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# Calc command. | ||
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import logging | ||
import math | ||
import os.path | ||
import re | ||
import sys | ||
import warnings | ||
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import click | ||
import snuggs | ||
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import rasterio | ||
from rasterio.rio.cli import cli | ||
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@cli.command(short_help="Raster data calculator.") | ||
@click.argument('command') | ||
@click.argument( | ||
'files', | ||
nargs=-1, | ||
type=click.Path(resolve_path=False), | ||
required=True, | ||
metavar="INPUTS... OUTPUT") | ||
@click.option('--name', multiple=True, | ||
help='Specify an input file with a unique short (alphas only) name ' | ||
'for use in commands like "a=tests/data/RGB.byte.tif".') | ||
@click.option('--dtype', | ||
type=click.Choice([ | ||
'ubyte', 'uint8', 'uint16', 'int16', 'uint32', | ||
'int32', 'float32', 'float64']), | ||
default='float64', | ||
help="Output data type (default: float64).") | ||
@click.pass_context | ||
def calc(ctx, command, files, name, dtype): | ||
"""A raster data calculator | ||
Evaluates an expression using input datasets and writes the result | ||
to a new dataset. | ||
Command syntax is lisp-like. An expression consists of an operator | ||
or function name and one or more strings, numbers, or expressions | ||
enclosed in parentheses. Functions include ``read`` (gets a raster | ||
array) and ``asarray`` (makes a 3-D array from 2-D arrays). | ||
\b | ||
* (read i) evaluates to the i-th input dataset (a 3-D array). | ||
* (read i j) evaluates to the j-th band of the i-th dataset (a 2-D | ||
array). | ||
* (take foo j) evaluates to the j-th band of a dataset named foo (see | ||
help on the --name option above). | ||
* Standard numpy array operators (+, -, *, /) are available. | ||
* When the final result is a list of arrays, a multi band output | ||
file is written. | ||
* When the final result is a single array, a single band output | ||
file is written. | ||
Example: | ||
\b | ||
$ rio calc "(+ 2 (* 0.95 (read 1)))" tests/data/RGB.byte.tif \\ | ||
> /tmp/out.tif --dtype ubyte | ||
Produces a 3-band GeoTIFF with all values scaled by 0.95 and | ||
incremented by 2. | ||
\b | ||
$ rio calc "(asarray (+ 125 (read 1)) (read 1) (read 1))" \\ | ||
> tests/data/shade.tif /tmp/out.tif --dtype ubyte | ||
Produces a 3-band RGB GeoTIFF, with red levels incremented by 125, | ||
from the single-band input. | ||
""" | ||
import numpy as np | ||
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verbosity = (ctx.obj and ctx.obj.get('verbosity')) or 1 | ||
logger = logging.getLogger('rio') | ||
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try: | ||
with rasterio.drivers(CPL_DEBUG=verbosity>2): | ||
output = files[-1] | ||
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inputs = ( | ||
[tuple(n.split('=')) for n in name] + | ||
[(None, n) for n in files[:-1]]) | ||
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with rasterio.open(inputs[0][1]) as first: | ||
kwargs = first.meta | ||
kwargs['transform'] = kwargs.pop('affine') | ||
kwargs['dtype'] = dtype | ||
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ctxkwds = {} | ||
for i, (name, path) in enumerate(inputs): | ||
with rasterio.open(path) as src: | ||
# Using the class method instead of instance method. | ||
# Latter raises | ||
# | ||
# TypeError: astype() got an unexpected keyword argument 'copy' | ||
# | ||
# possibly something to do with the instance being a masked | ||
# array. | ||
ctxkwds[name or '_i%d' % (i+1)] = np.ndarray.astype( | ||
src.read(), 'float64', copy=False) | ||
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res = snuggs.eval(command, **ctxkwds) | ||
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if len(res.shape) == 3: | ||
results = np.ndarray.astype(res, dtype, copy=False) | ||
else: | ||
results = np.asanyarray( | ||
[np.ndarray.astype(res, dtype, copy=False)]) | ||
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kwargs['count'] = results.shape[0] | ||
with rasterio.open(output, 'w', **kwargs) as dst: | ||
dst.write(results) | ||
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sys.exit(0) | ||
except Exception: | ||
logger.exception("Failed. Exception caught") | ||
sys.exit(1) |
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@@ -5,6 +5,7 @@ cython==0.21.2 | |
delocate | ||
enum34 | ||
numpy>=1.8.0 | ||
snuggs>=1.0 | ||
pytest | ||
setuptools>=0.9.8 | ||
wheel |
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@@ -2,4 +2,5 @@ affine | |
cligj | ||
enum34 | ||
numpy>=1.8.0 | ||
snuggs>=1.0 | ||
setuptools |
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Original file line number | Diff line number | Diff line change |
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import sys | ||
import logging | ||
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from click.testing import CliRunner | ||
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import rasterio | ||
from rasterio.rio.calc import calc | ||
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logging.basicConfig(stream=sys.stderr, level=logging.DEBUG) | ||
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def test_err(tmpdir): | ||
outfile = str(tmpdir.join('out.tif')) | ||
runner = CliRunner() | ||
result = runner.invoke(calc, [ | ||
'($ 0.1 (read 1))', 'tests/data/shade.tif', outfile], | ||
catch_exceptions=False) | ||
assert result.exit_code == 1 | ||
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def test_multiband_calc(tmpdir): | ||
outfile = str(tmpdir.join('out.tif')) | ||
runner = CliRunner() | ||
result = runner.invoke(calc, [ | ||
'(+ 125 (* 0.1 (read 1)))', 'tests/data/shade.tif', outfile], | ||
catch_exceptions=False) | ||
assert result.exit_code == 0 | ||
with rasterio.open(outfile) as src: | ||
assert src.count == 1 | ||
assert src.meta['dtype'] == 'float64' | ||
data = src.read() | ||
assert data.min() == 125 | ||
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def test_singleband_calc_byindex(tmpdir): | ||
outfile = str(tmpdir.join('out.tif')) | ||
runner = CliRunner() | ||
result = runner.invoke(calc, [ | ||
'(+ 125 (* 0.1 (read 1 1)))', | ||
'tests/data/shade.tif', | ||
outfile], | ||
catch_exceptions=False) | ||
assert result.exit_code == 0 | ||
with rasterio.open(outfile) as src: | ||
assert src.count == 1 | ||
assert src.meta['dtype'] == 'float64' | ||
data = src.read() | ||
assert data.min() == 125 | ||
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def test_singleband_calc_byname(tmpdir): | ||
outfile = str(tmpdir.join('out.tif')) | ||
runner = CliRunner() | ||
result = runner.invoke(calc, [ | ||
'(+ 125 (* 0.1 (take shade 1)))', | ||
'--name', 'shade=tests/data/shade.tif', | ||
outfile], | ||
catch_exceptions=False) | ||
assert result.exit_code == 0 | ||
with rasterio.open(outfile) as src: | ||
assert src.count == 1 | ||
assert src.meta['dtype'] == 'float64' | ||
data = src.read() | ||
assert data.min() == 125 | ||
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def test_parts_calc(tmpdir): | ||
# Producing an RGB output from the hill shade. | ||
# Red band has bumped up values. Other bands are unchanged. | ||
outfile = str(tmpdir.join('out.tif')) | ||
runner = CliRunner() | ||
result = runner.invoke(calc, [ | ||
'(asarray (+ (read 1 1) 125) (read 1 1) (read 1 1))', | ||
'--dtype', 'uint8', | ||
'tests/data/shade.tif', | ||
outfile], | ||
catch_exceptions=False) | ||
assert result.exit_code == 0 | ||
with rasterio.open(outfile) as src: | ||
assert src.count == 3 | ||
assert src.meta['dtype'] == 'uint8' | ||
data = src.read() | ||
assert data[0].min() == 125 | ||
assert data[1].min() == 0 | ||
assert data[2].min() == 0 | ||
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def test_parts_calc_2(tmpdir): | ||
# Produce greyscale output from the RGB file. | ||
outfile = str(tmpdir.join('out.tif')) | ||
runner = CliRunner() | ||
result = runner.invoke(calc, [ | ||
'(+ (+ (/ (read 1 1) 3) (/ (read 1 2) 3)) (/ (read 1 3) 3))', | ||
'--dtype', 'uint8', | ||
'tests/data/RGB.byte.tif', | ||
outfile], | ||
catch_exceptions=False) | ||
assert result.exit_code == 0 | ||
with rasterio.open(outfile) as src: | ||
assert src.count == 1 | ||
assert src.meta['dtype'] == 'uint8' | ||
data = src.read() | ||
assert round(data.mean(), 1) == 60.3 | ||
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def test_copy_rgb(tmpdir): | ||
outfile = str(tmpdir.join('out.tif')) | ||
runner = CliRunner() | ||
result = runner.invoke(calc, [ | ||
'(read 1)', | ||
'--dtype', 'uint8', | ||
'tests/data/RGB.byte.tif', | ||
outfile], | ||
catch_exceptions=False) | ||
assert result.exit_code == 0 | ||
with rasterio.open(outfile) as src: | ||
assert src.count == 3 | ||
assert src.meta['dtype'] == 'uint8' | ||
data = src.read() | ||
assert round(data.mean(), 1) == 60.6 |