diff --git a/.gitignore b/.gitignore index 3419e72a..6a2a9fc6 100644 --- a/.gitignore +++ b/.gitignore @@ -17,7 +17,6 @@ docs/website/api/*api.md .github/brew-colima .github/brew-docker # Distribution / packaging -speech/ .Python build/ develop-eggs/ diff --git a/pytest.ini b/pytest.ini new file mode 100644 index 00000000..5e07e90b --- /dev/null +++ b/pytest.ini @@ -0,0 +1,19 @@ +[pytest] + +python_files = test_* +python_classes = *Test +python_functions = test_* + +filterwarnings = + ignore::DeprecationWarning + + +markers = + api: test all end-user api + speech: testing speech api + movement: testing movement api + facial: testing facial api + acoustic: testing acoustic api + docker: testing api that using docker + non_docker: testing api that not using docker + debug1: debug1 \ No newline at end of file diff --git a/setup.cfg b/setup.cfg new file mode 100644 index 00000000..454b1154 --- /dev/null +++ b/setup.cfg @@ -0,0 +1,57 @@ +[metadata] +name = opendbm +# $version will be replaced automatically by Github Actions pipeline +version = $version +description = AiCure’s OpenDBM is a software package that allows for calculation of digital biomarkers of health and functioning from video or audio of an individual’s behavior. It integrates existing tools for measurement of behavioral characteristics such as facial activity, voice, and movement into a single package for measurement of overall behavior. OpenDBM is designed for ease of use, expanding the availability of such tools to the wider scientific community. +long_description = file: README.md +long_description_content_type = text/markdown +url = https://github.com/AiCure/open_dbm +author = The OpenDBM Development Team +author_email = opendbm@aicure.com +license = AGPL-3.0 +license_files = LICENSE +platforms = any +classifiers = + Intended Audience :: Science/Research + License :: OSI Approved :: GNU Affero General Public License v3 + Operating System :: OS Independent + Programming Language :: Python :: 3 :: Only + Programming Language :: Python :: 3.7 + Programming Language :: Python :: 3.8 + Programming Language :: Python :: 3.9 + Topic :: Scientific/Engineering +project_urls = + Bug Tracker = https://github.com/AiCure/open_dbm/issues + Documentation = https://AiCure.github.io/open_dbm + Source Code = https://github.com/AiCure/open_dbm + +[options] +packages = find: +install_requires = + numpy>=1.17 + pandas>=1.1.5 + matplotlib==3.5.2 + praat-parselmouth + watchtower + webrtcvad + imutils + more_itertools + scipy + pyyaml==5.4.1 + pydub + deepspeech==0.9.3 + nltk + lexicalrichness + vaderSentiment + opencv-python>=4.5.5 + cmake; "Windows" not in platform_system + dlib>=19.13.0; "Windows" not in platform_system +python_requires = >=3.7 +include_package_data = True + + +[options.extras_require] +test = + pytest>=6.0 + coverage + pre-commit diff --git a/setup.py b/setup.py index 733fc894..e713fe35 100644 --- a/setup.py +++ b/setup.py @@ -1,23 +1,13 @@ -import setuptools +# Copyright (C) 2012-2022 james jameson -with open('requirements.txt') as fp: - install_requires = fp.read() -setuptools.setup( - name="open_dbm", - version="0.0.1", - author="Vijay Yadav", - author_email='vijay.yadav@aicure.com', - description="openDBM", - license='', - packages=setuptools.find_packages(), - classifiers=[ - "Programming Language :: Python :: 3", - "License :: OSI Approved :: MIT License", - "Operating System :: OS Independent", - ], - python_requires='>=3.6', - py_modules=["open_dbm"], - #package_dir={'':'open_dbm'}, # Directory of the source code of the package - install_requires = install_requires -) \ No newline at end of file +if __name__ == "__main__": + + import sys + + from setuptools import find_packages, setup + + if sys.version_info[:2] < (3, 7): + raise RuntimeError("opendbm requires python >= 3.7.") + + setup() diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 00000000..cacfb1c1 --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,42 @@ +import importlib +import sys + +from pytest import fixture + +from opendbm import FacialActivity, Movement, Speech, VerbalAcoustics + +# sys.path.append("") +# Movement = importlib.import_module("api_lib.movement") +# Speech = importlib.import_module("api_lib.speech") +# Facial = importlib.import_module("api_lib.facial_activity") +# Verbal_acoustics = importlib.import_module("api_lib.verbal_acoustics") + + +class Model: + def __init__(self, movement, speech, facial, verbal_acoustics): + self._movement = movement + self._speech = speech + self._facial = facial + self._verbal_acoustics = verbal_acoustics + + @property + def movement(self): + return self._movement() + + @property + def speech(self): + return self._speech() + + @property + def facial(self): + return self._facial() + + @property + def verbal_acoustics(self): + return self._verbal_acoustics() + + +@fixture(scope="session") +def get_model(): + m = Model(Movement, Speech, FacialActivity, VerbalAcoustics) + return m diff --git a/tests/facial/conftest.py b/tests/facial/conftest.py new file mode 100644 index 00000000..a87343fb --- /dev/null +++ b/tests/facial/conftest.py @@ -0,0 +1,11 @@ +from pytest import fixture + +path1 = "tests/test_data/facial_speech_verbal_video_test.mp4" + + +@fixture(scope="class") +def processing_facial_activity(get_model): + m = get_model.facial + m.fit(path1) + + yield m diff --git a/tests/facial/test_api_facial_activity.py b/tests/facial/test_api_facial_activity.py new file mode 100644 index 00000000..1f83f99c --- /dev/null +++ b/tests/facial/test_api_facial_activity.py @@ -0,0 +1,39 @@ +# import numpy as np +import pandas as pd +from numpy.testing import assert_allclose +from pytest import mark + + +# @mark.smoke +# @mark.body +@mark.facial +class FacialTest: + def test_get_landmark(self, processing_facial_activity): + df_act = pd.read_csv("tests/test_data/landmark.csv") + res = processing_facial_activity.get_landmark() + + assert_allclose(df_act.mean(), res.mean(), rtol=0.1, atol=1e-8) + assert_allclose(df_act.std(), res.std(), rtol=0.1, atol=1e-8) + + def test_get_action_unit(self, processing_facial_activity): + + df_act = pd.read_csv("tests/test_data/action_unit.csv") + res = processing_facial_activity.get_action_unit() + + assert_allclose(df_act.mean(), res.mean(), rtol=0.1, atol=1e-8) + assert_allclose(df_act.std(), res.std(), rtol=0.1, atol=1e-8) + + def test_get_asymmetry(self, processing_facial_activity): + actual_mean = [2.58260995, 3.34416172, 3.0563894, 2.94777878] + actual_std = [1.74161635, 2.17995634, 2.19173686, 1.82435901] + res = processing_facial_activity.get_asymmetry() + + assert_allclose(actual_mean, res.mean(), rtol=0.1, atol=1e-8) + assert_allclose(actual_std, res.std(), rtol=0.1, atol=1e-8) + + def test_get_expressivity(self, processing_facial_activity): + df_act = pd.read_csv("tests/test_data/expressivity.csv") + res = processing_facial_activity.get_expressivity() + + assert_allclose(df_act.mean(), res.mean(), rtol=0.35, atol=1e-8) + assert_allclose(df_act.std(), res.std(), rtol=0.35, atol=1e-8) diff --git a/tests/movement/conftest.py b/tests/movement/conftest.py new file mode 100644 index 00000000..8a91a346 --- /dev/null +++ b/tests/movement/conftest.py @@ -0,0 +1,11 @@ +from pytest import fixture + +path1 = "tests/test_data/movement_video_test.mp4" + + +@fixture(scope="class") +def processing_movement(get_model): + m = get_model.movement + m.fit(path1) + + yield m diff --git a/tests/movement/test_api_movement.py b/tests/movement/test_api_movement.py new file mode 100644 index 00000000..e1c9a27a --- /dev/null +++ b/tests/movement/test_api_movement.py @@ -0,0 +1,83 @@ +# import numpy as np +from numpy.testing import assert_allclose +from pytest import mark + + +# @mark.smoke +# @mark.body +@mark.movement +class MovementTest: + def test_get_head_movement(self, processing_movement): + actual_mean = [1.3946, 0.3011, -0.1183, 0.003, 0.0094] + actual_std = [1.2644, 0.0786, 0.0649, 0.0342, 0.008] + res = processing_movement.get_head_movement() + + assert_allclose(actual_mean, res.mean(), rtol=0.1, atol=1e-8) + assert_allclose(actual_std, res.std(), rtol=0.1, atol=1e-8) + + def test_get_eye_blink(self, processing_movement): + actual_mean = [0.1101, 455.5, 2.2931, 29.0] + actual_std = [0.0241, 311.8611, 1.1407, 0.0] + res = processing_movement.get_eye_blink() + + assert_allclose(actual_mean, res.mean(), rtol=0.1, atol=1e-8) + assert_allclose(actual_std, res.std(), rtol=0.1, atol=1e-8) + + def test_get_eye_gaze(self, processing_movement): + actual_mean = [0.2292, 0.4174, -0.8761, 0.0209, 0.4191, -0.9046, 0.0145, 0.0132] + actual_std = [0.0546, 0.048, 0.0218, 0.0462, 0.0542, 0.0243, 0.0156, 0.0169] + res = processing_movement.get_eye_gaze() + + assert_allclose(actual_mean, res.mean(), rtol=0.1, atol=1e-8) + assert_allclose(actual_std, res.std(), rtol=0.1, atol=1e-8) + + def test_get_facial_tremor(self, processing_movement): + actual_mean = [ + 8.5948, + 3.8759, + 0.7286, + 0.2546, + 3.7195, + 2.8068, + 0.7231, + 0.4562, + 6.7215, + 3.5861, + 0.8253, + 0.3912, + 2.8608, + 2.1741, + 0.8614, + 0.6464, + 3.6781, + 2.6698, + 0.887, + 0.5783, + 0.0, + 0.0, + 0.6772, + 1.0, + 0.7655, + 0.5476, + 0.7504, + 0.8978, + 1.9713, + 1.4991, + 0.9381, + 0.7761, + 2.706, + 2.019, + 0.9885, + 0.7138, + ] + + res = processing_movement.get_facial_tremor() + + assert_allclose(actual_mean, res.mean(), rtol=0.1, atol=1e-8) + + def test_get_vocal_tremor(self, processing_movement): + actual_mean = [4.23, 9.437, 7.634, 7.38, 61.642, 54.287] + + res = processing_movement.get_vocal_tremor() + + assert_allclose(actual_mean, res.mean(), rtol=0.1, atol=1e-8) diff --git a/tests/speech/conftest.py b/tests/speech/conftest.py new file mode 100644 index 00000000..84c96343 --- /dev/null +++ b/tests/speech/conftest.py @@ -0,0 +1,19 @@ +from pytest import fixture + +test_path = "tests/test_data/" +path_mp4 = test_path + "facial_speech_verbal_video_test.mp4" +path_wav = test_path + "facial_speech_verbal_audio_test.wav" + + +@fixture(scope="class") +def processing_speech_mp4(get_model): + m = get_model.speech + m.fit(path_mp4) + yield m + + +@fixture(scope="class") +def processing_speech_wav(get_model): + m = get_model.speech + m.fit(path_wav) + yield m diff --git a/tests/speech/test_api_speech.py b/tests/speech/test_api_speech.py new file mode 100644 index 00000000..59f02e44 --- /dev/null +++ b/tests/speech/test_api_speech.py @@ -0,0 +1,73 @@ +import numpy as np +from pytest import mark + + +@mark.non_docker +@mark.speech +class SpeechTest: + def test_get_transcribe(self, processing_speech_mp4, processing_speech_wav): + actual_totaltime = 87.978685 + len_words_count = 57 + + res_mp4 = processing_speech_mp4.get_transcribe().to_dataframe() + audio_duration_mp4 = res_mp4["nlp_totalTime"].item() + transcribed_text_mp4 = res_mp4["nlp_transcribe"].item() + + res_wav = processing_speech_wav.get_transcribe().to_dataframe() + audio_duration_wav = res_wav["nlp_totalTime"].item() + transcribed_text_wav = res_wav["nlp_transcribe"].item() + + # test if duration is matched + assert np.isclose(audio_duration_mp4, actual_totaltime, rtol=0.1, atol=1e-8) + assert np.isclose(audio_duration_wav, actual_totaltime, rtol=0.1, atol=1e-8) + + # test if there is transcribed text or not + assert type(transcribed_text_mp4) == str + assert type(transcribed_text_wav) == str + + # test the length of the text + assert np.isclose( + len(transcribed_text_mp4.split(" ")), len_words_count, rtol=0.5, atol=1e-8 + ) + assert np.isclose( + len(transcribed_text_wav.split(" ")), len_words_count, rtol=0.5, atol=1e-8 + ) + + def test_get_speech_features(self, processing_speech_mp4, processing_speech_wav): + # actual = [ + # 1.0, + # 2.0, + # 2.0, + # 1.0, + # 1.0, + # 6.0, + # 6.0, + # 11.0, + # 11.0, + # 5.0, + # 5.0, + # 15.0, + # 15.0, + # -0.8256, + # 0.08860759493670886, + # 38.873052120437336, + # 87.97868480725624, + # ] + + res_mp4 = ( + processing_speech_mp4.get_speech_features() + .to_dataframe() + .drop(columns="dbm_master_url") + ) + res_wav = ( + processing_speech_wav.get_speech_features() + .to_dataframe() + .drop(columns="dbm_master_url") + ) + desired_mp4 = np.array((res_mp4.iloc[0])) + desired_wav = np.array((res_wav.iloc[0])) + + # check if there is any zero value or not + for v1, v2 in zip(desired_mp4, desired_wav): + assert bool(v1) + assert bool(v2) diff --git a/tests/test_data/SilentVideoTest.mp4 b/tests/test_data/SilentVideoTest.mp4 new file mode 100644 index 00000000..bd882a7b Binary files /dev/null and b/tests/test_data/SilentVideoTest.mp4 differ diff --git a/tests/test_data/action_unit.csv b/tests/test_data/action_unit.csv new file mode 100644 index 00000000..4bb28e4f --- /dev/null +++ b/tests/test_data/action_unit.csv @@ -0,0 +1,2639 @@ +fac_AU01int,fac_AU02int,fac_AU04int,fac_AU05int,fac_AU06int,fac_AU07int,fac_AU09int,fac_AU10int,fac_AU12int,fac_AU14int,fac_AU15int,fac_AU17int,fac_AU20int,fac_AU23int,fac_AU25int,fac_AU26int,fac_AU45int,fac_AU01pres,fac_AU02pres,fac_AU04pres,fac_AU05pres,fac_AU06pres,fac_AU07pres,fac_AU09pres,fac_AU10pres,fac_AU12pres,fac_AU14pres,fac_AU15pres,fac_AU17pres,fac_AU20pres,fac_AU23pres,fac_AU25pres,fac_AU26pres,fac_AU28pres,fac_AU45pres +0.0,0.0,0.0,0.0,0.0,0.32,0.0,0.0,0.41,1.17,0.0,0.4,0.0,0.0,0.0,0.52,0.67,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0 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diff --git a/tests/test_data/movement_video_test.mp4 b/tests/test_data/movement_video_test.mp4 new file mode 100644 index 00000000..52b30f02 Binary files /dev/null and b/tests/test_data/movement_video_test.mp4 differ diff --git a/tests/verbal_acoustics/conftest.py b/tests/verbal_acoustics/conftest.py new file mode 100644 index 00000000..2ce06572 --- /dev/null +++ b/tests/verbal_acoustics/conftest.py @@ -0,0 +1,19 @@ +from pytest import fixture + +test_path = "tests/test_data/" +path_mp4 = test_path + "facial_speech_verbal_video_test.mp4" +path_wav = test_path + "facial_speech_verbal_audio_test.wav" + + +@fixture(scope="class") +def processing_verbal_acoustics_mp4(get_model): + m = get_model.verbal_acoustics + m.fit(path_mp4) + yield m + + +@fixture(scope="class") +def processing_verbal_acoustics_wav(get_model): + m = get_model.verbal_acoustics + m.fit(path_wav) + yield m diff --git a/tests/verbal_acoustics/test_api_acoustics.py b/tests/verbal_acoustics/test_api_acoustics.py new file mode 100644 index 00000000..6c5e0ebc --- /dev/null +++ b/tests/verbal_acoustics/test_api_acoustics.py @@ -0,0 +1,177 @@ +import numpy as np +from numpy.testing import assert_allclose +from pytest import mark + + +@mark.non_docker +@mark.acoustic +class AcousticTest: + def test_get_audio_intensity( + self, processing_verbal_acoustics_mp4, processing_verbal_acoustics_wav + ): + actual_mean = 52.867660826299 + actual_std = 6.357796 + + res_mp4 = processing_verbal_acoustics_mp4.get_audio_intensity() + res_wav = processing_verbal_acoustics_wav.get_audio_intensity() + + # testing mean actual vs desired + assert np.isclose(res_mp4.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + + # testing std actual vs desired + assert np.isclose(res_mp4.std().item(), actual_std, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.std().item(), actual_std, rtol=0.1, atol=1e-8) + + def test_get_pitch_frequency( + self, processing_verbal_acoustics_mp4, processing_verbal_acoustics_wav + ): + actual_mean = 27.270735 + actual_std = 58.073703 + + res_mp4 = processing_verbal_acoustics_mp4.get_pitch_frequency() + res_wav = processing_verbal_acoustics_wav.get_pitch_frequency() + + assert np.isclose(res_mp4.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + + assert np.isclose(res_mp4.std().item(), actual_std, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.std().item(), actual_std, rtol=0.1, atol=1e-8) + + def test_get_formant_frequency( + self, processing_verbal_acoustics_mp4, processing_verbal_acoustics_wav + ): + actual_mean = [679.47914618, 1788.237625, 2931.83885151, 4075.29506138] + actual_std = [366.35888699, 472.92129736, 543.15256087, 431.39331643] + + res_mp4 = processing_verbal_acoustics_mp4.get_formant_frequency() + res_wav = processing_verbal_acoustics_wav.get_formant_frequency() + + assert_allclose(res_mp4.mean(), actual_mean, rtol=0.1, atol=1e-8) + assert_allclose(res_wav.mean(), actual_mean, rtol=0.1, atol=1e-8) + + assert_allclose(res_mp4.std(), actual_std, rtol=0.1, atol=1e-8) + assert_allclose(res_wav.std(), actual_std, rtol=0.1, atol=1e-8) + + def test_get_harmonic_noise( + self, processing_verbal_acoustics_mp4, processing_verbal_acoustics_wav + ): + actual_mean = 3.154794 + actual_std = 7.389723 + + res_mp4 = processing_verbal_acoustics_mp4.get_harmonic_noise() + res_wav = processing_verbal_acoustics_wav.get_harmonic_noise() + + assert np.isclose(res_mp4.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + + assert np.isclose(res_mp4.std().item(), actual_std, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.std().item(), actual_std, rtol=0.1, atol=1e-8) + + def test_get_glottal_noise( + self, processing_verbal_acoustics_mp4, processing_verbal_acoustics_wav + ): + actual_mean = 0.86287177 + actual_std = 0.106516901 + + res_mp4 = processing_verbal_acoustics_mp4.get_glottal_noise() + res_wav = processing_verbal_acoustics_wav.get_glottal_noise() + + assert np.isclose(res_mp4.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + + assert np.isclose(res_mp4.std().item(), actual_std, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.std().item(), actual_std, rtol=0.1, atol=1e-8) + + def test_get_jitter( + self, processing_verbal_acoustics_mp4, processing_verbal_acoustics_wav + ): + actual_mean = 0.041403506 + actual_std = 0.026209854 + + res_mp4 = processing_verbal_acoustics_mp4.get_jitter() + res_wav = processing_verbal_acoustics_wav.get_jitter() + + assert np.isclose(res_mp4.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + + assert np.isclose(res_mp4.std().item(), actual_std, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.std().item(), actual_std, rtol=0.1, atol=1e-8) + + def test_get_shimmer( + self, processing_verbal_acoustics_mp4, processing_verbal_acoustics_wav + ): + actual_mean = 0.2018721891 + actual_std = 0.0584668629 + + res_mp4 = processing_verbal_acoustics_mp4.get_shimmer() + res_wav = processing_verbal_acoustics_wav.get_shimmer() + + assert np.isclose(res_mp4.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.mean().item(), actual_mean, rtol=0.1, atol=1e-8) + + assert np.isclose(res_mp4.std().item(), actual_std, rtol=0.1, atol=1e-8) + assert np.isclose(res_wav.std().item(), actual_std, rtol=0.1, atol=1e-8) + + def test_get_pause_characteristics( + self, processing_verbal_acoustics_mp4, processing_verbal_acoustics_wav + ): + actual_mean = [84.76, 28.84, 32, 55.92, 0.65974516] + + res_mp4 = processing_verbal_acoustics_mp4.get_pause_characteristics() + res_wav = processing_verbal_acoustics_wav.get_pause_characteristics() + + assert_allclose(res_mp4.mean(), actual_mean, rtol=0.1, atol=1e-8) + assert_allclose(res_wav.mean(), actual_mean, rtol=0.1, atol=1e-8) + + def test_get_voice_prevalence( + self, processing_verbal_acoustics_mp4, processing_verbal_acoustics_wav + ): + actual_mean = [1865.0, 8794.0, 21.207641573800316] + + res_mp4 = processing_verbal_acoustics_mp4.get_voice_prevalence() + res_wav = processing_verbal_acoustics_wav.get_voice_prevalence() + + assert_allclose(res_mp4.mean(), actual_mean, rtol=0.1, atol=1e-8) + assert_allclose(res_wav.mean(), actual_mean, rtol=0.1, atol=1e-8) + + def test_get_mfcc( + self, processing_verbal_acoustics_mp4, processing_verbal_acoustics_wav + ): + actual_mean = [ + 491.835, + -37.714, + 82.164, + 64.293, + -33.829, + 54.35, + 6.563, + -6.669, + 31.392, + -8.672, + 9.302, + 8.096, + ] + actual_std = [ + 71.555, + 83.91, + 65.506, + 32.296, + 38.059, + 35.283, + 30.122, + 23.462, + 21.292, + 21.183, + 18.607, + 17.101, + ] + + res_mp4 = processing_verbal_acoustics_mp4.get_mfcc() + res_wav = processing_verbal_acoustics_wav.get_mfcc() + + assert_allclose(res_mp4.mean(), actual_mean, rtol=0.1, atol=1e-8) + assert_allclose(res_wav.mean(), actual_mean, rtol=0.1, atol=1e-8) + + assert_allclose(res_mp4.std(), actual_std, rtol=0.1, atol=1e-8) + assert_allclose(res_wav.std(), actual_std, rtol=0.1, atol=1e-8)