diff options
| -rw-r--r-- | docs/user_guide/utils/demonstrations_scripts.md | 8 | ||||
| -rw-r--r-- | src/argaze/utils/contexts/File.py | 213 | ||||
| -rw-r--r-- | src/argaze/utils/demo/csv_file_context.json | 10 | ||||
| -rw-r--r-- | src/argaze/utils/demo/gaze_positions.csv | 1052 |
4 files changed, 1283 insertions, 0 deletions
diff --git a/docs/user_guide/utils/demonstrations_scripts.md b/docs/user_guide/utils/demonstrations_scripts.md index 277f380..e55e547 100644 --- a/docs/user_guide/utils/demonstrations_scripts.md +++ b/docs/user_guide/utils/demonstrations_scripts.md @@ -20,6 +20,14 @@ Load **random_context.json** file to generate random gaze positions: python -m argaze load ./src/argaze/utils/demo/random_context.json ``` +## CSV file context + +Load **csv_file_context.json** file to analyze gaze positions from a CSV file: + +```shell +python -m argaze load ./src/argaze/utils/demo/csv_file_context.json +``` + ## OpenCV ### Cursor context diff --git a/src/argaze/utils/contexts/File.py b/src/argaze/utils/contexts/File.py new file mode 100644 index 0000000..91c64e2 --- /dev/null +++ b/src/argaze/utils/contexts/File.py @@ -0,0 +1,213 @@ +"""Define eye tracking data file context""" + +""" +This program is free software: you can redistribute it and/or modify it under +the terms of the GNU General Public License as published by the Free Software +Foundation, either version 3 of the License, or (at your option) any later +version. +This program is distributed in the hope that it will be useful, but WITHOUT +ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS +FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. +You should have received a copy of the GNU General Public License along with +this program. If not, see <https://www.gnu.org/licenses/>. +""" + +__author__ = "Théo de la Hogue" +__credits__ = [] +__copyright__ = "Copyright 2023, Ecole Nationale de l'Aviation Civile (ENAC)" +__license__ = "GPLv3" + +import logging +import time +import math +import threading + +import pandas +import numpy + +from argaze import ArFeatures, DataFeatures, GazeFeatures + + +class CSV(ArFeatures.DataPlaybackContext): + + @DataFeatures.PipelineStepInit + def __init__(self, **kwargs): + + # Init ArContext class + super().__init__() + + # Init private attributes + self.__path = None + self.__separator = ',' + self.__timestamp_column = None + self.__x_column = None + self.__y_column = None + self.__start = math.nan + self.__end = math.nan + self.__duration = 0. + self.__progression = 0. + + @property + def path(self) -> str: + """Path to data file.""" + return self.__path + + @path.setter + def path(self, path: str): + + self.__path = path + + @property + def separator(self) -> str: + """Value delimiter character""" + return self.__separator + + @separator.setter + def separator(self, separator: str): + + self.__separator = separator + + @property + def timestamp_column(self) -> str: + """Select timestamp column.""" + return self.__timestamp_column + + @timestamp_column.setter + def timestamp_column(self, timestamp_column: str): + + self.__timestamp_column = timestamp_column + + @property + def x_column(self) -> str: + """Select x column.""" + return self.__x_column + + @x_column.setter + def x_column(self, x_column: str): + + self.__x_column = x_column + + @property + def y_column(self) -> str: + """Select y column.""" + return self.__y_column + + @y_column.setter + def y_column(self, y_column: str): + + self.__y_column = y_column + @property + def start(self) -> int|float: + """Start reading timestamp.""" + return self.__start + + @start.setter + def start(self, start: int|float): + + self.__start = start + + @property + def end(self) -> int|float: + """End reading timestamp.""" + return self.__end + + @end.setter + def end(self, end: int|float): + + self.__end = end + + @property + def duration(self) -> int|float: + """Get data duration.""" + + return self.__duration + + @property + def progression(self) -> float: + """Get data processing progression between 0 and 1.""" + + return self.__progression + + @DataFeatures.PipelineStepEnter + def __enter__(self): + + logging.info('CSV file context starts...') + + # Load gaze positions from a CSV file into Panda Dataframe + data_selector = { + self.__timestamp_column: numpy.float64, + self.__x_column: numpy.float64, + self.__y_column: numpy.float64 + } + + dataframe = pandas.read_csv(self.__path, delimiter = self.__separator, low_memory = False, usecols=data_selector.keys(), dtype=data_selector) + + # Rename columns with generic names + dataframe.rename(columns={ + self.__timestamp_column: 'timestamp', + self.__x_column: 'x', + self.__y_column: 'y' + }, inplace=True) + + # Optionnaly select a time range + if not math.isnan(self.start): + + dataframe = dataframe.loc[(dataframe['timestamp'] >= self.start)] + + if not math.isnan(self.end): + + dataframe = dataframe.loc[(dataframe['timestamp'] <= self.end)] + + # Filter unvalid gaze positions + len_before = len(dataframe) + dataframe = dataframe[(dataframe['x'].notna() & dataframe['y']).notna()] + + if len(dataframe) != len_before: + logging.info('%i unvalid gaze positions have been removed', len_before - len(dataframe)) + + # Open reading thread + self.__reading_thread = threading.Thread(target=self.__read, kwargs={'dataframe': dataframe}) + + logging.debug('> starting reading thread...') + self.__reading_thread.start() + + @DataFeatures.PipelineStepExit + def __exit__(self, exception_type, exception_value, exception_traceback): + + logging.info('CSV file context stops...') + + # Close data stream + self.stop() + + # Stop reading thread + threading.Thread.join(self.__reading_thread) + + def __read(self, dataframe: pandas.DataFrame): + """Read and process gaze positions from dataframe.""" + + start_ts = dataframe.iloc[0].timestamp + end_ts = dataframe.iloc[-1].timestamp + + self.__duration = end_ts - start_ts + self.__progression = 0. + + logging.info('Reading %i gaze positions from %s to %s...', len(dataframe), f'{start_ts}', f'{end_ts}') + + for index, row in dataframe.iterrows(): + + # Stop reading + if not self.is_running(): + + break + + # Pause reading + while self.is_paused() and self.is_running(): + + time.sleep(0.1) + + # Process gaze position + self._process_gaze_position(x = row['x'], y = row['y'], timestamp = row['timestamp']) + + # Update progression + self.__progression = row['timestamp'] / self.__duration + diff --git a/src/argaze/utils/demo/csv_file_context.json b/src/argaze/utils/demo/csv_file_context.json new file mode 100644 index 0000000..a09914f --- /dev/null +++ b/src/argaze/utils/demo/csv_file_context.json @@ -0,0 +1,10 @@ +{ + "argaze.utils.contexts.File.CSV" : { + "name": "CSV file data playback", + "path": "./src/argaze/utils/demo/gaze_positions.csv", + "timestamp_column": "Timestamp (ms)", + "x_column": "Gaze Position X (px)", + "y_column": "Gaze Position Y (px)", + "pipeline": "gaze_analysis_pipeline.json" + } +}
\ No newline at end of file diff --git a/src/argaze/utils/demo/gaze_positions.csv b/src/argaze/utils/demo/gaze_positions.csv new file mode 100644 index 0000000..558c995 --- /dev/null +++ b/src/argaze/utils/demo/gaze_positions.csv @@ -0,0 +1,1052 @@ +"Timestamp (ms)","Gaze Position X (px)","Gaze Position Y (px)"
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