# Authors: Arnaud Joly # # License: BSD 3 clause cimport numpy as cnp ctypedef cnp.npy_uint32 UINT32_t cdef inline UINT32_t DEFAULT_SEED = 1 cdef enum: # Max value for our rand_r replacement (near the bottom). # We don't use RAND_MAX because it's different across platforms and # particularly tiny on Windows/MSVC. # It corresponds to the maximum representable value for # 32-bit signed integers (i.e. 2^31 - 1). RAND_R_MAX = 0x7FFFFFFF cpdef sample_without_replacement(cnp.int_t n_population, cnp.int_t n_samples, method=*, random_state=*) # rand_r replacement using a 32bit XorShift generator # See http://www.jstatsoft.org/v08/i14/paper for details cdef inline UINT32_t our_rand_r(UINT32_t* seed) nogil: """Generate a pseudo-random np.uint32 from a np.uint32 seed""" # seed shouldn't ever be 0. if (seed[0] == 0): seed[0] = DEFAULT_SEED seed[0] ^= (seed[0] << 13) seed[0] ^= (seed[0] >> 17) seed[0] ^= (seed[0] << 5) # Use the modulo to make sure that we don't return a values greater than the # maximum representable value for signed 32bit integers (i.e. 2^31 - 1). # Note that the parenthesis are needed to avoid overflow: here # RAND_R_MAX is cast to UINT32_t before 1 is added. return seed[0] % ((RAND_R_MAX) + 1)