def idzr_aid(A, k):
"""
Compute ID of a complex matrix to a specified rank using random sampling.
:param A:
Matrix.
:type A: :class:`numpy.ndarray`
:param k:
Rank of ID.
:type k: int
:return:
Column index array.
:rtype: :class:`numpy.ndarray`
:return:
Interpolation coefficients.
:rtype: :class:`numpy.ndarray`
"""
A = np.asfortranarray(A)
m, n = A.shape
w = idzr_aidi(m, n, k)
idx, proj = _id.idzr_aid(A, k, w)
if k == n:
proj = np.array([], dtype='complex128', order='F')
else:
proj = proj.reshape((k, n-k), order='F')
return idx, proj
def idzr_aid(A, k):
"""
Compute ID of a complex matrix to a specified rank using random sampling.
:param A:
Matrix.
:type A: :class:`numpy.ndarray`
:param k:
Rank of ID.
:type k: int
:return:
Column index array.
:rtype: :class:`numpy.ndarray`
:return:
Interpolation coefficients.
:rtype: :class:`numpy.ndarray`
"""
A = np.asfortranarray(A)
m, n = A.shape
w = idzr_aidi(m, n, k)
idx, proj = _id.idzr_aid(A, k, w)
if k == n:
proj = np.empty((k, n-k), dtype='complex128', order='F')
else:
proj = proj.reshape((k, n-k), order='F')
return idx, proj