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- """
- Use cffi to access any of the underlying C functions from distributions.h
- """
- import os
- import numpy as np
- import cffi
- from .parse import parse_distributions_h
- ffi = cffi.FFI()
- inc_dir = os.path.join(np.get_include(), 'numpy')
- # Basic numpy types
- ffi.cdef('''
- typedef intptr_t npy_intp;
- typedef unsigned char npy_bool;
- ''')
- parse_distributions_h(ffi, inc_dir)
- lib = ffi.dlopen(np.random._generator.__file__)
- # Compare the distributions.h random_standard_normal_fill to
- # Generator.standard_random
- bit_gen = np.random.PCG64()
- rng = np.random.Generator(bit_gen)
- state = bit_gen.state
- interface = rng.bit_generator.cffi
- n = 100
- vals_cffi = ffi.new('double[%d]' % n)
- lib.random_standard_normal_fill(interface.bit_generator, n, vals_cffi)
- # reset the state
- bit_gen.state = state
- vals = rng.standard_normal(n)
- for i in range(n):
- assert vals[i] == vals_cffi[i]
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