관리-도구

편집 파일: random.py

from __future__ import annotations from typing import Any import numpy as np SEED_NONE = None SEED_INT = 4579435749574957634658964293569 SEED_ARR: np.ndarray[Any, np.dtype[np.int64]] = np.array([1, 2, 3, 4], dtype=np.int64) SEED_ARRLIKE: list[int] = [1, 2, 3, 4] SEED_SEED_SEQ: np.random.SeedSequence = np.random.SeedSequence(0) SEED_MT19937: np.random.MT19937 = np.random.MT19937(0) SEED_PCG64: np.random.PCG64 = np.random.PCG64(0) SEED_PHILOX: np.random.Philox = np.random.Philox(0) SEED_SFC64: np.random.SFC64 = np.random.SFC64(0) # default rng np.random.default_rng() np.random.default_rng(SEED_NONE) np.random.default_rng(SEED_INT) np.random.default_rng(SEED_ARR) np.random.default_rng(SEED_ARRLIKE) np.random.default_rng(SEED_SEED_SEQ) np.random.default_rng(SEED_MT19937) np.random.default_rng(SEED_PCG64) np.random.default_rng(SEED_PHILOX) np.random.default_rng(SEED_SFC64) # Seed Sequence np.random.SeedSequence(SEED_NONE) np.random.SeedSequence(SEED_INT) np.random.SeedSequence(SEED_ARR) np.random.SeedSequence(SEED_ARRLIKE) # Bit Generators np.random.MT19937(SEED_NONE) np.random.MT19937(SEED_INT) np.random.MT19937(SEED_ARR) np.random.MT19937(SEED_ARRLIKE) np.random.MT19937(SEED_SEED_SEQ) np.random.PCG64(SEED_NONE) np.random.PCG64(SEED_INT) np.random.PCG64(SEED_ARR) np.random.PCG64(SEED_ARRLIKE) np.random.PCG64(SEED_SEED_SEQ) np.random.Philox(SEED_NONE) np.random.Philox(SEED_INT) np.random.Philox(SEED_ARR) np.random.Philox(SEED_ARRLIKE) np.random.Philox(SEED_SEED_SEQ) np.random.SFC64(SEED_NONE) np.random.SFC64(SEED_INT) np.random.SFC64(SEED_ARR) np.random.SFC64(SEED_ARRLIKE) np.random.SFC64(SEED_SEED_SEQ) seed_seq: np.random.bit_generator.SeedSequence = np.random.SeedSequence(SEED_NONE) seed_seq.spawn(10) seed_seq.generate_state(3) seed_seq.generate_state(3, "u4") seed_seq.generate_state(3, "uint32") seed_seq.generate_state(3, "u8") seed_seq.generate_state(3, "uint64") seed_seq.generate_state(3, np.uint32) seed_seq.generate_state(3, np.uint64) def_gen: np.random.Generator = np.random.default_rng() D_arr_0p1: np.ndarray[Any, np.dtype[np.float64]] = np.array([0.1]) D_arr_0p5: np.ndarray[Any, np.dtype[np.float64]] = np.array([0.5]) D_arr_0p9: np.ndarray[Any, np.dtype[np.float64]] = np.array([0.9]) D_arr_1p5: np.ndarray[Any, np.dtype[np.float64]] = np.array([1.5]) I_arr_10: np.ndarray[Any, np.dtype[np.int_]] = np.array([10], dtype=np.int_) I_arr_20: np.ndarray[Any, np.dtype[np.int_]] = np.array([20], dtype=np.int_) D_arr_like_0p1: list[float] = [0.1] D_arr_like_0p5: list[float] = [0.5] D_arr_like_0p9: list[float] = [0.9] D_arr_like_1p5: list[float] = [1.5] I_arr_like_10: list[int] = [10] I_arr_like_20: list[int] = [20] D_2D_like: list[list[float]] = [[1, 2], [2, 3], [3, 4], [4, 5.1]] D_2D: np.ndarray[Any, np.dtype[np.float64]] = np.array(D_2D_like) S_out: np.ndarray[Any, np.dtype[np.float32]] = np.empty(1, dtype=np.float32) D_out: np.ndarray[Any, np.dtype[np.float64]] = np.empty(1) def_gen.standard_normal() def_gen.standard_normal(dtype=np.float32) def_gen.standard_normal(dtype="float32") def_gen.standard_normal(dtype="double") def_gen.standard_normal(dtype=np.float64) def_gen.standard_normal(size=None) def_gen.standard_normal(size=1) def_gen.standard_normal(size=1, dtype=np.float32) def_gen.standard_normal(size=1, dtype="f4") def_gen.standard_normal(size=1, dtype="float32", out=S_out) def_gen.standard_normal(dtype=np.float32, out=S_out) def_gen.standard_normal(size=1, dtype=np.float64) def_gen.standard_normal(size=1, dtype="float64") def_gen.standard_normal(size=1, dtype="f8") def_gen.standard_normal(out=D_out) def_gen.standard_normal(size=1, dtype="float64") def_gen.standard_normal(size=1, dtype="float64", out=D_out) def_gen.random() def_gen.random(dtype=np.float32) def_gen.random(dtype="float32") def_gen.random(dtype="double") def_gen.random(dtype=np.float64) def_gen.random(size=None) def_gen.random(size=1) def_gen.random(size=1, dtype=np.float32) def_gen.random(size=1, dtype="f4") def_gen.random(size=1, dtype="float32", out=S_out) def_gen.random(dtype=np.float32, out=S_out) def_gen.random(size=1, dtype=np.float64) def_gen.random(size=1, dtype="float64") def_gen.random(size=1, dtype="f8") def_gen.random(out=D_out) def_gen.random(size=1, dtype="float64") def_gen.random(size=1, dtype="float64", out=D_out) def_gen.standard_cauchy() def_gen.standard_cauchy(size=None) def_gen.standard_cauchy(size=1) def_gen.standard_exponential() def_gen.standard_exponential(method="inv") def_gen.standard_exponential(dtype=np.float32) def_gen.standard_exponential(dtype="float32") def_gen.standard_exponential(dtype="double") def_gen.standard_exponential(dtype=np.float64) def_gen.standard_exponential(size=None) def_gen.standard_exponential(size=None, method="inv") def_gen.standard_exponential(size=1, method="inv") def_gen.standard_exponential(size=1, dtype=np.float32) def_gen.standard_exponential(size=1, dtype="f4", method="inv") def_gen.standard_exponential(size=1, dtype="float32", out=S_out) def_gen.standard_exponential(dtype=np.float32, out=S_out) def_gen.standard_exponential(size=1, dtype=np.float64, method="inv") def_gen.standard_exponential(size=1, dtype="float64") def_gen.standard_exponential(size=1, dtype="f8") def_gen.standard_exponential(out=D_out) def_gen.standard_exponential(size=1, dtype="float64") def_gen.standard_exponential(size=1, dtype="float64", out=D_out) def_gen.zipf(1.5) def_gen.zipf(1.5, size=None) def_gen.zipf(1.5, size=1) def_gen.zipf(D_arr_1p5) def_gen.zipf(D_arr_1p5, size=1) def_gen.zipf(D_arr_like_1p5) def_gen.zipf(D_arr_like_1p5, size=1) def_gen.weibull(0.5) def_gen.weibull(0.5, size=None) def_gen.weibull(0.5, size=1) def_gen.weibull(D_arr_0p5) def_gen.weibull(D_arr_0p5, size=1) def_gen.weibull(D_arr_like_0p5) def_gen.weibull(D_arr_like_0p5, size=1) def_gen.standard_t(0.5) def_gen.standard_t(0.5, size=None) def_gen.standard_t(0.5, size=1) def_gen.standard_t(D_arr_0p5) def_gen.standard_t(D_arr_0p5, size=1) def_gen.standard_t(D_arr_like_0p5) def_gen.standard_t(D_arr_like_0p5, size=1) def_gen.poisson(0.5) def_gen.poisson(0.5, size=None) def_gen.poisson(0.5, size=1) def_gen.poisson(D_arr_0p5) def_gen.poisson(D_arr_0p5, size=1) def_gen.poisson(D_arr_like_0p5) def_gen.poisson(D_arr_like_0p5, size=1) def_gen.power(0.5) def_gen.power(0.5, size=None) def_gen.power(0.5, size=1) def_gen.power(D_arr_0p5) def_gen.power(D_arr_0p5, size=1) def_gen.power(D_arr_like_0p5) def_gen.power(D_arr_like_0p5, size=1) def_gen.pareto(0.5) def_gen.pareto(0.5, size=None) def_gen.pareto(0.5, size=1) def_gen.pareto(D_arr_0p5) def_gen.pareto(D_arr_0p5, size=1) def_gen.pareto(D_arr_like_0p5) def_gen.pareto(D_arr_like_0p5, size=1) def_gen.chisquare(0.5) def_gen.chisquare(0.5, size=None) def_gen.chisquare(0.5, size=1) def_gen.chisquare(D_arr_0p5) def_gen.chisquare(D_arr_0p5, size=1) def_gen.chisquare(D_arr_like_0p5) def_gen.chisquare(D_arr_like_0p5, size=1) def_gen.exponential(0.5) def_gen.exponential(0.5, size=None) def_gen.exponential(0.5, size=1) def_gen.exponential(D_arr_0p5) def_gen.exponential(D_arr_0p5, size=1) def_gen.exponential(D_arr_like_0p5) def_gen.exponential(D_arr_like_0p5, size=1) def_gen.geometric(0.5) def_gen.geometric(0.5, size=None) def_gen.geometric(0.5, size=1) def_gen.geometric(D_arr_0p5) def_gen.geometric(D_arr_0p5, size=1) def_gen.geometric(D_arr_like_0p5) def_gen.geometric(D_arr_like_0p5, size=1) def_gen.logseries(0.5) def_gen.logseries(0.5, size=None) def_gen.logseries(0.5, size=1) def_gen.logseries(D_arr_0p5) def_gen.logseries(D_arr_0p5, size=1) def_gen.logseries(D_arr_like_0p5) def_gen.logseries(D_arr_like_0p5, size=1) def_gen.rayleigh(0.5) def_gen.rayleigh(0.5, size=None) def_gen.rayleigh(0.5, size=1) def_gen.rayleigh(D_arr_0p5) def_gen.rayleigh(D_arr_0p5, size=1) def_gen.rayleigh(D_arr_like_0p5) def_gen.rayleigh(D_arr_like_0p5, size=1) def_gen.standard_gamma(0.5) def_gen.standard_gamma(0.5, size=None) def_gen.standard_gamma(0.5, dtype="float32") def_gen.standard_gamma(0.5, size=None, dtype="float32") def_gen.standard_gamma(0.5, size=1) def_gen.standard_gamma(D_arr_0p5) def_gen.standard_gamma(D_arr_0p5, dtype="f4") def_gen.standard_gamma(0.5, size=1, dtype="float32", out=S_out) def_gen.standard_gamma(D_arr_0p5, dtype=np.float32, out=S_out) def_gen.standard_gamma(D_arr_0p5, size=1) def_gen.standard_gamma(D_arr_like_0p5) def_gen.standard_gamma(D_arr_like_0p5, size=1) def_gen.standard_gamma(0.5, out=D_out) def_gen.standard_gamma(D_arr_like_0p5, out=D_out) def_gen.standard_gamma(D_arr_like_0p5, size=1) def_gen.standard_gamma(D_arr_like_0p5, size=1, out=D_out, dtype=np.float64) def_gen.vonmises(0.5, 0.5) def_gen.vonmises(0.5, 0.5, size=None) def_gen.vonmises(0.5, 0.5, size=1) def_gen.vonmises(D_arr_0p5, 0.5) def_gen.vonmises(0.5, D_arr_0p5) def_gen.vonmises(D_arr_0p5, 0.5, size=1) def_gen.vonmises(0.5, D_arr_0p5, size=1) def_gen.vonmises(D_arr_like_0p5, 0.5) def_gen.vonmises(0.5, D_arr_like_0p5) def_gen.vonmises(D_arr_0p5, D_arr_0p5) def_gen.vonmises(D_arr_like_0p5, D_arr_like_0p5) def_gen.vonmises(D_arr_0p5, D_arr_0p5, size=1) def_gen.vonmises(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.wald(0.5, 0.5) def_gen.wald(0.5, 0.5, size=None) def_gen.wald(0.5, 0.5, size=1) def_gen.wald(D_arr_0p5, 0.5) def_gen.wald(0.5, D_arr_0p5) def_gen.wald(D_arr_0p5, 0.5, size=1) def_gen.wald(0.5, D_arr_0p5, size=1) def_gen.wald(D_arr_like_0p5, 0.5) def_gen.wald(0.5, D_arr_like_0p5) def_gen.wald(D_arr_0p5, D_arr_0p5) def_gen.wald(D_arr_like_0p5, D_arr_like_0p5) def_gen.wald(D_arr_0p5, D_arr_0p5, size=1) def_gen.wald(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.uniform(0.5, 0.5) def_gen.uniform(0.5, 0.5, size=None) def_gen.uniform(0.5, 0.5, size=1) def_gen.uniform(D_arr_0p5, 0.5) def_gen.uniform(0.5, D_arr_0p5) def_gen.uniform(D_arr_0p5, 0.5, size=1) def_gen.uniform(0.5, D_arr_0p5, size=1) def_gen.uniform(D_arr_like_0p5, 0.5) def_gen.uniform(0.5, D_arr_like_0p5) def_gen.uniform(D_arr_0p5, D_arr_0p5) def_gen.uniform(D_arr_like_0p5, D_arr_like_0p5) def_gen.uniform(D_arr_0p5, D_arr_0p5, size=1) def_gen.uniform(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.beta(0.5, 0.5) def_gen.beta(0.5, 0.5, size=None) def_gen.beta(0.5, 0.5, size=1) def_gen.beta(D_arr_0p5, 0.5) def_gen.beta(0.5, D_arr_0p5) def_gen.beta(D_arr_0p5, 0.5, size=1) def_gen.beta(0.5, D_arr_0p5, size=1) def_gen.beta(D_arr_like_0p5, 0.5) def_gen.beta(0.5, D_arr_like_0p5) def_gen.beta(D_arr_0p5, D_arr_0p5) def_gen.beta(D_arr_like_0p5, D_arr_like_0p5) def_gen.beta(D_arr_0p5, D_arr_0p5, size=1) def_gen.beta(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.f(0.5, 0.5) def_gen.f(0.5, 0.5, size=None) def_gen.f(0.5, 0.5, size=1) def_gen.f(D_arr_0p5, 0.5) def_gen.f(0.5, D_arr_0p5) def_gen.f(D_arr_0p5, 0.5, size=1) def_gen.f(0.5, D_arr_0p5, size=1) def_gen.f(D_arr_like_0p5, 0.5) def_gen.f(0.5, D_arr_like_0p5) def_gen.f(D_arr_0p5, D_arr_0p5) def_gen.f(D_arr_like_0p5, D_arr_like_0p5) def_gen.f(D_arr_0p5, D_arr_0p5, size=1) def_gen.f(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.gamma(0.5, 0.5) def_gen.gamma(0.5, 0.5, size=None) def_gen.gamma(0.5, 0.5, size=1) def_gen.gamma(D_arr_0p5, 0.5) def_gen.gamma(0.5, D_arr_0p5) def_gen.gamma(D_arr_0p5, 0.5, size=1) def_gen.gamma(0.5, D_arr_0p5, size=1) def_gen.gamma(D_arr_like_0p5, 0.5) def_gen.gamma(0.5, D_arr_like_0p5) def_gen.gamma(D_arr_0p5, D_arr_0p5) def_gen.gamma(D_arr_like_0p5, D_arr_like_0p5) def_gen.gamma(D_arr_0p5, D_arr_0p5, size=1) def_gen.gamma(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.gumbel(0.5, 0.5) def_gen.gumbel(0.5, 0.5, size=None) def_gen.gumbel(0.5, 0.5, size=1) def_gen.gumbel(D_arr_0p5, 0.5) def_gen.gumbel(0.5, D_arr_0p5) def_gen.gumbel(D_arr_0p5, 0.5, size=1) def_gen.gumbel(0.5, D_arr_0p5, size=1) def_gen.gumbel(D_arr_like_0p5, 0.5) def_gen.gumbel(0.5, D_arr_like_0p5) def_gen.gumbel(D_arr_0p5, D_arr_0p5) def_gen.gumbel(D_arr_like_0p5, D_arr_like_0p5) def_gen.gumbel(D_arr_0p5, D_arr_0p5, size=1) def_gen.gumbel(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.laplace(0.5, 0.5) def_gen.laplace(0.5, 0.5, size=None) def_gen.laplace(0.5, 0.5, size=1) def_gen.laplace(D_arr_0p5, 0.5) def_gen.laplace(0.5, D_arr_0p5) def_gen.laplace(D_arr_0p5, 0.5, size=1) def_gen.laplace(0.5, D_arr_0p5, size=1) def_gen.laplace(D_arr_like_0p5, 0.5) def_gen.laplace(0.5, D_arr_like_0p5) def_gen.laplace(D_arr_0p5, D_arr_0p5) def_gen.laplace(D_arr_like_0p5, D_arr_like_0p5) def_gen.laplace(D_arr_0p5, D_arr_0p5, size=1) def_gen.laplace(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.logistic(0.5, 0.5) def_gen.logistic(0.5, 0.5, size=None) def_gen.logistic(0.5, 0.5, size=1) def_gen.logistic(D_arr_0p5, 0.5) def_gen.logistic(0.5, D_arr_0p5) def_gen.logistic(D_arr_0p5, 0.5, size=1) def_gen.logistic(0.5, D_arr_0p5, size=1) def_gen.logistic(D_arr_like_0p5, 0.5) def_gen.logistic(0.5, D_arr_like_0p5) def_gen.logistic(D_arr_0p5, D_arr_0p5) def_gen.logistic(D_arr_like_0p5, D_arr_like_0p5) def_gen.logistic(D_arr_0p5, D_arr_0p5, size=1) def_gen.logistic(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.lognormal(0.5, 0.5) def_gen.lognormal(0.5, 0.5, size=None) def_gen.lognormal(0.5, 0.5, size=1) def_gen.lognormal(D_arr_0p5, 0.5) def_gen.lognormal(0.5, D_arr_0p5) def_gen.lognormal(D_arr_0p5, 0.5, size=1) def_gen.lognormal(0.5, D_arr_0p5, size=1) def_gen.lognormal(D_arr_like_0p5, 0.5) def_gen.lognormal(0.5, D_arr_like_0p5) def_gen.lognormal(D_arr_0p5, D_arr_0p5) def_gen.lognormal(D_arr_like_0p5, D_arr_like_0p5) def_gen.lognormal(D_arr_0p5, D_arr_0p5, size=1) def_gen.lognormal(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.noncentral_chisquare(0.5, 0.5) def_gen.noncentral_chisquare(0.5, 0.5, size=None) def_gen.noncentral_chisquare(0.5, 0.5, size=1) def_gen.noncentral_chisquare(D_arr_0p5, 0.5) def_gen.noncentral_chisquare(0.5, D_arr_0p5) def_gen.noncentral_chisquare(D_arr_0p5, 0.5, size=1) def_gen.noncentral_chisquare(0.5, D_arr_0p5, size=1) def_gen.noncentral_chisquare(D_arr_like_0p5, 0.5) def_gen.noncentral_chisquare(0.5, D_arr_like_0p5) def_gen.noncentral_chisquare(D_arr_0p5, D_arr_0p5) def_gen.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5) def_gen.noncentral_chisquare(D_arr_0p5, D_arr_0p5, size=1) def_gen.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.normal(0.5, 0.5) def_gen.normal(0.5, 0.5, size=None) def_gen.normal(0.5, 0.5, size=1) def_gen.normal(D_arr_0p5, 0.5) def_gen.normal(0.5, D_arr_0p5) def_gen.normal(D_arr_0p5, 0.5, size=1) def_gen.normal(0.5, D_arr_0p5, size=1) def_gen.normal(D_arr_like_0p5, 0.5) def_gen.normal(0.5, D_arr_like_0p5) def_gen.normal(D_arr_0p5, D_arr_0p5) def_gen.normal(D_arr_like_0p5, D_arr_like_0p5) def_gen.normal(D_arr_0p5, D_arr_0p5, size=1) def_gen.normal(D_arr_like_0p5, D_arr_like_0p5, size=1) def_gen.triangular(0.1, 0.5, 0.9) def_gen.triangular(0.1, 0.5, 0.9, size=None) def_gen.triangular(0.1, 0.5, 0.9, size=1) def_gen.triangular(D_arr_0p1, 0.5, 0.9) def_gen.triangular(0.1, D_arr_0p5, 0.9) def_gen.triangular(D_arr_0p1, 0.5, D_arr_like_0p9, size=1) def_gen.triangular(0.1, D_arr_0p5, 0.9, size=1) def_gen.triangular(D_arr_like_0p1, 0.5, D_arr_0p9) def_gen.triangular(0.5, D_arr_like_0p5, 0.9) def_gen.triangular(D_arr_0p1, D_arr_0p5, 0.9) def_gen.triangular(D_arr_like_0p1, D_arr_like_0p5, 0.9) def_gen.triangular(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1) def_gen.triangular(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1) def_gen.noncentral_f(0.1, 0.5, 0.9) def_gen.noncentral_f(0.1, 0.5, 0.9, size=None) def_gen.noncentral_f(0.1, 0.5, 0.9, size=1) def_gen.noncentral_f(D_arr_0p1, 0.5, 0.9) def_gen.noncentral_f(0.1, D_arr_0p5, 0.9) def_gen.noncentral_f(D_arr_0p1, 0.5, D_arr_like_0p9, size=1) def_gen.noncentral_f(0.1, D_arr_0p5, 0.9, size=1) def_gen.noncentral_f(D_arr_like_0p1, 0.5, D_arr_0p9) def_gen.noncentral_f(0.5, D_arr_like_0p5, 0.9) def_gen.noncentral_f(D_arr_0p1, D_arr_0p5, 0.9) def_gen.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, 0.9) def_gen.noncentral_f(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1) def_gen.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1) def_gen.binomial(10, 0.5) def_gen.binomial(10, 0.5, size=None) def_gen.binomial(10, 0.5, size=1) def_gen.binomial(I_arr_10, 0.5) def_gen.binomial(10, D_arr_0p5) def_gen.binomial(I_arr_10, 0.5, size=1) def_gen.binomial(10, D_arr_0p5, size=1) def_gen.binomial(I_arr_like_10, 0.5) def_gen.binomial(10, D_arr_like_0p5) def_gen.binomial(I_arr_10, D_arr_0p5) def_gen.binomial(I_arr_like_10, D_arr_like_0p5) def_gen.binomial(I_arr_10, D_arr_0p5, size=1) def_gen.binomial(I_arr_like_10, D_arr_like_0p5, size=1) def_gen.negative_binomial(10, 0.5) def_gen.negative_binomial(10, 0.5, size=None) def_gen.negative_binomial(10, 0.5, size=1) def_gen.negative_binomial(I_arr_10, 0.5) def_gen.negative_binomial(10, D_arr_0p5) def_gen.negative_binomial(I_arr_10, 0.5, size=1) def_gen.negative_binomial(10, D_arr_0p5, size=1) def_gen.negative_binomial(I_arr_like_10, 0.5) def_gen.negative_binomial(10, D_arr_like_0p5) def_gen.negative_binomial(I_arr_10, D_arr_0p5) def_gen.negative_binomial(I_arr_like_10, D_arr_like_0p5) def_gen.negative_binomial(I_arr_10, D_arr_0p5, size=1) def_gen.negative_binomial(I_arr_like_10, D_arr_like_0p5, size=1) def_gen.hypergeometric(20, 20, 10) def_gen.hypergeometric(20, 20, 10, size=None) def_gen.hypergeometric(20, 20, 10, size=1) def_gen.hypergeometric(I_arr_20, 20, 10) def_gen.hypergeometric(20, I_arr_20, 10) def_gen.hypergeometric(I_arr_20, 20, I_arr_like_10, size=1) def_gen.hypergeometric(20, I_arr_20, 10, size=1) def_gen.hypergeometric(I_arr_like_20, 20, I_arr_10) def_gen.hypergeometric(20, I_arr_like_20, 10) def_gen.hypergeometric(I_arr_20, I_arr_20, 10) def_gen.hypergeometric(I_arr_like_20, I_arr_like_20, 10) def_gen.hypergeometric(I_arr_20, I_arr_20, I_arr_10, size=1) def_gen.hypergeometric(I_arr_like_20, I_arr_like_20, I_arr_like_10, size=1) I_int64_100: np.ndarray[Any, np.dtype[np.int64]] = np.array([100], dtype=np.int64) def_gen.integers(0, 100) def_gen.integers(100) def_gen.integers([100]) def_gen.integers(0, [100]) I_bool_low: np.ndarray[Any, np.dtype[np.bool_]] = np.array([0], dtype=np.bool_) I_bool_low_like: list[int] = [0] I_bool_high_open: np.ndarray[Any, np.dtype[np.bool_]] = np.array([1], dtype=np.bool_) I_bool_high_closed: np.ndarray[Any, np.dtype[np.bool_]] = np.array([1], dtype=np.bool_) def_gen.integers(2, dtype=bool) def_gen.integers(0, 2, dtype=bool) def_gen.integers(1, dtype=bool, endpoint=True) def_gen.integers(0, 1, dtype=bool, endpoint=True) def_gen.integers(I_bool_low_like, 1, dtype=bool, endpoint=True) def_gen.integers(I_bool_high_open, dtype=bool) def_gen.integers(I_bool_low, I_bool_high_open, dtype=bool) def_gen.integers(0, I_bool_high_open, dtype=bool) def_gen.integers(I_bool_high_closed, dtype=bool, endpoint=True) def_gen.integers(I_bool_low, I_bool_high_closed, dtype=bool, endpoint=True) def_gen.integers(0, I_bool_high_closed, dtype=bool, endpoint=True) def_gen.integers(2, dtype=np.bool_) def_gen.integers(0, 2, dtype=np.bool_) def_gen.integers(1, dtype=np.bool_, endpoint=True) def_gen.integers(0, 1, dtype=np.bool_, endpoint=True) def_gen.integers(I_bool_low_like, 1, dtype=np.bool_, endpoint=True) def_gen.integers(I_bool_high_open, dtype=np.bool_) def_gen.integers(I_bool_low, I_bool_high_open, dtype=np.bool_) def_gen.integers(0, I_bool_high_open, dtype=np.bool_) def_gen.integers(I_bool_high_closed, dtype=np.bool_, endpoint=True) def_gen.integers(I_bool_low, I_bool_high_closed, dtype=np.bool_, endpoint=True) def_gen.integers(0, I_bool_high_closed, dtype=np.bool_, endpoint=True) I_u1_low: np.ndarray[Any, np.dtype[np.uint8]] = np.array([0], dtype=np.uint8) I_u1_low_like: list[int] = [0] I_u1_high_open: np.ndarray[Any, np.dtype[np.uint8]] = np.array([255], dtype=np.uint8) I_u1_high_closed: np.ndarray[Any, np.dtype[np.uint8]] = np.array([255], dtype=np.uint8) def_gen.integers(256, dtype="u1") def_gen.integers(0, 256, dtype="u1") def_gen.integers(255, dtype="u1", endpoint=True) def_gen.integers(0, 255, dtype="u1", endpoint=True) def_gen.integers(I_u1_low_like, 255, dtype="u1", endpoint=True) def_gen.integers(I_u1_high_open, dtype="u1") def_gen.integers(I_u1_low, I_u1_high_open, dtype="u1") def_gen.integers(0, I_u1_high_open, dtype="u1") def_gen.integers(I_u1_high_closed, dtype="u1", endpoint=True) def_gen.integers(I_u1_low, I_u1_high_closed, dtype="u1", endpoint=True) def_gen.integers(0, I_u1_high_closed, dtype="u1", endpoint=True) def_gen.integers(256, dtype="uint8") def_gen.integers(0, 256, dtype="uint8") def_gen.integers(255, dtype="uint8", endpoint=True) def_gen.integers(0, 255, dtype="uint8", endpoint=True) def_gen.integers(I_u1_low_like, 255, dtype="uint8", endpoint=True) def_gen.integers(I_u1_high_open, dtype="uint8") def_gen.integers(I_u1_low, I_u1_high_open, dtype="uint8") def_gen.integers(0, I_u1_high_open, dtype="uint8") def_gen.integers(I_u1_high_closed, dtype="uint8", endpoint=True) def_gen.integers(I_u1_low, I_u1_high_closed, dtype="uint8", endpoint=True) def_gen.integers(0, I_u1_high_closed, dtype="uint8", endpoint=True) def_gen.integers(256, dtype=np.uint8) def_gen.integers(0, 256, dtype=np.uint8) def_gen.integers(255, dtype=np.uint8, endpoint=True) def_gen.integers(0, 255, dtype=np.uint8, endpoint=True) def_gen.integers(I_u1_low_like, 255, dtype=np.uint8, endpoint=True) def_gen.integers(I_u1_high_open, dtype=np.uint8) def_gen.integers(I_u1_low, I_u1_high_open, dtype=np.uint8) def_gen.integers(0, I_u1_high_open, dtype=np.uint8) def_gen.integers(I_u1_high_closed, dtype=np.uint8, endpoint=True) def_gen.integers(I_u1_low, I_u1_high_closed, dtype=np.uint8, endpoint=True) def_gen.integers(0, I_u1_high_closed, dtype=np.uint8, endpoint=True) I_u2_low: np.ndarray[Any, np.dtype[np.uint16]] = np.array([0], dtype=np.uint16) I_u2_low_like: list[int] = [0] I_u2_high_open: np.ndarray[Any, np.dtype[np.uint16]] = np.array([65535], dtype=np.uint16) I_u2_high_closed: np.ndarray[Any, np.dtype[np.uint16]] = np.array([65535], dtype=np.uint16) def_gen.integers(65536, dtype="u2") def_gen.integers(0, 65536, dtype="u2") def_gen.integers(65535, dtype="u2", endpoint=True) def_gen.integers(0, 65535, dtype="u2", endpoint=True) def_gen.integers(I_u2_low_like, 65535, dtype="u2", endpoint=True) def_gen.integers(I_u2_high_open, dtype="u2") def_gen.integers(I_u2_low, I_u2_high_open, dtype="u2") def_gen.integers(0, I_u2_high_open, dtype="u2") def_gen.integers(I_u2_high_closed, dtype="u2", endpoint=True) def_gen.integers(I_u2_low, I_u2_high_closed, dtype="u2", endpoint=True) def_gen.integers(0, I_u2_high_closed, dtype="u2", endpoint=True) def_gen.integers(65536, dtype="uint16") def_gen.integers(0, 65536, dtype="uint16") def_gen.integers(65535, dtype="uint16", endpoint=True) def_gen.integers(0, 65535, dtype="uint16", endpoint=True) def_gen.integers(I_u2_low_like, 65535, dtype="uint16", endpoint=True) def_gen.integers(I_u2_high_open, dtype="uint16") def_gen.integers(I_u2_low, I_u2_high_open, dtype="uint16") def_gen.integers(0, I_u2_high_open, dtype="uint16") def_gen.integers(I_u2_high_closed, dtype="uint16", endpoint=True) def_gen.integers(I_u2_low, I_u2_high_closed, dtype="uint16", endpoint=True) def_gen.integers(0, I_u2_high_closed, dtype="uint16", endpoint=True) def_gen.integers(65536, dtype=np.uint16) def_gen.integers(0, 65536, dtype=np.uint16) def_gen.integers(65535, dtype=np.uint16, endpoint=True) def_gen.integers(0, 65535, dtype=np.uint16, endpoint=True) def_gen.integers(I_u2_low_like, 65535, dtype=np.uint16, endpoint=True) def_gen.integers(I_u2_high_open, dtype=np.uint16) def_gen.integers(I_u2_low, I_u2_high_open, dtype=np.uint16) def_gen.integers(0, I_u2_high_open, dtype=np.uint16) def_gen.integers(I_u2_high_closed, dtype=np.uint16, endpoint=True) def_gen.integers(I_u2_low, I_u2_high_closed, dtype=np.uint16, endpoint=True) def_gen.integers(0, I_u2_high_closed, dtype=np.uint16, endpoint=True) I_u4_low: np.ndarray[Any, np.dtype[np.uint32]] = np.array([0], dtype=np.uint32) I_u4_low_like: list[int] = [0] I_u4_high_open: np.ndarray[Any, np.dtype[np.uint32]] = np.array([4294967295], dtype=np.uint32) I_u4_high_closed: np.ndarray[Any, np.dtype[np.uint32]] = np.array([4294967295], dtype=np.uint32) def_gen.integers(4294967296, dtype="u4") def_gen.integers(0, 4294967296, dtype="u4") def_gen.integers(4294967295, dtype="u4", endpoint=True) def_gen.integers(0, 4294967295, dtype="u4", endpoint=True) def_gen.integers(I_u4_low_like, 4294967295, dtype="u4", endpoint=True) def_gen.integers(I_u4_high_open, dtype="u4") def_gen.integers(I_u4_low, I_u4_high_open, dtype="u4") def_gen.integers(0, I_u4_high_open, dtype="u4") def_gen.integers(I_u4_high_closed, dtype="u4", endpoint=True) def_gen.integers(I_u4_low, I_u4_high_closed, dtype="u4", endpoint=True) def_gen.integers(0, I_u4_high_closed, dtype="u4", endpoint=True) def_gen.integers(4294967296, dtype="uint32") def_gen.integers(0, 4294967296, dtype="uint32") def_gen.integers(4294967295, dtype="uint32", endpoint=True) def_gen.integers(0, 4294967295, dtype="uint32", endpoint=True) def_gen.integers(I_u4_low_like, 4294967295, dtype="uint32", endpoint=True) def_gen.integers(I_u4_high_open, dtype="uint32") def_gen.integers(I_u4_low, I_u4_high_open, dtype="uint32") def_gen.integers(0, I_u4_high_open, dtype="uint32") def_gen.integers(I_u4_high_closed, dtype="uint32", endpoint=True) def_gen.integers(I_u4_low, I_u4_high_closed, dtype="uint32", endpoint=True) def_gen.integers(0, I_u4_high_closed, dtype="uint32", endpoint=True) def_gen.integers(4294967296, dtype=np.uint32) def_gen.integers(0, 4294967296, dtype=np.uint32) def_gen.integers(4294967295, dtype=np.uint32, endpoint=True) def_gen.integers(0, 4294967295, dtype=np.uint32, endpoint=True) def_gen.integers(I_u4_low_like, 4294967295, dtype=np.uint32, endpoint=True) def_gen.integers(I_u4_high_open, dtype=np.uint32) def_gen.integers(I_u4_low, I_u4_high_open, dtype=np.uint32) def_gen.integers(0, I_u4_high_open, dtype=np.uint32) def_gen.integers(I_u4_high_closed, dtype=np.uint32, endpoint=True) def_gen.integers(I_u4_low, I_u4_high_closed, dtype=np.uint32, endpoint=True) def_gen.integers(0, I_u4_high_closed, dtype=np.uint32, endpoint=True) I_u8_low: np.ndarray[Any, np.dtype[np.uint64]] = np.array([0], dtype=np.uint64) I_u8_low_like: list[int] = [0] I_u8_high_open: np.ndarray[Any, np.dtype[np.uint64]] = np.array([18446744073709551615], dtype=np.uint64) I_u8_high_closed: np.ndarray[Any, np.dtype[np.uint64]] = np.array([18446744073709551615], dtype=np.uint64) def_gen.integers(18446744073709551616, dtype="u8") def_gen.integers(0, 18446744073709551616, dtype="u8") def_gen.integers(18446744073709551615, dtype="u8", endpoint=True) def_gen.integers(0, 18446744073709551615, dtype="u8", endpoint=True) def_gen.integers(I_u8_low_like, 18446744073709551615, dtype="u8", endpoint=True) def_gen.integers(I_u8_high_open, dtype="u8") def_gen.integers(I_u8_low, I_u8_high_open, dtype="u8") def_gen.integers(0, I_u8_high_open, dtype="u8") def_gen.integers(I_u8_high_closed, dtype="u8", endpoint=True) def_gen.integers(I_u8_low, I_u8_high_closed, dtype="u8", endpoint=True) def_gen.integers(0, I_u8_high_closed, dtype="u8", endpoint=True) def_gen.integers(18446744073709551616, dtype="uint64") def_gen.integers(0, 18446744073709551616, dtype="uint64") def_gen.integers(18446744073709551615, dtype="uint64", endpoint=True) def_gen.integers(0, 18446744073709551615, dtype="uint64", endpoint=True) def_gen.integers(I_u8_low_like, 18446744073709551615, dtype="uint64", endpoint=True) def_gen.integers(I_u8_high_open, dtype="uint64") def_gen.integers(I_u8_low, I_u8_high_open, dtype="uint64") def_gen.integers(0, I_u8_high_open, dtype="uint64") def_gen.integers(I_u8_high_closed, dtype="uint64", endpoint=True) def_gen.integers(I_u8_low, I_u8_high_closed, dtype="uint64", endpoint=True) def_gen.integers(0, I_u8_high_closed, dtype="uint64", endpoint=True) def_gen.integers(18446744073709551616, dtype=np.uint64) def_gen.integers(0, 18446744073709551616, dtype=np.uint64) def_gen.integers(18446744073709551615, dtype=np.uint64, endpoint=True) def_gen.integers(0, 18446744073709551615, dtype=np.uint64, endpoint=True) def_gen.integers(I_u8_low_like, 18446744073709551615, dtype=np.uint64, endpoint=True) def_gen.integers(I_u8_high_open, dtype=np.uint64) def_gen.integers(I_u8_low, I_u8_high_open, dtype=np.uint64) def_gen.integers(0, I_u8_high_open, dtype=np.uint64) def_gen.integers(I_u8_high_closed, dtype=np.uint64, endpoint=True) def_gen.integers(I_u8_low, I_u8_high_closed, dtype=np.uint64, endpoint=True) def_gen.integers(0, I_u8_high_closed, dtype=np.uint64, endpoint=True) I_i1_low: np.ndarray[Any, np.dtype[np.int8]] = np.array([-128], dtype=np.int8) I_i1_low_like: list[int] = [-128] I_i1_high_open: np.ndarray[Any, np.dtype[np.int8]] = np.array([127], dtype=np.int8) I_i1_high_closed: np.ndarray[Any, np.dtype[np.int8]] = np.array([127], dtype=np.int8) def_gen.integers(128, dtype="i1") def_gen.integers(-128, 128, dtype="i1") def_gen.integers(127, dtype="i1", endpoint=True) def_gen.integers(-128, 127, dtype="i1", endpoint=True) def_gen.integers(I_i1_low_like, 127, dtype="i1", endpoint=True) def_gen.integers(I_i1_high_open, dtype="i1") def_gen.integers(I_i1_low, I_i1_high_open, dtype="i1") def_gen.integers(-128, I_i1_high_open, dtype="i1") def_gen.integers(I_i1_high_closed, dtype="i1", endpoint=True) def_gen.integers(I_i1_low, I_i1_high_closed, dtype="i1", endpoint=True) def_gen.integers(-128, I_i1_high_closed, dtype="i1", endpoint=True) def_gen.integers(128, dtype="int8") def_gen.integers(-128, 128, dtype="int8") def_gen.integers(127, dtype="int8", endpoint=True) def_gen.integers(-128, 127, dtype="int8", endpoint=True) def_gen.integers(I_i1_low_like, 127, dtype="int8", endpoint=True) def_gen.integers(I_i1_high_open, dtype="int8") def_gen.integers(I_i1_low, I_i1_high_open, dtype="int8") def_gen.integers(-128, I_i1_high_open, dtype="int8") def_gen.integers(I_i1_high_closed, dtype="int8", endpoint=True) def_gen.integers(I_i1_low, I_i1_high_closed, dtype="int8", endpoint=True) def_gen.integers(-128, I_i1_high_closed, dtype="int8", endpoint=True) def_gen.integers(128, dtype=np.int8) def_gen.integers(-128, 128, dtype=np.int8) def_gen.integers(127, dtype=np.int8, endpoint=True) def_gen.integers(-128, 127, dtype=np.int8, endpoint=True) def_gen.integers(I_i1_low_like, 127, dtype=np.int8, endpoint=True) def_gen.integers(I_i1_high_open, dtype=np.int8) def_gen.integers(I_i1_low, I_i1_high_open, dtype=np.int8) def_gen.integers(-128, I_i1_high_open, dtype=np.int8) def_gen.integers(I_i1_high_closed, dtype=np.int8, endpoint=True) def_gen.integers(I_i1_low, I_i1_high_closed, dtype=np.int8, endpoint=True) def_gen.integers(-128, I_i1_high_closed, dtype=np.int8, endpoint=True) I_i2_low: np.ndarray[Any, np.dtype[np.int16]] = np.array([-32768], dtype=np.int16) I_i2_low_like: list[int] = [-32768] I_i2_high_open: np.ndarray[Any, np.dtype[np.int16]] = np.array([32767], dtype=np.int16) I_i2_high_closed: np.ndarray[Any, np.dtype[np.int16]] = np.array([32767], dtype=np.int16) def_gen.integers(32768, dtype="i2") def_gen.integers(-32768, 32768, dtype="i2") def_gen.integers(32767, dtype="i2", endpoint=True) def_gen.integers(-32768, 32767, dtype="i2", endpoint=True) def_gen.integers(I_i2_low_like, 32767, dtype="i2", endpoint=True) def_gen.integers(I_i2_high_open, dtype="i2") def_gen.integers(I_i2_low, I_i2_high_open, dtype="i2") def_gen.integers(-32768, I_i2_high_open, dtype="i2") def_gen.integers(I_i2_high_closed, dtype="i2", endpoint=True) def_gen.integers(I_i2_low, I_i2_high_closed, dtype="i2", endpoint=True) def_gen.integers(-32768, I_i2_high_closed, dtype="i2", endpoint=True) def_gen.integers(32768, dtype="int16") def_gen.integers(-32768, 32768, dtype="int16") def_gen.integers(32767, dtype="int16", endpoint=True) def_gen.integers(-32768, 32767, dtype="int16", endpoint=True) def_gen.integers(I_i2_low_like, 32767, dtype="int16", endpoint=True) def_gen.integers(I_i2_high_open, dtype="int16") def_gen.integers(I_i2_low, I_i2_high_open, dtype="int16") def_gen.integers(-32768, I_i2_high_open, dtype="int16") def_gen.integers(I_i2_high_closed, dtype="int16", endpoint=True) def_gen.integers(I_i2_low, I_i2_high_closed, dtype="int16", endpoint=True) def_gen.integers(-32768, I_i2_high_closed, dtype="int16", endpoint=True) def_gen.integers(32768, dtype=np.int16) def_gen.integers(-32768, 32768, dtype=np.int16) def_gen.integers(32767, dtype=np.int16, endpoint=True) def_gen.integers(-32768, 32767, dtype=np.int16, endpoint=True) def_gen.integers(I_i2_low_like, 32767, dtype=np.int16, endpoint=True) def_gen.integers(I_i2_high_open, dtype=np.int16) def_gen.integers(I_i2_low, I_i2_high_open, dtype=np.int16) def_gen.integers(-32768, I_i2_high_open, dtype=np.int16) def_gen.integers(I_i2_high_closed, dtype=np.int16, endpoint=True) def_gen.integers(I_i2_low, I_i2_high_closed, dtype=np.int16, endpoint=True) def_gen.integers(-32768, I_i2_high_closed, dtype=np.int16, endpoint=True) I_i4_low: np.ndarray[Any, np.dtype[np.int32]] = np.array([-2147483648], dtype=np.int32) I_i4_low_like: list[int] = [-2147483648] I_i4_high_open: np.ndarray[Any, np.dtype[np.int32]] = np.array([2147483647], dtype=np.int32) I_i4_high_closed: np.ndarray[Any, np.dtype[np.int32]] = np.array([2147483647], dtype=np.int32) def_gen.integers(2147483648, dtype="i4") def_gen.integers(-2147483648, 2147483648, dtype="i4") def_gen.integers(2147483647, dtype="i4", endpoint=True) def_gen.integers(-2147483648, 2147483647, dtype="i4", endpoint=True) def_gen.integers(I_i4_low_like, 2147483647, dtype="i4", endpoint=True) def_gen.integers(I_i4_high_open, dtype="i4") def_gen.integers(I_i4_low, I_i4_high_open, dtype="i4") def_gen.integers(-2147483648, I_i4_high_open, dtype="i4") def_gen.integers(I_i4_high_closed, dtype="i4", endpoint=True) def_gen.integers(I_i4_low, I_i4_high_closed, dtype="i4", endpoint=True) def_gen.integers(-2147483648, I_i4_high_closed, dtype="i4", endpoint=True) def_gen.integers(2147483648, dtype="int32") def_gen.integers(-2147483648, 2147483648, dtype="int32") def_gen.integers(2147483647, dtype="int32", endpoint=True) def_gen.integers(-2147483648, 2147483647, dtype="int32", endpoint=True) def_gen.integers(I_i4_low_like, 2147483647, dtype="int32", endpoint=True) def_gen.integers(I_i4_high_open, dtype="int32") def_gen.integers(I_i4_low, I_i4_high_open, dtype="int32") def_gen.integers(-2147483648, I_i4_high_open, dtype="int32") def_gen.integers(I_i4_high_closed, dtype="int32", endpoint=True) def_gen.integers(I_i4_low, I_i4_high_closed, dtype="int32", endpoint=True) def_gen.integers(-2147483648, I_i4_high_closed, dtype="int32", endpoint=True) def_gen.integers(2147483648, dtype=np.int32) def_gen.integers(-2147483648, 2147483648, dtype=np.int32) def_gen.integers(2147483647, dtype=np.int32, endpoint=True) def_gen.integers(-2147483648, 2147483647, dtype=np.int32, endpoint=True) def_gen.integers(I_i4_low_like, 2147483647, dtype=np.int32, endpoint=True) def_gen.integers(I_i4_high_open, dtype=np.int32) def_gen.integers(I_i4_low, I_i4_high_open, dtype=np.int32) def_gen.integers(-2147483648, I_i4_high_open, dtype=np.int32) def_gen.integers(I_i4_high_closed, dtype=np.int32, endpoint=True) def_gen.integers(I_i4_low, I_i4_high_closed, dtype=np.int32, endpoint=True) def_gen.integers(-2147483648, I_i4_high_closed, dtype=np.int32, endpoint=True) I_i8_low: np.ndarray[Any, np.dtype[np.int64]] = np.array([-9223372036854775808], dtype=np.int64) I_i8_low_like: list[int] = [-9223372036854775808] I_i8_high_open: np.ndarray[Any, np.dtype[np.int64]] = np.array([9223372036854775807], dtype=np.int64) I_i8_high_closed: np.ndarray[Any, np.dtype[np.int64]] = np.array([9223372036854775807], dtype=np.int64) def_gen.integers(9223372036854775808, dtype="i8") def_gen.integers(-9223372036854775808, 9223372036854775808, dtype="i8") def_gen.integers(9223372036854775807, dtype="i8", endpoint=True) def_gen.integers(-9223372036854775808, 9223372036854775807, dtype="i8", endpoint=True) def_gen.integers(I_i8_low_like, 9223372036854775807, dtype="i8", endpoint=True) def_gen.integers(I_i8_high_open, dtype="i8") def_gen.integers(I_i8_low, I_i8_high_open, dtype="i8") def_gen.integers(-9223372036854775808, I_i8_high_open, dtype="i8") def_gen.integers(I_i8_high_closed, dtype="i8", endpoint=True) def_gen.integers(I_i8_low, I_i8_high_closed, dtype="i8", endpoint=True) def_gen.integers(-9223372036854775808, I_i8_high_closed, dtype="i8", endpoint=True) def_gen.integers(9223372036854775808, dtype="int64") def_gen.integers(-9223372036854775808, 9223372036854775808, dtype="int64") def_gen.integers(9223372036854775807, dtype="int64", endpoint=True) def_gen.integers(-9223372036854775808, 9223372036854775807, dtype="int64", endpoint=True) def_gen.integers(I_i8_low_like, 9223372036854775807, dtype="int64", endpoint=True) def_gen.integers(I_i8_high_open, dtype="int64") def_gen.integers(I_i8_low, I_i8_high_open, dtype="int64") def_gen.integers(-9223372036854775808, I_i8_high_open, dtype="int64") def_gen.integers(I_i8_high_closed, dtype="int64", endpoint=True) def_gen.integers(I_i8_low, I_i8_high_closed, dtype="int64", endpoint=True) def_gen.integers(-9223372036854775808, I_i8_high_closed, dtype="int64", endpoint=True) def_gen.integers(9223372036854775808, dtype=np.int64) def_gen.integers(-9223372036854775808, 9223372036854775808, dtype=np.int64) def_gen.integers(9223372036854775807, dtype=np.int64, endpoint=True) def_gen.integers(-9223372036854775808, 9223372036854775807, dtype=np.int64, endpoint=True) def_gen.integers(I_i8_low_like, 9223372036854775807, dtype=np.int64, endpoint=True) def_gen.integers(I_i8_high_open, dtype=np.int64) def_gen.integers(I_i8_low, I_i8_high_open, dtype=np.int64) def_gen.integers(-9223372036854775808, I_i8_high_open, dtype=np.int64) def_gen.integers(I_i8_high_closed, dtype=np.int64, endpoint=True) def_gen.integers(I_i8_low, I_i8_high_closed, dtype=np.int64, endpoint=True) def_gen.integers(-9223372036854775808, I_i8_high_closed, dtype=np.int64, endpoint=True) def_gen.bit_generator def_gen.bytes(2) def_gen.choice(5) def_gen.choice(5, 3) def_gen.choice(5, 3, replace=True) def_gen.choice(5, 3, p=[1 / 5] * 5) def_gen.choice(5, 3, p=[1 / 5] * 5, replace=False) def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"]) def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3) def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, p=[1 / 4] * 4) def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=True) def_gen.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=False, p=np.array([1 / 8, 1 / 8, 1 / 2, 1 / 4])) def_gen.dirichlet([0.5, 0.5]) def_gen.dirichlet(np.array([0.5, 0.5])) def_gen.dirichlet(np.array([0.5, 0.5]), size=3) def_gen.multinomial(20, [1 / 6.0] * 6) def_gen.multinomial(20, np.array([0.5, 0.5])) def_gen.multinomial(20, [1 / 6.0] * 6, size=2) def_gen.multinomial([[10], [20]], [1 / 6.0] * 6, size=(2, 2)) def_gen.multinomial(np.array([[10], [20]]), np.array([0.5, 0.5]), size=(2, 2)) def_gen.multivariate_hypergeometric([3, 5, 7], 2) def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2) def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2, size=4) def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2, size=(4, 7)) def_gen.multivariate_hypergeometric([3, 5, 7], 2, method="count") def_gen.multivariate_hypergeometric(np.array([3, 5, 7]), 2, method="marginals") def_gen.multivariate_normal([0.0], [[1.0]]) def_gen.multivariate_normal([0.0], np.array([[1.0]])) def_gen.multivariate_normal(np.array([0.0]), [[1.0]]) def_gen.multivariate_normal([0.0], np.array([[1.0]])) def_gen.permutation(10) def_gen.permutation([1, 2, 3, 4]) def_gen.permutation(np.array([1, 2, 3, 4])) def_gen.permutation(D_2D, axis=1) def_gen.permuted(D_2D) def_gen.permuted(D_2D_like) def_gen.permuted(D_2D, axis=1) def_gen.permuted(D_2D, out=D_2D) def_gen.permuted(D_2D_like, out=D_2D) def_gen.permuted(D_2D_like, out=D_2D) def_gen.permuted(D_2D, axis=1, out=D_2D) def_gen.shuffle(np.arange(10)) def_gen.shuffle([1, 2, 3, 4, 5]) def_gen.shuffle(D_2D, axis=1) def_gen.__str__() def_gen.__repr__() def_gen_state: dict[str, Any] def_gen_state = def_gen.__getstate__() def_gen.__setstate__(def_gen_state) # RandomState random_st: np.random.RandomState = np.random.RandomState() random_st.standard_normal() random_st.standard_normal(size=None) random_st.standard_normal(size=1) random_st.random() random_st.random(size=None) random_st.random(size=1) random_st.standard_cauchy() random_st.standard_cauchy(size=None) random_st.standard_cauchy(size=1) random_st.standard_exponential() random_st.standard_exponential(size=None) random_st.standard_exponential(size=1) random_st.zipf(1.5) random_st.zipf(1.5, size=None) random_st.zipf(1.5, size=1) random_st.zipf(D_arr_1p5) random_st.zipf(D_arr_1p5, size=1) random_st.zipf(D_arr_like_1p5) random_st.zipf(D_arr_like_1p5, size=1) random_st.weibull(0.5) random_st.weibull(0.5, size=None) random_st.weibull(0.5, size=1) random_st.weibull(D_arr_0p5) random_st.weibull(D_arr_0p5, size=1) random_st.weibull(D_arr_like_0p5) random_st.weibull(D_arr_like_0p5, size=1) random_st.standard_t(0.5) random_st.standard_t(0.5, size=None) random_st.standard_t(0.5, size=1) random_st.standard_t(D_arr_0p5) random_st.standard_t(D_arr_0p5, size=1) random_st.standard_t(D_arr_like_0p5) random_st.standard_t(D_arr_like_0p5, size=1) random_st.poisson(0.5) random_st.poisson(0.5, size=None) random_st.poisson(0.5, size=1) random_st.poisson(D_arr_0p5) random_st.poisson(D_arr_0p5, size=1) random_st.poisson(D_arr_like_0p5) random_st.poisson(D_arr_like_0p5, size=1) random_st.power(0.5) random_st.power(0.5, size=None) random_st.power(0.5, size=1) random_st.power(D_arr_0p5) random_st.power(D_arr_0p5, size=1) random_st.power(D_arr_like_0p5) random_st.power(D_arr_like_0p5, size=1) random_st.pareto(0.5) random_st.pareto(0.5, size=None) random_st.pareto(0.5, size=1) random_st.pareto(D_arr_0p5) random_st.pareto(D_arr_0p5, size=1) random_st.pareto(D_arr_like_0p5) random_st.pareto(D_arr_like_0p5, size=1) random_st.chisquare(0.5) random_st.chisquare(0.5, size=None) random_st.chisquare(0.5, size=1) random_st.chisquare(D_arr_0p5) random_st.chisquare(D_arr_0p5, size=1) random_st.chisquare(D_arr_like_0p5) random_st.chisquare(D_arr_like_0p5, size=1) random_st.exponential(0.5) random_st.exponential(0.5, size=None) random_st.exponential(0.5, size=1) random_st.exponential(D_arr_0p5) random_st.exponential(D_arr_0p5, size=1) random_st.exponential(D_arr_like_0p5) random_st.exponential(D_arr_like_0p5, size=1) random_st.geometric(0.5) random_st.geometric(0.5, size=None) random_st.geometric(0.5, size=1) random_st.geometric(D_arr_0p5) random_st.geometric(D_arr_0p5, size=1) random_st.geometric(D_arr_like_0p5) random_st.geometric(D_arr_like_0p5, size=1) random_st.logseries(0.5) random_st.logseries(0.5, size=None) random_st.logseries(0.5, size=1) random_st.logseries(D_arr_0p5) random_st.logseries(D_arr_0p5, size=1) random_st.logseries(D_arr_like_0p5) random_st.logseries(D_arr_like_0p5, size=1) random_st.rayleigh(0.5) random_st.rayleigh(0.5, size=None) random_st.rayleigh(0.5, size=1) random_st.rayleigh(D_arr_0p5) random_st.rayleigh(D_arr_0p5, size=1) random_st.rayleigh(D_arr_like_0p5) random_st.rayleigh(D_arr_like_0p5, size=1) random_st.standard_gamma(0.5) random_st.standard_gamma(0.5, size=None) random_st.standard_gamma(0.5, size=1) random_st.standard_gamma(D_arr_0p5) random_st.standard_gamma(D_arr_0p5, size=1) random_st.standard_gamma(D_arr_like_0p5) random_st.standard_gamma(D_arr_like_0p5, size=1) random_st.standard_gamma(D_arr_like_0p5, size=1) random_st.vonmises(0.5, 0.5) random_st.vonmises(0.5, 0.5, size=None) random_st.vonmises(0.5, 0.5, size=1) random_st.vonmises(D_arr_0p5, 0.5) random_st.vonmises(0.5, D_arr_0p5) random_st.vonmises(D_arr_0p5, 0.5, size=1) random_st.vonmises(0.5, D_arr_0p5, size=1) random_st.vonmises(D_arr_like_0p5, 0.5) random_st.vonmises(0.5, D_arr_like_0p5) random_st.vonmises(D_arr_0p5, D_arr_0p5) random_st.vonmises(D_arr_like_0p5, D_arr_like_0p5) random_st.vonmises(D_arr_0p5, D_arr_0p5, size=1) random_st.vonmises(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.wald(0.5, 0.5) random_st.wald(0.5, 0.5, size=None) random_st.wald(0.5, 0.5, size=1) random_st.wald(D_arr_0p5, 0.5) random_st.wald(0.5, D_arr_0p5) random_st.wald(D_arr_0p5, 0.5, size=1) random_st.wald(0.5, D_arr_0p5, size=1) random_st.wald(D_arr_like_0p5, 0.5) random_st.wald(0.5, D_arr_like_0p5) random_st.wald(D_arr_0p5, D_arr_0p5) random_st.wald(D_arr_like_0p5, D_arr_like_0p5) random_st.wald(D_arr_0p5, D_arr_0p5, size=1) random_st.wald(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.uniform(0.5, 0.5) random_st.uniform(0.5, 0.5, size=None) random_st.uniform(0.5, 0.5, size=1) random_st.uniform(D_arr_0p5, 0.5) random_st.uniform(0.5, D_arr_0p5) random_st.uniform(D_arr_0p5, 0.5, size=1) random_st.uniform(0.5, D_arr_0p5, size=1) random_st.uniform(D_arr_like_0p5, 0.5) random_st.uniform(0.5, D_arr_like_0p5) random_st.uniform(D_arr_0p5, D_arr_0p5) random_st.uniform(D_arr_like_0p5, D_arr_like_0p5) random_st.uniform(D_arr_0p5, D_arr_0p5, size=1) random_st.uniform(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.beta(0.5, 0.5) random_st.beta(0.5, 0.5, size=None) random_st.beta(0.5, 0.5, size=1) random_st.beta(D_arr_0p5, 0.5) random_st.beta(0.5, D_arr_0p5) random_st.beta(D_arr_0p5, 0.5, size=1) random_st.beta(0.5, D_arr_0p5, size=1) random_st.beta(D_arr_like_0p5, 0.5) random_st.beta(0.5, D_arr_like_0p5) random_st.beta(D_arr_0p5, D_arr_0p5) random_st.beta(D_arr_like_0p5, D_arr_like_0p5) random_st.beta(D_arr_0p5, D_arr_0p5, size=1) random_st.beta(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.f(0.5, 0.5) random_st.f(0.5, 0.5, size=None) random_st.f(0.5, 0.5, size=1) random_st.f(D_arr_0p5, 0.5) random_st.f(0.5, D_arr_0p5) random_st.f(D_arr_0p5, 0.5, size=1) random_st.f(0.5, D_arr_0p5, size=1) random_st.f(D_arr_like_0p5, 0.5) random_st.f(0.5, D_arr_like_0p5) random_st.f(D_arr_0p5, D_arr_0p5) random_st.f(D_arr_like_0p5, D_arr_like_0p5) random_st.f(D_arr_0p5, D_arr_0p5, size=1) random_st.f(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.gamma(0.5, 0.5) random_st.gamma(0.5, 0.5, size=None) random_st.gamma(0.5, 0.5, size=1) random_st.gamma(D_arr_0p5, 0.5) random_st.gamma(0.5, D_arr_0p5) random_st.gamma(D_arr_0p5, 0.5, size=1) random_st.gamma(0.5, D_arr_0p5, size=1) random_st.gamma(D_arr_like_0p5, 0.5) random_st.gamma(0.5, D_arr_like_0p5) random_st.gamma(D_arr_0p5, D_arr_0p5) random_st.gamma(D_arr_like_0p5, D_arr_like_0p5) random_st.gamma(D_arr_0p5, D_arr_0p5, size=1) random_st.gamma(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.gumbel(0.5, 0.5) random_st.gumbel(0.5, 0.5, size=None) random_st.gumbel(0.5, 0.5, size=1) random_st.gumbel(D_arr_0p5, 0.5) random_st.gumbel(0.5, D_arr_0p5) random_st.gumbel(D_arr_0p5, 0.5, size=1) random_st.gumbel(0.5, D_arr_0p5, size=1) random_st.gumbel(D_arr_like_0p5, 0.5) random_st.gumbel(0.5, D_arr_like_0p5) random_st.gumbel(D_arr_0p5, D_arr_0p5) random_st.gumbel(D_arr_like_0p5, D_arr_like_0p5) random_st.gumbel(D_arr_0p5, D_arr_0p5, size=1) random_st.gumbel(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.laplace(0.5, 0.5) random_st.laplace(0.5, 0.5, size=None) random_st.laplace(0.5, 0.5, size=1) random_st.laplace(D_arr_0p5, 0.5) random_st.laplace(0.5, D_arr_0p5) random_st.laplace(D_arr_0p5, 0.5, size=1) random_st.laplace(0.5, D_arr_0p5, size=1) random_st.laplace(D_arr_like_0p5, 0.5) random_st.laplace(0.5, D_arr_like_0p5) random_st.laplace(D_arr_0p5, D_arr_0p5) random_st.laplace(D_arr_like_0p5, D_arr_like_0p5) random_st.laplace(D_arr_0p5, D_arr_0p5, size=1) random_st.laplace(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.logistic(0.5, 0.5) random_st.logistic(0.5, 0.5, size=None) random_st.logistic(0.5, 0.5, size=1) random_st.logistic(D_arr_0p5, 0.5) random_st.logistic(0.5, D_arr_0p5) random_st.logistic(D_arr_0p5, 0.5, size=1) random_st.logistic(0.5, D_arr_0p5, size=1) random_st.logistic(D_arr_like_0p5, 0.5) random_st.logistic(0.5, D_arr_like_0p5) random_st.logistic(D_arr_0p5, D_arr_0p5) random_st.logistic(D_arr_like_0p5, D_arr_like_0p5) random_st.logistic(D_arr_0p5, D_arr_0p5, size=1) random_st.logistic(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.lognormal(0.5, 0.5) random_st.lognormal(0.5, 0.5, size=None) random_st.lognormal(0.5, 0.5, size=1) random_st.lognormal(D_arr_0p5, 0.5) random_st.lognormal(0.5, D_arr_0p5) random_st.lognormal(D_arr_0p5, 0.5, size=1) random_st.lognormal(0.5, D_arr_0p5, size=1) random_st.lognormal(D_arr_like_0p5, 0.5) random_st.lognormal(0.5, D_arr_like_0p5) random_st.lognormal(D_arr_0p5, D_arr_0p5) random_st.lognormal(D_arr_like_0p5, D_arr_like_0p5) random_st.lognormal(D_arr_0p5, D_arr_0p5, size=1) random_st.lognormal(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.noncentral_chisquare(0.5, 0.5) random_st.noncentral_chisquare(0.5, 0.5, size=None) random_st.noncentral_chisquare(0.5, 0.5, size=1) random_st.noncentral_chisquare(D_arr_0p5, 0.5) random_st.noncentral_chisquare(0.5, D_arr_0p5) random_st.noncentral_chisquare(D_arr_0p5, 0.5, size=1) random_st.noncentral_chisquare(0.5, D_arr_0p5, size=1) random_st.noncentral_chisquare(D_arr_like_0p5, 0.5) random_st.noncentral_chisquare(0.5, D_arr_like_0p5) random_st.noncentral_chisquare(D_arr_0p5, D_arr_0p5) random_st.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5) random_st.noncentral_chisquare(D_arr_0p5, D_arr_0p5, size=1) random_st.noncentral_chisquare(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.normal(0.5, 0.5) random_st.normal(0.5, 0.5, size=None) random_st.normal(0.5, 0.5, size=1) random_st.normal(D_arr_0p5, 0.5) random_st.normal(0.5, D_arr_0p5) random_st.normal(D_arr_0p5, 0.5, size=1) random_st.normal(0.5, D_arr_0p5, size=1) random_st.normal(D_arr_like_0p5, 0.5) random_st.normal(0.5, D_arr_like_0p5) random_st.normal(D_arr_0p5, D_arr_0p5) random_st.normal(D_arr_like_0p5, D_arr_like_0p5) random_st.normal(D_arr_0p5, D_arr_0p5, size=1) random_st.normal(D_arr_like_0p5, D_arr_like_0p5, size=1) random_st.triangular(0.1, 0.5, 0.9) random_st.triangular(0.1, 0.5, 0.9, size=None) random_st.triangular(0.1, 0.5, 0.9, size=1) random_st.triangular(D_arr_0p1, 0.5, 0.9) random_st.triangular(0.1, D_arr_0p5, 0.9) random_st.triangular(D_arr_0p1, 0.5, D_arr_like_0p9, size=1) random_st.triangular(0.1, D_arr_0p5, 0.9, size=1) random_st.triangular(D_arr_like_0p1, 0.5, D_arr_0p9) random_st.triangular(0.5, D_arr_like_0p5, 0.9) random_st.triangular(D_arr_0p1, D_arr_0p5, 0.9) random_st.triangular(D_arr_like_0p1, D_arr_like_0p5, 0.9) random_st.triangular(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1) random_st.triangular(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1) random_st.noncentral_f(0.1, 0.5, 0.9) random_st.noncentral_f(0.1, 0.5, 0.9, size=None) random_st.noncentral_f(0.1, 0.5, 0.9, size=1) random_st.noncentral_f(D_arr_0p1, 0.5, 0.9) random_st.noncentral_f(0.1, D_arr_0p5, 0.9) random_st.noncentral_f(D_arr_0p1, 0.5, D_arr_like_0p9, size=1) random_st.noncentral_f(0.1, D_arr_0p5, 0.9, size=1) random_st.noncentral_f(D_arr_like_0p1, 0.5, D_arr_0p9) random_st.noncentral_f(0.5, D_arr_like_0p5, 0.9) random_st.noncentral_f(D_arr_0p1, D_arr_0p5, 0.9) random_st.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, 0.9) random_st.noncentral_f(D_arr_0p1, D_arr_0p5, D_arr_0p9, size=1) random_st.noncentral_f(D_arr_like_0p1, D_arr_like_0p5, D_arr_like_0p9, size=1) random_st.binomial(10, 0.5) random_st.binomial(10, 0.5, size=None) random_st.binomial(10, 0.5, size=1) random_st.binomial(I_arr_10, 0.5) random_st.binomial(10, D_arr_0p5) random_st.binomial(I_arr_10, 0.5, size=1) random_st.binomial(10, D_arr_0p5, size=1) random_st.binomial(I_arr_like_10, 0.5) random_st.binomial(10, D_arr_like_0p5) random_st.binomial(I_arr_10, D_arr_0p5) random_st.binomial(I_arr_like_10, D_arr_like_0p5) random_st.binomial(I_arr_10, D_arr_0p5, size=1) random_st.binomial(I_arr_like_10, D_arr_like_0p5, size=1) random_st.negative_binomial(10, 0.5) random_st.negative_binomial(10, 0.5, size=None) random_st.negative_binomial(10, 0.5, size=1) random_st.negative_binomial(I_arr_10, 0.5) random_st.negative_binomial(10, D_arr_0p5) random_st.negative_binomial(I_arr_10, 0.5, size=1) random_st.negative_binomial(10, D_arr_0p5, size=1) random_st.negative_binomial(I_arr_like_10, 0.5) random_st.negative_binomial(10, D_arr_like_0p5) random_st.negative_binomial(I_arr_10, D_arr_0p5) random_st.negative_binomial(I_arr_like_10, D_arr_like_0p5) random_st.negative_binomial(I_arr_10, D_arr_0p5, size=1) random_st.negative_binomial(I_arr_like_10, D_arr_like_0p5, size=1) random_st.hypergeometric(20, 20, 10) random_st.hypergeometric(20, 20, 10, size=None) random_st.hypergeometric(20, 20, 10, size=1) random_st.hypergeometric(I_arr_20, 20, 10) random_st.hypergeometric(20, I_arr_20, 10) random_st.hypergeometric(I_arr_20, 20, I_arr_like_10, size=1) random_st.hypergeometric(20, I_arr_20, 10, size=1) random_st.hypergeometric(I_arr_like_20, 20, I_arr_10) random_st.hypergeometric(20, I_arr_like_20, 10) random_st.hypergeometric(I_arr_20, I_arr_20, 10) random_st.hypergeometric(I_arr_like_20, I_arr_like_20, 10) random_st.hypergeometric(I_arr_20, I_arr_20, I_arr_10, size=1) random_st.hypergeometric(I_arr_like_20, I_arr_like_20, I_arr_like_10, size=1) random_st.randint(0, 100) random_st.randint(100) random_st.randint([100]) random_st.randint(0, [100]) random_st.randint(2, dtype=bool) random_st.randint(0, 2, dtype=bool) random_st.randint(I_bool_high_open, dtype=bool) random_st.randint(I_bool_low, I_bool_high_open, dtype=bool) random_st.randint(0, I_bool_high_open, dtype=bool) random_st.randint(2, dtype=np.bool_) random_st.randint(0, 2, dtype=np.bool_) random_st.randint(I_bool_high_open, dtype=np.bool_) random_st.randint(I_bool_low, I_bool_high_open, dtype=np.bool_) random_st.randint(0, I_bool_high_open, dtype=np.bool_) random_st.randint(256, dtype="u1") random_st.randint(0, 256, dtype="u1") random_st.randint(I_u1_high_open, dtype="u1") random_st.randint(I_u1_low, I_u1_high_open, dtype="u1") random_st.randint(0, I_u1_high_open, dtype="u1") random_st.randint(256, dtype="uint8") random_st.randint(0, 256, dtype="uint8") random_st.randint(I_u1_high_open, dtype="uint8") random_st.randint(I_u1_low, I_u1_high_open, dtype="uint8") random_st.randint(0, I_u1_high_open, dtype="uint8") random_st.randint(256, dtype=np.uint8) random_st.randint(0, 256, dtype=np.uint8) random_st.randint(I_u1_high_open, dtype=np.uint8) random_st.randint(I_u1_low, I_u1_high_open, dtype=np.uint8) random_st.randint(0, I_u1_high_open, dtype=np.uint8) random_st.randint(65536, dtype="u2") random_st.randint(0, 65536, dtype="u2") random_st.randint(I_u2_high_open, dtype="u2") random_st.randint(I_u2_low, I_u2_high_open, dtype="u2") random_st.randint(0, I_u2_high_open, dtype="u2") random_st.randint(65536, dtype="uint16") random_st.randint(0, 65536, dtype="uint16") random_st.randint(I_u2_high_open, dtype="uint16") random_st.randint(I_u2_low, I_u2_high_open, dtype="uint16") random_st.randint(0, I_u2_high_open, dtype="uint16") random_st.randint(65536, dtype=np.uint16) random_st.randint(0, 65536, dtype=np.uint16) random_st.randint(I_u2_high_open, dtype=np.uint16) random_st.randint(I_u2_low, I_u2_high_open, dtype=np.uint16) random_st.randint(0, I_u2_high_open, dtype=np.uint16) random_st.randint(4294967296, dtype="u4") random_st.randint(0, 4294967296, dtype="u4") random_st.randint(I_u4_high_open, dtype="u4") random_st.randint(I_u4_low, I_u4_high_open, dtype="u4") random_st.randint(0, I_u4_high_open, dtype="u4") random_st.randint(4294967296, dtype="uint32") random_st.randint(0, 4294967296, dtype="uint32") random_st.randint(I_u4_high_open, dtype="uint32") random_st.randint(I_u4_low, I_u4_high_open, dtype="uint32") random_st.randint(0, I_u4_high_open, dtype="uint32") random_st.randint(4294967296, dtype=np.uint32) random_st.randint(0, 4294967296, dtype=np.uint32) random_st.randint(I_u4_high_open, dtype=np.uint32) random_st.randint(I_u4_low, I_u4_high_open, dtype=np.uint32) random_st.randint(0, I_u4_high_open, dtype=np.uint32) random_st.randint(18446744073709551616, dtype="u8") random_st.randint(0, 18446744073709551616, dtype="u8") random_st.randint(I_u8_high_open, dtype="u8") random_st.randint(I_u8_low, I_u8_high_open, dtype="u8") random_st.randint(0, I_u8_high_open, dtype="u8") random_st.randint(18446744073709551616, dtype="uint64") random_st.randint(0, 18446744073709551616, dtype="uint64") random_st.randint(I_u8_high_open, dtype="uint64") random_st.randint(I_u8_low, I_u8_high_open, dtype="uint64") random_st.randint(0, I_u8_high_open, dtype="uint64") random_st.randint(18446744073709551616, dtype=np.uint64) random_st.randint(0, 18446744073709551616, dtype=np.uint64) random_st.randint(I_u8_high_open, dtype=np.uint64) random_st.randint(I_u8_low, I_u8_high_open, dtype=np.uint64) random_st.randint(0, I_u8_high_open, dtype=np.uint64) random_st.randint(128, dtype="i1") random_st.randint(-128, 128, dtype="i1") random_st.randint(I_i1_high_open, dtype="i1") random_st.randint(I_i1_low, I_i1_high_open, dtype="i1") random_st.randint(-128, I_i1_high_open, dtype="i1") random_st.randint(128, dtype="int8") random_st.randint(-128, 128, dtype="int8") random_st.randint(I_i1_high_open, dtype="int8") random_st.randint(I_i1_low, I_i1_high_open, dtype="int8") random_st.randint(-128, I_i1_high_open, dtype="int8") random_st.randint(128, dtype=np.int8) random_st.randint(-128, 128, dtype=np.int8) random_st.randint(I_i1_high_open, dtype=np.int8) random_st.randint(I_i1_low, I_i1_high_open, dtype=np.int8) random_st.randint(-128, I_i1_high_open, dtype=np.int8) random_st.randint(32768, dtype="i2") random_st.randint(-32768, 32768, dtype="i2") random_st.randint(I_i2_high_open, dtype="i2") random_st.randint(I_i2_low, I_i2_high_open, dtype="i2") random_st.randint(-32768, I_i2_high_open, dtype="i2") random_st.randint(32768, dtype="int16") random_st.randint(-32768, 32768, dtype="int16") random_st.randint(I_i2_high_open, dtype="int16") random_st.randint(I_i2_low, I_i2_high_open, dtype="int16") random_st.randint(-32768, I_i2_high_open, dtype="int16") random_st.randint(32768, dtype=np.int16) random_st.randint(-32768, 32768, dtype=np.int16) random_st.randint(I_i2_high_open, dtype=np.int16) random_st.randint(I_i2_low, I_i2_high_open, dtype=np.int16) random_st.randint(-32768, I_i2_high_open, dtype=np.int16) random_st.randint(2147483648, dtype="i4") random_st.randint(-2147483648, 2147483648, dtype="i4") random_st.randint(I_i4_high_open, dtype="i4") random_st.randint(I_i4_low, I_i4_high_open, dtype="i4") random_st.randint(-2147483648, I_i4_high_open, dtype="i4") random_st.randint(2147483648, dtype="int32") random_st.randint(-2147483648, 2147483648, dtype="int32") random_st.randint(I_i4_high_open, dtype="int32") random_st.randint(I_i4_low, I_i4_high_open, dtype="int32") random_st.randint(-2147483648, I_i4_high_open, dtype="int32") random_st.randint(2147483648, dtype=np.int32) random_st.randint(-2147483648, 2147483648, dtype=np.int32) random_st.randint(I_i4_high_open, dtype=np.int32) random_st.randint(I_i4_low, I_i4_high_open, dtype=np.int32) random_st.randint(-2147483648, I_i4_high_open, dtype=np.int32) random_st.randint(9223372036854775808, dtype="i8") random_st.randint(-9223372036854775808, 9223372036854775808, dtype="i8") random_st.randint(I_i8_high_open, dtype="i8") random_st.randint(I_i8_low, I_i8_high_open, dtype="i8") random_st.randint(-9223372036854775808, I_i8_high_open, dtype="i8") random_st.randint(9223372036854775808, dtype="int64") random_st.randint(-9223372036854775808, 9223372036854775808, dtype="int64") random_st.randint(I_i8_high_open, dtype="int64") random_st.randint(I_i8_low, I_i8_high_open, dtype="int64") random_st.randint(-9223372036854775808, I_i8_high_open, dtype="int64") random_st.randint(9223372036854775808, dtype=np.int64) random_st.randint(-9223372036854775808, 9223372036854775808, dtype=np.int64) random_st.randint(I_i8_high_open, dtype=np.int64) random_st.randint(I_i8_low, I_i8_high_open, dtype=np.int64) random_st.randint(-9223372036854775808, I_i8_high_open, dtype=np.int64) bg: np.random.BitGenerator = random_st._bit_generator random_st.bytes(2) random_st.choice(5) random_st.choice(5, 3) random_st.choice(5, 3, replace=True) random_st.choice(5, 3, p=[1 / 5] * 5) random_st.choice(5, 3, p=[1 / 5] * 5, replace=False) random_st.choice(["pooh", "rabbit", "piglet", "Christopher"]) random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3) random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, p=[1 / 4] * 4) random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=True) random_st.choice(["pooh", "rabbit", "piglet", "Christopher"], 3, replace=False, p=np.array([1 / 8, 1 / 8, 1 / 2, 1 / 4])) random_st.dirichlet([0.5, 0.5]) random_st.dirichlet(np.array([0.5, 0.5])) random_st.dirichlet(np.array([0.5, 0.5]), size=3) random_st.multinomial(20, [1 / 6.0] * 6) random_st.multinomial(20, np.array([0.5, 0.5])) random_st.multinomial(20, [1 / 6.0] * 6, size=2) random_st.multivariate_normal([0.0], [[1.0]]) random_st.multivariate_normal([0.0], np.array([[1.0]])) random_st.multivariate_normal(np.array([0.0]), [[1.0]]) random_st.multivariate_normal([0.0], np.array([[1.0]])) random_st.permutation(10) random_st.permutation([1, 2, 3, 4]) random_st.permutation(np.array([1, 2, 3, 4])) random_st.permutation(D_2D) random_st.shuffle(np.arange(10)) random_st.shuffle([1, 2, 3, 4, 5]) random_st.shuffle(D_2D) np.random.RandomState(SEED_PCG64) np.random.RandomState(0) np.random.RandomState([0, 1, 2]) random_st.__str__() random_st.__repr__() random_st_state = random_st.__getstate__() random_st.__setstate__(random_st_state) random_st.seed() random_st.seed(1) random_st.seed([0, 1]) random_st_get_state = random_st.get_state() random_st_get_state_legacy = random_st.get_state(legacy=True) random_st.set_state(random_st_get_state) random_st.rand() random_st.rand(1) random_st.rand(1, 2) random_st.randn() random_st.randn(1) random_st.randn(1, 2) random_st.random_sample() random_st.random_sample(1) random_st.random_sample(size=(1, 2)) random_st.tomaxint() random_st.tomaxint(1) random_st.tomaxint((1,)) np.random.set_bit_generator(SEED_PCG64) np.random.get_bit_generator()