Coverage for /pythoncovmergedfiles/medio/medio/usr/local/lib/python3.11/site-packages/numpy/typing/tests/data/pass/random.py: 2%

1from __future__ import annotations

3from typing import Any

5import numpy as np

7SEED_NONE = None

8SEED_INT = 4579435749574957634658964293569

9SEED_ARR: np.ndarray[Any, np.dtype[np.int64]] = np.array([1, 2, 3, 4], dtype=np.int64)

10SEED_ARRLIKE: list[int] = [1, 2, 3, 4]

11SEED_SEED_SEQ: np.random.SeedSequence = np.random.SeedSequence(0)

12SEED_MT19937: np.random.MT19937 = np.random.MT19937(0)

13SEED_PCG64: np.random.PCG64 = np.random.PCG64(0)

14SEED_PHILOX: np.random.Philox = np.random.Philox(0)

15SEED_SFC64: np.random.SFC64 = np.random.SFC64(0)

17# default rng

18np.random.default_rng()

19np.random.default_rng(SEED_NONE)

20np.random.default_rng(SEED_INT)

21np.random.default_rng(SEED_ARR)

22np.random.default_rng(SEED_ARRLIKE)

23np.random.default_rng(SEED_SEED_SEQ)

24np.random.default_rng(SEED_MT19937)

25np.random.default_rng(SEED_PCG64)

26np.random.default_rng(SEED_PHILOX)

27np.random.default_rng(SEED_SFC64)

29# Seed Sequence

30np.random.SeedSequence(SEED_NONE)

31np.random.SeedSequence(SEED_INT)

32np.random.SeedSequence(SEED_ARR)

33np.random.SeedSequence(SEED_ARRLIKE)

35# Bit Generators

36np.random.MT19937(SEED_NONE)

37np.random.MT19937(SEED_INT)

38np.random.MT19937(SEED_ARR)

39np.random.MT19937(SEED_ARRLIKE)

40np.random.MT19937(SEED_SEED_SEQ)

42np.random.PCG64(SEED_NONE)

43np.random.PCG64(SEED_INT)

44np.random.PCG64(SEED_ARR)

45np.random.PCG64(SEED_ARRLIKE)

46np.random.PCG64(SEED_SEED_SEQ)

48np.random.Philox(SEED_NONE)

49np.random.Philox(SEED_INT)

50np.random.Philox(SEED_ARR)

51np.random.Philox(SEED_ARRLIKE)

52np.random.Philox(SEED_SEED_SEQ)

54np.random.SFC64(SEED_NONE)

55np.random.SFC64(SEED_INT)

56np.random.SFC64(SEED_ARR)

57np.random.SFC64(SEED_ARRLIKE)

58np.random.SFC64(SEED_SEED_SEQ)

60seed_seq: np.random.bit_generator.SeedSequence = np.random.SeedSequence(SEED_NONE)

61seed_seq.spawn(10)

62seed_seq.generate_state(3)

63seed_seq.generate_state(3, "u4")

64seed_seq.generate_state(3, "uint32")

65seed_seq.generate_state(3, "u8")

66seed_seq.generate_state(3, "uint64")

67seed_seq.generate_state(3, np.uint32)

68seed_seq.generate_state(3, np.uint64)

71def_gen: np.random.Generator = np.random.default_rng()

73D_arr_0p1: np.ndarray[Any, np.dtype[np.float64]] = np.array([0.1])

74D_arr_0p5: np.ndarray[Any, np.dtype[np.float64]] = np.array([0.5])

75D_arr_0p9: np.ndarray[Any, np.dtype[np.float64]] = np.array([0.9])

76D_arr_1p5: np.ndarray[Any, np.dtype[np.float64]] = np.array([1.5])

77I_arr_10: np.ndarray[Any, np.dtype[np.int_]] = np.array([10], dtype=np.int_)

78I_arr_20: np.ndarray[Any, np.dtype[np.int_]] = np.array([20], dtype=np.int_)

79D_arr_like_0p1: list[float] = [0.1]

80D_arr_like_0p5: list[float] = [0.5]

81D_arr_like_0p9: list[float] = [0.9]

82D_arr_like_1p5: list[float] = [1.5]

83I_arr_like_10: list[int] = [10]

84I_arr_like_20: list[int] = [20]

85D_2D_like: list[list[float]] = [[1, 2], [2, 3], [3, 4], [4, 5.1]]

86D_2D: np.ndarray[Any, np.dtype[np.float64]] = np.array(D_2D_like)

88S_out: np.ndarray[Any, np.dtype[np.float32]] = np.empty(1, dtype=np.float32)

89D_out: np.ndarray[Any, np.dtype[np.float64]] = np.empty(1)

91def_gen.standard_normal()

92def_gen.standard_normal(dtype=np.float32)

93def_gen.standard_normal(dtype="float32")

94def_gen.standard_normal(dtype="double")

95def_gen.standard_normal(dtype=np.float64)

96def_gen.standard_normal(size=None)

97def_gen.standard_normal(size=1)

98def_gen.standard_normal(size=1, dtype=np.float32)

99def_gen.standard_normal(size=1, dtype="f4")

100def_gen.standard_normal(size=1, dtype="float32", out=S_out)

101def_gen.standard_normal(dtype=np.float32, out=S_out)

102def_gen.standard_normal(size=1, dtype=np.float64)

103def_gen.standard_normal(size=1, dtype="float64")

104def_gen.standard_normal(size=1, dtype="f8")

105def_gen.standard_normal(out=D_out)

106def_gen.standard_normal(size=1, dtype="float64")

107def_gen.standard_normal(size=1, dtype="float64", out=D_out)

108

109def_gen.random()

110def_gen.random(dtype=np.float32)

111def_gen.random(dtype="float32")

112def_gen.random(dtype="double")

113def_gen.random(dtype=np.float64)

114def_gen.random(size=None)

115def_gen.random(size=1)

116def_gen.random(size=1, dtype=np.float32)

117def_gen.random(size=1, dtype="f4")

118def_gen.random(size=1, dtype="float32", out=S_out)

119def_gen.random(dtype=np.float32, out=S_out)

120def_gen.random(size=1, dtype=np.float64)

121def_gen.random(size=1, dtype="float64")

122def_gen.random(size=1, dtype="f8")

123def_gen.random(out=D_out)

124def_gen.random(size=1, dtype="float64")

125def_gen.random(size=1, dtype="float64", out=D_out)

126

127def_gen.standard_cauchy()

128def_gen.standard_cauchy(size=None)

129def_gen.standard_cauchy(size=1)

130

131def_gen.standard_exponential()

132def_gen.standard_exponential(method="inv")

133def_gen.standard_exponential(dtype=np.float32)

134def_gen.standard_exponential(dtype="float32")

135def_gen.standard_exponential(dtype="double")

136def_gen.standard_exponential(dtype=np.float64)

137def_gen.standard_exponential(size=None)

138def_gen.standard_exponential(size=None, method="inv")

139def_gen.standard_exponential(size=1, method="inv")

140def_gen.standard_exponential(size=1, dtype=np.float32)

141def_gen.standard_exponential(size=1, dtype="f4", method="inv")

142def_gen.standard_exponential(size=1, dtype="float32", out=S_out)

143def_gen.standard_exponential(dtype=np.float32, out=S_out)

144def_gen.standard_exponential(size=1, dtype=np.float64, method="inv")

145def_gen.standard_exponential(size=1, dtype="float64")

146def_gen.standard_exponential(size=1, dtype="f8")

147def_gen.standard_exponential(out=D_out)

148def_gen.standard_exponential(size=1, dtype="float64")

149def_gen.standard_exponential(size=1, dtype="float64", out=D_out)

150

151def_gen.zipf(1.5)

152def_gen.zipf(1.5, size=None)

153def_gen.zipf(1.5, size=1)

154def_gen.zipf(D_arr_1p5)

155def_gen.zipf(D_arr_1p5, size=1)

156def_gen.zipf(D_arr_like_1p5)

157def_gen.zipf(D_arr_like_1p5, size=1)

158

159def_gen.weibull(0.5)

160def_gen.weibull(0.5, size=None)

161def_gen.weibull(0.5, size=1)

162def_gen.weibull(D_arr_0p5)

163def_gen.weibull(D_arr_0p5, size=1)

164def_gen.weibull(D_arr_like_0p5)

165def_gen.weibull(D_arr_like_0p5, size=1)

166

167def_gen.standard_t(0.5)

168def_gen.standard_t(0.5, size=None)

169def_gen.standard_t(0.5, size=1)

170def_gen.standard_t(D_arr_0p5)

171def_gen.standard_t(D_arr_0p5, size=1)

172def_gen.standard_t(D_arr_like_0p5)

173def_gen.standard_t(D_arr_like_0p5, size=1)

174

175def_gen.poisson(0.5)

176def_gen.poisson(0.5, size=None)

177def_gen.poisson(0.5, size=1)

178def_gen.poisson(D_arr_0p5)

179def_gen.poisson(D_arr_0p5, size=1)

180def_gen.poisson(D_arr_like_0p5)

181def_gen.poisson(D_arr_like_0p5, size=1)

182

183def_gen.power(0.5)

184def_gen.power(0.5, size=None)

185def_gen.power(0.5, size=1)

186def_gen.power(D_arr_0p5)

187def_gen.power(D_arr_0p5, size=1)

188def_gen.power(D_arr_like_0p5)

189def_gen.power(D_arr_like_0p5, size=1)

190

191def_gen.pareto(0.5)

192def_gen.pareto(0.5, size=None)

193def_gen.pareto(0.5, size=1)

194def_gen.pareto(D_arr_0p5)

195def_gen.pareto(D_arr_0p5, size=1)

196def_gen.pareto(D_arr_like_0p5)

197def_gen.pareto(D_arr_like_0p5, size=1)

198

199def_gen.chisquare(0.5)

200def_gen.chisquare(0.5, size=None)

201def_gen.chisquare(0.5, size=1)

202def_gen.chisquare(D_arr_0p5)

203def_gen.chisquare(D_arr_0p5, size=1)

204def_gen.chisquare(D_arr_like_0p5)

205def_gen.chisquare(D_arr_like_0p5, size=1)

206

207def_gen.exponential(0.5)

208def_gen.exponential(0.5, size=None)

209def_gen.exponential(0.5, size=1)

210def_gen.exponential(D_arr_0p5)

211def_gen.exponential(D_arr_0p5, size=1)

212def_gen.exponential(D_arr_like_0p5)

213def_gen.exponential(D_arr_like_0p5, size=1)

214

215def_gen.geometric(0.5)

216def_gen.geometric(0.5, size=None)

217def_gen.geometric(0.5, size=1)

218def_gen.geometric(D_arr_0p5)

219def_gen.geometric(D_arr_0p5, size=1)

220def_gen.geometric(D_arr_like_0p5)

221def_gen.geometric(D_arr_like_0p5, size=1)

222

223def_gen.logseries(0.5)

224def_gen.logseries(0.5, size=None)

225def_gen.logseries(0.5, size=1)

226def_gen.logseries(D_arr_0p5)

227def_gen.logseries(D_arr_0p5, size=1)

228def_gen.logseries(D_arr_like_0p5)

229def_gen.logseries(D_arr_like_0p5, size=1)

230

231def_gen.rayleigh(0.5)

232def_gen.rayleigh(0.5, size=None)

233def_gen.rayleigh(0.5, size=1)

234def_gen.rayleigh(D_arr_0p5)

235def_gen.rayleigh(D_arr_0p5, size=1)

236def_gen.rayleigh(D_arr_like_0p5)

237def_gen.rayleigh(D_arr_like_0p5, size=1)

238

239def_gen.standard_gamma(0.5)

240def_gen.standard_gamma(0.5, size=None)

241def_gen.standard_gamma(0.5, dtype="float32")

242def_gen.standard_gamma(0.5, size=None, dtype="float32")

243def_gen.standard_gamma(0.5, size=1)

244def_gen.standard_gamma(D_arr_0p5)

245def_gen.standard_gamma(D_arr_0p5, dtype="f4")

246def_gen.standard_gamma(0.5, size=1, dtype="float32", out=S_out)

247def_gen.standard_gamma(D_arr_0p5, dtype=np.float32, out=S_out)

248def_gen.standard_gamma(D_arr_0p5, size=1)

249def_gen.standard_gamma(D_arr_like_0p5)

250def_gen.standard_gamma(D_arr_like_0p5, size=1)

251def_gen.standard_gamma(0.5, out=D_out)

252def_gen.standard_gamma(D_arr_like_0p5, out=D_out)

253def_gen.standard_gamma(D_arr_like_0p5, size=1)

254def_gen.standard_gamma(D_arr_like_0p5, size=1, out=D_out, dtype=np.float64)

255

256def_gen.vonmises(0.5, 0.5)

257def_gen.vonmises(0.5, 0.5, size=None)

258def_gen.vonmises(0.5, 0.5, size=1)

259def_gen.vonmises(D_arr_0p5, 0.5)

260def_gen.vonmises(0.5, D_arr_0p5)

261def_gen.vonmises(D_arr_0p5, 0.5, size=1)

262def_gen.vonmises(0.5, D_arr_0p5, size=1)

263def_gen.vonmises(D_arr_like_0p5, 0.5)

264def_gen.vonmises(0.5, D_arr_like_0p5)

265def_gen.vonmises(D_arr_0p5, D_arr_0p5)

266def_gen.vonmises(D_arr_like_0p5, D_arr_like_0p5)

267def_gen.vonmises(D_arr_0p5, D_arr_0p5, size=1)

268def_gen.vonmises(D_arr_like_0p5, D_arr_like_0p5, size=1)

269

270def_gen.wald(0.5, 0.5)

271def_gen.wald(0.5, 0.5, size=None)

272def_gen.wald(0.5, 0.5, size=1)

273def_gen.wald(D_arr_0p5, 0.5)

274def_gen.wald(0.5, D_arr_0p5)

275def_gen.wald(D_arr_0p5, 0.5, size=1)

276def_gen.wald(0.5, D_arr_0p5, size=1)

277def_gen.wald(D_arr_like_0p5, 0.5)

278def_gen.wald(0.5, D_arr_like_0p5)

279def_gen.wald(D_arr_0p5, D_arr_0p5)

280def_gen.wald(D_arr_like_0p5, D_arr_like_0p5)

281def_gen.wald(D_arr_0p5, D_arr_0p5, size=1)

282def_gen.wald(D_arr_like_0p5, D_arr_like_0p5, size=1)

283

284def_gen.uniform(0.5, 0.5)

285def_gen.uniform(0.5, 0.5, size=None)

286def_gen.uniform(0.5, 0.5, size=1)

287def_gen.uniform(D_arr_0p5, 0.5)

288def_gen.uniform(0.5, D_arr_0p5)

289def_gen.uniform(D_arr_0p5, 0.5, size=1)

290def_gen.uniform(0.5, D_arr_0p5, size=1)

291def_gen.uniform(D_arr_like_0p5, 0.5)

292def_gen.uniform(0.5, D_arr_like_0p5)

293def_gen.uniform(D_arr_0p5, D_arr_0p5)

294def_gen.uniform(D_arr_like_0p5, D_arr_like_0p5)

295def_gen.uniform(D_arr_0p5, D_arr_0p5, size=1)

296def_gen.uniform(D_arr_like_0p5, D_arr_like_0p5, size=1)

297

298def_gen.beta(0.5, 0.5)

299def_gen.beta(0.5, 0.5, size=None)

300def_gen.beta(0.5, 0.5, size=1)

301def_gen.beta(D_arr_0p5, 0.5)

302def_gen.beta(0.5, D_arr_0p5)

303def_gen.beta(D_arr_0p5, 0.5, size=1)

304def_gen.beta(0.5, D_arr_0p5, size=1)

305def_gen.beta(D_arr_like_0p5, 0.5)

306def_gen.beta(0.5, D_arr_like_0p5)

307def_gen.beta(D_arr_0p5, D_arr_0p5)

308def_gen.beta(D_arr_like_0p5, D_arr_like_0p5)

309def_gen.beta(D_arr_0p5, D_arr_0p5, size=1)

310def_gen.beta(D_arr_like_0p5, D_arr_like_0p5, size=1)

311

312def_gen.f(0.5, 0.5)

313def_gen.f(0.5, 0.5, size=None)

314def_gen.f(0.5, 0.5, size=1)

315def_gen.f(D_arr_0p5, 0.5)

316def_gen.f(0.5, D_arr_0p5)

317def_gen.f(D_arr_0p5, 0.5, size=1)

318def_gen.f(0.5, D_arr_0p5, size=1)

319def_gen.f(D_arr_like_0p5, 0.5)

320def_gen.f(0.5, D_arr_like_0p5)

321def_gen.f(D_arr_0p5, D_arr_0p5)

322def_gen.f(D_arr_like_0p5, D_arr_like_0p5)

323def_gen.f(D_arr_0p5, D_arr_0p5, size=1)

324def_gen.f(D_arr_like_0p5, D_arr_like_0p5, size=1)

325

326def_gen.gamma(0.5, 0.5)

327def_gen.gamma(0.5, 0.5, size=None)

328def_gen.gamma(0.5, 0.5, size=1)

329def_gen.gamma(D_arr_0p5, 0.5)

330def_gen.gamma(0.5, D_arr_0p5)

331def_gen.gamma(D_arr_0p5, 0.5, size=1)

332def_gen.gamma(0.5, D_arr_0p5, size=1)

333def_gen.gamma(D_arr_like_0p5, 0.5)

334def_gen.gamma(0.5, D_arr_like_0p5)

335def_gen.gamma(D_arr_0p5, D_arr_0p5)

336def_gen.gamma(D_arr_like_0p5, D_arr_like_0p5)

337def_gen.gamma(D_arr_0p5, D_arr_0p5, size=1)

338def_gen.gamma(D_arr_like_0p5, D_arr_like_0p5, size=1)

339

340def_gen.gumbel(0.5, 0.5)

341def_gen.gumbel(0.5, 0.5, size=None)

342def_gen.gumbel(0.5, 0.5, size=1)

343def_gen.gumbel(D_arr_0p5, 0.5)

344def_gen.gumbel(0.5, D_arr_0p5)

345def_gen.gumbel(D_arr_0p5, 0.5, size=1)

346def_gen.gumbel(0.5, D_arr_0p5, size=1)

347def_gen.gumbel(D_arr_like_0p5, 0.5)

348def_gen.gumbel(0.5, D_arr_like_0p5)

349def_gen.gumbel(D_arr_0p5, D_arr_0p5)

350def_gen.gumbel(D_arr_like_0p5, D_arr_like_0p5)

351def_gen.gumbel(D_arr_0p5, D_arr_0p5, size=1)

352def_gen.gumbel(D_arr_like_0p5, D_arr_like_0p5, size=1)

353

354def_gen.laplace(0.5, 0.5)

355def_gen.laplace(0.5, 0.5, size=None)

356def_gen.laplace(0.5, 0.5, size=1)

357def_gen.laplace(D_arr_0p5, 0.5)

358def_gen.laplace(0.5, D_arr_0p5)

359def_gen.laplace(D_arr_0p5, 0.5, size=1)

360def_gen.laplace(0.5, D_arr_0p5, size=1)

361def_gen.laplace(D_arr_like_0p5, 0.5)

362def_gen.laplace(0.5, D_arr_like_0p5)

363def_gen.laplace(D_arr_0p5, D_arr_0p5)

364def_gen.laplace(D_arr_like_0p5, D_arr_like_0p5)

365def_gen.laplace(D_arr_0p5, D_arr_0p5, size=1)

366def_gen.laplace(D_arr_like_0p5, D_arr_like_0p5, size=1)

367

368def_gen.logistic(0.5, 0.5)

369def_gen.logistic(0.5, 0.5, size=None)

370def_gen.logistic(0.5, 0.5, size=1)

371def_gen.logistic(D_arr_0p5, 0.5)

372def_gen.logistic(0.5, D_arr_0p5)

373def_gen.logistic(D_arr_0p5, 0.5, size=1)

374def_gen.logistic(0.5, D_arr_0p5, size=1)

375def_gen.logistic(D_arr_like_0p5, 0.5)

376def_gen.logistic(0.5, D_arr_like_0p5)

377def_gen.logistic(D_arr_0p5, D_arr_0p5)

378def_gen.logistic(D_arr_like_0p5, D_arr_like_0p5)

379def_gen.logistic(D_arr_0p5, D_arr_0p5, size=1)

380def_gen.logistic(D_arr_like_0p5, D_arr_like_0p5, size=1)

381

382def_gen.lognormal(0.5, 0.5)

383def_gen.lognormal(0.5, 0.5, size=None)

384def_gen.lognormal(0.5, 0.5, size=1)

385def_gen.lognormal(D_arr_0p5, 0.5)

386def_gen.lognormal(0.5, D_arr_0p5)

387def_gen.lognormal(D_arr_0p5, 0.5, size=1)

388def_gen.lognormal(0.5, D_arr_0p5, size=1)

389def_gen.lognormal(D_arr_like_0p5, 0.5)

390def_gen.lognormal(0.5, D_arr_like_0p5)

391def_gen.lognormal(D_arr_0p5, D_arr_0p5)

392def_gen.lognormal(D_arr_like_0p5, D_arr_like_0p5)

393def_gen.lognormal(D_arr_0p5, D_arr_0p5, size=1)

394def_gen.lognormal(D_arr_like_0p5, D_arr_like_0p5, size=1)

395

396def_gen.noncentral_chisquare(0.5, 0.5)

397def_gen.noncentral_chisquare(0.5, 0.5, size=None)

398def_gen.noncentral_chisquare(0.5, 0.5, size=1)

399def_gen.noncentral_chisquare(D_arr_0p5, 0.5)

400def_gen.noncentral_chisquare(0.5, D_arr_0p5)

401def_gen.noncentral_chisquare(D_arr_0p5, 0.5, size=1)

402def_gen.noncentral_chisquare(0.5, D_arr_0p5, size=1)

403def_gen.noncentral_chisquare(D_arr_like_0p5, 0.5)

404def_gen.noncentral_chisquare(0.5, D_arr_like_0p5)

405def_gen.noncentral_chisquare(D_arr_0p5, D_arr_0p5)

406def_gen.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5)

407def_gen.noncentral_chisquare(D_arr_0p5, D_arr_0p5, size=1)

408def_gen.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5, size=1)

409

410def_gen.normal(0.5, 0.5)

411def_gen.normal(0.5, 0.5, size=None)

412def_gen.normal(0.5, 0.5, size=1)

413def_gen.normal(D_arr_0p5, 0.5)

414def_gen.normal(0.5, D_arr_0p5)

415def_gen.normal(D_arr_0p5, 0.5, size=1)

416def_gen.normal(0.5, D_arr_0p5, size=1)

417def_gen.normal(D_arr_like_0p5, 0.5)

418def_gen.normal(0.5, D_arr_like_0p5)

419def_gen.normal(D_arr_0p5, D_arr_0p5)

420def_gen.normal(D_arr_like_0p5, D_arr_like_0p5)

421def_gen.normal(D_arr_0p5, D_arr_0p5, size=1)

422def_gen.normal(D_arr_like_0p5, D_arr_like_0p5, size=1)

423

424def_gen.triangular(0.1, 0.5, 0.9)

425def_gen.triangular(0.1, 0.5, 0.9, size=None)

426def_gen.triangular(0.1, 0.5, 0.9, size=1)

427def_gen.triangular(D_arr_0p1, 0.5, 0.9)

428def_gen.triangular(0.1, D_arr_0p5, 0.9)

429def_gen.triangular(D_arr_0p1, 0.5, D_arr_like_0p9, size=1)

430def_gen.triangular(0.1, D_arr_0p5, 0.9, size=1)

431def_gen.triangular(D_arr_like_0p1, 0.5, D_arr_0p9)

432def_gen.triangular(0.5, D_arr_like_0p5, 0.9)

433def_gen.triangular(D_arr_0p1, D_arr_0p5, 0.9)

434def_gen.triangular(D_arr_like_0p1, D_arr_like_0p5, 0.9)

435def_gen.triangular(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1)

436def_gen.triangular(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1)

437

438def_gen.noncentral_f(0.1, 0.5, 0.9)

439def_gen.noncentral_f(0.1, 0.5, 0.9, size=None)

440def_gen.noncentral_f(0.1, 0.5, 0.9, size=1)

441def_gen.noncentral_f(D_arr_0p1, 0.5, 0.9)

442def_gen.noncentral_f(0.1, D_arr_0p5, 0.9)

443def_gen.noncentral_f(D_arr_0p1, 0.5, D_arr_like_0p9, size=1)

444def_gen.noncentral_f(0.1, D_arr_0p5, 0.9, size=1)

445def_gen.noncentral_f(D_arr_like_0p1, 0.5, D_arr_0p9)

446def_gen.noncentral_f(0.5, D_arr_like_0p5, 0.9)

447def_gen.noncentral_f(D_arr_0p1, D_arr_0p5, 0.9)

448def_gen.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, 0.9)

449def_gen.noncentral_f(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1)

450def_gen.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1)

451

452def_gen.binomial(10, 0.5)

453def_gen.binomial(10, 0.5, size=None)

454def_gen.binomial(10, 0.5, size=1)

455def_gen.binomial(I_arr_10, 0.5)

456def_gen.binomial(10, D_arr_0p5)

457def_gen.binomial(I_arr_10, 0.5, size=1)

458def_gen.binomial(10, D_arr_0p5, size=1)

459def_gen.binomial(I_arr_like_10, 0.5)

460def_gen.binomial(10, D_arr_like_0p5)

461def_gen.binomial(I_arr_10, D_arr_0p5)

462def_gen.binomial(I_arr_like_10, D_arr_like_0p5)

463def_gen.binomial(I_arr_10, D_arr_0p5, size=1)

464def_gen.binomial(I_arr_like_10, D_arr_like_0p5, size=1)

465

466def_gen.negative_binomial(10, 0.5)

467def_gen.negative_binomial(10, 0.5, size=None)

468def_gen.negative_binomial(10, 0.5, size=1)

469def_gen.negative_binomial(I_arr_10, 0.5)

470def_gen.negative_binomial(10, D_arr_0p5)

471def_gen.negative_binomial(I_arr_10, 0.5, size=1)

472def_gen.negative_binomial(10, D_arr_0p5, size=1)

473def_gen.negative_binomial(I_arr_like_10, 0.5)

474def_gen.negative_binomial(10, D_arr_like_0p5)

475def_gen.negative_binomial(I_arr_10, D_arr_0p5)

476def_gen.negative_binomial(I_arr_like_10, D_arr_like_0p5)

477def_gen.negative_binomial(I_arr_10, D_arr_0p5, size=1)

478def_gen.negative_binomial(I_arr_like_10, D_arr_like_0p5, size=1)

479

480def_gen.hypergeometric(20, 20, 10)

481def_gen.hypergeometric(20, 20, 10, size=None)

482def_gen.hypergeometric(20, 20, 10, size=1)

483def_gen.hypergeometric(I_arr_20, 20, 10)

484def_gen.hypergeometric(20, I_arr_20, 10)

485def_gen.hypergeometric(I_arr_20, 20, I_arr_like_10, size=1)

486def_gen.hypergeometric(20, I_arr_20, 10, size=1)

487def_gen.hypergeometric(I_arr_like_20, 20, I_arr_10)

488def_gen.hypergeometric(20, I_arr_like_20, 10)

489def_gen.hypergeometric(I_arr_20, I_arr_20, 10)

490def_gen.hypergeometric(I_arr_like_20, I_arr_like_20, 10)

491def_gen.hypergeometric(I_arr_20, I_arr_20, I_arr_10, size=1)

492def_gen.hypergeometric(I_arr_like_20, I_arr_like_20, I_arr_like_10, size=1)

493

494I_int64_100: np.ndarray[Any, np.dtype[np.int64]] = np.array([100], dtype=np.int64)

495

496def_gen.integers(0, 100)

497def_gen.integers(100)

498def_gen.integers([100])

499def_gen.integers(0, [100])

500

501I_bool_low: np.ndarray[Any, np.dtype[np.bool]] = np.array([0], dtype=np.bool)

502I_bool_low_like: list[int] = [0]

503I_bool_high_open: np.ndarray[Any, np.dtype[np.bool]] = np.array([1], dtype=np.bool)

504I_bool_high_closed: np.ndarray[Any, np.dtype[np.bool]] = np.array([1], dtype=np.bool)

505

506def_gen.integers(2, dtype=bool)

507def_gen.integers(0, 2, dtype=bool)

508def_gen.integers(1, dtype=bool, endpoint=True)

509def_gen.integers(0, 1, dtype=bool, endpoint=True)

510def_gen.integers(I_bool_low_like, 1, dtype=bool, endpoint=True)

511def_gen.integers(I_bool_high_open, dtype=bool)

512def_gen.integers(I_bool_low, I_bool_high_open, dtype=bool)

513def_gen.integers(0, I_bool_high_open, dtype=bool)

514def_gen.integers(I_bool_high_closed, dtype=bool, endpoint=True)

515def_gen.integers(I_bool_low, I_bool_high_closed, dtype=bool, endpoint=True)

516def_gen.integers(0, I_bool_high_closed, dtype=bool, endpoint=True)

517

518def_gen.integers(2, dtype=np.bool)

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

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

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

522def_gen.integers(I_bool_low_like, 1, dtype=np.bool, endpoint=True)

523def_gen.integers(I_bool_high_open, dtype=np.bool)

524def_gen.integers(I_bool_low, I_bool_high_open, dtype=np.bool)

525def_gen.integers(0, I_bool_high_open, dtype=np.bool)

526def_gen.integers(I_bool_high_closed, dtype=np.bool, endpoint=True)

527def_gen.integers(I_bool_low, I_bool_high_closed, dtype=np.bool, endpoint=True)

528def_gen.integers(0, I_bool_high_closed, dtype=np.bool, endpoint=True)

529

530I_u1_low: np.ndarray[Any, np.dtype[np.uint8]] = np.array([0], dtype=np.uint8)

531I_u1_low_like: list[int] = [0]

532I_u1_high_open: np.ndarray[Any, np.dtype[np.uint8]] = np.array([255], dtype=np.uint8)

533I_u1_high_closed: np.ndarray[Any, np.dtype[np.uint8]] = np.array([255], dtype=np.uint8)

534

535def_gen.integers(256, dtype="u1")

536def_gen.integers(0, 256, dtype="u1")

537def_gen.integers(255, dtype="u1", endpoint=True)

538def_gen.integers(0, 255, dtype="u1", endpoint=True)

539def_gen.integers(I_u1_low_like, 255, dtype="u1", endpoint=True)

540def_gen.integers(I_u1_high_open, dtype="u1")

541def_gen.integers(I_u1_low, I_u1_high_open, dtype="u1")

542def_gen.integers(0, I_u1_high_open, dtype="u1")

543def_gen.integers(I_u1_high_closed, dtype="u1", endpoint=True)

544def_gen.integers(I_u1_low, I_u1_high_closed, dtype="u1", endpoint=True)

545def_gen.integers(0, I_u1_high_closed, dtype="u1", endpoint=True)

546

547def_gen.integers(256, dtype="uint8")

548def_gen.integers(0, 256, dtype="uint8")

549def_gen.integers(255, dtype="uint8", endpoint=True)

550def_gen.integers(0, 255, dtype="uint8", endpoint=True)

551def_gen.integers(I_u1_low_like, 255, dtype="uint8", endpoint=True)

552def_gen.integers(I_u1_high_open, dtype="uint8")

553def_gen.integers(I_u1_low, I_u1_high_open, dtype="uint8")

554def_gen.integers(0, I_u1_high_open, dtype="uint8")

555def_gen.integers(I_u1_high_closed, dtype="uint8", endpoint=True)

556def_gen.integers(I_u1_low, I_u1_high_closed, dtype="uint8", endpoint=True)

557def_gen.integers(0, I_u1_high_closed, dtype="uint8", endpoint=True)

558

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

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

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

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

563def_gen.integers(I_u1_low_like, 255, dtype=np.uint8, endpoint=True)

564def_gen.integers(I_u1_high_open, dtype=np.uint8)

565def_gen.integers(I_u1_low, I_u1_high_open, dtype=np.uint8)

566def_gen.integers(0, I_u1_high_open, dtype=np.uint8)

567def_gen.integers(I_u1_high_closed, dtype=np.uint8, endpoint=True)

568def_gen.integers(I_u1_low, I_u1_high_closed, dtype=np.uint8, endpoint=True)

569def_gen.integers(0, I_u1_high_closed, dtype=np.uint8, endpoint=True)

570

571I_u2_low: np.ndarray[Any, np.dtype[np.uint16]] = np.array([0], dtype=np.uint16)

572I_u2_low_like: list[int] = [0]

573I_u2_high_open: np.ndarray[Any, np.dtype[np.uint16]] = np.array([65535], dtype=np.uint16)

574I_u2_high_closed: np.ndarray[Any, np.dtype[np.uint16]] = np.array([65535], dtype=np.uint16)

575

576def_gen.integers(65536, dtype="u2")

577def_gen.integers(0, 65536, dtype="u2")

578def_gen.integers(65535, dtype="u2", endpoint=True)

579def_gen.integers(0, 65535, dtype="u2", endpoint=True)

580def_gen.integers(I_u2_low_like, 65535, dtype="u2", endpoint=True)

581def_gen.integers(I_u2_high_open, dtype="u2")

582def_gen.integers(I_u2_low, I_u2_high_open, dtype="u2")

583def_gen.integers(0, I_u2_high_open, dtype="u2")

584def_gen.integers(I_u2_high_closed, dtype="u2", endpoint=True)

585def_gen.integers(I_u2_low, I_u2_high_closed, dtype="u2", endpoint=True)

586def_gen.integers(0, I_u2_high_closed, dtype="u2", endpoint=True)

587

588def_gen.integers(65536, dtype="uint16")

589def_gen.integers(0, 65536, dtype="uint16")

590def_gen.integers(65535, dtype="uint16", endpoint=True)

591def_gen.integers(0, 65535, dtype="uint16", endpoint=True)

592def_gen.integers(I_u2_low_like, 65535, dtype="uint16", endpoint=True)

593def_gen.integers(I_u2_high_open, dtype="uint16")

594def_gen.integers(I_u2_low, I_u2_high_open, dtype="uint16")

595def_gen.integers(0, I_u2_high_open, dtype="uint16")

596def_gen.integers(I_u2_high_closed, dtype="uint16", endpoint=True)

597def_gen.integers(I_u2_low, I_u2_high_closed, dtype="uint16", endpoint=True)

598def_gen.integers(0, I_u2_high_closed, dtype="uint16", endpoint=True)

599

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

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

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

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

604def_gen.integers(I_u2_low_like, 65535, dtype=np.uint16, endpoint=True)

605def_gen.integers(I_u2_high_open, dtype=np.uint16)

606def_gen.integers(I_u2_low, I_u2_high_open, dtype=np.uint16)

607def_gen.integers(0, I_u2_high_open, dtype=np.uint16)

608def_gen.integers(I_u2_high_closed, dtype=np.uint16, endpoint=True)

609def_gen.integers(I_u2_low, I_u2_high_closed, dtype=np.uint16, endpoint=True)

610def_gen.integers(0, I_u2_high_closed, dtype=np.uint16, endpoint=True)

611

612I_u4_low: np.ndarray[Any, np.dtype[np.uint32]] = np.array([0], dtype=np.uint32)

613I_u4_low_like: list[int] = [0]

614I_u4_high_open: np.ndarray[Any, np.dtype[np.uint32]] = np.array([4294967295], dtype=np.uint32)

615I_u4_high_closed: np.ndarray[Any, np.dtype[np.uint32]] = np.array([4294967295], dtype=np.uint32)

616

617def_gen.integers(4294967296, dtype="u4")

618def_gen.integers(0, 4294967296, dtype="u4")

619def_gen.integers(4294967295, dtype="u4", endpoint=True)

620def_gen.integers(0, 4294967295, dtype="u4", endpoint=True)

621def_gen.integers(I_u4_low_like, 4294967295, dtype="u4", endpoint=True)

622def_gen.integers(I_u4_high_open, dtype="u4")

623def_gen.integers(I_u4_low, I_u4_high_open, dtype="u4")

624def_gen.integers(0, I_u4_high_open, dtype="u4")

625def_gen.integers(I_u4_high_closed, dtype="u4", endpoint=True)

626def_gen.integers(I_u4_low, I_u4_high_closed, dtype="u4", endpoint=True)

627def_gen.integers(0, I_u4_high_closed, dtype="u4", endpoint=True)

628

629def_gen.integers(4294967296, dtype="uint32")

630def_gen.integers(0, 4294967296, dtype="uint32")

631def_gen.integers(4294967295, dtype="uint32", endpoint=True)

632def_gen.integers(0, 4294967295, dtype="uint32", endpoint=True)

633def_gen.integers(I_u4_low_like, 4294967295, dtype="uint32", endpoint=True)

634def_gen.integers(I_u4_high_open, dtype="uint32")

635def_gen.integers(I_u4_low, I_u4_high_open, dtype="uint32")

636def_gen.integers(0, I_u4_high_open, dtype="uint32")

637def_gen.integers(I_u4_high_closed, dtype="uint32", endpoint=True)

638def_gen.integers(I_u4_low, I_u4_high_closed, dtype="uint32", endpoint=True)

639def_gen.integers(0, I_u4_high_closed, dtype="uint32", endpoint=True)

640

641def_gen.integers(4294967296, dtype=np.uint32)

642def_gen.integers(0, 4294967296, dtype=np.uint32)

643def_gen.integers(4294967295, dtype=np.uint32, endpoint=True)

644def_gen.integers(0, 4294967295, dtype=np.uint32, endpoint=True)

645def_gen.integers(I_u4_low_like, 4294967295, dtype=np.uint32, endpoint=True)

646def_gen.integers(I_u4_high_open, dtype=np.uint32)

647def_gen.integers(I_u4_low, I_u4_high_open, dtype=np.uint32)

648def_gen.integers(0, I_u4_high_open, dtype=np.uint32)

649def_gen.integers(I_u4_high_closed, dtype=np.uint32, endpoint=True)

650def_gen.integers(I_u4_low, I_u4_high_closed, dtype=np.uint32, endpoint=True)

651def_gen.integers(0, I_u4_high_closed, dtype=np.uint32, endpoint=True)

652

653I_u8_low: np.ndarray[Any, np.dtype[np.uint64]] = np.array([0], dtype=np.uint64)

654I_u8_low_like: list[int] = [0]

655I_u8_high_open: np.ndarray[Any, np.dtype[np.uint64]] = np.array([18446744073709551615], dtype=np.uint64)

656I_u8_high_closed: np.ndarray[Any, np.dtype[np.uint64]] = np.array([18446744073709551615], dtype=np.uint64)

657

658def_gen.integers(18446744073709551616, dtype="u8")

659def_gen.integers(0, 18446744073709551616, dtype="u8")

660def_gen.integers(18446744073709551615, dtype="u8", endpoint=True)

661def_gen.integers(0, 18446744073709551615, dtype="u8", endpoint=True)

662def_gen.integers(I_u8_low_like, 18446744073709551615, dtype="u8", endpoint=True)

663def_gen.integers(I_u8_high_open, dtype="u8")

664def_gen.integers(I_u8_low, I_u8_high_open, dtype="u8")

665def_gen.integers(0, I_u8_high_open, dtype="u8")

666def_gen.integers(I_u8_high_closed, dtype="u8", endpoint=True)

667def_gen.integers(I_u8_low, I_u8_high_closed, dtype="u8", endpoint=True)

668def_gen.integers(0, I_u8_high_closed, dtype="u8", endpoint=True)

669

670def_gen.integers(18446744073709551616, dtype="uint64")

671def_gen.integers(0, 18446744073709551616, dtype="uint64")

672def_gen.integers(18446744073709551615, dtype="uint64", endpoint=True)

673def_gen.integers(0, 18446744073709551615, dtype="uint64", endpoint=True)

674def_gen.integers(I_u8_low_like, 18446744073709551615, dtype="uint64", endpoint=True)

675def_gen.integers(I_u8_high_open, dtype="uint64")

676def_gen.integers(I_u8_low, I_u8_high_open, dtype="uint64")

677def_gen.integers(0, I_u8_high_open, dtype="uint64")

678def_gen.integers(I_u8_high_closed, dtype="uint64", endpoint=True)

679def_gen.integers(I_u8_low, I_u8_high_closed, dtype="uint64", endpoint=True)

680def_gen.integers(0, I_u8_high_closed, dtype="uint64", endpoint=True)

681

682def_gen.integers(18446744073709551616, dtype=np.uint64)

683def_gen.integers(0, 18446744073709551616, dtype=np.uint64)

684def_gen.integers(18446744073709551615, dtype=np.uint64, endpoint=True)

685def_gen.integers(0, 18446744073709551615, dtype=np.uint64, endpoint=True)

686def_gen.integers(I_u8_low_like, 18446744073709551615, dtype=np.uint64, endpoint=True)

687def_gen.integers(I_u8_high_open, dtype=np.uint64)

688def_gen.integers(I_u8_low, I_u8_high_open, dtype=np.uint64)

689def_gen.integers(0, I_u8_high_open, dtype=np.uint64)

690def_gen.integers(I_u8_high_closed, dtype=np.uint64, endpoint=True)

691def_gen.integers(I_u8_low, I_u8_high_closed, dtype=np.uint64, endpoint=True)

692def_gen.integers(0, I_u8_high_closed, dtype=np.uint64, endpoint=True)

693

694I_i1_low: np.ndarray[Any, np.dtype[np.int8]] = np.array([-128], dtype=np.int8)

695I_i1_low_like: list[int] = [-128]

696I_i1_high_open: np.ndarray[Any, np.dtype[np.int8]] = np.array([127], dtype=np.int8)

697I_i1_high_closed: np.ndarray[Any, np.dtype[np.int8]] = np.array([127], dtype=np.int8)

698

699def_gen.integers(128, dtype="i1")

700def_gen.integers(-128, 128, dtype="i1")

701def_gen.integers(127, dtype="i1", endpoint=True)

702def_gen.integers(-128, 127, dtype="i1", endpoint=True)

703def_gen.integers(I_i1_low_like, 127, dtype="i1", endpoint=True)

704def_gen.integers(I_i1_high_open, dtype="i1")

705def_gen.integers(I_i1_low, I_i1_high_open, dtype="i1")

706def_gen.integers(-128, I_i1_high_open, dtype="i1")

707def_gen.integers(I_i1_high_closed, dtype="i1", endpoint=True)

708def_gen.integers(I_i1_low, I_i1_high_closed, dtype="i1", endpoint=True)

709def_gen.integers(-128, I_i1_high_closed, dtype="i1", endpoint=True)

710

711def_gen.integers(128, dtype="int8")

712def_gen.integers(-128, 128, dtype="int8")

713def_gen.integers(127, dtype="int8", endpoint=True)

714def_gen.integers(-128, 127, dtype="int8", endpoint=True)

715def_gen.integers(I_i1_low_like, 127, dtype="int8", endpoint=True)

716def_gen.integers(I_i1_high_open, dtype="int8")

717def_gen.integers(I_i1_low, I_i1_high_open, dtype="int8")

718def_gen.integers(-128, I_i1_high_open, dtype="int8")

719def_gen.integers(I_i1_high_closed, dtype="int8", endpoint=True)

720def_gen.integers(I_i1_low, I_i1_high_closed, dtype="int8", endpoint=True)

721def_gen.integers(-128, I_i1_high_closed, dtype="int8", endpoint=True)

722

723def_gen.integers(128, dtype=np.int8)

724def_gen.integers(-128, 128, dtype=np.int8)

725def_gen.integers(127, dtype=np.int8, endpoint=True)

726def_gen.integers(-128, 127, dtype=np.int8, endpoint=True)

727def_gen.integers(I_i1_low_like, 127, dtype=np.int8, endpoint=True)

728def_gen.integers(I_i1_high_open, dtype=np.int8)

729def_gen.integers(I_i1_low, I_i1_high_open, dtype=np.int8)

730def_gen.integers(-128, I_i1_high_open, dtype=np.int8)

731def_gen.integers(I_i1_high_closed, dtype=np.int8, endpoint=True)

732def_gen.integers(I_i1_low, I_i1_high_closed, dtype=np.int8, endpoint=True)

733def_gen.integers(-128, I_i1_high_closed, dtype=np.int8, endpoint=True)

734

735I_i2_low: np.ndarray[Any, np.dtype[np.int16]] = np.array([-32768], dtype=np.int16)

736I_i2_low_like: list[int] = [-32768]

737I_i2_high_open: np.ndarray[Any, np.dtype[np.int16]] = np.array([32767], dtype=np.int16)

738I_i2_high_closed: np.ndarray[Any, np.dtype[np.int16]] = np.array([32767], dtype=np.int16)

739

740def_gen.integers(32768, dtype="i2")

741def_gen.integers(-32768, 32768, dtype="i2")

742def_gen.integers(32767, dtype="i2", endpoint=True)

743def_gen.integers(-32768, 32767, dtype="i2", endpoint=True)

744def_gen.integers(I_i2_low_like, 32767, dtype="i2", endpoint=True)

745def_gen.integers(I_i2_high_open, dtype="i2")

746def_gen.integers(I_i2_low, I_i2_high_open, dtype="i2")

747def_gen.integers(-32768, I_i2_high_open, dtype="i2")

748def_gen.integers(I_i2_high_closed, dtype="i2", endpoint=True)

749def_gen.integers(I_i2_low, I_i2_high_closed, dtype="i2", endpoint=True)

750def_gen.integers(-32768, I_i2_high_closed, dtype="i2", endpoint=True)

751

752def_gen.integers(32768, dtype="int16")

753def_gen.integers(-32768, 32768, dtype="int16")

754def_gen.integers(32767, dtype="int16", endpoint=True)

755def_gen.integers(-32768, 32767, dtype="int16", endpoint=True)

756def_gen.integers(I_i2_low_like, 32767, dtype="int16", endpoint=True)

757def_gen.integers(I_i2_high_open, dtype="int16")

758def_gen.integers(I_i2_low, I_i2_high_open, dtype="int16")

759def_gen.integers(-32768, I_i2_high_open, dtype="int16")

760def_gen.integers(I_i2_high_closed, dtype="int16", endpoint=True)

761def_gen.integers(I_i2_low, I_i2_high_closed, dtype="int16", endpoint=True)

762def_gen.integers(-32768, I_i2_high_closed, dtype="int16", endpoint=True)

763

764def_gen.integers(32768, dtype=np.int16)

765def_gen.integers(-32768, 32768, dtype=np.int16)

766def_gen.integers(32767, dtype=np.int16, endpoint=True)

767def_gen.integers(-32768, 32767, dtype=np.int16, endpoint=True)

768def_gen.integers(I_i2_low_like, 32767, dtype=np.int16, endpoint=True)

769def_gen.integers(I_i2_high_open, dtype=np.int16)

770def_gen.integers(I_i2_low, I_i2_high_open, dtype=np.int16)

771def_gen.integers(-32768, I_i2_high_open, dtype=np.int16)

772def_gen.integers(I_i2_high_closed, dtype=np.int16, endpoint=True)

773def_gen.integers(I_i2_low, I_i2_high_closed, dtype=np.int16, endpoint=True)

774def_gen.integers(-32768, I_i2_high_closed, dtype=np.int16, endpoint=True)

775

776I_i4_low: np.ndarray[Any, np.dtype[np.int32]] = np.array([-2147483648], dtype=np.int32)

777I_i4_low_like: list[int] = [-2147483648]

778I_i4_high_open: np.ndarray[Any, np.dtype[np.int32]] = np.array([2147483647], dtype=np.int32)

779I_i4_high_closed: np.ndarray[Any, np.dtype[np.int32]] = np.array([2147483647], dtype=np.int32)

780

781def_gen.integers(2147483648, dtype="i4")

782def_gen.integers(-2147483648, 2147483648, dtype="i4")

783def_gen.integers(2147483647, dtype="i4", endpoint=True)

784def_gen.integers(-2147483648, 2147483647, dtype="i4", endpoint=True)

785def_gen.integers(I_i4_low_like, 2147483647, dtype="i4", endpoint=True)

786def_gen.integers(I_i4_high_open, dtype="i4")

787def_gen.integers(I_i4_low, I_i4_high_open, dtype="i4")

788def_gen.integers(-2147483648, I_i4_high_open, dtype="i4")

789def_gen.integers(I_i4_high_closed, dtype="i4", endpoint=True)

790def_gen.integers(I_i4_low, I_i4_high_closed, dtype="i4", endpoint=True)

791def_gen.integers(-2147483648, I_i4_high_closed, dtype="i4", endpoint=True)

792

793def_gen.integers(2147483648, dtype="int32")

794def_gen.integers(-2147483648, 2147483648, dtype="int32")

795def_gen.integers(2147483647, dtype="int32", endpoint=True)

796def_gen.integers(-2147483648, 2147483647, dtype="int32", endpoint=True)

797def_gen.integers(I_i4_low_like, 2147483647, dtype="int32", endpoint=True)

798def_gen.integers(I_i4_high_open, dtype="int32")

799def_gen.integers(I_i4_low, I_i4_high_open, dtype="int32")

800def_gen.integers(-2147483648, I_i4_high_open, dtype="int32")

801def_gen.integers(I_i4_high_closed, dtype="int32", endpoint=True)

802def_gen.integers(I_i4_low, I_i4_high_closed, dtype="int32", endpoint=True)

803def_gen.integers(-2147483648, I_i4_high_closed, dtype="int32", endpoint=True)

804

805def_gen.integers(2147483648, dtype=np.int32)

806def_gen.integers(-2147483648, 2147483648, dtype=np.int32)

807def_gen.integers(2147483647, dtype=np.int32, endpoint=True)

808def_gen.integers(-2147483648, 2147483647, dtype=np.int32, endpoint=True)

809def_gen.integers(I_i4_low_like, 2147483647, dtype=np.int32, endpoint=True)

810def_gen.integers(I_i4_high_open, dtype=np.int32)

811def_gen.integers(I_i4_low, I_i4_high_open, dtype=np.int32)

812def_gen.integers(-2147483648, I_i4_high_open, dtype=np.int32)

813def_gen.integers(I_i4_high_closed, dtype=np.int32, endpoint=True)

814def_gen.integers(I_i4_low, I_i4_high_closed, dtype=np.int32, endpoint=True)

815def_gen.integers(-2147483648, I_i4_high_closed, dtype=np.int32, endpoint=True)

816

817I_i8_low: np.ndarray[Any, np.dtype[np.int64]] = np.array([-9223372036854775808], dtype=np.int64)

818I_i8_low_like: list[int] = [-9223372036854775808]

819I_i8_high_open: np.ndarray[Any, np.dtype[np.int64]] = np.array([9223372036854775807], dtype=np.int64)

820I_i8_high_closed: np.ndarray[Any, np.dtype[np.int64]] = np.array([9223372036854775807], dtype=np.int64)

821

822def_gen.integers(9223372036854775808, dtype="i8")

823def_gen.integers(-9223372036854775808, 9223372036854775808, dtype="i8")

824def_gen.integers(9223372036854775807, dtype="i8", endpoint=True)

825def_gen.integers(-9223372036854775808, 9223372036854775807, dtype="i8", endpoint=True)

826def_gen.integers(I_i8_low_like, 9223372036854775807, dtype="i8", endpoint=True)

827def_gen.integers(I_i8_high_open, dtype="i8")

828def_gen.integers(I_i8_low, I_i8_high_open, dtype="i8")

829def_gen.integers(-9223372036854775808, I_i8_high_open, dtype="i8")

830def_gen.integers(I_i8_high_closed, dtype="i8", endpoint=True)

831def_gen.integers(I_i8_low, I_i8_high_closed, dtype="i8", endpoint=True)

832def_gen.integers(-9223372036854775808, I_i8_high_closed, dtype="i8", endpoint=True)

833

834def_gen.integers(9223372036854775808, dtype="int64")

835def_gen.integers(-9223372036854775808, 9223372036854775808, dtype="int64")

836def_gen.integers(9223372036854775807, dtype="int64", endpoint=True)

837def_gen.integers(-9223372036854775808, 9223372036854775807, dtype="int64", endpoint=True)

838def_gen.integers(I_i8_low_like, 9223372036854775807, dtype="int64", endpoint=True)

839def_gen.integers(I_i8_high_open, dtype="int64")

840def_gen.integers(I_i8_low, I_i8_high_open, dtype="int64")

841def_gen.integers(-9223372036854775808, I_i8_high_open, dtype="int64")

842def_gen.integers(I_i8_high_closed, dtype="int64", endpoint=True)

843def_gen.integers(I_i8_low, I_i8_high_closed, dtype="int64", endpoint=True)

844def_gen.integers(-9223372036854775808, I_i8_high_closed, dtype="int64", endpoint=True)

845

846def_gen.integers(9223372036854775808, dtype=np.int64)

847def_gen.integers(-9223372036854775808, 9223372036854775808, dtype=np.int64)

848def_gen.integers(9223372036854775807, dtype=np.int64, endpoint=True)

849def_gen.integers(-9223372036854775808, 9223372036854775807, dtype=np.int64, endpoint=True)

850def_gen.integers(I_i8_low_like, 9223372036854775807, dtype=np.int64, endpoint=True)

851def_gen.integers(I_i8_high_open, dtype=np.int64)

852def_gen.integers(I_i8_low, I_i8_high_open, dtype=np.int64)

853def_gen.integers(-9223372036854775808, I_i8_high_open, dtype=np.int64)

854def_gen.integers(I_i8_high_closed, dtype=np.int64, endpoint=True)

855def_gen.integers(I_i8_low, I_i8_high_closed, dtype=np.int64, endpoint=True)

856def_gen.integers(-9223372036854775808, I_i8_high_closed, dtype=np.int64, endpoint=True)

857

858

859def_gen.bit_generator

860

861def_gen.bytes(2)

862

863def_gen.choice(5)

864def_gen.choice(5, 3)

865def_gen.choice(5, 3, replace=True)

866def_gen.choice(5, 3, p=[1 / 5] * 5)

867def_gen.choice(5, 3, p=[1 / 5] * 5, replace=False)

868

869def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"])

870def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3)

871def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, p=[1 / 4] * 4)

872def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=True)

873def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=False, p=np.array([1 / 8, 1 / 8, 1 / 2, 1 / 4]))

874

875def_gen.dirichlet([0.5, 0.5])

876def_gen.dirichlet(np.array([0.5, 0.5]))

877def_gen.dirichlet(np.array([0.5, 0.5]), size=3)

878

879def_gen.multinomial(20, [1 / 6.0] * 6)

880def_gen.multinomial(20, np.array([0.5, 0.5]))

881def_gen.multinomial(20, [1 / 6.0] * 6, size=2)

882def_gen.multinomial([[10], [20]], [1 / 6.0] * 6, size=(2, 2))

883def_gen.multinomial(np.array([[10], [20]]), np.array([0.5, 0.5]), size=(2, 2))

884

885def_gen.multivariate_hypergeometric([3, 5, 7], 2)

886def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2)

887def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2, size=4)

888def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2, size=(4, 7))

889def_gen.multivariate_hypergeometric([3, 5, 7], 2, method="count")

890def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2, method="marginals")

891

892def_gen.multivariate_normal([0.0], [[1.0]])

893def_gen.multivariate_normal([0.0], np.array([[1.0]]))

894def_gen.multivariate_normal(np.array([0.0]), [[1.0]])

895def_gen.multivariate_normal([0.0], np.array([[1.0]]))

896

897def_gen.permutation(10)

898def_gen.permutation([1, 2, 3, 4])

899def_gen.permutation(np.array([1, 2, 3, 4]))

900def_gen.permutation(D_2D, axis=1)

901def_gen.permuted(D_2D)

902def_gen.permuted(D_2D_like)

903def_gen.permuted(D_2D, axis=1)

904def_gen.permuted(D_2D, out=D_2D)

905def_gen.permuted(D_2D_like, out=D_2D)

906def_gen.permuted(D_2D_like, out=D_2D)

907def_gen.permuted(D_2D, axis=1, out=D_2D)

908

909def_gen.shuffle(np.arange(10))

910def_gen.shuffle([1, 2, 3, 4, 5])

911def_gen.shuffle(D_2D, axis=1)

912

913def_gen.__str__()

914def_gen.__repr__()

915def_gen.__setstate__(dict(def_gen.bit_generator.state))

916

917# RandomState

918random_st: np.random.RandomState = np.random.RandomState()

919

920random_st.standard_normal()

921random_st.standard_normal(size=None)

922random_st.standard_normal(size=1)

923

924random_st.random()

925random_st.random(size=None)

926random_st.random(size=1)

927

928random_st.standard_cauchy()

929random_st.standard_cauchy(size=None)

930random_st.standard_cauchy(size=1)

931

932random_st.standard_exponential()

933random_st.standard_exponential(size=None)

934random_st.standard_exponential(size=1)

935

936random_st.zipf(1.5)

937random_st.zipf(1.5, size=None)

938random_st.zipf(1.5, size=1)

939random_st.zipf(D_arr_1p5)

940random_st.zipf(D_arr_1p5, size=1)

941random_st.zipf(D_arr_like_1p5)

942random_st.zipf(D_arr_like_1p5, size=1)

943

944random_st.weibull(0.5)

945random_st.weibull(0.5, size=None)

946random_st.weibull(0.5, size=1)

947random_st.weibull(D_arr_0p5)

948random_st.weibull(D_arr_0p5, size=1)

949random_st.weibull(D_arr_like_0p5)

950random_st.weibull(D_arr_like_0p5, size=1)

951

952random_st.standard_t(0.5)

953random_st.standard_t(0.5, size=None)

954random_st.standard_t(0.5, size=1)

955random_st.standard_t(D_arr_0p5)

956random_st.standard_t(D_arr_0p5, size=1)

957random_st.standard_t(D_arr_like_0p5)

958random_st.standard_t(D_arr_like_0p5, size=1)

959

960random_st.poisson(0.5)

961random_st.poisson(0.5, size=None)

962random_st.poisson(0.5, size=1)

963random_st.poisson(D_arr_0p5)

964random_st.poisson(D_arr_0p5, size=1)

965random_st.poisson(D_arr_like_0p5)

966random_st.poisson(D_arr_like_0p5, size=1)

967

968random_st.power(0.5)

969random_st.power(0.5, size=None)

970random_st.power(0.5, size=1)

971random_st.power(D_arr_0p5)

972random_st.power(D_arr_0p5, size=1)

973random_st.power(D_arr_like_0p5)

974random_st.power(D_arr_like_0p5, size=1)

975

976random_st.pareto(0.5)

977random_st.pareto(0.5, size=None)

978random_st.pareto(0.5, size=1)

979random_st.pareto(D_arr_0p5)

980random_st.pareto(D_arr_0p5, size=1)

981random_st.pareto(D_arr_like_0p5)

982random_st.pareto(D_arr_like_0p5, size=1)

983

984random_st.chisquare(0.5)

985random_st.chisquare(0.5, size=None)

986random_st.chisquare(0.5, size=1)

987random_st.chisquare(D_arr_0p5)

988random_st.chisquare(D_arr_0p5, size=1)

989random_st.chisquare(D_arr_like_0p5)

990random_st.chisquare(D_arr_like_0p5, size=1)

991

992random_st.exponential(0.5)

993random_st.exponential(0.5, size=None)

994random_st.exponential(0.5, size=1)

995random_st.exponential(D_arr_0p5)

996random_st.exponential(D_arr_0p5, size=1)

997random_st.exponential(D_arr_like_0p5)

998random_st.exponential(D_arr_like_0p5, size=1)

999

1000random_st.geometric(0.5)

1001random_st.geometric(0.5, size=None)

1002random_st.geometric(0.5, size=1)

1003random_st.geometric(D_arr_0p5)

1004random_st.geometric(D_arr_0p5, size=1)

1005random_st.geometric(D_arr_like_0p5)

1006random_st.geometric(D_arr_like_0p5, size=1)

1007

1008random_st.logseries(0.5)

1009random_st.logseries(0.5, size=None)

1010random_st.logseries(0.5, size=1)

1011random_st.logseries(D_arr_0p5)

1012random_st.logseries(D_arr_0p5, size=1)

1013random_st.logseries(D_arr_like_0p5)

1014random_st.logseries(D_arr_like_0p5, size=1)

1015

1016random_st.rayleigh(0.5)

1017random_st.rayleigh(0.5, size=None)

1018random_st.rayleigh(0.5, size=1)

1019random_st.rayleigh(D_arr_0p5)

1020random_st.rayleigh(D_arr_0p5, size=1)

1021random_st.rayleigh(D_arr_like_0p5)

1022random_st.rayleigh(D_arr_like_0p5, size=1)

1023

1024random_st.standard_gamma(0.5)

1025random_st.standard_gamma(0.5, size=None)

1026random_st.standard_gamma(0.5, size=1)

1027random_st.standard_gamma(D_arr_0p5)

1028random_st.standard_gamma(D_arr_0p5, size=1)

1029random_st.standard_gamma(D_arr_like_0p5)

1030random_st.standard_gamma(D_arr_like_0p5, size=1)

1031random_st.standard_gamma(D_arr_like_0p5, size=1)

1032

1033random_st.vonmises(0.5, 0.5)

1034random_st.vonmises(0.5, 0.5, size=None)

1035random_st.vonmises(0.5, 0.5, size=1)

1036random_st.vonmises(D_arr_0p5, 0.5)

1037random_st.vonmises(0.5, D_arr_0p5)

1038random_st.vonmises(D_arr_0p5, 0.5, size=1)

1039random_st.vonmises(0.5, D_arr_0p5, size=1)

1040random_st.vonmises(D_arr_like_0p5, 0.5)

1041random_st.vonmises(0.5, D_arr_like_0p5)

1042random_st.vonmises(D_arr_0p5, D_arr_0p5)

1043random_st.vonmises(D_arr_like_0p5, D_arr_like_0p5)

1044random_st.vonmises(D_arr_0p5, D_arr_0p5, size=1)

1045random_st.vonmises(D_arr_like_0p5, D_arr_like_0p5, size=1)

1046

1047random_st.wald(0.5, 0.5)

1048random_st.wald(0.5, 0.5, size=None)

1049random_st.wald(0.5, 0.5, size=1)

1050random_st.wald(D_arr_0p5, 0.5)

1051random_st.wald(0.5, D_arr_0p5)

1052random_st.wald(D_arr_0p5, 0.5, size=1)

1053random_st.wald(0.5, D_arr_0p5, size=1)

1054random_st.wald(D_arr_like_0p5, 0.5)

1055random_st.wald(0.5, D_arr_like_0p5)

1056random_st.wald(D_arr_0p5, D_arr_0p5)

1057random_st.wald(D_arr_like_0p5, D_arr_like_0p5)

1058random_st.wald(D_arr_0p5, D_arr_0p5, size=1)

1059random_st.wald(D_arr_like_0p5, D_arr_like_0p5, size=1)

1060

1061random_st.uniform(0.5, 0.5)

1062random_st.uniform(0.5, 0.5, size=None)

1063random_st.uniform(0.5, 0.5, size=1)

1064random_st.uniform(D_arr_0p5, 0.5)

1065random_st.uniform(0.5, D_arr_0p5)

1066random_st.uniform(D_arr_0p5, 0.5, size=1)

1067random_st.uniform(0.5, D_arr_0p5, size=1)

1068random_st.uniform(D_arr_like_0p5, 0.5)

1069random_st.uniform(0.5, D_arr_like_0p5)

1070random_st.uniform(D_arr_0p5, D_arr_0p5)

1071random_st.uniform(D_arr_like_0p5, D_arr_like_0p5)

1072random_st.uniform(D_arr_0p5, D_arr_0p5, size=1)

1073random_st.uniform(D_arr_like_0p5, D_arr_like_0p5, size=1)

1074

1075random_st.beta(0.5, 0.5)

1076random_st.beta(0.5, 0.5, size=None)

1077random_st.beta(0.5, 0.5, size=1)

1078random_st.beta(D_arr_0p5, 0.5)

1079random_st.beta(0.5, D_arr_0p5)

1080random_st.beta(D_arr_0p5, 0.5, size=1)

1081random_st.beta(0.5, D_arr_0p5, size=1)

1082random_st.beta(D_arr_like_0p5, 0.5)

1083random_st.beta(0.5, D_arr_like_0p5)

1084random_st.beta(D_arr_0p5, D_arr_0p5)

1085random_st.beta(D_arr_like_0p5, D_arr_like_0p5)

1086random_st.beta(D_arr_0p5, D_arr_0p5, size=1)

1087random_st.beta(D_arr_like_0p5, D_arr_like_0p5, size=1)

1088

1089random_st.f(0.5, 0.5)

1090random_st.f(0.5, 0.5, size=None)

1091random_st.f(0.5, 0.5, size=1)

1092random_st.f(D_arr_0p5, 0.5)

1093random_st.f(0.5, D_arr_0p5)

1094random_st.f(D_arr_0p5, 0.5, size=1)

1095random_st.f(0.5, D_arr_0p5, size=1)

1096random_st.f(D_arr_like_0p5, 0.5)

1097random_st.f(0.5, D_arr_like_0p5)

1098random_st.f(D_arr_0p5, D_arr_0p5)

1099random_st.f(D_arr_like_0p5, D_arr_like_0p5)

1100random_st.f(D_arr_0p5, D_arr_0p5, size=1)

1101random_st.f(D_arr_like_0p5, D_arr_like_0p5, size=1)

1102

1103random_st.gamma(0.5, 0.5)

1104random_st.gamma(0.5, 0.5, size=None)

1105random_st.gamma(0.5, 0.5, size=1)

1106random_st.gamma(D_arr_0p5, 0.5)

1107random_st.gamma(0.5, D_arr_0p5)

1108random_st.gamma(D_arr_0p5, 0.5, size=1)

1109random_st.gamma(0.5, D_arr_0p5, size=1)

1110random_st.gamma(D_arr_like_0p5, 0.5)

1111random_st.gamma(0.5, D_arr_like_0p5)

1112random_st.gamma(D_arr_0p5, D_arr_0p5)

1113random_st.gamma(D_arr_like_0p5, D_arr_like_0p5)

1114random_st.gamma(D_arr_0p5, D_arr_0p5, size=1)

1115random_st.gamma(D_arr_like_0p5, D_arr_like_0p5, size=1)

1116

1117random_st.gumbel(0.5, 0.5)

1118random_st.gumbel(0.5, 0.5, size=None)

1119random_st.gumbel(0.5, 0.5, size=1)

1120random_st.gumbel(D_arr_0p5, 0.5)

1121random_st.gumbel(0.5, D_arr_0p5)

1122random_st.gumbel(D_arr_0p5, 0.5, size=1)

1123random_st.gumbel(0.5, D_arr_0p5, size=1)

1124random_st.gumbel(D_arr_like_0p5, 0.5)

1125random_st.gumbel(0.5, D_arr_like_0p5)

1126random_st.gumbel(D_arr_0p5, D_arr_0p5)

1127random_st.gumbel(D_arr_like_0p5, D_arr_like_0p5)

1128random_st.gumbel(D_arr_0p5, D_arr_0p5, size=1)

1129random_st.gumbel(D_arr_like_0p5, D_arr_like_0p5, size=1)

1130

1131random_st.laplace(0.5, 0.5)

1132random_st.laplace(0.5, 0.5, size=None)

1133random_st.laplace(0.5, 0.5, size=1)

1134random_st.laplace(D_arr_0p5, 0.5)

1135random_st.laplace(0.5, D_arr_0p5)

1136random_st.laplace(D_arr_0p5, 0.5, size=1)

1137random_st.laplace(0.5, D_arr_0p5, size=1)

1138random_st.laplace(D_arr_like_0p5, 0.5)

1139random_st.laplace(0.5, D_arr_like_0p5)

1140random_st.laplace(D_arr_0p5, D_arr_0p5)

1141random_st.laplace(D_arr_like_0p5, D_arr_like_0p5)

1142random_st.laplace(D_arr_0p5, D_arr_0p5, size=1)

1143random_st.laplace(D_arr_like_0p5, D_arr_like_0p5, size=1)

1144

1145random_st.logistic(0.5, 0.5)

1146random_st.logistic(0.5, 0.5, size=None)

1147random_st.logistic(0.5, 0.5, size=1)

1148random_st.logistic(D_arr_0p5, 0.5)

1149random_st.logistic(0.5, D_arr_0p5)

1150random_st.logistic(D_arr_0p5, 0.5, size=1)

1151random_st.logistic(0.5, D_arr_0p5, size=1)

1152random_st.logistic(D_arr_like_0p5, 0.5)

1153random_st.logistic(0.5, D_arr_like_0p5)

1154random_st.logistic(D_arr_0p5, D_arr_0p5)

1155random_st.logistic(D_arr_like_0p5, D_arr_like_0p5)

1156random_st.logistic(D_arr_0p5, D_arr_0p5, size=1)

1157random_st.logistic(D_arr_like_0p5, D_arr_like_0p5, size=1)

1158

1159random_st.lognormal(0.5, 0.5)

1160random_st.lognormal(0.5, 0.5, size=None)

1161random_st.lognormal(0.5, 0.5, size=1)

1162random_st.lognormal(D_arr_0p5, 0.5)

1163random_st.lognormal(0.5, D_arr_0p5)

1164random_st.lognormal(D_arr_0p5, 0.5, size=1)

1165random_st.lognormal(0.5, D_arr_0p5, size=1)

1166random_st.lognormal(D_arr_like_0p5, 0.5)

1167random_st.lognormal(0.5, D_arr_like_0p5)

1168random_st.lognormal(D_arr_0p5, D_arr_0p5)

1169random_st.lognormal(D_arr_like_0p5, D_arr_like_0p5)

1170random_st.lognormal(D_arr_0p5, D_arr_0p5, size=1)

1171random_st.lognormal(D_arr_like_0p5, D_arr_like_0p5, size=1)

1172

1173random_st.noncentral_chisquare(0.5, 0.5)

1174random_st.noncentral_chisquare(0.5, 0.5, size=None)

1175random_st.noncentral_chisquare(0.5, 0.5, size=1)

1176random_st.noncentral_chisquare(D_arr_0p5, 0.5)

1177random_st.noncentral_chisquare(0.5, D_arr_0p5)

1178random_st.noncentral_chisquare(D_arr_0p5, 0.5, size=1)

1179random_st.noncentral_chisquare(0.5, D_arr_0p5, size=1)

1180random_st.noncentral_chisquare(D_arr_like_0p5, 0.5)

1181random_st.noncentral_chisquare(0.5, D_arr_like_0p5)

1182random_st.noncentral_chisquare(D_arr_0p5, D_arr_0p5)

1183random_st.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5)

1184random_st.noncentral_chisquare(D_arr_0p5, D_arr_0p5, size=1)

1185random_st.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5, size=1)

1186

1187random_st.normal(0.5, 0.5)

1188random_st.normal(0.5, 0.5, size=None)

1189random_st.normal(0.5, 0.5, size=1)

1190random_st.normal(D_arr_0p5, 0.5)

1191random_st.normal(0.5, D_arr_0p5)

1192random_st.normal(D_arr_0p5, 0.5, size=1)

1193random_st.normal(0.5, D_arr_0p5, size=1)

1194random_st.normal(D_arr_like_0p5, 0.5)

1195random_st.normal(0.5, D_arr_like_0p5)

1196random_st.normal(D_arr_0p5, D_arr_0p5)

1197random_st.normal(D_arr_like_0p5, D_arr_like_0p5)

1198random_st.normal(D_arr_0p5, D_arr_0p5, size=1)

1199random_st.normal(D_arr_like_0p5, D_arr_like_0p5, size=1)

1200

1201random_st.triangular(0.1, 0.5, 0.9)

1202random_st.triangular(0.1, 0.5, 0.9, size=None)

1203random_st.triangular(0.1, 0.5, 0.9, size=1)

1204random_st.triangular(D_arr_0p1, 0.5, 0.9)

1205random_st.triangular(0.1, D_arr_0p5, 0.9)

1206random_st.triangular(D_arr_0p1, 0.5, D_arr_like_0p9, size=1)

1207random_st.triangular(0.1, D_arr_0p5, 0.9, size=1)

1208random_st.triangular(D_arr_like_0p1, 0.5, D_arr_0p9)

1209random_st.triangular(0.5, D_arr_like_0p5, 0.9)

1210random_st.triangular(D_arr_0p1, D_arr_0p5, 0.9)

1211random_st.triangular(D_arr_like_0p1, D_arr_like_0p5, 0.9)

1212random_st.triangular(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1)

1213random_st.triangular(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1)

1214

1215random_st.noncentral_f(0.1, 0.5, 0.9)

1216random_st.noncentral_f(0.1, 0.5, 0.9, size=None)

1217random_st.noncentral_f(0.1, 0.5, 0.9, size=1)

1218random_st.noncentral_f(D_arr_0p1, 0.5, 0.9)

1219random_st.noncentral_f(0.1, D_arr_0p5, 0.9)

1220random_st.noncentral_f(D_arr_0p1, 0.5, D_arr_like_0p9, size=1)

1221random_st.noncentral_f(0.1, D_arr_0p5, 0.9, size=1)

1222random_st.noncentral_f(D_arr_like_0p1, 0.5, D_arr_0p9)

1223random_st.noncentral_f(0.5, D_arr_like_0p5, 0.9)

1224random_st.noncentral_f(D_arr_0p1, D_arr_0p5, 0.9)

1225random_st.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, 0.9)

1226random_st.noncentral_f(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1)

1227random_st.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1)

1228

1229random_st.binomial(10, 0.5)

1230random_st.binomial(10, 0.5, size=None)

1231random_st.binomial(10, 0.5, size=1)

1232random_st.binomial(I_arr_10, 0.5)

1233random_st.binomial(10, D_arr_0p5)

1234random_st.binomial(I_arr_10, 0.5, size=1)

1235random_st.binomial(10, D_arr_0p5, size=1)

1236random_st.binomial(I_arr_like_10, 0.5)

1237random_st.binomial(10, D_arr_like_0p5)

1238random_st.binomial(I_arr_10, D_arr_0p5)

1239random_st.binomial(I_arr_like_10, D_arr_like_0p5)

1240random_st.binomial(I_arr_10, D_arr_0p5, size=1)

1241random_st.binomial(I_arr_like_10, D_arr_like_0p5, size=1)

1242

1243random_st.negative_binomial(10, 0.5)

1244random_st.negative_binomial(10, 0.5, size=None)

1245random_st.negative_binomial(10, 0.5, size=1)

1246random_st.negative_binomial(I_arr_10, 0.5)

1247random_st.negative_binomial(10, D_arr_0p5)

1248random_st.negative_binomial(I_arr_10, 0.5, size=1)

1249random_st.negative_binomial(10, D_arr_0p5, size=1)

1250random_st.negative_binomial(I_arr_like_10, 0.5)

1251random_st.negative_binomial(10, D_arr_like_0p5)

1252random_st.negative_binomial(I_arr_10, D_arr_0p5)

1253random_st.negative_binomial(I_arr_like_10, D_arr_like_0p5)

1254random_st.negative_binomial(I_arr_10, D_arr_0p5, size=1)

1255random_st.negative_binomial(I_arr_like_10, D_arr_like_0p5, size=1)

1256

1257random_st.hypergeometric(20, 20, 10)

1258random_st.hypergeometric(20, 20, 10, size=None)

1259random_st.hypergeometric(20, 20, 10, size=1)

1260random_st.hypergeometric(I_arr_20, 20, 10)

1261random_st.hypergeometric(20, I_arr_20, 10)

1262random_st.hypergeometric(I_arr_20, 20, I_arr_like_10, size=1)

1263random_st.hypergeometric(20, I_arr_20, 10, size=1)

1264random_st.hypergeometric(I_arr_like_20, 20, I_arr_10)

1265random_st.hypergeometric(20, I_arr_like_20, 10)

1266random_st.hypergeometric(I_arr_20, I_arr_20, 10)

1267random_st.hypergeometric(I_arr_like_20, I_arr_like_20, 10)

1268random_st.hypergeometric(I_arr_20, I_arr_20, I_arr_10, size=1)

1269random_st.hypergeometric(I_arr_like_20, I_arr_like_20, I_arr_like_10, size=1)

1270

1271random_st.randint(0, 100)

1272random_st.randint(100)

1273random_st.randint([100])

1274random_st.randint(0, [100])

1275

1276random_st.randint(2, dtype=bool)

1277random_st.randint(0, 2, dtype=bool)

1278random_st.randint(I_bool_high_open, dtype=bool)

1279random_st.randint(I_bool_low, I_bool_high_open, dtype=bool)

1280random_st.randint(0, I_bool_high_open, dtype=bool)

1281

1282random_st.randint(2, dtype=np.bool)

1283random_st.randint(0, 2, dtype=np.bool)

1284random_st.randint(I_bool_high_open, dtype=np.bool)

1285random_st.randint(I_bool_low, I_bool_high_open, dtype=np.bool)

1286random_st.randint(0, I_bool_high_open, dtype=np.bool)

1287

1288random_st.randint(256, dtype="u1")

1289random_st.randint(0, 256, dtype="u1")

1290random_st.randint(I_u1_high_open, dtype="u1")

1291random_st.randint(I_u1_low, I_u1_high_open, dtype="u1")

1292random_st.randint(0, I_u1_high_open, dtype="u1")

1293

1294random_st.randint(256, dtype="uint8")

1295random_st.randint(0, 256, dtype="uint8")

1296random_st.randint(I_u1_high_open, dtype="uint8")

1297random_st.randint(I_u1_low, I_u1_high_open, dtype="uint8")

1298random_st.randint(0, I_u1_high_open, dtype="uint8")

1299

1300random_st.randint(256, dtype=np.uint8)

1301random_st.randint(0, 256, dtype=np.uint8)

1302random_st.randint(I_u1_high_open, dtype=np.uint8)

1303random_st.randint(I_u1_low, I_u1_high_open, dtype=np.uint8)

1304random_st.randint(0, I_u1_high_open, dtype=np.uint8)

1305

1306random_st.randint(65536, dtype="u2")

1307random_st.randint(0, 65536, dtype="u2")

1308random_st.randint(I_u2_high_open, dtype="u2")

1309random_st.randint(I_u2_low, I_u2_high_open, dtype="u2")

1310random_st.randint(0, I_u2_high_open, dtype="u2")

1311

1312random_st.randint(65536, dtype="uint16")

1313random_st.randint(0, 65536, dtype="uint16")

1314random_st.randint(I_u2_high_open, dtype="uint16")

1315random_st.randint(I_u2_low, I_u2_high_open, dtype="uint16")

1316random_st.randint(0, I_u2_high_open, dtype="uint16")

1317

1318random_st.randint(65536, dtype=np.uint16)

1319random_st.randint(0, 65536, dtype=np.uint16)

1320random_st.randint(I_u2_high_open, dtype=np.uint16)

1321random_st.randint(I_u2_low, I_u2_high_open, dtype=np.uint16)

1322random_st.randint(0, I_u2_high_open, dtype=np.uint16)

1323

1324random_st.randint(4294967296, dtype="u4")

1325random_st.randint(0, 4294967296, dtype="u4")

1326random_st.randint(I_u4_high_open, dtype="u4")

1327random_st.randint(I_u4_low, I_u4_high_open, dtype="u4")

1328random_st.randint(0, I_u4_high_open, dtype="u4")

1329

1330random_st.randint(4294967296, dtype="uint32")

1331random_st.randint(0, 4294967296, dtype="uint32")

1332random_st.randint(I_u4_high_open, dtype="uint32")

1333random_st.randint(I_u4_low, I_u4_high_open, dtype="uint32")

1334random_st.randint(0, I_u4_high_open, dtype="uint32")

1335

1336random_st.randint(4294967296, dtype=np.uint32)

1337random_st.randint(0, 4294967296, dtype=np.uint32)

1338random_st.randint(I_u4_high_open, dtype=np.uint32)

1339random_st.randint(I_u4_low, I_u4_high_open, dtype=np.uint32)

1340random_st.randint(0, I_u4_high_open, dtype=np.uint32)

1341

1342

1343random_st.randint(18446744073709551616, dtype="u8")

1344random_st.randint(0, 18446744073709551616, dtype="u8")

1345random_st.randint(I_u8_high_open, dtype="u8")

1346random_st.randint(I_u8_low, I_u8_high_open, dtype="u8")

1347random_st.randint(0, I_u8_high_open, dtype="u8")

1348

1349random_st.randint(18446744073709551616, dtype="uint64")

1350random_st.randint(0, 18446744073709551616, dtype="uint64")

1351random_st.randint(I_u8_high_open, dtype="uint64")

1352random_st.randint(I_u8_low, I_u8_high_open, dtype="uint64")

1353random_st.randint(0, I_u8_high_open, dtype="uint64")

1354

1355random_st.randint(18446744073709551616, dtype=np.uint64)

1356random_st.randint(0, 18446744073709551616, dtype=np.uint64)

1357random_st.randint(I_u8_high_open, dtype=np.uint64)

1358random_st.randint(I_u8_low, I_u8_high_open, dtype=np.uint64)

1359random_st.randint(0, I_u8_high_open, dtype=np.uint64)

1360

1361random_st.randint(128, dtype="i1")

1362random_st.randint(-128, 128, dtype="i1")

1363random_st.randint(I_i1_high_open, dtype="i1")

1364random_st.randint(I_i1_low, I_i1_high_open, dtype="i1")

1365random_st.randint(-128, I_i1_high_open, dtype="i1")

1366

1367random_st.randint(128, dtype="int8")

1368random_st.randint(-128, 128, dtype="int8")

1369random_st.randint(I_i1_high_open, dtype="int8")

1370random_st.randint(I_i1_low, I_i1_high_open, dtype="int8")

1371random_st.randint(-128, I_i1_high_open, dtype="int8")

1372

1373random_st.randint(128, dtype=np.int8)

1374random_st.randint(-128, 128, dtype=np.int8)

1375random_st.randint(I_i1_high_open, dtype=np.int8)

1376random_st.randint(I_i1_low, I_i1_high_open, dtype=np.int8)

1377random_st.randint(-128, I_i1_high_open, dtype=np.int8)

1378

1379random_st.randint(32768, dtype="i2")

1380random_st.randint(-32768, 32768, dtype="i2")

1381random_st.randint(I_i2_high_open, dtype="i2")

1382random_st.randint(I_i2_low, I_i2_high_open, dtype="i2")

1383random_st.randint(-32768, I_i2_high_open, dtype="i2")

1384random_st.randint(32768, dtype="int16")

1385random_st.randint(-32768, 32768, dtype="int16")

1386random_st.randint(I_i2_high_open, dtype="int16")

1387random_st.randint(I_i2_low, I_i2_high_open, dtype="int16")

1388random_st.randint(-32768, I_i2_high_open, dtype="int16")

1389random_st.randint(32768, dtype=np.int16)

1390random_st.randint(-32768, 32768, dtype=np.int16)

1391random_st.randint(I_i2_high_open, dtype=np.int16)

1392random_st.randint(I_i2_low, I_i2_high_open, dtype=np.int16)

1393random_st.randint(-32768, I_i2_high_open, dtype=np.int16)

1394

1395random_st.randint(2147483648, dtype="i4")

1396random_st.randint(-2147483648, 2147483648, dtype="i4")

1397random_st.randint(I_i4_high_open, dtype="i4")

1398random_st.randint(I_i4_low, I_i4_high_open, dtype="i4")

1399random_st.randint(-2147483648, I_i4_high_open, dtype="i4")

1400

1401random_st.randint(2147483648, dtype="int32")

1402random_st.randint(-2147483648, 2147483648, dtype="int32")

1403random_st.randint(I_i4_high_open, dtype="int32")

1404random_st.randint(I_i4_low, I_i4_high_open, dtype="int32")

1405random_st.randint(-2147483648, I_i4_high_open, dtype="int32")

1406

1407random_st.randint(2147483648, dtype=np.int32)

1408random_st.randint(-2147483648, 2147483648, dtype=np.int32)

1409random_st.randint(I_i4_high_open, dtype=np.int32)

1410random_st.randint(I_i4_low, I_i4_high_open, dtype=np.int32)

1411random_st.randint(-2147483648, I_i4_high_open, dtype=np.int32)

1412

1413random_st.randint(9223372036854775808, dtype="i8")

1414random_st.randint(-9223372036854775808, 9223372036854775808, dtype="i8")

1415random_st.randint(I_i8_high_open, dtype="i8")

1416random_st.randint(I_i8_low, I_i8_high_open, dtype="i8")

1417random_st.randint(-9223372036854775808, I_i8_high_open, dtype="i8")

1418

1419random_st.randint(9223372036854775808, dtype="int64")

1420random_st.randint(-9223372036854775808, 9223372036854775808, dtype="int64")

1421random_st.randint(I_i8_high_open, dtype="int64")

1422random_st.randint(I_i8_low, I_i8_high_open, dtype="int64")

1423random_st.randint(-9223372036854775808, I_i8_high_open, dtype="int64")

1424

1425random_st.randint(9223372036854775808, dtype=np.int64)

1426random_st.randint(-9223372036854775808, 9223372036854775808, dtype=np.int64)

1427random_st.randint(I_i8_high_open, dtype=np.int64)

1428random_st.randint(I_i8_low, I_i8_high_open, dtype=np.int64)

1429random_st.randint(-9223372036854775808, I_i8_high_open, dtype=np.int64)

1430

1431bg: np.random.BitGenerator = random_st._bit_generator

1432

1433random_st.bytes(2)

1434

1435random_st.choice(5)

1436random_st.choice(5, 3)

1437random_st.choice(5, 3, replace=True)

1438random_st.choice(5, 3, p=[1 / 5] * 5)

1439random_st.choice(5, 3, p=[1 / 5] * 5, replace=False)

1440

1441random_st.choice(["pooh", "rabbit", "piglet", "Christopher"])

1442random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3)

1443random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, p=[1 / 4] * 4)

1444random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=True)

1445random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=False, p=np.array([1 / 8, 1 / 8, 1 / 2, 1 / 4]))

1446

1447random_st.dirichlet([0.5, 0.5])

1448random_st.dirichlet(np.array([0.5, 0.5]))

1449random_st.dirichlet(np.array([0.5, 0.5]), size=3)

1450

1451random_st.multinomial(20, [1 / 6.0] * 6)

1452random_st.multinomial(20, np.array([0.5, 0.5]))

1453random_st.multinomial(20, [1 / 6.0] * 6, size=2)

1454

1455random_st.multivariate_normal([0.0], [[1.0]])

1456random_st.multivariate_normal([0.0], np.array([[1.0]]))

1457random_st.multivariate_normal(np.array([0.0]), [[1.0]])

1458random_st.multivariate_normal([0.0], np.array([[1.0]]))

1459

1460random_st.permutation(10)

1461random_st.permutation([1, 2, 3, 4])

1462random_st.permutation(np.array([1, 2, 3, 4]))

1463random_st.permutation(D_2D)

1464

1465random_st.shuffle(np.arange(10))

1466random_st.shuffle([1, 2, 3, 4, 5])

1467random_st.shuffle(D_2D)

1468

1469np.random.RandomState(SEED_PCG64)

1470np.random.RandomState(0)

1471np.random.RandomState([0, 1, 2])

1472random_st.__str__()

1473random_st.__repr__()

1474random_st_state = random_st.__getstate__()

1475random_st.__setstate__(random_st_state)

1476random_st.seed()

1477random_st.seed(1)

1478random_st.seed([0, 1])

1479random_st_get_state = random_st.get_state()

1480random_st_get_state_legacy = random_st.get_state(legacy=True)

1481random_st.set_state(random_st_get_state)

1482

1483random_st.rand()

1484random_st.rand(1)

1485random_st.rand(1, 2)

1486random_st.randn()

1487random_st.randn(1)

1488random_st.randn(1, 2)

1489random_st.random_sample()

1490random_st.random_sample(1)

1491random_st.random_sample(size=(1, 2))

1492

1493random_st.tomaxint()

1494random_st.tomaxint(1)

1495random_st.tomaxint((1,))

1496

1497np.random.mtrand.set_bit_generator(SEED_PCG64)

1498np.random.mtrand.get_bit_generator()