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Mask.py
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import random
from PIL import Image, ImageDraw, ImageOps, ImageSequence
import numpy as np
import torch
import torch.nn.functional as F
import torchvision.transforms.v2 as T
import re
cat = "Mira/Mask"
def combine_mask(masks):
if len(masks) > 0:
if 1 == len(masks) :
final_mask = masks[0]
else:
final_mask = masks[0]
for index in range(1, len(masks)):
output = final_mask.reshape((-1, final_mask.shape[-2], final_mask.shape[-1])).clone()
left, top = (0, 0)
right, bottom = (min(left + final_mask.shape[-1], masks[index].shape[-1]), min(top + final_mask.shape[-2], masks[index].shape[-2]))
visible_width, visible_height = (right - left, bottom - top,)
source_portion = final_mask[:, :visible_height, :visible_width]
destination_portion = masks[index][:, top:bottom, left:right]
output[:, top:bottom, left:right] = destination_portion + source_portion
final_mask = output
else:
# dummy
final_mask = create_mask_with_canvas(0, 0, 0, 0, 8, 8, 0, 0)
return final_mask
def mask_blur(blur, mask):
# refer: https://github.com/cubiq/ComfyUI_essentials
# MaskBlur MaskBatch
if 0 < blur:
size = int(6 * blur +1)
if size % 2 == 0:
size+= 1
blurred = mask.unsqueeze(1)
blurred = T.GaussianBlur(size, blur)(blurred)
blurred = blurred.squeeze(1)
new_mask = blurred
else:
new_mask = mask
return new_mask
def create_mask_with_canvas(C_Width, C_Height, X, Y, Width, Height, Intenisity, Blur):
destinationMask = torch.full((1,C_Height, C_Width), 0, dtype=torch.float32, device="cpu")
output = destinationMask.reshape((-1, destinationMask.shape[-2], destinationMask.shape[-1])).clone()
sourceMask = torch.full((1, Height, Width), Intenisity, dtype=torch.float32, device="cpu")
source = sourceMask.reshape((-1, sourceMask.shape[-2], sourceMask.shape[-1]))
left, top = (X, Y)
right, bottom = (min(left + source.shape[-1], destinationMask.shape[-1]), min(top + source.shape[-2], destinationMask.shape[-2]))
visible_width, visible_height = (right - left, bottom - top,)
source_portion = source[:, :visible_height, :visible_width]
destination_portion = destinationMask[:, top:bottom, left:right]
output[:, top:bottom, left:right] = destination_portion + source_portion
mask = mask_blur(Blur, output)
return mask
def special_match(strg, search=re.compile(r'[^0-9.,;]').search):
return not bool(search(strg))
def CheckLayout(Layout, DebugMessage):
BlocksCount = 0
WarpTimesArray = 0
if ',' in Layout and ';' not in Layout:
DebugMessage += 'only , \n'
BlocksCount = Layout.count(',')
WarpTimesArray = Layout.split(',')
elif ';' in Layout and ',' not in Layout:
DebugMessage += 'only ; \n'
BlocksCount = Layout.count(';')
WarpTimesArray = Layout.split(';')
else:
DebugMessage += 'both [, ;] but we will stop at [;]\n'
New_Layout = Layout.split(';')[0]
DebugMessage += 'Use [' + New_Layout + ']\n'
Layout = New_Layout
BlocksCount = Layout.count(',')
WarpTimesArray = Layout.split(',')
return BlocksCount, WarpTimesArray, Layout
def RectWidth(Rectangles, BlocksCount, nowWidth, warpWidth, y, Width, Height, WarpTimesArray = None):
warpTimes = 1.0
for i in range(BlocksCount):
if None is not WarpTimesArray:
warpTimes = float(WarpTimesArray[i])
if i == (BlocksCount -1):
Rectangles.append([int(nowWidth), y, Width, Height])
else:
Rectangles.append([int(nowWidth), y, int(nowWidth + (warpWidth * warpTimes)), Height])
nowWidth = nowWidth + (warpWidth*warpTimes)
return Rectangles
def RectHeight(Rectangles, BlocksCount, nowHeight, warpHeight, x, Width, Height, WarpTimesArray = None):
warpTimes = 1.0
for i in range(BlocksCount):
if None is not WarpTimesArray:
warpTimes = float(WarpTimesArray[i])
if i == (BlocksCount -1):
Rectangles.append([x, int(nowHeight), Width, Height])
else:
Rectangles.append([x, int(nowHeight), Width, int(nowHeight + (warpHeight * warpTimes))])
nowHeight = nowHeight + (warpHeight * warpTimes)
return Rectangles
def DrawPNG(Width, Height, BlocksCount, DebugMessage, Rectangles):
PngImage = Image.new("RGBA", [Width, Height])
PngDraw = ImageDraw.Draw(PngImage)
PngColorMasks = []
for _ in range(BlocksCount):
R = random.randrange(0,255)
G = random.randrange(0,255)
B = random.randrange(0,255)
# Extremely low probability, but it happens....
while PngColorMasks.__contains__([R,G,B]):
R = random.randrange(0,255)
G = random.randrange(0,255)
B = random.randrange(0,255)
PngColorMasks.append([R,G,B])
DebugMessage += '[' + str(R) + ',' + str(G) + ','+ str(B) + '] '
DebugMessage += '\n'
#print('[' + str(R) + ',' + str(G) + ','+ str(B) + '] ')
for i in range(BlocksCount):
hex_rgb = ' #{:02X}{:02X}{:02X}'.format(PngColorMasks[i][0], PngColorMasks[i][1], PngColorMasks[i][2])
#print('Mira: [' + str(i) +']Draw ' + str(Rectangles[i]) + ' with ' + str(PngColorMasks[i]) + hex_rgb)
DebugMessage += '[' + str(i) +']Draw ' + str(Rectangles[i]) + ' with ' + str(PngColorMasks[i]) + hex_rgb +'\n'
PngDraw.rectangle(Rectangles[i], fill=(PngColorMasks[i][0], PngColorMasks[i][1], PngColorMasks[i][2], 255))
# Add Image Size to last
Rectangles.append([0,0,Width,Height])
DebugMessage += '\n'
return PngImage, PngColorMasks, Rectangles, DebugMessage
def CreateTillingPNG(Width, Height, Rows, Colums, Colum_first, Layout, DebugMessage):
DebugMessage += 'Mira:\nLayout:' + Layout + '\n'
Rectangles = []
BlocksCount = Rows * Colums
nowWidth = 0
nowHeight = 0
warpWidth = 0
warpHeight = 0
autogen_mark = Layout.find('@')
if -1 != autogen_mark:
Layout = Layout[(autogen_mark+1):]
# , == seperate row
# ; == seperate colum, has higher prority to cut masks
# Colum_first == swap , and ;
if False == special_match(Layout):
#print('Mira: syntaxerror in layout -> [' + Layout + '] Will use Rows * Colums')
DebugMessage += 'syntaxerror in layout -> [' + Layout + '] Will use Rows * Colums\n'
new_layout = ''
for _ in range(Rows):
new_layout += '1,'
for _ in range(Colums):
new_layout += '1,'
new_layout = new_layout[:-1] + ';'
new_layout = new_layout[:-1]
DebugMessage += 'new_layout: ' + new_layout + '\n'
return CreateTillingPNG(Width, Height, Rows, Colums, Colum_first, new_layout, DebugMessage)
else:
DebugMessage += 'use Layouts\n'
isSingleSeparator = False
BlocksCount = 0
WarpTimesArray = 0
if ',' in Layout and ';' not in Layout:
DebugMessage += 'Mira: only , \n'
BlocksCount = Layout.count(',') + 1
WarpTimesArray = Layout.split(',')
isSingleSeparator = True
elif ';' in Layout and ',' not in Layout:
DebugMessage += 'Mira: only ; \n'
BlocksCount = Layout.count(';') + 1
WarpTimesArray = Layout.split(';')
isSingleSeparator = True
else:
DebugMessage += 'Mira: both , ; \n'
if True == isSingleSeparator:
# ratio
SingleBlock = 0
for WarpTimes in WarpTimesArray:
SingleBlock += float(WarpTimes)
if True == Colum_first:
warpWidth = int(Width / SingleBlock)
Rectangles = RectWidth(Rectangles, BlocksCount, nowWidth, warpWidth, 0, Width, Height, WarpTimesArray)
else:
warpHeight = int(Height / SingleBlock)
Rectangles = RectHeight(Rectangles, BlocksCount, nowHeight, warpHeight, 0, Width, Height, WarpTimesArray)
else:
GreatCuts = Layout.split(';')
GreatBlockArray = []
GreatBlock = 0
GreatBlockCounts = 0
for cut in GreatCuts:
GreatBlock += float(cut.split(',')[0])
GreatBlockCounts += 1
GreatBlockArray.append(cut.split(',')[0])
if True == Colum_first:
GreatWarpHeight = int(Height / GreatBlock)
#Rectangles = RectHeight(Rectangles, GreatBlockCounts, nowHeight, GreatWarpHeight, 0, Width, Height, GreatBlockArray)
#BlocksCount += GreatBlockCounts
now_cut = 0
for cut in GreatCuts:
# ratio
SingleBlock = 0
FullWarpTimesArray = cut.split(',')
nowHeightEnd = int(nowHeight+GreatWarpHeight*float(GreatBlockArray[now_cut]))
if now_cut == (len(GreatCuts) - 1):
nowHeightEnd = Height
if 1 >= len(FullWarpTimesArray):
#print('Mira: Bypass empty GreatCuts')
DebugMessage += 'Mira: Bypass empty GreatCuts\n'
else:
# remove first Great Cuts Value
FullWarpTimesArray.pop(0)
CurrentBlocksCount = len(FullWarpTimesArray)
for WarpTimes in FullWarpTimesArray:
SingleBlock += float(WarpTimes)
warpWidth = int(Width / SingleBlock)
Rectangles = RectWidth(Rectangles, CurrentBlocksCount, nowWidth, warpWidth, nowHeight, Width, nowHeightEnd, FullWarpTimesArray)
BlocksCount += CurrentBlocksCount
now_cut += 1
nowHeight = nowHeightEnd
else:
GreatWarpWidth = int(Width / GreatBlock)
#Rectangles = RectWidth(Rectangles, GreatBlockCounts, nowWidth, GreatWarpWidth, 0, Width, Height, GreatBlockArray)
#BlocksCount += GreatBlockCounts
now_cut = 0
for cut in GreatCuts:
SingleBlock = 0
FullWarpTimesArray = cut.split(',')
nowWidthEnd = int(nowWidth+GreatWarpWidth*float(GreatBlockArray[now_cut]))
if now_cut == (len(GreatCuts) - 1):
nowWidthEnd = Width
if 1 >= len(FullWarpTimesArray):
#print('Mira: By pass empty GreatCuts')
DebugMessage += 'Mira: By pass empty GreatCuts\n'
else:
# remove first Great Cuts Value
FullWarpTimesArray.pop(0)
CurrentBlocksCount = len(FullWarpTimesArray)
for WarpTimes in FullWarpTimesArray:
SingleBlock += float(WarpTimes)
warpHeight = int(Height / SingleBlock)
Rectangles = RectHeight(Rectangles, CurrentBlocksCount, nowHeight, warpHeight, nowWidth, nowWidthEnd, Height, FullWarpTimesArray)
BlocksCount += CurrentBlocksCount
now_cut += 1
nowWidth = nowWidthEnd
#Draw PNG
PngImage, PngColorMasks, PngRectangles, DebugMessage = DrawPNG(Width, Height, BlocksCount, DebugMessage, Rectangles)
return PngImage, PngRectangles, PngColorMasks, DebugMessage
def CreateNestedPNG(Width, Height, X, Y, unlimit_top, unlimit_bottom, unlimit_left, unlimit_right, Layout, DebugMessage):
DebugMessage += 'Mira:\nLayout:' + Layout + '\n'
autogen_mark = Layout.find('@')
if -1 != autogen_mark:
Layout = Layout[(autogen_mark+1):]
if False == special_match(Layout):
DebugMessage += 'syntaxerror in layout -> [' + Layout + '] Will use [1,1]\n'
Layout = '1,1'
DebugMessage += 'use Layouts\n'
BlocksCount, WarpTimesArray, Layout = CheckLayout(Layout, DebugMessage)
if X > Width:
X = Width
if Y > Height:
Y = Height
# First the whole canvas
Rectangles = []
Rectangle = [0 ,0, Width, Height]
Rectangles.append(Rectangle)
# Add base block
BlocksCount += 1
last_width = Width
last_height = Height
# ratio
SingleBlock = 0
for WarpTimes in WarpTimesArray:
SingleBlock += float(WarpTimes)
warpWidth = int(Width / SingleBlock)
warpHeight = int(Height / SingleBlock)
# Divide rate, the canvas(1st one) is always 1
for i in range(BlocksCount):
# 0.1
if 0 > float(WarpTimesArray[i]):
WarpTimesArray[i] = '0.1'
current_width = last_width - int(warpWidth * float(WarpTimesArray[i]))
current_height = last_height - int(warpHeight * float(WarpTimesArray[i]))
DebugMessage += 'SingleBlock [' + str(i) + '] = ' + str(SingleBlock) + '\n'
DebugMessage += 'last_width [' + str(i) + '] = ' + str(last_width) + '\n'
DebugMessage += 'last_height [' + str(i) + '] = ' + str(last_height) + '\n'
last_width = current_width
last_height = current_height
real_x = X - int(current_width/2)
real_y = Y - int(current_height/2)
left = real_x
top = real_y
right = X + int(current_width/2)
bottom = Y + int(current_height/2)
if True == unlimit_top:
top = 0
if True == unlimit_bottom:
bottom = Height
if True == unlimit_left:
left = 0
if True == unlimit_right:
right = Width
Rectangle = [left ,top, right, bottom]
Rectangles.append(Rectangle)
PngImage, PngColorMasks, PngRectangles, DebugMessage = DrawPNG(Width, Height, BlocksCount, DebugMessage, Rectangles)
return PngImage, PngRectangles, PngColorMasks, DebugMessage
def LoadImagePNG(PngImage):
#refer: https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py#L1487
# LoadImage
output_images = []
output_masks = []
for i in ImageSequence.Iterator(PngImage):
i = ImageOps.exif_transpose(i)
if i.mode == 'I':
i = i.point(lambda i: i * (1 / 255))
image = i.convert("RGB")
image = np.array(image).astype(np.float32) / 255.0
image = torch.from_numpy(image)[None,]
if 'A' in i.getbands():
mask = np.array(i.getchannel('A')).astype(np.float32) / 255.0
mask = 1. - torch.from_numpy(mask)
else:
mask = torch.zeros((64,64), dtype=torch.float32, device="cpu")
output_images.append(image)
output_masks.append(mask.unsqueeze(0))
if len(output_images) > 1:
output_image = torch.cat(output_images, dim=0)
output_mask = torch.cat(output_masks, dim=0)
else:
output_image = output_images[0]
output_mask = output_masks[0]
return output_image
class CreateTillingPNGMask:
'''
Create a tilling PNG image with Color Mask stack for regional conditioning mask.
Inputs:
Width - Image Width
Height - Image Height
Colum_first - A boolean trigger, when enabled, will treat default cut as a horizontal cut.
Rows - Low prority, only works when Layout is incorrect.
Colums - Low prority, only works when Layout is incorrect.
Layout - Refer to Readme.md @https://github.com/mirabarukaso/ComfyUI_Mira
Outputs:
PngImage - Image
PngColorMasks - A List contains all PNG Blocks' color information.
PngRectangles - A List contains all PNG Blocks' rectangle informationm, last one is the whole Image's Width and Height
Debug - Debug output
'''
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"Width": ("INT", {
"default": 576,
"min": 16,
"step": 8,
"display": "number"
}),
"Height": ("INT", {
"default": 1024,
"min": 16,
"step": 8,
"display": "number"
}),
"Colum_first": ("BOOLEAN", {
"default": False
}),
"Rows": ("INT", {
"default": 1,
"min": 1,
"step": 1,
"display": "number"
}),
"Colums": ("INT", {
"default": 1,
"min": 1,
"step": 1,
"display": "number"
}),
"Layout": ("STRING", {
"multiline": False,
"default": "1,1,1"
}),
},
}
RETURN_TYPES = ("IMAGE", "MIRA_COLOR_LIST", "MIRA_MASKS_LIST", "STRING",)
RETURN_NAMES = ("PngImage", "PngColorMasks", "PngRectangles", "Debug",)
FUNCTION = "CreateTillingPNGMaskEx"
CATEGORY = cat
def CreateTillingPNGMaskEx(self, Width, Height, Rows, Colums, Colum_first, Layout = '#'):
DebugMessage = ''
PngImage, PngRectangles, PngColorMasks, DebugMessage = CreateTillingPNG(Width, Height, Rows, Colums, Colum_first, Layout, DebugMessage)
output_image = LoadImagePNG(PngImage)
return (output_image, PngColorMasks, PngRectangles, DebugMessage,)
class CreateNestedPNGMask:
'''
Create a `Nested Rectangles` PNG image with Color Mask stack for regional conditioning mask.
Inputs:
Width - Image Width.
Height - Image Height.
X - Center X point of all Rectangles.
Y - Center Y point of all Rectangles.
unlimit_top - When `ENABLED`, all `masks` will create from the top of Image.
unlimit_bottom - When `ENABLED`, all `masks` will create till the bottom of Image.
unlimit_left - When `ENABLED`, all `masks` will create from the left of Image.
unlimit_right - When `ENABLED`, all `masks` will create till the right of Image.
Layout - Refer to Readme.md @https://github.com/mirabarukaso/ComfyUI_Mira
Outputs:
PngImage - Image
PngColorMasks - A List contains all PNG Blocks' color information.
PngRectangles - A List contains all PNG Blocks' rectangle informationm, last one is the whole Image's Width and Height
Debug - Debug output
'''
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"Width": ("INT", {
"default": 576,
"min": 16,
"step": 8,
"display": "number"
}),
"Height": ("INT", {
"default": 1024,
"min": 16,
"step": 8,
"display": "number"
}),
"X": ("INT", {
"default": 256,
"min": 0,
"step": 1,
"display": "number"
}),
"Y": ("INT", {
"default": 256,
"min": 0,
"step": 1,
"display": "number"
}),
"unlimit_top": ("BOOLEAN", {
"default": False
}),
"unlimit_bottom": ("BOOLEAN", {
"default": False
}),
"unlimit_left": ("BOOLEAN", {
"default": False
}),
"unlimit_right": ("BOOLEAN", {
"default": False
}),
"Layout": ("STRING", {
"multiline": False,
"default": "1,1,1"
}),
},
}
RETURN_TYPES = ("IMAGE", "MIRA_COLOR_LIST", "MIRA_MASKS_LIST", "STRING",)
RETURN_NAMES = ("PngImage", "PngColorMasks", "PngRectangles", "Debug",)
FUNCTION = "CreateNestedRectanglePNGMaskEx"
CATEGORY = cat
def CreateNestedRectanglePNGMaskEx(self, Width, Height, X, Y, unlimit_top, unlimit_bottom, unlimit_left, unlimit_right, Layout = '#'):
DebugMessage = ''
PngImage, PngRectangles, PngColorMasks, DebugMessage = CreateNestedPNG(Width, Height, X, Y, unlimit_top, unlimit_bottom, unlimit_left, unlimit_right, Layout, DebugMessage)
output_image = LoadImagePNG(PngImage)
return (output_image, PngColorMasks, PngRectangles, DebugMessage,)
class PngColorMasksToString:
'''
Convert specified Index of PngColorMasks to HEX value.
Inputs:
PngColorMasks - List from Create PNG Mask
Index - The Block id of PNG Mask
Outputs:
mask_color - String. e.g. RGB(255,0,255) to #FF00FF
'''
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"PngColorMasks": ("MIRA_COLOR_LIST", {
"display": "input"
}),
"Index": ("INT", {
"default": 0,
"min": 0,
"step": 1,
"display": "number"
}),
},
}
RETURN_TYPES = ("STRING",)
RETURN_NAMES = ("mask_color",)
FUNCTION = "ColorMasksToStringEx"
CATEGORY = cat
def ColorMasksToStringEx(self, PngColorMasks, Index):
if len(PngColorMasks) <= Index:
#print('Mira: ERROR Index is greater than Mask count! Will use 0')
Index = 0
ret = ('#{:02X}{:02X}{:02X}'.format(PngColorMasks[Index][0], PngColorMasks[Index][1], PngColorMasks[Index][2]))
return (ret,)
class PngColorMasksToRGB:
'''
Convert specified Index of PngColorMasks to RGB value.
Inputs:
PngColorMasks - List from Create PNG Mask
Index - The Block id of PNG Mask
Outputs:
R - Integer. Red
G - Integer. Green
B - Integer. Blue
'''
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"PngColorMasks": ("MIRA_MASKS_LIST", {
"display": "input"
}),
"Index": ("INT", {
"default": 0,
"min": 0,
"step": 1,
"display": "number"
}),
},
}
RETURN_TYPES = ("INT","INT","INT",)
RETURN_NAMES = ("R", "G", "B", )
FUNCTION = "ColorMasksToRGBEx"
CATEGORY = cat
def ColorMasksToRGBEx(self, PngColorMasks, Index):
if len(PngColorMasks) <= Index:
#print('Mira: ERROR Index is greater than Mask count! Will use 0')
Index = 0
R = PngColorMasks[Index][0]
G = PngColorMasks[Index][1]
B = PngColorMasks[Index][2]
return (R, G, B,)
class PngColorMasksToStringList:
'''
Convert ranged PngColorMasks to HEX value.
Inputs:
PngColorMasks - List from Create PNG Mask
Start_At_Index - The first Block id to start
Outputs:
mask_color[0-9] - String. e.g. RGB(255,0,255) to #FF00FF
'''
@classmethod
def INPUT_TYPES(s):
inputs = {
"required": {
"PngColorMasks": ("MIRA_COLOR_LIST", {
"display": "input"
}),
"Start_At_Index": ("INT", {
"default": 0,
"min": 0,
"max": 256,
"step": 1,
"display": "number"
}),
}
}
return inputs
# Not sure if there's a dynamic outputs solution....
r_t = ()
r_n = ()
for i in range(10):
r_t += ('STRING',)
r_n += (f'mask_color_{i}',)
RETURN_TYPES = r_t
RETURN_NAMES = r_n
FUNCTION = "ColorMasksToStringListEx"
CATEGORY = cat
def ColorMasksToStringListEx(self, PngColorMasks, Start_At_Index):
print('PngColorMasks = ' + str(PngColorMasks))
ret = []
for Index in range(Start_At_Index, Start_At_Index + 10, 1):
if len(PngColorMasks) <= Index:
ret.append('#000000')
else:
ret.append('#{:02X}{:02X}{:02X}'.format(PngColorMasks[Index][0], PngColorMasks[Index][1], PngColorMasks[Index][2]))
print('ret = ' + str(ret))
return (ret[0],ret[1],ret[2],ret[3],ret[4],ret[5],ret[6],ret[7],ret[8],ret[9],)
class PngColorMasksToMaskList:
'''
Convert ranged PngColorMasks to Mask with Mask Blur function.
This is a color based function, so it could NOT set Intenisity to Mask.
Inputs:
PngImage - Image from Create PNG Mask
PngColorMasks - List from Create PNG Mask
Blur - The amount of Blur, 0 for Soild.
Start_At_Index - The first Block id to start
Outputs:
mask_[0-9] - Mask for anyone who want a Mask
'''
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"PngImage": ("IMAGE", {
"display": "input"
}),
"PngColorMasks": ("MIRA_COLOR_LIST", {
"display": "input"
}),
"Blur": ("FLOAT", {
"default": 0.0,
"min": 0.0,
"step": 0.5,
"display": "number"
}),
"Start_At_Index": ("INT", {
"default": 0,
"min": 0,
"step": 1,
"display": "number"
}),
},
}
# Not sure if there's a dynamic outputs solution....
r_t = ()
r_n = ()
for i in range(10):
r_t += ('MASK',)
r_n += (f'mask_{i}',)
RETURN_TYPES = r_t
RETURN_NAMES = r_n
FUNCTION = "ColorMasksToMaskListEx"
CATEGORY = cat
def ColorMasksToMaskListEx(self, PngImage, PngColorMasks, Blur, Start_At_Index):
# refer: https://github.com/cubiq/ComfyUI_essentials
# MaskFromColor
masks = []
for index in range(Start_At_Index, Start_At_Index + 10, 1):
if len(PngColorMasks) <= index:
color = torch.tensor([0,0,0])
else:
color = torch.tensor(PngColorMasks[index])
temp = (torch.clamp(PngImage, 0, 1.0) * 255.0).round().to(torch.int)
lower_bound = (color).clamp(min=0)
upper_bound = (color).clamp(max=255)
mask = (temp >= lower_bound) & (temp <= upper_bound)
mask = mask.all(dim=-1)
mask = mask.float()
mask = mask_blur(Blur, mask)
masks.append(mask)
return (masks[0], masks[1], masks[2], masks[3], masks[4], masks[5], masks[6], masks[7], masks[8], masks[9],)
def CombineMask(destination, source, x, y, operation):
# refer: https://github.com/comfyanonymous/ComfyUI
# MaskComposite
output = destination.reshape((-1, destination.shape[-2], destination.shape[-1])).clone()
source = source.reshape((-1, source.shape[-2], source.shape[-1]))
left, top = (x, y,)
right, bottom = (min(left + source.shape[-1], destination.shape[-1]), min(top + source.shape[-2], destination.shape[-2]))
visible_width, visible_height = (right - left, bottom - top,)
source_portion = source[:, :visible_height, :visible_width]
destination_portion = destination[:, top:bottom, left:right]
if operation == "multiply":
output[:, top:bottom, left:right] = destination_portion * source_portion
elif operation == "add":
output[:, top:bottom, left:right] = destination_portion + source_portion
elif operation == "subtract":
output[:, top:bottom, left:right] = destination_portion - source_portion
elif operation == "and":
output[:, top:bottom, left:right] = torch.bitwise_and(destination_portion.round().bool(), source_portion.round().bool()).float()
elif operation == "or":
output[:, top:bottom, left:right] = torch.bitwise_or(destination_portion.round().bool(), source_portion.round().bool()).float()
elif operation == "xor":
output[:, top:bottom, left:right] = torch.bitwise_xor(destination_portion.round().bool(), source_portion.round().bool()).float()
output = torch.clamp(output, 0.0, 1.0)
return output
def CreateMask(PngRectangles, index, destinationMask, Intenisity, Blur):
# refer: https://github.com/comfyanonymous/ComfyUI
# SolidMask
W = PngRectangles[index][2] - PngRectangles[index][0]
H = PngRectangles[index][3] - PngRectangles[index][1]
output = destinationMask.reshape((-1, destinationMask.shape[-2], destinationMask.shape[-1])).clone()
sourcemask = torch.full((1,H, W), Intenisity, dtype=torch.float32, device="cpu")
source = sourcemask.reshape((-1, sourcemask.shape[-2], sourcemask.shape[-1]))
left, top = (PngRectangles[index][0],PngRectangles[index][1],)
right, bottom = (min(left + source.shape[-1], destinationMask.shape[-1]), min(top + source.shape[-2], destinationMask.shape[-2]))
visible_width, visible_height = (right - left, bottom - top,)
source_portion = source[:, :visible_height, :visible_width]
destination_portion = destinationMask[:, top:bottom, left:right]
output[:, top:bottom, left:right] = destination_portion + source_portion
mask = mask_blur(Blur, output)
return mask
def CreateMaskFromPngRectangles(PngRectangles, Intenisity, Blur, Start_At_Index, End_At_Step=1):
masks = []
sizePngRectangles = len(PngRectangles) - 1
Width = PngRectangles[sizePngRectangles][2]
Height = PngRectangles[sizePngRectangles][3]
#print("sizePngRectangles = " + str(sizePngRectangles))
destinationMask = torch.full((1,Height, Width), 0, dtype=torch.float32, device="cpu")
# Check Tilling or Nested
if PngRectangles[0] == PngRectangles[sizePngRectangles]:
# remove the latest one
sizePngRectangles = len(PngRectangles) - 2
# Nested
for index in range(Start_At_Index, End_At_Step, 1):
if sizePngRectangles < index:
mask = destinationMask
elif sizePngRectangles == index:
# create full mask
mask = mask = CreateMask(PngRectangles, 0, destinationMask, Intenisity, Blur)
else:
if (sizePngRectangles - 1) == index:
# print("index = " + str(index))
mask = CreateMask(PngRectangles, index, destinationMask, Intenisity, Blur)
else:
mask_dest = CreateMask(PngRectangles, index, destinationMask, Intenisity, Blur)
mask_src = CreateMask(PngRectangles, index + 1, destinationMask, Intenisity, Blur)
mask = CombineMask(mask_dest, mask_src, 0, 0, 'subtract')
masks.append(mask)
else:
# Tilling
for index in range(Start_At_Index, End_At_Step, 1):
# In case of someone need a whole mask, changed <= to <
if sizePngRectangles < index:
mask = destinationMask
else:
mask = CreateMask(PngRectangles, index, destinationMask, Intenisity, Blur)
masks.append(mask)
return masks
class PngRectanglesToMask:
'''
Convert PngRectangles to selected Mask with Mask Intenisity and Blur function.
This function creates Mask directly from Rectangles data.
Inputs:
PngRectangles - List from Create PNG Mask
Intenisity - The intenisity of Mask, 1 for Soild.
Blur - The amount of Blur, 0 for Soild.
Start_At_Index - The first Block id to start
Overlap - Combine the `Previous` or `Next` Masks into current Mask. `None` for disable.
Overlap_Count - How many `Previous` or `Next` Masks you want to combine.
Outputs:
mask - Mask for anyone who want a Mask
'''
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"PngRectangles": ("MIRA_MASKS_LIST", {
"display": "input"
}),
"Intenisity": ("FLOAT", {
"default": 1.0,
"min": 0.0,
"max": 1.0,
"step": 0.1,
"display": "number"
}),
"Blur": ("FLOAT", {
"default": 0.0,
"min": 0.0,
"step": 0.5,
"display": "number"
}),
"Start_At_Index": ("INT", {
"default": 0,
"min": 0,
"step": 1,
"display": "number"
}),
"Overlap": (["None", "Previous", "Next"], {"display": "string"}),
"Overlap_Count": ("INT", {
"default": 1,
"min": 1,
"step": 1,
"display": "number"
}),
},
}
RETURN_TYPES = ('MASK',)
RETURN_NAMES = ('mask',)
FUNCTION = "PngRectanglesToMaskEx"
CATEGORY = cat
def PngRectanglesToMaskEx(self, PngRectangles, Intenisity, Blur, Start_At_Index, Overlap, Overlap_Count):
if "Previous" == Overlap:
if 0 == Start_At_Index:
masks = CreateMaskFromPngRectangles(PngRectangles, Intenisity, Blur, Start_At_Index, Start_At_Index + 1)
final_mask = masks[0]
else:
tmp_index = Start_At_Index - Overlap_Count
if(tmp_index < 0):
tmp_index = 0
masks = CreateMaskFromPngRectangles(PngRectangles, Intenisity, Blur, tmp_index, Start_At_Index + 1)
final_mask = combine_mask(masks)
elif "Next" == Overlap:
sizePngRectangles = len(PngRectangles) - 1
tmp_index = Start_At_Index + Overlap_Count + 1
if(tmp_index > sizePngRectangles):
tmp_index = sizePngRectangles
masks = CreateMaskFromPngRectangles(PngRectangles, Intenisity, Blur, Start_At_Index, tmp_index)
final_mask = combine_mask(masks)
else:
masks = CreateMaskFromPngRectangles(PngRectangles, Intenisity, Blur, Start_At_Index, Start_At_Index + 1)
final_mask = masks[0]
return (final_mask,)
class PngRectanglesToMaskList:
'''
Convert ranged PngRectangles to Mask with Mask Intenisity and Blur function.
This function creates Mask directly from Rectangles data.
Inputs:
PngRectangles - List from Create PNG Mask
Intenisity - The intenisity of Mask, 1 for Soild.
Blur - The amount of Blur, 0 for Soild.
Start_At_Index - The first Block id to start
Outputs:
mask_[0-9] - Mask for anyone who want a Mask
'''
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"PngRectangles": ("MIRA_MASKS_LIST", {
"display": "input"
}),
"Intenisity": ("FLOAT", {
"default": 1.0,
"min": 0.0,
"max": 1.0,
"step": 0.1,
"display": "number"
}),
"Blur": ("FLOAT", {
"default": 0.0,
"min": 0.0,
"step": 0.5,
"display": "number"
}),
"Start_At_Index": ("INT", {
"default": 0,
"min": 0,
"step": 1,
"display": "number"
}),
},
}
# Not sure if there's a dynamic outputs solution....
r_t = ()
r_n = ()
for i in range(10):
r_t += ('MASK',)
r_n += (f'mask_{i}',)
RETURN_TYPES = r_t
RETURN_NAMES = r_n