear();
std::cin.ignore(std::numeric_limits<std::streamsize>::max(), '\n');
std::cout << RED << "无效输入,请输入正整数: " << RESET;
}
size_t count = static_cast<size_t>(n) * (n + 1) / 2;
std::vector<double> coeffs;
std::cout << YELLOW << "请输入 " << count << " 个系数 (依次为 ";
for (int i = 1; i <= n; ++i) {
for (int j = i; j <= n; ++j) {
std::cout << "a" << i << j << " ";
}
}
std::cout << "): " << RESET << std::endl;
for (size_t k = 0; k < count; ++k) {
double val;
while (!(std::cin >> val)) {
std::cin.clear();
std::cin.ignore(std::numeric_limits<std::streamsize>::max(), '\n');
std::cout << RED << "无效输入,请输入数字: " << RESET;
}
coeffs.push_back(val);
}
try {
QuadraticForm<double> qf(static_cast<size_t>(n), coeffs);
qf.orthogonalStandardize();
// 交互:是否进入最优化实验室
std::cout << NEON_CYAN << "\n>> 是否进入最优化实验室 (Optimization Lab) 进行极值分析? [y/n]: " << RESET;
char optChoice;
std::cin >> optChoice;
if (optChoice == 'y' || optChoice == 'Y') {
std::cout << YELLOW << "请输入线性项系数向量 b (长度为 " << n << "): " << RESET << std::endl;
std::vector<double> b_data(n);
for (int i = 0; i < n; ++i) {
std::cout << "b" << (i + 1) << ": ";
while (!(std::cin >> b_data[i])) {
std::cin.clear();
std::cin.ignore(std::numeric_limits<std::streamsize>::max(), '\n');
std::cout << RED << "无效输入,请重新输入数字: " << RESET;
}
}
Vector<double> b_vec(std::move(b_data));
// 1. 直接解析法
qf.solveExtremumDirect(b_vec);
// 2. 牛顿法演示(需要用户提供一个起点)
std::cout << NEON_CYAN << "\n>> 是否进行牛顿法 (Newton's Method) 仿真演示? [y/n]: " << RESET;
std::cin >> optChoice;
if (optChoice == 'y' || optChoice == 'Y') {
std::cout << YELLOW << "请输入模拟起点 x0 (长度为 " << n << "): " << RESET << std::endl;
std::vector<double> x0_data(n);
for (int i = 0; i < n; ++i) {
std::cout << "x0_" << (i + 1) << ": ";
std::cin >> x0_data[i];
}
qf.solveExtremumNewton(b_vec, Vector<double>(std::move(x0_data)));
}
// 3. 约束最值
qf.reportRangeOnUnitSphere();
}
} catch (const std::exception& e) {
std::cout << RED << "执行失败: " << e.what() << RESET << std::endl;
}
}
void demoBlockMatrix() {
std::cout << CYAN << BOLD << "\n--- [ 分块矩阵演示 ] ---" << RESET << std::endl;
std::cout << YELLOW << "正在构建一个 4x4 矩阵,由 4 个 2x2 的块组成..." << RESET << std::endl;
BlockMatrix<double> BM(2, 2, 2);
Matrix<double> I = Matrix<double>::identity(2);
Matrix<double> Z = Matrix<double>::zero(2);
Matrix<double> Ones(2, 2);
Ones.at(0,0)=1; Ones.at(0,1)=1; Ones.at(1,0)=1; Ones.at(1,1)=1;
BM.getBlock(0, 0) = I * 2.0; // 左上: 2I
BM.getBlock(0, 1) = Ones; // 右上: 全1
BM.getBlock(1, 0) = Z; // 左下: 0
BM.getBlock(1, 1) = I; // 右下: I
std::cout << GREEN << "构建的分块矩阵 M:" << RESET << std::endl;
BM.display();
std::cout << GREEN << "分块矩阵转置 M^T:" << RESET << std::endl;
BM.transposeBlockMatrix().display();
std::cout << GREEN << "分块矩阵乘法 M * M:" << RESET << std::endl;
(BM * BM).display();
}
void demoSVD() {
std::cout << CYAN << BOLD << "\n--- [ SVD 奇异值分解实验室 ] ---" << RESET << std::endl;
int m, n;
std::cout << YELLOW << "请输入矩阵行数 m: " << RESET; std::cin >> m;
std::cout << YELLOW << "请输入矩阵列数 n: " << RESET; std::cin >> n;
Matrix<double> A(m, n);
std::cout << YELLOW << "请输入 " << m << "x" << n << " 矩阵 A 的元素: " << RESET << std::endl;
for (int i = 0; i < m; ++i)
for (int j = 0; j < n; ++j)
std::cin >> A.at(i, j);
SVDSolver<double> svd(A);
// 这里会调用你在 SVD.h 中实现的 compute()
auto res = svd.compute();
svd.display(res);
}
void printSystemBoot() {
auto sleep_ms = [](int ms) {
std::this_thread::sleep_for(std::chrono::milliseconds(ms));
};
std::cout << NEON_CYAN << "[ 系统自检中... ]" << RESET << std::endl;
const char* tasks[] = {
"正在初始化核心矩阵引擎...",
"正在建立 QR 迭代特征值求解器连接...",
"正在加载二次型惯性指数分析模块...",
"正在同步标准正交基计算单元...",
"系统状态:[ 就绪 ]"
};
for (auto task : tasks) {
std::cout << GRID_GRAY << "> " << task << RESET ;
std::cout.flush();
sleep_ms(200);
std::cout << GREEN << " [OK]" << RESET << std::endl;
}
sleep_ms(300);
}
void printCyberBanner() {
std::cout << NEON_PURPLE << "╔══════════════════════════════════════════════════════════╗" << RESET << std::endl;
std::cout << NEON_PURPLE << "║" << NIXIE_ORANGE << " __ __ _ _ ____ ___ ____ _____ " << NEON_PURPLE << " ║" << RESET << std::endl;
std::cout << NEON_PURPLE << "║" << NIXIE_ORANGE << " | \\/ | __ _| |_ _ __(_)_ __ ____ / ___/ _ \\| _ \\| ____|" << NEON_PURPLE << " ║" << RESET << std::endl;
std::cout << NEON_PURPLE << "║" << NIXIE_ORANGE << " | |\\/| |/ _` | __| '__| \\ \\/ / / ___| | | | | | |_) | _| " << NEON_PURPLE << " ║" << RESET << std::endl;
std::cout << NEON_PURPLE << "║" << NIXIE_ORANGE << " | | | | (_| | |_| | | |> < |___ | |__| |_| | _ <| |___ " << NEON_PURPLE << " ║" << RESET << std::endl;
std::cout << NEON_PURPLE << "║" << NIXIE_ORANGE << " |_| |_|\\__,_|\\__|_| |_/_/\\_\\ \\____\\___/|_| \\_\\_____|" << NEON_PURPLE << " ║" << RESET << std::endl;
std::cout << NEON_PURPLE << "║" << NEON_PINK << " v1.2-CYBER" << NEON_PURPLE << " ║" << RESET << std::endl;
std::cout << NEON_PURPLE << "╚══════════════════════════════════════════════════════════╝" << RESET << std::endl;
std::cout << NEON_CYAN << " >> 线性代数工具库 | 霓虹终端演示版 <<" << RESET << std::endl;
}
void printDecoratedMenu() {
std::cout << GRID_GRAY << "┌──────────────────────────────────────────────────────────┐" << RESET << std::endl;
std::cout << GRID_GRAY << "│" << NEON_PINK << " 请选择操作指令:" << std::setw(42) << " " << GRID_GRAY << "│" << RESET << std::endl;
std::cout << GRID_GRAY << "├──────────────────────────────────────────────────────────┤" << RESET << std::endl;
auto printItem = [](const char* num, const char* text) {
std::cout << GRID_GRAY << "│" << NIXIE_ORANGE << " [" << num << "]" << RESET << " " << WHITE << std::left << std::setw(48) << text << GRID_GRAY << "│" << RESET << std::endl;
};
printItem("1", "解线性方程组 (Ax = b)");
printItem("2", "矩阵运算 (秩, 行列式, 逆, 特征值)");
printItem("3", "向量组操作 (秩, Schmidt 正交化)");
printItem("4", "分块矩阵演示 (Block Matrix)");
printItem("5", "矩阵对角化 (Diagonalization)");
printItem("6", "二次型化标准型 (Quadratic Form)");
printItem("7", "SVD 奇异值分解实验室");
std::cout << GRID_GRAY << "├──────────────────────────────────────────────────────────┤" << RESET << std::endl;
std::cout << GRID_GRAY << "│" << RED << " [0] 退出系统" << std::setw(45) << " " << GRID_GRAY << "│" << RESET << std::endl;
std::cout << GRID_GRAY << "└──────────────────────────────────────────────────────────┘" << RESET << std::endl;
std::cout << NEON_CYAN << " >> " << RESET;
}
int main() {
enableANSI();
printSystemBoot();
while (true) {
printCyberBanner();
printDecoratedMenu();
int choice;
if (!(std::cin >> choice)) {
std::cin.clear();
std::cin.ignore(std::numeric_limits<std::streamsize>::max(), '\n');
std::cout << "\n\n";
continue;
}
switch (choice) {
case 1: demoLinearSystem(); break;
case 2: demoMatrixCalc(); break;
case 3: demoVectorSet(); break;
case 4: demoBlockMatrix(); break;
case 5: demoDiagonalization(); break;
case 6: demoQuadraticForm(); break;
case 7: demoSVD(); break;
case 0:
std::cout << NEON_PINK << BOLD << "感谢使用,系统正在下线..." << RESET << std::endl;
return 0;
default:
std::cout << RED << "无效指令,请重试。" << RESET << std::endl;
}
std::cout << YELLOW << "\n按回车键继续..." << RESET;
std::cin.ignore(std::numeric_limits<std::streamsize>::max(), '\n');
std::cin.get();
std::cout << "\n\n";
}
}