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import argparse | ||
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def createParser(): | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument('-i', '--infld') | ||
parser.add_argument('-o', '--outfld') | ||
parser.add_argument('--exec', choices=['boundaries', 'semantic_segmentation', 'saliency', 'face_recognition']) | ||
parser.add_argument('--singleproc', action='store_true', default=False) | ||
return parser | ||
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from PyQt5.QtGui import QImage | ||
from PIL import Image | ||
from PyQt5.QtGui import QPixmap | ||
from matplotlib import pyplot as plt | ||
from operation import * | ||
import numpy as np | ||
from skimage.filters import roberts, sobel, scharr, prewitt | ||
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class BoundariesOperation(Operation): | ||
@staticmethod | ||
def execute(input_image, filter_number): | ||
grayscale = input_image.convert('L') | ||
if filter_number == 1: | ||
edges = roberts(grayscale) | ||
elif filter_number == 2: | ||
edges = prewitt(grayscale) | ||
elif filter_number == 3: | ||
edges = scharr(grayscale) | ||
elif filter_number == 4: | ||
edges = sobel(grayscale) | ||
array = np.uint8(plt.cm.gist_earth(edges) * 255) | ||
return Image.fromarray(array).convert(mode='L') |
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#!/bin/bash | ||
pyuic5 mainwindow.ui -o mainwindow.py | ||
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import cv2 | ||
import face_recognition | ||
from operation import Operation | ||
import numpy as np | ||
from PIL import Image | ||
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class FaceRecognition(Operation): | ||
@staticmethod | ||
def execute(input_image, colors, width): | ||
img = np.array(input_image) | ||
img = img[:, :, ::-1].copy() | ||
face_locations = face_recognition.face_locations(img) | ||
for (top, right, bottom, left) in face_locations: | ||
cv2.rectangle(img, (left, top), (right, bottom), (colors[0], colors[1], colors[2]), width) | ||
return Image.fromarray(img) |
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import sys | ||
from api import createParser | ||
from PyQt5 import Qt, QtWidgets | ||
from PyQt5.QtGui import QPixmap | ||
from PyQt5.QtWidgets import QFileDialog | ||
from boundaries import BoundariesOperation | ||
from semantic_segmentation import SemanticSegmentation | ||
from mainwindow import * | ||
from operation import qpixmap_to_pil_image | ||
from operation import image_to_qimage | ||
from saliency import Saliency | ||
from face_recognition_ import FaceRecognition | ||
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class MyWin(QtWidgets.QMainWindow): | ||
def __init__(self, parent=None): | ||
QtWidgets.QWidget.__init__(self, parent) | ||
self.ui = Ui_MainWindow() | ||
self.ui.setupUi(self) | ||
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self.ui.loadButton.clicked.connect(self.load_image) | ||
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self.ui.boundariesButton.clicked.connect(self.get_boundaries) | ||
self.ui.semanticSegmentationButton.clicked.connect(self.get_semantic_segmentation) | ||
self.ui.pushButtonImageSaliency.clicked.connect(self.get_saliency) | ||
self.ui.pushButtonFaceRecognition.clicked.connect(self.get_face_recognition) | ||
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self.ui.keepAspectRatioCheckBox.stateChanged.connect(self.ui.inputLabel.setKeepAspectRatioEnabled) | ||
self.ui.keepAspectRatioCheckBox.stateChanged.connect(self.ui.outputLabel.setKeepAspectRatioEnabled) | ||
self.ui.ignoreOverscaleCheckBox.stateChanged.connect(self.ui.inputLabel.setOverscaleEnabled) | ||
self.ui.ignoreOverscaleCheckBox.stateChanged.connect(self.ui.outputLabel.setOverscaleEnabled) | ||
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def load_image(self): | ||
input_image_path = QFileDialog.getOpenFileName(self, 'Open image...', '/home/nikita/Изображения/')[0] | ||
if input_image_path: | ||
input_pixmap = Qt.QPixmap(input_image_path) | ||
self.ui.inputLabel.loadPixmapData(input_pixmap) | ||
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def get_boundaries(self): | ||
self.ui.stackedWidget.setCurrentIndex(0) | ||
if self.ui.inputLabel.pixmap() is not None: | ||
filter_number = 1 if self.ui.radioButtonRoberts.isChecked() else 2 if \ | ||
self.ui.radioButtonPrewitt.isChecked() else 3 if self.ui.radioButtonSobel.isChecked() else 4 | ||
self.ui.outputLabel.loadPixmapData(QPixmap.fromImage(image_to_qimage(BoundariesOperation.execute( | ||
qpixmap_to_pil_image(self.ui.inputLabel.pixmap()), filter_number)))) | ||
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def get_semantic_segmentation(self): | ||
self.ui.stackedWidget.setCurrentIndex(1) | ||
if self.ui.inputLabel.pixmap() is not None: | ||
self.ui.outputLabel.loadPixmapData(QPixmap.fromImage(image_to_qimage(SemanticSegmentation.execute( | ||
qpixmap_to_pil_image(self.ui.inputLabel.pixmap()))))) | ||
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def get_saliency(self): | ||
self.ui.stackedWidget.setCurrentIndex(2) | ||
if self.ui.inputLabel.pixmap() is not None: | ||
self.ui.outputLabel.loadPixmapData(QPixmap.fromImage(image_to_qimage(Saliency.execute(qpixmap_to_pil_image( | ||
self.ui.inputLabel.pixmap()))))) | ||
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def get_face_recognition(self): | ||
self.ui.stackedWidget.setCurrentIndex(3) | ||
if self.ui.inputLabel.pixmap() is not None: | ||
self.ui.outputLabel.loadPixmapData(QPixmap.fromImage(image_to_qimage(FaceRecognition.execute( | ||
qpixmap_to_pil_image(self.ui.inputLabel.pixmap()))))) | ||
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if __name__ == "__main__": | ||
parser = createParser() | ||
namespace = parser.parse_args() | ||
print(namespace) | ||
#app = QtWidgets.QApplication(sys.argv) | ||
#myapp = MyWin() | ||
#myapp.show() | ||
#sys.exit(app.exec_()) |
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# -*- coding: utf-8 -*- | ||
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# Form implementation generated from reading ui file 'mainwindow.ui' | ||
# | ||
# Created by: PyQt5 UI code generator 5.7 | ||
# | ||
# WARNING! All changes made in this file will be lost! | ||
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from PyQt5 import QtCore, QtGui, QtWidgets | ||
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class Ui_MainWindow(object): | ||
def setupUi(self, MainWindow): | ||
MainWindow.setObjectName("MainWindow") | ||
MainWindow.resize(890, 519) | ||
icon = QtGui.QIcon() | ||
icon.addPixmap(QtGui.QPixmap("C:/Users/jeavr/Desktop/unnamed.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) | ||
MainWindow.setWindowIcon(icon) | ||
self.centralwidget = QtWidgets.QWidget(MainWindow) | ||
self.centralwidget.setObjectName("centralwidget") | ||
self.verticalLayout = QtWidgets.QVBoxLayout(self.centralwidget) | ||
self.verticalLayout.setObjectName("verticalLayout") | ||
self.horizontalLayout = QtWidgets.QHBoxLayout() | ||
self.horizontalLayout.setObjectName("horizontalLayout") | ||
self.gridLayout = QtWidgets.QGridLayout() | ||
self.gridLayout.setObjectName("gridLayout") | ||
self.groupBox = QtWidgets.QGroupBox(self.centralwidget) | ||
self.groupBox.setObjectName("groupBox") | ||
self.horizontalLayout_3 = QtWidgets.QHBoxLayout(self.groupBox) | ||
self.horizontalLayout_3.setObjectName("horizontalLayout_3") | ||
self.verticalLayout_2 = QtWidgets.QVBoxLayout() | ||
self.verticalLayout_2.setObjectName("verticalLayout_2") | ||
self.boundariesButton = QtWidgets.QPushButton(self.groupBox) | ||
self.boundariesButton.setObjectName("boundariesButton") | ||
self.verticalLayout_2.addWidget(self.boundariesButton) | ||
self.semanticSegmentationButton = QtWidgets.QPushButton(self.groupBox) | ||
self.semanticSegmentationButton.setObjectName("semanticSegmentationButton") | ||
self.verticalLayout_2.addWidget(self.semanticSegmentationButton) | ||
self.pushButtonImageSaliency = QtWidgets.QPushButton(self.groupBox) | ||
self.pushButtonImageSaliency.setObjectName("pushButtonImageSaliency") | ||
self.verticalLayout_2.addWidget(self.pushButtonImageSaliency) | ||
self.pushButtonFaceRecognition = QtWidgets.QPushButton(self.groupBox) | ||
self.pushButtonFaceRecognition.setObjectName("pushButtonFaceRecognition") | ||
self.verticalLayout_2.addWidget(self.pushButtonFaceRecognition) | ||
spacerItem = QtWidgets.QSpacerItem(20, 40, QtWidgets.QSizePolicy.Minimum, QtWidgets.QSizePolicy.Expanding) | ||
self.verticalLayout_2.addItem(spacerItem) | ||
self.stackedWidget = QtWidgets.QStackedWidget(self.groupBox) | ||
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Expanding) | ||
sizePolicy.setHorizontalStretch(0) | ||
sizePolicy.setVerticalStretch(0) | ||
sizePolicy.setHeightForWidth(self.stackedWidget.sizePolicy().hasHeightForWidth()) | ||
self.stackedWidget.setSizePolicy(sizePolicy) | ||
self.stackedWidget.setObjectName("stackedWidget") | ||
self.page = QtWidgets.QWidget() | ||
self.page.setObjectName("page") | ||
self.horizontalLayout_4 = QtWidgets.QHBoxLayout(self.page) | ||
self.horizontalLayout_4.setContentsMargins(0, 0, 0, 0) | ||
self.horizontalLayout_4.setObjectName("horizontalLayout_4") | ||
self.groupBox_2 = QtWidgets.QGroupBox(self.page) | ||
self.groupBox_2.setObjectName("groupBox_2") | ||
self.verticalLayout_4 = QtWidgets.QVBoxLayout(self.groupBox_2) | ||
self.verticalLayout_4.setObjectName("verticalLayout_4") | ||
self.radioButtonRoberts = QtWidgets.QRadioButton(self.groupBox_2) | ||
self.radioButtonRoberts.setChecked(True) | ||
self.radioButtonRoberts.setObjectName("radioButtonRoberts") | ||
self.verticalLayout_4.addWidget(self.radioButtonRoberts) | ||
self.radioButtonPrewitt = QtWidgets.QRadioButton(self.groupBox_2) | ||
self.radioButtonPrewitt.setObjectName("radioButtonPrewitt") | ||
self.verticalLayout_4.addWidget(self.radioButtonPrewitt) | ||
self.radioButtonScharr = QtWidgets.QRadioButton(self.groupBox_2) | ||
self.radioButtonScharr.setObjectName("radioButtonScharr") | ||
self.verticalLayout_4.addWidget(self.radioButtonScharr) | ||
self.radioButtonSobel = QtWidgets.QRadioButton(self.groupBox_2) | ||
self.radioButtonSobel.setObjectName("radioButtonSobel") | ||
self.verticalLayout_4.addWidget(self.radioButtonSobel) | ||
self.horizontalLayout_4.addWidget(self.groupBox_2) | ||
self.stackedWidget.addWidget(self.page) | ||
self.page_2 = QtWidgets.QWidget() | ||
self.page_2.setObjectName("page_2") | ||
self.verticalLayout_3 = QtWidgets.QVBoxLayout(self.page_2) | ||
self.verticalLayout_3.setContentsMargins(0, 0, 0, 0) | ||
self.verticalLayout_3.setObjectName("verticalLayout_3") | ||
self.groupBox_3 = QtWidgets.QGroupBox(self.page_2) | ||
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Expanding) | ||
sizePolicy.setHorizontalStretch(0) | ||
sizePolicy.setVerticalStretch(0) | ||
sizePolicy.setHeightForWidth(self.groupBox_3.sizePolicy().hasHeightForWidth()) | ||
self.groupBox_3.setSizePolicy(sizePolicy) | ||
self.groupBox_3.setObjectName("groupBox_3") | ||
self.verticalLayout_3.addWidget(self.groupBox_3) | ||
self.stackedWidget.addWidget(self.page_2) | ||
self.page_3 = QtWidgets.QWidget() | ||
self.page_3.setObjectName("page_3") | ||
self.horizontalLayout_5 = QtWidgets.QHBoxLayout(self.page_3) | ||
self.horizontalLayout_5.setContentsMargins(0, 0, 0, 0) | ||
self.horizontalLayout_5.setObjectName("horizontalLayout_5") | ||
self.groupBox_4 = QtWidgets.QGroupBox(self.page_3) | ||
self.groupBox_4.setObjectName("groupBox_4") | ||
self.horizontalLayout_5.addWidget(self.groupBox_4) | ||
self.stackedWidget.addWidget(self.page_3) | ||
self.page_4 = QtWidgets.QWidget() | ||
self.page_4.setObjectName("page_4") | ||
self.horizontalLayout_6 = QtWidgets.QHBoxLayout(self.page_4) | ||
self.horizontalLayout_6.setContentsMargins(0, 0, 0, 0) | ||
self.horizontalLayout_6.setObjectName("horizontalLayout_6") | ||
self.groupBox_5 = QtWidgets.QGroupBox(self.page_4) | ||
self.groupBox_5.setObjectName("groupBox_5") | ||
self.horizontalLayout_6.addWidget(self.groupBox_5) | ||
self.stackedWidget.addWidget(self.page_4) | ||
self.verticalLayout_2.addWidget(self.stackedWidget) | ||
self.horizontalLayout_3.addLayout(self.verticalLayout_2) | ||
self.gridLayout.addWidget(self.groupBox, 0, 3, 1, 1) | ||
self.outputLabel = ScaledPixmap(self.centralwidget) | ||
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Expanding) | ||
sizePolicy.setHorizontalStretch(0) | ||
sizePolicy.setVerticalStretch(0) | ||
sizePolicy.setHeightForWidth(self.outputLabel.sizePolicy().hasHeightForWidth()) | ||
self.outputLabel.setSizePolicy(sizePolicy) | ||
self.outputLabel.setFrameShape(QtWidgets.QFrame.StyledPanel) | ||
self.outputLabel.setFrameShadow(QtWidgets.QFrame.Sunken) | ||
self.outputLabel.setLineWidth(1) | ||
self.outputLabel.setText("") | ||
self.outputLabel.setScaledContents(False) | ||
self.outputLabel.setObjectName("outputLabel") | ||
self.gridLayout.addWidget(self.outputLabel, 0, 1, 1, 1) | ||
self.inputLabel = ScaledPixmap(self.centralwidget) | ||
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Expanding) | ||
sizePolicy.setHorizontalStretch(0) | ||
sizePolicy.setVerticalStretch(0) | ||
sizePolicy.setHeightForWidth(self.inputLabel.sizePolicy().hasHeightForWidth()) | ||
self.inputLabel.setSizePolicy(sizePolicy) | ||
self.inputLabel.setFrameShape(QtWidgets.QFrame.StyledPanel) | ||
self.inputLabel.setFrameShadow(QtWidgets.QFrame.Sunken) | ||
self.inputLabel.setLineWidth(1) | ||
self.inputLabel.setText("") | ||
self.inputLabel.setScaledContents(False) | ||
self.inputLabel.setObjectName("inputLabel") | ||
self.gridLayout.addWidget(self.inputLabel, 0, 0, 1, 1) | ||
self.line_2 = QtWidgets.QFrame(self.centralwidget) | ||
self.line_2.setFrameShape(QtWidgets.QFrame.VLine) | ||
self.line_2.setFrameShadow(QtWidgets.QFrame.Sunken) | ||
self.line_2.setObjectName("line_2") | ||
self.gridLayout.addWidget(self.line_2, 0, 2, 1, 1) | ||
self.horizontalLayout.addLayout(self.gridLayout) | ||
self.verticalLayout.addLayout(self.horizontalLayout) | ||
self.line = QtWidgets.QFrame(self.centralwidget) | ||
self.line.setFrameShape(QtWidgets.QFrame.HLine) | ||
self.line.setFrameShadow(QtWidgets.QFrame.Sunken) | ||
self.line.setObjectName("line") | ||
self.verticalLayout.addWidget(self.line) | ||
self.horizontalLayout_2 = QtWidgets.QHBoxLayout() | ||
self.horizontalLayout_2.setObjectName("horizontalLayout_2") | ||
self.ignoreOverscaleCheckBox = QtWidgets.QCheckBox(self.centralwidget) | ||
self.ignoreOverscaleCheckBox.setAcceptDrops(False) | ||
self.ignoreOverscaleCheckBox.setChecked(True) | ||
self.ignoreOverscaleCheckBox.setObjectName("ignoreOverscaleCheckBox") | ||
self.horizontalLayout_2.addWidget(self.ignoreOverscaleCheckBox) | ||
self.keepAspectRatioCheckBox = QtWidgets.QCheckBox(self.centralwidget) | ||
self.keepAspectRatioCheckBox.setChecked(True) | ||
self.keepAspectRatioCheckBox.setObjectName("keepAspectRatioCheckBox") | ||
self.horizontalLayout_2.addWidget(self.keepAspectRatioCheckBox) | ||
self.loadButton = QtWidgets.QPushButton(self.centralwidget) | ||
self.loadButton.setObjectName("loadButton") | ||
self.horizontalLayout_2.addWidget(self.loadButton) | ||
self.pushButton = QtWidgets.QPushButton(self.centralwidget) | ||
self.pushButton.setObjectName("pushButton") | ||
self.horizontalLayout_2.addWidget(self.pushButton) | ||
spacerItem1 = QtWidgets.QSpacerItem(40, 20, QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Minimum) | ||
self.horizontalLayout_2.addItem(spacerItem1) | ||
self.pushButtonExportSettings = QtWidgets.QPushButton(self.centralwidget) | ||
self.pushButtonExportSettings.setObjectName("pushButtonExportSettings") | ||
self.horizontalLayout_2.addWidget(self.pushButtonExportSettings) | ||
self.verticalLayout.addLayout(self.horizontalLayout_2) | ||
MainWindow.setCentralWidget(self.centralwidget) | ||
self.menubar = QtWidgets.QMenuBar(MainWindow) | ||
self.menubar.setGeometry(QtCore.QRect(0, 0, 890, 22)) | ||
self.menubar.setObjectName("menubar") | ||
self.menuFile = QtWidgets.QMenu(self.menubar) | ||
self.menuFile.setObjectName("menuFile") | ||
MainWindow.setMenuBar(self.menubar) | ||
self.statusbar = QtWidgets.QStatusBar(MainWindow) | ||
self.statusbar.setObjectName("statusbar") | ||
MainWindow.setStatusBar(self.statusbar) | ||
self.actionOpen = QtWidgets.QAction(MainWindow) | ||
self.actionOpen.setObjectName("actionOpen") | ||
self.actionSave = QtWidgets.QAction(MainWindow) | ||
self.actionSave.setObjectName("actionSave") | ||
self.actionExit = QtWidgets.QAction(MainWindow) | ||
self.actionExit.setObjectName("actionExit") | ||
self.actionOpen_2 = QtWidgets.QAction(MainWindow) | ||
self.actionOpen_2.setObjectName("actionOpen_2") | ||
self.actionOpen_3 = QtWidgets.QAction(MainWindow) | ||
self.actionOpen_3.setObjectName("actionOpen_3") | ||
self.menubar.addAction(self.menuFile.menuAction()) | ||
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self.retranslateUi(MainWindow) | ||
self.stackedWidget.setCurrentIndex(0) | ||
QtCore.QMetaObject.connectSlotsByName(MainWindow) | ||
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def retranslateUi(self, MainWindow): | ||
_translate = QtCore.QCoreApplication.translate | ||
MainWindow.setWindowTitle(_translate("MainWindow", "Imager")) | ||
self.groupBox.setTitle(_translate("MainWindow", "Controlls")) | ||
self.boundariesButton.setText(_translate("MainWindow", "Boundaries")) | ||
self.semanticSegmentationButton.setText(_translate("MainWindow", "Semantic Segmentation")) | ||
self.pushButtonImageSaliency.setText(_translate("MainWindow", "Saliency")) | ||
self.pushButtonFaceRecognition.setText(_translate("MainWindow", "Face Recognition")) | ||
self.groupBox_2.setTitle(_translate("MainWindow", "Boundaries options")) | ||
self.radioButtonRoberts.setText(_translate("MainWindow", "Roberts filter")) | ||
self.radioButtonPrewitt.setText(_translate("MainWindow", "Prewitt filter")) | ||
self.radioButtonScharr.setText(_translate("MainWindow", "Scharr filter")) | ||
self.radioButtonSobel.setText(_translate("MainWindow", "Sobel filter")) | ||
self.groupBox_3.setTitle(_translate("MainWindow", "Semantis Segmentation options")) | ||
self.groupBox_4.setTitle(_translate("MainWindow", "Saliency options")) | ||
self.groupBox_5.setTitle(_translate("MainWindow", "Face Recognition options")) | ||
self.ignoreOverscaleCheckBox.setText(_translate("MainWindow", "Ignore original size")) | ||
self.keepAspectRatioCheckBox.setText(_translate("MainWindow", "Maintain propotions")) | ||
self.loadButton.setText(_translate("MainWindow", "Load")) | ||
self.pushButton.setText(_translate("MainWindow", "Save")) | ||
self.pushButtonExportSettings.setText(_translate("MainWindow", "Export options")) | ||
self.menuFile.setTitle(_translate("MainWindow", "File")) | ||
self.actionOpen.setText(_translate("MainWindow", "Open")) | ||
self.actionSave.setText(_translate("MainWindow", "Save")) | ||
self.actionExit.setText(_translate("MainWindow", "Exit")) | ||
self.actionOpen_2.setText(_translate("MainWindow", "Open")) | ||
self.actionOpen_3.setText(_translate("MainWindow", "Open")) | ||
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from scaledpixmap import ScaledPixmap |
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