mirror of https://github.com/explosion/spaCy.git
Make alignment work with strings
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8180c84a98
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@ -84,24 +84,42 @@ i.e. D[i,j+1] + 1
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'''
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'''
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import numpy
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import numpy
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cimport numpy as np
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cimport numpy as np
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from .compat import unicode_
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from murmurhash.mrmr cimport hash32
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def align(bytes S, bytes T):
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def align(S, T):
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cdef int m = len(S)
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cdef int m = len(S)
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cdef int n = len(T)
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cdef int n = len(T)
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cdef np.ndarray matrix = numpy.zeros((m+1, n+1), dtype='int32')
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cdef np.ndarray matrix = numpy.zeros((m+1, n+1), dtype='int32')
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cdef np.ndarray i2j = numpy.zeros((m,), dtype='i')
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cdef np.ndarray i2j = numpy.zeros((m,), dtype='i')
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cdef np.ndarray j2i = numpy.zeros((n,), dtype='i')
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cdef np.ndarray j2i = numpy.zeros((n,), dtype='i')
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cdef np.ndarray S_arr = _convert_sequence(S)
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cdef np.ndarray T_arr = _convert_sequence(T)
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fill_matrix(<int*>matrix.data,
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fill_matrix(<int*>matrix.data,
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S, m, T, n)
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<const int*>S_arr.data, m, <const int*>T_arr.data, n)
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fill_i2j(i2j, matrix)
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fill_i2j(i2j, matrix)
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fill_j2i(j2i, matrix)
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fill_j2i(j2i, matrix)
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return matrix[-1,-1], i2j, j2i, matrix
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return matrix[-1,-1], i2j, j2i, matrix
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def _convert_sequence(seq):
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if isinstance(seq, numpy.ndarray):
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return numpy.ascontiguousarray(seq, dtype='i')
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cdef np.ndarray output = numpy.zeros((len(seq),), dtype='i')
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cdef bytes item_bytes
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for i, item in enumerate(seq):
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if isinstance(item, unicode):
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item_bytes = item.encode('utf8')
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else:
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item_bytes = item
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output[i] = hash32(<void*><char*>item_bytes, len(item_bytes), 0)
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return output
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cdef void fill_matrix(int* D,
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cdef void fill_matrix(int* D,
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const char* S, int m, const char* T, int n) nogil:
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const int* S, int m, const int* T, int n) nogil:
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m1 = m+1
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m1 = m+1
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n1 = n+1
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n1 = n+1
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for i in range(m1*n1):
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for i in range(m1*n1):
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@ -3,11 +3,11 @@ from .._align import align
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@pytest.mark.parametrize('string1,string2,cost', [
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@pytest.mark.parametrize('string1,string2,cost', [
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(b'hello', b'hell', 1),
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('hello', 'hell', 1),
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(b'rat', b'cat', 1),
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('rat', 'cat', 1),
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(b'rat', b'rat', 0),
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('rat', 'rat', 0),
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(b'rat', b'catsie', 4),
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('rat', 'catsie', 4),
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(b't', b'catsie', 5),
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('t', 'catsie', 5),
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])
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])
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def test_align_costs(string1, string2, cost):
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def test_align_costs(string1, string2, cost):
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output_cost, i2j, j2i, matrix = align(string1, string2)
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output_cost, i2j, j2i, matrix = align(string1, string2)
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@ -15,11 +15,11 @@ def test_align_costs(string1, string2, cost):
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@pytest.mark.parametrize('string1,string2,i2j', [
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@pytest.mark.parametrize('string1,string2,i2j', [
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(b'hello', b'hell', [0,1,2,3,-1]),
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('hello', 'hell', [0,1,2,3,-1]),
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(b'rat', b'cat', [0,1,2]),
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('rat', 'cat', [0,1,2]),
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(b'rat', b'rat', [0,1,2]),
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('rat', 'rat', [0,1,2]),
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(b'rat', b'catsie', [0,1,2]),
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('rat', 'catsie', [0,1,2]),
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(b't', b'catsie', [2]),
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('t', 'catsie', [2]),
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])
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])
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def test_align_i2j(string1, string2, i2j):
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def test_align_i2j(string1, string2, i2j):
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output_cost, output_i2j, j2i, matrix = align(string1, string2)
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output_cost, output_i2j, j2i, matrix = align(string1, string2)
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@ -27,12 +27,20 @@ def test_align_i2j(string1, string2, i2j):
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@pytest.mark.parametrize('string1,string2,j2i', [
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@pytest.mark.parametrize('string1,string2,j2i', [
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(b'hello', b'hell', [0,1,2,3]),
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('hello', 'hell', [0,1,2,3]),
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(b'rat', b'cat', [0,1,2]),
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('rat', 'cat', [0,1,2]),
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(b'rat', b'rat', [0,1,2]),
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('rat', 'rat', [0,1,2]),
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(b'rat', b'catsie', [0,1,2, -1, -1, -1]),
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('rat', 'catsie', [0,1,2, -1, -1, -1]),
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(b't', b'catsie', [-1, -1, 0, -1, -1, -1]),
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('t', 'catsie', [-1, -1, 0, -1, -1, -1]),
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])
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])
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def test_align_i2j(string1, string2, j2i):
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def test_align_i2j(string1, string2, j2i):
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output_cost, output_i2j, output_j2i, matrix = align(string1, string2)
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output_cost, output_i2j, output_j2i, matrix = align(string1, string2)
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assert list(output_j2i) == j2i
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assert list(output_j2i) == j2i
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def test_align_strings():
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words1 = ['hello', 'this', 'is', 'test!']
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words2 = ['hellothis', 'is', 'test', '!']
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cost, i2j, j2i, matrix = align(words1, words2)
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assert cost == 4
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assert list(i2j) == [0, -1, 1, 2]
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assert list(j2i) == [0, 2, 3, -1]
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