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clientFrame.py
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clientFrame.py
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import sys
from time import sleep
import numpy as np
from PyQt5 import QtWidgets, QtCore, QtGui
from PyQt5.QtWidgets import *
from PyQt5.QtCore import *
from PyQt5.QtGui import *
import yaml
from testFrame import TestFrame
from utils.MyFLUtils import MFLTrainerFactory
from utils.reader import *
import threading
import matplotlib.pyplot as plt
from style import FramelessWindow, CircleProgressBar, language
import qtawesome as qta
class ClientFrame(QWidget):
def __init__(self, id, lang='cn'):
super(ClientFrame, self).__init__()
self.lang = lang
self.id = id
self.config_file = 'config/config_client.yaml'
self.yamlstream = open(self.config_file)
self.config = yaml.load(self.yamlstream)
print(self.config)
# print(self.config['parameter']['lr'])
self.loadQSS()
self.initGUI()
self.translateAll()
def clickedChinese(self):
self.lang = "cn"
self.translateAll()
def clickedEnglish(self):
self.lang = "en"
self.translateAll()
def translateAll(self):
self.paramTab.setHorizontalHeaderLabels([language[self.lang]['param'], language[self.lang]['value']])
self.processLabel.setText(language[self.lang]['noconnect'])
self.connectBtn.setText(language[self.lang]['connect'])
self.testBtn.setText(language[self.lang]['test'])
def loadQSS(self):
""" 加载QSS """
file = 'qss/style/main.qss'
with open(file, 'rt', encoding='utf8') as f:
styleSheet = f.read()
self.setStyleSheet(styleSheet)
f.close()
def initGUI(self):
self.resize(800, 500)
self.paramTab = QTableWidget(self)
effect_shadow = QGraphicsDropShadowEffect(self)
effect_shadow.setOffset(3,3) # 偏移
effect_shadow.setBlurRadius(10) # 阴影半径
effect_shadow.setColor(QtCore.Qt.gray) # 阴影颜色
self.paramTab.setGraphicsEffect(effect_shadow)
self.paramTab.resize(350, 300)
self.paramTab.move(50, 50)
self.paramTab.setColumnCount(2)
self.paramTab.setColumnWidth(0, 150)
self.paramTab.setColumnWidth(1, 150)
self.paramTab.setHorizontalHeaderLabels(['param', 'value'])
tabWidgetFont = self.paramTab.horizontalHeader().font()
tabWidgetFont.setBold(True);
self.paramTab.horizontalHeader().setFont(tabWidgetFont)
self.paramTab.horizontalHeader().setStretchLastSection(True);
self.paramTab.horizontalHeader().resizeSection(0, 170) #设置表头第一列的宽度为150
self.paramTab.horizontalHeader().resizeSection(1, 170) #设置表头第一列的宽度为150
self.paramTab.verticalHeader().setVisible(False)
paramList = []
for it in self.config['parameter']:
# print(it)
paramList.append([it, str(self.config['parameter'][it])])
paramList.append(['ip:port', '{}:{}'.format(self.config['server']['ip'], self.config['server']['port'])])
paramList.append(
['scheduler_ip:port', '{}:{}'.format(self.config['scheduler']['ip'], self.config['scheduler']['port'])])
self.paramTab.setRowCount(len(paramList))
for i, (it0, it1) in enumerate(paramList):
backcolor = QColor(255,255,255)
if i % 2 == 1:
backcolor = QColor(225,225,255)
item = QTableWidgetItem(it0)
item.setBackground(backcolor)
self.paramTab.setItem(i, 0, item)
item = QTableWidgetItem(it1)
item.setBackground(backcolor)
self.paramTab.setItem(i, 1, item)
# print(it0, it1)
self.connectBtnIcon1 = qta.icon('fa.plug', scale_factor = 1, color='white')
self.connectBtn = QPushButton(self.connectBtnIcon1, language[self.lang]['connect'], self, objectName='btnSuccess2')
effect_shadow = QGraphicsDropShadowEffect(self)
effect_shadow.setOffset(3,3) # 偏移
effect_shadow.setBlurRadius(10) # 阴影半径
effect_shadow.setColor(QColor(38, 200, 78, 127)) # 阴影颜色
self.connectBtn.setGraphicsEffect(effect_shadow)
self.connectBtn.resize(150, 40)
self.connectBtn.move(150, 400)
# self.connectBtn.resize()
self.connectBtn.clicked.connect(self.connect_server)
self.lossLabel = QLabel('loss', self)
effect_shadow = QGraphicsDropShadowEffect(self)
effect_shadow.setOffset(3,3) # 偏移
effect_shadow.setBlurRadius(10) # 阴影半径
effect_shadow.setColor(QtCore.Qt.gray) # 阴影颜色
self.lossLabel.setGraphicsEffect(effect_shadow)
self.lossLabel.resize(300, 300)
self.lossLabel.move(450, 50)
self.processLabel = QLabel(language[self.lang]['noconnect'], self)
self.processLabel.resize(100, 20)
# self.processLabel.setAlignment(AlignRight)
self.processLabel.move(600, 460)
self.testBtnIcon1 = qta.icon('fa.pencil', scale_factor = 1, color='white')
self.testBtn = QPushButton(self.testBtnIcon1, language[self.lang]['test'], self, objectName='btnSuccess2')
effect_shadow = QGraphicsDropShadowEffect(self)
effect_shadow.setOffset(3,3) # 偏移
effect_shadow.setBlurRadius(10) # 阴影半径
effect_shadow.setColor(QColor(38, 200, 78, 127)) # 阴影颜色
self.testBtn.setGraphicsEffect(effect_shadow)
self.testBtn.resize(150, 40)
#self.testBtn = QPushButton('test', self, objectName='btnInfo')
self.testBtn.move(550, 400)
self.testBtn.clicked.connect(self.open_test_frame)
self.update_loss_label()
self.setWindowTitle('Client {}'.format(self.id))
#self.show()
def open_test_frame(self):
self.testframe = FramelessWindow()
frame = TestFrame(self.config)
self.testframe.setWindowTitle('TestFrame')
self.testframe.setWindowIcon(QIcon('icon.png'))
self.testframe.setFixedSize(QSize(600,480)) #因为这里固定了大小，所以窗口的大小没有办法任意调整，想要使resizeWidget函数生效的话要把这里去掉，自己调节布局和窗口大小
self.testframe.setWidget(frame) # 把自己的窗口添加进来
self.testframe.titleBar.clickedChinese.connect(frame.clickedChinese)
self.testframe.titleBar.clickedEnglish.connect(frame.clickedEnglish)
self.testframe.show()
def update_loss_label(self):
jpg = QtGui.QPixmap('loss_temp_{}.jpg'.format(self.id)).scaled(self.lossLabel.width(), self.lossLabel.height())
self.lossLabel.setPixmap(jpg)
def connect_server(self):
from paddle import fluid
from paddle_fl.paddle_fl.core.trainer.fl_trainer import FLTrainerFactory
from paddle_fl.paddle_fl.core.master.fl_job import FLRunTimeJob
import numpy as np
import sys
import logging
self.processLabel.setText('connecting')
trainer_id = self.id
job_path = self.config['path']['job_path']
job = FLRunTimeJob()
job.load_trainer_job(job_path, trainer_id)
job._scheduler_ep = '{}:{}'.format(self.config['scheduler']['ip'], self.config['scheduler']['port'])
# print(job._trainer_send_program)
self.trainer = MFLTrainerFactory().create_fl_trainer(job)
use_cuda = False
place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace()
self.trainer._current_ep = '{}:{}'.format(self.config['client']['ip'],
int(self.config['client']['port']) + self.id)
print('prepared ok')
self.trainer.start(place=place)
self.trainer._logger.setLevel(logging.DEBUG)
print('connected ok')
self.processLabel.setText('connected')
self.trainThread = threading.Thread(target=self.train)
self.processLabel.setText('training')
self.trainThread.start()
self.trainThread.join()
self.processLabel.setText('finished')
def train(self):
output_folder = self.config['path']['output_path']
step_i = 0
print(id(self.lossLabel))
# self.lossThread = threading.Thread(target=self.update_loss_label)
# self.lossThread.start()
loss_list = np.array([])
if self.config['parameter']['model'] == 'resnet':
reader = data_loader(self.config['path']['data/data/'], batch_size=1)
else:
reader = mreader
while not self.trainer.stop():
step_i += 1
print("batch %d start train" % step_i)
loss_list = np.concatenate((loss_list,
self.trainer.run_with_epoch(reader, [],
int(self.config['parameter']['epochs']),
self.id)))
plt.plot(range(0, len(loss_list)), loss_list)
plt.legend(['train_loss'], loc='upper left')
plt.savefig('loss_temp_{}.jpg'.format(self.id))
self.update_loss_label()
if self.id == 0:
print("start saving model")
self.trainer.save_inference_program(output_folder)
if step_i > int(self.config['parameter']['round']):
break
if __name__ == '__main__':
app = QApplication(sys.argv)
# ex = ClientFrame(int(sys.argv[1]))
ex = ClientFrame(0)
mainWnd = FramelessWindow()
mainWnd.setWindowTitle('Client {}'.format(0)) #sys.argv[1]
mainWnd.setWindowIcon(QIcon('icon.png'))
mainWnd.setFixedSize(QSize(800,550)) #因为这里固定了大小，所以窗口的大小没有办法任意调整，想要使resizeWidget函数生效的话要把这里去掉，自己调节布局和窗口大小
mainWnd.setWidget(ex) # 把自己的窗口添加进来
mainWnd.titleBar.clickedChinese.connect(ex.clickedChinese)
mainWnd.titleBar.clickedEnglish.connect(ex.clickedEnglish)
mainWnd.show()
sys.exit(app.exec_())