I'm using two threads Camera
and NetworkProcessor
in Qt application, which displayes their actual state in QLabel (there is one label for each thread: camStatusLabel
, nnStatusLabel
). To update text in label I am using signals and slots. There is also 6 labels to display images, which are updated in while loop periodically (cameraView
, k1
, k2
, k3
, k4
, k5
) with signals and slots as well.
import cv2
import sys
from PySide2.QtCore import *
from PySide2.QtWidgets import *
from PySide2.QtGui import *
import threading as th
from PIL import Image
import copy
class SecondPage(QWidget):
def __init__(self):
QWidget.__init__(self)
self.bigSize = QSize(640, 480)
self.smallSize = QSize(320, 240)
blackPic = QPixmap(self.bigSize)
blackPic.fill(Qt.black)
self.layoutTop = QVBoxLayout()
self.layoutTop.setAlignment(Qt.AlignCenter)
self.topRowLayout = QHBoxLayout()
self.buttonBack = QPushButton("Back")
self.camStatusLabel = QLabel("Camera status: not running...")
self.nnStatusLabel = QLabel("Neural net status: not running...")
self.topRowLayout.addWidget(self.buttonBack, alignment=Qt.AlignRight)
self.topRowLayout.addWidget(self.camStatusLabel, alignment=Qt.AlignLeft)
self.topRowLayout.addWidget(self.nnStatusLabel, alignment=Qt.AlignLeft)
self.cameraView = QLabel()
self.cameraView.setFixedSize(self.bigSize)
self.cameraView.setPixmap(blackPic)
self.knnLayout = QHBoxLayout()
self.layoutTop.addLayout(self.topRowLayout, alignment=Qt.AlignLeft)
self.layoutTop.addWidget(self.cameraView, alignment=Qt.AlignCenter)
self.layoutTop.addLayout(self.knnLayout, alignment=Qt.AlignCenter)
self.k1 = QLabel(alignment=Qt.AlignCenter)
self.k1.setFixedSize(self.smallSize)
self.k1.setPixmap(blackPic)
self.k2 = QLabel(alignment=Qt.AlignCenter)
self.k2.setFixedSize(self.smallSize)
self.k2.setPixmap(blackPic)
self.k3 = QLabel(alignment=Qt.AlignCenter)
self.k3.setFixedSize(self.smallSize)
self.k3.setPixmap(blackPic)
self.k4 = QLabel(alignment=Qt.AlignCenter)
self.k4.setFixedSize(self.smallSize)
self.k4.setPixmap(blackPic)
self.k5 = QLabel(alignment=Qt.AlignCenter)
self.k5.setFixedSize(self.smallSize)
self.k5.setPixmap(blackPic)
self.knnLayout.addWidget(self.k1)
self.knnLayout.addWidget(self.k2)
self.knnLayout.addWidget(self.k3)
self.knnLayout.addWidget(self.k4)
self.knnLayout.addWidget(self.k5)
self.setLayout(self.layoutTop)
self.frame = [None]
self.frameLock = QMutex()
startExecute = th.Event()
threadIsLoadedEvent = th.Event()
self.cameraThread = Camera()
self.connect(self.cameraThread, SIGNAL("updateCameraView(QImage)"), self.updateCameraView)
self.connect(self.cameraThread, SIGNAL("updateCameraStatus(QString)"), self.updateCameraStatus)
self.cameraThread.startCapturing(self.frame, self.frameLock, startExecute, threadIsLoadedEvent)
self.processingThread = NetworkProcessor()
self.connect(self.processingThread, SIGNAL("updateResults(QImage,QImage,QImage,QImage,QImage)"), self.updateResults)
self.connect(self.processingThread, SIGNAL("nnStatusLabel(QString)"), self.updateNNStatus)
self.processingThread.startAnalyzing(self.frame, self.frameLock, self.smallSize.toTuple(), startExecute, threadIsLoadedEvent)
startExecute.set()
def updateCameraStatus(self, text):
self.camStatusLabel.setText(text)
self.camStatusLabel.update()
def updateNNStatus(self, text):
self.nnStatusLabel.setText(text)
self.nnStatusLabel.update()
def updateCameraView(self, image):
self.cameraView.setPixmap(QPixmap.fromImage(image).scaled(self.bigSize))
self.cameraView.update()
def updateResults(self, p1, p2, p3, p4, p5):
self.k1.setPixmap(QPixmap.fromImage(p1))
self.k1.update()
self.k2.setPixmap(QPixmap.fromImage(p2))
self.k2.update()
self.k3.setPixmap(QPixmap.fromImage(p3))
self.k3.update()
self.k4.setPixmap(QPixmap.fromImage(p4))
self.k4.update()
self.k5.setPixmap(QPixmap.fromImage(p5))
self.k5.update()
def killPage(self):
self.cameraThread.stopThread()
self.processingThread.stopThread()
class Camera(QThread):
def __init__(self, parent = None):
QThread.__init__(self, parent)
self.exit = False
self.frame = None
self.frameLock = None
self.initSuccessEvent = None
self.startEvent = None
def stopThread(self):
self.exit = True
self.wait()
def startCapturing(self, frame, frameLock, startEvent, initSuccessEvent):
self.frame = frame
self.frameLock = frameLock
self.initSuccessEvent = initSuccessEvent
self.startEvent = startEvent
self.start()
def run(self):
self.startEvent.wait()
self.emit(SIGNAL("updateCameraStatus(QString)"), "Camera status: Opening...")
cap = cv2.VideoCapture(0)
cap.set(cv2.CAP_PROP_BUFFERSIZE, 1)
#initialize frame and signal success to main thead
self.frameLock.lock()
_, self.frame[0] = cap.read()
self.frameLock.unlock()
self.initSuccessEvent.set()
self.emit(SIGNAL("updateCameraStatus(QString)"), "Camera status: Running...")
#enter into loop
while True:
_, img = cap.read()
img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
self.frameLock.lock()
self.frame[0] = copy.deepcopy(img)
self.frameLock.unlock()
img = QImage(img, img.shape[1], img.shape[0], img.strides[0], QImage.Format_RGB888)
self.emit(SIGNAL("updateCameraView(QImage)"), img)
if self.exit:
cap.release()
break
class NetworkProcessor(QThread):
def __init__(self, parent = None):
QThread.__init__(self, parent)
self.exit = False
self.frame = None
self.frameLock = None
self.imgSize = (100,100)
self.initSuccessEvent = None
self.startEvent = None
def stopThread(self):
self.exit = True
self.wait()
def startAnalyzing(self, frame, frameLock, imgSize, startEvent, initSuccessEvent):
self.frame = frame
self.frameLock = frameLock
self.imgSize = imgSize
self.initSuccessEvent = initSuccessEvent
self.startEvent = startEvent
self.start()
def run(self):
import pydevd;pydevd.settrace(suspend=False)
self.startEvent.wait()
self.emit(SIGNAL("nnStatusLabel(QString)"), "Neural net status: Waiting for camera...")
self.initSuccessEvent.wait()
self.emit(SIGNAL("nnStatusLabel(QString)"), "Neural net status: Loading nn and dataset...")
QThread.msleep(1000) #to simulate initialization
self.emit(SIGNAL("nnStatusLabel(QString)"), "Neural net status: Running...")
while True:
QThread.msleep(1000)
if self.exit:
break
self.frameLock.lock()
camImg = copy.deepcopy(self.frame[0])
self.frameLock.unlock()
products = self._processImg(Image.fromarray(camImg), 5)
data1 = products[0].tobytes('raw', 'RGB')
k1 = QImage(data1, products[0].size[0], products[0].size[1], QImage.Format_RGB888)
data2 = products[1].tobytes('raw', 'RGB')
k2 = QImage(data2, products[1].size[0], products[1].size[1], QImage.Format_RGB888)
data3 = products[2].tobytes('raw', 'RGB')
k3 = QImage(data3, products[2].size[0], products[2].size[1], QImage.Format_RGB888)
data4 = products[3].tobytes('raw', 'RGB')
k4 = QImage(data4, products[3].size[0], products[3].size[1], QImage.Format_RGB888)
data5 = products[4].tobytes('raw', 'RGB')
k5 = QImage(data5, products[4].size[0], products[4].size[1], QImage.Format_RGB888)
self.emit(SIGNAL("updateResults(QImage,QImage,QImage,QImage,QImage)"), k1, k2, k3, k4, k5)
if self.exit:
break
def _processImg(self, queryImg, k):
imgs = []
for i in range(k):
im = queryImg.rotate(20*i)
im = im.resize(self.imgSize)
imgs.append(im)
return imgs
class MainWindow(QMainWindow):
def __init__(self):
QMainWindow.__init__(self)
self.loadSecondPage()
def loadSecondPage(self):
widget = SecondPage()
self.setCentralWidget(widget)
self.setWindowTitle("Metriclearning demo - Visualisation")
def closeEvent(self, event):
print("Closing app")
self.centralWidget().killPage()
event.accept()
if __name__ == "__main__":
app = QApplication(sys.argv)
window = MainWindow()
window.show()
sys.exit(app.exec_())
The problem is that, when I am updating text labels containing thread state (camStatusLabel
, nnStatusLabel
), the content does not remain as I have set it, but randomly changes to previous texts and back, even though the text is not updated never again once the thread enters into while
loop.
The same problem is observable on labels containing images.
Does anyone know what might cause this problem?
EDIT:
I eddited the code above to be executable. The problem is same as I have already described: The text in QLabel nnStatusLabel
changes even though it is not supposed to and similar behavior is occasionally observable on displayed images as well - displayed images returns back in time (cameraView
, k1
, k2
, k3
, k4
, k5
).