class TestImagesGetters(PySparkTestCase):
"""Test `get` and related methods on an Images-like Data object
"""
def setUp(self):
super(TestImagesGetters, self).setUp()
self.ary1 = array([[1, 2], [3, 4]], dtype='int16')
self.ary2 = array([[5, 6], [7, 8]], dtype='int16')
rdd = self.sc.parallelize([(0, self.ary1), (1, self.ary2)])
self.images = Data(rdd, dtype='int16')
def test_getMissing(self):
assert_is_none(self.images.get(-1))
def test_get(self):
assert_true(array_equal(self.ary2, self.images.get(1)))
# keys are integers, ask for sequence
assert_raises(ValueError, self.images.get, (1, 2))
def test_getMany(self):
vals = self.images.getMany([0, -1, 1, 0])
assert_equals(4, len(vals))
assert_true(array_equal(self.ary1, vals[0]))
assert_is_none(vals[1])
assert_true(array_equal(self.ary2, vals[2]))
assert_true(array_equal(self.ary1, vals[3]))
# keys are integers, ask for sequences:
assert_raises(ValueError, self.images.get, [(0, 0)])
assert_raises(ValueError, self.images.get, [0, (0, 0), 1, 0])
def test_getRanges(self):
vals = self.images.getRange(slice(None))
assert_equals(2, len(vals))
assert_equals(0, vals[0][0])
assert_equals(1, vals[1][0])
assert_true(array_equal(self.ary1, vals[0][1]))
assert_true(array_equal(self.ary2, vals[1][1]))
vals = self.images.getRange(slice(0, 1))
assert_equals(1, len(vals))
assert_equals(0, vals[0][0])
assert_true(array_equal(self.ary1, vals[0][1]))
vals = self.images.getRange(slice(1))
assert_equals(1, len(vals))
assert_equals(0, vals[0][0])
assert_true(array_equal(self.ary1, vals[0][1]))
vals = self.images.getRange(slice(1, 2))
assert_equals(1, len(vals))
assert_equals(1, vals[0][0])
assert_true(array_equal(self.ary2, vals[0][1]))
vals = self.images.getRange(slice(2, 3))
assert_equals(0, len(vals))
# keys are integers, ask for sequence
assert_raises(ValueError, self.images.getRange, [slice(1), slice(1)])
# raise exception if 'step' specified:
assert_raises(ValueError, self.images.getRange, slice(1, 2, 2))
def test_brackets(self):
vals = self.images[1]
assert_true(array_equal(self.ary2, vals))
vals = self.images[0:1]
assert_equals(1, len(vals))
assert_equals(0, vals[0][0])
assert_true(array_equal(self.ary1, vals[0][1]))
vals = self.images[:]
assert_equals(2, len(vals))
assert_equals(0, vals[0][0])
assert_equals(1, vals[1][0])
assert_true(array_equal(self.ary1, vals[0][1]))
assert_true(array_equal(self.ary2, vals[1][1]))
vals = self.images[1:4]
assert_equals(1, len(vals))
assert_equals(1, vals[0][0])
assert_true(array_equal(self.ary2, vals[0][1]))
vals = self.images[1:]
assert_equals(1, len(vals))
assert_equals(1, vals[0][0])
assert_true(array_equal(self.ary2, vals[0][1]))
vals = self.images[:1]
assert_equals(1, len(vals))
assert_equals(0, vals[0][0])
assert_true(array_equal(self.ary1, vals[0][1]))
assert_raises(KeyError, self.images.__getitem__, 2)
assert_raises(KeyError, self.images.__getitem__, slice(2,3))
class TestSeriesGetters(PySparkTestCase):
"""Test `get` and related methods on a Series-like Data object
"""
def setUp(self):
super(TestSeriesGetters, self).setUp()
self.dataLocal = [
((0, 0), array([1.0, 2.0, 3.0], dtype='float32')),
((0, 1), array([2.0, 2.0, 4.0], dtype='float32')),
((1, 0), array([4.0, 2.0, 1.0], dtype='float32')),
((1, 1), array([3.0, 1.0, 1.0], dtype='float32'))
]
self.series = Data(self.sc.parallelize(self.dataLocal), dtype='float32')
def test_getMissing(self):
assert_is_none(self.series.get((-1, -1)))
def test_get(self):
expected = self.dataLocal[1][1]
assert_true(array_equal(expected, self.series.get((0, 1))))
assert_raises(ValueError, self.series.get, 1) # keys are sequences, ask for integer
assert_raises(ValueError, self.series.get, (1, 2, 3)) # key length mismatch
def test_getMany(self):
vals = self.series.getMany([(0, 0), (17, 256), (1, 0), (0, 0)])
assert_equals(4, len(vals))
assert_true(array_equal(self.dataLocal[0][1], vals[0]))
assert_is_none(vals[1])
assert_true(array_equal(self.dataLocal[2][1], vals[2]))
assert_true(array_equal(self.dataLocal[0][1], vals[3]))
assert_raises(ValueError, self.series.getMany, [1]) # keys are sequences, ask for integer
assert_raises(ValueError, self.series.getMany, [(0, 0), 1, (1, 0), (0, 0)]) # asking for integer again
def test_getRanges(self):
vals = self.series.getRange([slice(2), slice(2)])
assert_equals(4, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[1][0], vals[1][0])
assert_equals(self.dataLocal[2][0], vals[2][0])
assert_equals(self.dataLocal[3][0], vals[3][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[1][1], vals[1][1]))
assert_true(array_equal(self.dataLocal[2][1], vals[2][1]))
assert_true(array_equal(self.dataLocal[3][1], vals[3][1]))
vals = self.series.getRange([slice(2), slice(1)])
assert_equals(2, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[2][0], vals[1][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[2][1], vals[1][1]))
vals = self.series.getRange([slice(None), slice(1, 2)])
assert_equals(2, len(vals))
assert_equals(self.dataLocal[1][0], vals[0][0])
assert_equals(self.dataLocal[3][0], vals[1][0])
assert_true(array_equal(self.dataLocal[1][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[3][1], vals[1][1]))
vals = self.series.getRange([slice(None), slice(None)])
assert_equals(4, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[1][0], vals[1][0])
assert_equals(self.dataLocal[2][0], vals[2][0])
assert_equals(self.dataLocal[3][0], vals[3][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[1][1], vals[1][1]))
assert_true(array_equal(self.dataLocal[2][1], vals[2][1]))
assert_true(array_equal(self.dataLocal[3][1], vals[3][1]))
vals = self.series.getRange([0, slice(None)])
assert_equals(2, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[1][0], vals[1][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[1][1], vals[1][1]))
vals = self.series.getRange([0, 1])
assert_equals(1, len(vals))
assert_equals(self.dataLocal[1][0], vals[0][0])
assert_true(array_equal(self.dataLocal[1][1], vals[0][1]))
vals = self.series.getRange([slice(2, 3), slice(None)])
assert_equals(0, len(vals))
# keys are sequences, ask for single slice
assert_raises(ValueError, self.series.getRange, slice(2, 3))
# ask for wrong number of slices
assert_raises(ValueError, self.series.getRange, [slice(2, 3), slice(2, 3), slice(2, 3)])
# raise exception if 'step' specified:
assert_raises(ValueError, self.series.getRange, [slice(0, 4, 2), slice(2, 3)])
def test_brackets(self):
# returns just value; calls `get`
vals = self.series[(1, 0)]
assert_true(array_equal(self.dataLocal[2][1], vals))
# tuple isn't needed; returns just value, calls `get`
vals = self.series[0, 1]
assert_true(array_equal(self.dataLocal[1][1], vals))
# if slices are passed, calls `getRange`, returns values
vals = self.series[0:1, 1:2]
assert_equals(1, len(vals))
assert_true(array_equal(self.dataLocal[1][1], vals[0]))
# if slice extends out of bounds, return only the elements that are in bounds
vals = self.series[:4, :1]
assert_equals(2, len(vals))
assert_true(array_equal(self.dataLocal[0][1], vals[0]))
assert_true(array_equal(self.dataLocal[2][1], vals[1]))
# empty slice works
vals = self.series[:, 1:2]
assert_equals(2, len(vals))
assert_true(array_equal(self.dataLocal[1][1], vals[0]))
assert_true(array_equal(self.dataLocal[3][1], vals[1]))
# multiple empty slices work
vals = self.series[:, :]
assert_equals(4, len(vals))
assert_true(array_equal(self.dataLocal[0][1], vals[0]))
assert_true(array_equal(self.dataLocal[1][1], vals[1]))
assert_true(array_equal(self.dataLocal[2][1], vals[2]))
assert_true(array_equal(self.dataLocal[3][1], vals[3]))
# mixing slices and individual indicies works:
vals = self.series[0, :]
assert_equals(2, len(vals))
assert_true(array_equal(self.dataLocal[0][1], vals[0]))
assert_true(array_equal(self.dataLocal[1][1], vals[1]))
# trying to getitem a key that doesn't exist throws a KeyError
assert_raises(KeyError, self.series.__getitem__, (25, 17))
# passing a range that is completely out of bounds throws a KeyError
assert_raises(KeyError, self.series.__getitem__, (slice(2, 3), slice(None, None)))
class TestSeriesGetters(PySparkTestCase):
"""Test `get` and related methods on a Series-like Data object
"""
def setUp(self):
super(TestSeriesGetters, self).setUp()
self.dataLocal = [
((0, 0), array([1.0, 2.0, 3.0], dtype='float32')),
((0, 1), array([2.0, 2.0, 4.0], dtype='float32')),
((1, 0), array([4.0, 2.0, 1.0], dtype='float32')),
((1, 1), array([3.0, 1.0, 1.0], dtype='float32'))
]
self.series = Data(self.sc.parallelize(self.dataLocal), dtype='float32')
def test_getMissing(self):
assert_is_none(self.series.get((-1, -1)))
def test_get(self):
expected = self.dataLocal[1][1]
assert_true(array_equal(expected, self.series.get((0, 1))))
assert_raises(ValueError, self.series.get, 1) # keys are sequences, ask for integer
assert_raises(ValueError, self.series.get, (1, 2, 3)) # key length mismatch
def test_getMany(self):
vals = self.series.getMany([(0, 0), (17, 256), (1, 0), (0, 0)])
assert_equals(4, len(vals))
assert_true(array_equal(self.dataLocal[0][1], vals[0]))
assert_is_none(vals[1])
assert_true(array_equal(self.dataLocal[2][1], vals[2]))
assert_true(array_equal(self.dataLocal[0][1], vals[3]))
assert_raises(ValueError, self.series.getMany, [1]) # keys are sequences, ask for integer
assert_raises(ValueError, self.series.getMany, [(0, 0), 1, (1, 0), (0, 0)]) # asking for integer again
def test_getRanges(self):
vals = self.series.getRange([slice(2), slice(2)])
assert_equals(4, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[1][0], vals[1][0])
assert_equals(self.dataLocal[2][0], vals[2][0])
assert_equals(self.dataLocal[3][0], vals[3][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[1][1], vals[1][1]))
assert_true(array_equal(self.dataLocal[2][1], vals[2][1]))
assert_true(array_equal(self.dataLocal[3][1], vals[3][1]))
vals = self.series.getRange([slice(2), slice(1)])
assert_equals(2, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[2][0], vals[1][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[2][1], vals[1][1]))
vals = self.series.getRange([slice(None), slice(1, 2)])
assert_equals(2, len(vals))
assert_equals(self.dataLocal[1][0], vals[0][0])
assert_equals(self.dataLocal[3][0], vals[1][0])
assert_true(array_equal(self.dataLocal[1][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[3][1], vals[1][1]))
vals = self.series.getRange([slice(None), slice(None)])
assert_equals(4, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[1][0], vals[1][0])
assert_equals(self.dataLocal[2][0], vals[2][0])
assert_equals(self.dataLocal[3][0], vals[3][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[1][1], vals[1][1]))
assert_true(array_equal(self.dataLocal[2][1], vals[2][1]))
assert_true(array_equal(self.dataLocal[3][1], vals[3][1]))
vals = self.series.getRange([0, slice(None)])
assert_equals(2, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[1][0], vals[1][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[1][1], vals[1][1]))
vals = self.series.getRange([0, 1])
assert_equals(1, len(vals))
assert_equals(self.dataLocal[1][0], vals[0][0])
assert_true(array_equal(self.dataLocal[1][1], vals[0][1]))
vals = self.series.getRange([slice(2, 3), slice(None)])
assert_equals(0, len(vals))
# keys are sequences, ask for single slice
assert_raises(ValueError, self.series.getRange, slice(2, 3))
# ask for wrong number of slices
assert_raises(ValueError, self.series.getRange, [slice(2, 3), slice(2, 3), slice(2, 3)])
# raise exception if 'step' specified:
assert_raises(ValueError, self.series.getRange, [slice(0, 4, 2), slice(2, 3)])
def test_brackets(self):
# returns just value; calls `get`
vals = self.series[(1, 0)]
assert_true(array_equal(self.dataLocal[2][1], vals))
# tuple isn't needed; returns just value, calls `get`
vals = self.series[0, 1]
assert_true(array_equal(self.dataLocal[1][1], vals))
# if slices are passed, calls `getRange`, returns keys and values
vals = self.series[0:1, 1:2]
assert_equals(1, len(vals))
assert_equals(self.dataLocal[1][0], vals[0][0])
assert_true(array_equal(self.dataLocal[1][1], vals[0][1]))
# if slice extends out of bounds, return only the elements that are in bounds
vals = self.series[:4, :1]
assert_equals(2, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[2][0], vals[1][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[2][1], vals[1][1]))
# empty slice works
vals = self.series[:, 1:2]
assert_equals(2, len(vals))
assert_equals(self.dataLocal[1][0], vals[0][0])
assert_equals(self.dataLocal[3][0], vals[1][0])
assert_true(array_equal(self.dataLocal[1][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[3][1], vals[1][1]))
# multiple empty slices work
vals = self.series[:, :]
assert_equals(4, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[1][0], vals[1][0])
assert_equals(self.dataLocal[2][0], vals[2][0])
assert_equals(self.dataLocal[3][0], vals[3][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[1][1], vals[1][1]))
assert_true(array_equal(self.dataLocal[2][1], vals[2][1]))
assert_true(array_equal(self.dataLocal[3][1], vals[3][1]))
# mixing slices and individual indicies works:
vals = self.series[0, :]
assert_equals(2, len(vals))
assert_equals(self.dataLocal[0][0], vals[0][0])
assert_equals(self.dataLocal[1][0], vals[1][0])
assert_true(array_equal(self.dataLocal[0][1], vals[0][1]))
assert_true(array_equal(self.dataLocal[1][1], vals[1][1]))
# trying to getitem a key that doesn't exist throws a KeyError
assert_raises(KeyError, self.series.__getitem__, (25, 17))
# passing a range that is completely out of bounds throws a KeyError
assert_raises(KeyError, self.series.__getitem__, (slice(2, 3), slice(None, None)))
class TestImagesGetters(PySparkTestCase):
"""Test `get` and related methods on an Images-like Data object
"""
def setUp(self):
super(TestImagesGetters, self).setUp()
self.ary1 = array([[1, 2], [3, 4]], dtype='int16')
self.ary2 = array([[5, 6], [7, 8]], dtype='int16')
rdd = self.sc.parallelize([(0, self.ary1), (1, self.ary2)])
self.images = Data(rdd, dtype='int16')
def test_getMissing(self):
assert_is_none(self.images.get(-1))
def test_get(self):
assert_true(array_equal(self.ary2, self.images.get(1)))
# keys are integers, ask for sequence
assert_raises(ValueError, self.images.get, (1, 2))
def test_getMany(self):
vals = self.images.getMany([0, -1, 1, 0])
assert_equals(4, len(vals))
assert_true(array_equal(self.ary1, vals[0]))
assert_is_none(vals[1])
assert_true(array_equal(self.ary2, vals[2]))
assert_true(array_equal(self.ary1, vals[3]))
# keys are integers, ask for sequences:
assert_raises(ValueError, self.images.get, [(0, 0)])
assert_raises(ValueError, self.images.get, [0, (0, 0), 1, 0])
def test_getRanges(self):
vals = self.images.getRange(slice(None))
assert_equals(2, len(vals))
assert_equals(0, vals[0][0])
assert_equals(1, vals[1][0])
assert_true(array_equal(self.ary1, vals[0][1]))
assert_true(array_equal(self.ary2, vals[1][1]))
vals = self.images.getRange(slice(0, 1))
assert_equals(1, len(vals))
assert_equals(0, vals[0][0])
assert_true(array_equal(self.ary1, vals[0][1]))
vals = self.images.getRange(slice(1))
assert_equals(1, len(vals))
assert_equals(0, vals[0][0])
assert_true(array_equal(self.ary1, vals[0][1]))
vals = self.images.getRange(slice(1, 2))
assert_equals(1, len(vals))
assert_equals(1, vals[0][0])
assert_true(array_equal(self.ary2, vals[0][1]))
vals = self.images.getRange(slice(2, 3))
assert_equals(0, len(vals))
# keys are integers, ask for sequence
assert_raises(ValueError, self.images.getRange, [slice(1), slice(1)])
# raise exception if 'step' specified:
assert_raises(ValueError, self.images.getRange, slice(1, 2, 2))
def test_brackets(self):
vals = self.images[1]
assert_true(array_equal(self.ary2, vals))
vals = self.images[0:1]
assert_equals(1, len(vals))
assert_true(array_equal(self.ary1, vals[0]))
vals = self.images[:]
assert_equals(2, len(vals))
assert_true(array_equal(self.ary1, vals[0]))
assert_true(array_equal(self.ary2, vals[1]))
vals = self.images[1:4]
assert_equals(1, len(vals))
assert_true(array_equal(self.ary2, vals[0]))
vals = self.images[1:]
assert_equals(1, len(vals))
assert_true(array_equal(self.ary2, vals[0]))
vals = self.images[:1]
assert_equals(1, len(vals))
assert_true(array_equal(self.ary1, vals[0]))
assert_raises(KeyError, self.images.__getitem__, 2)
assert_raises(KeyError, self.images.__getitem__, slice(2, 3))
