#!/usr/bin/env python import unittest import random import time from argaze import GazeFeatures from argaze.GazeAnalysis import DispersionBasedGazeMovementIdentifier import numpy def build_gaze_fixation(size: int, center: tuple, dispersion: float, start_time: float, min_time: float, max_time: float, validity: list = []): """ Generate N TimeStampedGazePsoitions dispersed around a center point for testing purpose. Timestamps are current time after random sleep (second). GazePositions are random values. """ ts_gaze_positions = GazeFeatures.TimeStampedGazePositions() for i in range(0, size): # Check position validity valid = True if len(validity) > i: valid = validity[i] if valid: # Edit gaze position random_x = center[0] + dispersion * (random.random() - 0.5) random_y = center[1] + dispersion * (random.random() - 0.5) gaze_position = GazeFeatures.GazePosition((random_x, random_y)) else: gaze_position = GazeFeatures.UnvalidGazePosition() # Store gaze position ts = time.time() - start_time ts_gaze_positions[ts] = gaze_position # Sleep a random time sleep_time = random.random() * (max_time - min_time) + min_time time.sleep(sleep_time) return ts_gaze_positions class TestDispersionBasedGazeMovementIdentifierClass(unittest.TestCase): """Test DispersionBasedGazeMovementIdentifier class.""" def test_fixation_identification(self): """Test DispersionBasedGazeMovementIdentifier fixation identification.""" size = 10 center = (0, 0) dispersion = 10 start_time = time.time() min_time = 0.01 max_time = 0.1 ts_gaze_positions = build_gaze_fixation(size, center, dispersion, start_time, min_time, max_time) gaze_movement_identifier = DispersionBasedGazeMovementIdentifier.GazeMovementIdentifier(dispersion_threshold=dispersion, duration_threshold=min_time*2) ts_fixations, ts_saccades, ts_status = gaze_movement_identifier.identify(ts_gaze_positions) # Check result size self.assertEqual(len(ts_fixations), 1) self.assertEqual(len(ts_saccades), 0) self.assertEqual(len(ts_status), size) # Check fixation ts, fixation = ts_fixations.pop_first() self.assertEqual(len(fixation.positions.keys()), size) self.assertLessEqual(fixation.dispersion, dispersion) self.assertGreaterEqual(fixation.duration, size * min_time) self.assertLessEqual(fixation.duration, size * max_time) def test_fixation_and_saccade_identification(self): """Test DispersionBasedGazeMovementIdentifier fixation and saccade identification.""" size = 10 center_A = (0, 0) center_B = (50, 50) dispersion = 10 start_time = time.time() min_time = 0.01 max_time = 0.1 ts_gaze_positions_A = build_gaze_fixation(size, center_A, dispersion, start_time, min_time, max_time) ts_gaze_positions_B = build_gaze_fixation(size, center_B, dispersion, start_time, min_time, max_time) ts_gaze_positions = ts_gaze_positions_A.append(ts_gaze_positions_B) gaze_movement_identifier = DispersionBasedGazeMovementIdentifier.GazeMovementIdentifier(dispersion_threshold=dispersion, duration_threshold=min_time*2) ts_fixations, ts_saccades, ts_status = gaze_movement_identifier.identify(ts_gaze_positions) # Check result size self.assertEqual(len(ts_fixations), 2) self.assertEqual(len(ts_saccades), 1) self.assertEqual(len(ts_status), size*2) # Check first fixation ts, fixation = ts_fixations.pop_first() self.assertEqual(len(fixation.positions.keys()), size) self.assertLessEqual(fixation.dispersion, dispersion) self.assertGreaterEqual(fixation.duration, size * min_time) self.assertLessEqual(fixation.duration, size * max_time) # Check first saccade ts, saccade = ts_saccades.pop_first() self.assertEqual(len(saccade.positions.keys()), 2) self.assertGreaterEqual(saccade.duration, min_time) self.assertLessEqual(saccade.duration, max_time) # Check second fixation ts, fixation = ts_fixations.pop_first() self.assertEqual(len(fixation.positions.keys()), size) self.assertLessEqual(fixation.dispersion, dispersion) self.assertGreaterEqual(fixation.duration, size * min_time) self.assertLessEqual(fixation.duration, size * max_time) def test_invalid_gaze_position(self): """Test DispersionBasedGazeMovementIdentifier fixation and saccade identification with invalid gaze position.""" size = 10 center = (0, 0) dispersion = 10 start_time = time.time() min_time = 0.01 max_time = 0.1 validity = [True, True, True, True, False, False, True, True, True, True] ts_gaze_positions = build_gaze_fixation(size, center, dispersion, start_time, min_time, max_time, validity) gaze_movement_identifier = DispersionBasedGazeMovementIdentifier.GazeMovementIdentifier(dispersion_threshold=dispersion, duration_threshold=min_time*2) ts_fixations, ts_saccades, ts_status = gaze_movement_identifier.identify(ts_gaze_positions) # Check result size self.assertEqual(len(ts_fixations), 1) self.assertEqual(len(ts_saccades), 0) self.assertEqual(len(ts_status), size-2) # Check fixation ts, fixation = ts_fixations.pop_first() self.assertEqual(len(fixation.positions.keys()), size-2) self.assertLessEqual(fixation.dispersion, dispersion) self.assertGreaterEqual(fixation.duration, size * min_time) self.assertLessEqual(fixation.duration, size * max_time) if __name__ == '__main__': unittest.main()