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random.pyi

random.pyi 102 KB
Cronologia Originale

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
  1. import threading
    2. 

  2. from typing import Any
    3. 

  3. from collections.abc import Sequence
    4. 

  4. 

  5. import numpy as np
    6. 

  6. import numpy.typing as npt
    7. 

  7. from numpy.random._generator import Generator
    8. 

  8. from numpy.random._mt19937 import MT19937
    9. 

  9. from numpy.random._pcg64 import PCG64
    10. 

  10. from numpy.random._sfc64 import SFC64
    11. 

  11. from numpy.random._philox import Philox
    12. 

  12. from numpy.random.bit_generator import SeedSequence, SeedlessSeedSequence
    13. 

  13. 

  14. from typing_extensions import assert_type
    15. 

  15. 

  16. def_rng = np.random.default_rng()
    17. 

  17. seed_seq = np.random.SeedSequence()
    18. 

  18. mt19937 = np.random.MT19937()
    19. 

  19. pcg64 = np.random.PCG64()
    20. 

  20. sfc64 = np.random.SFC64()
    21. 

  21. philox = np.random.Philox()
    22. 

  22. seedless_seq = SeedlessSeedSequence()
    23. 

  23. 

  24. assert_type(def_rng, Generator)
    25. 

  25. assert_type(mt19937, MT19937)
    26. 

  26. assert_type(pcg64, PCG64)
    27. 

  27. assert_type(sfc64, SFC64)
    28. 

  28. assert_type(philox, Philox)
    29. 

  29. assert_type(seed_seq, SeedSequence)
    30. 

  30. assert_type(seedless_seq, SeedlessSeedSequence)
    31. 

  31. 

  32. mt19937_jumped = mt19937.jumped()
    33. 

  33. mt19937_jumped3 = mt19937.jumped(3)
    34. 

  34. mt19937_raw = mt19937.random_raw()
    35. 

  35. mt19937_raw_arr = mt19937.random_raw(5)
    36. 

  36. 

  37. assert_type(mt19937_jumped, MT19937)
    38. 

  38. assert_type(mt19937_jumped3, MT19937)
    39. 

  39. assert_type(mt19937_raw, int)
    40. 

  40. assert_type(mt19937_raw_arr, npt.NDArray[np.uint64])
    41. 

  41. assert_type(mt19937.lock, threading.Lock)
    42. 

  42. 

  43. pcg64_jumped = pcg64.jumped()
    44. 

  44. pcg64_jumped3 = pcg64.jumped(3)
    45. 

  45. pcg64_adv = pcg64.advance(3)
    46. 

  46. pcg64_raw = pcg64.random_raw()
    47. 

  47. pcg64_raw_arr = pcg64.random_raw(5)
    48. 

  48. 

  49. assert_type(pcg64_jumped, PCG64)
    50. 

  50. assert_type(pcg64_jumped3, PCG64)
    51. 

  51. assert_type(pcg64_adv, PCG64)
    52. 

  52. assert_type(pcg64_raw, int)
    53. 

  53. assert_type(pcg64_raw_arr, npt.NDArray[np.uint64])
    54. 

  54. assert_type(pcg64.lock, threading.Lock)
    55. 

  55. 

  56. philox_jumped = philox.jumped()
    57. 

  57. philox_jumped3 = philox.jumped(3)
    58. 

  58. philox_adv = philox.advance(3)
    59. 

  59. philox_raw = philox.random_raw()
    60. 

  60. philox_raw_arr = philox.random_raw(5)
    61. 

  61. 

  62. assert_type(philox_jumped, Philox)
    63. 

  63. assert_type(philox_jumped3, Philox)
    64. 

  64. assert_type(philox_adv, Philox)
    65. 

  65. assert_type(philox_raw, int)
    66. 

  66. assert_type(philox_raw_arr, npt.NDArray[np.uint64])
    67. 

  67. assert_type(philox.lock, threading.Lock)
    68. 

  68. 

  69. sfc64_raw = sfc64.random_raw()
    70. 

  70. sfc64_raw_arr = sfc64.random_raw(5)
    71. 

  71. 

  72. assert_type(sfc64_raw, int)
    73. 

  73. assert_type(sfc64_raw_arr, npt.NDArray[np.uint64])
    74. 

  74. assert_type(sfc64.lock, threading.Lock)
    75. 

  75. 

  76. assert_type(seed_seq.pool, npt.NDArray[np.uint32])
    77. 

  77. assert_type(seed_seq.entropy, None | int | Sequence[int])
    78. 

  78. assert_type(seed_seq.spawn(1), list[np.random.SeedSequence])
    79. 

  79. assert_type(seed_seq.generate_state(8, "uint32"), npt.NDArray[np.uint32 | np.uint64])
    80. 

  80. assert_type(seed_seq.generate_state(8, "uint64"), npt.NDArray[np.uint32 | np.uint64])
    81. 

  81. 

  82. 

  83. def_gen: np.random.Generator = np.random.default_rng()
    84. 

  84. 

  85. D_arr_0p1: npt.NDArray[np.float64] = np.array([0.1])
    86. 

  86. D_arr_0p5: npt.NDArray[np.float64] = np.array([0.5])
    87. 

  87. D_arr_0p9: npt.NDArray[np.float64] = np.array([0.9])
    88. 

  88. D_arr_1p5: npt.NDArray[np.float64] = np.array([1.5])
    89. 

  89. I_arr_10: npt.NDArray[np.int_] = np.array([10], dtype=np.int_)
    90. 

  90. I_arr_20: npt.NDArray[np.int_] = np.array([20], dtype=np.int_)
    91. 

  91. D_arr_like_0p1: list[float] = [0.1]
    92. 

  92. D_arr_like_0p5: list[float] = [0.5]
    93. 

  93. D_arr_like_0p9: list[float] = [0.9]
    94. 

  94. D_arr_like_1p5: list[float] = [1.5]
    95. 

  95. I_arr_like_10: list[int] = [10]
    96. 

  96. I_arr_like_20: list[int] = [20]
    97. 

  97. D_2D_like: list[list[float]] = [[1, 2], [2, 3], [3, 4], [4, 5.1]]
    98. 

  98. D_2D: npt.NDArray[np.float64] = np.array(D_2D_like)
    99. 

  99. S_out: npt.NDArray[np.float32] = np.empty(1, dtype=np.float32)
    100. 

  100. D_out: npt.NDArray[np.float64] = np.empty(1)
    101. 

  101. 

  102. assert_type(def_gen.standard_normal(), float)
    103. 

  103. assert_type(def_gen.standard_normal(dtype=np.float32), float)
    104. 

  104. assert_type(def_gen.standard_normal(dtype="float32"), float)
    105. 

  105. assert_type(def_gen.standard_normal(dtype="double"), float)
    106. 

  106. assert_type(def_gen.standard_normal(dtype=np.float64), float)
    107. 

  107. assert_type(def_gen.standard_normal(size=None), float)
    108. 

  108. assert_type(def_gen.standard_normal(size=1), npt.NDArray[np.float64])
    109. 

  109. assert_type(def_gen.standard_normal(size=1, dtype=np.float32), npt.NDArray[np.float32])
    110. 

  110. assert_type(def_gen.standard_normal(size=1, dtype="f4"), npt.NDArray[np.float32])
    111. 

  111. assert_type(def_gen.standard_normal(size=1, dtype="float32", out=S_out), npt.NDArray[np.float32])
    112. 

  112. assert_type(def_gen.standard_normal(dtype=np.float32, out=S_out), npt.NDArray[np.float32])
    113. 

  113. assert_type(def_gen.standard_normal(size=1, dtype=np.float64), npt.NDArray[np.float64])
    114. 

  114. assert_type(def_gen.standard_normal(size=1, dtype="float64"), npt.NDArray[np.float64])
    115. 

  115. assert_type(def_gen.standard_normal(size=1, dtype="f8"), npt.NDArray[np.float64])
    116. 

  116. assert_type(def_gen.standard_normal(out=D_out), npt.NDArray[np.float64])
    117. 

  117. assert_type(def_gen.standard_normal(size=1, dtype="float64"), npt.NDArray[np.float64])
    118. 

  118. assert_type(def_gen.standard_normal(size=1, dtype="float64", out=D_out), npt.NDArray[np.float64])
    119. 

  119. 

  120. assert_type(def_gen.random(), float)
    121. 

  121. assert_type(def_gen.random(dtype=np.float32), float)
    122. 

  122. assert_type(def_gen.random(dtype="float32"), float)
    123. 

  123. assert_type(def_gen.random(dtype="double"), float)
    124. 

  124. assert_type(def_gen.random(dtype=np.float64), float)
    125. 

  125. assert_type(def_gen.random(size=None), float)
    126. 

  126. assert_type(def_gen.random(size=1), npt.NDArray[np.float64])
    127. 

  127. assert_type(def_gen.random(size=1, dtype=np.float32), npt.NDArray[np.float32])
    128. 

  128. assert_type(def_gen.random(size=1, dtype="f4"), npt.NDArray[np.float32])
    129. 

  129. assert_type(def_gen.random(size=1, dtype="float32", out=S_out), npt.NDArray[np.float32])
    130. 

  130. assert_type(def_gen.random(dtype=np.float32, out=S_out), npt.NDArray[np.float32])
    131. 

  131. assert_type(def_gen.random(size=1, dtype=np.float64), npt.NDArray[np.float64])
    132. 

  132. assert_type(def_gen.random(size=1, dtype="float64"), npt.NDArray[np.float64])
    133. 

  133. assert_type(def_gen.random(size=1, dtype="f8"), npt.NDArray[np.float64])
    134. 

  134. assert_type(def_gen.random(out=D_out), npt.NDArray[np.float64])
    135. 

  135. assert_type(def_gen.random(size=1, dtype="float64"), npt.NDArray[np.float64])
    136. 

  136. assert_type(def_gen.random(size=1, dtype="float64", out=D_out), npt.NDArray[np.float64])
    137. 

  137. 

  138. assert_type(def_gen.standard_cauchy(), float)
    139. 

  139. assert_type(def_gen.standard_cauchy(size=None), float)
    140. 

  140. assert_type(def_gen.standard_cauchy(size=1), npt.NDArray[np.float64])
    141. 

  141. 

  142. assert_type(def_gen.standard_exponential(), float)
    143. 

  143. assert_type(def_gen.standard_exponential(method="inv"), float)
    144. 

  144. assert_type(def_gen.standard_exponential(dtype=np.float32), float)
    145. 

  145. assert_type(def_gen.standard_exponential(dtype="float32"), float)
    146. 

  146. assert_type(def_gen.standard_exponential(dtype="double"), float)
    147. 

  147. assert_type(def_gen.standard_exponential(dtype=np.float64), float)
    148. 

  148. assert_type(def_gen.standard_exponential(size=None), float)
    149. 

  149. assert_type(def_gen.standard_exponential(size=None, method="inv"), float)
    150. 

  150. assert_type(def_gen.standard_exponential(size=1, method="inv"), npt.NDArray[np.float64])
    151. 

  151. assert_type(def_gen.standard_exponential(size=1, dtype=np.float32), npt.NDArray[np.float32])
    152. 

  152. assert_type(def_gen.standard_exponential(size=1, dtype="f4", method="inv"), npt.NDArray[np.float32])
    153. 

  153. assert_type(def_gen.standard_exponential(size=1, dtype="float32", out=S_out), npt.NDArray[np.float32])
    154. 

  154. assert_type(def_gen.standard_exponential(dtype=np.float32, out=S_out), npt.NDArray[np.float32])
    155. 

  155. assert_type(def_gen.standard_exponential(size=1, dtype=np.float64, method="inv"), npt.NDArray[np.float64])
    156. 

  156. assert_type(def_gen.standard_exponential(size=1, dtype="float64"), npt.NDArray[np.float64])
    157. 

  157. assert_type(def_gen.standard_exponential(size=1, dtype="f8"), npt.NDArray[np.float64])
    158. 

  158. assert_type(def_gen.standard_exponential(out=D_out), npt.NDArray[np.float64])
    159. 

  159. assert_type(def_gen.standard_exponential(size=1, dtype="float64"), npt.NDArray[np.float64])
    160. 

  160. assert_type(def_gen.standard_exponential(size=1, dtype="float64", out=D_out), npt.NDArray[np.float64])
    161. 

  161. 

  162. assert_type(def_gen.zipf(1.5), int)
    163. 

  163. assert_type(def_gen.zipf(1.5, size=None), int)
    164. 

  164. assert_type(def_gen.zipf(1.5, size=1), npt.NDArray[np.int64])
    165. 

  165. assert_type(def_gen.zipf(D_arr_1p5), npt.NDArray[np.int64])
    166. 

  166. assert_type(def_gen.zipf(D_arr_1p5, size=1), npt.NDArray[np.int64])
    167. 

  167. assert_type(def_gen.zipf(D_arr_like_1p5), npt.NDArray[np.int64])
    168. 

  168. assert_type(def_gen.zipf(D_arr_like_1p5, size=1), npt.NDArray[np.int64])
    169. 

  169. 

  170. assert_type(def_gen.weibull(0.5), float)
    171. 

  171. assert_type(def_gen.weibull(0.5, size=None), float)
    172. 

  172. assert_type(def_gen.weibull(0.5, size=1), npt.NDArray[np.float64])
    173. 

  173. assert_type(def_gen.weibull(D_arr_0p5), npt.NDArray[np.float64])
    174. 

  174. assert_type(def_gen.weibull(D_arr_0p5, size=1), npt.NDArray[np.float64])
    175. 

  175. assert_type(def_gen.weibull(D_arr_like_0p5), npt.NDArray[np.float64])
    176. 

  176. assert_type(def_gen.weibull(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    177. 

  177. 

  178. assert_type(def_gen.standard_t(0.5), float)
    179. 

  179. assert_type(def_gen.standard_t(0.5, size=None), float)
    180. 

  180. assert_type(def_gen.standard_t(0.5, size=1), npt.NDArray[np.float64])
    181. 

  181. assert_type(def_gen.standard_t(D_arr_0p5), npt.NDArray[np.float64])
    182. 

  182. assert_type(def_gen.standard_t(D_arr_0p5, size=1), npt.NDArray[np.float64])
    183. 

  183. assert_type(def_gen.standard_t(D_arr_like_0p5), npt.NDArray[np.float64])
    184. 

  184. assert_type(def_gen.standard_t(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    185. 

  185. 

  186. assert_type(def_gen.poisson(0.5), int)
    187. 

  187. assert_type(def_gen.poisson(0.5, size=None), int)
    188. 

  188. assert_type(def_gen.poisson(0.5, size=1), npt.NDArray[np.int64])
    189. 

  189. assert_type(def_gen.poisson(D_arr_0p5), npt.NDArray[np.int64])
    190. 

  190. assert_type(def_gen.poisson(D_arr_0p5, size=1), npt.NDArray[np.int64])
    191. 

  191. assert_type(def_gen.poisson(D_arr_like_0p5), npt.NDArray[np.int64])
    192. 

  192. assert_type(def_gen.poisson(D_arr_like_0p5, size=1), npt.NDArray[np.int64])
    193. 

  193. 

  194. assert_type(def_gen.power(0.5), float)
    195. 

  195. assert_type(def_gen.power(0.5, size=None), float)
    196. 

  196. assert_type(def_gen.power(0.5, size=1), npt.NDArray[np.float64])
    197. 

  197. assert_type(def_gen.power(D_arr_0p5), npt.NDArray[np.float64])
    198. 

  198. assert_type(def_gen.power(D_arr_0p5, size=1), npt.NDArray[np.float64])
    199. 

  199. assert_type(def_gen.power(D_arr_like_0p5), npt.NDArray[np.float64])
    200. 

  200. assert_type(def_gen.power(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    201. 

  201. 

  202. assert_type(def_gen.pareto(0.5), float)
    203. 

  203. assert_type(def_gen.pareto(0.5, size=None), float)
    204. 

  204. assert_type(def_gen.pareto(0.5, size=1), npt.NDArray[np.float64])
    205. 

  205. assert_type(def_gen.pareto(D_arr_0p5), npt.NDArray[np.float64])
    206. 

  206. assert_type(def_gen.pareto(D_arr_0p5, size=1), npt.NDArray[np.float64])
    207. 

  207. assert_type(def_gen.pareto(D_arr_like_0p5), npt.NDArray[np.float64])
    208. 

  208. assert_type(def_gen.pareto(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    209. 

  209. 

  210. assert_type(def_gen.chisquare(0.5), float)
    211. 

  211. assert_type(def_gen.chisquare(0.5, size=None), float)
    212. 

  212. assert_type(def_gen.chisquare(0.5, size=1), npt.NDArray[np.float64])
    213. 

  213. assert_type(def_gen.chisquare(D_arr_0p5), npt.NDArray[np.float64])
    214. 

  214. assert_type(def_gen.chisquare(D_arr_0p5, size=1), npt.NDArray[np.float64])
    215. 

  215. assert_type(def_gen.chisquare(D_arr_like_0p5), npt.NDArray[np.float64])
    216. 

  216. assert_type(def_gen.chisquare(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    217. 

  217. 

  218. assert_type(def_gen.exponential(0.5), float)
    219. 

  219. assert_type(def_gen.exponential(0.5, size=None), float)
    220. 

  220. assert_type(def_gen.exponential(0.5, size=1), npt.NDArray[np.float64])
    221. 

  221. assert_type(def_gen.exponential(D_arr_0p5), npt.NDArray[np.float64])
    222. 

  222. assert_type(def_gen.exponential(D_arr_0p5, size=1), npt.NDArray[np.float64])
    223. 

  223. assert_type(def_gen.exponential(D_arr_like_0p5), npt.NDArray[np.float64])
    224. 

  224. assert_type(def_gen.exponential(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    225. 

  225. 

  226. assert_type(def_gen.geometric(0.5), int)
    227. 

  227. assert_type(def_gen.geometric(0.5, size=None), int)
    228. 

  228. assert_type(def_gen.geometric(0.5, size=1), npt.NDArray[np.int64])
    229. 

  229. assert_type(def_gen.geometric(D_arr_0p5), npt.NDArray[np.int64])
    230. 

  230. assert_type(def_gen.geometric(D_arr_0p5, size=1), npt.NDArray[np.int64])
    231. 

  231. assert_type(def_gen.geometric(D_arr_like_0p5), npt.NDArray[np.int64])
    232. 

  232. assert_type(def_gen.geometric(D_arr_like_0p5, size=1), npt.NDArray[np.int64])
    233. 

  233. 

  234. assert_type(def_gen.logseries(0.5), int)
    235. 

  235. assert_type(def_gen.logseries(0.5, size=None), int)
    236. 

  236. assert_type(def_gen.logseries(0.5, size=1), npt.NDArray[np.int64])
    237. 

  237. assert_type(def_gen.logseries(D_arr_0p5), npt.NDArray[np.int64])
    238. 

  238. assert_type(def_gen.logseries(D_arr_0p5, size=1), npt.NDArray[np.int64])
    239. 

  239. assert_type(def_gen.logseries(D_arr_like_0p5), npt.NDArray[np.int64])
    240. 

  240. assert_type(def_gen.logseries(D_arr_like_0p5, size=1), npt.NDArray[np.int64])
    241. 

  241. 

  242. assert_type(def_gen.rayleigh(0.5), float)
    243. 

  243. assert_type(def_gen.rayleigh(0.5, size=None), float)
    244. 

  244. assert_type(def_gen.rayleigh(0.5, size=1), npt.NDArray[np.float64])
    245. 

  245. assert_type(def_gen.rayleigh(D_arr_0p5), npt.NDArray[np.float64])
    246. 

  246. assert_type(def_gen.rayleigh(D_arr_0p5, size=1), npt.NDArray[np.float64])
    247. 

  247. assert_type(def_gen.rayleigh(D_arr_like_0p5), npt.NDArray[np.float64])
    248. 

  248. assert_type(def_gen.rayleigh(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    249. 

  249. 

  250. assert_type(def_gen.standard_gamma(0.5), float)
    251. 

  251. assert_type(def_gen.standard_gamma(0.5, size=None), float)
    252. 

  252. assert_type(def_gen.standard_gamma(0.5, dtype="float32"), float)
    253. 

  253. assert_type(def_gen.standard_gamma(0.5, size=None, dtype="float32"), float)
    254. 

  254. assert_type(def_gen.standard_gamma(0.5, size=1), npt.NDArray[np.float64])
    255. 

  255. assert_type(def_gen.standard_gamma(D_arr_0p5), npt.NDArray[np.float64])
    256. 

  256. assert_type(def_gen.standard_gamma(D_arr_0p5, dtype="f4"), npt.NDArray[np.float32])
    257. 

  257. assert_type(def_gen.standard_gamma(0.5, size=1, dtype="float32", out=S_out), npt.NDArray[np.float32])
    258. 

  258. assert_type(def_gen.standard_gamma(D_arr_0p5, dtype=np.float32, out=S_out), npt.NDArray[np.float32])
    259. 

  259. assert_type(def_gen.standard_gamma(D_arr_0p5, size=1), npt.NDArray[np.float64])
    260. 

  260. assert_type(def_gen.standard_gamma(D_arr_like_0p5), npt.NDArray[np.float64])
    261. 

  261. assert_type(def_gen.standard_gamma(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    262. 

  262. assert_type(def_gen.standard_gamma(0.5, out=D_out), npt.NDArray[np.float64])
    263. 

  263. assert_type(def_gen.standard_gamma(D_arr_like_0p5, out=D_out), npt.NDArray[np.float64])
    264. 

  264. assert_type(def_gen.standard_gamma(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    265. 

  265. assert_type(def_gen.standard_gamma(D_arr_like_0p5, size=1, out=D_out, dtype=np.float64), npt.NDArray[np.float64])
    266. 

  266. 

  267. assert_type(def_gen.vonmises(0.5, 0.5), float)
    268. 

  268. assert_type(def_gen.vonmises(0.5, 0.5, size=None), float)
    269. 

  269. assert_type(def_gen.vonmises(0.5, 0.5, size=1), npt.NDArray[np.float64])
    270. 

  270. assert_type(def_gen.vonmises(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    271. 

  271. assert_type(def_gen.vonmises(0.5, D_arr_0p5), npt.NDArray[np.float64])
    272. 

  272. assert_type(def_gen.vonmises(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    273. 

  273. assert_type(def_gen.vonmises(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    274. 

  274. assert_type(def_gen.vonmises(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    275. 

  275. assert_type(def_gen.vonmises(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    276. 

  276. assert_type(def_gen.vonmises(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    277. 

  277. assert_type(def_gen.vonmises(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    278. 

  278. assert_type(def_gen.vonmises(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    279. 

  279. assert_type(def_gen.vonmises(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    280. 

  280. 

  281. assert_type(def_gen.wald(0.5, 0.5), float)
    282. 

  282. assert_type(def_gen.wald(0.5, 0.5, size=None), float)
    283. 

  283. assert_type(def_gen.wald(0.5, 0.5, size=1), npt.NDArray[np.float64])
    284. 

  284. assert_type(def_gen.wald(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    285. 

  285. assert_type(def_gen.wald(0.5, D_arr_0p5), npt.NDArray[np.float64])
    286. 

  286. assert_type(def_gen.wald(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    287. 

  287. assert_type(def_gen.wald(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    288. 

  288. assert_type(def_gen.wald(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    289. 

  289. assert_type(def_gen.wald(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    290. 

  290. assert_type(def_gen.wald(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    291. 

  291. assert_type(def_gen.wald(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    292. 

  292. assert_type(def_gen.wald(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    293. 

  293. assert_type(def_gen.wald(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    294. 

  294. 

  295. assert_type(def_gen.uniform(0.5, 0.5), float)
    296. 

  296. assert_type(def_gen.uniform(0.5, 0.5, size=None), float)
    297. 

  297. assert_type(def_gen.uniform(0.5, 0.5, size=1), npt.NDArray[np.float64])
    298. 

  298. assert_type(def_gen.uniform(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    299. 

  299. assert_type(def_gen.uniform(0.5, D_arr_0p5), npt.NDArray[np.float64])
    300. 

  300. assert_type(def_gen.uniform(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    301. 

  301. assert_type(def_gen.uniform(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    302. 

  302. assert_type(def_gen.uniform(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    303. 

  303. assert_type(def_gen.uniform(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    304. 

  304. assert_type(def_gen.uniform(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    305. 

  305. assert_type(def_gen.uniform(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    306. 

  306. assert_type(def_gen.uniform(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    307. 

  307. assert_type(def_gen.uniform(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    308. 

  308. 

  309. assert_type(def_gen.beta(0.5, 0.5), float)
    310. 

  310. assert_type(def_gen.beta(0.5, 0.5, size=None), float)
    311. 

  311. assert_type(def_gen.beta(0.5, 0.5, size=1), npt.NDArray[np.float64])
    312. 

  312. assert_type(def_gen.beta(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    313. 

  313. assert_type(def_gen.beta(0.5, D_arr_0p5), npt.NDArray[np.float64])
    314. 

  314. assert_type(def_gen.beta(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    315. 

  315. assert_type(def_gen.beta(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    316. 

  316. assert_type(def_gen.beta(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    317. 

  317. assert_type(def_gen.beta(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    318. 

  318. assert_type(def_gen.beta(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    319. 

  319. assert_type(def_gen.beta(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    320. 

  320. assert_type(def_gen.beta(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    321. 

  321. assert_type(def_gen.beta(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    322. 

  322. 

  323. assert_type(def_gen.f(0.5, 0.5), float)
    324. 

  324. assert_type(def_gen.f(0.5, 0.5, size=None), float)
    325. 

  325. assert_type(def_gen.f(0.5, 0.5, size=1), npt.NDArray[np.float64])
    326. 

  326. assert_type(def_gen.f(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    327. 

  327. assert_type(def_gen.f(0.5, D_arr_0p5), npt.NDArray[np.float64])
    328. 

  328. assert_type(def_gen.f(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    329. 

  329. assert_type(def_gen.f(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    330. 

  330. assert_type(def_gen.f(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    331. 

  331. assert_type(def_gen.f(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    332. 

  332. assert_type(def_gen.f(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    333. 

  333. assert_type(def_gen.f(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    334. 

  334. assert_type(def_gen.f(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    335. 

  335. assert_type(def_gen.f(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    336. 

  336. 

  337. assert_type(def_gen.gamma(0.5, 0.5), float)
    338. 

  338. assert_type(def_gen.gamma(0.5, 0.5, size=None), float)
    339. 

  339. assert_type(def_gen.gamma(0.5, 0.5, size=1), npt.NDArray[np.float64])
    340. 

  340. assert_type(def_gen.gamma(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    341. 

  341. assert_type(def_gen.gamma(0.5, D_arr_0p5), npt.NDArray[np.float64])
    342. 

  342. assert_type(def_gen.gamma(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    343. 

  343. assert_type(def_gen.gamma(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    344. 

  344. assert_type(def_gen.gamma(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    345. 

  345. assert_type(def_gen.gamma(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    346. 

  346. assert_type(def_gen.gamma(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    347. 

  347. assert_type(def_gen.gamma(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    348. 

  348. assert_type(def_gen.gamma(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    349. 

  349. assert_type(def_gen.gamma(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    350. 

  350. 

  351. assert_type(def_gen.gumbel(0.5, 0.5), float)
    352. 

  352. assert_type(def_gen.gumbel(0.5, 0.5, size=None), float)
    353. 

  353. assert_type(def_gen.gumbel(0.5, 0.5, size=1), npt.NDArray[np.float64])
    354. 

  354. assert_type(def_gen.gumbel(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    355. 

  355. assert_type(def_gen.gumbel(0.5, D_arr_0p5), npt.NDArray[np.float64])
    356. 

  356. assert_type(def_gen.gumbel(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    357. 

  357. assert_type(def_gen.gumbel(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    358. 

  358. assert_type(def_gen.gumbel(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    359. 

  359. assert_type(def_gen.gumbel(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    360. 

  360. assert_type(def_gen.gumbel(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    361. 

  361. assert_type(def_gen.gumbel(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    362. 

  362. assert_type(def_gen.gumbel(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    363. 

  363. assert_type(def_gen.gumbel(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    364. 

  364. 

  365. assert_type(def_gen.laplace(0.5, 0.5), float)
    366. 

  366. assert_type(def_gen.laplace(0.5, 0.5, size=None), float)
    367. 

  367. assert_type(def_gen.laplace(0.5, 0.5, size=1), npt.NDArray[np.float64])
    368. 

  368. assert_type(def_gen.laplace(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    369. 

  369. assert_type(def_gen.laplace(0.5, D_arr_0p5), npt.NDArray[np.float64])
    370. 

  370. assert_type(def_gen.laplace(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    371. 

  371. assert_type(def_gen.laplace(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    372. 

  372. assert_type(def_gen.laplace(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    373. 

  373. assert_type(def_gen.laplace(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    374. 

  374. assert_type(def_gen.laplace(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    375. 

  375. assert_type(def_gen.laplace(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    376. 

  376. assert_type(def_gen.laplace(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    377. 

  377. assert_type(def_gen.laplace(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    378. 

  378. 

  379. assert_type(def_gen.logistic(0.5, 0.5), float)
    380. 

  380. assert_type(def_gen.logistic(0.5, 0.5, size=None), float)
    381. 

  381. assert_type(def_gen.logistic(0.5, 0.5, size=1), npt.NDArray[np.float64])
    382. 

  382. assert_type(def_gen.logistic(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    383. 

  383. assert_type(def_gen.logistic(0.5, D_arr_0p5), npt.NDArray[np.float64])
    384. 

  384. assert_type(def_gen.logistic(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    385. 

  385. assert_type(def_gen.logistic(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    386. 

  386. assert_type(def_gen.logistic(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    387. 

  387. assert_type(def_gen.logistic(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    388. 

  388. assert_type(def_gen.logistic(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    389. 

  389. assert_type(def_gen.logistic(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    390. 

  390. assert_type(def_gen.logistic(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    391. 

  391. assert_type(def_gen.logistic(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    392. 

  392. 

  393. assert_type(def_gen.lognormal(0.5, 0.5), float)
    394. 

  394. assert_type(def_gen.lognormal(0.5, 0.5, size=None), float)
    395. 

  395. assert_type(def_gen.lognormal(0.5, 0.5, size=1), npt.NDArray[np.float64])
    396. 

  396. assert_type(def_gen.lognormal(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    397. 

  397. assert_type(def_gen.lognormal(0.5, D_arr_0p5), npt.NDArray[np.float64])
    398. 

  398. assert_type(def_gen.lognormal(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    399. 

  399. assert_type(def_gen.lognormal(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    400. 

  400. assert_type(def_gen.lognormal(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    401. 

  401. assert_type(def_gen.lognormal(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    402. 

  402. assert_type(def_gen.lognormal(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    403. 

  403. assert_type(def_gen.lognormal(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    404. 

  404. assert_type(def_gen.lognormal(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    405. 

  405. assert_type(def_gen.lognormal(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    406. 

  406. 

  407. assert_type(def_gen.noncentral_chisquare(0.5, 0.5), float)
    408. 

  408. assert_type(def_gen.noncentral_chisquare(0.5, 0.5, size=None), float)
    409. 

  409. assert_type(def_gen.noncentral_chisquare(0.5, 0.5, size=1), npt.NDArray[np.float64])
    410. 

  410. assert_type(def_gen.noncentral_chisquare(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    411. 

  411. assert_type(def_gen.noncentral_chisquare(0.5, D_arr_0p5), npt.NDArray[np.float64])
    412. 

  412. assert_type(def_gen.noncentral_chisquare(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    413. 

  413. assert_type(def_gen.noncentral_chisquare(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    414. 

  414. assert_type(def_gen.noncentral_chisquare(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    415. 

  415. assert_type(def_gen.noncentral_chisquare(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    416. 

  416. assert_type(def_gen.noncentral_chisquare(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    417. 

  417. assert_type(def_gen.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    418. 

  418. assert_type(def_gen.noncentral_chisquare(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    419. 

  419. assert_type(def_gen.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    420. 

  420. 

  421. assert_type(def_gen.normal(0.5, 0.5), float)
    422. 

  422. assert_type(def_gen.normal(0.5, 0.5, size=None), float)
    423. 

  423. assert_type(def_gen.normal(0.5, 0.5, size=1), npt.NDArray[np.float64])
    424. 

  424. assert_type(def_gen.normal(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    425. 

  425. assert_type(def_gen.normal(0.5, D_arr_0p5), npt.NDArray[np.float64])
    426. 

  426. assert_type(def_gen.normal(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    427. 

  427. assert_type(def_gen.normal(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    428. 

  428. assert_type(def_gen.normal(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    429. 

  429. assert_type(def_gen.normal(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    430. 

  430. assert_type(def_gen.normal(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    431. 

  431. assert_type(def_gen.normal(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    432. 

  432. assert_type(def_gen.normal(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    433. 

  433. assert_type(def_gen.normal(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    434. 

  434. 

  435. assert_type(def_gen.triangular(0.1, 0.5, 0.9), float)
    436. 

  436. assert_type(def_gen.triangular(0.1, 0.5, 0.9, size=None), float)
    437. 

  437. assert_type(def_gen.triangular(0.1, 0.5, 0.9, size=1), npt.NDArray[np.float64])
    438. 

  438. assert_type(def_gen.triangular(D_arr_0p1, 0.5, 0.9), npt.NDArray[np.float64])
    439. 

  439. assert_type(def_gen.triangular(0.1, D_arr_0p5, 0.9), npt.NDArray[np.float64])
    440. 

  440. assert_type(def_gen.triangular(D_arr_0p1, 0.5, D_arr_like_0p9, size=1), npt.NDArray[np.float64])
    441. 

  441. assert_type(def_gen.triangular(0.1, D_arr_0p5, 0.9, size=1), npt.NDArray[np.float64])
    442. 

  442. assert_type(def_gen.triangular(D_arr_like_0p1, 0.5, D_arr_0p9), npt.NDArray[np.float64])
    443. 

  443. assert_type(def_gen.triangular(0.5, D_arr_like_0p5, 0.9), npt.NDArray[np.float64])
    444. 

  444. assert_type(def_gen.triangular(D_arr_0p1, D_arr_0p5, 0.9), npt.NDArray[np.float64])
    445. 

  445. assert_type(def_gen.triangular(D_arr_like_0p1, D_arr_like_0p5, 0.9), npt.NDArray[np.float64])
    446. 

  446. assert_type(def_gen.triangular(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1), npt.NDArray[np.float64])
    447. 

  447. assert_type(def_gen.triangular(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1), npt.NDArray[np.float64])
    448. 

  448. 

  449. assert_type(def_gen.noncentral_f(0.1, 0.5, 0.9), float)
    450. 

  450. assert_type(def_gen.noncentral_f(0.1, 0.5, 0.9, size=None), float)
    451. 

  451. assert_type(def_gen.noncentral_f(0.1, 0.5, 0.9, size=1), npt.NDArray[np.float64])
    452. 

  452. assert_type(def_gen.noncentral_f(D_arr_0p1, 0.5, 0.9), npt.NDArray[np.float64])
    453. 

  453. assert_type(def_gen.noncentral_f(0.1, D_arr_0p5, 0.9), npt.NDArray[np.float64])
    454. 

  454. assert_type(def_gen.noncentral_f(D_arr_0p1, 0.5, D_arr_like_0p9, size=1), npt.NDArray[np.float64])
    455. 

  455. assert_type(def_gen.noncentral_f(0.1, D_arr_0p5, 0.9, size=1), npt.NDArray[np.float64])
    456. 

  456. assert_type(def_gen.noncentral_f(D_arr_like_0p1, 0.5, D_arr_0p9), npt.NDArray[np.float64])
    457. 

  457. assert_type(def_gen.noncentral_f(0.5, D_arr_like_0p5, 0.9), npt.NDArray[np.float64])
    458. 

  458. assert_type(def_gen.noncentral_f(D_arr_0p1, D_arr_0p5, 0.9), npt.NDArray[np.float64])
    459. 

  459. assert_type(def_gen.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, 0.9), npt.NDArray[np.float64])
    460. 

  460. assert_type(def_gen.noncentral_f(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1), npt.NDArray[np.float64])
    461. 

  461. assert_type(def_gen.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1), npt.NDArray[np.float64])
    462. 

  462. 

  463. assert_type(def_gen.binomial(10, 0.5), int)
    464. 

  464. assert_type(def_gen.binomial(10, 0.5, size=None), int)
    465. 

  465. assert_type(def_gen.binomial(10, 0.5, size=1), npt.NDArray[np.int64])
    466. 

  466. assert_type(def_gen.binomial(I_arr_10, 0.5), npt.NDArray[np.int64])
    467. 

  467. assert_type(def_gen.binomial(10, D_arr_0p5), npt.NDArray[np.int64])
    468. 

  468. assert_type(def_gen.binomial(I_arr_10, 0.5, size=1), npt.NDArray[np.int64])
    469. 

  469. assert_type(def_gen.binomial(10, D_arr_0p5, size=1), npt.NDArray[np.int64])
    470. 

  470. assert_type(def_gen.binomial(I_arr_like_10, 0.5), npt.NDArray[np.int64])
    471. 

  471. assert_type(def_gen.binomial(10, D_arr_like_0p5), npt.NDArray[np.int64])
    472. 

  472. assert_type(def_gen.binomial(I_arr_10, D_arr_0p5), npt.NDArray[np.int64])
    473. 

  473. assert_type(def_gen.binomial(I_arr_like_10, D_arr_like_0p5), npt.NDArray[np.int64])
    474. 

  474. assert_type(def_gen.binomial(I_arr_10, D_arr_0p5, size=1), npt.NDArray[np.int64])
    475. 

  475. assert_type(def_gen.binomial(I_arr_like_10, D_arr_like_0p5, size=1), npt.NDArray[np.int64])
    476. 

  476. 

  477. assert_type(def_gen.negative_binomial(10, 0.5), int)
    478. 

  478. assert_type(def_gen.negative_binomial(10, 0.5, size=None), int)
    479. 

  479. assert_type(def_gen.negative_binomial(10, 0.5, size=1), npt.NDArray[np.int64])
    480. 

  480. assert_type(def_gen.negative_binomial(I_arr_10, 0.5), npt.NDArray[np.int64])
    481. 

  481. assert_type(def_gen.negative_binomial(10, D_arr_0p5), npt.NDArray[np.int64])
    482. 

  482. assert_type(def_gen.negative_binomial(I_arr_10, 0.5, size=1), npt.NDArray[np.int64])
    483. 

  483. assert_type(def_gen.negative_binomial(10, D_arr_0p5, size=1), npt.NDArray[np.int64])
    484. 

  484. assert_type(def_gen.negative_binomial(I_arr_like_10, 0.5), npt.NDArray[np.int64])
    485. 

  485. assert_type(def_gen.negative_binomial(10, D_arr_like_0p5), npt.NDArray[np.int64])
    486. 

  486. assert_type(def_gen.negative_binomial(I_arr_10, D_arr_0p5), npt.NDArray[np.int64])
    487. 

  487. assert_type(def_gen.negative_binomial(I_arr_like_10, D_arr_like_0p5), npt.NDArray[np.int64])
    488. 

  488. assert_type(def_gen.negative_binomial(I_arr_10, D_arr_0p5, size=1), npt.NDArray[np.int64])
    489. 

  489. assert_type(def_gen.negative_binomial(I_arr_like_10, D_arr_like_0p5, size=1), npt.NDArray[np.int64])
    490. 

  490. 

  491. assert_type(def_gen.hypergeometric(20, 20, 10), int)
    492. 

  492. assert_type(def_gen.hypergeometric(20, 20, 10, size=None), int)
    493. 

  493. assert_type(def_gen.hypergeometric(20, 20, 10, size=1), npt.NDArray[np.int64])
    494. 

  494. assert_type(def_gen.hypergeometric(I_arr_20, 20, 10), npt.NDArray[np.int64])
    495. 

  495. assert_type(def_gen.hypergeometric(20, I_arr_20, 10), npt.NDArray[np.int64])
    496. 

  496. assert_type(def_gen.hypergeometric(I_arr_20, 20, I_arr_like_10, size=1), npt.NDArray[np.int64])
    497. 

  497. assert_type(def_gen.hypergeometric(20, I_arr_20, 10, size=1), npt.NDArray[np.int64])
    498. 

  498. assert_type(def_gen.hypergeometric(I_arr_like_20, 20, I_arr_10), npt.NDArray[np.int64])
    499. 

  499. assert_type(def_gen.hypergeometric(20, I_arr_like_20, 10), npt.NDArray[np.int64])
    500. 

  500. assert_type(def_gen.hypergeometric(I_arr_20, I_arr_20, 10), npt.NDArray[np.int64])
    501. 

  501. assert_type(def_gen.hypergeometric(I_arr_like_20, I_arr_like_20, 10), npt.NDArray[np.int64])
    502. 

  502. assert_type(def_gen.hypergeometric(I_arr_20, I_arr_20, I_arr_10, size=1), npt.NDArray[np.int64])
    503. 

  503. assert_type(def_gen.hypergeometric(I_arr_like_20, I_arr_like_20, I_arr_like_10, size=1), npt.NDArray[np.int64])
    504. 

  504. 

  505. I_int64_100: npt.NDArray[np.int64] = np.array([100], dtype=np.int64)
    506. 

  506. 

  507. assert_type(def_gen.integers(0, 100), np.int64)
    508. 

  508. assert_type(def_gen.integers(100), np.int64)
    509. 

  509. assert_type(def_gen.integers([100]), npt.NDArray[np.int64])
    510. 

  510. assert_type(def_gen.integers(0, [100]), npt.NDArray[np.int64])
    511. 

  511. 

  512. I_bool_low: npt.NDArray[np.bool] = np.array([0], dtype=np.bool)
    513. 

  513. I_bool_low_like: list[int] = [0]
    514. 

  514. I_bool_high_open: npt.NDArray[np.bool] = np.array([1], dtype=np.bool)
    515. 

  515. I_bool_high_closed: npt.NDArray[np.bool] = np.array([1], dtype=np.bool)
    516. 

  516. 

  517. assert_type(def_gen.integers(2, dtype=bool), bool)
    518. 

  518. assert_type(def_gen.integers(0, 2, dtype=bool), bool)
    519. 

  519. assert_type(def_gen.integers(1, dtype=bool, endpoint=True), bool)
    520. 

  520. assert_type(def_gen.integers(0, 1, dtype=bool, endpoint=True), bool)
    521. 

  521. assert_type(def_gen.integers(I_bool_low_like, 1, dtype=bool, endpoint=True), npt.NDArray[np.bool])
    522. 

  522. assert_type(def_gen.integers(I_bool_high_open, dtype=bool), npt.NDArray[np.bool])
    523. 

  523. assert_type(def_gen.integers(I_bool_low, I_bool_high_open, dtype=bool), npt.NDArray[np.bool])
    524. 

  524. assert_type(def_gen.integers(0, I_bool_high_open, dtype=bool), npt.NDArray[np.bool])
    525. 

  525. assert_type(def_gen.integers(I_bool_high_closed, dtype=bool, endpoint=True), npt.NDArray[np.bool])
    526. 

  526. assert_type(def_gen.integers(I_bool_low, I_bool_high_closed, dtype=bool, endpoint=True), npt.NDArray[np.bool])
    527. 

  527. assert_type(def_gen.integers(0, I_bool_high_closed, dtype=bool, endpoint=True), npt.NDArray[np.bool])
    528. 

  528. 

  529. assert_type(def_gen.integers(2, dtype=np.bool), np.bool)
    530. 

  530. assert_type(def_gen.integers(0, 2, dtype=np.bool), np.bool)
    531. 

  531. assert_type(def_gen.integers(1, dtype=np.bool, endpoint=True), np.bool)
    532. 

  532. assert_type(def_gen.integers(0, 1, dtype=np.bool, endpoint=True), np.bool)
    533. 

  533. assert_type(def_gen.integers(I_bool_low_like, 1, dtype=np.bool, endpoint=True), npt.NDArray[np.bool])
    534. 

  534. assert_type(def_gen.integers(I_bool_high_open, dtype=np.bool), npt.NDArray[np.bool])
    535. 

  535. assert_type(def_gen.integers(I_bool_low, I_bool_high_open, dtype=np.bool), npt.NDArray[np.bool])
    536. 

  536. assert_type(def_gen.integers(0, I_bool_high_open, dtype=np.bool), npt.NDArray[np.bool])
    537. 

  537. assert_type(def_gen.integers(I_bool_high_closed, dtype=np.bool, endpoint=True), npt.NDArray[np.bool])
    538. 

  538. assert_type(def_gen.integers(I_bool_low, I_bool_high_closed, dtype=np.bool, endpoint=True), npt.NDArray[np.bool])
    539. 

  539. assert_type(def_gen.integers(0, I_bool_high_closed, dtype=np.bool, endpoint=True), npt.NDArray[np.bool])
    540. 

  540. 

  541. I_u1_low: npt.NDArray[np.uint8] = np.array([0], dtype=np.uint8)
    542. 

  542. I_u1_low_like: list[int] = [0]
    543. 

  543. I_u1_high_open: npt.NDArray[np.uint8] = np.array([255], dtype=np.uint8)
    544. 

  544. I_u1_high_closed: npt.NDArray[np.uint8] = np.array([255], dtype=np.uint8)
    545. 

  545. 

  546. assert_type(def_gen.integers(256, dtype="u1"), np.uint8)
    547. 

  547. assert_type(def_gen.integers(0, 256, dtype="u1"), np.uint8)
    548. 

  548. assert_type(def_gen.integers(255, dtype="u1", endpoint=True), np.uint8)
    549. 

  549. assert_type(def_gen.integers(0, 255, dtype="u1", endpoint=True), np.uint8)
    550. 

  550. assert_type(def_gen.integers(I_u1_low_like, 255, dtype="u1", endpoint=True), npt.NDArray[np.uint8])
    551. 

  551. assert_type(def_gen.integers(I_u1_high_open, dtype="u1"), npt.NDArray[np.uint8])
    552. 

  552. assert_type(def_gen.integers(I_u1_low, I_u1_high_open, dtype="u1"), npt.NDArray[np.uint8])
    553. 

  553. assert_type(def_gen.integers(0, I_u1_high_open, dtype="u1"), npt.NDArray[np.uint8])
    554. 

  554. assert_type(def_gen.integers(I_u1_high_closed, dtype="u1", endpoint=True), npt.NDArray[np.uint8])
    555. 

  555. assert_type(def_gen.integers(I_u1_low, I_u1_high_closed, dtype="u1", endpoint=True), npt.NDArray[np.uint8])
    556. 

  556. assert_type(def_gen.integers(0, I_u1_high_closed, dtype="u1", endpoint=True), npt.NDArray[np.uint8])
    557. 

  557. 

  558. assert_type(def_gen.integers(256, dtype="uint8"), np.uint8)
    559. 

  559. assert_type(def_gen.integers(0, 256, dtype="uint8"), np.uint8)
    560. 

  560. assert_type(def_gen.integers(255, dtype="uint8", endpoint=True), np.uint8)
    561. 

  561. assert_type(def_gen.integers(0, 255, dtype="uint8", endpoint=True), np.uint8)
    562. 

  562. assert_type(def_gen.integers(I_u1_low_like, 255, dtype="uint8", endpoint=True), npt.NDArray[np.uint8])
    563. 

  563. assert_type(def_gen.integers(I_u1_high_open, dtype="uint8"), npt.NDArray[np.uint8])
    564. 

  564. assert_type(def_gen.integers(I_u1_low, I_u1_high_open, dtype="uint8"), npt.NDArray[np.uint8])
    565. 

  565. assert_type(def_gen.integers(0, I_u1_high_open, dtype="uint8"), npt.NDArray[np.uint8])
    566. 

  566. assert_type(def_gen.integers(I_u1_high_closed, dtype="uint8", endpoint=True), npt.NDArray[np.uint8])
    567. 

  567. assert_type(def_gen.integers(I_u1_low, I_u1_high_closed, dtype="uint8", endpoint=True), npt.NDArray[np.uint8])
    568. 

  568. assert_type(def_gen.integers(0, I_u1_high_closed, dtype="uint8", endpoint=True), npt.NDArray[np.uint8])
    569. 

  569. 

  570. assert_type(def_gen.integers(256, dtype=np.uint8), np.uint8)
    571. 

  571. assert_type(def_gen.integers(0, 256, dtype=np.uint8), np.uint8)
    572. 

  572. assert_type(def_gen.integers(255, dtype=np.uint8, endpoint=True), np.uint8)
    573. 

  573. assert_type(def_gen.integers(0, 255, dtype=np.uint8, endpoint=True), np.uint8)
    574. 

  574. assert_type(def_gen.integers(I_u1_low_like, 255, dtype=np.uint8, endpoint=True), npt.NDArray[np.uint8])
    575. 

  575. assert_type(def_gen.integers(I_u1_high_open, dtype=np.uint8), npt.NDArray[np.uint8])
    576. 

  576. assert_type(def_gen.integers(I_u1_low, I_u1_high_open, dtype=np.uint8), npt.NDArray[np.uint8])
    577. 

  577. assert_type(def_gen.integers(0, I_u1_high_open, dtype=np.uint8), npt.NDArray[np.uint8])
    578. 

  578. assert_type(def_gen.integers(I_u1_high_closed, dtype=np.uint8, endpoint=True), npt.NDArray[np.uint8])
    579. 

  579. assert_type(def_gen.integers(I_u1_low, I_u1_high_closed, dtype=np.uint8, endpoint=True), npt.NDArray[np.uint8])
    580. 

  580. assert_type(def_gen.integers(0, I_u1_high_closed, dtype=np.uint8, endpoint=True), npt.NDArray[np.uint8])
    581. 

  581. 

  582. I_u2_low: npt.NDArray[np.uint16] = np.array([0], dtype=np.uint16)
    583. 

  583. I_u2_low_like: list[int] = [0]
    584. 

  584. I_u2_high_open: npt.NDArray[np.uint16] = np.array([65535], dtype=np.uint16)
    585. 

  585. I_u2_high_closed: npt.NDArray[np.uint16] = np.array([65535], dtype=np.uint16)
    586. 

  586. 

  587. assert_type(def_gen.integers(65536, dtype="u2"), np.uint16)
    588. 

  588. assert_type(def_gen.integers(0, 65536, dtype="u2"), np.uint16)
    589. 

  589. assert_type(def_gen.integers(65535, dtype="u2", endpoint=True), np.uint16)
    590. 

  590. assert_type(def_gen.integers(0, 65535, dtype="u2", endpoint=True), np.uint16)
    591. 

  591. assert_type(def_gen.integers(I_u2_low_like, 65535, dtype="u2", endpoint=True), npt.NDArray[np.uint16])
    592. 

  592. assert_type(def_gen.integers(I_u2_high_open, dtype="u2"), npt.NDArray[np.uint16])
    593. 

  593. assert_type(def_gen.integers(I_u2_low, I_u2_high_open, dtype="u2"), npt.NDArray[np.uint16])
    594. 

  594. assert_type(def_gen.integers(0, I_u2_high_open, dtype="u2"), npt.NDArray[np.uint16])
    595. 

  595. assert_type(def_gen.integers(I_u2_high_closed, dtype="u2", endpoint=True), npt.NDArray[np.uint16])
    596. 

  596. assert_type(def_gen.integers(I_u2_low, I_u2_high_closed, dtype="u2", endpoint=True), npt.NDArray[np.uint16])
    597. 

  597. assert_type(def_gen.integers(0, I_u2_high_closed, dtype="u2", endpoint=True), npt.NDArray[np.uint16])
    598. 

  598. 

  599. assert_type(def_gen.integers(65536, dtype="uint16"), np.uint16)
    600. 

  600. assert_type(def_gen.integers(0, 65536, dtype="uint16"), np.uint16)
    601. 

  601. assert_type(def_gen.integers(65535, dtype="uint16", endpoint=True), np.uint16)
    602. 

  602. assert_type(def_gen.integers(0, 65535, dtype="uint16", endpoint=True), np.uint16)
    603. 

  603. assert_type(def_gen.integers(I_u2_low_like, 65535, dtype="uint16", endpoint=True), npt.NDArray[np.uint16])
    604. 

  604. assert_type(def_gen.integers(I_u2_high_open, dtype="uint16"), npt.NDArray[np.uint16])
    605. 

  605. assert_type(def_gen.integers(I_u2_low, I_u2_high_open, dtype="uint16"), npt.NDArray[np.uint16])
    606. 

  606. assert_type(def_gen.integers(0, I_u2_high_open, dtype="uint16"), npt.NDArray[np.uint16])
    607. 

  607. assert_type(def_gen.integers(I_u2_high_closed, dtype="uint16", endpoint=True), npt.NDArray[np.uint16])
    608. 

  608. assert_type(def_gen.integers(I_u2_low, I_u2_high_closed, dtype="uint16", endpoint=True), npt.NDArray[np.uint16])
    609. 

  609. assert_type(def_gen.integers(0, I_u2_high_closed, dtype="uint16", endpoint=True), npt.NDArray[np.uint16])
    610. 

  610. 

  611. assert_type(def_gen.integers(65536, dtype=np.uint16), np.uint16)
    612. 

  612. assert_type(def_gen.integers(0, 65536, dtype=np.uint16), np.uint16)
    613. 

  613. assert_type(def_gen.integers(65535, dtype=np.uint16, endpoint=True), np.uint16)
    614. 

  614. assert_type(def_gen.integers(0, 65535, dtype=np.uint16, endpoint=True), np.uint16)
    615. 

  615. assert_type(def_gen.integers(I_u2_low_like, 65535, dtype=np.uint16, endpoint=True), npt.NDArray[np.uint16])
    616. 

  616. assert_type(def_gen.integers(I_u2_high_open, dtype=np.uint16), npt.NDArray[np.uint16])
    617. 

  617. assert_type(def_gen.integers(I_u2_low, I_u2_high_open, dtype=np.uint16), npt.NDArray[np.uint16])
    618. 

  618. assert_type(def_gen.integers(0, I_u2_high_open, dtype=np.uint16), npt.NDArray[np.uint16])
    619. 

  619. assert_type(def_gen.integers(I_u2_high_closed, dtype=np.uint16, endpoint=True), npt.NDArray[np.uint16])
    620. 

  620. assert_type(def_gen.integers(I_u2_low, I_u2_high_closed, dtype=np.uint16, endpoint=True), npt.NDArray[np.uint16])
    621. 

  621. assert_type(def_gen.integers(0, I_u2_high_closed, dtype=np.uint16, endpoint=True), npt.NDArray[np.uint16])
    622. 

  622. 

  623. I_u4_low: npt.NDArray[np.uint32] = np.array([0], dtype=np.uint32)
    624. 

  624. I_u4_low_like: list[int] = [0]
    625. 

  625. I_u4_high_open: npt.NDArray[np.uint32] = np.array([4294967295], dtype=np.uint32)
    626. 

  626. I_u4_high_closed: npt.NDArray[np.uint32] = np.array([4294967295], dtype=np.uint32)
    627. 

  627. 

  628. assert_type(def_gen.integers(4294967296, dtype=np.int_), np.int_)
    629. 

  629. assert_type(def_gen.integers(0, 4294967296, dtype=np.int_), np.int_)
    630. 

  630. assert_type(def_gen.integers(4294967295, dtype=np.int_, endpoint=True), np.int_)
    631. 

  631. assert_type(def_gen.integers(0, 4294967295, dtype=np.int_, endpoint=True), np.int_)
    632. 

  632. assert_type(def_gen.integers(I_u4_low_like, 4294967295, dtype=np.int_, endpoint=True), npt.NDArray[np.int_])
    633. 

  633. assert_type(def_gen.integers(I_u4_high_open, dtype=np.int_), npt.NDArray[np.int_])
    634. 

  634. assert_type(def_gen.integers(I_u4_low, I_u4_high_open, dtype=np.int_), npt.NDArray[np.int_])
    635. 

  635. assert_type(def_gen.integers(0, I_u4_high_open, dtype=np.int_), npt.NDArray[np.int_])
    636. 

  636. assert_type(def_gen.integers(I_u4_high_closed, dtype=np.int_, endpoint=True), npt.NDArray[np.int_])
    637. 

  637. assert_type(def_gen.integers(I_u4_low, I_u4_high_closed, dtype=np.int_, endpoint=True), npt.NDArray[np.int_])
    638. 

  638. assert_type(def_gen.integers(0, I_u4_high_closed, dtype=np.int_, endpoint=True), npt.NDArray[np.int_])
    639. 

  639. 

  640. 

  641. assert_type(def_gen.integers(4294967296, dtype="u4"), np.uint32)
    642. 

  642. assert_type(def_gen.integers(0, 4294967296, dtype="u4"), np.uint32)
    643. 

  643. assert_type(def_gen.integers(4294967295, dtype="u4", endpoint=True), np.uint32)
    644. 

  644. assert_type(def_gen.integers(0, 4294967295, dtype="u4", endpoint=True), np.uint32)
    645. 

  645. assert_type(def_gen.integers(I_u4_low_like, 4294967295, dtype="u4", endpoint=True), npt.NDArray[np.uint32])
    646. 

  646. assert_type(def_gen.integers(I_u4_high_open, dtype="u4"), npt.NDArray[np.uint32])
    647. 

  647. assert_type(def_gen.integers(I_u4_low, I_u4_high_open, dtype="u4"), npt.NDArray[np.uint32])
    648. 

  648. assert_type(def_gen.integers(0, I_u4_high_open, dtype="u4"), npt.NDArray[np.uint32])
    649. 

  649. assert_type(def_gen.integers(I_u4_high_closed, dtype="u4", endpoint=True), npt.NDArray[np.uint32])
    650. 

  650. assert_type(def_gen.integers(I_u4_low, I_u4_high_closed, dtype="u4", endpoint=True), npt.NDArray[np.uint32])
    651. 

  651. assert_type(def_gen.integers(0, I_u4_high_closed, dtype="u4", endpoint=True), npt.NDArray[np.uint32])
    652. 

  652. 

  653. assert_type(def_gen.integers(4294967296, dtype="uint32"), np.uint32)
    654. 

  654. assert_type(def_gen.integers(0, 4294967296, dtype="uint32"), np.uint32)
    655. 

  655. assert_type(def_gen.integers(4294967295, dtype="uint32", endpoint=True), np.uint32)
    656. 

  656. assert_type(def_gen.integers(0, 4294967295, dtype="uint32", endpoint=True), np.uint32)
    657. 

  657. assert_type(def_gen.integers(I_u4_low_like, 4294967295, dtype="uint32", endpoint=True), npt.NDArray[np.uint32])
    658. 

  658. assert_type(def_gen.integers(I_u4_high_open, dtype="uint32"), npt.NDArray[np.uint32])
    659. 

  659. assert_type(def_gen.integers(I_u4_low, I_u4_high_open, dtype="uint32"), npt.NDArray[np.uint32])
    660. 

  660. assert_type(def_gen.integers(0, I_u4_high_open, dtype="uint32"), npt.NDArray[np.uint32])
    661. 

  661. assert_type(def_gen.integers(I_u4_high_closed, dtype="uint32", endpoint=True), npt.NDArray[np.uint32])
    662. 

  662. assert_type(def_gen.integers(I_u4_low, I_u4_high_closed, dtype="uint32", endpoint=True), npt.NDArray[np.uint32])
    663. 

  663. assert_type(def_gen.integers(0, I_u4_high_closed, dtype="uint32", endpoint=True), npt.NDArray[np.uint32])
    664. 

  664. 

  665. assert_type(def_gen.integers(4294967296, dtype=np.uint32), np.uint32)
    666. 

  666. assert_type(def_gen.integers(0, 4294967296, dtype=np.uint32), np.uint32)
    667. 

  667. assert_type(def_gen.integers(4294967295, dtype=np.uint32, endpoint=True), np.uint32)
    668. 

  668. assert_type(def_gen.integers(0, 4294967295, dtype=np.uint32, endpoint=True), np.uint32)
    669. 

  669. assert_type(def_gen.integers(I_u4_low_like, 4294967295, dtype=np.uint32, endpoint=True), npt.NDArray[np.uint32])
    670. 

  670. assert_type(def_gen.integers(I_u4_high_open, dtype=np.uint32), npt.NDArray[np.uint32])
    671. 

  671. assert_type(def_gen.integers(I_u4_low, I_u4_high_open, dtype=np.uint32), npt.NDArray[np.uint32])
    672. 

  672. assert_type(def_gen.integers(0, I_u4_high_open, dtype=np.uint32), npt.NDArray[np.uint32])
    673. 

  673. assert_type(def_gen.integers(I_u4_high_closed, dtype=np.uint32, endpoint=True), npt.NDArray[np.uint32])
    674. 

  674. assert_type(def_gen.integers(I_u4_low, I_u4_high_closed, dtype=np.uint32, endpoint=True), npt.NDArray[np.uint32])
    675. 

  675. assert_type(def_gen.integers(0, I_u4_high_closed, dtype=np.uint32, endpoint=True), npt.NDArray[np.uint32])
    676. 

  676. 

  677. assert_type(def_gen.integers(4294967296, dtype=np.uint), np.uint)
    678. 

  678. assert_type(def_gen.integers(0, 4294967296, dtype=np.uint), np.uint)
    679. 

  679. assert_type(def_gen.integers(4294967295, dtype=np.uint, endpoint=True), np.uint)
    680. 

  680. assert_type(def_gen.integers(0, 4294967295, dtype=np.uint, endpoint=True), np.uint)
    681. 

  681. assert_type(def_gen.integers(I_u4_low_like, 4294967295, dtype=np.uint, endpoint=True), npt.NDArray[np.uint])
    682. 

  682. assert_type(def_gen.integers(I_u4_high_open, dtype=np.uint), npt.NDArray[np.uint])
    683. 

  683. assert_type(def_gen.integers(I_u4_low, I_u4_high_open, dtype=np.uint), npt.NDArray[np.uint])
    684. 

  684. assert_type(def_gen.integers(0, I_u4_high_open, dtype=np.uint), npt.NDArray[np.uint])
    685. 

  685. assert_type(def_gen.integers(I_u4_high_closed, dtype=np.uint, endpoint=True), npt.NDArray[np.uint])
    686. 

  686. assert_type(def_gen.integers(I_u4_low, I_u4_high_closed, dtype=np.uint, endpoint=True), npt.NDArray[np.uint])
    687. 

  687. assert_type(def_gen.integers(0, I_u4_high_closed, dtype=np.uint, endpoint=True), npt.NDArray[np.uint])
    688. 

  688. 

  689. I_u8_low: npt.NDArray[np.uint64] = np.array([0], dtype=np.uint64)
    690. 

  690. I_u8_low_like: list[int] = [0]
    691. 

  691. I_u8_high_open: npt.NDArray[np.uint64] = np.array([18446744073709551615], dtype=np.uint64)
    692. 

  692. I_u8_high_closed: npt.NDArray[np.uint64] = np.array([18446744073709551615], dtype=np.uint64)
    693. 

  693. 

  694. assert_type(def_gen.integers(18446744073709551616, dtype="u8"), np.uint64)
    695. 

  695. assert_type(def_gen.integers(0, 18446744073709551616, dtype="u8"), np.uint64)
    696. 

  696. assert_type(def_gen.integers(18446744073709551615, dtype="u8", endpoint=True), np.uint64)
    697. 

  697. assert_type(def_gen.integers(0, 18446744073709551615, dtype="u8", endpoint=True), np.uint64)
    698. 

  698. assert_type(def_gen.integers(I_u8_low_like, 18446744073709551615, dtype="u8", endpoint=True), npt.NDArray[np.uint64])
    699. 

  699. assert_type(def_gen.integers(I_u8_high_open, dtype="u8"), npt.NDArray[np.uint64])
    700. 

  700. assert_type(def_gen.integers(I_u8_low, I_u8_high_open, dtype="u8"), npt.NDArray[np.uint64])
    701. 

  701. assert_type(def_gen.integers(0, I_u8_high_open, dtype="u8"), npt.NDArray[np.uint64])
    702. 

  702. assert_type(def_gen.integers(I_u8_high_closed, dtype="u8", endpoint=True), npt.NDArray[np.uint64])
    703. 

  703. assert_type(def_gen.integers(I_u8_low, I_u8_high_closed, dtype="u8", endpoint=True), npt.NDArray[np.uint64])
    704. 

  704. assert_type(def_gen.integers(0, I_u8_high_closed, dtype="u8", endpoint=True), npt.NDArray[np.uint64])
    705. 

  705. 

  706. assert_type(def_gen.integers(18446744073709551616, dtype="uint64"), np.uint64)
    707. 

  707. assert_type(def_gen.integers(0, 18446744073709551616, dtype="uint64"), np.uint64)
    708. 

  708. assert_type(def_gen.integers(18446744073709551615, dtype="uint64", endpoint=True), np.uint64)
    709. 

  709. assert_type(def_gen.integers(0, 18446744073709551615, dtype="uint64", endpoint=True), np.uint64)
    710. 

  710. assert_type(def_gen.integers(I_u8_low_like, 18446744073709551615, dtype="uint64", endpoint=True), npt.NDArray[np.uint64])
    711. 

  711. assert_type(def_gen.integers(I_u8_high_open, dtype="uint64"), npt.NDArray[np.uint64])
    712. 

  712. assert_type(def_gen.integers(I_u8_low, I_u8_high_open, dtype="uint64"), npt.NDArray[np.uint64])
    713. 

  713. assert_type(def_gen.integers(0, I_u8_high_open, dtype="uint64"), npt.NDArray[np.uint64])
    714. 

  714. assert_type(def_gen.integers(I_u8_high_closed, dtype="uint64", endpoint=True), npt.NDArray[np.uint64])
    715. 

  715. assert_type(def_gen.integers(I_u8_low, I_u8_high_closed, dtype="uint64", endpoint=True), npt.NDArray[np.uint64])
    716. 

  716. assert_type(def_gen.integers(0, I_u8_high_closed, dtype="uint64", endpoint=True), npt.NDArray[np.uint64])
    717. 

  717. 

  718. assert_type(def_gen.integers(18446744073709551616, dtype=np.uint64), np.uint64)
    719. 

  719. assert_type(def_gen.integers(0, 18446744073709551616, dtype=np.uint64), np.uint64)
    720. 

  720. assert_type(def_gen.integers(18446744073709551615, dtype=np.uint64, endpoint=True), np.uint64)
    721. 

  721. assert_type(def_gen.integers(0, 18446744073709551615, dtype=np.uint64, endpoint=True), np.uint64)
    722. 

  722. assert_type(def_gen.integers(I_u8_low_like, 18446744073709551615, dtype=np.uint64, endpoint=True), npt.NDArray[np.uint64])
    723. 

  723. assert_type(def_gen.integers(I_u8_high_open, dtype=np.uint64), npt.NDArray[np.uint64])
    724. 

  724. assert_type(def_gen.integers(I_u8_low, I_u8_high_open, dtype=np.uint64), npt.NDArray[np.uint64])
    725. 

  725. assert_type(def_gen.integers(0, I_u8_high_open, dtype=np.uint64), npt.NDArray[np.uint64])
    726. 

  726. assert_type(def_gen.integers(I_u8_high_closed, dtype=np.uint64, endpoint=True), npt.NDArray[np.uint64])
    727. 

  727. assert_type(def_gen.integers(I_u8_low, I_u8_high_closed, dtype=np.uint64, endpoint=True), npt.NDArray[np.uint64])
    728. 

  728. assert_type(def_gen.integers(0, I_u8_high_closed, dtype=np.uint64, endpoint=True), npt.NDArray[np.uint64])
    729. 

  729. 

  730. I_i1_low: npt.NDArray[np.int8] = np.array([-128], dtype=np.int8)
    731. 

  731. I_i1_low_like: list[int] = [-128]
    732. 

  732. I_i1_high_open: npt.NDArray[np.int8] = np.array([127], dtype=np.int8)
    733. 

  733. I_i1_high_closed: npt.NDArray[np.int8] = np.array([127], dtype=np.int8)
    734. 

  734. 

  735. assert_type(def_gen.integers(128, dtype="i1"), np.int8)
    736. 

  736. assert_type(def_gen.integers(-128, 128, dtype="i1"), np.int8)
    737. 

  737. assert_type(def_gen.integers(127, dtype="i1", endpoint=True), np.int8)
    738. 

  738. assert_type(def_gen.integers(-128, 127, dtype="i1", endpoint=True), np.int8)
    739. 

  739. assert_type(def_gen.integers(I_i1_low_like, 127, dtype="i1", endpoint=True), npt.NDArray[np.int8])
    740. 

  740. assert_type(def_gen.integers(I_i1_high_open, dtype="i1"), npt.NDArray[np.int8])
    741. 

  741. assert_type(def_gen.integers(I_i1_low, I_i1_high_open, dtype="i1"), npt.NDArray[np.int8])
    742. 

  742. assert_type(def_gen.integers(-128, I_i1_high_open, dtype="i1"), npt.NDArray[np.int8])
    743. 

  743. assert_type(def_gen.integers(I_i1_high_closed, dtype="i1", endpoint=True), npt.NDArray[np.int8])
    744. 

  744. assert_type(def_gen.integers(I_i1_low, I_i1_high_closed, dtype="i1", endpoint=True), npt.NDArray[np.int8])
    745. 

  745. assert_type(def_gen.integers(-128, I_i1_high_closed, dtype="i1", endpoint=True), npt.NDArray[np.int8])
    746. 

  746. 

  747. assert_type(def_gen.integers(128, dtype="int8"), np.int8)
    748. 

  748. assert_type(def_gen.integers(-128, 128, dtype="int8"), np.int8)
    749. 

  749. assert_type(def_gen.integers(127, dtype="int8", endpoint=True), np.int8)
    750. 

  750. assert_type(def_gen.integers(-128, 127, dtype="int8", endpoint=True), np.int8)
    751. 

  751. assert_type(def_gen.integers(I_i1_low_like, 127, dtype="int8", endpoint=True), npt.NDArray[np.int8])
    752. 

  752. assert_type(def_gen.integers(I_i1_high_open, dtype="int8"), npt.NDArray[np.int8])
    753. 

  753. assert_type(def_gen.integers(I_i1_low, I_i1_high_open, dtype="int8"), npt.NDArray[np.int8])
    754. 

  754. assert_type(def_gen.integers(-128, I_i1_high_open, dtype="int8"), npt.NDArray[np.int8])
    755. 

  755. assert_type(def_gen.integers(I_i1_high_closed, dtype="int8", endpoint=True), npt.NDArray[np.int8])
    756. 

  756. assert_type(def_gen.integers(I_i1_low, I_i1_high_closed, dtype="int8", endpoint=True), npt.NDArray[np.int8])
    757. 

  757. assert_type(def_gen.integers(-128, I_i1_high_closed, dtype="int8", endpoint=True), npt.NDArray[np.int8])
    758. 

  758. 

  759. assert_type(def_gen.integers(128, dtype=np.int8), np.int8)
    760. 

  760. assert_type(def_gen.integers(-128, 128, dtype=np.int8), np.int8)
    761. 

  761. assert_type(def_gen.integers(127, dtype=np.int8, endpoint=True), np.int8)
    762. 

  762. assert_type(def_gen.integers(-128, 127, dtype=np.int8, endpoint=True), np.int8)
    763. 

  763. assert_type(def_gen.integers(I_i1_low_like, 127, dtype=np.int8, endpoint=True), npt.NDArray[np.int8])
    764. 

  764. assert_type(def_gen.integers(I_i1_high_open, dtype=np.int8), npt.NDArray[np.int8])
    765. 

  765. assert_type(def_gen.integers(I_i1_low, I_i1_high_open, dtype=np.int8), npt.NDArray[np.int8])
    766. 

  766. assert_type(def_gen.integers(-128, I_i1_high_open, dtype=np.int8), npt.NDArray[np.int8])
    767. 

  767. assert_type(def_gen.integers(I_i1_high_closed, dtype=np.int8, endpoint=True), npt.NDArray[np.int8])
    768. 

  768. assert_type(def_gen.integers(I_i1_low, I_i1_high_closed, dtype=np.int8, endpoint=True), npt.NDArray[np.int8])
    769. 

  769. assert_type(def_gen.integers(-128, I_i1_high_closed, dtype=np.int8, endpoint=True), npt.NDArray[np.int8])
    770. 

  770. 

  771. I_i2_low: npt.NDArray[np.int16] = np.array([-32768], dtype=np.int16)
    772. 

  772. I_i2_low_like: list[int] = [-32768]
    773. 

  773. I_i2_high_open: npt.NDArray[np.int16] = np.array([32767], dtype=np.int16)
    774. 

  774. I_i2_high_closed: npt.NDArray[np.int16] = np.array([32767], dtype=np.int16)
    775. 

  775. 

  776. assert_type(def_gen.integers(32768, dtype="i2"), np.int16)
    777. 

  777. assert_type(def_gen.integers(-32768, 32768, dtype="i2"), np.int16)
    778. 

  778. assert_type(def_gen.integers(32767, dtype="i2", endpoint=True), np.int16)
    779. 

  779. assert_type(def_gen.integers(-32768, 32767, dtype="i2", endpoint=True), np.int16)
    780. 

  780. assert_type(def_gen.integers(I_i2_low_like, 32767, dtype="i2", endpoint=True), npt.NDArray[np.int16])
    781. 

  781. assert_type(def_gen.integers(I_i2_high_open, dtype="i2"), npt.NDArray[np.int16])
    782. 

  782. assert_type(def_gen.integers(I_i2_low, I_i2_high_open, dtype="i2"), npt.NDArray[np.int16])
    783. 

  783. assert_type(def_gen.integers(-32768, I_i2_high_open, dtype="i2"), npt.NDArray[np.int16])
    784. 

  784. assert_type(def_gen.integers(I_i2_high_closed, dtype="i2", endpoint=True), npt.NDArray[np.int16])
    785. 

  785. assert_type(def_gen.integers(I_i2_low, I_i2_high_closed, dtype="i2", endpoint=True), npt.NDArray[np.int16])
    786. 

  786. assert_type(def_gen.integers(-32768, I_i2_high_closed, dtype="i2", endpoint=True), npt.NDArray[np.int16])
    787. 

  787. 

  788. assert_type(def_gen.integers(32768, dtype="int16"), np.int16)
    789. 

  789. assert_type(def_gen.integers(-32768, 32768, dtype="int16"), np.int16)
    790. 

  790. assert_type(def_gen.integers(32767, dtype="int16", endpoint=True), np.int16)
    791. 

  791. assert_type(def_gen.integers(-32768, 32767, dtype="int16", endpoint=True), np.int16)
    792. 

  792. assert_type(def_gen.integers(I_i2_low_like, 32767, dtype="int16", endpoint=True), npt.NDArray[np.int16])
    793. 

  793. assert_type(def_gen.integers(I_i2_high_open, dtype="int16"), npt.NDArray[np.int16])
    794. 

  794. assert_type(def_gen.integers(I_i2_low, I_i2_high_open, dtype="int16"), npt.NDArray[np.int16])
    795. 

  795. assert_type(def_gen.integers(-32768, I_i2_high_open, dtype="int16"), npt.NDArray[np.int16])
    796. 

  796. assert_type(def_gen.integers(I_i2_high_closed, dtype="int16", endpoint=True), npt.NDArray[np.int16])
    797. 

  797. assert_type(def_gen.integers(I_i2_low, I_i2_high_closed, dtype="int16", endpoint=True), npt.NDArray[np.int16])
    798. 

  798. assert_type(def_gen.integers(-32768, I_i2_high_closed, dtype="int16", endpoint=True), npt.NDArray[np.int16])
    799. 

  799. 

  800. assert_type(def_gen.integers(32768, dtype=np.int16), np.int16)
    801. 

  801. assert_type(def_gen.integers(-32768, 32768, dtype=np.int16), np.int16)
    802. 

  802. assert_type(def_gen.integers(32767, dtype=np.int16, endpoint=True), np.int16)
    803. 

  803. assert_type(def_gen.integers(-32768, 32767, dtype=np.int16, endpoint=True), np.int16)
    804. 

  804. assert_type(def_gen.integers(I_i2_low_like, 32767, dtype=np.int16, endpoint=True), npt.NDArray[np.int16])
    805. 

  805. assert_type(def_gen.integers(I_i2_high_open, dtype=np.int16), npt.NDArray[np.int16])
    806. 

  806. assert_type(def_gen.integers(I_i2_low, I_i2_high_open, dtype=np.int16), npt.NDArray[np.int16])
    807. 

  807. assert_type(def_gen.integers(-32768, I_i2_high_open, dtype=np.int16), npt.NDArray[np.int16])
    808. 

  808. assert_type(def_gen.integers(I_i2_high_closed, dtype=np.int16, endpoint=True), npt.NDArray[np.int16])
    809. 

  809. assert_type(def_gen.integers(I_i2_low, I_i2_high_closed, dtype=np.int16, endpoint=True), npt.NDArray[np.int16])
    810. 

  810. assert_type(def_gen.integers(-32768, I_i2_high_closed, dtype=np.int16, endpoint=True), npt.NDArray[np.int16])
    811. 

  811. 

  812. I_i4_low: npt.NDArray[np.int32] = np.array([-2147483648], dtype=np.int32)
    813. 

  813. I_i4_low_like: list[int] = [-2147483648]
    814. 

  814. I_i4_high_open: npt.NDArray[np.int32] = np.array([2147483647], dtype=np.int32)
    815. 

  815. I_i4_high_closed: npt.NDArray[np.int32] = np.array([2147483647], dtype=np.int32)
    816. 

  816. 

  817. assert_type(def_gen.integers(2147483648, dtype="i4"), np.int32)
    818. 

  818. assert_type(def_gen.integers(-2147483648, 2147483648, dtype="i4"), np.int32)
    819. 

  819. assert_type(def_gen.integers(2147483647, dtype="i4", endpoint=True), np.int32)
    820. 

  820. assert_type(def_gen.integers(-2147483648, 2147483647, dtype="i4", endpoint=True), np.int32)
    821. 

  821. assert_type(def_gen.integers(I_i4_low_like, 2147483647, dtype="i4", endpoint=True), npt.NDArray[np.int32])
    822. 

  822. assert_type(def_gen.integers(I_i4_high_open, dtype="i4"), npt.NDArray[np.int32])
    823. 

  823. assert_type(def_gen.integers(I_i4_low, I_i4_high_open, dtype="i4"), npt.NDArray[np.int32])
    824. 

  824. assert_type(def_gen.integers(-2147483648, I_i4_high_open, dtype="i4"), npt.NDArray[np.int32])
    825. 

  825. assert_type(def_gen.integers(I_i4_high_closed, dtype="i4", endpoint=True), npt.NDArray[np.int32])
    826. 

  826. assert_type(def_gen.integers(I_i4_low, I_i4_high_closed, dtype="i4", endpoint=True), npt.NDArray[np.int32])
    827. 

  827. assert_type(def_gen.integers(-2147483648, I_i4_high_closed, dtype="i4", endpoint=True), npt.NDArray[np.int32])
    828. 

  828. 

  829. assert_type(def_gen.integers(2147483648, dtype="int32"), np.int32)
    830. 

  830. assert_type(def_gen.integers(-2147483648, 2147483648, dtype="int32"), np.int32)
    831. 

  831. assert_type(def_gen.integers(2147483647, dtype="int32", endpoint=True), np.int32)
    832. 

  832. assert_type(def_gen.integers(-2147483648, 2147483647, dtype="int32", endpoint=True), np.int32)
    833. 

  833. assert_type(def_gen.integers(I_i4_low_like, 2147483647, dtype="int32", endpoint=True), npt.NDArray[np.int32])
    834. 

  834. assert_type(def_gen.integers(I_i4_high_open, dtype="int32"), npt.NDArray[np.int32])
    835. 

  835. assert_type(def_gen.integers(I_i4_low, I_i4_high_open, dtype="int32"), npt.NDArray[np.int32])
    836. 

  836. assert_type(def_gen.integers(-2147483648, I_i4_high_open, dtype="int32"), npt.NDArray[np.int32])
    837. 

  837. assert_type(def_gen.integers(I_i4_high_closed, dtype="int32", endpoint=True), npt.NDArray[np.int32])
    838. 

  838. assert_type(def_gen.integers(I_i4_low, I_i4_high_closed, dtype="int32", endpoint=True), npt.NDArray[np.int32])
    839. 

  839. assert_type(def_gen.integers(-2147483648, I_i4_high_closed, dtype="int32", endpoint=True), npt.NDArray[np.int32])
    840. 

  840. 

  841. assert_type(def_gen.integers(2147483648, dtype=np.int32), np.int32)
    842. 

  842. assert_type(def_gen.integers(-2147483648, 2147483648, dtype=np.int32), np.int32)
    843. 

  843. assert_type(def_gen.integers(2147483647, dtype=np.int32, endpoint=True), np.int32)
    844. 

  844. assert_type(def_gen.integers(-2147483648, 2147483647, dtype=np.int32, endpoint=True), np.int32)
    845. 

  845. assert_type(def_gen.integers(I_i4_low_like, 2147483647, dtype=np.int32, endpoint=True), npt.NDArray[np.int32])
    846. 

  846. assert_type(def_gen.integers(I_i4_high_open, dtype=np.int32), npt.NDArray[np.int32])
    847. 

  847. assert_type(def_gen.integers(I_i4_low, I_i4_high_open, dtype=np.int32), npt.NDArray[np.int32])
    848. 

  848. assert_type(def_gen.integers(-2147483648, I_i4_high_open, dtype=np.int32), npt.NDArray[np.int32])
    849. 

  849. assert_type(def_gen.integers(I_i4_high_closed, dtype=np.int32, endpoint=True), npt.NDArray[np.int32])
    850. 

  850. assert_type(def_gen.integers(I_i4_low, I_i4_high_closed, dtype=np.int32, endpoint=True), npt.NDArray[np.int32])
    851. 

  851. assert_type(def_gen.integers(-2147483648, I_i4_high_closed, dtype=np.int32, endpoint=True), npt.NDArray[np.int32])
    852. 

  852. 

  853. I_i8_low: npt.NDArray[np.int64] = np.array([-9223372036854775808], dtype=np.int64)
    854. 

  854. I_i8_low_like: list[int] = [-9223372036854775808]
    855. 

  855. I_i8_high_open: npt.NDArray[np.int64] = np.array([9223372036854775807], dtype=np.int64)
    856. 

  856. I_i8_high_closed: npt.NDArray[np.int64] = np.array([9223372036854775807], dtype=np.int64)
    857. 

  857. 

  858. assert_type(def_gen.integers(9223372036854775808, dtype="i8"), np.int64)
    859. 

  859. assert_type(def_gen.integers(-9223372036854775808, 9223372036854775808, dtype="i8"), np.int64)
    860. 

  860. assert_type(def_gen.integers(9223372036854775807, dtype="i8", endpoint=True), np.int64)
    861. 

  861. assert_type(def_gen.integers(-9223372036854775808, 9223372036854775807, dtype="i8", endpoint=True), np.int64)
    862. 

  862. assert_type(def_gen.integers(I_i8_low_like, 9223372036854775807, dtype="i8", endpoint=True), npt.NDArray[np.int64])
    863. 

  863. assert_type(def_gen.integers(I_i8_high_open, dtype="i8"), npt.NDArray[np.int64])
    864. 

  864. assert_type(def_gen.integers(I_i8_low, I_i8_high_open, dtype="i8"), npt.NDArray[np.int64])
    865. 

  865. assert_type(def_gen.integers(-9223372036854775808, I_i8_high_open, dtype="i8"), npt.NDArray[np.int64])
    866. 

  866. assert_type(def_gen.integers(I_i8_high_closed, dtype="i8", endpoint=True), npt.NDArray[np.int64])
    867. 

  867. assert_type(def_gen.integers(I_i8_low, I_i8_high_closed, dtype="i8", endpoint=True), npt.NDArray[np.int64])
    868. 

  868. assert_type(def_gen.integers(-9223372036854775808, I_i8_high_closed, dtype="i8", endpoint=True), npt.NDArray[np.int64])
    869. 

  869. 

  870. assert_type(def_gen.integers(9223372036854775808, dtype="int64"), np.int64)
    871. 

  871. assert_type(def_gen.integers(-9223372036854775808, 9223372036854775808, dtype="int64"), np.int64)
    872. 

  872. assert_type(def_gen.integers(9223372036854775807, dtype="int64", endpoint=True), np.int64)
    873. 

  873. assert_type(def_gen.integers(-9223372036854775808, 9223372036854775807, dtype="int64", endpoint=True), np.int64)
    874. 

  874. assert_type(def_gen.integers(I_i8_low_like, 9223372036854775807, dtype="int64", endpoint=True), npt.NDArray[np.int64])
    875. 

  875. assert_type(def_gen.integers(I_i8_high_open, dtype="int64"), npt.NDArray[np.int64])
    876. 

  876. assert_type(def_gen.integers(I_i8_low, I_i8_high_open, dtype="int64"), npt.NDArray[np.int64])
    877. 

  877. assert_type(def_gen.integers(-9223372036854775808, I_i8_high_open, dtype="int64"), npt.NDArray[np.int64])
    878. 

  878. assert_type(def_gen.integers(I_i8_high_closed, dtype="int64", endpoint=True), npt.NDArray[np.int64])
    879. 

  879. assert_type(def_gen.integers(I_i8_low, I_i8_high_closed, dtype="int64", endpoint=True), npt.NDArray[np.int64])
    880. 

  880. assert_type(def_gen.integers(-9223372036854775808, I_i8_high_closed, dtype="int64", endpoint=True), npt.NDArray[np.int64])
    881. 

  881. 

  882. assert_type(def_gen.integers(9223372036854775808, dtype=np.int64), np.int64)
    883. 

  883. assert_type(def_gen.integers(-9223372036854775808, 9223372036854775808, dtype=np.int64), np.int64)
    884. 

  884. assert_type(def_gen.integers(9223372036854775807, dtype=np.int64, endpoint=True), np.int64)
    885. 

  885. assert_type(def_gen.integers(-9223372036854775808, 9223372036854775807, dtype=np.int64, endpoint=True), np.int64)
    886. 

  886. assert_type(def_gen.integers(I_i8_low_like, 9223372036854775807, dtype=np.int64, endpoint=True), npt.NDArray[np.int64])
    887. 

  887. assert_type(def_gen.integers(I_i8_high_open, dtype=np.int64), npt.NDArray[np.int64])
    888. 

  888. assert_type(def_gen.integers(I_i8_low, I_i8_high_open, dtype=np.int64), npt.NDArray[np.int64])
    889. 

  889. assert_type(def_gen.integers(-9223372036854775808, I_i8_high_open, dtype=np.int64), npt.NDArray[np.int64])
    890. 

  890. assert_type(def_gen.integers(I_i8_high_closed, dtype=np.int64, endpoint=True), npt.NDArray[np.int64])
    891. 

  891. assert_type(def_gen.integers(I_i8_low, I_i8_high_closed, dtype=np.int64, endpoint=True), npt.NDArray[np.int64])
    892. 

  892. assert_type(def_gen.integers(-9223372036854775808, I_i8_high_closed, dtype=np.int64, endpoint=True), npt.NDArray[np.int64])
    893. 

  893. 

  894. 

  895. assert_type(def_gen.bit_generator, np.random.BitGenerator)
    896. 

  896. 

  897. assert_type(def_gen.bytes(2), bytes)
    898. 

  898. 

  899. assert_type(def_gen.choice(5), int)
    900. 

  900. assert_type(def_gen.choice(5, 3), npt.NDArray[np.int64])
    901. 

  901. assert_type(def_gen.choice(5, 3, replace=True), npt.NDArray[np.int64])
    902. 

  902. assert_type(def_gen.choice(5, 3, p=[1 / 5] * 5), npt.NDArray[np.int64])
    903. 

  903. assert_type(def_gen.choice(5, 3, p=[1 / 5] * 5, replace=False), npt.NDArray[np.int64])
    904. 

  904. 

  905. assert_type(def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"]), Any)
    906. 

  906. assert_type(def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3), npt.NDArray[Any])
    907. 

  907. assert_type(def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, p=[1 / 4] * 4), npt.NDArray[Any])
    908. 

  908. assert_type(def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=True), npt.NDArray[Any])
    909. 

  909. assert_type(def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=False, p=np.array([1 / 8, 1 / 8, 1 / 2, 1 / 4])), npt.NDArray[Any])
    910. 

  910. 

  911. assert_type(def_gen.dirichlet([0.5, 0.5]), npt.NDArray[np.float64])
    912. 

  912. assert_type(def_gen.dirichlet(np.array([0.5, 0.5])), npt.NDArray[np.float64])
    913. 

  913. assert_type(def_gen.dirichlet(np.array([0.5, 0.5]), size=3), npt.NDArray[np.float64])
    914. 

  914. 

  915. assert_type(def_gen.multinomial(20, [1 / 6.0] * 6), npt.NDArray[np.int64])
    916. 

  916. assert_type(def_gen.multinomial(20, np.array([0.5, 0.5])), npt.NDArray[np.int64])
    917. 

  917. assert_type(def_gen.multinomial(20, [1 / 6.0] * 6, size=2), npt.NDArray[np.int64])
    918. 

  918. assert_type(def_gen.multinomial([[10], [20]], [1 / 6.0] * 6, size=(2, 2)), npt.NDArray[np.int64])
    919. 

  919. assert_type(def_gen.multinomial(np.array([[10], [20]]), np.array([0.5, 0.5]), size=(2, 2)), npt.NDArray[np.int64])
    920. 

  920. 

  921. assert_type(def_gen.multivariate_hypergeometric([3, 5, 7], 2), npt.NDArray[np.int64])
    922. 

  922. assert_type(def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2), npt.NDArray[np.int64])
    923. 

  923. assert_type(def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2, size=4), npt.NDArray[np.int64])
    924. 

  924. assert_type(def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2, size=(4, 7)), npt.NDArray[np.int64])
    925. 

  925. assert_type(def_gen.multivariate_hypergeometric([3, 5, 7], 2, method="count"), npt.NDArray[np.int64])
    926. 

  926. assert_type(def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2, method="marginals"), npt.NDArray[np.int64])
    927. 

  927. 

  928. assert_type(def_gen.multivariate_normal([0.0], [[1.0]]), npt.NDArray[np.float64])
    929. 

  929. assert_type(def_gen.multivariate_normal([0.0], np.array([[1.0]])), npt.NDArray[np.float64])
    930. 

  930. assert_type(def_gen.multivariate_normal(np.array([0.0]), [[1.0]]), npt.NDArray[np.float64])
    931. 

  931. assert_type(def_gen.multivariate_normal([0.0], np.array([[1.0]])), npt.NDArray[np.float64])
    932. 

  932. 

  933. assert_type(def_gen.permutation(10), npt.NDArray[np.int64])
    934. 

  934. assert_type(def_gen.permutation([1, 2, 3, 4]), npt.NDArray[Any])
    935. 

  935. assert_type(def_gen.permutation(np.array([1, 2, 3, 4])), npt.NDArray[Any])
    936. 

  936. assert_type(def_gen.permutation(D_2D, axis=1), npt.NDArray[Any])
    937. 

  937. assert_type(def_gen.permuted(D_2D), npt.NDArray[Any])
    938. 

  938. assert_type(def_gen.permuted(D_2D_like), npt.NDArray[Any])
    939. 

  939. assert_type(def_gen.permuted(D_2D, axis=1), npt.NDArray[Any])
    940. 

  940. assert_type(def_gen.permuted(D_2D, out=D_2D), npt.NDArray[Any])
    941. 

  941. assert_type(def_gen.permuted(D_2D_like, out=D_2D), npt.NDArray[Any])
    942. 

  942. assert_type(def_gen.permuted(D_2D_like, out=D_2D), npt.NDArray[Any])
    943. 

  943. assert_type(def_gen.permuted(D_2D, axis=1, out=D_2D), npt.NDArray[Any])
    944. 

  944. 

  945. assert_type(def_gen.shuffle(np.arange(10)), None)
    946. 

  946. assert_type(def_gen.shuffle([1, 2, 3, 4, 5]), None)
    947. 

  947. assert_type(def_gen.shuffle(D_2D, axis=1), None)
    948. 

  948. 

  949. assert_type(np.random.Generator(pcg64), np.random.Generator)
    950. 

  950. assert_type(def_gen.__str__(), str)
    951. 

  951. assert_type(def_gen.__repr__(), str)
    952. 

  952. assert_type(def_gen.__setstate__(dict(def_gen.bit_generator.state)), None)
    953. 

  953. 

  954. # RandomState
    955. 

  955. random_st: np.random.RandomState = np.random.RandomState()
    956. 

  956. 

  957. assert_type(random_st.standard_normal(), float)
    958. 

  958. assert_type(random_st.standard_normal(size=None), float)
    959. 

  959. assert_type(random_st.standard_normal(size=1), npt.NDArray[np.float64])
    960. 

  960. 

  961. assert_type(random_st.random(), float)
    962. 

  962. assert_type(random_st.random(size=None), float)
    963. 

  963. assert_type(random_st.random(size=1), npt.NDArray[np.float64])
    964. 

  964. 

  965. assert_type(random_st.standard_cauchy(), float)
    966. 

  966. assert_type(random_st.standard_cauchy(size=None), float)
    967. 

  967. assert_type(random_st.standard_cauchy(size=1), npt.NDArray[np.float64])
    968. 

  968. 

  969. assert_type(random_st.standard_exponential(), float)
    970. 

  970. assert_type(random_st.standard_exponential(size=None), float)
    971. 

  971. assert_type(random_st.standard_exponential(size=1), npt.NDArray[np.float64])
    972. 

  972. 

  973. assert_type(random_st.zipf(1.5), int)
    974. 

  974. assert_type(random_st.zipf(1.5, size=None), int)
    975. 

  975. assert_type(random_st.zipf(1.5, size=1), npt.NDArray[np.long])
    976. 

  976. assert_type(random_st.zipf(D_arr_1p5), npt.NDArray[np.long])
    977. 

  977. assert_type(random_st.zipf(D_arr_1p5, size=1), npt.NDArray[np.long])
    978. 

  978. assert_type(random_st.zipf(D_arr_like_1p5), npt.NDArray[np.long])
    979. 

  979. assert_type(random_st.zipf(D_arr_like_1p5, size=1), npt.NDArray[np.long])
    980. 

  980. 

  981. assert_type(random_st.weibull(0.5), float)
    982. 

  982. assert_type(random_st.weibull(0.5, size=None), float)
    983. 

  983. assert_type(random_st.weibull(0.5, size=1), npt.NDArray[np.float64])
    984. 

  984. assert_type(random_st.weibull(D_arr_0p5), npt.NDArray[np.float64])
    985. 

  985. assert_type(random_st.weibull(D_arr_0p5, size=1), npt.NDArray[np.float64])
    986. 

  986. assert_type(random_st.weibull(D_arr_like_0p5), npt.NDArray[np.float64])
    987. 

  987. assert_type(random_st.weibull(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    988. 

  988. 

  989. assert_type(random_st.standard_t(0.5), float)
    990. 

  990. assert_type(random_st.standard_t(0.5, size=None), float)
    991. 

  991. assert_type(random_st.standard_t(0.5, size=1), npt.NDArray[np.float64])
    992. 

  992. assert_type(random_st.standard_t(D_arr_0p5), npt.NDArray[np.float64])
    993. 

  993. assert_type(random_st.standard_t(D_arr_0p5, size=1), npt.NDArray[np.float64])
    994. 

  994. assert_type(random_st.standard_t(D_arr_like_0p5), npt.NDArray[np.float64])
    995. 

  995. assert_type(random_st.standard_t(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    996. 

  996. 

  997. assert_type(random_st.poisson(0.5), int)
    998. 

  998. assert_type(random_st.poisson(0.5, size=None), int)
    999. 

  999. assert_type(random_st.poisson(0.5, size=1), npt.NDArray[np.long])
    1000. 

  1000. assert_type(random_st.poisson(D_arr_0p5), npt.NDArray[np.long])
    1001. 

  1001. assert_type(random_st.poisson(D_arr_0p5, size=1), npt.NDArray[np.long])
    1002. 

  1002. assert_type(random_st.poisson(D_arr_like_0p5), npt.NDArray[np.long])
    1003. 

  1003. assert_type(random_st.poisson(D_arr_like_0p5, size=1), npt.NDArray[np.long])
    1004. 

  1004. 

  1005. assert_type(random_st.power(0.5), float)
    1006. 

  1006. assert_type(random_st.power(0.5, size=None), float)
    1007. 

  1007. assert_type(random_st.power(0.5, size=1), npt.NDArray[np.float64])
    1008. 

  1008. assert_type(random_st.power(D_arr_0p5), npt.NDArray[np.float64])
    1009. 

  1009. assert_type(random_st.power(D_arr_0p5, size=1), npt.NDArray[np.float64])
    1010. 

  1010. assert_type(random_st.power(D_arr_like_0p5), npt.NDArray[np.float64])
    1011. 

  1011. assert_type(random_st.power(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1012. 

  1012. 

  1013. assert_type(random_st.pareto(0.5), float)
    1014. 

  1014. assert_type(random_st.pareto(0.5, size=None), float)
    1015. 

  1015. assert_type(random_st.pareto(0.5, size=1), npt.NDArray[np.float64])
    1016. 

  1016. assert_type(random_st.pareto(D_arr_0p5), npt.NDArray[np.float64])
    1017. 

  1017. assert_type(random_st.pareto(D_arr_0p5, size=1), npt.NDArray[np.float64])
    1018. 

  1018. assert_type(random_st.pareto(D_arr_like_0p5), npt.NDArray[np.float64])
    1019. 

  1019. assert_type(random_st.pareto(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1020. 

  1020. 

  1021. assert_type(random_st.chisquare(0.5), float)
    1022. 

  1022. assert_type(random_st.chisquare(0.5, size=None), float)
    1023. 

  1023. assert_type(random_st.chisquare(0.5, size=1), npt.NDArray[np.float64])
    1024. 

  1024. assert_type(random_st.chisquare(D_arr_0p5), npt.NDArray[np.float64])
    1025. 

  1025. assert_type(random_st.chisquare(D_arr_0p5, size=1), npt.NDArray[np.float64])
    1026. 

  1026. assert_type(random_st.chisquare(D_arr_like_0p5), npt.NDArray[np.float64])
    1027. 

  1027. assert_type(random_st.chisquare(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1028. 

  1028. 

  1029. assert_type(random_st.exponential(0.5), float)
    1030. 

  1030. assert_type(random_st.exponential(0.5, size=None), float)
    1031. 

  1031. assert_type(random_st.exponential(0.5, size=1), npt.NDArray[np.float64])
    1032. 

  1032. assert_type(random_st.exponential(D_arr_0p5), npt.NDArray[np.float64])
    1033. 

  1033. assert_type(random_st.exponential(D_arr_0p5, size=1), npt.NDArray[np.float64])
    1034. 

  1034. assert_type(random_st.exponential(D_arr_like_0p5), npt.NDArray[np.float64])
    1035. 

  1035. assert_type(random_st.exponential(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1036. 

  1036. 

  1037. assert_type(random_st.geometric(0.5), int)
    1038. 

  1038. assert_type(random_st.geometric(0.5, size=None), int)
    1039. 

  1039. assert_type(random_st.geometric(0.5, size=1), npt.NDArray[np.long])
    1040. 

  1040. assert_type(random_st.geometric(D_arr_0p5), npt.NDArray[np.long])
    1041. 

  1041. assert_type(random_st.geometric(D_arr_0p5, size=1), npt.NDArray[np.long])
    1042. 

  1042. assert_type(random_st.geometric(D_arr_like_0p5), npt.NDArray[np.long])
    1043. 

  1043. assert_type(random_st.geometric(D_arr_like_0p5, size=1), npt.NDArray[np.long])
    1044. 

  1044. 

  1045. assert_type(random_st.logseries(0.5), int)
    1046. 

  1046. assert_type(random_st.logseries(0.5, size=None), int)
    1047. 

  1047. assert_type(random_st.logseries(0.5, size=1), npt.NDArray[np.long])
    1048. 

  1048. assert_type(random_st.logseries(D_arr_0p5), npt.NDArray[np.long])
    1049. 

  1049. assert_type(random_st.logseries(D_arr_0p5, size=1), npt.NDArray[np.long])
    1050. 

  1050. assert_type(random_st.logseries(D_arr_like_0p5), npt.NDArray[np.long])
    1051. 

  1051. assert_type(random_st.logseries(D_arr_like_0p5, size=1), npt.NDArray[np.long])
    1052. 

  1052. 

  1053. assert_type(random_st.rayleigh(0.5), float)
    1054. 

  1054. assert_type(random_st.rayleigh(0.5, size=None), float)
    1055. 

  1055. assert_type(random_st.rayleigh(0.5, size=1), npt.NDArray[np.float64])
    1056. 

  1056. assert_type(random_st.rayleigh(D_arr_0p5), npt.NDArray[np.float64])
    1057. 

  1057. assert_type(random_st.rayleigh(D_arr_0p5, size=1), npt.NDArray[np.float64])
    1058. 

  1058. assert_type(random_st.rayleigh(D_arr_like_0p5), npt.NDArray[np.float64])
    1059. 

  1059. assert_type(random_st.rayleigh(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1060. 

  1060. 

  1061. assert_type(random_st.standard_gamma(0.5), float)
    1062. 

  1062. assert_type(random_st.standard_gamma(0.5, size=None), float)
    1063. 

  1063. assert_type(random_st.standard_gamma(0.5, size=1), npt.NDArray[np.float64])
    1064. 

  1064. assert_type(random_st.standard_gamma(D_arr_0p5), npt.NDArray[np.float64])
    1065. 

  1065. assert_type(random_st.standard_gamma(D_arr_0p5, size=1), npt.NDArray[np.float64])
    1066. 

  1066. assert_type(random_st.standard_gamma(D_arr_like_0p5), npt.NDArray[np.float64])
    1067. 

  1067. assert_type(random_st.standard_gamma(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1068. 

  1068. assert_type(random_st.standard_gamma(D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1069. 

  1069. 

  1070. assert_type(random_st.vonmises(0.5, 0.5), float)
    1071. 

  1071. assert_type(random_st.vonmises(0.5, 0.5, size=None), float)
    1072. 

  1072. assert_type(random_st.vonmises(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1073. 

  1073. assert_type(random_st.vonmises(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1074. 

  1074. assert_type(random_st.vonmises(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1075. 

  1075. assert_type(random_st.vonmises(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1076. 

  1076. assert_type(random_st.vonmises(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1077. 

  1077. assert_type(random_st.vonmises(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1078. 

  1078. assert_type(random_st.vonmises(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1079. 

  1079. assert_type(random_st.vonmises(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1080. 

  1080. assert_type(random_st.vonmises(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1081. 

  1081. assert_type(random_st.vonmises(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1082. 

  1082. assert_type(random_st.vonmises(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1083. 

  1083. 

  1084. assert_type(random_st.wald(0.5, 0.5), float)
    1085. 

  1085. assert_type(random_st.wald(0.5, 0.5, size=None), float)
    1086. 

  1086. assert_type(random_st.wald(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1087. 

  1087. assert_type(random_st.wald(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1088. 

  1088. assert_type(random_st.wald(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1089. 

  1089. assert_type(random_st.wald(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1090. 

  1090. assert_type(random_st.wald(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1091. 

  1091. assert_type(random_st.wald(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1092. 

  1092. assert_type(random_st.wald(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1093. 

  1093. assert_type(random_st.wald(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1094. 

  1094. assert_type(random_st.wald(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1095. 

  1095. assert_type(random_st.wald(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1096. 

  1096. assert_type(random_st.wald(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1097. 

  1097. 

  1098. assert_type(random_st.uniform(0.5, 0.5), float)
    1099. 

  1099. assert_type(random_st.uniform(0.5, 0.5, size=None), float)
    1100. 

  1100. assert_type(random_st.uniform(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1101. 

  1101. assert_type(random_st.uniform(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1102. 

  1102. assert_type(random_st.uniform(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1103. 

  1103. assert_type(random_st.uniform(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1104. 

  1104. assert_type(random_st.uniform(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1105. 

  1105. assert_type(random_st.uniform(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1106. 

  1106. assert_type(random_st.uniform(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1107. 

  1107. assert_type(random_st.uniform(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1108. 

  1108. assert_type(random_st.uniform(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1109. 

  1109. assert_type(random_st.uniform(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1110. 

  1110. assert_type(random_st.uniform(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1111. 

  1111. 

  1112. assert_type(random_st.beta(0.5, 0.5), float)
    1113. 

  1113. assert_type(random_st.beta(0.5, 0.5, size=None), float)
    1114. 

  1114. assert_type(random_st.beta(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1115. 

  1115. assert_type(random_st.beta(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1116. 

  1116. assert_type(random_st.beta(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1117. 

  1117. assert_type(random_st.beta(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1118. 

  1118. assert_type(random_st.beta(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1119. 

  1119. assert_type(random_st.beta(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1120. 

  1120. assert_type(random_st.beta(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1121. 

  1121. assert_type(random_st.beta(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1122. 

  1122. assert_type(random_st.beta(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1123. 

  1123. assert_type(random_st.beta(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1124. 

  1124. assert_type(random_st.beta(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1125. 

  1125. 

  1126. assert_type(random_st.f(0.5, 0.5), float)
    1127. 

  1127. assert_type(random_st.f(0.5, 0.5, size=None), float)
    1128. 

  1128. assert_type(random_st.f(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1129. 

  1129. assert_type(random_st.f(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1130. 

  1130. assert_type(random_st.f(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1131. 

  1131. assert_type(random_st.f(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1132. 

  1132. assert_type(random_st.f(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1133. 

  1133. assert_type(random_st.f(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1134. 

  1134. assert_type(random_st.f(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1135. 

  1135. assert_type(random_st.f(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1136. 

  1136. assert_type(random_st.f(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1137. 

  1137. assert_type(random_st.f(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1138. 

  1138. assert_type(random_st.f(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1139. 

  1139. 

  1140. assert_type(random_st.gamma(0.5, 0.5), float)
    1141. 

  1141. assert_type(random_st.gamma(0.5, 0.5, size=None), float)
    1142. 

  1142. assert_type(random_st.gamma(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1143. 

  1143. assert_type(random_st.gamma(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1144. 

  1144. assert_type(random_st.gamma(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1145. 

  1145. assert_type(random_st.gamma(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1146. 

  1146. assert_type(random_st.gamma(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1147. 

  1147. assert_type(random_st.gamma(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1148. 

  1148. assert_type(random_st.gamma(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1149. 

  1149. assert_type(random_st.gamma(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1150. 

  1150. assert_type(random_st.gamma(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1151. 

  1151. assert_type(random_st.gamma(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1152. 

  1152. assert_type(random_st.gamma(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1153. 

  1153. 

  1154. assert_type(random_st.gumbel(0.5, 0.5), float)
    1155. 

  1155. assert_type(random_st.gumbel(0.5, 0.5, size=None), float)
    1156. 

  1156. assert_type(random_st.gumbel(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1157. 

  1157. assert_type(random_st.gumbel(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1158. 

  1158. assert_type(random_st.gumbel(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1159. 

  1159. assert_type(random_st.gumbel(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1160. 

  1160. assert_type(random_st.gumbel(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1161. 

  1161. assert_type(random_st.gumbel(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1162. 

  1162. assert_type(random_st.gumbel(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1163. 

  1163. assert_type(random_st.gumbel(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1164. 

  1164. assert_type(random_st.gumbel(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1165. 

  1165. assert_type(random_st.gumbel(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1166. 

  1166. assert_type(random_st.gumbel(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1167. 

  1167. 

  1168. assert_type(random_st.laplace(0.5, 0.5), float)
    1169. 

  1169. assert_type(random_st.laplace(0.5, 0.5, size=None), float)
    1170. 

  1170. assert_type(random_st.laplace(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1171. 

  1171. assert_type(random_st.laplace(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1172. 

  1172. assert_type(random_st.laplace(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1173. 

  1173. assert_type(random_st.laplace(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1174. 

  1174. assert_type(random_st.laplace(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1175. 

  1175. assert_type(random_st.laplace(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1176. 

  1176. assert_type(random_st.laplace(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1177. 

  1177. assert_type(random_st.laplace(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1178. 

  1178. assert_type(random_st.laplace(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1179. 

  1179. assert_type(random_st.laplace(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1180. 

  1180. assert_type(random_st.laplace(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1181. 

  1181. 

  1182. assert_type(random_st.logistic(0.5, 0.5), float)
    1183. 

  1183. assert_type(random_st.logistic(0.5, 0.5, size=None), float)
    1184. 

  1184. assert_type(random_st.logistic(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1185. 

  1185. assert_type(random_st.logistic(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1186. 

  1186. assert_type(random_st.logistic(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1187. 

  1187. assert_type(random_st.logistic(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1188. 

  1188. assert_type(random_st.logistic(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1189. 

  1189. assert_type(random_st.logistic(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1190. 

  1190. assert_type(random_st.logistic(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1191. 

  1191. assert_type(random_st.logistic(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1192. 

  1192. assert_type(random_st.logistic(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1193. 

  1193. assert_type(random_st.logistic(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1194. 

  1194. assert_type(random_st.logistic(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1195. 

  1195. 

  1196. assert_type(random_st.lognormal(0.5, 0.5), float)
    1197. 

  1197. assert_type(random_st.lognormal(0.5, 0.5, size=None), float)
    1198. 

  1198. assert_type(random_st.lognormal(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1199. 

  1199. assert_type(random_st.lognormal(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1200. 

  1200. assert_type(random_st.lognormal(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1201. 

  1201. assert_type(random_st.lognormal(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1202. 

  1202. assert_type(random_st.lognormal(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1203. 

  1203. assert_type(random_st.lognormal(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1204. 

  1204. assert_type(random_st.lognormal(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1205. 

  1205. assert_type(random_st.lognormal(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1206. 

  1206. assert_type(random_st.lognormal(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1207. 

  1207. assert_type(random_st.lognormal(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1208. 

  1208. assert_type(random_st.lognormal(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1209. 

  1209. 

  1210. assert_type(random_st.noncentral_chisquare(0.5, 0.5), float)
    1211. 

  1211. assert_type(random_st.noncentral_chisquare(0.5, 0.5, size=None), float)
    1212. 

  1212. assert_type(random_st.noncentral_chisquare(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1213. 

  1213. assert_type(random_st.noncentral_chisquare(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1214. 

  1214. assert_type(random_st.noncentral_chisquare(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1215. 

  1215. assert_type(random_st.noncentral_chisquare(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1216. 

  1216. assert_type(random_st.noncentral_chisquare(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1217. 

  1217. assert_type(random_st.noncentral_chisquare(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1218. 

  1218. assert_type(random_st.noncentral_chisquare(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1219. 

  1219. assert_type(random_st.noncentral_chisquare(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1220. 

  1220. assert_type(random_st.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1221. 

  1221. assert_type(random_st.noncentral_chisquare(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1222. 

  1222. assert_type(random_st.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1223. 

  1223. 

  1224. assert_type(random_st.normal(0.5, 0.5), float)
    1225. 

  1225. assert_type(random_st.normal(0.5, 0.5, size=None), float)
    1226. 

  1226. assert_type(random_st.normal(0.5, 0.5, size=1), npt.NDArray[np.float64])
    1227. 

  1227. assert_type(random_st.normal(D_arr_0p5, 0.5), npt.NDArray[np.float64])
    1228. 

  1228. assert_type(random_st.normal(0.5, D_arr_0p5), npt.NDArray[np.float64])
    1229. 

  1229. assert_type(random_st.normal(D_arr_0p5, 0.5, size=1), npt.NDArray[np.float64])
    1230. 

  1230. assert_type(random_st.normal(0.5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1231. 

  1231. assert_type(random_st.normal(D_arr_like_0p5, 0.5), npt.NDArray[np.float64])
    1232. 

  1232. assert_type(random_st.normal(0.5, D_arr_like_0p5), npt.NDArray[np.float64])
    1233. 

  1233. assert_type(random_st.normal(D_arr_0p5, D_arr_0p5), npt.NDArray[np.float64])
    1234. 

  1234. assert_type(random_st.normal(D_arr_like_0p5, D_arr_like_0p5), npt.NDArray[np.float64])
    1235. 

  1235. assert_type(random_st.normal(D_arr_0p5, D_arr_0p5, size=1), npt.NDArray[np.float64])
    1236. 

  1236. assert_type(random_st.normal(D_arr_like_0p5, D_arr_like_0p5, size=1), npt.NDArray[np.float64])
    1237. 

  1237. 

  1238. assert_type(random_st.triangular(0.1, 0.5, 0.9), float)
    1239. 

  1239. assert_type(random_st.triangular(0.1, 0.5, 0.9, size=None), float)
    1240. 

  1240. assert_type(random_st.triangular(0.1, 0.5, 0.9, size=1), npt.NDArray[np.float64])
    1241. 

  1241. assert_type(random_st.triangular(D_arr_0p1, 0.5, 0.9), npt.NDArray[np.float64])
    1242. 

  1242. assert_type(random_st.triangular(0.1, D_arr_0p5, 0.9), npt.NDArray[np.float64])
    1243. 

  1243. assert_type(random_st.triangular(D_arr_0p1, 0.5, D_arr_like_0p9, size=1), npt.NDArray[np.float64])
    1244. 

  1244. assert_type(random_st.triangular(0.1, D_arr_0p5, 0.9, size=1), npt.NDArray[np.float64])
    1245. 

  1245. assert_type(random_st.triangular(D_arr_like_0p1, 0.5, D_arr_0p9), npt.NDArray[np.float64])
    1246. 

  1246. assert_type(random_st.triangular(0.5, D_arr_like_0p5, 0.9), npt.NDArray[np.float64])
    1247. 

  1247. assert_type(random_st.triangular(D_arr_0p1, D_arr_0p5, 0.9), npt.NDArray[np.float64])
    1248. 

  1248. assert_type(random_st.triangular(D_arr_like_0p1, D_arr_like_0p5, 0.9), npt.NDArray[np.float64])
    1249. 

  1249. assert_type(random_st.triangular(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1), npt.NDArray[np.float64])
    1250. 

  1250. assert_type(random_st.triangular(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1), npt.NDArray[np.float64])
    1251. 

  1251. 

  1252. assert_type(random_st.noncentral_f(0.1, 0.5, 0.9), float)
    1253. 

  1253. assert_type(random_st.noncentral_f(0.1, 0.5, 0.9, size=None), float)
    1254. 

  1254. assert_type(random_st.noncentral_f(0.1, 0.5, 0.9, size=1), npt.NDArray[np.float64])
    1255. 

  1255. assert_type(random_st.noncentral_f(D_arr_0p1, 0.5, 0.9), npt.NDArray[np.float64])
    1256. 

  1256. assert_type(random_st.noncentral_f(0.1, D_arr_0p5, 0.9), npt.NDArray[np.float64])
    1257. 

  1257. assert_type(random_st.noncentral_f(D_arr_0p1, 0.5, D_arr_like_0p9, size=1), npt.NDArray[np.float64])
    1258. 

  1258. assert_type(random_st.noncentral_f(0.1, D_arr_0p5, 0.9, size=1), npt.NDArray[np.float64])
    1259. 

  1259. assert_type(random_st.noncentral_f(D_arr_like_0p1, 0.5, D_arr_0p9), npt.NDArray[np.float64])
    1260. 

  1260. assert_type(random_st.noncentral_f(0.5, D_arr_like_0p5, 0.9), npt.NDArray[np.float64])
    1261. 

  1261. assert_type(random_st.noncentral_f(D_arr_0p1, D_arr_0p5, 0.9), npt.NDArray[np.float64])
    1262. 

  1262. assert_type(random_st.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, 0.9), npt.NDArray[np.float64])
    1263. 

  1263. assert_type(random_st.noncentral_f(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1), npt.NDArray[np.float64])
    1264. 

  1264. assert_type(random_st.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1), npt.NDArray[np.float64])
    1265. 

  1265. 

  1266. assert_type(random_st.binomial(10, 0.5), int)
    1267. 

  1267. assert_type(random_st.binomial(10, 0.5, size=None), int)
    1268. 

  1268. assert_type(random_st.binomial(10, 0.5, size=1), npt.NDArray[np.long])
    1269. 

  1269. assert_type(random_st.binomial(I_arr_10, 0.5), npt.NDArray[np.long])
    1270. 

  1270. assert_type(random_st.binomial(10, D_arr_0p5), npt.NDArray[np.long])
    1271. 

  1271. assert_type(random_st.binomial(I_arr_10, 0.5, size=1), npt.NDArray[np.long])
    1272. 

  1272. assert_type(random_st.binomial(10, D_arr_0p5, size=1), npt.NDArray[np.long])
    1273. 

  1273. assert_type(random_st.binomial(I_arr_like_10, 0.5), npt.NDArray[np.long])
    1274. 

  1274. assert_type(random_st.binomial(10, D_arr_like_0p5), npt.NDArray[np.long])
    1275. 

  1275. assert_type(random_st.binomial(I_arr_10, D_arr_0p5), npt.NDArray[np.long])
    1276. 

  1276. assert_type(random_st.binomial(I_arr_like_10, D_arr_like_0p5), npt.NDArray[np.long])
    1277. 

  1277. assert_type(random_st.binomial(I_arr_10, D_arr_0p5, size=1), npt.NDArray[np.long])
    1278. 

  1278. assert_type(random_st.binomial(I_arr_like_10, D_arr_like_0p5, size=1), npt.NDArray[np.long])
    1279. 

  1279. 

  1280. assert_type(random_st.negative_binomial(10, 0.5), int)
    1281. 

  1281. assert_type(random_st.negative_binomial(10, 0.5, size=None), int)
    1282. 

  1282. assert_type(random_st.negative_binomial(10, 0.5, size=1), npt.NDArray[np.long])
    1283. 

  1283. assert_type(random_st.negative_binomial(I_arr_10, 0.5), npt.NDArray[np.long])
    1284. 

  1284. assert_type(random_st.negative_binomial(10, D_arr_0p5), npt.NDArray[np.long])
    1285. 

  1285. assert_type(random_st.negative_binomial(I_arr_10, 0.5, size=1), npt.NDArray[np.long])
    1286. 

  1286. assert_type(random_st.negative_binomial(10, D_arr_0p5, size=1), npt.NDArray[np.long])
    1287. 

  1287. assert_type(random_st.negative_binomial(I_arr_like_10, 0.5), npt.NDArray[np.long])
    1288. 

  1288. assert_type(random_st.negative_binomial(10, D_arr_like_0p5), npt.NDArray[np.long])
    1289. 

  1289. assert_type(random_st.negative_binomial(I_arr_10, D_arr_0p5), npt.NDArray[np.long])
    1290. 

  1290. assert_type(random_st.negative_binomial(I_arr_like_10, D_arr_like_0p5), npt.NDArray[np.long])
    1291. 

  1291. assert_type(random_st.negative_binomial(I_arr_10, D_arr_0p5, size=1), npt.NDArray[np.long])
    1292. 

  1292. assert_type(random_st.negative_binomial(I_arr_like_10, D_arr_like_0p5, size=1), npt.NDArray[np.long])
    1293. 

  1293. 

  1294. assert_type(random_st.hypergeometric(20, 20, 10), int)
    1295. 

  1295. assert_type(random_st.hypergeometric(20, 20, 10, size=None), int)
    1296. 

  1296. assert_type(random_st.hypergeometric(20, 20, 10, size=1), npt.NDArray[np.long])
    1297. 

  1297. assert_type(random_st.hypergeometric(I_arr_20, 20, 10), npt.NDArray[np.long])
    1298. 

  1298. assert_type(random_st.hypergeometric(20, I_arr_20, 10), npt.NDArray[np.long])
    1299. 

  1299. assert_type(random_st.hypergeometric(I_arr_20, 20, I_arr_like_10, size=1), npt.NDArray[np.long])
    1300. 

  1300. assert_type(random_st.hypergeometric(20, I_arr_20, 10, size=1), npt.NDArray[np.long])
    1301. 

  1301. assert_type(random_st.hypergeometric(I_arr_like_20, 20, I_arr_10), npt.NDArray[np.long])
    1302. 

  1302. assert_type(random_st.hypergeometric(20, I_arr_like_20, 10), npt.NDArray[np.long])
    1303. 

  1303. assert_type(random_st.hypergeometric(I_arr_20, I_arr_20, 10), npt.NDArray[np.long])
    1304. 

  1304. assert_type(random_st.hypergeometric(I_arr_like_20, I_arr_like_20, 10), npt.NDArray[np.long])
    1305. 

  1305. assert_type(random_st.hypergeometric(I_arr_20, I_arr_20, I_arr_10, size=1), npt.NDArray[np.long])
    1306. 

  1306. assert_type(random_st.hypergeometric(I_arr_like_20, I_arr_like_20, I_arr_like_10, size=1), npt.NDArray[np.long])
    1307. 

  1307. 

  1308. assert_type(random_st.randint(0, 100), int)
    1309. 

  1309. assert_type(random_st.randint(100), int)
    1310. 

  1310. assert_type(random_st.randint([100]), npt.NDArray[np.long])
    1311. 

  1311. assert_type(random_st.randint(0, [100]), npt.NDArray[np.long])
    1312. 

  1312. 

  1313. assert_type(random_st.randint(2, dtype=bool), bool)
    1314. 

  1314. assert_type(random_st.randint(0, 2, dtype=bool), bool)
    1315. 

  1315. assert_type(random_st.randint(I_bool_high_open, dtype=bool), npt.NDArray[np.bool])
    1316. 

  1316. assert_type(random_st.randint(I_bool_low, I_bool_high_open, dtype=bool), npt.NDArray[np.bool])
    1317. 

  1317. assert_type(random_st.randint(0, I_bool_high_open, dtype=bool), npt.NDArray[np.bool])
    1318. 

  1318. 

  1319. assert_type(random_st.randint(2, dtype=np.bool), np.bool)
    1320. 

  1320. assert_type(random_st.randint(0, 2, dtype=np.bool), np.bool)
    1321. 

  1321. assert_type(random_st.randint(I_bool_high_open, dtype=np.bool), npt.NDArray[np.bool])
    1322. 

  1322. assert_type(random_st.randint(I_bool_low, I_bool_high_open, dtype=np.bool), npt.NDArray[np.bool])
    1323. 

  1323. assert_type(random_st.randint(0, I_bool_high_open, dtype=np.bool), npt.NDArray[np.bool])
    1324. 

  1324. 

  1325. assert_type(random_st.randint(256, dtype="u1"), np.uint8)
    1326. 

  1326. assert_type(random_st.randint(0, 256, dtype="u1"), np.uint8)
    1327. 

  1327. assert_type(random_st.randint(I_u1_high_open, dtype="u1"), npt.NDArray[np.uint8])
    1328. 

  1328. assert_type(random_st.randint(I_u1_low, I_u1_high_open, dtype="u1"), npt.NDArray[np.uint8])
    1329. 

  1329. assert_type(random_st.randint(0, I_u1_high_open, dtype="u1"), npt.NDArray[np.uint8])
    1330. 

  1330. 

  1331. assert_type(random_st.randint(256, dtype="uint8"), np.uint8)
    1332. 

  1332. assert_type(random_st.randint(0, 256, dtype="uint8"), np.uint8)
    1333. 

  1333. assert_type(random_st.randint(I_u1_high_open, dtype="uint8"), npt.NDArray[np.uint8])
    1334. 

  1334. assert_type(random_st.randint(I_u1_low, I_u1_high_open, dtype="uint8"), npt.NDArray[np.uint8])
    1335. 

  1335. assert_type(random_st.randint(0, I_u1_high_open, dtype="uint8"), npt.NDArray[np.uint8])
    1336. 

  1336. 

  1337. assert_type(random_st.randint(256, dtype=np.uint8), np.uint8)
    1338. 

  1338. assert_type(random_st.randint(0, 256, dtype=np.uint8), np.uint8)
    1339. 

  1339. assert_type(random_st.randint(I_u1_high_open, dtype=np.uint8), npt.NDArray[np.uint8])
    1340. 

  1340. assert_type(random_st.randint(I_u1_low, I_u1_high_open, dtype=np.uint8), npt.NDArray[np.uint8])
    1341. 

  1341. assert_type(random_st.randint(0, I_u1_high_open, dtype=np.uint8), npt.NDArray[np.uint8])
    1342. 

  1342. 

  1343. assert_type(random_st.randint(65536, dtype="u2"), np.uint16)
    1344. 

  1344. assert_type(random_st.randint(0, 65536, dtype="u2"), np.uint16)
    1345. 

  1345. assert_type(random_st.randint(I_u2_high_open, dtype="u2"), npt.NDArray[np.uint16])
    1346. 

  1346. assert_type(random_st.randint(I_u2_low, I_u2_high_open, dtype="u2"), npt.NDArray[np.uint16])
    1347. 

  1347. assert_type(random_st.randint(0, I_u2_high_open, dtype="u2"), npt.NDArray[np.uint16])
    1348. 

  1348. 

  1349. assert_type(random_st.randint(65536, dtype="uint16"), np.uint16)
    1350. 

  1350. assert_type(random_st.randint(0, 65536, dtype="uint16"), np.uint16)
    1351. 

  1351. assert_type(random_st.randint(I_u2_high_open, dtype="uint16"), npt.NDArray[np.uint16])
    1352. 

  1352. assert_type(random_st.randint(I_u2_low, I_u2_high_open, dtype="uint16"), npt.NDArray[np.uint16])
    1353. 

  1353. assert_type(random_st.randint(0, I_u2_high_open, dtype="uint16"), npt.NDArray[np.uint16])
    1354. 

  1354. 

  1355. assert_type(random_st.randint(65536, dtype=np.uint16), np.uint16)
    1356. 

  1356. assert_type(random_st.randint(0, 65536, dtype=np.uint16), np.uint16)
    1357. 

  1357. assert_type(random_st.randint(I_u2_high_open, dtype=np.uint16), npt.NDArray[np.uint16])
    1358. 

  1358. assert_type(random_st.randint(I_u2_low, I_u2_high_open, dtype=np.uint16), npt.NDArray[np.uint16])
    1359. 

  1359. assert_type(random_st.randint(0, I_u2_high_open, dtype=np.uint16), npt.NDArray[np.uint16])
    1360. 

  1360. 

  1361. assert_type(random_st.randint(4294967296, dtype="u4"), np.uint32)
    1362. 

  1362. assert_type(random_st.randint(0, 4294967296, dtype="u4"), np.uint32)
    1363. 

  1363. assert_type(random_st.randint(I_u4_high_open, dtype="u4"), npt.NDArray[np.uint32])
    1364. 

  1364. assert_type(random_st.randint(I_u4_low, I_u4_high_open, dtype="u4"), npt.NDArray[np.uint32])
    1365. 

  1365. assert_type(random_st.randint(0, I_u4_high_open, dtype="u4"), npt.NDArray[np.uint32])
    1366. 

  1366. 

  1367. assert_type(random_st.randint(4294967296, dtype="uint32"), np.uint32)
    1368. 

  1368. assert_type(random_st.randint(0, 4294967296, dtype="uint32"), np.uint32)
    1369. 

  1369. assert_type(random_st.randint(I_u4_high_open, dtype="uint32"), npt.NDArray[np.uint32])
    1370. 

  1370. assert_type(random_st.randint(I_u4_low, I_u4_high_open, dtype="uint32"), npt.NDArray[np.uint32])
    1371. 

  1371. assert_type(random_st.randint(0, I_u4_high_open, dtype="uint32"), npt.NDArray[np.uint32])
    1372. 

  1372. 

  1373. assert_type(random_st.randint(4294967296, dtype=np.uint32), np.uint32)
    1374. 

  1374. assert_type(random_st.randint(0, 4294967296, dtype=np.uint32), np.uint32)
    1375. 

  1375. assert_type(random_st.randint(I_u4_high_open, dtype=np.uint32), npt.NDArray[np.uint32])
    1376. 

  1376. assert_type(random_st.randint(I_u4_low, I_u4_high_open, dtype=np.uint32), npt.NDArray[np.uint32])
    1377. 

  1377. assert_type(random_st.randint(0, I_u4_high_open, dtype=np.uint32), npt.NDArray[np.uint32])
    1378. 

  1378. 

  1379. assert_type(random_st.randint(4294967296, dtype=np.uint), np.uint)
    1380. 

  1380. assert_type(random_st.randint(0, 4294967296, dtype=np.uint), np.uint)
    1381. 

  1381. assert_type(random_st.randint(I_u4_high_open, dtype=np.uint), npt.NDArray[np.uint])
    1382. 

  1382. assert_type(random_st.randint(I_u4_low, I_u4_high_open, dtype=np.uint), npt.NDArray[np.uint])
    1383. 

  1383. assert_type(random_st.randint(0, I_u4_high_open, dtype=np.uint), npt.NDArray[np.uint])
    1384. 

  1384. 

  1385. assert_type(random_st.randint(18446744073709551616, dtype="u8"), np.uint64)
    1386. 

  1386. assert_type(random_st.randint(0, 18446744073709551616, dtype="u8"), np.uint64)
    1387. 

  1387. assert_type(random_st.randint(I_u8_high_open, dtype="u8"), npt.NDArray[np.uint64])
    1388. 

  1388. assert_type(random_st.randint(I_u8_low, I_u8_high_open, dtype="u8"), npt.NDArray[np.uint64])
    1389. 

  1389. assert_type(random_st.randint(0, I_u8_high_open, dtype="u8"), npt.NDArray[np.uint64])
    1390. 

  1390. 

  1391. assert_type(random_st.randint(18446744073709551616, dtype="uint64"), np.uint64)
    1392. 

  1392. assert_type(random_st.randint(0, 18446744073709551616, dtype="uint64"), np.uint64)
    1393. 

  1393. assert_type(random_st.randint(I_u8_high_open, dtype="uint64"), npt.NDArray[np.uint64])
    1394. 

  1394. assert_type(random_st.randint(I_u8_low, I_u8_high_open, dtype="uint64"), npt.NDArray[np.uint64])
    1395. 

  1395. assert_type(random_st.randint(0, I_u8_high_open, dtype="uint64"), npt.NDArray[np.uint64])
    1396. 

  1396. 

  1397. assert_type(random_st.randint(18446744073709551616, dtype=np.uint64), np.uint64)
    1398. 

  1398. assert_type(random_st.randint(0, 18446744073709551616, dtype=np.uint64), np.uint64)
    1399. 

  1399. assert_type(random_st.randint(I_u8_high_open, dtype=np.uint64), npt.NDArray[np.uint64])
    1400. 

  1400. assert_type(random_st.randint(I_u8_low, I_u8_high_open, dtype=np.uint64), npt.NDArray[np.uint64])
    1401. 

  1401. assert_type(random_st.randint(0, I_u8_high_open, dtype=np.uint64), npt.NDArray[np.uint64])
    1402. 

  1402. 

  1403. assert_type(random_st.randint(128, dtype="i1"), np.int8)
    1404. 

  1404. assert_type(random_st.randint(-128, 128, dtype="i1"), np.int8)
    1405. 

  1405. assert_type(random_st.randint(I_i1_high_open, dtype="i1"), npt.NDArray[np.int8])
    1406. 

  1406. assert_type(random_st.randint(I_i1_low, I_i1_high_open, dtype="i1"), npt.NDArray[np.int8])
    1407. 

  1407. assert_type(random_st.randint(-128, I_i1_high_open, dtype="i1"), npt.NDArray[np.int8])
    1408. 

  1408. 

  1409. assert_type(random_st.randint(128, dtype="int8"), np.int8)
    1410. 

  1410. assert_type(random_st.randint(-128, 128, dtype="int8"), np.int8)
    1411. 

  1411. assert_type(random_st.randint(I_i1_high_open, dtype="int8"), npt.NDArray[np.int8])
    1412. 

  1412. assert_type(random_st.randint(I_i1_low, I_i1_high_open, dtype="int8"), npt.NDArray[np.int8])
    1413. 

  1413. assert_type(random_st.randint(-128, I_i1_high_open, dtype="int8"), npt.NDArray[np.int8])
    1414. 

  1414. 

  1415. assert_type(random_st.randint(128, dtype=np.int8), np.int8)
    1416. 

  1416. assert_type(random_st.randint(-128, 128, dtype=np.int8), np.int8)
    1417. 

  1417. assert_type(random_st.randint(I_i1_high_open, dtype=np.int8), npt.NDArray[np.int8])
    1418. 

  1418. assert_type(random_st.randint(I_i1_low, I_i1_high_open, dtype=np.int8), npt.NDArray[np.int8])
    1419. 

  1419. assert_type(random_st.randint(-128, I_i1_high_open, dtype=np.int8), npt.NDArray[np.int8])
    1420. 

  1420. 

  1421. assert_type(random_st.randint(32768, dtype="i2"), np.int16)
    1422. 

  1422. assert_type(random_st.randint(-32768, 32768, dtype="i2"), np.int16)
    1423. 

  1423. assert_type(random_st.randint(I_i2_high_open, dtype="i2"), npt.NDArray[np.int16])
    1424. 

  1424. assert_type(random_st.randint(I_i2_low, I_i2_high_open, dtype="i2"), npt.NDArray[np.int16])
    1425. 

  1425. assert_type(random_st.randint(-32768, I_i2_high_open, dtype="i2"), npt.NDArray[np.int16])
    1426. 

  1426. 

  1427. assert_type(random_st.randint(32768, dtype="int16"), np.int16)
    1428. 

  1428. assert_type(random_st.randint(-32768, 32768, dtype="int16"), np.int16)
    1429. 

  1429. assert_type(random_st.randint(I_i2_high_open, dtype="int16"), npt.NDArray[np.int16])
    1430. 

  1430. assert_type(random_st.randint(I_i2_low, I_i2_high_open, dtype="int16"), npt.NDArray[np.int16])
    1431. 

  1431. assert_type(random_st.randint(-32768, I_i2_high_open, dtype="int16"), npt.NDArray[np.int16])
    1432. 

  1432. 

  1433. assert_type(random_st.randint(32768, dtype=np.int16), np.int16)
    1434. 

  1434. assert_type(random_st.randint(-32768, 32768, dtype=np.int16), np.int16)
    1435. 

  1435. assert_type(random_st.randint(I_i2_high_open, dtype=np.int16), npt.NDArray[np.int16])
    1436. 

  1436. assert_type(random_st.randint(I_i2_low, I_i2_high_open, dtype=np.int16), npt.NDArray[np.int16])
    1437. 

  1437. assert_type(random_st.randint(-32768, I_i2_high_open, dtype=np.int16), npt.NDArray[np.int16])
    1438. 

  1438. 

  1439. assert_type(random_st.randint(2147483648, dtype="i4"), np.int32)
    1440. 

  1440. assert_type(random_st.randint(-2147483648, 2147483648, dtype="i4"), np.int32)
    1441. 

  1441. assert_type(random_st.randint(I_i4_high_open, dtype="i4"), npt.NDArray[np.int32])
    1442. 

  1442. assert_type(random_st.randint(I_i4_low, I_i4_high_open, dtype="i4"), npt.NDArray[np.int32])
    1443. 

  1443. assert_type(random_st.randint(-2147483648, I_i4_high_open, dtype="i4"), npt.NDArray[np.int32])
    1444. 

  1444. 

  1445. assert_type(random_st.randint(2147483648, dtype="int32"), np.int32)
    1446. 

  1446. assert_type(random_st.randint(-2147483648, 2147483648, dtype="int32"), np.int32)
    1447. 

  1447. assert_type(random_st.randint(I_i4_high_open, dtype="int32"), npt.NDArray[np.int32])
    1448. 

  1448. assert_type(random_st.randint(I_i4_low, I_i4_high_open, dtype="int32"), npt.NDArray[np.int32])
    1449. 

  1449. assert_type(random_st.randint(-2147483648, I_i4_high_open, dtype="int32"), npt.NDArray[np.int32])
    1450. 

  1450. 

  1451. assert_type(random_st.randint(2147483648, dtype=np.int32), np.int32)
    1452. 

  1452. assert_type(random_st.randint(-2147483648, 2147483648, dtype=np.int32), np.int32)
    1453. 

  1453. assert_type(random_st.randint(I_i4_high_open, dtype=np.int32), npt.NDArray[np.int32])
    1454. 

  1454. assert_type(random_st.randint(I_i4_low, I_i4_high_open, dtype=np.int32), npt.NDArray[np.int32])
    1455. 

  1455. assert_type(random_st.randint(-2147483648, I_i4_high_open, dtype=np.int32), npt.NDArray[np.int32])
    1456. 

  1456. 

  1457. assert_type(random_st.randint(2147483648, dtype=np.int_), np.int_)
    1458. 

  1458. assert_type(random_st.randint(-2147483648, 2147483648, dtype=np.int_), np.int_)
    1459. 

  1459. assert_type(random_st.randint(I_i4_high_open, dtype=np.int_), npt.NDArray[np.int_])
    1460. 

  1460. assert_type(random_st.randint(I_i4_low, I_i4_high_open, dtype=np.int_), npt.NDArray[np.int_])
    1461. 

  1461. assert_type(random_st.randint(-2147483648, I_i4_high_open, dtype=np.int_), npt.NDArray[np.int_])
    1462. 

  1462. 

  1463. assert_type(random_st.randint(9223372036854775808, dtype="i8"), np.int64)
    1464. 

  1464. assert_type(random_st.randint(-9223372036854775808, 9223372036854775808, dtype="i8"), np.int64)
    1465. 

  1465. assert_type(random_st.randint(I_i8_high_open, dtype="i8"), npt.NDArray[np.int64])
    1466. 

  1466. assert_type(random_st.randint(I_i8_low, I_i8_high_open, dtype="i8"), npt.NDArray[np.int64])
    1467. 

  1467. assert_type(random_st.randint(-9223372036854775808, I_i8_high_open, dtype="i8"), npt.NDArray[np.int64])
    1468. 

  1468. 

  1469. assert_type(random_st.randint(9223372036854775808, dtype="int64"), np.int64)
    1470. 

  1470. assert_type(random_st.randint(-9223372036854775808, 9223372036854775808, dtype="int64"), np.int64)
    1471. 

  1471. assert_type(random_st.randint(I_i8_high_open, dtype="int64"), npt.NDArray[np.int64])
    1472. 

  1472. assert_type(random_st.randint(I_i8_low, I_i8_high_open, dtype="int64"), npt.NDArray[np.int64])
    1473. 

  1473. assert_type(random_st.randint(-9223372036854775808, I_i8_high_open, dtype="int64"), npt.NDArray[np.int64])
    1474. 

  1474. 

  1475. assert_type(random_st.randint(9223372036854775808, dtype=np.int64), np.int64)
    1476. 

  1476. assert_type(random_st.randint(-9223372036854775808, 9223372036854775808, dtype=np.int64), np.int64)
    1477. 

  1477. assert_type(random_st.randint(I_i8_high_open, dtype=np.int64), npt.NDArray[np.int64])
    1478. 

  1478. assert_type(random_st.randint(I_i8_low, I_i8_high_open, dtype=np.int64), npt.NDArray[np.int64])
    1479. 

  1479. assert_type(random_st.randint(-9223372036854775808, I_i8_high_open, dtype=np.int64), npt.NDArray[np.int64])
    1480. 

  1480. 

  1481. assert_type(random_st._bit_generator, np.random.BitGenerator)
    1482. 

  1482. 

  1483. assert_type(random_st.bytes(2), bytes)
    1484. 

  1484. 

  1485. assert_type(random_st.choice(5), int)
    1486. 

  1486. assert_type(random_st.choice(5, 3), npt.NDArray[np.long])
    1487. 

  1487. assert_type(random_st.choice(5, 3, replace=True), npt.NDArray[np.long])
    1488. 

  1488. assert_type(random_st.choice(5, 3, p=[1 / 5] * 5), npt.NDArray[np.long])
    1489. 

  1489. assert_type(random_st.choice(5, 3, p=[1 / 5] * 5, replace=False), npt.NDArray[np.long])
    1490. 

  1490. 

  1491. assert_type(random_st.choice(["pooh", "rabbit", "piglet", "Christopher"]), Any)
    1492. 

  1492. assert_type(random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3), npt.NDArray[Any])
    1493. 

  1493. assert_type(random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, p=[1 / 4] * 4), npt.NDArray[Any])
    1494. 

  1494. assert_type(random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=True), npt.NDArray[Any])
    1495. 

  1495. assert_type(random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=False, p=np.array([1 / 8, 1 / 8, 1 / 2, 1 / 4])), npt.NDArray[Any])
    1496. 

  1496. 

  1497. assert_type(random_st.dirichlet([0.5, 0.5]), npt.NDArray[np.float64])
    1498. 

  1498. assert_type(random_st.dirichlet(np.array([0.5, 0.5])), npt.NDArray[np.float64])
    1499. 

  1499. assert_type(random_st.dirichlet(np.array([0.5, 0.5]), size=3), npt.NDArray[np.float64])
    1500. 

  1500. 

  1501. assert_type(random_st.multinomial(20, [1 / 6.0] * 6), npt.NDArray[np.long])
    1502. 

  1502. assert_type(random_st.multinomial(20, np.array([0.5, 0.5])), npt.NDArray[np.long])
    1503. 

  1503. assert_type(random_st.multinomial(20, [1 / 6.0] * 6, size=2), npt.NDArray[np.long])
    1504. 

  1504. 

  1505. assert_type(random_st.multivariate_normal([0.0], [[1.0]]), npt.NDArray[np.float64])
    1506. 

  1506. assert_type(random_st.multivariate_normal([0.0], np.array([[1.0]])), npt.NDArray[np.float64])
    1507. 

  1507. assert_type(random_st.multivariate_normal(np.array([0.0]), [[1.0]]), npt.NDArray[np.float64])
    1508. 

  1508. assert_type(random_st.multivariate_normal([0.0], np.array([[1.0]])), npt.NDArray[np.float64])
    1509. 

  1509. 

  1510. assert_type(random_st.permutation(10), npt.NDArray[np.long])
    1511. 

  1511. assert_type(random_st.permutation([1, 2, 3, 4]), npt.NDArray[Any])
    1512. 

  1512. assert_type(random_st.permutation(np.array([1, 2, 3, 4])), npt.NDArray[Any])
    1513. 

  1513. assert_type(random_st.permutation(D_2D), npt.NDArray[Any])
    1514. 

  1514. 

  1515. assert_type(random_st.shuffle(np.arange(10)), None)
    1516. 

  1516. assert_type(random_st.shuffle([1, 2, 3, 4, 5]), None)
    1517. 

  1517. assert_type(random_st.shuffle(D_2D), None)
    1518. 

  1518. 

  1519. assert_type(np.random.RandomState(pcg64), np.random.RandomState)
    1520. 

  1520. assert_type(np.random.RandomState(0), np.random.RandomState)
    1521. 

  1521. assert_type(np.random.RandomState([0, 1, 2]), np.random.RandomState)
    1522. 

  1522. assert_type(random_st.__str__(), str)
    1523. 

  1523. assert_type(random_st.__repr__(), str)
    1524. 

  1524. random_st_state = random_st.__getstate__()
    1525. 

  1525. assert_type(random_st_state, dict[str, Any])
    1526. 

  1526. assert_type(random_st.__setstate__(random_st_state), None)
    1527. 

  1527. assert_type(random_st.seed(), None)
    1528. 

  1528. assert_type(random_st.seed(1), None)
    1529. 

  1529. assert_type(random_st.seed([0, 1]), None)
    1530. 

  1530. random_st_get_state = random_st.get_state()
    1531. 

  1531. assert_type(random_st_state, dict[str, Any])
    1532. 

  1532. random_st_get_state_legacy = random_st.get_state(legacy=True)
    1533. 

  1533. assert_type(random_st_get_state_legacy, dict[str, Any] | tuple[str, npt.NDArray[np.uint32], int, int, float])
    1534. 

  1534. assert_type(random_st.set_state(random_st_get_state), None)
    1535. 

  1535. 

  1536. assert_type(random_st.rand(), float)
    1537. 

  1537. assert_type(random_st.rand(1), npt.NDArray[np.float64])
    1538. 

  1538. assert_type(random_st.rand(1, 2), npt.NDArray[np.float64])
    1539. 

  1539. assert_type(random_st.randn(), float)
    1540. 

  1540. assert_type(random_st.randn(1), npt.NDArray[np.float64])
    1541. 

  1541. assert_type(random_st.randn(1, 2), npt.NDArray[np.float64])
    1542. 

  1542. assert_type(random_st.random_sample(), float)
    1543. 

  1543. assert_type(random_st.random_sample(1), npt.NDArray[np.float64])
    1544. 

  1544. assert_type(random_st.random_sample(size=(1, 2)), npt.NDArray[np.float64])
    1545. 

  1545. 

  1546. assert_type(random_st.tomaxint(), int)
    1547. 

  1547. assert_type(random_st.tomaxint(1), npt.NDArray[np.int64])
    1548. 

  1548. assert_type(random_st.tomaxint((1,)), npt.NDArray[np.int64])
    1549. 

  1549. 

  1550. assert_type(np.random.mtrand.set_bit_generator(pcg64), None)
    1551. 

  1551. assert_type(np.random.mtrand.get_bit_generator(), np.random.BitGenerator)
    1552.