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main_gui_shadow_draw_sketchy.py
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main_gui_shadow_draw_sketchy.py
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from PyQt5.QtWidgets import * #QWidget, QApplication
from PyQt5.QtGui import * #QPainter, QPainterPath
from PyQt5.QtCore import * #Qt
import sys
from PIL import Image
import numpy as np
import time
import cv2
import torch
from ui_shadow_draw.ui_sketch import UISketch
from ui_shadow_draw.ui_recorder import UIRecorder
import qdarkstyle
from ui_shadow_draw.gangate_draw import GANGATEDraw
from ui_shadow_draw.gangate_vis import GANGATEVis
from data.base_dataset import get_transform
import time
import os
from options.test_options import TestOptions
from data.data_loader import CreateDataLoader
from models.models import create_model
from util.visualizer import Visualizer
from util import html
from util import util
opt = TestOptions().parse()
opt.nThreads = 1 # test code only supports nThreads = 1
opt.batchSize = 1 # test code only supports batchSize = 1
opt.serial_batches = True # no shuffle
opt.no_flip = True # no flip
opt.loadSize=256
transform = get_transform(opt)
model = create_model(opt)
class GANGATEGui(QWidget):
def __init__(self,win_size= 384 ,img_size = 384):
QWidget.__init__(self)
self.win_size = win_size
self.img_size = img_size
self.drawWidget = GANGATEDraw(win_size=self.win_size,img_size=self.img_size)
self.drawWidget.setFixedSize(win_size,win_size)
self.visWidget = GANGATEVis(win_size=self.win_size,img_size=self.img_size)
self.visWidget.setFixedSize(win_size,win_size)
vbox = QVBoxLayout()
self.drawWidgetBox = QGroupBox()
self.drawWidgetBox.setTitle('Drawing Pad')
vbox_t = QVBoxLayout()
vbox_t.addWidget(self.drawWidget)
self.drawWidgetBox.setLayout(vbox_t)
vbox.addWidget(self.drawWidgetBox)
self.labelId=0
self.bBicycle = QRadioButton("Bicycle")
self.bBicycle.setToolTip("This button enables generation of a Bicycle")
self.bCat = QRadioButton("Cat")
self.bCat.setToolTip("This button enables generation of a Cat")
self.bChair = QRadioButton("Chair")
self.bChair.setToolTip("This button enables generation of a Chair")
self.bHamburger = QRadioButton("Hamburger")
self.bHamburger.setToolTip("This button enables generation of a Hamburger")
self.bPizza = QRadioButton("Pizza")
self.bPizza.setToolTip("This button enables generation of a Pizza")
self.bTeddy = QRadioButton("Teddy")
self.bTeddy.setToolTip("This button enables generation of a Teddy")
bhbox = QGridLayout()
bhbox.addWidget(self.bBicycle,0,0)
bhbox.addWidget(self.bCat,1,0)
bhbox.addWidget(self.bChair,2,0)
bhbox.addWidget(self.bHamburger,0,1)
bhbox.addWidget(self.bPizza,1,1)
bhbox.addWidget(self.bTeddy,2,1)
self.bGenerate = QPushButton('Generate !')
self.bGenerate.setToolTip("This button generates the final image to render")
self.bReset = QPushButton('Reset !')
self.bReset.setToolTip("This button resets the drawing pad !")
self.bRandomize = QPushButton('Dice')
self.bRandomize.setToolTip("This button generates new set of generations the drawing pad !")
self.bMoveStroke = QRadioButton('Move Stroke')
self.bMoveStroke.setToolTip("This button moves the selected stroke on the drawing pad !")
self.bWarpStroke = QRadioButton('Warp Stroke')
self.bWarpStroke.setToolTip("This button warps the selected stroke on the drawing pad !")
self.bDrawStroke = QRadioButton('Draw Stroke')
self.bDrawStroke.setToolTip("This button reverts back to the drawing mode on the drawing pad !")
self.bSelectPatch = QRadioButton('Select Patch')
self.bSelectPatch.setToolTip("This button selects patches from the shadows!")
self.bEnableShadows = QCheckBox('Enable Shadows')
self.bEnableShadows.toggle()
hbox = QHBoxLayout()
hbox.addLayout(vbox)
vbox3 = QVBoxLayout()
self.visWidgetBox = QGroupBox()
self.visWidgetBox.setTitle('Generations')
vbox_t3 = QVBoxLayout()
vbox_t3.addWidget(self.visWidget)
self.visWidgetBox.setLayout(vbox_t3)
vbox3.addWidget(self.visWidgetBox)
bhbox_controls = QGridLayout()
bhbox_controls.addWidget(self.bReset,0,0)
bhbox_controls.addWidget(self.bRandomize,0,1)
bhbox_controls.addWidget(self.bDrawStroke,0,2)
bhbox_controls.addWidget(self.bMoveStroke,0,3)
bhbox_controls.addWidget(self.bWarpStroke,0,4)
bhbox_controls.addWidget(self.bSelectPatch,0,5)
bhbox_controls.addWidget(self.bEnableShadows,0,6)
hbox.addLayout(vbox3)
hbox.addLayout(bhbox)
controlBox = QGroupBox()
controlBox.setTitle('Controls')
controlBox.setLayout(bhbox_controls)
vbox_final = QVBoxLayout()
vbox_final.addLayout(hbox)
vbox_final.addWidget(controlBox)
self.setLayout(vbox_final)
self.bTeddy.setChecked(True)
self.labelId=5
self.bDrawStroke.setChecked(True)
self.enable_shadow = True
self.which_shadow_img = 0
self.bBicycle.clicked.connect(self.Bicycle)
self.bCat.clicked.connect(self.Cat)
self.bChair.clicked.connect(self.Chair)
self.bHamburger.clicked.connect(self.Hamburger)
self.bPizza.clicked.connect(self.Pizza)
self.bTeddy.clicked.connect(self.Teddy)
self.bGenerate.clicked.connect(self.generate)
self.bReset.clicked.connect(self.reset)
self.bRandomize.clicked.connect(self.randomize)
self.bMoveStroke.clicked.connect(self.move_stroke)
self.bWarpStroke.clicked.connect(self.warp_stroke)
self.bDrawStroke.clicked.connect(self.draw_stroke)
self.bSelectPatch.clicked.connect(self.select_patch)
self.bEnableShadows.stateChanged.connect(self.toggle_shadow)
def toggle_shadow(self,state):
if state == Qt.Checked:
self.enable_shadow=True
else:
self.enable_shadow=False
self.drawWidget.cycleShadows()
self.generate()
def Bicycle(self):
self.labelId = 0
def Cat(self):
self.labelId = 1
def Chair(self):
self.labelId = 2
def Hamburger(self):
self.labelId = 3
def Pizza(self):
self.labelId = 4
def Teddy(self):
self.labelId = 5
def get_network_input(self):
cv2_scribble = self.drawWidget.getDrawImage()
cv2_scribble = cv2.cvtColor(cv2_scribble,cv2.COLOR_BGR2RGB)
cv2.imwrite('./imgs/current_scribble.jpg',cv2_scribble)
pil_scribble = Image.fromarray(cv2_scribble)
A = transform(pil_scribble)
A=A.resize_(1,opt.input_nc,128,128)
A=A.expand(opt.num_interpolate,opt.input_nc,128,128)
B = A
label = torch.LongTensor([self.labelId])
label = label.expand(opt.num_interpolate)
data = {'A': A,'A_sparse':A,'A_mask':A,
'B': B,'A_paths': '', 'B_paths': '', 'label': label }
return data
def browse(self,pos_y,pos_x):
num_rows = int(opt.num_interpolate/2)
num_cols = 2
div_rows = int(self.img_size/num_rows)
div_cols = int(self.img_size/num_cols)
which_row = int(pos_x / div_rows)
which_col = int(pos_y / div_cols)
cv2_gallery = cv2.imread('imgs/fake_B_gallery.png')
cv2_gallery = cv2.resize(cv2_gallery,(self.img_size,self.img_size))
cv2_gallery = cv2.rectangle(cv2_gallery, ( which_col * div_cols , which_row * div_rows ) , ( (which_col + 1) * div_cols , (which_row + 1) * div_rows ) , (0,255,0) , 8)
self.visWidget.update_vis_cv2(cv2_gallery)
cv2_img = cv2.imread('imgs/test_fake_B_shadow.png')
cv2_img = cv2.resize(cv2_img,(self.img_size,self.img_size))
which_highlight = which_row * 2 + which_col
img_gray = cv2.imread('imgs/test_%d_L_fake_B_inter.png' % (which_highlight),cv2.IMREAD_GRAYSCALE)
img_gray = cv2.resize(img_gray,(self.img_size,self.img_size))
(thresh,im_bw)=cv2.threshold(img_gray,128,255,cv2.THRESH_BINARY | cv2.THRESH_OTSU)
cv2_img[np.where(im_bw==[0])] = [0,255,0]
self.drawWidget.setShadowImage(cv2_img)
def generate(self):
#pass
data=self.get_network_input()
model.set_input(data)
visuals=model.get_latent_noise_visualization()
image_dir='./imgs'
for label,image_numpy in visuals.items():
image_name='test_%s.png' % (label)
save_path=os.path.join(image_dir,image_name)
util.save_image(image_numpy,save_path)
## convert back from pil image to cv2 image
if self.enable_shadow:
cv2_img = cv2.imread('imgs/test_fake_B_shadow.png')
else:
cv2_img = cv2.imread('imgs/test_%d_L_fake_B_inter.png'%(self.which_shadow_img))
self.drawWidget.setShadowImage(cv2_img)
self.visWidget.update_vis('imgs/fake_B_gallery.png')
def cycle_shadow_image(self):
self.which_shadow_img+=1
self.which_shadow_img = self.which_shadow_img%opt.num_interpolate
self.generate()
def get_paste_image(self):
cv2_img = cv2.imread('imgs/test_%d_L_fake_B_inter.png'%(self.which_shadow_img))
cv2_img = cv2.resize(cv2_img,(self.img_size,self.img_size))
return cv2_img
def reset(self):
self.drawWidget.reset()
def move_stroke(self):
self.drawWidget.move_stroke()
def warp_stroke(self):
self.drawWidget.warp_stroke()
def draw_stroke(self):
self.drawWidget.draw_stroke()
def select_patch(self):
self.drawWidget.select_patch()
def randomize(self):
model.randomize_noise()
self.generate()
def scribble(self):
self.drawWidget.scribble()
def erase(self):
self.drawWidget.erase()
if __name__ == '__main__':
app = QApplication(sys.argv)
window = GANGATEGui()
window.setWindowTitle('iSketchNFill')
window.setWindowFlags(window.windowFlags() & ~Qt.WindowMaximizeButtonHint) # fix window siz
window.show()
sys.exit(app.exec_())