521 lines
18 KiB
Python
521 lines
18 KiB
Python
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"""
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Provides a collection of utilities for comparing (image) results.
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"""
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import atexit
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import hashlib
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import os
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from pathlib import Path
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import re
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import shutil
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import subprocess
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import sys
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from tempfile import TemporaryFile
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import numpy as np
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import matplotlib as mpl
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from matplotlib.testing.exceptions import ImageComparisonFailure
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from matplotlib import cbook
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__all__ = ['compare_float', 'compare_images', 'comparable_formats']
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def make_test_filename(fname, purpose):
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"""
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Make a new filename by inserting `purpose` before the file's
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extension.
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"""
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base, ext = os.path.splitext(fname)
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return '%s-%s%s' % (base, purpose, ext)
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@cbook.deprecated("3.0")
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def compare_float(expected, actual, relTol=None, absTol=None):
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"""
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Fail if the floating point values are not close enough, with
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the given message.
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You can specify a relative tolerance, absolute tolerance, or both.
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"""
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if relTol is None and absTol is None:
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raise ValueError("You haven't specified a 'relTol' relative "
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"tolerance or a 'absTol' absolute tolerance "
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"function argument. You must specify one.")
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msg = ""
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if absTol is not None:
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absDiff = abs(expected - actual)
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if absTol < absDiff:
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template = ['',
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'Expected: {expected}',
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'Actual: {actual}',
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'Abs diff: {absDiff}',
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'Abs tol: {absTol}']
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msg += '\n '.join([line.format(**locals()) for line in template])
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if relTol is not None:
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# The relative difference of the two values. If the expected value is
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# zero, then return the absolute value of the difference.
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relDiff = abs(expected - actual)
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if expected:
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relDiff = relDiff / abs(expected)
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if relTol < relDiff:
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# The relative difference is a ratio, so it's always unit-less.
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template = ['',
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'Expected: {expected}',
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'Actual: {actual}',
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'Rel diff: {relDiff}',
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'Rel tol: {relTol}']
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msg += '\n '.join([line.format(**locals()) for line in template])
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return msg or None
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def get_cache_dir():
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cachedir = mpl.get_cachedir()
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if cachedir is None:
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raise RuntimeError('Could not find a suitable configuration directory')
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cache_dir = os.path.join(cachedir, 'test_cache')
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try:
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Path(cache_dir).mkdir(parents=True, exist_ok=True)
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except IOError:
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return None
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if not os.access(cache_dir, os.W_OK):
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return None
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return cache_dir
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def get_file_hash(path, block_size=2 ** 20):
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md5 = hashlib.md5()
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with open(path, 'rb') as fd:
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while True:
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data = fd.read(block_size)
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if not data:
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break
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md5.update(data)
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if path.endswith('.pdf'):
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md5.update(str(mpl._get_executable_info("gs").version)
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.encode('utf-8'))
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elif path.endswith('.svg'):
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md5.update(str(mpl._get_executable_info("inkscape").version)
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.encode('utf-8'))
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return md5.hexdigest()
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def make_external_conversion_command(cmd):
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def convert(old, new):
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cmdline = cmd(old, new)
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pipe = subprocess.Popen(cmdline, universal_newlines=True,
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stdout=subprocess.PIPE, stderr=subprocess.PIPE)
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stdout, stderr = pipe.communicate()
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errcode = pipe.wait()
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if not os.path.exists(new) or errcode:
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msg = "Conversion command failed:\n%s\n" % ' '.join(cmdline)
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if stdout:
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msg += "Standard output:\n%s\n" % stdout
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if stderr:
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msg += "Standard error:\n%s\n" % stderr
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raise IOError(msg)
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return convert
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# Modified from https://bugs.python.org/issue25567.
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_find_unsafe_bytes = re.compile(br'[^a-zA-Z0-9_@%+=:,./-]').search
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def _shlex_quote_bytes(b):
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return (b if _find_unsafe_bytes(b) is None
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else b"'" + b.replace(b"'", b"'\"'\"'") + b"'")
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class _ConverterError(Exception):
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pass
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class _Converter(object):
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def __init__(self):
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self._proc = None
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# Explicitly register deletion from an atexit handler because if we
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# wait until the object is GC'd (which occurs later), then some module
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# globals (e.g. signal.SIGKILL) has already been set to None, and
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# kill() doesn't work anymore...
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atexit.register(self.__del__)
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def __del__(self):
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if self._proc:
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self._proc.kill()
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self._proc.wait()
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for stream in filter(None, [self._proc.stdin,
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self._proc.stdout,
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self._proc.stderr]):
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stream.close()
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self._proc = None
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def _read_until(self, terminator):
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"""Read until the prompt is reached."""
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buf = bytearray()
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while True:
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c = self._proc.stdout.read(1)
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if not c:
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raise _ConverterError
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buf.extend(c)
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if buf.endswith(terminator):
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return bytes(buf[:-len(terminator)])
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class _GSConverter(_Converter):
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def __call__(self, orig, dest):
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if not self._proc:
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self._proc = subprocess.Popen(
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[mpl._get_executable_info("gs").executable,
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"-dNOPAUSE", "-sDEVICE=png16m"],
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# As far as I can see, ghostscript never outputs to stderr.
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stdin=subprocess.PIPE, stdout=subprocess.PIPE)
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try:
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self._read_until(b"\nGS")
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except _ConverterError:
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raise OSError("Failed to start Ghostscript")
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def encode_and_escape(name):
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return (os.fsencode(name)
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.replace(b"\\", b"\\\\")
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.replace(b"(", br"\(")
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.replace(b")", br"\)"))
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self._proc.stdin.write(
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b"<< /OutputFile ("
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+ encode_and_escape(dest)
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+ b") >> setpagedevice ("
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+ encode_and_escape(orig)
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+ b") run flush\n")
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self._proc.stdin.flush()
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# GS> if nothing left on the stack; GS<n> if n items left on the stack.
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err = self._read_until(b"GS")
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stack = self._read_until(b">")
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if stack or not os.path.exists(dest):
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stack_size = int(stack[1:]) if stack else 0
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self._proc.stdin.write(b"pop\n" * stack_size)
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# Using the systemencoding should at least get the filenames right.
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raise ImageComparisonFailure(
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(err + b"GS" + stack + b">")
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.decode(sys.getfilesystemencoding(), "replace"))
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class _SVGConverter(_Converter):
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def __call__(self, orig, dest):
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if (not self._proc # First run.
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or self._proc.poll() is not None): # Inkscape terminated.
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env = os.environ.copy()
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# If one passes e.g. a png file to Inkscape, it will try to
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# query the user for conversion options via a GUI (even with
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# `--without-gui`). Unsetting `DISPLAY` prevents this (and causes
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# GTK to crash and Inkscape to terminate, but that'll just be
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# reported as a regular exception below).
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env.pop("DISPLAY", None) # May already be unset.
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# Do not load any user options.
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env["INKSCAPE_PROFILE_DIR"] = os.devnull
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# Old versions of Inkscape (0.48.3.1, used on Travis as of now)
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# seem to sometimes deadlock when stderr is redirected to a pipe,
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# so we redirect it to a temporary file instead. This is not
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# necessary anymore as of Inkscape 0.92.1.
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stderr = TemporaryFile()
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self._proc = subprocess.Popen(
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["inkscape", "--without-gui", "--shell"],
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stdin=subprocess.PIPE, stdout=subprocess.PIPE,
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stderr=stderr, env=env)
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# Slight abuse, but makes shutdown handling easier.
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self._proc.stderr = stderr
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try:
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self._read_until(b"\n>")
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except _ConverterError:
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raise OSError("Failed to start Inkscape in interactive mode")
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# Inkscape uses glib's `g_shell_parse_argv`, which has a consistent
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# behavior across platforms, so we can just use `shlex.quote`.
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orig_b, dest_b = map(_shlex_quote_bytes,
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map(os.fsencode, [orig, dest]))
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if b"\n" in orig_b or b"\n" in dest_b:
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# Who knows whether the current folder name has a newline, or if
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# our encoding is even ASCII compatible... Just fall back on the
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# slow solution (Inkscape uses `fgets` so it will always stop at a
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# newline).
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return make_external_conversion_command(lambda old, new: [
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'inkscape', '-z', old, '--export-png', new])(orig, dest)
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self._proc.stdin.write(orig_b + b" --export-png=" + dest_b + b"\n")
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self._proc.stdin.flush()
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try:
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self._read_until(b"\n>")
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except _ConverterError:
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# Inkscape's output is not localized but gtk's is, so the output
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# stream probably has a mixed encoding. Using the filesystem
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# encoding should at least get the filenames right...
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self._stderr.seek(0)
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raise ImageComparisonFailure(
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self._stderr.read().decode(
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sys.getfilesystemencoding(), "replace"))
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def _update_converter():
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try:
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mpl._get_executable_info("gs")
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except FileNotFoundError:
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pass
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else:
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converter['pdf'] = converter['eps'] = _GSConverter()
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try:
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mpl._get_executable_info("inkscape")
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except FileNotFoundError:
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pass
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else:
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converter['svg'] = _SVGConverter()
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#: A dictionary that maps filename extensions to functions which
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#: themselves map arguments `old` and `new` (filenames) to a list of strings.
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#: The list can then be passed to Popen to convert files with that
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#: extension to png format.
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converter = {}
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_update_converter()
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def comparable_formats():
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"""
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Return the list of file formats that `.compare_images` can compare
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on this system.
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Returns
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-------
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supported_formats : list of str
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E.g. ``['png', 'pdf', 'svg', 'eps']``.
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"""
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return ['png', *converter]
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def convert(filename, cache):
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"""
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Convert the named file to png; return the name of the created file.
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If *cache* is True, the result of the conversion is cached in
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`matplotlib.get_cachedir() + '/test_cache/'`. The caching is based on a
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hash of the exact contents of the input file. There is no limit on the
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size of the cache, so it may need to be manually cleared periodically.
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"""
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base, extension = filename.rsplit('.', 1)
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if extension not in converter:
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reason = "Don't know how to convert %s files to png" % extension
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from . import is_called_from_pytest
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if is_called_from_pytest():
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import pytest
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pytest.skip(reason)
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else:
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from nose import SkipTest
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raise SkipTest(reason)
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newname = base + '_' + extension + '.png'
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if not os.path.exists(filename):
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raise IOError("'%s' does not exist" % filename)
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# Only convert the file if the destination doesn't already exist or
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# is out of date.
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if (not os.path.exists(newname) or
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os.stat(newname).st_mtime < os.stat(filename).st_mtime):
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if cache:
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cache_dir = get_cache_dir()
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else:
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cache_dir = None
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if cache_dir is not None:
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hash_value = get_file_hash(filename)
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new_ext = os.path.splitext(newname)[1]
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cached_file = os.path.join(cache_dir, hash_value + new_ext)
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if os.path.exists(cached_file):
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shutil.copyfile(cached_file, newname)
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return newname
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converter[extension](filename, newname)
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if cache_dir is not None:
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shutil.copyfile(newname, cached_file)
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return newname
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def crop_to_same(actual_path, actual_image, expected_path, expected_image):
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# clip the images to the same size -- this is useful only when
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# comparing eps to pdf
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if actual_path[-7:-4] == 'eps' and expected_path[-7:-4] == 'pdf':
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aw, ah, ad = actual_image.shape
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ew, eh, ed = expected_image.shape
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actual_image = actual_image[int(aw / 2 - ew / 2):int(
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aw / 2 + ew / 2), int(ah / 2 - eh / 2):int(ah / 2 + eh / 2)]
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return actual_image, expected_image
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def calculate_rms(expected_image, actual_image):
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"Calculate the per-pixel errors, then compute the root mean square error."
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if expected_image.shape != actual_image.shape:
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raise ImageComparisonFailure(
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"Image sizes do not match expected size: {} "
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"actual size {}".format(expected_image.shape, actual_image.shape))
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# Convert to float to avoid overflowing finite integer types.
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return np.sqrt(((expected_image - actual_image).astype(float) ** 2).mean())
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def compare_images(expected, actual, tol, in_decorator=False):
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"""
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|
Compare two "image" files checking differences within a tolerance.
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The two given filenames may point to files which are convertible to
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PNG via the `.converter` dictionary. The underlying RMS is calculated
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with the `.calculate_rms` function.
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Parameters
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|
----------
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|
expected : str
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The filename of the expected image.
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actual : str
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|
The filename of the actual image.
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|
tol : float
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|
The tolerance (a color value difference, where 255 is the
|
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|
maximal difference). The test fails if the average pixel
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|
difference is greater than this value.
|
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|
in_decorator : bool
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|
|
Determines the output format. If called from image_comparison
|
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|
decorator, this should be True. (default=False)
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Returns
|
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|
-------
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|
|
comparison_result : None or dict or str
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|
Return *None* if the images are equal within the given tolerance.
|
||
|
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|
||
|
|
If the images differ, the return value depends on *in_decorator*.
|
||
|
|
If *in_decorator* is true, a dict with the following entries is
|
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|
|
returned:
|
||
|
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|
||
|
|
- *rms*: The RMS of the image difference.
|
||
|
|
- *expected*: The filename of the expected image.
|
||
|
|
- *actual*: The filename of the actual image.
|
||
|
|
- *diff_image*: The filename of the difference image.
|
||
|
|
- *tol*: The comparison tolerance.
|
||
|
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|
||
|
|
Otherwise, a human-readable multi-line string representation of this
|
||
|
|
information is returned.
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
::
|
||
|
|
|
||
|
|
img1 = "./baseline/plot.png"
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||
|
|
img2 = "./output/plot.png"
|
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|
|
compare_images(img1, img2, 0.001)
|
||
|
|
|
||
|
|
"""
|
||
|
|
from matplotlib import _png
|
||
|
|
|
||
|
|
if not os.path.exists(actual):
|
||
|
|
raise Exception("Output image %s does not exist." % actual)
|
||
|
|
|
||
|
|
if os.stat(actual).st_size == 0:
|
||
|
|
raise Exception("Output image file %s is empty." % actual)
|
||
|
|
|
||
|
|
# Convert the image to png
|
||
|
|
extension = expected.split('.')[-1]
|
||
|
|
|
||
|
|
if not os.path.exists(expected):
|
||
|
|
raise IOError('Baseline image %r does not exist.' % expected)
|
||
|
|
|
||
|
|
if extension != 'png':
|
||
|
|
actual = convert(actual, False)
|
||
|
|
expected = convert(expected, True)
|
||
|
|
|
||
|
|
# open the image files and remove the alpha channel (if it exists)
|
||
|
|
expected_image = _png.read_png_int(expected)
|
||
|
|
actual_image = _png.read_png_int(actual)
|
||
|
|
expected_image = expected_image[:, :, :3]
|
||
|
|
actual_image = actual_image[:, :, :3]
|
||
|
|
|
||
|
|
actual_image, expected_image = crop_to_same(
|
||
|
|
actual, actual_image, expected, expected_image)
|
||
|
|
|
||
|
|
diff_image = make_test_filename(actual, 'failed-diff')
|
||
|
|
|
||
|
|
if tol <= 0:
|
||
|
|
if np.array_equal(expected_image, actual_image):
|
||
|
|
return None
|
||
|
|
|
||
|
|
# convert to signed integers, so that the images can be subtracted without
|
||
|
|
# overflow
|
||
|
|
expected_image = expected_image.astype(np.int16)
|
||
|
|
actual_image = actual_image.astype(np.int16)
|
||
|
|
|
||
|
|
rms = calculate_rms(expected_image, actual_image)
|
||
|
|
|
||
|
|
if rms <= tol:
|
||
|
|
return None
|
||
|
|
|
||
|
|
save_diff_image(expected, actual, diff_image)
|
||
|
|
|
||
|
|
results = dict(rms=rms, expected=str(expected),
|
||
|
|
actual=str(actual), diff=str(diff_image), tol=tol)
|
||
|
|
|
||
|
|
if not in_decorator:
|
||
|
|
# Then the results should be a string suitable for stdout.
|
||
|
|
template = ['Error: Image files did not match.',
|
||
|
|
'RMS Value: {rms}',
|
||
|
|
'Expected: \n {expected}',
|
||
|
|
'Actual: \n {actual}',
|
||
|
|
'Difference:\n {diff}',
|
||
|
|
'Tolerance: \n {tol}', ]
|
||
|
|
results = '\n '.join([line.format(**results) for line in template])
|
||
|
|
return results
|
||
|
|
|
||
|
|
|
||
|
|
def save_diff_image(expected, actual, output):
|
||
|
|
'''
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
expected : str
|
||
|
|
File path of expected image.
|
||
|
|
actual : str
|
||
|
|
File path of actual image.
|
||
|
|
output : str
|
||
|
|
File path to save difference image to.
|
||
|
|
'''
|
||
|
|
# Drop alpha channels, similarly to compare_images.
|
||
|
|
from matplotlib import _png
|
||
|
|
expected_image = _png.read_png(expected)[..., :3]
|
||
|
|
actual_image = _png.read_png(actual)[..., :3]
|
||
|
|
actual_image, expected_image = crop_to_same(
|
||
|
|
actual, actual_image, expected, expected_image)
|
||
|
|
expected_image = np.array(expected_image).astype(float)
|
||
|
|
actual_image = np.array(actual_image).astype(float)
|
||
|
|
if expected_image.shape != actual_image.shape:
|
||
|
|
raise ImageComparisonFailure(
|
||
|
|
"Image sizes do not match expected size: {} "
|
||
|
|
"actual size {}".format(expected_image.shape, actual_image.shape))
|
||
|
|
abs_diff_image = np.abs(expected_image - actual_image)
|
||
|
|
|
||
|
|
# expand differences in luminance domain
|
||
|
|
abs_diff_image *= 255 * 10
|
||
|
|
save_image_np = np.clip(abs_diff_image, 0, 255).astype(np.uint8)
|
||
|
|
height, width, depth = save_image_np.shape
|
||
|
|
|
||
|
|
# The PDF renderer doesn't produce an alpha channel, but the
|
||
|
|
# matplotlib PNG writer requires one, so expand the array
|
||
|
|
if depth == 3:
|
||
|
|
with_alpha = np.empty((height, width, 4), dtype=np.uint8)
|
||
|
|
with_alpha[:, :, 0:3] = save_image_np
|
||
|
|
save_image_np = with_alpha
|
||
|
|
|
||
|
|
# Hard-code the alpha channel to fully solid
|
||
|
|
save_image_np[:, :, 3] = 255
|
||
|
|
|
||
|
|
_png.write_png(save_image_np, output)
|