Vehicle-Anti-Theft-Face-Rec.../venv/Lib/site-packages/matplotlib/backends/backend_agg.py

615 lines
22 KiB
Python

"""
An agg_ backend.
.. _agg: http://antigrain.com/
Features that are implemented:
* capstyles and join styles
* dashes
* linewidth
* lines, rectangles, ellipses
* clipping to a rectangle
* output to RGBA and Pillow-supported image formats
* alpha blending
* DPI scaling properly - everything scales properly (dashes, linewidths, etc)
* draw polygon
* freetype2 w/ ft2font
TODO:
* integrate screen dpi w/ ppi and text
"""
try:
import threading
except ImportError:
import dummy_threading as threading
try:
from contextlib import nullcontext
except ImportError:
from contextlib import ExitStack as nullcontext # Py 3.6.
from math import radians, cos, sin
import numpy as np
from PIL import Image
import matplotlib as mpl
from matplotlib import cbook
from matplotlib import colors as mcolors
from matplotlib.backend_bases import (
_Backend, _check_savefig_extra_args, FigureCanvasBase, FigureManagerBase,
RendererBase)
from matplotlib.font_manager import findfont, get_font
from matplotlib.ft2font import (LOAD_FORCE_AUTOHINT, LOAD_NO_HINTING,
LOAD_DEFAULT, LOAD_NO_AUTOHINT)
from matplotlib.mathtext import MathTextParser
from matplotlib.path import Path
from matplotlib.transforms import Bbox, BboxBase
from matplotlib.backends._backend_agg import RendererAgg as _RendererAgg
backend_version = 'v2.2'
def get_hinting_flag():
mapping = {
'default': LOAD_DEFAULT,
'no_autohint': LOAD_NO_AUTOHINT,
'force_autohint': LOAD_FORCE_AUTOHINT,
'no_hinting': LOAD_NO_HINTING,
True: LOAD_FORCE_AUTOHINT,
False: LOAD_NO_HINTING,
'either': LOAD_DEFAULT,
'native': LOAD_NO_AUTOHINT,
'auto': LOAD_FORCE_AUTOHINT,
'none': LOAD_NO_HINTING,
}
return mapping[mpl.rcParams['text.hinting']]
class RendererAgg(RendererBase):
"""
The renderer handles all the drawing primitives using a graphics
context instance that controls the colors/styles
"""
# we want to cache the fonts at the class level so that when
# multiple figures are created we can reuse them. This helps with
# a bug on windows where the creation of too many figures leads to
# too many open file handles. However, storing them at the class
# level is not thread safe. The solution here is to let the
# FigureCanvas acquire a lock on the fontd at the start of the
# draw, and release it when it is done. This allows multiple
# renderers to share the cached fonts, but only one figure can
# draw at time and so the font cache is used by only one
# renderer at a time.
lock = threading.RLock()
def __init__(self, width, height, dpi):
RendererBase.__init__(self)
self.dpi = dpi
self.width = width
self.height = height
self._renderer = _RendererAgg(int(width), int(height), dpi)
self._filter_renderers = []
self._update_methods()
self.mathtext_parser = MathTextParser('Agg')
self.bbox = Bbox.from_bounds(0, 0, self.width, self.height)
def __getstate__(self):
# We only want to preserve the init keywords of the Renderer.
# Anything else can be re-created.
return {'width': self.width, 'height': self.height, 'dpi': self.dpi}
def __setstate__(self, state):
self.__init__(state['width'], state['height'], state['dpi'])
def _update_methods(self):
self.draw_gouraud_triangle = self._renderer.draw_gouraud_triangle
self.draw_gouraud_triangles = self._renderer.draw_gouraud_triangles
self.draw_image = self._renderer.draw_image
self.draw_markers = self._renderer.draw_markers
# This is its own method for the duration of the deprecation of
# offset_position = "data".
# self.draw_path_collection = self._renderer.draw_path_collection
self.draw_quad_mesh = self._renderer.draw_quad_mesh
self.copy_from_bbox = self._renderer.copy_from_bbox
self.get_content_extents = self._renderer.get_content_extents
def tostring_rgba_minimized(self):
extents = self.get_content_extents()
bbox = [[extents[0], self.height - (extents[1] + extents[3])],
[extents[0] + extents[2], self.height - extents[1]]]
region = self.copy_from_bbox(bbox)
return np.array(region), extents
def draw_path(self, gc, path, transform, rgbFace=None):
# docstring inherited
nmax = mpl.rcParams['agg.path.chunksize'] # here at least for testing
npts = path.vertices.shape[0]
if (npts > nmax > 100 and path.should_simplify and
rgbFace is None and gc.get_hatch() is None):
nch = np.ceil(npts / nmax)
chsize = int(np.ceil(npts / nch))
i0 = np.arange(0, npts, chsize)
i1 = np.zeros_like(i0)
i1[:-1] = i0[1:] - 1
i1[-1] = npts
for ii0, ii1 in zip(i0, i1):
v = path.vertices[ii0:ii1, :]
c = path.codes
if c is not None:
c = c[ii0:ii1]
c[0] = Path.MOVETO # move to end of last chunk
p = Path(v, c)
try:
self._renderer.draw_path(gc, p, transform, rgbFace)
except OverflowError as err:
raise OverflowError(
"Exceeded cell block limit (set 'agg.path.chunksize' "
"rcparam)") from err
else:
try:
self._renderer.draw_path(gc, path, transform, rgbFace)
except OverflowError as err:
raise OverflowError("Exceeded cell block limit (set "
"'agg.path.chunksize' rcparam)") from err
def draw_path_collection(self, gc, master_transform, paths, all_transforms,
offsets, offsetTrans, facecolors, edgecolors,
linewidths, linestyles, antialiaseds, urls,
offset_position):
if offset_position == "data":
cbook.warn_deprecated(
"3.3", message="Support for offset_position='data' is "
"deprecated since %(since)s and will be removed %(removal)s.")
return self._renderer.draw_path_collection(
gc, master_transform, paths, all_transforms, offsets, offsetTrans,
facecolors, edgecolors, linewidths, linestyles, antialiaseds, urls,
offset_position)
def draw_mathtext(self, gc, x, y, s, prop, angle):
"""Draw mathtext using :mod:`matplotlib.mathtext`."""
ox, oy, width, height, descent, font_image, used_characters = \
self.mathtext_parser.parse(s, self.dpi, prop)
xd = descent * sin(radians(angle))
yd = descent * cos(radians(angle))
x = round(x + ox + xd)
y = round(y - oy + yd)
self._renderer.draw_text_image(font_image, x, y + 1, angle, gc)
def draw_text(self, gc, x, y, s, prop, angle, ismath=False, mtext=None):
# docstring inherited
if ismath:
return self.draw_mathtext(gc, x, y, s, prop, angle)
flags = get_hinting_flag()
font = self._get_agg_font(prop)
if font is None:
return None
# We pass '0' for angle here, since it will be rotated (in raster
# space) in the following call to draw_text_image).
font.set_text(s, 0, flags=flags)
font.draw_glyphs_to_bitmap(
antialiased=mpl.rcParams['text.antialiased'])
d = font.get_descent() / 64.0
# The descent needs to be adjusted for the angle.
xo, yo = font.get_bitmap_offset()
xo /= 64.0
yo /= 64.0
xd = d * sin(radians(angle))
yd = d * cos(radians(angle))
x = round(x + xo + xd)
y = round(y + yo + yd)
self._renderer.draw_text_image(font, x, y + 1, angle, gc)
def get_text_width_height_descent(self, s, prop, ismath):
# docstring inherited
if ismath in ["TeX", "TeX!"]:
if ismath == "TeX!":
cbook._warn_deprecated(
"3.3", message="Support for ismath='TeX!' is deprecated "
"since %(since)s and will be removed %(removal)s; use "
"ismath='TeX' instead.")
# todo: handle props
texmanager = self.get_texmanager()
fontsize = prop.get_size_in_points()
w, h, d = texmanager.get_text_width_height_descent(
s, fontsize, renderer=self)
return w, h, d
if ismath:
ox, oy, width, height, descent, fonts, used_characters = \
self.mathtext_parser.parse(s, self.dpi, prop)
return width, height, descent
flags = get_hinting_flag()
font = self._get_agg_font(prop)
font.set_text(s, 0.0, flags=flags)
w, h = font.get_width_height() # width and height of unrotated string
d = font.get_descent()
w /= 64.0 # convert from subpixels
h /= 64.0
d /= 64.0
return w, h, d
@cbook._delete_parameter("3.2", "ismath")
def draw_tex(self, gc, x, y, s, prop, angle, ismath='TeX!', mtext=None):
# docstring inherited
# todo, handle props, angle, origins
size = prop.get_size_in_points()
texmanager = self.get_texmanager()
Z = texmanager.get_grey(s, size, self.dpi)
Z = np.array(Z * 255.0, np.uint8)
w, h, d = self.get_text_width_height_descent(s, prop, ismath="TeX")
xd = d * sin(radians(angle))
yd = d * cos(radians(angle))
x = round(x + xd)
y = round(y + yd)
self._renderer.draw_text_image(Z, x, y, angle, gc)
def get_canvas_width_height(self):
# docstring inherited
return self.width, self.height
def _get_agg_font(self, prop):
"""
Get the font for text instance t, caching for efficiency
"""
fname = findfont(prop)
font = get_font(fname)
font.clear()
size = prop.get_size_in_points()
font.set_size(size, self.dpi)
return font
def points_to_pixels(self, points):
# docstring inherited
return points * self.dpi / 72
def buffer_rgba(self):
return memoryview(self._renderer)
def tostring_argb(self):
return np.asarray(self._renderer).take([3, 0, 1, 2], axis=2).tobytes()
def tostring_rgb(self):
return np.asarray(self._renderer).take([0, 1, 2], axis=2).tobytes()
def clear(self):
self._renderer.clear()
def option_image_nocomposite(self):
# docstring inherited
# It is generally faster to composite each image directly to
# the Figure, and there's no file size benefit to compositing
# with the Agg backend
return True
def option_scale_image(self):
# docstring inherited
return False
def restore_region(self, region, bbox=None, xy=None):
"""
Restore the saved region. If bbox (instance of BboxBase, or
its extents) is given, only the region specified by the bbox
will be restored. *xy* (a pair of floats) optionally
specifies the new position (the LLC of the original region,
not the LLC of the bbox) where the region will be restored.
>>> region = renderer.copy_from_bbox()
>>> x1, y1, x2, y2 = region.get_extents()
>>> renderer.restore_region(region, bbox=(x1+dx, y1, x2, y2),
... xy=(x1-dx, y1))
"""
if bbox is not None or xy is not None:
if bbox is None:
x1, y1, x2, y2 = region.get_extents()
elif isinstance(bbox, BboxBase):
x1, y1, x2, y2 = bbox.extents
else:
x1, y1, x2, y2 = bbox
if xy is None:
ox, oy = x1, y1
else:
ox, oy = xy
# The incoming data is float, but the _renderer type-checking wants
# to see integers.
self._renderer.restore_region(region, int(x1), int(y1),
int(x2), int(y2), int(ox), int(oy))
else:
self._renderer.restore_region(region)
def start_filter(self):
"""
Start filtering. It simply create a new canvas (the old one is saved).
"""
self._filter_renderers.append(self._renderer)
self._renderer = _RendererAgg(int(self.width), int(self.height),
self.dpi)
self._update_methods()
def stop_filter(self, post_processing):
"""
Save the plot in the current canvas as a image and apply
the *post_processing* function.
def post_processing(image, dpi):
# ny, nx, depth = image.shape
# image (numpy array) has RGBA channels and has a depth of 4.
...
# create a new_image (numpy array of 4 channels, size can be
# different). The resulting image may have offsets from
# lower-left corner of the original image
return new_image, offset_x, offset_y
The saved renderer is restored and the returned image from
post_processing is plotted (using draw_image) on it.
"""
width, height = int(self.width), int(self.height)
buffer, (l, b, w, h) = self.tostring_rgba_minimized()
self._renderer = self._filter_renderers.pop()
self._update_methods()
if w > 0 and h > 0:
img = np.frombuffer(buffer, np.uint8)
img, ox, oy = post_processing(img.reshape((h, w, 4)) / 255.,
self.dpi)
gc = self.new_gc()
if img.dtype.kind == 'f':
img = np.asarray(img * 255., np.uint8)
img = img[::-1]
self._renderer.draw_image(gc, l + ox, height - b - h + oy, img)
class FigureCanvasAgg(FigureCanvasBase):
# docstring inherited
def copy_from_bbox(self, bbox):
renderer = self.get_renderer()
return renderer.copy_from_bbox(bbox)
def restore_region(self, region, bbox=None, xy=None):
renderer = self.get_renderer()
return renderer.restore_region(region, bbox, xy)
def draw(self):
# docstring inherited
self.renderer = self.get_renderer(cleared=True)
# Acquire a lock on the shared font cache.
with RendererAgg.lock, \
(self.toolbar._wait_cursor_for_draw_cm() if self.toolbar
else nullcontext()):
self.figure.draw(self.renderer)
# A GUI class may be need to update a window using this draw, so
# don't forget to call the superclass.
super().draw()
def get_renderer(self, cleared=False):
w, h = self.figure.bbox.size
key = w, h, self.figure.dpi
reuse_renderer = (hasattr(self, "renderer")
and getattr(self, "_lastKey", None) == key)
if not reuse_renderer:
self.renderer = RendererAgg(w, h, self.figure.dpi)
self._lastKey = key
elif cleared:
self.renderer.clear()
return self.renderer
def tostring_rgb(self):
"""
Get the image as RGB `bytes`.
`draw` must be called at least once before this function will work and
to update the renderer for any subsequent changes to the Figure.
"""
return self.renderer.tostring_rgb()
def tostring_argb(self):
"""
Get the image as ARGB `bytes`.
`draw` must be called at least once before this function will work and
to update the renderer for any subsequent changes to the Figure.
"""
return self.renderer.tostring_argb()
def buffer_rgba(self):
"""
Get the image as a `memoryview` to the renderer's buffer.
`draw` must be called at least once before this function will work and
to update the renderer for any subsequent changes to the Figure.
"""
return self.renderer.buffer_rgba()
@_check_savefig_extra_args
def print_raw(self, filename_or_obj, *args):
FigureCanvasAgg.draw(self)
renderer = self.get_renderer()
with cbook.open_file_cm(filename_or_obj, "wb") as fh:
fh.write(renderer.buffer_rgba())
print_rgba = print_raw
@_check_savefig_extra_args
def print_png(self, filename_or_obj, *args,
metadata=None, pil_kwargs=None):
"""
Write the figure to a PNG file.
Parameters
----------
filename_or_obj : str or path-like or file-like
The file to write to.
metadata : dict, optional
Metadata in the PNG file as key-value pairs of bytes or latin-1
encodable strings.
According to the PNG specification, keys must be shorter than 79
chars.
The `PNG specification`_ defines some common keywords that may be
used as appropriate:
- Title: Short (one line) title or caption for image.
- Author: Name of image's creator.
- Description: Description of image (possibly long).
- Copyright: Copyright notice.
- Creation Time: Time of original image creation
(usually RFC 1123 format).
- Software: Software used to create the image.
- Disclaimer: Legal disclaimer.
- Warning: Warning of nature of content.
- Source: Device used to create the image.
- Comment: Miscellaneous comment;
conversion from other image format.
Other keywords may be invented for other purposes.
If 'Software' is not given, an autogenerated value for Matplotlib
will be used. This can be removed by setting it to *None*.
For more details see the `PNG specification`_.
.. _PNG specification: \
https://www.w3.org/TR/2003/REC-PNG-20031110/#11keywords
pil_kwargs : dict, optional
Keyword arguments passed to `PIL.Image.Image.save`.
If the 'pnginfo' key is present, it completely overrides
*metadata*, including the default 'Software' key.
"""
FigureCanvasAgg.draw(self)
mpl.image.imsave(
filename_or_obj, self.buffer_rgba(), format="png", origin="upper",
dpi=self.figure.dpi, metadata=metadata, pil_kwargs=pil_kwargs)
def print_to_buffer(self):
FigureCanvasAgg.draw(self)
renderer = self.get_renderer()
return (bytes(renderer.buffer_rgba()),
(int(renderer.width), int(renderer.height)))
# Note that these methods should typically be called via savefig() and
# print_figure(), and the latter ensures that `self.figure.dpi` already
# matches the dpi kwarg (if any).
@_check_savefig_extra_args(
extra_kwargs=["quality", "optimize", "progressive"])
@cbook._delete_parameter("3.2", "dryrun")
@cbook._delete_parameter("3.3", "quality",
alternative="pil_kwargs={'quality': ...}")
@cbook._delete_parameter("3.3", "optimize",
alternative="pil_kwargs={'optimize': ...}")
@cbook._delete_parameter("3.3", "progressive",
alternative="pil_kwargs={'progressive': ...}")
def print_jpg(self, filename_or_obj, *args, dryrun=False, pil_kwargs=None,
**kwargs):
"""
Write the figure to a JPEG file.
Parameters
----------
filename_or_obj : str or path-like or file-like
The file to write to.
Other Parameters
----------------
quality : int, default: :rc:`savefig.jpeg_quality`
The image quality, on a scale from 1 (worst) to 95 (best).
Values above 95 should be avoided; 100 disables portions of
the JPEG compression algorithm, and results in large files
with hardly any gain in image quality. This parameter is
deprecated.
optimize : bool, default: False
Whether the encoder should make an extra pass over the image
in order to select optimal encoder settings. This parameter is
deprecated.
progressive : bool, default: False
Whether the image should be stored as a progressive JPEG file.
This parameter is deprecated.
pil_kwargs : dict, optional
Additional keyword arguments that are passed to
`PIL.Image.Image.save` when saving the figure. These take
precedence over *quality*, *optimize* and *progressive*.
"""
# Remove transparency by alpha-blending on an assumed white background.
r, g, b, a = mcolors.to_rgba(self.figure.get_facecolor())
try:
self.figure.set_facecolor(a * np.array([r, g, b]) + 1 - a)
FigureCanvasAgg.draw(self)
finally:
self.figure.set_facecolor((r, g, b, a))
if dryrun:
return
if pil_kwargs is None:
pil_kwargs = {}
for k in ["quality", "optimize", "progressive"]:
if k in kwargs:
pil_kwargs.setdefault(k, kwargs.pop(k))
if "quality" not in pil_kwargs:
quality = pil_kwargs["quality"] = \
dict.__getitem__(mpl.rcParams, "savefig.jpeg_quality")
if quality not in [0, 75, 95]: # default qualities.
cbook.warn_deprecated(
"3.3", name="savefig.jpeg_quality", obj_type="rcParam",
addendum="Set the quality using "
"`pil_kwargs={'quality': ...}`; the future default "
"quality will be 75, matching the default of Pillow and "
"libjpeg.")
pil_kwargs.setdefault("dpi", (self.figure.dpi, self.figure.dpi))
# Drop alpha channel now.
return (Image.fromarray(np.asarray(self.buffer_rgba())[..., :3])
.save(filename_or_obj, format='jpeg', **pil_kwargs))
print_jpeg = print_jpg
@_check_savefig_extra_args
@cbook._delete_parameter("3.2", "dryrun")
def print_tif(self, filename_or_obj, *, dryrun=False, pil_kwargs=None):
FigureCanvasAgg.draw(self)
if dryrun:
return
if pil_kwargs is None:
pil_kwargs = {}
pil_kwargs.setdefault("dpi", (self.figure.dpi, self.figure.dpi))
return (Image.fromarray(np.asarray(self.buffer_rgba()))
.save(filename_or_obj, format='tiff', **pil_kwargs))
print_tiff = print_tif
@_Backend.export
class _BackendAgg(_Backend):
FigureCanvas = FigureCanvasAgg
FigureManager = FigureManagerBase