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"""Unittests for $ rio merge"""
from io import StringIO
import os
import textwrap
from pathlib import Path
import affine
from click.testing import CliRunner
import numpy as np
from pytest import fixture
import pytest
import rasterio
from rasterio.enums import Resampling
from rasterio.merge import merge, MERGE_METHODS
from rasterio.rio.main import main_group
from rasterio.transform import Affine
# Fixture to create test datasets within temporary directory
@fixture(scope='function')
def test_data_dir_1(tmpdir):
kwargs = {
"crs": {'init': 'epsg:4326'},
"transform": affine.Affine(0.2, 0, -114,
0, -0.2, 46),
"count": 1,
"dtype": rasterio.uint8,
"driver": "GTiff",
"width": 10,
"height": 10,
"nodata": 1
}
with rasterio.open(str(tmpdir.join('b.tif')), 'w', **kwargs) as dst:
data = np.ones((10, 10), dtype=rasterio.uint8)
data[0:6, 0:6] = 255
dst.write(data, indexes=1)
with rasterio.open(str(tmpdir.join('a.tif')), 'w', **kwargs) as dst:
data = np.ones((10, 10), dtype=rasterio.uint8)
data[4:8, 4:8] = 254
dst.write(data, indexes=1)
return tmpdir
@fixture(scope='function')
def test_data_dir_2(tmpdir):
kwargs = {
"crs": {'init': 'epsg:4326'},
"transform": affine.Affine(0.2, 0, -114,
0, -0.2, 46),
"count": 1,
"dtype": rasterio.uint8,
"driver": "GTiff",
"width": 10,
"height": 10
# these files have undefined nodata.
}
with rasterio.open(str(tmpdir.join('b.tif')), 'w', **kwargs) as dst:
data = np.zeros((10, 10), dtype=rasterio.uint8)
data[0:6, 0:6] = 255
dst.write(data, indexes=1)
with rasterio.open(str(tmpdir.join('a.tif')), 'w', **kwargs) as dst:
data = np.zeros((10, 10), dtype=rasterio.uint8)
data[4:8, 4:8] = 254
dst.write(data, indexes=1)
return tmpdir
@fixture(scope='function')
def test_data_dir_3(tmpdir):
kwargs = {
"crs": {'init': 'epsg:4326'},
"transform": affine.Affine(0.2, 0, -114,
0, -0.2, 46),
"count": 2, # important: band count > 1
"dtype": rasterio.uint8,
"driver": "GTiff",
"width": 10,
"height": 10,
"nodata": 1
}
with rasterio.open(str(tmpdir.join('b.tif')), 'w', **kwargs) as dst:
data = np.ones((2, 10, 10), dtype=rasterio.uint8)
data[:, 0:6, 0:6] = 255
dst.write(data)
with rasterio.open(str(tmpdir.join('a.tif')), 'w', **kwargs) as dst:
data = np.ones((2, 10, 10), dtype=rasterio.uint8)
data[:, 4:8, 4:8] = 254
dst.write(data)
return tmpdir
def test_rio_merge_dtype(test_data_dir_1, runner):
outputname = str(test_data_dir_1.join("merged.tif"))
inputs = [str(x) for x in test_data_dir_1.listdir()]
inputs.sort()
result = runner.invoke(
main_group, ["merge", "--dtype", "uint16"] + inputs + [outputname]
)
assert result.exit_code == 0
assert os.path.exists(outputname)
with rasterio.open(outputname) as out:
assert all(dt == "uint16" for dt in out.dtypes)
def test_merge_with_colormap(test_data_dir_1, runner):
outputname = str(test_data_dir_1.join('merged.tif'))
inputs = [str(x) for x in test_data_dir_1.listdir()]
inputs.sort()
for inputname in inputs:
with rasterio.open(inputname, 'r+') as src:
src.write_colormap(1, {0: (255, 0, 0, 255), 255: (0, 0, 0, 255)})
result = runner.invoke(main_group, ['merge'] + inputs + [outputname])
assert result.exit_code == 0
assert os.path.exists(outputname)
with rasterio.open(outputname) as out:
cmap = out.colormap(1)
assert cmap[0] == (255, 0, 0, 255)
assert cmap[255] == (0, 0, 0, 255)
def test_merge_with_nodata(test_data_dir_1, runner):
outputname = str(test_data_dir_1.join('merged.tif'))
inputs = [str(x) for x in test_data_dir_1.listdir()]
inputs.sort()
result = runner.invoke(main_group, ['merge'] + inputs + [outputname])
assert result.exit_code == 0
assert os.path.exists(outputname)
with rasterio.open(outputname) as out:
assert out.count == 1
data = out.read(1, masked=False)
expected = np.ones((10, 10), dtype=rasterio.uint8)
expected[0:6, 0:6] = 255
expected[4:8, 4:8] = 254
assert np.all(data == expected)
@pytest.mark.filterwarnings("ignore:Input file's nodata value")
def test_merge_error(test_data_dir_1, tmp_path, runner):
"""A nodata value outside the valid range results in an error"""
outputname = tmp_path.joinpath('merged.tif').as_posix()
inputs = [str(x) for x in test_data_dir_1.listdir()]
inputs.sort()
with pytest.warns(UserWarning):
result = runner.invoke(
main_group, ["merge"] + inputs + [outputname] + ["--nodata", "-1"]
)
assert result.exit_code
def test_merge_bidx(test_data_dir_3, runner):
outputname = str(test_data_dir_3.join('merged.tif'))
inputs = [str(x) for x in test_data_dir_3.listdir()]
inputs.sort()
result = runner.invoke(
main_group, ['merge'] + inputs + [outputname] + ['--bidx', '1'])
assert result.exit_code == 0
assert os.path.exists(outputname)
with rasterio.open(inputs[0]) as src:
assert src.count > 1
with rasterio.open(outputname) as out:
assert out.count == 1
def test_merge_without_nodata(test_data_dir_2, runner):
outputname = str(test_data_dir_2.join('merged.tif'))
inputs = [str(x) for x in test_data_dir_2.listdir()]
inputs.sort()
result = runner.invoke(main_group, ['merge'] + inputs + [outputname])
assert result.exit_code == 0
assert os.path.exists(outputname)
with rasterio.open(outputname) as out:
assert out.count == 1
data = out.read(1, masked=False)
expected = np.zeros((10, 10), dtype=rasterio.uint8)
expected[0:6, 0:6] = 255
expected[4:8, 4:8] = 254
assert np.all(data == expected)
def test_merge_output_exists(tmpdir, runner):
outputname = str(tmpdir.join('merged.tif'))
result = runner.invoke(
main_group, ['merge', 'tests/data/RGB.byte.tif', outputname])
assert result.exit_code == 0
result = runner.invoke(
main_group, ['merge', 'tests/data/RGB.byte.tif', outputname])
assert os.path.exists(outputname)
with rasterio.open(outputname) as out:
assert out.count == 3
def test_merge_output_exists_without_nodata_fails(test_data_dir_2, runner):
"""Fails without --overwrite"""
result = runner.invoke(
main_group, [
'merge', str(test_data_dir_2.join('a.tif')),
str(test_data_dir_2.join('b.tif'))])
assert result.exit_code == 1
def test_merge_output_exists_without_nodata(test_data_dir_2, runner):
"""Succeeds with --overwrite"""
result = runner.invoke(
main_group, [
'merge', '--overwrite', str(test_data_dir_2.join('a.tif')),
str(test_data_dir_2.join('b.tif'))])
assert result.exit_code == 0
def test_merge_err(runner):
result = runner.invoke(
main_group, ['merge', 'tests'])
assert result.exit_code == 1
def test_format_jpeg(tmpdir, runner):
outputname = str(tmpdir.join('stacked.jpg'))
result = runner.invoke(
main_group, [
'merge', 'tests/data/RGB.byte.tif', outputname,
'--format', 'JPEG'])
assert result.exit_code == 0
assert os.path.exists(outputname)
# Non-coincident datasets test fixture.
# Two overlapping GeoTIFFs, one to the NW and one to the SE.
@fixture(scope='function')
def test_data_dir_overlapping(tmpdir):
kwargs = {
"crs": {'init': 'epsg:4326'},
"transform": affine.Affine(0.2, 0, -114,
0, -0.2, 46),
"count": 1,
"dtype": rasterio.uint8,
"driver": "GTiff",
"width": 10,
"height": 10,
"nodata": 0
}
with rasterio.open(str(tmpdir.join('se.tif')), 'w', **kwargs) as dst:
data = np.ones((10, 10), dtype=rasterio.uint8)
dst.write(data, indexes=1)
kwargs['transform'] = affine.Affine(0.2, 0, -113,
0, -0.2, 45)
with rasterio.open(str(tmpdir.join('nw.tif')), 'w', **kwargs) as dst:
data = np.ones((10, 10), dtype=rasterio.uint8) * 2
dst.write(data, indexes=1)
return tmpdir
def test_merge_overlapping(test_data_dir_overlapping, runner):
outputname = str(test_data_dir_overlapping.join('merged.tif'))
inputs = [str(x) for x in test_data_dir_overlapping.listdir()]
inputs.sort()
result = runner.invoke(main_group, ['merge'] + inputs + [outputname])
assert result.exit_code == 0
assert os.path.exists(outputname)
with rasterio.open(outputname) as out:
assert out.count == 1
assert out.shape == (15, 15)
assert out.bounds == (-114, 43, -111, 46)
data = out.read(1, masked=False)
expected = np.zeros((15, 15), dtype=rasterio.uint8)
expected[0:10, 0:10] = 1
expected[5:, 5:] = 2
assert np.all(data == expected)
def test_merge_overlapping_callable_long(test_data_dir_overlapping, runner):
inputs = [str(x) for x in test_data_dir_overlapping.listdir()]
datasets = [rasterio.open(x) for x in inputs]
test_merge_overlapping_callable_long.index = 0
def mycallable(old_data, new_data, old_nodata, new_nodata,
index=None, roff=None, coff=None):
assert old_data.shape[0] == 5
assert new_data.shape[0] == 1
assert test_merge_overlapping_callable_long.index == index
test_merge_overlapping_callable_long.index += 1
merge(datasets, output_count=5, method=mycallable)
def test_custom_callable_merge(test_data_dir_overlapping, runner):
inputs = ['tests/data/world.byte.tif'] * 3
datasets = [rasterio.open(x) for x in inputs]
output_count = 4
def mycallable(old_data, new_data, old_nodata, new_nodata,
index=None, roff=None, coff=None):
# input data are bytes, test output doesn't overflow
old_data[index] = (
index + 1
) * 259 # use a number > 255 but divisible by 3 for testing
# update additional band that we specified in output_count
old_data[3, :, :] += index
arr, _ = merge(datasets, output_count=output_count, method=mycallable, dtype=np.uint64)
np.testing.assert_array_equal(np.mean(arr[:3], axis=0), 518)
np.testing.assert_array_equal(arr[3, :, :], 3)
# Fixture to create test datasets within temporary directory
@fixture(scope='function')
def test_data_dir_float(tmpdir):
kwargs = {
"crs": {'init': 'epsg:4326'},
"transform": affine.Affine(0.2, 0, -114,
0, -0.2, 46),
"count": 1,
"dtype": rasterio.float64,
"driver": "GTiff",
"width": 10,
"height": 10,
"nodata": 0
}
with rasterio.open(str(tmpdir.join('two.tif')), 'w', **kwargs) as dst:
data = np.zeros((10, 10), dtype=rasterio.float64)
data[0:6, 0:6] = 255
dst.write(data, indexes=1)
with rasterio.open(str(tmpdir.join('one.tif')), 'w', **kwargs) as dst:
data = np.zeros((10, 10), dtype=rasterio.float64)
data[4:8, 4:8] = 254
dst.write(data, indexes=1)
return tmpdir
def test_merge_float(test_data_dir_float, runner):
outputname = str(test_data_dir_float.join('merged.tif'))
inputs = [str(x) for x in test_data_dir_float.listdir()]
inputs.sort()
result = runner.invoke(
main_group, ['merge'] + inputs + [outputname] + ['--nodata', '-1.5'])
assert result.exit_code == 0
assert os.path.exists(outputname)
with rasterio.open(outputname) as out:
assert out.count == 1
data = out.read(1, masked=False)
expected = np.ones((10, 10), dtype=rasterio.float64) * -1.5
expected[0:6, 0:6] = 255
expected[4:8, 4:8] = 254
assert np.all(data == expected)
# Test below comes from issue #288. There was an off-by-one error in
# pasting image data into the canvas array.
@fixture(scope='function')
def tiffs(tmpdir):
data = np.ones((1, 1, 1), 'uint8')
kwargs = {
'count': '1',
'driver': 'GTiff',
'dtype': 'uint8',
'height': 1,
'width': 1}
kwargs['transform'] = Affine(1, 0, 1,
0, -1, 1)
with rasterio.open(str(tmpdir.join('a-sw.tif')), 'w', **kwargs) as r:
r.write(data * 40)
kwargs['transform'] = Affine(1, 0, 2,
0, -1, 2)
with rasterio.open(str(tmpdir.join('b-ct.tif')), 'w', **kwargs) as r:
r.write(data * 60)
kwargs['transform'] = Affine(2, 0, 3,
0, -2, 4)
with rasterio.open(str(tmpdir.join('c-ne.tif')), 'w', **kwargs) as r:
r.write(data * 90)
kwargs['transform'] = Affine(2, 0, 2,
0, -2, 4)
with rasterio.open(str(tmpdir.join('d-ne.tif')), 'w', **kwargs) as r:
r.write(data * 120)
return tmpdir
def test_merge_tiny_base(tiffs, runner):
outputname = str(tiffs.join('merged.tif'))
inputs = [str(x) for x in tiffs.listdir()]
inputs.sort()
result = runner.invoke(main_group, ['merge'] + inputs + [outputname])
assert result.exit_code == 0
# Output should be
#
# [[ 0 120 90 90]
# [ 0 120 90 90]
# [ 0 60 0 0]
# [ 40 0 0 0]]
with rasterio.open(outputname) as src:
data = src.read()
print(data)
assert (data[0][0:2, 1] == 120).all()
assert (data[0][0:2, 2:4] == 90).all()
assert data[0][2][1] == 60
assert data[0][3][0] == 40
def test_merge_tiny_output_opt(tiffs, runner):
outputname = str(tiffs.join('merged.tif'))
inputs = [str(x) for x in tiffs.listdir()]
inputs.sort()
result = runner.invoke(main_group, ['merge'] + inputs + ['-o', outputname])
assert result.exit_code == 0
# Output should be
#
# [[ 0 120 90 90]
# [ 0 120 90 90]
# [ 0 60 0 0]
# [ 40 0 0 0]]
with rasterio.open(outputname) as src:
data = src.read()
assert (data[0][0:2, 1] == 120).all()
assert (data[0][0:2, 2:4] == 90).all()
assert data[0][2][1] == 60
assert data[0][3][0] == 40
def test_merge_tiny_res_bounds(tiffs, runner):
outputname = str(tiffs.join('merged.tif'))
inputs = [str(x) for x in tiffs.listdir()]
inputs.sort()
result = runner.invoke(
main_group,
["merge"]
+ inputs
+ [outputname, "--res", 2, "--nodata", 0, "--bounds", "1, 0, 5, 4"],
)
assert result.exit_code == 0
# Output should be
# [[[120 90]
# [40 0]]]
with rasterio.open(outputname) as src:
data = src.read()
assert data[0, 0, 0] == 120
assert data[0, 0, 1] == 90
assert data[0, 1, 0] == 40
assert data[0, 1, 1] == 0
def test_merge_out_of_range_nodata(tiffs):
inputs = [
'tests/data/rgb1.tif',
'tests/data/rgb2.tif',
'tests/data/rgb3.tif',
'tests/data/rgb4.tif']
datasets = [rasterio.open(x) for x in inputs]
assert datasets[1].dtypes[0] == 'uint8'
with pytest.warns(UserWarning):
rv, transform = merge(datasets, nodata=9999, masked=True)
assert rv.fill_value == 0.0
@pytest.mark.parametrize("res_option", [[], ["--use-first-res"], ["--use-highest-res"]])
def test_merge_rgb(tmpdir, runner, res_option):
"""Get back original image"""
outputname = str(tmpdir.join('merged.tif'))
inputs = [
"tests/data/rgb1.tif",
"tests/data/rgb2.tif",
"tests/data/rgb3.tif",
"tests/data/rgb4.tif",
]
result = runner.invoke(main_group, ["merge"] + res_option + inputs + [outputname])
assert result.exit_code == 0
with rasterio.open(outputname) as src:
assert [src.checksum(i) for i in src.indexes] == [25420, 29131, 37860]
@pytest.mark.parametrize("res_option", [["--use-highest-res"]])
def test_merge_highest_res(tmpdir, runner, res_option):
"""Ignore the resolution of the first source."""
outputname = str(tmpdir.join('merged.tif'))
inputs = [
"tests/data/rgb-byte-tenth.tif",
"tests/data/rgb1.tif",
"tests/data/rgb2.tif",
"tests/data/rgb3.tif",
"tests/data/rgb4.tif",
]
result = runner.invoke(main_group, ["merge"] + res_option + inputs + [outputname])
assert result.exit_code == 0
with rasterio.open(outputname) as src:
assert tuple(round(x) for x in src.res) == (300.0, 300.0)
def test_merge_tiny_intres(tiffs):
inputs = [str(x) for x in tiffs.listdir()]
inputs.sort()
datasets = [rasterio.open(x) for x in inputs]
merge(datasets, res=2)
@pytest.mark.parametrize("precision", [[], ["--precision", "9"]])
def test_merge_precision(tmpdir, precision):
"""See https://github.com/rasterio/rasterio/issues/1837"""
# TDOD move ascii grids to a fixture?
expected = """\
ncols 8
nrows 8
xllcorner 0.000000000000
yllcorner 0.000000000000
cellsize 1.000000000000
1 2 3 4 1 2 3 4
3 4 5 6 3 4 5 6
4 5 6 8 4 5 6 8
7 9 5 4 7 9 5 4
1 2 3 4 1 2 3 4
3 4 5 6 3 4 5 6
4 5 6 8 4 5 6 8
7 9 5 4 7 9 5 4
"""
expected_file = StringIO(textwrap.dedent(expected))
template = """\
ncols 4
nrows 4
xllcorner {:f}
yllcorner {:f}
cellsize 1.0
1 2 3 4
3 4 5 6
4 5 6 8
7 9 5 4
"""
names = ["sw.asc", "se.asc", "nw.asc", "ne.asc"]
corners = [(0.0, 0.0), (4.0, 0.0), (0.0, 4.0), (4.0, 4.0)]
for name, (minx, miny) in zip(names, corners):
content = textwrap.dedent(template.format(minx, miny))
tmpdir.join(name).write(content)
inputs = [str(tmpdir.join(name)) for name in names]
outputname = str(tmpdir.join("merged.asc"))
runner = CliRunner()
result = runner.invoke(main_group, ["merge", "-f", "AAIGrid"] + precision + inputs + [outputname])
assert result.exit_code == 0
# The arrangement of whitespace in the data part of the file
# changed between 3.7 and 3.8 to better conform. We will compare
# in a way that is more independent.
with open(outputname) as out_file:
# Compare header lines.
for i in range(5):
assert out_file.readline().strip() == expected_file.readline().strip()
# Compare raster data as single strings.
out_data = " ".join(line.strip() for line in out_file.readlines())
expected_data = " ".join(line.strip() for line in expected_file.readlines())
assert out_data == expected_data
@fixture(scope='function')
def test_data_dir_resampling(tmpdir):
kwargs = {
"crs": {'init': 'epsg:4326'},
"transform": affine.Affine(0.2, 0, 0,
0, -0.2, 0),
"count": 1,
"dtype": rasterio.uint8,
"driver": "GTiff",
"width": 9,
"height": 1,
"nodata": 1
}
with rasterio.open(str(tmpdir.join('a.tif')), 'w', **kwargs) as dst:
data = np.ones((1, 9), dtype=rasterio.uint8)
data[:, :3] = 100
data[:, 3:6] = 255
dst.write(data, indexes=1)
return tmpdir
@pytest.mark.parametrize(
"resampling",
[resamp for resamp in Resampling if resamp < 7] +
[pytest.param(Resampling.gauss, marks=pytest.mark.xfail)]
)
def test_merge_resampling(test_data_dir_resampling, resampling, runner):
outputname = str(test_data_dir_resampling.join('merged.tif'))
inputs = [str(x) for x in test_data_dir_resampling.listdir()]
with rasterio.open(inputs[0]) as src:
bounds = src.bounds
res = src.res[0]
expected_raster = src.read(
out_shape=tuple(dim * 2 for dim in src.shape),
boundless=True,
resampling=resampling
)
result = runner.invoke(
main_group, ['merge'] + inputs + [outputname] +
['--res', res / 2, '--resampling', resampling.name] +
['--bounds', ' '.join(map(str, bounds))])
assert result.exit_code == 0
assert os.path.exists(outputname)
with rasterio.open(outputname) as dst:
output_raster = dst.read()
np.testing.assert_array_equal(output_raster, expected_raster)
def test_merge_filenames(tiffs):
inputs = [str(x) for x in tiffs.listdir()]
inputs.sort()
merge(inputs, res=2)
def test_merge_pathlib_path(tiffs):
inputs = [Path(x) for x in tiffs.listdir()]
inputs.sort()
merge(inputs, res=2)
def test_merge_output_dataset(tiffs, tmpdir):
"""Write to an open dataset"""
inputs = [str(x) for x in tiffs.listdir()]
inputs.sort()
output_file = tmpdir.join("output.tif")
merge(inputs, res=2, dst_path=str(output_file), dst_kwds=dict(driver="PNG"))
with rasterio.open(str(output_file)) as result:
assert result.count == 1
assert result.driver == "PNG"
assert result.height == result.width == 2
@fixture(scope='function')
def test_data_dir_resampling(tmpdir):
kwargs = {
"crs": {'init': 'epsg:4326'},
"transform": affine.Affine(0.2, 0, 0,
0, -0.2, 0),
"count": 1,
"dtype": rasterio.uint8,
"driver": "GTiff",
"width": 9,
"height": 1,
"nodata": 1
}
with rasterio.open(str(tmpdir.join('a.tif')), 'w', **kwargs) as dst:
data = np.ones((1, 9), dtype=rasterio.uint8)
data[:, :3] = 100
data[:, 3:6] = 255
dst.write(data, indexes=1)
return tmpdir
@pytest.mark.parametrize(
"resampling",
[resamp for resamp in Resampling if resamp < 7]
+ [pytest.param(Resampling.gauss, marks=pytest.mark.xfail)],
)
def test_merge_resampling(test_data_dir_resampling, resampling, runner):
outputname = str(test_data_dir_resampling.join('merged.tif'))
inputs = [str(x) for x in test_data_dir_resampling.listdir()]
with rasterio.open(inputs[0]) as src:
bounds = src.bounds
res = src.res[0]
expected_raster = src.read(
out_shape=tuple(dim * 2 for dim in src.shape),
resampling=resampling
)
result = runner.invoke(
main_group, ['merge'] + inputs + [outputname] +
['--res', res / 2, '--resampling', resampling.name] +
['--bounds', ' '.join(map(str, bounds))])
assert result.exit_code == 0
assert os.path.exists(outputname)
with rasterio.open(outputname) as dst:
output_raster = dst.read()
np.testing.assert_array_equal(output_raster, expected_raster)
def test_merge_no_gap(tiffs, runner):
"""This test fails before 1.3a1 using the original window rounding params (op=floor, pixel_precision-=0)."""
outputname = str(tiffs.join("merged.tif"))
inputs = [str(x) for x in tiffs.listdir()]
inputs.sort()
result = runner.invoke(
main_group,
["merge"]
+ inputs
+ [outputname, "--res", 2 / 123, "--nodata", 0, "--bounds", "1, 0, 5, 4"],
)
assert result.exit_code == 0
with rasterio.open(outputname) as src:
data = src.read(1)
assert data[183, 61] != 0
assert data[184, 60] != 0
@pytest.mark.parametrize(
"method",
list(MERGE_METHODS)
)
def test_rio_merge_method(test_data_dir_1, method, runner):
outputname = str(test_data_dir_1.join('merged.tif'))
inputs = [str(x) for x in test_data_dir_1.listdir()]
merged, _ = merge(
inputs, output_count=1, method=method, dtype=rasterio.uint8
)
result = runner.invoke(
main_group, ['merge'] + inputs + [outputname] +
['--method', method])
assert result.exit_code == 0
assert os.path.exists(outputname)
with rasterio.open(outputname) as dst:
output_raster = dst.read()
np.testing.assert_array_equal(output_raster, merged)
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