Fixation events sending ======================= Observers are attached to pipeline steps to be notified when a method is called. ## observers.py For this use case we need to record gaze analysis metrics on *ArUcoCamera.on_look* call and to record sector screen image on *ArUcoCamera.on_copy_background_into_scenes_frames* signal. ```python import logging from argaze.utils import UtilsFeatures import cv2 class ScanPathAnalysisRecorder(UtilsFeatures.FileWriter): def __init__(self, **kwargs): super().__init__(**kwargs) self.header = "Timestamp (ms)", "Path duration (ms)", "Steps number", "Fixation durations average (ms)", "Explore/Exploit ratio", "K coefficient" def on_look(self, timestamp, frame, exception): """Log scan path metrics.""" if frame.is_analysis_available(): analysis = frame.analysis() data = ( int(timestamp), analysis['argaze.GazeAnalysis.Basic.ScanPathAnalyzer'].path_duration, analysis['argaze.GazeAnalysis.Basic.ScanPathAnalyzer'].steps_number, analysis['argaze.GazeAnalysis.Basic.ScanPathAnalyzer'].step_fixation_durations_average, analysis['argaze.GazeAnalysis.ExploreExploitRatio.ScanPathAnalyzer'].explore_exploit_ratio, analysis['argaze.GazeAnalysis.KCoefficient.ScanPathAnalyzer'].K ) self.write(data) class AOIScanPathAnalysisRecorder(UtilsFeatures.FileWriter): def __init__(self, **kwargs): super().__init__(**kwargs) self.header = "Timestamp (ms)", "Path duration (ms)", "Steps number", "Fixation durations average (ms)", "Transition matrix probabilities", "Transition matrix density", "N-Grams count", "Stationary entropy", "Transition entropy" def on_look(self, timestamp, layer, exception): """Log aoi scan path metrics""" if layer.is_analysis_available(): analysis = layer.analysis() data = ( int(timestamp), analysis['argaze.GazeAnalysis.Basic.AOIScanPathAnalyzer'].path_duration, analysis['argaze.GazeAnalysis.Basic.AOIScanPathAnalyzer'].steps_number, analysis['argaze.GazeAnalysis.Basic.AOIScanPathAnalyzer'].step_fixation_durations_average, analysis['argaze.GazeAnalysis.TransitionMatrix.AOIScanPathAnalyzer'].transition_matrix_probabilities, analysis['argaze.GazeAnalysis.TransitionMatrix.AOIScanPathAnalyzer'].transition_matrix_density, analysis['argaze.GazeAnalysis.NGram.AOIScanPathAnalyzer'].ngrams_count, analysis['argaze.GazeAnalysis.Entropy.AOIScanPathAnalyzer'].stationary_entropy, analysis['argaze.GazeAnalysis.Entropy.AOIScanPathAnalyzer'].transition_entropy ) self.write(data) class VideoRecorder(UtilsFeatures.VideoWriter): def __init__(self, **kwargs): super().__init__(**kwargs) def on_copy_background_into_scenes_frames(self, timestamp, frame, exception): """Write frame image.""" logging.debug('VideoRecorder.on_map') image = frame.image() # Write video timing cv2.rectangle(image, (0, 0), (550, 50), (63, 63, 63), -1) cv2.putText(image, f'Time: {int(timestamp)} ms', (20, 40), cv2.FONT_HERSHEY_SIMPLEX, 1, (255, 255, 255), 1, cv2.LINE_AA) self.write(image) ```