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Python Open Source » Math » SciPy 
SciPy » scipy » scipy » io » tests » test_mmio.py
#!/usr/bin/env python

from tempfile import mktemp
from numpy import array,transpose
from numpy.testing import *

import scipy.sparse
from scipy.io.mmio import mminfo,mmread,mmwrite

class TestMMIOArray(TestCase):

    def test_simple(self):
        a = [[1,2],[3,4]]
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(2,2,4,'array','integer','general'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

    def test_simple_rectangular(self):
        a = [[1,2,3],[4,5,6]]
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(2,3,6,'array','integer','general'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

    def test_simple_rectangular_real(self):
        a = [[1,2],[3.5,4],[5,6]]
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(3,2,6,'array','real','general'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

    def test_simple_real(self):
        a = [[1,2],[3,4.0]]
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(2,2,4,'array','real','general'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

    def test_simple_complex(self):
        a = [[1,2],[3,4j]]
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(2,2,4,'array','complex','general'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

    def test_simple_symmetric(self):
        a = [[1,2],[2,4]]
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(2,2,4,'array','integer','symmetric'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

    def test_simple_skew_symmetric(self):
        a = [[1,2],[-2,4]]
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(2,2,4,'array','integer','skew-symmetric'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

    def test_simple_skew_symmetric_float(self):
        a = array([[1,2],[-2.0,4]],'f')
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(2,2,4,'array','real','skew-symmetric'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

    def test_simple_hermitian(self):
        a = [[1,2+3j],[2-3j,4]]
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(2,2,4,'array','complex','hermitian'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

    def test_random_symmetric_real(self):
        sz = (20,20)
        a = rand(*sz)
        a = a + transpose(a)
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(20,20,400,'array','real','symmetric'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

    def test_random_rect_real(self):
        sz = (20,15)
        a = rand(*sz)
        fn = mktemp()
        mmwrite(fn,a)
        assert_equal(mminfo(fn),(20,15,300,'array','real','general'))
        b = mmread(fn)
        assert_array_almost_equal(a,b)

_general_example = '''\
%%MatrixMarket matrix coordinate real general
%=================================================================================
%
% This ASCII file represents a sparse MxN matrix with L
% nonzeros in the following Matrix Market format:
%
% +----------------------------------------------+
% |%%MatrixMarket matrix coordinate real general | <--- header line
% |%                                             | <--+
% |% comments                                    |    |-- 0 or more comment lines
% |%                                             | <--+
% |    M  N  L                                   | <--- rows, columns, entries
% |    I1  J1  A(I1, J1)                         | <--+
% |    I2  J2  A(I2, J2)                         |    |
% |    I3  J3  A(I3, J3)                         |    |-- L lines
% |        . . .                                 |    |
% |    IL JL  A(IL, JL)                          | <--+
% +----------------------------------------------+
%
% Indices are 1-based, i.e. A(1,1) is the first element.
%
%=================================================================================
  5  5  8
    1     1   1.000e+00
    2     2   1.050e+01
    3     3   1.500e-02
    1     4   6.000e+00
    4     2   2.505e+02
    4     4  -2.800e+02
    4     5   3.332e+01
    5     5   1.200e+01
'''

_hermitian_example = '''\
%%MatrixMarket matrix coordinate complex hermitian
  5  5  7
    1     1     1.0      0
    2     2    10.5      0
    4     2   250.5     22.22
    3     3     1.5e-2   0
    4     4    -2.8e2    0
    5     5    12.       0
    5     4     0       33.32
'''

_skew_example = '''\
%%MatrixMarket matrix coordinate real skew-symmetric
  5  5  7
    1     1     1.0
    2     2    10.5
    4     2   250.5
    3     3     1.5e-2
    4     4    -2.8e2
    5     5    12.
    5     4     0
'''

_symmetric_example = '''\
%%MatrixMarket matrix coordinate real symmetric
  5  5  7
    1     1     1.0
    2     2    10.5
    4     2   250.5
    3     3     1.5e-2
    4     4    -2.8e2
    5     5    12.
    5     4     8
'''

_symmetric_pattern_example = '''\
%%MatrixMarket matrix coordinate pattern symmetric
  5  5  7
    1     1
    2     2
    4     2
    3     3
    4     4
    5     5
    5     4
'''

class TestMMIOCoordinate(TestCase):
    def test_read_geneal(self):
        """read a general matrix"""
        fn = mktemp()
        f = open(fn,'w')
        f.write(_general_example)
        f.close()
        assert_equal(mminfo(fn),(5,5,8,'coordinate','real','general'))
        a = [[1,    0,      0,       6,      0],
             [0,   10.5,    0,       0,      0],
             [0,    0,    .015,      0,      0],
             [0,  250.5,    0,     -280,    33.32],
             [0,    0,      0,       0,     12]]
        b = mmread(fn).todense()
        assert_array_almost_equal(a,b)

    def test_read_hermitian(self):
        """read a hermitian matrix"""
        fn = mktemp()
        f = open(fn,'w')
        f.write(_hermitian_example)
        f.close()
        assert_equal(mminfo(fn),(5,5,7,'coordinate','complex','hermitian'))
        a = [[1,      0,               0,       0,              0],
             [0,     10.5,             0,    250.5 - 22.22j,    0],
             [0,      0,            .015,       0,              0],
             [0,  250.5 + 22.22j,      0,      -280,          -33.32j],
             [0,      0,               0,     33.32j,          12]]
        b = mmread(fn).todense()
        assert_array_almost_equal(a,b)

    def test_read_skew(self):
        """read a skew-symmetric matrix"""
        fn = mktemp()
        f = open(fn,'w')
        f.write(_skew_example)
        f.close()
        assert_equal(mminfo(fn),(5,5,7,'coordinate','real','skew-symmetric'))
        a = [[1,      0,               0,       0,     0],
             [0,     10.5,             0,  -250.5,     0],
             [0,      0,            .015,       0,     0],
             [0,  250.5,               0,    -280,     0],
             [0,      0,               0,       0,    12]]
        b = mmread(fn).todense()
        assert_array_almost_equal(a,b)

    def test_read_symmetric(self):
        """read a symmetric matrix"""
        fn = mktemp()
        f = open(fn,'w')
        f.write(_symmetric_example)
        f.close()
        assert_equal(mminfo(fn),(5,5,7,'coordinate','real','symmetric'))
        a = [[1,      0,               0,       0,     0],
             [0,     10.5,             0,   250.5,     0],
             [0,      0,            .015,       0,     0],
             [0,  250.5,               0,    -280,     8],
             [0,      0,               0,       8,    12]]
        b = mmread(fn).todense()
        assert_array_almost_equal(a,b)

    def test_read_symmetric_pattern(self):
        """read a symmetric pattern matrix"""
        fn = mktemp()
        f = open(fn,'w')
        f.write(_symmetric_pattern_example)
        f.close()
        assert_equal(mminfo(fn),(5,5,7,'coordinate','pattern','symmetric'))
        a = [[1,     0,     0,     0,     0],
             [0,     1,     0,     1,     0],
             [0,     0,     1,     0,     0],
             [0,     1,     0,     1,     1],
             [0,     0,     0,     1,     1]]
        b = mmread(fn).todense()
        assert_array_almost_equal(a,b)

    def test_empty_write_read(self):
        #http://projects.scipy.org/scipy/ticket/883

        b = scipy.sparse.coo_matrix((10,10))
        fn = mktemp()
        mmwrite(fn,b)

        assert_equal(mminfo(fn),(10,10,0,'coordinate','real','general'))
        a = b.todense()
        b = mmread(fn).todense()
        assert_array_almost_equal(a,b)


    def test_real_write_read(self):
        I = array([0, 0, 1, 2, 3, 3, 3, 4])
        J = array([0, 3, 1, 2, 1, 3, 4, 4])
        V = array([  1.0,   6.0,   10.5, 0.015,   250.5,  -280.0, 33.32, 12.0 ])

        b = scipy.sparse.coo_matrix((V,(I,J)),shape=(5,5))

        fn = mktemp()
        mmwrite(fn,b)

        assert_equal(mminfo(fn),(5,5,8,'coordinate','real','general'))
        a = b.todense()
        b = mmread(fn).todense()
        assert_array_almost_equal(a,b)

    def test_complex_write_read(self):
        I = array([0, 0, 1, 2, 3, 3, 3, 4])
        J = array([0, 3, 1, 2, 1, 3, 4, 4])
        V = array([  1.0 + 3j,    6.0 + 2j,  10.50 + 0.9j, 0.015 + -4.4j,
                   250.5 + 0j, -280.0 + 5j,  33.32 + 6.4j, 12.00 + 0.8j])

        b = scipy.sparse.coo_matrix((V,(I,J)),shape=(5,5))

        fn = mktemp()
        mmwrite(fn,b)

        assert_equal(mminfo(fn),(5,5,8,'coordinate','complex','general'))
        a = b.todense()
        b = mmread(fn).todense()
        assert_array_almost_equal(a,b)

    def test_sparse_formats(self):
        mats = []

        I = array([0, 0, 1, 2, 3, 3, 3, 4])
        J = array([0, 3, 1, 2, 1, 3, 4, 4])

        V = array([  1.0,   6.0,   10.5, 0.015,   250.5,  -280.0, 33.32, 12.0 ])
        mats.append( scipy.sparse.coo_matrix((V,(I,J)),shape=(5,5)) )

        V = array([  1.0 + 3j,    6.0 + 2j,  10.50 + 0.9j, 0.015 + -4.4j,
                   250.5 + 0j, -280.0 + 5j,  33.32 + 6.4j, 12.00 + 0.8j])
        mats.append( scipy.sparse.coo_matrix((V,(I,J)),shape=(5,5)) )

        for mat in mats:
            expected = mat.todense()
            for fmt in ['csr','csc','coo']:
                fn = mktemp()
                mmwrite(fn, mat.asformat(fmt))

                result = mmread(fn).todense()
                assert_array_almost_equal(result, expected)


if __name__ == "__main__":
    run_module_suite()
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