Initial Commit.
This commit is contained in:
Yorusora
525
func/Module_preprocess.py
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525
func/Module_preprocess.py
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from gc import collect
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from pathlib import Path
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import matplotlib.pyplot as plt
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from PySide6.QtWidgets import QMessageBox, QMainWindow, QWidget, QPushButton, QProgressBar, QApplication
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from matplotlib import gridspec
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from matplotlib.backends.backend_qt import NavigationToolbar2QT
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from matplotlib.backends.backend_qtagg import FigureCanvasQTAgg
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from overrides import overrides
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from pandas import read_csv, DataFrame
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from yaml import dump, load, FullLoader
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from func.utils.PublicFunc import PublicFunc
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from func.utils.Constants import Constants, ConfigParams
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from func.Filters.Preprocessing import Butterworth_for_BCG_PreProcess, Butterworth_for_ECG_PreProcess
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from ui.MainWindow.MainWindow_preprocess import Ui_MainWindow_preprocess
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from ui.setting.preprocess_input_setting import Ui_MainWindow_preprocess_input_setting
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Config = {
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}
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ButtonState = {
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"Default": {
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"pushButton_input_setting": True,
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"pushButton_input": True,
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"pushButton_view": False,
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"pushButton_save": False
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},
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"Current": {
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"pushButton_input_setting": True,
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"pushButton_input": True,
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"pushButton_view": False,
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"pushButton_save": False
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}
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}
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class SettingWindow(QMainWindow):
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def __init__(self, mode, root_path, sampID):
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super(SettingWindow, self).__init__()
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self.ui = Ui_MainWindow_preprocess_input_setting()
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self.ui.setupUi(self)
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self.mode = mode
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self.root_path = root_path
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self.sampID = sampID
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self.config = None
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self.__read_config__()
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self.ui.spinBox_input_freq.valueChanged.connect(self.__update_ui__)
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self.ui.pushButton_confirm.clicked.connect(self.__write_config__)
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self.ui.pushButton_cancel.clicked.connect(self.__rollback_config__)
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self.ui.pushButton_cancel.clicked.connect(self.close)
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def __read_config__(self):
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if not Path(ConfigParams.PREPROCESS_CONFIG_FILE_PATH).exists():
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with open(ConfigParams.PREPROCESS_CONFIG_FILE_PATH, "w") as f:
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dump(ConfigParams.PREPROCESS_CONFIG_NEW_CONTENT, f)
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with open(ConfigParams.PREPROCESS_CONFIG_FILE_PATH, "r") as f:
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file_config = load(f.read(), Loader=FullLoader)
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Config.update(file_config)
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self.config = file_config
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if self.mode == "BCG":
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Config.update({
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"Path": {
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"Input": str((Path(self.root_path) / ConfigParams.PUBLIC_PATH_ORGBCG_TEXT /
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Path(str(self.sampID)) / Path(ConfigParams.PREPROCESS_INPUT_BCG_FILENAME +
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str(Config["InputConfig"]["Freq"]) +
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ConfigParams.ENDSWITH_TXT))),
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"Save": str((Path(self.root_path) / ConfigParams.PUBLIC_PATH_ORGBCG_TEXT /
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Path(str(self.sampID)) / Path(ConfigParams.PREPROCESS_SAVE_BCG_FILENAME +
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str(Config["InputConfig"]["Freq"]) +
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ConfigParams.ENDSWITH_TXT)))
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},
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"Mode": self.mode
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})
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else:
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Config.update({
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"Path": {
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"Input": str((Path(self.root_path) / ConfigParams.PUBLIC_PATH_PSG_TEXT /
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Path(str(self.sampID)) / Path(ConfigParams.PREPROCESS_INPUT_ECG_FILENAME +
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str(Config["InputConfig"]["Freq"]) +
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ConfigParams.ENDSWITH_TXT))),
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"Save": str((Path(self.root_path) / ConfigParams.PUBLIC_PATH_PSG_TEXT /
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Path(str(self.sampID)) / Path(ConfigParams.PREPROCESS_SAVE_ECG_FILENAME +
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str(Config["InputConfig"]["Freq"]) +
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ConfigParams.ENDSWITH_TXT)))
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},
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"Mode": self.mode
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})
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# 数据回显
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self.ui.spinBox_input_freq.setValue(Config["InputConfig"]["Freq"])
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self.ui.plainTextEdit_file_path_input.setPlainText(Config["Path"]["Input"])
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self.ui.plainTextEdit_file_path_save.setPlainText(Config["Path"]["Save"])
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def __write_config__(self):
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# 从界面写入配置
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Config["InputConfig"]["Freq"] = self.ui.spinBox_input_freq.value()
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Config["Path"]["Input"] = self.ui.plainTextEdit_file_path_input.toPlainText()
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Config["Path"]["Save"] = self.ui.plainTextEdit_file_path_save.toPlainText()
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# 保存配置到文件
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self.config["InputConfig"]["Freq"] = self.ui.spinBox_input_freq.value()
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with open(ConfigParams.PREPROCESS_CONFIG_FILE_PATH, "w") as f:
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dump(self.config, f)
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self.close()
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def __rollback_config__(self):
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self.__read_config__()
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def __update_ui__(self):
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if self.mode == "BCG":
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self.ui.plainTextEdit_file_path_input.setPlainText(
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str((Path(self.root_path) /
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ConfigParams.PUBLIC_PATH_ORGBCG_TEXT /
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Path(str(self.sampID)) /
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Path(ConfigParams.PREPROCESS_INPUT_BCG_FILENAME +
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str(self.ui.spinBox_input_freq.value()) +
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ConfigParams.ENDSWITH_TXT))))
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self.ui.plainTextEdit_file_path_save.setPlainText(
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str((Path(self.root_path) /
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ConfigParams.PUBLIC_PATH_ORGBCG_TEXT /
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Path(str(self.sampID)) /
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Path(ConfigParams.PREPROCESS_SAVE_BCG_FILENAME +
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str(self.ui.spinBox_input_freq.value()) +
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ConfigParams.ENDSWITH_TXT))))
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else:
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self.ui.plainTextEdit_file_path_input.setPlainText(
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str((Path(self.root_path) /
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ConfigParams.PUBLIC_PATH_PSG_TEXT /
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Path(str(self.sampID)) /
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Path(ConfigParams.PREPROCESS_INPUT_ECG_FILENAME +
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str(self.ui.spinBox_input_freq.value()) +
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ConfigParams.ENDSWITH_TXT))))
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self.ui.plainTextEdit_file_path_save.setPlainText(
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str((Path(self.root_path) /
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ConfigParams.PUBLIC_PATH_PSG_TEXT /
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Path(str(self.sampID)) /
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Path(ConfigParams.PREPROCESS_SAVE_ECG_FILENAME +
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str(self.ui.spinBox_input_freq.value()) +
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ConfigParams.ENDSWITH_TXT))))
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class MainWindow_preprocess(QMainWindow):
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def __init__(self):
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super(MainWindow_preprocess, self).__init__()
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self.ui = Ui_MainWindow_preprocess()
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self.ui.setupUi(self)
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self.mode = None
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self.root_path = None
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self.sampID = None
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self.data = None
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self.setting = None
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# 初始化进度条
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self.progressbar = None
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self.add_progressbar()
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#初始化画框
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self.fig = None
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self.canvas = None
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self.figToolbar = None
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self.gs = None
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self.ax0 = None
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self.line_raw_data = None
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self.line_processed_data = None
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self.msgBox = QMessageBox()
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self.msgBox.setWindowTitle(Constants.MAINWINDOW_MSGBOX_TITLE)
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@overrides
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def show(self, mode, root_path, sampID):
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super().show()
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self.mode = mode
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self.root_path = root_path
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self.sampID = sampID
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self.setting = SettingWindow(mode, root_path, sampID)
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# 初始化画框
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self.fig = plt.figure(figsize=(12, 9), dpi=100)
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self.canvas = FigureCanvasQTAgg(self.fig)
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self.figToolbar = NavigationToolbar2QT(self.canvas)
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for action in self.figToolbar.actions():
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if action.text() == "Subplots" or action.text() == "Customize":
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self.figToolbar.removeAction(action)
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self.ui.verticalLayout_canvas.addWidget(self.canvas)
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self.ui.verticalLayout_canvas.addWidget(self.figToolbar)
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self.gs = gridspec.GridSpec(1, 1, height_ratios=[1])
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self.fig.subplots_adjust(top=0.98, bottom=0.05, right=0.98, left=0.1, hspace=0, wspace=0)
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self.ax0 = self.fig.add_subplot(self.gs[0])
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self.ax0.grid(True)
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self.ax0.xaxis.set_major_formatter(ConfigParams.FORMATTER)
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self.__resetAllButton__()
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self.ui.label_mode.setText(self.mode)
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if self.mode == "BCG":
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self.ui.spinBox_bandPassOrder.setValue(Config["Filter"]["BCGBandPassOrder"])
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self.ui.doubleSpinBox_bandPassLow.setValue(Config["Filter"]["BCGBandPassLow"])
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self.ui.doubleSpinBox_bandPassHigh.setValue(Config["Filter"]["BCGBandPassHigh"])
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else:
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self.ui.spinBox_bandPassOrder.setValue(Config["Filter"]["ECGBandPassOrder"])
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self.ui.doubleSpinBox_bandPassLow.setValue(Config["Filter"]["ECGBandPassLow"])
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self.ui.doubleSpinBox_bandPassHigh.setValue(Config["Filter"]["ECGBandPassHigh"])
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self.ui.pushButton_input.clicked.connect(self.__slot_btn_input__)
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self.ui.pushButton_input_setting.clicked.connect(self.setting.show)
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self.ui.pushButton_view.clicked.connect(self.__slot_btn_view__)
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self.ui.pushButton_save.clicked.connect(self.__slot_btn_save__)
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self.ui.spinBox_bandPassOrder.editingFinished.connect(self.__update_config__)
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self.ui.doubleSpinBox_bandPassLow.editingFinished.connect(self.__update_config__)
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self.ui.doubleSpinBox_bandPassHigh.editingFinished.connect(self.__update_config__)
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@overrides
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def closeEvent(self, event):
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self.__disableAllButton__()
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self.statusbar_show_msg(PublicFunc.format_status_msg(Constants.SHUTTING_DOWN))
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QApplication.processEvents()
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# 清空画框
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if self.line_raw_data and self.line_processed_data:
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del self.line_raw_data
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del self.line_processed_data
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self.canvas.draw()
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# 释放资源
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del self.data
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self.fig.clf()
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plt.close(self.fig)
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self.deleteLater()
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collect()
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self.canvas = None
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event.accept()
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@staticmethod
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def __reset__():
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ButtonState["Current"].update(ButtonState["Default"].copy())
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ButtonState["Current"]["pushButton_view"] = True
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def __plot__(self):
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# 清空画框
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if self.line_raw_data and self.line_processed_data:
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try:
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self.line_raw_data.remove()
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self.line_processed_data.remove()
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except ValueError:
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pass
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sender = self.sender()
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if sender == self.ui.pushButton_view:
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self.line_raw_data, = self.ax0.plot(self.data.raw_data,
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color=Constants.PLOT_COLOR_RED,
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label=Constants.PREPROCESS_PLOT_LABEL_ORIGINAL_DATA)
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self.line_processed_data, = self.ax0.plot(self.data.processed_data + Constants.PREPROCESS_OUTPUT_INPUT_AMP_OFFSET,
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color=Constants.PLOT_COLOR_BLUE,
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label=Constants.PREPROCESS_PLOT_LABEL_PROCESSED_DATA)
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self.ax0.legend(loc=Constants.PLOT_UPPER_RIGHT)
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status = True
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info = Constants.DRAWING_FINISHED
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else:
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status = False
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info = Constants.DRAWING_FAILURE
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self.canvas.draw()
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return status, info
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def __disableAllButton__(self):
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# 禁用所有按钮
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all_widgets = self.centralWidget().findChildren(QWidget)
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# 迭代所有部件，查找按钮并禁用它们
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for widget in all_widgets:
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if isinstance(widget, QPushButton):
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if widget.objectName() in ButtonState["Current"].keys():
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widget.setEnabled(False)
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def __enableAllButton__(self):
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# 启用按钮
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all_widgets = self.centralWidget().findChildren(QWidget)
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# 迭代所有部件，查找按钮并启用它们
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for widget in all_widgets:
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if isinstance(widget, QPushButton):
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if widget.objectName() in ButtonState["Current"].keys():
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widget.setEnabled(ButtonState["Current"][widget.objectName()])
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def __resetAllButton__(self):
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# 启用按钮
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all_widgets = self.centralWidget().findChildren(QWidget)
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# 迭代所有部件，查找按钮并启用它们
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for widget in all_widgets:
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if isinstance(widget, QPushButton):
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if widget.objectName() in ButtonState["Default"].keys():
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widget.setEnabled(ButtonState["Default"][widget.objectName()])
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def __slot_btn_input__(self):
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self.__disableAllButton__()
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# 清空画框
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if self.line_raw_data and self.line_processed_data:
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try:
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self.line_raw_data.remove()
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self.line_processed_data.remove()
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except ValueError:
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pass
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self.canvas.draw()
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self.statusbar_show_msg(PublicFunc.format_status_msg(Constants.INPUTTING_DATA))
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self.progressbar.setValue(0)
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QApplication.processEvents()
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# 导入数据
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self.data = Data()
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status, info = self.data.open_file()
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if not status:
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PublicFunc.text_output(self.ui, info, Constants.TIPS_TYPE_ERROR)
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PublicFunc.msgbox_output(self, info, Constants.MSGBOX_TYPE_ERROR)
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self.finish_operation()
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return
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else:
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PublicFunc.text_output(self.ui, info, Constants.TIPS_TYPE_INFO)
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MainWindow_preprocess.__reset__()
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self.finish_operation()
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def __slot_btn_view__(self):
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self.__disableAllButton__()
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self.statusbar_show_msg(PublicFunc.format_status_msg(Constants.PREPROCESS_PROCESSING_DATA))
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self.progressbar.setValue(0)
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QApplication.processEvents()
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# 数据预处理
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status, info = self.data.preprocess()
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if not status:
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PublicFunc.text_output(self.ui, info, Constants.TIPS_TYPE_ERROR)
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PublicFunc.msgbox_output(self, info, Constants.MSGBOX_TYPE_ERROR)
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self.finish_operation()
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return
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else:
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PublicFunc.text_output(self.ui, info, Constants.TIPS_TYPE_INFO)
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self.statusbar_show_msg(PublicFunc.format_status_msg(Constants.DRAWING_DATA))
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self.progressbar.setValue(50)
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QApplication.processEvents()
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# 绘图
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status, info = self.__plot__()
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if not status:
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PublicFunc.text_output(self.ui, info, Constants.TIPS_TYPE_ERROR)
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PublicFunc.msgbox_output(self, info, Constants.MSGBOX_TYPE_ERROR)
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self.finish_operation()
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return
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else:
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PublicFunc.text_output(self.ui, info, Constants.TIPS_TYPE_INFO)
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ButtonState["Current"]["pushButton_save"] = True
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self.finish_operation()
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def __slot_btn_save__(self):
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reply = QMessageBox.question(self, Constants.QUESTION_TITLE,
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Constants.QUESTION_CONTENT + Config["Path"]["Save"],
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QMessageBox.Yes | QMessageBox.No,
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QMessageBox.Yes)
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if reply == QMessageBox.Yes:
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self.__disableAllButton__()
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self.statusbar_show_msg(PublicFunc.format_status_msg(Constants.SAVING_DATA))
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self.progressbar.setValue(0)
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QApplication.processEvents()
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# 保存
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# status, info = self.data.save()
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total_rows = len(DataFrame(self.data.processed_data.reshape(-1)))
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chunk_size = ConfigParams.PREPROCESS_SAVE_CHUNK_SIZE
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with open(Config["Path"]["Save"], 'w') as f:
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for start in range(0, total_rows, chunk_size):
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end = min(start + chunk_size, total_rows)
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chunk = DataFrame(self.data.processed_data.reshape(-1)).iloc[start:end]
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status, info = self.data.save(chunk)
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progress = int((end / total_rows) * 100)
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self.progressbar.setValue(progress)
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QApplication.processEvents()
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if not status:
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PublicFunc.text_output(self.ui, info, Constants.TIPS_TYPE_ERROR)
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PublicFunc.msgbox_output(self, info, Constants.MSGBOX_TYPE_ERROR)
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self.finish_operation()
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return
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else:
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PublicFunc.text_output(self.ui, info, Constants.TIPS_TYPE_INFO)
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PublicFunc.msgbox_output(self, info, Constants.TIPS_TYPE_INFO)
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self.finish_operation()
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def __update_config__(self):
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if self.mode == "BCG":
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Config["Filter"]["BCGBandPassOrder"] = self.ui.spinBox_bandPassOrder.value()
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Config["Filter"]["BCGBandPassLow"] = self.ui.doubleSpinBox_bandPassLow.value()
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Config["Filter"]["BCGBandPassHigh"] = self.ui.doubleSpinBox_bandPassHigh.value()
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else:
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Config["Filter"]["ECGBandPassOrder"] = self.ui.spinBox_bandPassOrder.value()
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Config["Filter"]["ECGBandPassLow"] = self.ui.doubleSpinBox_bandPassLow.value()
|
||||
Config["Filter"]["ECGBandPassHigh"] = self.ui.doubleSpinBox_bandPassHigh.value()
|
||||
|
||||
def finish_operation(self):
|
||||
|
||||
self.statusbar_show_msg(PublicFunc.format_status_msg(Constants.OPERATION_FINISHED))
|
||||
self.progressbar.setValue(100)
|
||||
QApplication.processEvents()
|
||||
|
||||
self.__enableAllButton__()
|
||||
|
||||
def add_progressbar(self):
|
||||
|
||||
self.progressbar = QProgressBar()
|
||||
self.progressbar.setRange(0, 100)
|
||||
self.progressbar.setValue(0)
|
||||
self.progressbar.setStyleSheet(Constants.PROGRESSBAR_STYLE)
|
||||
self.ui.statusBar.addPermanentWidget(self.progressbar)
|
||||
|
||||
def statusbar_show_msg(self, msg):
|
||||
|
||||
self.ui.statusBar.showMessage(msg)
|
||||
|
||||
def statusbar_clear_msg(self):
|
||||
|
||||
self.ui.statusBar.clearMessage()
|
||||
|
||||
|
||||
class Data:
|
||||
|
||||
def __init__(self):
|
||||
|
||||
self.file_path_input = Config["Path"]["Input"]
|
||||
self.file_path_save = Config["Path"]["Save"]
|
||||
|
||||
self.raw_data = None
|
||||
self.processed_data = None
|
||||
|
||||
def open_file(self):
|
||||
|
||||
if not Path(Config["Path"]["Input"]).exists():
|
||||
return False, Constants.INPUT_FAILURE + Constants.PREPROCESS_FAILURE_REASON["Data_Path_Not_Exist"]
|
||||
|
||||
try:
|
||||
self.raw_data = read_csv(self.file_path_input,
|
||||
encoding=ConfigParams.UTF8_ENCODING,
|
||||
header=None).to_numpy().reshape(-1)
|
||||
except Exception:
|
||||
return False, Constants.INPUT_FAILURE + Constants.PREPROCESS_FAILURE_REASON["Read_Data_Exception"]
|
||||
|
||||
return True, Constants.INPUT_FINISHED
|
||||
|
||||
def preprocess(self):
|
||||
|
||||
if self.raw_data is None:
|
||||
return False, Constants.PREPROCESS_PROCESS_FAILURE + Constants.PREPROCESS_FAILURE_REASON["Raw_Data_Not_Exist"]
|
||||
|
||||
try:
|
||||
if Config["Mode"] == "BCG":
|
||||
self.processed_data = Butterworth_for_BCG_PreProcess(self.raw_data, type='bandpass',
|
||||
low_cut=Config["Filter"]["BCGBandPassLow"],
|
||||
high_cut=Config["Filter"]["BCGBandPassHigh"],
|
||||
order=Config["Filter"]["BCGBandPassOrder"],
|
||||
sample_rate=Config["InputConfig"]["Freq"])
|
||||
else:
|
||||
self.processed_data = Butterworth_for_ECG_PreProcess(self.raw_data, type='bandpass',
|
||||
low_cut=Config["Filter"]["ECGBandPassLow"],
|
||||
high_cut=Config["Filter"]["ECGBandPassHigh"],
|
||||
order=Config["Filter"]["ECGBandPassOrder"],
|
||||
sample_rate=Config["InputConfig"]["Freq"])
|
||||
except Exception:
|
||||
return False, Constants.PREPROCESS_PROCESS_FAILURE + Constants.PREPROCESS_FAILURE_REASON["Filter_Exception"]
|
||||
|
||||
return True, Constants.PREPROCESS_PROCESS_FINISHED
|
||||
|
||||
def save(self, chunk):
|
||||
|
||||
if self.processed_data is None:
|
||||
return False, Constants.SAVING_FAILURE + Constants.PREPROCESS_FAILURE_REASON["Processed_Data_Not_Exist"]
|
||||
|
||||
try:
|
||||
# DataFrame(self.processed_data.reshape(-1)).to_csv(self.file_path_save,
|
||||
# index=False,
|
||||
# header=False,
|
||||
# float_format='%.4f')
|
||||
chunk.to_csv(self.file_path_save, mode='a', index=False, header=False, float_format='%.4f')
|
||||
except Exception:
|
||||
return False, Constants.SAVING_FAILURE + Constants.PREPROCESS_FAILURE_REASON["Save_Exception"]
|
||||
|
||||
return True, Constants.SAVING_FINISHED
|
||||
Reference in New Issue
Block a user