kraken/backend/train_1.py

#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
This experiment was created using PsychoPy3 Experiment Builder (v2023.2.3),
    on 十一月 08, 2023, at 14:34
If you publish work using this script the most relevant publication is:

    Peirce J, Gray JR, Simpson S, MacAskill M, Höchenberger R, Sogo H, Kastman E, Lindeløv JK. (2019) 
        PsychoPy2: Experiments in behavior made easy Behav Res 51: 195. 
        https://doi.org/10.3758/s13428-018-01193-y

"""

# --- Import packages ---
from psychopy import locale_setup
from psychopy import prefs
from psychopy import plugins
plugins.activatePlugins()
prefs.hardware['audioLib'] = 'ptb'
prefs.hardware['audioLatencyMode'] = '3'
from psychopy import sound, gui, visual, core, data, event, logging, clock, colors, layout
from psychopy.tools import environmenttools
from psychopy.constants import (NOT_STARTED, STARTED, PLAYING, PAUSED,
                                STOPPED, FINISHED, PRESSED, RELEASED, FOREVER, priority)

import numpy as np  # whole numpy lib is available, prepend 'np.'
from numpy import (sin, cos, tan, log, log10, pi, average,
                   sqrt, std, deg2rad, rad2deg, linspace, asarray)
from numpy.random import random, randint, normal, shuffle, choice as randchoice
import os  # handy system and path functions
import sys  # to get file system encoding

import psychopy.iohub as io
from psychopy.hardware import keyboard

# Run 'Before Experiment' code from exp_prepare_code
import sqlite3
from time import sleep

import streamlit as st
from db.models import train
from core.sig_chain.sig_receive import Receiver
from core.sig_chain.device.connector_interface import Device
from settings.config import settings

# get train record
con = sqlite3.connect("./sql_app.db")
cur = con.cursor()
sql_param = "SELECT * FROM train ORDER BY start_time DESC"
res = cur.execute(sql_param)
exp_train = res.fetchone()
cur.close()

# connect device
receiver = Receiver()
config_info = settings.CONFIG_INFO
receiver.select_connector(Device.NEO, 0.04, config_info)
success = receiver.setup_connector()
print(success)
# begin to receive data from device.
sleep(1)
receiver.start_receive_wave()


# --- Setup global variables (available in all functions) ---
# Ensure that relative paths start from the same directory as this script
_thisDir = os.path.dirname(os.path.abspath(__file__))
# Store info about the experiment session
psychopyVersion = '2023.2.3'
expName = 'train'  # from the Builder filename that created this script
expInfo = {
    'participant': f"{randint(0, 999999):06.0f}",
    'session': '001',
    'date': data.getDateStr(),  # add a simple timestamp
    'expName': expName,
    'psychopyVersion': psychopyVersion,
}


def showExpInfoDlg(expInfo):
    """
    Show participant info dialog.
    Parameters
    ==========
    expInfo : dict
        Information about this experiment, created by the `setupExpInfo` function.
    
    Returns
    ==========
    dict
        Information about this experiment.
    """
    # temporarily remove keys which the dialog doesn't need to show
    poppedKeys = {
        'date': expInfo.pop('date', data.getDateStr()),
        'expName': expInfo.pop('expName', expName),
        'psychopyVersion': expInfo.pop('psychopyVersion', psychopyVersion),
    }
    # show participant info dialog
    dlg = gui.DlgFromDict(dictionary=expInfo, sortKeys=False, title=expName)
    if dlg.OK == False:
        core.quit()  # user pressed cancel
    # restore hidden keys
    expInfo.update(poppedKeys)
    # return expInfo
    return expInfo


def setupData(expInfo, dataDir=None):
    """
    Make an ExperimentHandler to handle trials and saving.
    
    Parameters
    ==========
    expInfo : dict
        Information about this experiment, created by the `setupExpInfo` function.
    dataDir : Path, str or None
        Folder to save the data to, leave as None to create a folder in the current directory.    
    Returns
    ==========
    psychopy.data.ExperimentHandler
        Handler object for this experiment, contains the data to save and information about 
        where to save it to.
    """
    
    # data file name stem = absolute path + name; later add .psyexp, .csv, .log, etc
    if dataDir is None:
        dataDir = _thisDir
    filename = u'data/%s_%s_%s' % (expInfo['participant'], expName, expInfo['date'])
    # make sure filename is relative to dataDir
    if os.path.isabs(filename):
        dataDir = os.path.commonprefix([dataDir, filename])
        filename = os.path.relpath(filename, dataDir)
    
    # an ExperimentHandler isn't essential but helps with data saving
    thisExp = data.ExperimentHandler(
        name=expName, version='',
        extraInfo=expInfo, runtimeInfo=None,
        originPath='C:\\Users\\zhengyan\\Desktop\\back\\train\\train.py',
        savePickle=True, saveWideText=True,
        dataFileName=dataDir + os.sep + filename, sortColumns='time'
    )
    thisExp.setPriority('thisRow.t', priority.CRITICAL)
    thisExp.setPriority('expName', priority.LOW)
    # return experiment handler
    return thisExp


def setupLogging(filename):
    """
    Setup a log file and tell it what level to log at.
    
    Parameters
    ==========
    filename : str or pathlib.Path
        Filename to save log file and data files as, doesn't need an extension.
    
    Returns
    ==========
    psychopy.logging.LogFile
        Text stream to receive inputs from the logging system.
    """
    # this outputs to the screen, not a file
    logging.console.setLevel(logging.EXP)
    # save a log file for detail verbose info
    logFile = logging.LogFile(filename+'.log', level=logging.EXP)
    
    return logFile


def setupWindow(expInfo=None, win=None):
    """
    Setup the Window
    
    Parameters
    ==========
    expInfo : dict
        Information about this experiment, created by the `setupExpInfo` function.
    win : psychopy.visual.Window
        Window to setup - leave as None to create a new window.
    
    Returns
    ==========
    psychopy.visual.Window
        Window in which to run this experiment.
    """
    if win is None:
        # if not given a window to setup, make one
        win = visual.Window(
            size=(1024, 768), fullscr=True, screen=0,
            winType='pyglet', allowStencil=False,
            monitor='testMonitor', color=[0,0,0], colorSpace='rgb',
            backgroundImage='', backgroundFit='none',
            blendMode='avg', useFBO=True,
            units='height'
        )
        if expInfo is not None:
            # store frame rate of monitor if we can measure it
            expInfo['frameRate'] = win.getActualFrameRate()
    else:
        # if we have a window, just set the attributes which are safe to set
        win.color = [0,0,0]
        win.colorSpace = 'rgb'
        win.backgroundImage = ''
        win.backgroundFit = 'none'
        win.units = 'height'
    win.mouseVisible = False
    win.hideMessage()
    return win


def setupInputs(expInfo, thisExp, win):
    """
    Setup whatever inputs are available (mouse, keyboard, eyetracker, etc.)
    
    Parameters
    ==========
    expInfo : dict
        Information about this experiment, created by the `setupExpInfo` function.
    thisExp : psychopy.data.ExperimentHandler
        Handler object for this experiment, contains the data to save and information about 
        where to save it to.
    win : psychopy.visual.Window
        Window in which to run this experiment.
    Returns
    ==========
    dict
        Dictionary of input devices by name.
    """
    # --- Setup input devices ---
    inputs = {}
    ioConfig = {}
    
    # Setup iohub keyboard
    ioConfig['Keyboard'] = dict(use_keymap='psychopy')
    
    ioSession = '1'
    if 'session' in expInfo:
        ioSession = str(expInfo['session'])
    ioServer = io.launchHubServer(window=win, **ioConfig)
    eyetracker = None
    
    # create a default keyboard (e.g. to check for escape)
    defaultKeyboard = keyboard.Keyboard(backend='iohub')
    # return inputs dict
    return {
        'ioServer': ioServer,
        'defaultKeyboard': defaultKeyboard,
        'eyetracker': eyetracker,
    }

def pauseExperiment(thisExp, inputs=None, win=None, timers=[], playbackComponents=[]):
    """
    Pause this experiment, preventing the flow from advancing to the next routine until resumed.
    
    Parameters
    ==========
    thisExp : psychopy.data.ExperimentHandler
        Handler object for this experiment, contains the data to save and information about 
        where to save it to.
    inputs : dict
        Dictionary of input devices by name.
    win : psychopy.visual.Window
        Window for this experiment.
    timers : list, tuple
        List of timers to reset once pausing is finished.
    playbackComponents : list, tuple
        List of any components with a `pause` method which need to be paused.
    """
    # if we are not paused, do nothing
    if thisExp.status != PAUSED:
        return
    
    # pause any playback components
    for comp in playbackComponents:
        comp.pause()
    # prevent components from auto-drawing
    win.stashAutoDraw()
    # run a while loop while we wait to unpause
    while thisExp.status == PAUSED:
        # make sure we have a keyboard
        if inputs is None:
            inputs = {
                'defaultKeyboard': keyboard.Keyboard(backend='ioHub')
            }
        # check for quit (typically the Esc key)
        if inputs['defaultKeyboard'].getKeys(keyList=['escape']):
            endExperiment(thisExp, win=win, inputs=inputs)
        # flip the screen
        win.flip()
    # if stop was requested while paused, quit
    if thisExp.status == FINISHED:
        endExperiment(thisExp, inputs=inputs, win=win)
    # resume any playback components
    for comp in playbackComponents:
        comp.play()
    # restore auto-drawn components
    win.retrieveAutoDraw()
    # reset any timers
    for timer in timers:
        timer.reset()


def run(expInfo, thisExp, win, inputs, globalClock=None, thisSession=None):
    """
    Run the experiment flow.
    
    Parameters
    ==========
    expInfo : dict
        Information about this experiment, created by the `setupExpInfo` function.
    thisExp : psychopy.data.ExperimentHandler
        Handler object for this experiment, contains the data to save and information about 
        where to save it to.
    psychopy.visual.Window
        Window in which to run this experiment.
    inputs : dict
        Dictionary of input devices by name.
    globalClock : psychopy.core.clock.Clock or None
        Clock to get global time from - supply None to make a new one.
    thisSession : psychopy.session.Session or None
        Handle of the Session object this experiment is being run from, if any.
    """
    # mark experiment as started
    thisExp.status = STARTED
    # make sure variables created by exec are available globally
    exec = environmenttools.setExecEnvironment(globals())
    # get device handles from dict of input devices
    ioServer = inputs['ioServer']
    defaultKeyboard = inputs['defaultKeyboard']
    eyetracker = inputs['eyetracker']
    # make sure we're running in the directory for this experiment
    os.chdir(_thisDir)
    # get filename from ExperimentHandler for convenience
    filename = thisExp.dataFileName
    frameTolerance = 0.001  # how close to onset before 'same' frame
    endExpNow = False  # flag for 'escape' or other condition => quit the exp
    # get frame duration from frame rate in expInfo
    if 'frameRate' in expInfo and expInfo['frameRate'] is not None:
        frameDur = 1.0 / round(expInfo['frameRate'])
    else:
        frameDur = 1.0 / 60.0  # could not measure, so guess
    
    # Start Code - component code to be run after the window creation
    
    # --- Initialize components for Routine "exp_prepare" ---
    prepare = visual.TextStim(win=win, name='prepare',
        text='实验准备中...',
        font='Open Sans',
        pos=(0, 0), height=0.05, wrapWidth=None, ori=0.0, 
        color='white', colorSpace='rgb', opacity=None, 
        languageStyle='LTR',
        depth=0.0);
    
    # --- Initialize components for Routine "before_mi" ---
    train_position = visual.TextStim(win=win, name='train_position',
        text="训练部位：" + exp_train[0],
        font='Open Sans',
        pos=(0, 0), height=0.05, wrapWidth=None, ori=0.0, 
        color='white', colorSpace='rgb', opacity=None, 
        languageStyle='LTR',
        depth=0.0);
    instruction = visual.TextStim(win=win, name='instruction',
        text='静息态采集\n请保持放松，注视十字准星',
        font='Open Sans',
        pos=(0, 0), height=0.05, wrapWidth=None, ori=0.0, 
        color='white', colorSpace='rgb', opacity=None, 
        languageStyle='LTR',
        depth=-1.0);
    img_reststate = visual.ImageStim(
        win=win,
        name='img_reststate', 
        image='C:/Users/zhengyan/myWork/py_work/Kraken/Albatross/backend/static/images/reststate.png', mask=None, anchor='center',
        ori=0.0, pos=(0, 0), size=(0.5, 0.5),
        color=[1,1,1], colorSpace='rgb', opacity=None,
        flipHoriz=False, flipVert=False,
        texRes=128.0, interpolate=True, depth=-2.0)
    
    # --- Initialize components for Routine "mi_prepare" ---
    img_prepare = visual.ImageStim(
        win=win,
        name='img_prepare', 
        image='C:/Users/zhengyan/myWork/py_work/Kraken/Albatross/backend/static/images/reststate.png', mask=None, anchor='center',
        ori=0.0, pos=(0, 0), size=(0.5, 0.5),
        color=[1,1,1], colorSpace='rgb', opacity=None,
        flipHoriz=False, flipVert=False,
        texRes=128.0, interpolate=True, depth=0.0)
    
    # --- Initialize components for Routine "mi_begin" ---
    img_right = visual.ImageStim(
        win=win,
        name='img_right', 
        image='C:/Users/zhengyan/myWork/py_work/Kraken/Albatross/backend/static/images/right.png', mask=None, anchor='center',
        ori=0.0, pos=(0, 0), size=(0.5, 0.5),
        color=[1,1,1], colorSpace='rgb', opacity=None,
        flipHoriz=False, flipVert=False,
        texRes=128.0, interpolate=True, depth=0.0)
    
    # --- Initialize components for Routine "mi_feedback" ---
    feedback = visual.TextStim(win=win, name='feedback',
        text='反馈',
        font='Open Sans',
        pos=(0, 0), height=0.05, wrapWidth=None, ori=0.0, 
        color='white', colorSpace='rgb', opacity=None, 
        languageStyle='LTR',
        depth=0.0);
    
    # --- Initialize components for Routine "mi_rest" ---
    img_rest = visual.ImageStim(
        win=win,
        name='img_rest', 
        image='C:/Users/zhengyan/myWork/py_work/Kraken/Albatross/backend/static/images/rest.png', mask=None, anchor='center',
        ori=0.0, pos=(0, 0), size=(0.5, 0.5),
        color=[1,1,1], colorSpace='rgb', opacity=None,
        flipHoriz=False, flipVert=False,
        texRes=128.0, interpolate=True, depth=0.0)
    
    # --- Initialize components for Routine "end" ---
    mi_end = visual.TextStim(win=win, name='mi_end',
        text='结束实验',
        font='Open Sans',
        pos=(0, 0), height=0.05, wrapWidth=None, ori=0.0, 
        color='white', colorSpace='rgb', opacity=None, 
        languageStyle='LTR',
        depth=0.0);
    
    # create some handy timers
    if globalClock is None:
        globalClock = core.Clock()  # to track the time since experiment started
    if ioServer is not None:
        ioServer.syncClock(globalClock)
    logging.setDefaultClock(globalClock)
    routineTimer = core.Clock()  # to track time remaining of each (possibly non-slip) routine
    win.flip()  # flip window to reset last flip timer
    # store the exact time the global clock started
    expInfo['expStart'] = data.getDateStr(format='%Y-%m-%d %Hh%M.%S.%f %z', fractionalSecondDigits=6)
    
    # --- Prepare to start Routine "exp_prepare" ---
    continueRoutine = True
    # update component parameters for each repeat
    thisExp.addData('exp_prepare.started', globalClock.getTime())
    # keep track of which components have finished
    exp_prepareComponents = [prepare]
    for thisComponent in exp_prepareComponents:
        thisComponent.tStart = None
        thisComponent.tStop = None
        thisComponent.tStartRefresh = None
        thisComponent.tStopRefresh = None
        if hasattr(thisComponent, 'status'):
            thisComponent.status = NOT_STARTED
    # reset timers
    t = 0
    _timeToFirstFrame = win.getFutureFlipTime(clock="now")
    frameN = -1
    
    # --- Run Routine "exp_prepare" ---
    routineForceEnded = not continueRoutine
    while continueRoutine and routineTimer.getTime() < 3.0:
        # get current time
        t = routineTimer.getTime()
        tThisFlip = win.getFutureFlipTime(clock=routineTimer)
        tThisFlipGlobal = win.getFutureFlipTime(clock=None)
        frameN = frameN + 1  # number of completed frames (so 0 is the first frame)
        # update/draw components on each frame
        
        # *prepare* updates
        
        # if prepare is starting this frame...
        if prepare.status == NOT_STARTED and tThisFlip >= 0.0-frameTolerance:
            # keep track of start time/frame for later
            prepare.frameNStart = frameN  # exact frame index
            prepare.tStart = t  # local t and not account for scr refresh
            prepare.tStartRefresh = tThisFlipGlobal  # on global time
            win.timeOnFlip(prepare, 'tStartRefresh')  # time at next scr refresh
            # add timestamp to datafile
            thisExp.timestampOnFlip(win, 'prepare.started')
            # update status
            prepare.status = STARTED
            prepare.setAutoDraw(True)
        
        # if prepare is active this frame...
        if prepare.status == STARTED:
            # update params
            pass
        
        # if prepare is stopping this frame...
        if prepare.status == STARTED:
            # is it time to stop? (based on global clock, using actual start)
            if tThisFlipGlobal > prepare.tStartRefresh + 3-frameTolerance:
                # keep track of stop time/frame for later
                prepare.tStop = t  # not accounting for scr refresh
                prepare.frameNStop = frameN  # exact frame index
                # add timestamp to datafile
                thisExp.timestampOnFlip(win, 'prepare.stopped')
                # update status
                prepare.status = FINISHED
                prepare.setAutoDraw(False)
        
        # check for quit (typically the Esc key)
        if defaultKeyboard.getKeys(keyList=["escape"]):
            thisExp.status = FINISHED
        if thisExp.status == FINISHED or endExpNow:
            endExperiment(thisExp, inputs=inputs, win=win)
            return
        
        # check if all components have finished
        if not continueRoutine:  # a component has requested a forced-end of Routine
            routineForceEnded = True
            break
        continueRoutine = False  # will revert to True if at least one component still running
        for thisComponent in exp_prepareComponents:
            if hasattr(thisComponent, "status") and thisComponent.status != FINISHED:
                continueRoutine = True
                break  # at least one component has not yet finished
        
        # refresh the screen
        if continueRoutine:  # don't flip if this routine is over or we'll get a blank screen
            win.flip()
    
    # --- Ending Routine "exp_prepare" ---
    for thisComponent in exp_prepareComponents:
        if hasattr(thisComponent, "setAutoDraw"):
            thisComponent.setAutoDraw(False)
    thisExp.addData('exp_prepare.stopped', globalClock.getTime())
    # using non-slip timing so subtract the expected duration of this Routine (unless ended on request)
    if routineForceEnded:
        routineTimer.reset()
    else:
        routineTimer.addTime(-3.000000)
    
    # --- Prepare to start Routine "before_mi" ---
    continueRoutine = True
    # update component parameters for each repeat
    thisExp.addData('before_mi.started', globalClock.getTime())
    # keep track of which components have finished
    before_miComponents = [train_position, instruction, img_reststate]
    for thisComponent in before_miComponents:
        thisComponent.tStart = None
        thisComponent.tStop = None
        thisComponent.tStartRefresh = None
        thisComponent.tStopRefresh = None
        if hasattr(thisComponent, 'status'):
            thisComponent.status = NOT_STARTED
    # reset timers
    t = 0
    _timeToFirstFrame = win.getFutureFlipTime(clock="now")
    frameN = -1
    
    # --- Run Routine "before_mi" ---
    routineForceEnded = not continueRoutine
    while continueRoutine and routineTimer.getTime() < 16.5:
        # get current time
        t = routineTimer.getTime()
        tThisFlip = win.getFutureFlipTime(clock=routineTimer)
        tThisFlipGlobal = win.getFutureFlipTime(clock=None)
        frameN = frameN + 1  # number of completed frames (so 0 is the first frame)
        # update/draw components on each frame
        
        # *train_position* updates
        
        # if train_position is starting this frame...
        if train_position.status == NOT_STARTED and tThisFlip >= 0.0-frameTolerance:
            # keep track of start time/frame for later
            train_position.frameNStart = frameN  # exact frame index
            train_position.tStart = t  # local t and not account for scr refresh
            train_position.tStartRefresh = tThisFlipGlobal  # on global time
            win.timeOnFlip(train_position, 'tStartRefresh')  # time at next scr refresh
            # add timestamp to datafile
            thisExp.timestampOnFlip(win, 'train_position.started')
            # update status
            train_position.status = STARTED
            train_position.setAutoDraw(True)
        
        # if train_position is active this frame...
        if train_position.status == STARTED:
            # update params
            pass
        
        # if train_position is stopping this frame...
        if train_position.status == STARTED:
            # is it time to stop? (based on global clock, using actual start)
            if tThisFlipGlobal > train_position.tStartRefresh + 2-frameTolerance:
                # keep track of stop time/frame for later
                train_position.tStop = t  # not accounting for scr refresh
                train_position.frameNStop = frameN  # exact frame index
                # add timestamp to datafile
                thisExp.timestampOnFlip(win, 'train_position.stopped')
                # update status
                train_position.status = FINISHED
                train_position.setAutoDraw(False)
        
        # *instruction* updates
        
        # if instruction is starting this frame...
        if instruction.status == NOT_STARTED and tThisFlip >= 3-frameTolerance:
            # keep track of start time/frame for later
            instruction.frameNStart = frameN  # exact frame index
            instruction.tStart = t  # local t and not account for scr refresh
            instruction.tStartRefresh = tThisFlipGlobal  # on global time
            win.timeOnFlip(instruction, 'tStartRefresh')  # time at next scr refresh
            # add timestamp to datafile
            thisExp.timestampOnFlip(win, 'instruction.started')
            # update status
            instruction.status = STARTED
            instruction.setAutoDraw(True)
        
        # if instruction is active this frame...
        if instruction.status == STARTED:
            # update params
            pass
        
        # if instruction is stopping this frame...
        if instruction.status == STARTED:
            # is it time to stop? (based on global clock, using actual start)
            if tThisFlipGlobal > instruction.tStartRefresh + 2-frameTolerance:
                # keep track of stop time/frame for later
                instruction.tStop = t  # not accounting for scr refresh
                instruction.frameNStop = frameN  # exact frame index
                # add timestamp to datafile
                thisExp.timestampOnFlip(win, 'instruction.stopped')
                # update status
                instruction.status = FINISHED
                instruction.setAutoDraw(False)
        
        # *img_reststate* updates
        
        # if img_reststate is starting this frame...
        if img_reststate.status == NOT_STARTED and tThisFlip >= 6.5-frameTolerance:
            # keep track of start time/frame for later
            img_reststate.frameNStart = frameN  # exact frame index
            img_reststate.tStart = t  # local t and not account for scr refresh
            img_reststate.tStartRefresh = tThisFlipGlobal  # on global time
            win.timeOnFlip(img_reststate, 'tStartRefresh')  # time at next scr refresh
            # add timestamp to datafile
            thisExp.timestampOnFlip(win, 'img_reststate.started')
            # update status
            img_reststate.status = STARTED
            img_reststate.setAutoDraw(True)
        
        # if img_reststate is active this frame...
        if img_reststate.status == STARTED:
            # update params
            pass
        
        # if img_reststate is stopping this frame...
        if img_reststate.status == STARTED:
            # is it time to stop? (based on global clock, using actual start)
            if tThisFlipGlobal > img_reststate.tStartRefresh + 10-frameTolerance:
                # keep track of stop time/frame for later
                img_reststate.tStop = t  # not accounting for scr refresh
                img_reststate.frameNStop = frameN  # exact frame index
                # add timestamp to datafile
                thisExp.timestampOnFlip(win, 'img_reststate.stopped')
                # update status
                img_reststate.status = FINISHED
                img_reststate.setAutoDraw(False)
        
        # check for quit (typically the Esc key)
        if defaultKeyboard.getKeys(keyList=["escape"]):
            thisExp.status = FINISHED
        if thisExp.status == FINISHED or endExpNow:
            endExperiment(thisExp, inputs=inputs, win=win)
            return
        
        # check if all components have finished
        if not continueRoutine:  # a component has requested a forced-end of Routine
            routineForceEnded = True
            break
        continueRoutine = False  # will revert to True if at least one component still running
        for thisComponent in before_miComponents:
            if hasattr(thisComponent, "status") and thisComponent.status != FINISHED:
                continueRoutine = True
                break  # at least one component has not yet finished
        
        # refresh the screen
        if continueRoutine:  # don't flip if this routine is over or we'll get a blank screen
            win.flip()
    
    # --- Ending Routine "before_mi" ---
    for thisComponent in before_miComponents:
        if hasattr(thisComponent, "setAutoDraw"):
            thisComponent.setAutoDraw(False)
    thisExp.addData('before_mi.stopped', globalClock.getTime())
    # using non-slip timing so subtract the expected duration of this Routine (unless ended on request)
    if routineForceEnded:
        routineTimer.reset()
    else:
        routineTimer.addTime(-16.500000)
    
    # set up handler to look after randomisation of conditions etc
    trials = data.TrialHandler(nReps=exp_train[1], method='random', 
        extraInfo=expInfo, originPath=-1,
        trialList=[None],
        seed=None, name='trials')
    thisExp.addLoop(trials)  # add the loop to the experiment
    thisTrial = trials.trialList[0]  # so we can initialise stimuli with some values
    # abbreviate parameter names if possible (e.g. rgb = thisTrial.rgb)
    if thisTrial != None:
        for paramName in thisTrial:
            globals()[paramName] = thisTrial[paramName]
    
    for thisTrial in trials:
        currentLoop = trials
        thisExp.timestampOnFlip(win, 'thisRow.t')
        # pause experiment here if requested
        if thisExp.status == PAUSED:
            pauseExperiment(
                thisExp=thisExp, 
                inputs=inputs, 
                win=win, 
                timers=[routineTimer], 
                playbackComponents=[]
        )
        # abbreviate parameter names if possible (e.g. rgb = thisTrial.rgb)
        if thisTrial != None:
            for paramName in thisTrial:
                globals()[paramName] = thisTrial[paramName]
        
        # --- Prepare to start Routine "mi_prepare" ---
        continueRoutine = True
        # update component parameters for each repeat
        thisExp.addData('mi_prepare.started', globalClock.getTime())
        # keep track of which components have finished
        mi_prepareComponents = [img_prepare]
        for thisComponent in mi_prepareComponents:
            thisComponent.tStart = None
            thisComponent.tStop = None
            thisComponent.tStartRefresh = None
            thisComponent.tStopRefresh = None
            if hasattr(thisComponent, 'status'):
                thisComponent.status = NOT_STARTED
        # reset timers
        t = 0
        _timeToFirstFrame = win.getFutureFlipTime(clock="now")
        frameN = -1
        
        # --- Run Routine "mi_prepare" ---
        routineForceEnded = not continueRoutine
        while continueRoutine and routineTimer.getTime() < 1.5:
            # get current time
            t = routineTimer.getTime()
            tThisFlip = win.getFutureFlipTime(clock=routineTimer)
            tThisFlipGlobal = win.getFutureFlipTime(clock=None)
            frameN = frameN + 1  # number of completed frames (so 0 is the first frame)
            # update/draw components on each frame
            
            # *img_prepare* updates
            
            # if img_prepare is starting this frame...
            if img_prepare.status == NOT_STARTED and tThisFlip >= 0.0-frameTolerance:
                # keep track of start time/frame for later
                img_prepare.frameNStart = frameN  # exact frame index
                img_prepare.tStart = t  # local t and not account for scr refresh
                img_prepare.tStartRefresh = tThisFlipGlobal  # on global time
                win.timeOnFlip(img_prepare, 'tStartRefresh')  # time at next scr refresh
                # add timestamp to datafile
                thisExp.timestampOnFlip(win, 'img_prepare.started')
                # update status
                img_prepare.status = STARTED
                img_prepare.setAutoDraw(True)
            
            # if img_prepare is active this frame...
            if img_prepare.status == STARTED:
                # update params
                pass
            
            # if img_prepare is stopping this frame...
            if img_prepare.status == STARTED:
                # is it time to stop? (based on global clock, using actual start)
                if tThisFlipGlobal > img_prepare.tStartRefresh + 1.5-frameTolerance:
                    # keep track of stop time/frame for later
                    img_prepare.tStop = t  # not accounting for scr refresh
                    img_prepare.frameNStop = frameN  # exact frame index
                    # add timestamp to datafile
                    thisExp.timestampOnFlip(win, 'img_prepare.stopped')
                    # update status
                    img_prepare.status = FINISHED
                    img_prepare.setAutoDraw(False)
            
            # check for quit (typically the Esc key)
            if defaultKeyboard.getKeys(keyList=["escape"]):
                thisExp.status = FINISHED
            if thisExp.status == FINISHED or endExpNow:
                endExperiment(thisExp, inputs=inputs, win=win)
                return
            
            # check if all components have finished
            if not continueRoutine:  # a component has requested a forced-end of Routine
                routineForceEnded = True
                break
            continueRoutine = False  # will revert to True if at least one component still running
            for thisComponent in mi_prepareComponents:
                if hasattr(thisComponent, "status") and thisComponent.status != FINISHED:
                    continueRoutine = True
                    break  # at least one component has not yet finished
            
            # refresh the screen
            if continueRoutine:  # don't flip if this routine is over or we'll get a blank screen
                win.flip()
        
        # --- Ending Routine "mi_prepare" ---
        for thisComponent in mi_prepareComponents:
            if hasattr(thisComponent, "setAutoDraw"):
                thisComponent.setAutoDraw(False)
        thisExp.addData('mi_prepare.stopped', globalClock.getTime())
        # using non-slip timing so subtract the expected duration of this Routine (unless ended on request)
        if routineForceEnded:
            routineTimer.reset()
        else:
            routineTimer.addTime(-1.500000)
        
        # --- Prepare to start Routine "mi_begin" ---
        continueRoutine = True
        # update component parameters for each repeat
        thisExp.addData('mi_begin.started', globalClock.getTime())
        # keep track of which components have finished
        mi_beginComponents = [img_right]
        for thisComponent in mi_beginComponents:
            thisComponent.tStart = None
            thisComponent.tStop = None
            thisComponent.tStartRefresh = None
            thisComponent.tStopRefresh = None
            if hasattr(thisComponent, 'status'):
                thisComponent.status = NOT_STARTED
        # reset timers
        t = 0
        _timeToFirstFrame = win.getFutureFlipTime(clock="now")
        frameN = -1
        
        # --- Run Routine "mi_begin" ---
        routineForceEnded = not continueRoutine
        while continueRoutine and routineTimer.getTime() < 5.0:
            # get current time
            t = routineTimer.getTime()
            tThisFlip = win.getFutureFlipTime(clock=routineTimer)
            tThisFlipGlobal = win.getFutureFlipTime(clock=None)
            frameN = frameN + 1  # number of completed frames (so 0 is the first frame)
            # update/draw components on each frame
            
            # *img_right* updates
            
            # if img_right is starting this frame...
            if img_right.status == NOT_STARTED and tThisFlip >= 0.0-frameTolerance:
                # keep track of start time/frame for later
                img_right.frameNStart = frameN  # exact frame index
                img_right.tStart = t  # local t and not account for scr refresh
                img_right.tStartRefresh = tThisFlipGlobal  # on global time
                win.timeOnFlip(img_right, 'tStartRefresh')  # time at next scr refresh
                # add timestamp to datafile
                thisExp.timestampOnFlip(win, 'img_right.started')
                # update status
                img_right.status = STARTED
                img_right.setAutoDraw(True)
            
            # if img_right is active this frame...
            if img_right.status == STARTED:
                # update params
                pass
            
            # if img_right is stopping this frame...
            if img_right.status == STARTED:
                # is it time to stop? (based on global clock, using actual start)
                if tThisFlipGlobal > img_right.tStartRefresh + 5-frameTolerance:
                    # keep track of stop time/frame for later
                    img_right.tStop = t  # not accounting for scr refresh
                    img_right.frameNStop = frameN  # exact frame index
                    # add timestamp to datafile
                    thisExp.timestampOnFlip(win, 'img_right.stopped')
                    # update status
                    img_right.status = FINISHED
                    img_right.setAutoDraw(False)
            
            # check for quit (typically the Esc key)
            if defaultKeyboard.getKeys(keyList=["escape"]):
                thisExp.status = FINISHED
            if thisExp.status == FINISHED or endExpNow:
                endExperiment(thisExp, inputs=inputs, win=win)
                return
            
            # check if all components have finished
            if not continueRoutine:  # a component has requested a forced-end of Routine
                routineForceEnded = True
                break
            continueRoutine = False  # will revert to True if at least one component still running
            for thisComponent in mi_beginComponents:
                if hasattr(thisComponent, "status") and thisComponent.status != FINISHED:
                    continueRoutine = True
                    break  # at least one component has not yet finished
            
            # refresh the screen
            if continueRoutine:  # don't flip if this routine is over or we'll get a blank screen
                win.flip()
        
        # --- Ending Routine "mi_begin" ---
        for thisComponent in mi_beginComponents:
            if hasattr(thisComponent, "setAutoDraw"):
                thisComponent.setAutoDraw(False)
        thisExp.addData('mi_begin.stopped', globalClock.getTime())
        # Run 'End Routine' code from algo
        # get data
        data_from_buffer = receiver.get_data_from_buffer("classify_online")
        if data_from_buffer["status"] == "ok":
            raw_waves = data_from_buffer["data"].get_data()
            timestamps = data_from_buffer["timestamp"]
            # your process method ex:predict = pipeline(data)
            predict = 1
            if predict == 1:
                # 气动手指令
                feedback_time = 15
            elif predict == 0:
                # 气动手指令
                feedback_time = 2
        # using non-slip timing so subtract the expected duration of this Routine (unless ended on request)
        if routineForceEnded:
            routineTimer.reset()
        else:
            routineTimer.addTime(-5.000000)
        
        # --- Prepare to start Routine "mi_feedback" ---
        continueRoutine = True
        # update component parameters for each repeat
        thisExp.addData('mi_feedback.started', globalClock.getTime())
        # keep track of which components have finished
        mi_feedbackComponents = [feedback]
        for thisComponent in mi_feedbackComponents:
            thisComponent.tStart = None
            thisComponent.tStop = None
            thisComponent.tStartRefresh = None
            thisComponent.tStopRefresh = None
            if hasattr(thisComponent, 'status'):
                thisComponent.status = NOT_STARTED
        # reset timers
        t = 0
        _timeToFirstFrame = win.getFutureFlipTime(clock="now")
        frameN = -1
        
        # --- Run Routine "mi_feedback" ---
        routineForceEnded = not continueRoutine
        while continueRoutine:
            # get current time
            t = routineTimer.getTime()
            tThisFlip = win.getFutureFlipTime(clock=routineTimer)
            tThisFlipGlobal = win.getFutureFlipTime(clock=None)
            frameN = frameN + 1  # number of completed frames (so 0 is the first frame)
            # update/draw components on each frame
            
            # *feedback* updates
            
            # if feedback is starting this frame...
            if feedback.status == NOT_STARTED and tThisFlip >= 0-frameTolerance:
                # keep track of start time/frame for later
                feedback.frameNStart = frameN  # exact frame index
                feedback.tStart = t  # local t and not account for scr refresh
                feedback.tStartRefresh = tThisFlipGlobal  # on global time
                win.timeOnFlip(feedback, 'tStartRefresh')  # time at next scr refresh
                # add timestamp to datafile
                thisExp.timestampOnFlip(win, 'feedback.started')
                # update status
                feedback.status = STARTED
                feedback.setAutoDraw(True)
            
            # if feedback is active this frame...
            if feedback.status == STARTED:
                # update params
                pass
            
            # if feedback is stopping this frame...
            if feedback.status == STARTED:
                # is it time to stop? (based on global clock, using actual start)
                if tThisFlipGlobal > feedback.tStartRefresh + feedback_time-frameTolerance:
                    # keep track of stop time/frame for later
                    feedback.tStop = t  # not accounting for scr refresh
                    feedback.frameNStop = frameN  # exact frame index
                    # add timestamp to datafile
                    thisExp.timestampOnFlip(win, 'feedback.stopped')
                    # update status
                    feedback.status = FINISHED
                    feedback.setAutoDraw(False)
            
            # check for quit (typically the Esc key)
            if defaultKeyboard.getKeys(keyList=["escape"]):
                thisExp.status = FINISHED
            if thisExp.status == FINISHED or endExpNow:
                endExperiment(thisExp, inputs=inputs, win=win)
                return
            
            # check if all components have finished
            if not continueRoutine:  # a component has requested a forced-end of Routine
                routineForceEnded = True
                break
            continueRoutine = False  # will revert to True if at least one component still running
            for thisComponent in mi_feedbackComponents:
                if hasattr(thisComponent, "status") and thisComponent.status != FINISHED:
                    continueRoutine = True
                    break  # at least one component has not yet finished
            
            # refresh the screen
            if continueRoutine:  # don't flip if this routine is over or we'll get a blank screen
                win.flip()
        
        # --- Ending Routine "mi_feedback" ---
        for thisComponent in mi_feedbackComponents:
            if hasattr(thisComponent, "setAutoDraw"):
                thisComponent.setAutoDraw(False)
        thisExp.addData('mi_feedback.stopped', globalClock.getTime())
        # the Routine "mi_feedback" was not non-slip safe, so reset the non-slip timer
        routineTimer.reset()
        
        # --- Prepare to start Routine "mi_rest" ---
        continueRoutine = True
        # update component parameters for each repeat
        thisExp.addData('mi_rest.started', globalClock.getTime())
        # keep track of which components have finished
        mi_restComponents = [img_rest]
        for thisComponent in mi_restComponents:
            thisComponent.tStart = None
            thisComponent.tStop = None
            thisComponent.tStartRefresh = None
            thisComponent.tStopRefresh = None
            if hasattr(thisComponent, 'status'):
                thisComponent.status = NOT_STARTED
        # reset timers
        t = 0
        _timeToFirstFrame = win.getFutureFlipTime(clock="now")
        frameN = -1
        
        # --- Run Routine "mi_rest" ---
        routineForceEnded = not continueRoutine
        while continueRoutine and routineTimer.getTime() < 5.0:
            # get current time
            t = routineTimer.getTime()
            tThisFlip = win.getFutureFlipTime(clock=routineTimer)
            tThisFlipGlobal = win.getFutureFlipTime(clock=None)
            frameN = frameN + 1  # number of completed frames (so 0 is the first frame)
            # update/draw components on each frame
            
            # *img_rest* updates
            
            # if img_rest is starting this frame...
            if img_rest.status == NOT_STARTED and tThisFlip >= 0.0-frameTolerance:
                # keep track of start time/frame for later
                img_rest.frameNStart = frameN  # exact frame index
                img_rest.tStart = t  # local t and not account for scr refresh
                img_rest.tStartRefresh = tThisFlipGlobal  # on global time
                win.timeOnFlip(img_rest, 'tStartRefresh')  # time at next scr refresh
                # add timestamp to datafile
                thisExp.timestampOnFlip(win, 'img_rest.started')
                # update status
                img_rest.status = STARTED
                img_rest.setAutoDraw(True)
            
            # if img_rest is active this frame...
            if img_rest.status == STARTED:
                # update params
                pass
            
            # if img_rest is stopping this frame...
            if img_rest.status == STARTED:
                # is it time to stop? (based on global clock, using actual start)
                if tThisFlipGlobal > img_rest.tStartRefresh + 5-frameTolerance:
                    # keep track of stop time/frame for later
                    img_rest.tStop = t  # not accounting for scr refresh
                    img_rest.frameNStop = frameN  # exact frame index
                    # add timestamp to datafile
                    thisExp.timestampOnFlip(win, 'img_rest.stopped')
                    # update status
                    img_rest.status = FINISHED
                    img_rest.setAutoDraw(False)
            
            # check for quit (typically the Esc key)
            if defaultKeyboard.getKeys(keyList=["escape"]):
                thisExp.status = FINISHED
            if thisExp.status == FINISHED or endExpNow:
                endExperiment(thisExp, inputs=inputs, win=win)
                return
            
            # check if all components have finished
            if not continueRoutine:  # a component has requested a forced-end of Routine
                routineForceEnded = True
                break
            continueRoutine = False  # will revert to True if at least one component still running
            for thisComponent in mi_restComponents:
                if hasattr(thisComponent, "status") and thisComponent.status != FINISHED:
                    continueRoutine = True
                    break  # at least one component has not yet finished
            
            # refresh the screen
            if continueRoutine:  # don't flip if this routine is over or we'll get a blank screen
                win.flip()
        
        # --- Ending Routine "mi_rest" ---
        for thisComponent in mi_restComponents:
            if hasattr(thisComponent, "setAutoDraw"):
                thisComponent.setAutoDraw(False)
        thisExp.addData('mi_rest.stopped', globalClock.getTime())
        # using non-slip timing so subtract the expected duration of this Routine (unless ended on request)
        if routineForceEnded:
            routineTimer.reset()
        else:
            routineTimer.addTime(-5.000000)
        thisExp.nextEntry()
        
        if thisSession is not None:
            # if running in a Session with a Liaison client, send data up to now
            thisSession.sendExperimentData()
    # completed exp_train[1] repeats of 'trials'
    
    
    # --- Prepare to start Routine "end" ---
    continueRoutine = True
    # update component parameters for each repeat
    thisExp.addData('end.started', globalClock.getTime())
    # keep track of which components have finished
    endComponents = [mi_end]
    for thisComponent in endComponents:
        thisComponent.tStart = None
        thisComponent.tStop = None
        thisComponent.tStartRefresh = None
        thisComponent.tStopRefresh = None
        if hasattr(thisComponent, 'status'):
            thisComponent.status = NOT_STARTED
    # reset timers
    t = 0
    _timeToFirstFrame = win.getFutureFlipTime(clock="now")
    frameN = -1
    
    # --- Run Routine "end" ---
    routineForceEnded = not continueRoutine
    while continueRoutine and routineTimer.getTime() < 5.0:
        # get current time
        t = routineTimer.getTime()
        tThisFlip = win.getFutureFlipTime(clock=routineTimer)
        tThisFlipGlobal = win.getFutureFlipTime(clock=None)
        frameN = frameN + 1  # number of completed frames (so 0 is the first frame)
        # update/draw components on each frame
        
        # *mi_end* updates
        
        # if mi_end is starting this frame...
        if mi_end.status == NOT_STARTED and tThisFlip >= 0.0-frameTolerance:
            # keep track of start time/frame for later
            mi_end.frameNStart = frameN  # exact frame index
            mi_end.tStart = t  # local t and not account for scr refresh
            mi_end.tStartRefresh = tThisFlipGlobal  # on global time
            win.timeOnFlip(mi_end, 'tStartRefresh')  # time at next scr refresh
            # add timestamp to datafile
            thisExp.timestampOnFlip(win, 'mi_end.started')
            # update status
            mi_end.status = STARTED
            mi_end.setAutoDraw(True)
        
        # if mi_end is active this frame...
        if mi_end.status == STARTED:
            # update params
            pass
        
        # if mi_end is stopping this frame...
        if mi_end.status == STARTED:
            # is it time to stop? (based on global clock, using actual start)
            if tThisFlipGlobal > mi_end.tStartRefresh + 5-frameTolerance:
                # keep track of stop time/frame for later
                mi_end.tStop = t  # not accounting for scr refresh
                mi_end.frameNStop = frameN  # exact frame index
                # add timestamp to datafile
                thisExp.timestampOnFlip(win, 'mi_end.stopped')
                # update status
                mi_end.status = FINISHED
                mi_end.setAutoDraw(False)
        
        # check for quit (typically the Esc key)
        if defaultKeyboard.getKeys(keyList=["escape"]):
            thisExp.status = FINISHED
        if thisExp.status == FINISHED or endExpNow:
            endExperiment(thisExp, inputs=inputs, win=win)
            return
        
        # check if all components have finished
        if not continueRoutine:  # a component has requested a forced-end of Routine
            routineForceEnded = True
            break
        continueRoutine = False  # will revert to True if at least one component still running
        for thisComponent in endComponents:
            if hasattr(thisComponent, "status") and thisComponent.status != FINISHED:
                continueRoutine = True
                break  # at least one component has not yet finished
        
        # refresh the screen
        if continueRoutine:  # don't flip if this routine is over or we'll get a blank screen
            win.flip()
    
    # --- Ending Routine "end" ---
    for thisComponent in endComponents:
        if hasattr(thisComponent, "setAutoDraw"):
            thisComponent.setAutoDraw(False)
    thisExp.addData('end.stopped', globalClock.getTime())
    # using non-slip timing so subtract the expected duration of this Routine (unless ended on request)
    if routineForceEnded:
        routineTimer.reset()
    else:
        routineTimer.addTime(-5.000000)
    # Run 'End Experiment' code from code
    receiver.stop_receive()
    
    # mark experiment as finished
    endExperiment(thisExp, win=win, inputs=inputs)


def saveData(thisExp):
    """
    Save data from this experiment
    
    Parameters
    ==========
    thisExp : psychopy.data.ExperimentHandler
        Handler object for this experiment, contains the data to save and information about 
        where to save it to.
    """
    filename = thisExp.dataFileName
    # these shouldn't be strictly necessary (should auto-save)
    thisExp.saveAsWideText(filename + '.csv', delim='auto')
    thisExp.saveAsPickle(filename)


def endExperiment(thisExp, inputs=None, win=None):
    """
    End this experiment, performing final shut down operations.
    
    This function does NOT close the window or end the Python process - use `quit` for this.
    
    Parameters
    ==========
    thisExp : psychopy.data.ExperimentHandler
        Handler object for this experiment, contains the data to save and information about 
        where to save it to.
    inputs : dict
        Dictionary of input devices by name.
    win : psychopy.visual.Window
        Window for this experiment.
    """
    if win is not None:
        # remove autodraw from all current components
        win.clearAutoDraw()
        # Flip one final time so any remaining win.callOnFlip() 
        # and win.timeOnFlip() tasks get executed
        win.flip()
    # mark experiment handler as finished
    thisExp.status = FINISHED
    # shut down eyetracker, if there is one
    if inputs is not None:
        if 'eyetracker' in inputs and inputs['eyetracker'] is not None:
            inputs['eyetracker'].setConnectionState(False)
    logging.flush()


def quit(thisExp, win=None, inputs=None, thisSession=None):
    """
    Fully quit, closing the window and ending the Python process.
    
    Parameters
    ==========
    win : psychopy.visual.Window
        Window to close.
    inputs : dict
        Dictionary of input devices by name.
    thisSession : psychopy.session.Session or None
        Handle of the Session object this experiment is being run from, if any.
    """
    thisExp.abort()  # or data files will save again on exit
    # make sure everything is closed down
    if win is not None:
        # Flip one final time so any remaining win.callOnFlip() 
        # and win.timeOnFlip() tasks get executed before quitting
        win.flip()
        win.close()
    if inputs is not None:
        if 'eyetracker' in inputs and inputs['eyetracker'] is not None:
            inputs['eyetracker'].setConnectionState(False)
    logging.flush()
    if thisSession is not None:
        thisSession.stop()
    # terminate Python process
    core.quit()


# if running this experiment as a script...
if __name__ == '__main__':
    # call all functions in order
    expInfo = showExpInfoDlg(expInfo=expInfo)
    thisExp = setupData(expInfo=expInfo)
    logFile = setupLogging(filename=thisExp.dataFileName)
    win = setupWindow(expInfo=expInfo)
    inputs = setupInputs(expInfo=expInfo, thisExp=thisExp, win=win)
    run(
        expInfo=expInfo, 
        thisExp=thisExp, 
        win=win, 
        inputs=inputs
    )
    saveData(thisExp=thisExp)
    quit(thisExp=thisExp, win=win, inputs=inputs)