Python code

import numpy as np
cimport cython
from libc.math cimport sqrt

@cython.boundscheck(False)
@cython.wraparound(False)
def pairwise_cython(double[:, ::1] X):
cdef int M = X.shape[0]
cdef int N = X.shape[1]
cdef double tmp, d
cdef double[:, ::1] D = np.empty((M, M), dtype=np.float64)
for i in range(M):
for j in range(M):
d = 0.0
for k in range(N):
tmp = X[i, k] - X[j, k]
d += tmp * tmp
D[i, j] = sqrt(d)
return np.asarray(D)


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