80_linalg.py 15 KB

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  1. from linalg import mat3x3, vec2, vec3, vec4
  2. import random
  3. import sys
  4. import math
  5. assert repr(math) == "<module 'math'>"
  6. # 出于对精度转换的考虑,在本测试中具体将采用str(floating_num)[:6]来比较两个浮点数是否相等
  7. # test vec2--------------------------------------------------------------------
  8. def rotated_vec2(vec_2, radians: float):
  9. cos_theta = math.cos(radians)
  10. sin_theta = math.sin(radians)
  11. new_x = vec_2.x * cos_theta - vec_2.y * sin_theta
  12. new_y = vec_2.x * sin_theta + vec_2.y * cos_theta
  13. return vec2(new_x, new_y)
  14. # 生成随机测试目标
  15. min_num = -10.0
  16. max_num = 10.0
  17. test_vec2 = vec2(*tuple([random.uniform(min_num, max_num) for _ in range(2)]))
  18. test_vec2_2 = vec2(*tuple([random.uniform(min_num, max_num) for _ in range(2)]))
  19. static_test_vec2_float = vec2(3.18, -1.09)
  20. static_test_vec2_int = vec2(278, -1391)
  21. # test __repr__
  22. assert str(static_test_vec2_float).startswith('vec2(')
  23. assert str(static_test_vec2_int).startswith('vec2(')
  24. # test copy
  25. element_name_list = [e for e in dir(test_vec2) if e in 'x,y,z,w']
  26. element_value_list = [getattr(test_vec2, attr) for attr in element_name_list]
  27. copy_element_value_list = [getattr(test_vec2.copy(), attr) for attr in element_name_list]
  28. assert element_value_list == copy_element_value_list
  29. # test rotate
  30. test_vec2_copy = test_vec2.copy()
  31. radians = random.uniform(-10*math.pi, 10*math.pi)
  32. test_vec2_copy = rotated_vec2(test_vec2_copy, radians)
  33. assert test_vec2.rotate(radians).__dict__ == test_vec2_copy.__dict__
  34. # test smooth_damp
  35. vel = vec2(0, 0)
  36. ret = vec2.smooth_damp(vec2(1, 2), vec2(3, 4), vel, 7, 8, 9)
  37. assert isinstance(ret, vec2)
  38. assert vel.length() > 0
  39. # test vec3--------------------------------------------------------------------
  40. # 生成随机测试目标
  41. min_num = -10.0
  42. max_num = 10.0
  43. test_vec3 = vec3(*tuple([random.uniform(min_num, max_num) for _ in range(3)]))
  44. static_test_vec3_float = vec3(3.1886954323, -1098399.59932453432, 9.00000000000002765)
  45. static_test_vec3_int = vec3(278, -13919730938747, 1364223456756456)
  46. # test __repr__
  47. assert str(static_test_vec3_float).startswith('vec3(')
  48. assert str(static_test_vec3_int).startswith('vec3(')
  49. # test __getnewargs__
  50. element_name_list = ['x', 'y', 'z']
  51. element_value_list = [getattr(test_vec3, attr) for attr in element_name_list]
  52. assert tuple(element_value_list) == test_vec3.__getnewargs__()
  53. # test copy
  54. element_name_list = ['x', 'y', 'z']
  55. element_value_list = [getattr(test_vec3, attr) for attr in element_name_list]
  56. copy_element_value_list = [getattr(test_vec3.copy(), attr) for attr in element_name_list]
  57. assert element_value_list == copy_element_value_list
  58. # test vec4--------------------------------------------------------------------
  59. # 生成随机测试目标
  60. min_num = -10.0
  61. max_num = 10.0
  62. test_vec4 = vec4(*tuple([random.uniform(min_num, max_num) for _ in range(4)]))
  63. static_test_vec4_float = vec4(3.1886954323, -1098399.59932453432, 9.00000000000002765, 4565400000000.0000000045)
  64. static_test_vec4_int = vec4(278, -13919730938747, 1364223456756456, -37)
  65. # test __repr__
  66. assert str(static_test_vec4_float).startswith('vec4(')
  67. assert str(static_test_vec4_int).startswith('vec4(')
  68. # test __getnewargs__
  69. element_name_list = ['x', 'y', 'z', 'w']
  70. element_value_list = [getattr(test_vec4, attr) for attr in element_name_list]
  71. _0 = tuple(element_value_list)
  72. _1 = test_vec4.__getnewargs__()
  73. assert (_0 == _1), (_0, _1)
  74. # test copy
  75. element_name_list = ['x', 'y', 'z', 'w']
  76. element_value_list = [getattr(test_vec4, attr) for attr in element_name_list]
  77. copy_element_value_list = [getattr(test_vec4.copy(), attr) for attr in element_name_list]
  78. assert element_value_list == copy_element_value_list
  79. # test mat3x3--------------------------------------------------------------------
  80. def mat_to_str_list(mat):
  81. ret = [[0,0,0], [0,0,0], [0,0,0]]
  82. for i in range(3):
  83. for j in range(3):
  84. ret[i][j] = str(round(mat[i, j], 2))[:6]
  85. return ret
  86. def mat_list_to_str_list(mat_list):
  87. ret = [[0,0,0], [0,0,0], [0,0,0]]
  88. for i in range(3):
  89. for j in range(3):
  90. ret[i][j] = str(round(mat_list[i][j], 2))[:6]
  91. return ret
  92. def mat_to_list(mat):
  93. ret = [[0,0,0], [0,0,0], [0,0,0]]
  94. for i in range(3):
  95. for j in range(3):
  96. ret[i][j] = mat[i, j]
  97. return ret
  98. def mat_round(mat, pos):
  99. '''
  100. 对mat的副本的每一个元素执行round(element, pos),返回副本
  101. 用于校对元素是浮点数的矩阵
  102. '''
  103. ret = mat.copy()
  104. for i, row in enumerate(ret):
  105. for j, element in enumerate(row):
  106. row[j] = round(element, pos)
  107. ret[i] = row
  108. return ret
  109. def get_row(mat, row_index):
  110. '''
  111. 返回mat的row_index行元素构成的列表
  112. '''
  113. ret = []
  114. for i in range(3):
  115. ret.append(mat[row_index, i])
  116. return ret
  117. def get_col(mat, col_index):
  118. '''
  119. 返回mat的col_index列元素构成的列表
  120. '''
  121. ret = []
  122. for i in range(3):
  123. ret.append(mat[i, col_index])
  124. return ret
  125. def calculate_inverse(matrix):
  126. '''
  127. 返回逆矩阵
  128. '''
  129. # 获取矩阵的行数和列数
  130. rows = len(matrix)
  131. cols = len(matrix[0])
  132. # 确保矩阵是方阵
  133. if rows != cols:
  134. raise ValueError("输入矩阵必须是方阵")
  135. # 构建单位矩阵
  136. identity = [[1 if i == j else 0 for j in range(cols)] for i in range(rows)]
  137. # 将单位矩阵与输入矩阵进行初等行变换
  138. augmented_matrix = [row + identity[i] for i, row in enumerate(matrix)]
  139. # 初等行变换,将输入矩阵转化为单位矩阵,同时在另一边进行相同的行变换
  140. for i in range(cols):
  141. pivot = augmented_matrix[i][i]
  142. if pivot == 0:
  143. raise ValueError("输入矩阵不可逆")
  144. scale_row(augmented_matrix, i, 1/pivot)
  145. for j in range(cols):
  146. if j != i:
  147. scale = augmented_matrix[j][i]
  148. row_operation(augmented_matrix, j, i, -scale)
  149. # 提取逆矩阵
  150. inverse_matrix = [row[cols:] for row in augmented_matrix]
  151. return inverse_matrix
  152. def scale_row(matrix, row, scale):
  153. matrix[row] = [element * scale for element in matrix[row]]
  154. def row_operation(matrix, target_row, source_row, scale):
  155. matrix[target_row] = [target_element + scale * source_element for target_element, source_element in zip(matrix[target_row], matrix[source_row])]
  156. # 生成随机测试目标
  157. min_num = -10.0
  158. max_num = 10.0
  159. test_mat = mat3x3([random.uniform(min_num, max_num) for _ in range(9)])
  160. static_test_mat_float= mat3x3(
  161. 7.264189733952545, -5.432187523625671, 1.8765304152872613,
  162. -2.4910524352374734, 8.989660807513068, -0.7168824333280513,
  163. 9.558042327611506, -3.336280256662496, 4.951381528057387
  164. )
  165. static_test_mat_float_inv = mat3x3( 0.32265243, 0.15808159, -0.09939472,
  166. 0.04199553, 0.13813096, 0.00408326,
  167. -0.59454451, -0.21208362, 0.39658464)
  168. static_test_mat_int = mat3x3([
  169. 1, 2, 3,
  170. 4, 5, 6,
  171. 7, 8, 9]
  172. )
  173. # test incorrect number of parameters is passed
  174. for i in range(20):
  175. if i in [0, 9]:
  176. continue
  177. try:
  178. test_mat_copy = mat3x3(*tuple([e+0.1 for e in range(i)]))
  179. # 既然参数数量不是合法的0个或9个,并且这里也没有触发TypeError,那么引发测试失败
  180. print(f'When there are {i} arguments, no TypeError is triggered')
  181. exit(1)
  182. except TypeError:
  183. pass
  184. # test 9 floating parameters is passed
  185. test_mat_copy = test_mat.copy()
  186. element_name_list = []
  187. for i in range(3):
  188. for j in range(3):
  189. element_name_list.append(f'_{i+1}{j+1}')
  190. element_value_list = [getattr(test_mat, attr) for attr in element_name_list]
  191. assert mat3x3(*tuple(element_value_list)) == test_mat
  192. # test copy
  193. test_mat_copy = test_mat.copy()
  194. assert test_mat is not test_mat_copy
  195. assert test_mat == test_mat_copy
  196. # test setzeros
  197. test_mat_copy = test_mat.copy()
  198. test_mat_copy.set_zeros()
  199. assert test_mat_copy == mat3x3.zeros()
  200. # test set_ones
  201. test_mat_copy = test_mat.copy()
  202. test_mat_copy.set_ones()
  203. assert test_mat_copy == mat3x3.ones()
  204. # test set_identity
  205. test_mat_copy = test_mat.copy()
  206. test_mat_copy.set_identity()
  207. assert test_mat_copy == mat3x3([1, 0, 0,
  208. 0, 1, 0,
  209. 0, 0, 1])
  210. # test __getitem__
  211. for i, element in enumerate([getattr(test_mat, e) for e in element_name_list]):
  212. assert test_mat[int(i/3), i%3] == element
  213. try:
  214. test_mat[1,2,3]
  215. raise Exception('未能触发错误拦截, 此处应当报错 IndexError("index out of range")')
  216. except:
  217. pass
  218. try:
  219. test_mat[-1][4]
  220. raise Exception('未能触发错误拦截, 此处应当报错 IndexError("index out of range")')
  221. except:
  222. pass
  223. # test __setitem__
  224. test_mat_copy = test_mat.copy()
  225. for i, element in enumerate([getattr(test_mat_copy, e) for e in element_name_list]):
  226. test_mat_copy[int(i/3), i%3] = list(range(9))[i]
  227. assert test_mat_copy == mat3x3([0,1,2,
  228. 3,4,5,
  229. 6,7,8])
  230. try:
  231. test_mat[1,2,3] = 1
  232. raise Exception('未能触发错误拦截, 此处应当报错 TypeError("Mat3x3.__setitem__ takes a tuple of 2 integers")')
  233. except:
  234. pass
  235. try:
  236. test_mat[-1][4] = 1
  237. raise Exception('未能触发错误拦截, 此处应当报错 IndexError("index out of range")')
  238. except:
  239. pass
  240. # test __add__
  241. test_mat_copy = test_mat.copy()
  242. ones = mat3x3()
  243. ones.set_ones()
  244. result_mat = test_mat_copy.__add__(ones)
  245. correct_result_mat = test_mat_copy.copy()
  246. for i in range(3):
  247. for j in range(3):
  248. correct_result_mat[i, j] += 1
  249. assert result_mat == correct_result_mat
  250. # test __sub__
  251. test_mat_copy = test_mat.copy()
  252. ones = mat3x3()
  253. ones.set_ones()
  254. result_mat = test_mat_copy.__sub__(ones)
  255. correct_result_mat = test_mat_copy.copy()
  256. for i in range(3):
  257. for j in range(3):
  258. correct_result_mat[i, j] -= 1
  259. assert result_mat == correct_result_mat
  260. # test __mul__
  261. test_mat_copy = test_mat.copy()
  262. result_mat = test_mat_copy.__mul__(12.345)
  263. correct_result_mat = test_mat_copy.copy()
  264. for i in range(3):
  265. for j in range(3):
  266. correct_result_mat[i, j] *= 12.345
  267. # print(result_mat)
  268. # print(correct_result_mat)
  269. assert result_mat == correct_result_mat
  270. # test matmul
  271. test_mat_copy = test_mat.copy()
  272. test_mat_copy_2 = test_mat.copy()
  273. result_mat = test_mat_copy @ test_mat_copy_2
  274. correct_result_mat = mat3x3()
  275. for i in range(3):
  276. for j in range(3):
  277. correct_result_mat[i, j] = sum([e1*e2 for e1, e2 in zip(get_row(test_mat_copy, i), get_col(test_mat_copy_2, j))])
  278. assert result_mat == correct_result_mat
  279. test_mat_copy.__imatmul__(test_mat_copy_2)
  280. assert test_mat_copy == correct_result_mat
  281. # test determinant
  282. test_mat_copy = test_mat.copy()
  283. test_mat_copy.determinant()
  284. # test __repr__
  285. assert str(static_test_mat_float)
  286. assert str(static_test_mat_int)
  287. # test __getnewargs__
  288. test_mat_copy = test_mat.copy()
  289. element_value_list = [getattr(test_mat, attr) for attr in element_name_list]
  290. assert tuple(element_value_list) == test_mat.__getnewargs__()
  291. # test __truediv__
  292. test_mat_copy = test_mat.copy()
  293. result_mat = test_mat_copy.__truediv__(12.345)
  294. correct_result_mat = test_mat_copy.copy()
  295. for i in range(3):
  296. for j in range(3):
  297. correct_result_mat[i, j] /= 12.345
  298. assert result_mat == correct_result_mat
  299. # test __rmul__
  300. test_mat_copy = test_mat.copy()
  301. result_mat = 12.345 * test_mat_copy
  302. correct_result_mat = test_mat_copy.copy()
  303. for i in range(3):
  304. for j in range(3):
  305. correct_result_mat[i, j] *= 12.345
  306. assert result_mat == correct_result_mat
  307. # 此处测试不完全, 未验证正确性
  308. # test interface of "@" "matmul" "__matmul__" with vec3 and error handling
  309. test_mat_copy = test_mat.copy()
  310. test_mat_copy @ vec3(83,-9.12, 0.2983)
  311. try:
  312. test_mat_copy @ 12345
  313. raise Exception('未能拦截错误 BinaryOptError("@") 在处理表达式 test_mat_copy @ 12345')
  314. except:
  315. pass
  316. # test transpose
  317. test_mat_copy = test_mat.copy()
  318. assert test_mat_copy.transpose() == test_mat_copy.transpose().transpose().transpose()
  319. # test inverse
  320. assert ~static_test_mat_float == static_test_mat_float_inv
  321. assert static_test_mat_float.invert_() is None
  322. assert static_test_mat_float == static_test_mat_float_inv
  323. try:
  324. ~mat3x3([1, 2, 3, 2, 4, 6, 3, 6, 9])
  325. raise Exception('未能拦截错误 ValueError("matrix is not invertible") 在 test_mat_copy 的行列式为0')
  326. except ValueError:
  327. pass
  328. # test zeros
  329. assert mat3x3([0 for _ in range(9)]) == mat3x3.zeros()
  330. # test ones
  331. assert mat3x3([1 for _ in range(9)]) == mat3x3.ones()
  332. # test identity
  333. assert mat3x3([1,0,0,0,1,0,0,0,1]) == mat3x3.identity()
  334. # test affine transformations-----------------------------------------------
  335. # test trs
  336. def trs(t, radian, s):
  337. cr = math.cos(radian)
  338. sr = math.sin(radian)
  339. elements = [[s[0] * cr, -s[1] * sr, t[0]],
  340. [s[0] * sr, s[1] * cr, t[1]],
  341. [0.0, 0.0, 1.0]]
  342. return elements
  343. test_vec2_copy = test_vec2.copy()
  344. test_vec2_2_copy = test_vec2_2.copy()
  345. test_vec2_list = [test_vec2_copy.x, test_vec2_copy.y]
  346. test_vec2_2_list = [test_vec2_2_copy.x, test_vec2_2_copy.y]
  347. radian = random.uniform(-10*math.pi, 10*math.pi)
  348. assert mat_to_str_list(mat3x3.trs(test_vec2_copy, radian, test_vec2_2_copy)) == mat_list_to_str_list(trs(test_vec2_list, radian, test_vec2_2_list))
  349. # test is_affine
  350. def mat_is_affine(mat_list):
  351. return mat_list[2][0] == 0 and mat_list[2][1] == 0 and mat_list[2][2] == 1
  352. # 通过random.unifrom的返回值不可能是整数0或1, 因此认为test_mat不可能is_affine
  353. test_mat_copy = test_mat.copy()
  354. assert test_mat_copy.is_affine() == mat_is_affine(mat_to_list(test_mat_copy))
  355. test_mat_copy[2,0] = 0
  356. test_mat_copy[2,1] = 0
  357. test_mat_copy[2,2] = 1
  358. assert test_mat_copy.is_affine() == mat_is_affine(mat_to_list(test_mat_copy))
  359. # test translation
  360. test_mat_copy = test_mat.copy()
  361. assert test_mat_copy._t() == vec2(test_mat_copy[0, 2], test_mat_copy[1, 2])
  362. # 该方法的测试未验证计算的准确性
  363. # test rotation
  364. test_mat_copy = test_mat.copy()
  365. assert type(test_mat_copy._r()) is float
  366. # test scale
  367. test_mat_copy = test_mat.copy()
  368. temp_vec2 = test_mat_copy._s()
  369. # test transform_point
  370. test_mat_copy = test_mat.copy()
  371. test_mat_copy = test_mat.copy()
  372. test_vec2_copy = test_vec2.copy()
  373. temp_vec2 = test_mat_copy.transform_point(test_vec2_copy)
  374. # test transform_vector
  375. test_mat_copy = test_mat.copy()
  376. test_mat_copy = test_mat.copy()
  377. test_vec2_copy = test_vec2.copy()
  378. temp_vec2 = test_mat_copy.transform_vector(test_vec2_copy)
  379. import c
  380. a = vec2(1, 2)
  381. b = a.to_struct()
  382. assert a.sizeof() == 8
  383. assert b.sizeof() == 8
  384. assert vec2.from_struct(b) == a
  385. val = vec2.angle(vec2(-1, 0), vec2(0, -1))
  386. assert 1.57 < val < 1.58
  387. # test about staticmethod
  388. class mymat3x3(mat3x3):
  389. def f(self):
  390. _0 = self.zeros()
  391. _1 = super().zeros()
  392. _2 = mat3x3.zeros()
  393. return _0 == _1 == _2
  394. assert mymat3x3().f()