hydrus/include/HydrusImageHandling.py

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import cStringIO
import numpy.core.multiarray # important this comes before cv!
import cv
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import cv2
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import HydrusConstants as HC
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import HydrusExceptions
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import os
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from PIL import Image as PILImage
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import shutil
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import struct
import threading
import time
import traceback
import wx
#LINEAR_SCALE_PALETTE = [ 0, 0, 0, 1, 1, 1, 2, 2, 2, 3, 3, 3, 4, 4, 4, 5, 5, 5, 6, 6, 6, 7, 7, 7, 8, 8, 8, 9, 9, 9, 10, 10, 10, 11, 11, 11, 12, 12, 12, 13, 13, 13, 14, 14, 14, 15, 15, 15, 16, 16, 16, 17, 17, 17, 18, 18, 18, 19, 19, 19, 20, 20, 20, 21, 21, 21, 22, 22, 22, 23, 23, 23, 24, 24, 24, 25, 25, 25, 26, 26, 26, 27, 27, 27, 28, 28, 28, 29, 29, 29, 30, 30, 30, 31, 31, 31, 32, 32, 32, 33, 33, 33, 34, 34, 34, 35, 35, 35, 36, 36, 36, 37, 37, 37, 38, 38, 38, 39, 39, 39, 40, 40, 40, 41, 41, 41, 42, 42, 42, 43, 43, 43, 44, 44, 44, 45, 45, 45, 46, 46, 46, 47, 47, 47, 48, 48, 48, 49, 49, 49, 50, 50, 50, 51, 51, 51, 52, 52, 52, 53, 53, 53, 54, 54, 54, 55, 55, 55, 56, 56, 56, 57, 57, 57, 58, 58, 58, 59, 59, 59, 60, 60, 60, 61, 61, 61, 62, 62, 62, 63, 63, 63, 64, 64, 64, 65, 65, 65, 66, 66, 66, 67, 67, 67, 68, 68, 68, 69, 69, 69, 70, 70, 70, 71, 71, 71, 72, 72, 72, 73, 73, 73, 74, 74, 74, 75, 75, 75, 76, 76, 76, 77, 77, 77, 78, 78, 78, 79, 79, 79, 80, 80, 80, 81, 81, 81, 82, 82, 82, 83, 83, 83, 84, 84, 84, 85, 85, 85, 86, 86, 86, 87, 87, 87, 88, 88, 88, 89, 89, 89, 90, 90, 90, 91, 91, 91, 92, 92, 92, 93, 93, 93, 94, 94, 94, 95, 95, 95, 96, 96, 96, 97, 97, 97, 98, 98, 98, 99, 99, 99, 100, 100, 100, 101, 101, 101, 102, 102, 102, 103, 103, 103, 104, 104, 104, 105, 105, 105, 106, 106, 106, 107, 107, 107, 108, 108, 108, 109, 109, 109, 110, 110, 110, 111, 111, 111, 112, 112, 112, 113, 113, 113, 114, 114, 114, 115, 115, 115, 116, 116, 116, 117, 117, 117, 118, 118, 118, 119, 119, 119, 120, 120, 120, 121, 121, 121, 122, 122, 122, 123, 123, 123, 124, 124, 124, 125, 125, 125, 126, 126, 126, 127, 127, 127, 128, 128, 128, 129, 129, 129, 130, 130, 130, 131, 131, 131, 132, 132, 132, 133, 133, 133, 134, 134, 134, 135, 135, 135, 136, 136, 136, 137, 137, 137, 138, 138, 138, 139, 139, 139, 140, 140, 140, 141, 141, 141, 142, 142, 142, 143, 143, 143, 144, 144, 144, 145, 145, 145, 146, 146, 146, 147, 147, 147, 148, 148, 148, 149, 149, 149, 150, 150, 150, 151, 151, 151, 152, 152, 152, 153, 153, 153, 154, 154, 154, 155, 155, 155, 156, 156, 156, 157, 157, 157, 158, 158, 158, 159, 159, 159, 160, 160, 160, 161, 161, 161, 162, 162, 162, 163, 163, 163, 164, 164, 164, 165, 165, 165, 166, 166, 166, 167, 167, 167, 168, 168, 168, 169, 169, 169, 170, 170, 170, 171, 171, 171, 172, 172, 172, 173, 173, 173, 174, 174, 174, 175, 175, 175, 176, 176, 176, 177, 177, 177, 178, 178, 178, 179, 179, 179, 180, 180, 180, 181, 181, 181, 182, 182, 182, 183, 183, 183, 184, 184, 184, 185, 185, 185, 186, 186, 186, 187, 187, 187, 188, 188, 188, 189, 189, 189, 190, 190, 190, 191, 191, 191, 192, 192, 192, 193, 193, 193, 194, 194, 194, 195, 195, 195, 196, 196, 196, 197, 197, 197, 198, 198, 198, 199, 199, 199, 200, 200, 200, 201, 201, 201, 202, 202, 202, 203, 203, 203, 204, 204, 204, 205, 205, 205, 206, 206, 206, 207, 207, 207, 208, 208, 208, 209, 209, 209, 210, 210, 210, 211, 211, 211, 212, 212, 212, 213, 213, 213, 214, 214, 214, 215, 215, 215, 216, 216, 216, 217, 217, 217, 218, 218, 218, 219, 219, 219, 220, 220, 220, 221, 221, 221, 222, 222, 222, 223, 223, 223, 224, 224, 224, 225, 225, 225, 226, 226, 226, 227, 227, 227, 228, 228, 228, 229, 229, 229, 230, 230, 230, 231, 231, 231, 232, 232, 232, 233, 233, 233, 234, 234, 234, 235, 235, 235, 236, 236, 236, 237, 237, 237, 238, 238, 238, 239, 239, 239, 240, 240, 240, 241, 241, 241, 242, 242, 242, 243, 243, 243, 244, 244, 244, 245, 245, 245, 246, 246, 246, 247, 247, 247, 248, 248, 248, 249, 249, 249, 250, 250, 250, 251, 251, 251, 252, 252, 252, 253, 253, 253, 254, 254, 254, 255, 255, 255 ]
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def ConvertToPngIfBmp( path ):
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with open( path, 'rb' ) as f: header = f.read( 2 )
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if header == 'BM':
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temp_path = HC.GetTempPath()
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shutil.move( path, temp_path )
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pil_image = GeneratePILImage( temp_path )
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pil_image = pil_image.convert( 'P' )
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pil_image.save( path, 'PNG' )
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os.remove( temp_path )
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def EfficientlyResizeImage( pil_image, ( x, y ) ):
( im_x, im_y ) = pil_image.size
if x >= im_x and y >= im_y: return pil_image
if pil_image.mode == 'RGB': # low quality resize screws up alpha channel!
if im_x > 2 * x and im_y > 2 * y: pil_image.thumbnail( ( 2 * x, 2 * y ), PILImage.NEAREST )
return pil_image.resize( ( x, y ), PILImage.ANTIALIAS )
def EfficientlyThumbnailImage( pil_image, ( x, y ) ):
( im_x, im_y ) = pil_image.size
if pil_image.mode == 'RGB': # low quality resize screws up alpha channel!
if im_x > 2 * x or im_y > 2 * y: pil_image.thumbnail( ( 2 * x, 2 * y ), PILImage.NEAREST )
pil_image.thumbnail( ( x, y ), PILImage.ANTIALIAS )
def GenerateAnimatedFrame( pil_image, target_resolution, canvas ):
if 'duration' not in pil_image.info: duration = 40 # 25 fps default when duration is missing or too funky to extract. most stuff looks ok at this.
else:
duration = pil_image.info[ 'duration' ]
if duration == 0: duration = 40
current_frame = EfficientlyResizeImage( pil_image, target_resolution )
if pil_image.mode == 'P' and 'transparency' in pil_image.info:
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# I think gif problems are around here somewhere; the transparency info is not converted to RGBA properly, so it starts drawing colours when it should draw nothing
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current_frame = current_frame.convert( 'RGBA' )
if canvas is None: canvas = current_frame
else: canvas.paste( current_frame, None, current_frame ) # yeah, use the rgba image as its own mask, wut.
else: canvas = current_frame
return ( canvas, duration )
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def GenerateHydrusBitmap( path ):
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pil_image = GeneratePILImage( path )
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return GenerateHydrusBitmapFromPILImage( pil_image )
def GenerateHydrusBitmapFromPILImage( pil_image ):
if pil_image.mode == 'RGBA' or ( pil_image.mode == 'P' and pil_image.info.has_key( 'transparency' ) ):
if pil_image.mode == 'P': pil_image = pil_image.convert( 'RGBA' )
return HydrusBitmap( pil_image.tostring(), wx.BitmapBufferFormat_RGBA, pil_image.size )
else:
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if pil_image.mode != 'RGB': pil_image = pil_image.convert( 'RGB' )
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return HydrusBitmap( pil_image.tostring(), wx.BitmapBufferFormat_RGB, pil_image.size )
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def GeneratePerceptualHash( path ):
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thumbnail = GeneratePILImage( path )
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# convert to 32 x 32 greyscale
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if thumbnail.mode == 'P':
thumbnail = thumbnail.convert( 'RGBA' ) # problem with some P images converting to L without RGBA step in between
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if thumbnail.mode == 'RGBA':
# this is some code i picked up somewhere
# another great example of PIL failing; it turns all alpha to pure black on a RGBA->RGB
thumbnail.load()
canvas = PILImage.new( 'RGB', thumbnail.size, ( 255, 255, 255 ) )
canvas.paste( thumbnail, mask = thumbnail.split()[3] )
thumbnail = canvas
thumbnail = thumbnail.convert( 'L' )
thumbnail = thumbnail.resize( ( 32, 32 ), PILImage.ANTIALIAS )
# convert to mat
cv_thumbnail_8 = cv.CreateMatHeader( 32, 32, cv.CV_8UC1 )
cv.SetData( cv_thumbnail_8, thumbnail.tostring() )
cv_thumbnail_32 = cv.CreateMat( 32, 32, cv.CV_32FC1 )
cv.Convert( cv_thumbnail_8, cv_thumbnail_32 )
# compute dct
dct = cv.CreateMat( 32, 32, cv.CV_32FC1 )
cv.DCT( cv_thumbnail_32, dct, cv.CV_DXT_FORWARD )
# take top left 8x8 of dct
dct = cv.GetSubRect( dct, ( 0, 0, 8, 8 ) )
# get mean of dct, excluding [0,0]
mask = cv.CreateMat( 8, 8, cv.CV_8U )
cv.Set( mask, 1 )
mask[0,0] = 0
channel_averages = cv.Avg( dct, mask )
average = channel_averages[0]
# make a monochromatic, 64-bit hash of whether the entry is above or below the mean
bytes = []
for i in range( 8 ):
byte = 0
for j in range( 8 ):
byte <<= 1 # shift byte one left
value = dct[i,j]
if value > average: byte |= 1
bytes.append( byte )
answer = str( bytearray( bytes ) )
# we good
return answer
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def GeneratePILImage( path ): return PILImage.open( path )
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def GenerateResolutionAndNumFrames( path ):
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pil_image = GeneratePILImage( path )
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( x, y ) = pil_image.size
try:
pil_image.seek( 1 )
pil_image.seek( 0 )
num_frames = 1
while True:
try:
pil_image.seek( pil_image.tell() + 1 )
num_frames += 1
except: break
except: num_frames = 1
return ( ( x, y ), num_frames )
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def GenerateThumbnail( path, dimensions = HC.UNSCALED_THUMBNAIL_DIMENSIONS ):
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pil_image = GeneratePILImage( path )
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EfficientlyThumbnailImage( pil_image, dimensions )
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f = cStringIO.StringIO()
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if pil_image.mode == 'P' and pil_image.info.has_key( 'transparency' ):
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pil_image.save( f, 'PNG', transparency = pil_image.info[ 'transparency' ] )
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elif pil_image.mode == 'RGBA': pil_image.save( f, 'PNG' )
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else:
pil_image = pil_image.convert( 'RGB' )
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pil_image.save( f, 'JPEG', quality=92 )
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f.seek( 0 )
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thumbnail = f.read()
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f.close()
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return thumbnail
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def GetFrameDurations( path ):
pil_image_for_duration = GeneratePILImage( path )
frame_durations = []
i = 0
while True:
try: pil_image_for_duration.seek( i )
except: break
if 'duration' not in pil_image_for_duration.info: duration = 40 # 25 fps default when duration is missing or too funky to extract. most stuff looks ok at this.
else:
duration = pil_image_for_duration.info[ 'duration' ]
if duration == 0: duration = 40
frame_durations.append( duration )
i += 1
return frame_durations
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def GetHammingDistance( phash1, phash2 ):
distance = 0
phash1 = bytearray( phash1 )
phash2 = bytearray( phash2 )
for i in range( len( phash1 ) ):
xor = phash1[i] ^ phash2[i]
while xor > 0:
distance += 1
xor &= xor - 1
return distance
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def RenderImage( path, hash, target_resolution = None, synchronous = True ):
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try:
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( original_resolution, num_frames ) = GenerateResolutionAndNumFrames( path )
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if target_resolution is None: target_resolution = original_resolution
image_container = RenderedImageContainer( hash, original_resolution, target_resolution, num_frames )
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if image_container.IsAnimated(): renderer = AnimatedFrameRenderer( image_container, path, target_resolution )
else: renderer = StaticFrameRenderer( image_container, path, target_resolution )
if synchronous: renderer.Render()
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else: threading.Thread( target = renderer.THREADRender ).start()
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return image_container
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except Exception as e:
raise Exception( 'Attempted to render the image, but received an error. It was likely either formatted slightly incorrectly or PIL could not handle it; look up PIL in the hydrus help for more info. Here is the exact error:' + os.linesep + os.linesep + HC.u( e ) )
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class FrameRenderer():
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def __init__( self, image_container, path, target_resolution ):
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self._image_container = image_container
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self._path = path
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self._target_resolution = target_resolution
class AnimatedFrameRenderer( FrameRenderer ):
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def _GetFramesCV( self ):
# this code initially written by @fluffy_cub
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frame_durations = GetFrameDurations( self._path )
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cv_image = cv2.VideoCapture( self._path )
cv_image.set( cv2.cv.CV_CAP_PROP_CONVERT_RGB, True )
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no_frames_yet = True
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while True:
( retval, frame ) = cv_image.read()
if not retval:
if no_frames_yet: raise HydrusExceptions.CantRenderWithCVException()
else: break
else:
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no_frames_yet = False
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rgb_data = cv2.cvtColor( frame, cv2.COLOR_BGR2RGBA )
pil_frame = PILImage.fromarray( rgb_data, 'RGBA' )
pil_frame = EfficientlyResizeImage( pil_frame, self._target_resolution )
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try: duration = frame_durations.pop( 0 )
except: duration = 40
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yield ( GenerateHydrusBitmapFromPILImage( pil_frame ), duration )
def _GetFramesPIL( self ):
pil_image = GeneratePILImage( self._path )
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canvas = None
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global_palette = pil_image.palette
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dirty = pil_image.palette.dirty
mode = pil_image.palette.mode
rawmode = pil_image.palette.rawmode
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# believe it or not, doing this actually fixed a couple of gifs!
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pil_image.seek( 1 )
pil_image.seek( 0 )
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while True:
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( canvas, duration ) = GenerateAnimatedFrame( pil_image, self._target_resolution, canvas )
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yield ( GenerateHydrusBitmapFromPILImage( canvas ), duration )
try:
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pil_image.seek( pil_image.tell() + 1 )
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if pil_image.palette == global_palette: # for some reason, when we fall back to global palette (no local-frame palette), we reset bunch of important variables!
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pil_image.palette.dirty = dirty
pil_image.palette.mode = mode
pil_image.palette.rawmode = rawmode
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except: break
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def GetFrames( self ):
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#for ( frame, duration ) in self._GetFramesPIL(): yield ( frame, duration )
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try:
for ( frame, duration ) in self._GetFramesCV(): yield ( frame, duration )
except HydrusExceptions.CantRenderWithCVException:
for ( frame, duration ) in self._GetFramesPIL(): yield ( frame, duration )
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def Render( self ):
for ( frame, duration ) in self.GetFrames(): self._image_container.AddFrame( frame, duration )
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def THREADRender( self ):
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time.sleep( 0.00001 ) # thread yield
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for ( frame, duration ) in self.GetFrames(): wx.CallAfter( self._image_container.AddFrame, frame, duration )
HC.pubsub.pub( 'finished_rendering', self._image_container.GetKey() )
class StaticFrameRenderer( FrameRenderer ):
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def GetFrame( self ):
pil_image = GeneratePILImage( self._path )
return GenerateHydrusBitmapFromPILImage( EfficientlyResizeImage( pil_image, self._target_resolution ) )
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def Render( self ): self._image_container.AddFrame( self.GetFrame() )
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def THREADRender( self ):
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time.sleep( 0.00001 ) # thread yield
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wx.CallAfter( self._image_container.AddFrame, self.GetFrame() )
HC.pubsub.pub( 'finished_rendering', self._image_container.GetKey() )
class HydrusBitmap():
def __init__( self, data, format, size ):
self._data = data
self._format = format
self._size = size
def CreateWxBmp( self ):
( width, height ) = self._size
if self._format == wx.BitmapBufferFormat_RGB: return wx.BitmapFromBuffer( width, height, self._data )
else: return wx.BitmapFromBufferRGBA( width, height, self._data )
def GetEstimatedMemoryFootprint( self ): return len( self._data )
def GetSize( self ): return self._size
class RenderedImageContainer():
def __init__( self, hash, original_resolution, my_resolution, num_frames ):
self._hash = hash
self._original_resolution = original_resolution
self._my_resolution = my_resolution
self._num_frames = num_frames
( original_width, original_height ) = original_resolution
( my_width, my_height ) = my_resolution
width_zoom = my_width / float( original_width )
height_zoom = my_height / float( original_height )
self._zoom = min( ( width_zoom, height_zoom ) )
if self._zoom > 1.0: self._zoom = 1.0
self._frames = []
self._durations = []
self._finished_rendering = False
def AddFrame( self, frame, duration = None ):
self._frames.append( frame )
if duration is not None: self._durations.append( duration )
def GetDuration( self, index ): return self._durations[ index ]
def GetEstimatedMemoryFootprint( self ): return sum( [ frame.GetEstimatedMemoryFootprint() for frame in self._frames ] )
def GetFrame( self, index = None ):
if index is None: return self._frames[ 0 ]
else: return self._frames[ index ]
def GetHash( self ): return self._hash
def GetKey( self ): return ( self._hash, self._my_resolution )
def GetNumFrames( self ): return self._num_frames
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def GetNumFramesRendered( self ): return len( self._frames )
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def GetResolution( self ): return self._original_resolution
def GetSize( self ): return self._my_resolution
def GetTotalDuration( self ): return sum( self._durations )
def GetZoom( self ): return self._zoom
def HasFrame( self, index = None ):
if index is None: index = 0
return len( self._frames ) > index
def IsAnimated( self ): return self._num_frames > 1
def IsFinishedRendering( self ): return len( self._frames ) == self._num_frames
def IsScaled( self ): return self._zoom != 1.0