rasterio/tests/test_indexing.py
2018-04-14 08:43:39 -06:00

264 lines
7.9 KiB
Python

"""Test windows and indexing"""
# TODO: break up multi-assertion tests.
import numpy as np
import pytest
import rasterio
from rasterio.errors import WindowError
from rasterio import windows
DATA_WINDOW = ((3, 5), (2, 6))
def assert_window_almost_equals(a, b, precision=3):
for attr in ('row_off', 'col_off', 'width', 'height'):
assert round(getattr(a, attr), precision) == round(getattr(b, attr), precision)
def test_index():
with rasterio.open('tests/data/RGB.byte.tif') as src:
left, bottom, right, top = src.bounds
assert src.index(left, top) == (0, 0)
assert src.index(right, top) == (0, src.width)
assert src.index(right, bottom) == (src.height, src.width)
assert src.index(left, bottom) == (src.height, 0)
def test_full_window():
with rasterio.open('tests/data/RGB.byte.tif') as src:
left, bottom, right, top = src.bounds
assert_window_almost_equals(
src.window(left, bottom, right, top),
windows.Window(0, 0, src.width, src.height))
def test_window_no_exception():
with rasterio.open('tests/data/RGB.byte.tif') as src:
left, bottom, right, top = src.bounds
left -= 1000.0
assert_window_almost_equals(
src.window(left, bottom, right, top),
windows.Window(-1000 / src.res[0], 0, src.width + 1000 / src.res[0], src.height))
def test_index_values():
with rasterio.open('tests/data/RGB.byte.tif') as src:
assert src.index(101985.0, 2826915.0) == (0, 0)
assert src.index(101985.0 + 400.0, 2826915.0) == (0, 1)
assert src.index(101985.0 + 400.0, 2826915.0 - 700.0) == (2, 1)
def test_window():
with rasterio.open('tests/data/RGB.byte.tif') as src:
left, bottom, right, top = src.bounds
dx, dy = src.res
eps = 1.0e-8
assert_window_almost_equals(src.window(
left + eps, bottom + eps, right - eps, top - eps),
windows.Window(0, 0, src.width, src.height))
assert src.index(left + 400, top - 400) == (1, 1)
assert src.index(left + dx + eps, top - dy - eps) == (1, 1)
assert_window_almost_equals(src.window(left, top - 400, left + 400, top), windows.Window(0, 0, 400 / src.res[0], 400 / src.res[1]))
assert_window_almost_equals(src.window(left, top - 2 * dy - eps, left + 2 * dx - eps, top), windows.Window(0, 0, 2, 2))
def test_window_bounds_roundtrip():
with rasterio.open('tests/data/RGB.byte.tif') as src:
assert_window_almost_equals(
windows.Window(100, 100, 100, 100),
src.window(*src.window_bounds(windows.Window(100, 100, 100, 100))))
def test_window_full_cover():
def assert_bound_covers(bounds1, bounds2, precision=5):
"""Does bounds1 cover bounds2?
"""
assert round(bounds1[0], precision) <= round(bounds2[0], precision)
assert round(bounds1[1], precision) <= round(bounds2[1], precision)
assert round(bounds1[2], precision) >= round(bounds2[2], precision)
assert round(bounds1[3], precision) >= round(bounds2[3], precision)
with rasterio.open('tests/data/RGB.byte.tif') as src:
bounds = list(src.window_bounds(((100, 200), (100, 200))))
bounds[1] = bounds[1] - 10.0 # extend south
bounds[2] = bounds[2] + 10.0 # extend east
win = src.window(*bounds)
bounds_calc = list(src.window_bounds(win))
assert_bound_covers(bounds_calc, bounds)
@pytest.fixture
def data():
data = np.zeros((10, 10), dtype='uint8')
data[slice(*DATA_WINDOW[0]), slice(*DATA_WINDOW[1])] = 1
return data
def test_data_window_unmasked(data):
window = windows.get_data_window(data)
assert window == windows.Window.from_slices((0, data.shape[0]), (0, data.shape[1]))
def test_data_window_masked(data):
data = np.ma.masked_array(data, data == 0)
window = windows.get_data_window(data)
assert window == windows.Window.from_slices(*DATA_WINDOW)
def test_data_window_nodata(data):
window = windows.get_data_window(data, nodata=0)
assert window == windows.Window.from_slices(*DATA_WINDOW)
window = windows.get_data_window(np.ones_like(data), nodata=0)
assert window == windows.Window.from_slices((0, data.shape[0]), (0, data.shape[1]))
def test_data_window_nodata_disjunct():
data = np.zeros((3, 10, 10), dtype='uint8')
data[0, :4, 1:4] = 1
data[1, 2:5, 2:8] = 1
data[2, 1:6, 1:6] = 1
window = windows.get_data_window(data, nodata=0)
assert window == windows.Window.from_slices((0, 6), (1, 8))
def test_data_window_empty_result():
data = np.zeros((3, 10, 10), dtype='uint8')
window = windows.get_data_window(data, nodata=0)
assert window == windows.Window.from_slices((0, 0), (0, 0))
def test_data_window_masked_file():
with rasterio.open('tests/data/RGB.byte.tif') as src:
window = windows.get_data_window(src.read(1, masked=True))
assert window == windows.Window.from_slices((3, 714), (13, 770))
window = windows.get_data_window(src.read(masked=True))
assert window == windows.Window.from_slices((3, 714), (13, 770))
def test_window_union():
assert windows.union(
windows.Window(0, 3, 3, 6),
windows.Window(2, 1, 2, 4)
) == windows.Window(0, 1, 4, 8)
def test_window_intersection():
assert windows.intersection(
((0, 6), (3, 6)),
((2, 4), (1, 5))
) == windows.Window.from_slices((2, 4), (3, 5))
assert windows.intersection(
((0, 6), (3, 6)),
((2, 4), (1, 5)),
((3, 6), (0, 6))
) == windows.Window.from_slices((3, 4), (3, 5))
def test_window_intersection_disjunct():
with pytest.raises(WindowError):
windows.intersection(
((0, 6), (3, 6)),
((100, 200), (0, 12)),
((7, 12), (7, 12)))
# touch, no overlap on edge of open interval
assert windows.intersection(
((0, 6), (3, 6)),
((6, 10), (1, 5)))
def test_windows_intersect():
assert windows.intersect(
((0, 6), (3, 6)),
((2, 4), (1, 5))) is True
assert windows.intersect(
((0, 6), (3, 6)),
((2, 4), (1, 5)),
((3, 6), (0, 6))) is True
assert windows.intersect(
((0, 2), (0, 2)),
((1, 4), (1, 4))) is True
def test_3x3matrix():
"""For a 3x3 arrangement of 2x2 windows
a | b | c
---------
d | e | f
---------
g | h | i
i.e. window e is ((2, 4), (2, 4))
None of them should intersect or have an intersection
"""
from itertools import product, combinations
pairs = ((0, 2), (2, 4), (4, 6))
arrangement = product(pairs, pairs)
for wins in combinations(arrangement, 2):
assert not windows.intersect(*wins)
with pytest.raises(WindowError):
windows.intersection(*wins)
def test_windows_intersect_disjunct():
assert windows.intersect(
((0, 6), (3, 6)),
((10, 20), (0, 6))) is False
# polygons touch at point
assert windows.intersect(
((0, 2), (1, 3)),
((2, 4), (3, 5))) is False
# polygons touch at point, rev order
assert windows.intersect(
((2, 4), (3, 5)),
((0, 2), (1, 3))) is False
# polygons touch at line
assert windows.intersect(
((0, 6), (3, 6)),
((6, 10), (1, 5))) is False
assert windows.intersect(
((0, 6), (3, 6)),
((2, 4), (1, 5)),
((5, 6), (0, 6))) is False
assert windows.intersect(
((0, 6), (3, 6)),
((2, 4), (1, 3)),
((3, 6), (4, 6))) is False
def test_iter_args_winfuncs():
wins = [
((0, 6), (3, 6)),
((2, 4), (1, 5))]
assert windows.intersect(*wins) == windows.intersect(wins)
assert windows.intersection(*wins) == windows.intersection(wins)
assert windows.union(*wins) == windows.union(wins)
def test_iter_args():
from rasterio.windows import iter_args
@iter_args
def foo(*args):
return len(args)
assert foo([0, 1, 2]) == foo(0, 1, 2) == foo(range(3)) == 3