labels = [tdef.by_value[x] for x in decoder_LR.get_labels()] assert 'LEFT' in labels and 'RIGHT' in labels bar_def_LR = {label:dir for dir, label in cfg.DIRECTIONS} bar_dirs_LR = [bar_def[l] for l in labels] while decoder_LR.is_running() is 0: time.sleep(0.01) bar_dirs = ['U', 'D', 'L', 'R'] dir_seq = [] for x in range(cfg.TRIALS_EACH): dir_seq.extend(bar_dirs) random.shuffle(dir_seq) num_trials = len(dir_seq) # bar visual object bar = BarVisual(cfg.GLASS_USE, screen_pos=cfg.SCREEN_POS, screen_size=cfg.SCREEN_SIZE) bar.put_text('Waiting to start') bd = BarDecision(cfg, bar, tdef, trigger) # start trial = 1 dir_detected = [] while trial <= num_trials: decision = False while decision == False: title_text = 'Trial %d / %d' % (trial, num_trials) true_label = dir_seq[trial - 1] result = bd.classify(decoder_UD, true_label, title_text, bar_dirs) if result is None:
def config_run(cfg_module): if not (os.path.exists(cfg_module) and os.path.isfile(cfg_module)): raise IOError('%s cannot be loaded.' % os.path.realpath(cfg_module)) cfg = load_cfg(cfg_module) if cfg.FAKE_CLS is None: # chooose amp if cfg.AMP_NAME is None and cfg.AMP_SERIAL is None: amp_name, amp_serial = pu.search_lsl(ignore_markers=True) else: amp_name = cfg.AMP_NAME amp_serial = cfg.AMP_SERIAL fake_dirs = None else: amp_name = None amp_serial = None fake_dirs = [v for (k, v) in cfg.DIRECTIONS] # events and triggers tdef = trigger_def(cfg.TRIGGER_DEF) if cfg.TRIGGER_DEVICE is None: input( '\n** Warning: No trigger device set. Press Ctrl+C to stop or Enter to continue.' ) trigger = pyLptControl.Trigger(cfg.TRIGGER_DEVICE) if trigger.init(50) == False: qc.print_c( '\n** Error connecting to USB2LPT device. Use a mock trigger instead?', 'R') input('Press Ctrl+C to stop or Enter to continue.') trigger = pyLptControl.MockTrigger() trigger.init(50) # init classification decoder = BCIDecoderDaemon(cfg.CLS_MI, buffer_size=1.0, fake=(cfg.FAKE_CLS is not None), amp_name=amp_name, amp_serial=amp_serial, fake_dirs=fake_dirs, parallel=cfg.PARALLEL_DECODING, alpha_new=cfg.PROB_ALPHA_NEW) # OLD: requires trigger values to be always defined #labels = [tdef.by_value[x] for x in decoder.get_labels()] # NEW: events can be mapped into integers: labels = [] dirdata = set([d[1] for d in cfg.DIRECTIONS]) for x in decoder.get_labels(): if x not in dirdata: labels.append(tdef.by_value[x]) else: labels.append(x) # map class labels to bar directions bar_def = {label: str(dir) for dir, label in cfg.DIRECTIONS} bar_dirs = [bar_def[l] for l in labels] dir_seq = [] for x in range(cfg.TRIALS_EACH): dir_seq.extend(bar_dirs) if cfg.TRIALS_RANDOMIZE: random.shuffle(dir_seq) else: dir_seq = [d[0] for d in cfg.DIRECTIONS] * cfg.TRIALS_EACH num_trials = len(dir_seq) qc.print_c('Initializing decoder.', 'W') while decoder.is_running() is 0: time.sleep(0.01) # bar visual object if cfg.FEEDBACK_TYPE == 'BAR': from pycnbi.protocols.viz_bars import BarVisual visual = BarVisual(cfg.GLASS_USE, screen_pos=cfg.SCREEN_POS, screen_size=cfg.SCREEN_SIZE) elif cfg.FEEDBACK_TYPE == 'BODY': assert hasattr(cfg, 'IMAGE_PATH'), 'IMAGE_PATH is undefined in your config.' from pycnbi.protocols.viz_human import BodyVisual visual = BodyVisual(cfg.IMAGE_PATH, use_glass=cfg.GLASS_USE, screen_pos=cfg.SCREEN_POS, screen_size=cfg.SCREEN_SIZE) visual.put_text('Waiting to start') if cfg.LOG_PROBS: logdir = qc.parse_path_list(cfg.CLS_MI)[0] probs_logfile = time.strftime(logdir + "probs-%Y%m%d-%H%M%S.txt", time.localtime()) else: probs_logfile = None feedback = Feedback(cfg, visual, tdef, trigger, probs_logfile) # start trial = 1 dir_detected = [] prob_history = {c: [] for c in bar_dirs} while trial <= num_trials: if cfg.SHOW_TRIALS: title_text = 'Trial %d / %d' % (trial, num_trials) else: title_text = 'Ready' true_label = dir_seq[trial - 1] # profiling feedback #import cProfile #pr = cProfile.Profile() #pr.enable() result = feedback.classify(decoder, true_label, title_text, bar_dirs, prob_history=prob_history) #pr.disable() #pr.print_stats(sort='time') if result is None: break else: pred_label = result dir_detected.append(pred_label) if cfg.WITH_REX is True and pred_label == true_label: # if cfg.WITH_REX is True: if pred_label == 'U': rex_dir = 'N' elif pred_label == 'L': rex_dir = 'W' elif pred_label == 'R': rex_dir = 'E' elif pred_label == 'D': rex_dir = 'S' else: qc.print_c( 'Warning: Rex cannot execute undefined action %s' % pred_label, 'W') rex_dir = None if rex_dir is not None: visual.move(pred_label, 100, overlay=False, barcolor='B') visual.update() qc.print_c('Executing Rex action %s' % rex_dir, 'W') os.system('%s/Rex/RexControlSimple.exe %s %s' % (pycnbi.ROOT, cfg.REX_COMPORT, rex_dir)) time.sleep(8) if true_label == pred_label: msg = 'Correct' else: msg = 'Wrong' if cfg.TRIALS_RETRY is False or true_label == pred_label: print('Trial %d: %s (%s -> %s)' % (trial, msg, true_label, pred_label)) trial += 1 if len(dir_detected) > 0: # write performance and log results fdir, _, _ = qc.parse_path_list(cfg.CLS_MI) logfile = time.strftime(fdir + "/online-%Y%m%d-%H%M%S.txt", time.localtime()) with open(logfile, 'w') as fout: fout.write('Ground-truth,Prediction\n') for gt, dt in zip(dir_seq, dir_detected): fout.write('%s,%s\n' % (gt, dt)) cfmat, acc = qc.confusion_matrix(dir_seq, dir_detected) fout.write('\nAccuracy %.3f\nConfusion matrix\n' % acc) fout.write(cfmat) print('Log exported to %s' % logfile) print('\nAccuracy %.3f\nConfusion matrix\n' % acc) print(cfmat) visual.finish() if decoder: decoder.stop() ''' # automatic thresholding if prob_history and len(bar_dirs) == 2: total = sum(len(prob_history[c]) for c in prob_history) fout = open(probs_logfile, 'a') msg = 'Automatic threshold optimization.\n' max_acc = 0 max_bias = 0 for bias in np.arange(-0.99, 1.00, 0.01): corrects = 0 for p in prob_history[bar_dirs[0]]: p_biased = (p + bias) / (bias + 1) # new sum = (p+bias) + (1-p) = bias+1 if p_biased >= 0.5: corrects += 1 for p in prob_history[bar_dirs[1]]: p_biased = (p + bias) / (bias + 1) # new sum = (p+bias) + (1-p) = bias+1 if p_biased < 0.5: corrects += 1 acc = corrects / total msg += '%s%.2f: %.3f\n' % (bar_dirs[0], bias, acc) if acc > max_acc: max_acc = acc max_bias = bias msg += 'Max acc = %.3f at bias %.2f\n' % (max_acc, max_bias) fout.write(msg) fout.close() print(msg) ''' print('Finished.')
def config_run(cfg_module): cfg = imp.load_source(cfg_module, cfg_module) tdef = trigger_def(cfg.TRIGGER_DEF) refresh_delay = 1.0 / cfg.REFRESH_RATE # visualizer keys = {'left':81, 'right':83, 'up':82, 'down':84, 'pgup':85, 'pgdn':86, 'home':80, 'end':87, 'space':32, 'esc':27, ',':44, '.':46, 's':115, 'c':99, '[':91, ']':93, '1':49, '!':33, '2':50, '@':64, '3':51, '#':35} color = dict(G=(20, 140, 0), B=(210, 0, 0), R=(0, 50, 200), Y=(0, 215, 235), K=(0, 0, 0), w=(200, 200, 200)) dir_sequence = [] for x in range(cfg.TRIALS_EACH): dir_sequence.extend(cfg.DIRECTIONS) random.shuffle(dir_sequence) num_trials = len(cfg.DIRECTIONS) * cfg.TRIALS_EACH event = 'start' trial = 1 # Hardware trigger if cfg.TRIGGER_DEVICE is None: input('\n** Warning: No trigger device set. Press Ctrl+C to stop or Enter to continue.') trigger = pyLptControl.Trigger(cfg.TRIGGER_DEVICE) if trigger.init(50) == False: print('\n** Error connecting to USB2LPT device. Use a mock trigger instead?') input('Press Ctrl+C to stop or Enter to continue.') trigger = pyLptControl.MockTrigger() trigger.init(50) timer_trigger = qc.Timer() timer_dir = qc.Timer() timer_refresh = qc.Timer() bar = BarVisual(cfg.GLASS_USE, screen_pos=cfg.SCREEN_POS, screen_size=cfg.SCREEN_SIZE) bar.fill() bar.glass_draw_cue() # start while trial <= num_trials: timer_refresh.sleep_atleast(refresh_delay) timer_refresh.reset() # segment= { 'cue':(s,e), 'dir':(s,e), 'label':0-4 } (zero-based) if event == 'start' and timer_trigger.sec() > cfg.T_INIT: event = 'gap_s' bar.fill() timer_trigger.reset() trigger.signal(tdef.INIT) elif event == 'gap_s': bar.put_text('Trial %d / %d' % (trial, num_trials)) event = 'gap' elif event == 'gap' and timer_trigger.sec() > cfg.T_GAP: event = 'cue' bar.fill() bar.draw_cue() trigger.signal(tdef.CUE) timer_trigger.reset() elif event == 'cue' and timer_trigger.sec() > cfg.T_CUE: event = 'dir_r' dir = dir_sequence[trial - 1] if dir == 'L': # left bar.move('L', 100, overlay=True) trigger.signal(tdef.LEFT_READY) elif dir == 'R': # right bar.move('R', 100, overlay=True) trigger.signal(tdef.RIGHT_READY) elif dir == 'U': # up bar.move('U', 100, overlay=True) trigger.signal(tdef.UP_READY) elif dir == 'D': # down bar.move('D', 100, overlay=True) trigger.signal(tdef.DOWN_READY) elif dir == 'B': # both hands bar.move('L', 100, overlay=True) bar.move('R', 100, overlay=True) trigger.signal(tdef.BOTH_READY) else: raise RuntimeError('Unknown direction %d' % dir) timer_trigger.reset() elif event == 'dir_r' and timer_trigger.sec() > cfg.T_DIR_READY: bar.fill() bar.draw_cue() event = 'dir' timer_trigger.reset() timer_dir.reset() if dir == 'L': # left trigger.signal(tdef.LEFT_GO) elif dir == 'R': # right trigger.signal(tdef.RIGHT_GO) elif dir == 'U': # up trigger.signal(tdef.UP_GO) elif dir == 'D': # down trigger.signal(tdef.DOWN_GO) elif dir == 'B': # both trigger.signal(tdef.BOTH_GO) else: raise RuntimeError('Unknown direction %d' % dir) elif event == 'dir' and timer_trigger.sec() > cfg.T_DIR: event = 'gap_s' bar.fill() trial += 1 print('trial ' + str(trial - 1) + ' done') trigger.signal(tdef.BLANK) timer_trigger.reset() # protocol if event == 'dir': dx = min(100, int(100.0 * timer_dir.sec() / cfg.T_DIR) + 1) if dir == 'L': # L bar.move('L', dx, overlay=True) elif dir == 'R': # R bar.move('R', dx, overlay=True) elif dir == 'U': # U bar.move('U', dx, overlay=True) elif dir == 'D': # D bar.move('D', dx, overlay=True) elif dir == 'B': # Both bar.move('L', dx, overlay=True) bar.move('R', dx, overlay=True) # wait for start if event == 'start': bar.put_text('Waiting to start') bar.update() key = 0xFF & cv2.waitKey(1) if key == keys['esc']: break
def config_run(cfg_module): cfg = load_cfg(cfg_module) # visualizer keys = { 'left': 81, 'right': 83, 'up': 82, 'down': 84, 'pgup': 85, 'pgdn': 86, 'home': 80, 'end': 87, 'space': 32, 'esc': 27, ',': 44, '.': 46, 's': 115, 'c': 99, '[': 91, ']': 93, '1': 49, '!': 33, '2': 50, '@': 64, '3': 51, '#': 35 } color = dict(G=(20, 140, 0), B=(210, 0, 0), R=(0, 50, 200), Y=(0, 215, 235), K=(0, 0, 0), W=(255, 255, 255), w=(200, 200, 200)) dir_sequence = [] for x in range(cfg.TRIALS_EACH): dir_sequence.extend(cfg.DIRECTIONS) random.shuffle(dir_sequence) num_trials = len(cfg.DIRECTIONS) * cfg.TRIALS_EACH tdef = trigger_def(cfg.TRIGGER_DEF) refresh_delay = 1.0 / cfg.REFRESH_RATE state = 'start' trial = 1 # STIMO protocol if cfg.WITH_STIMO is True: print('Opening STIMO serial port (%s / %d bps)' % (cfg.STIMO_COMPORT, cfg.STIMO_BAUDRATE)) import serial ser = serial.Serial(cfg.STIMO_COMPORT, cfg.STIMO_BAUDRATE) print('STIMO serial port %s is_open = %s' % (cfg.STIMO_COMPORT, ser.is_open)) # init trigger if cfg.TRIGGER_DEVICE is None: input( '\n** Warning: No trigger device set. Press Ctrl+C to stop or Enter to continue.' ) trigger = pyLptControl.Trigger(cfg.TRIGGER_DEVICE) if trigger.init(50) == False: print( '\n# Error connecting to USB2LPT device. Use a mock trigger instead?' ) input('Press Ctrl+C to stop or Enter to continue.') trigger = pyLptControl.MockTrigger() trigger.init(50) # visual feedback if cfg.FEEDBACK_TYPE == 'BAR': from pycnbi.protocols.viz_bars import BarVisual visual = BarVisual(cfg.GLASS_USE, screen_pos=cfg.SCREEN_POS, screen_size=cfg.SCREEN_SIZE) elif cfg.FEEDBACK_TYPE == 'BODY': if not hasattr(cfg, 'IMAGE_PATH'): raise ValueError('IMAGE_PATH is undefined in your config.') from pycnbi.protocols.viz_human import BodyVisual visual = BodyVisual(cfg.IMAGE_PATH, use_glass=cfg.GLASS_USE, screen_pos=cfg.SCREEN_POS, screen_size=cfg.SCREEN_SIZE) visual.put_text('Waiting to start ') timer_trigger = qc.Timer() timer_dir = qc.Timer() timer_refresh = qc.Timer() # start while trial <= num_trials: timer_refresh.sleep_atleast(refresh_delay) timer_refresh.reset() # segment= { 'cue':(s,e), 'dir':(s,e), 'label':0-4 } (zero-based) if state == 'start' and timer_trigger.sec() > cfg.T_INIT: state = 'gap_s' visual.fill() timer_trigger.reset() trigger.signal(tdef.INIT) elif state == 'gap_s': visual.put_text('Trial %d / %d' % (trial, num_trials)) state = 'gap' elif state == 'gap' and timer_trigger.sec() > cfg.T_GAP: state = 'cue' visual.fill() visual.draw_cue() trigger.signal(tdef.CUE) timer_trigger.reset() elif state == 'cue' and timer_trigger.sec() > cfg.T_CUE: state = 'dir_r' dir = dir_sequence[trial - 1] if dir == 'L': # left if cfg.FEEDBACK_TYPE == 'BAR': visual.move('L', 100) else: visual.put_text('LEFT') trigger.signal(tdef.LEFT_READY) elif dir == 'R': # right if cfg.FEEDBACK_TYPE == 'BAR': visual.move('R', 100) else: visual.put_text('RIGHT') trigger.signal(tdef.RIGHT_READY) elif dir == 'U': # up if cfg.FEEDBACK_TYPE == 'BAR': visual.move('U', 100) else: visual.put_text('UP') trigger.signal(tdef.UP_READY) elif dir == 'D': # down if cfg.FEEDBACK_TYPE == 'BAR': visual.move('D', 100) else: visual.put_text('DOWN') trigger.signal(tdef.DOWN_READY) elif dir == 'B': # both hands if cfg.FEEDBACK_TYPE == 'BAR': visual.move('L', 100) visual.move('R', 100) else: visual.put_text('BOTH') trigger.signal(tdef.BOTH_READY) else: raise RuntimeError('Unknown direction %d' % dir) gait_steps = 1 timer_trigger.reset() elif state == 'dir_r' and timer_trigger.sec() > cfg.T_DIR_READY: visual.draw_cue() state = 'dir' timer_trigger.reset() timer_dir.reset() t_step = cfg.T_DIR + random.random() * cfg.RANDOMIZE_LENGTH if dir == 'L': # left trigger.signal(tdef.LEFT_GO) elif dir == 'R': # right trigger.signal(tdef.RIGHT_GO) elif dir == 'U': # up trigger.signal(tdef.UP_GO) elif dir == 'D': # down trigger.signal(tdef.DOWN_GO) elif dir == 'B': # both trigger.signal(tdef.BOTH_GO) else: raise RuntimeError('Unknown direction %d' % dir) elif state == 'dir': if timer_trigger.sec() > t_step: if cfg.FEEDBACK_TYPE == 'BODY': if cfg.WITH_STIMO is True: if dir == 'L': # left ser.write(b'1') qc.print_c('STIMO: Sent 1', 'g') trigger.signal(tdef.LEFT_STIMO) elif dir == 'R': # right ser.write(b'2') qc.print_c('STIMO: Sent 2', 'g') trigger.signal(tdef.RIGHT_STIMO) else: if dir == 'L': # left trigger.signal(tdef.LEFT_RETURN) elif dir == 'R': # right trigger.signal(tdef.RIGHT_RETURN) else: trigger.signal(tdef.FEEDBACK) state = 'return' timer_trigger.reset() else: dx = min(100, int(100.0 * timer_dir.sec() / t_step) + 1) if dir == 'L': # L visual.move('L', dx, overlay=True) elif dir == 'R': # R visual.move('R', dx, overlay=True) elif dir == 'U': # U visual.move('U', dx, overlay=True) elif dir == 'D': # D visual.move('D', dx, overlay=True) elif dir == 'B': # Both visual.move('L', dx, overlay=True) visual.move('R', dx, overlay=True) elif state == 'return': if timer_trigger.sec() > cfg.T_RETURN: if gait_steps < cfg.GAIT_STEPS: gait_steps += 1 state = 'dir' visual.move('L', 0) if dir == 'L': dir = 'R' trigger.signal(tdef.RIGHT_GO) else: dir = 'L' trigger.signal(tdef.LEFT_GO) timer_dir.reset() t_step = cfg.T_DIR + random.random() * cfg.RANDOMIZE_LENGTH else: state = 'gap_s' visual.fill() trial += 1 print('trial ' + str(trial - 1) + ' done') trigger.signal(tdef.BLANK) timer_trigger.reset() else: dx = max( 0, int(100.0 * (cfg.T_RETURN - timer_trigger.sec()) / cfg.T_RETURN)) if dir == 'L': # L visual.move('L', dx, overlay=True) elif dir == 'R': # R visual.move('R', dx, overlay=True) elif dir == 'U': # U visual.move('U', dx, overlay=True) elif dir == 'D': # D visual.move('D', dx, overlay=True) elif dir == 'B': # Both visual.move('L', dx, overlay=True) visual.move('R', dx, overlay=True) # wait for start if state == 'start': visual.put_text('Waiting to start ') visual.update() key = 0xFF & cv2.waitKey(1) if key == keys['esc']: break # STIMO protocol if cfg.WITH_STIMO is True: ser.close() print('Closed STIMO serial port %s' % cfg.STIMO_COMPORT)
def run(cfg, state=mp.Value('i', 1), queue=None): redirect_stdout_to_queue(logger, queue, 'INFO') # Wait the recording to start (GUI) while state.value == 2: # 0: stop, 1:start, 2:wait pass # Protocol start if equals to 1 if not state.value: sys.exit() refresh_delay = 1.0 / cfg.REFRESH_RATE cfg.tdef = trigger_def(cfg.TRIGGER_FILE) # visualizer keys = { 'left': 81, 'right': 83, 'up': 82, 'down': 84, 'pgup': 85, 'pgdn': 86, 'home': 80, 'end': 87, 'space': 32, 'esc': 27, ',': 44, '.': 46, 's': 115, 'c': 99, '[': 91, ']': 93, '1': 49, '!': 33, '2': 50, '@': 64, '3': 51, '#': 35 } color = dict(G=(20, 140, 0), B=(210, 0, 0), R=(0, 50, 200), Y=(0, 215, 235), K=(0, 0, 0), w=(200, 200, 200)) dir_sequence = [] for x in range(cfg.TRIALS_EACH): dir_sequence.extend(cfg.DIRECTIONS) random.shuffle(dir_sequence) num_trials = len(cfg.DIRECTIONS) * cfg.TRIALS_EACH event = 'start' trial = 1 # Hardware trigger if cfg.TRIGGER_DEVICE is None: logger.warning( 'No trigger device set. Press Ctrl+C to stop or Enter to continue.' ) #input() trigger = pyLptControl.Trigger(state, cfg.TRIGGER_DEVICE) if trigger.init(50) == False: logger.error( '\n** Error connecting to USB2LPT device. Use a mock trigger instead?' ) input('Press Ctrl+C to stop or Enter to continue.') trigger = pyLptControl.MockTrigger() trigger.init(50) # timers timer_trigger = qc.Timer() timer_dir = qc.Timer() timer_refresh = qc.Timer() t_dir = cfg.TIMINGS['DIR'] + random.uniform(-cfg.TIMINGS['DIR_RANDOMIZE'], cfg.TIMINGS['DIR_RANDOMIZE']) t_dir_ready = cfg.TIMINGS['READY'] + random.uniform( -cfg.TIMINGS['READY_RANDOMIZE'], cfg.TIMINGS['READY_RANDOMIZE']) bar = BarVisual(cfg.GLASS_USE, screen_pos=cfg.SCREEN_POS, screen_size=cfg.SCREEN_SIZE) bar.fill() bar.glass_draw_cue() # start while trial <= num_trials: timer_refresh.sleep_atleast(refresh_delay) timer_refresh.reset() # segment= { 'cue':(s,e), 'dir':(s,e), 'label':0-4 } (zero-based) if event == 'start' and timer_trigger.sec() > cfg.TIMINGS['INIT']: event = 'gap_s' bar.fill() timer_trigger.reset() trigger.signal(cfg.tdef.INIT) elif event == 'gap_s': if cfg.TRIAL_PAUSE: bar.put_text('Press any key') bar.update() key = cv2.waitKey() if key == keys['esc'] or not state.value: break bar.fill() bar.put_text('Trial %d / %d' % (trial, num_trials)) event = 'gap' timer_trigger.reset() elif event == 'gap' and timer_trigger.sec() > cfg.TIMINGS['GAP']: event = 'cue' bar.fill() bar.draw_cue() trigger.signal(cfg.tdef.CUE) timer_trigger.reset() elif event == 'cue' and timer_trigger.sec() > cfg.TIMINGS['CUE']: event = 'dir_r' dir = dir_sequence[trial - 1] if dir == 'L': # left bar.move('L', 100, overlay=True) trigger.signal(cfg.tdef.LEFT_READY) elif dir == 'R': # right bar.move('R', 100, overlay=True) trigger.signal(cfg.tdef.RIGHT_READY) elif dir == 'U': # up bar.move('U', 100, overlay=True) trigger.signal(cfg.tdef.UP_READY) elif dir == 'D': # down bar.move('D', 100, overlay=True) trigger.signal(cfg.tdef.DOWN_READY) elif dir == 'B': # both hands bar.move('L', 100, overlay=True) bar.move('R', 100, overlay=True) trigger.signal(cfg.tdef.BOTH_READY) else: raise RuntimeError('Unknown direction %d' % dir) timer_trigger.reset() elif event == 'dir_r' and timer_trigger.sec() > t_dir_ready: bar.fill() bar.draw_cue() event = 'dir' timer_trigger.reset() timer_dir.reset() if dir == 'L': # left trigger.signal(cfg.tdef.LEFT_GO) elif dir == 'R': # right trigger.signal(cfg.tdef.RIGHT_GO) elif dir == 'U': # up trigger.signal(cfg.tdef.UP_GO) elif dir == 'D': # down trigger.signal(cfg.tdef.DOWN_GO) elif dir == 'B': # both trigger.signal(cfg.tdef.BOTH_GO) else: raise RuntimeError('Unknown direction %d' % dir) elif event == 'dir' and timer_trigger.sec() > t_dir: event = 'gap_s' bar.fill() trial += 1 logger.info('trial ' + str(trial - 1) + ' done') trigger.signal(cfg.tdef.BLANK) timer_trigger.reset() t_dir = cfg.TIMINGS['DIR'] + random.uniform( -cfg.TIMINGS['DIR_RANDOMIZE'], cfg.TIMINGS['DIR_RANDOMIZE']) t_dir_ready = cfg.TIMINGS['READY'] + random.uniform( -cfg.TIMINGS['READY_RANDOMIZE'], cfg.TIMINGS['READY_RANDOMIZE']) # protocol if event == 'dir': dx = min(100, int(100.0 * timer_dir.sec() / t_dir) + 1) if dir == 'L': # L bar.move('L', dx, overlay=True) elif dir == 'R': # R bar.move('R', dx, overlay=True) elif dir == 'U': # U bar.move('U', dx, overlay=True) elif dir == 'D': # D bar.move('D', dx, overlay=True) elif dir == 'B': # Both bar.move('L', dx, overlay=True) bar.move('R', dx, overlay=True) # wait for start if event == 'start': bar.put_text('Waiting to start') bar.update() key = 0xFF & cv2.waitKey(1) if key == keys['esc'] or not state.value: break bar.finish() with state.get_lock(): state.value = 0