Files
facefusion/tests/test_face_classifier.py

69 lines
2.3 KiB
Python

import pytest
from facefusion import face_classifier, face_detector, inference_manager, process_manager, state_manager
from facefusion.download import conditional_download
from facefusion.face_classifier import categorize_age, categorize_gender, categorize_race, classify_face
from facefusion.face_detector import detect_with_yolo_face
from facefusion.vision import read_static_image
from tests.assert_helper import get_test_example_file, get_test_examples_directory
@pytest.fixture(scope = 'module', autouse = True)
def before_all() -> None:
state_manager.init()
inference_manager.init()
process_manager.start()
conditional_download(get_test_examples_directory(),
[
'https://github.com/facefusion/facefusion-assets/releases/download/examples-3.0.0/source.jpg'
])
state_manager.init_item('execution_device_ids', [ 0 ])
state_manager.init_item('execution_providers', [ 'cpu' ])
state_manager.init_item('download_providers', [ 'github' ])
state_manager.init_item('face_detector_model', 'yolo_face')
state_manager.init_item('face_detector_score', 0.5)
face_classifier.pre_check()
face_detector.pre_check()
@pytest.fixture(autouse = True)
def before_each() -> None:
face_classifier.clear_inference_pool()
def test_classify_face() -> None:
source_vision_frame = read_static_image(get_test_example_file('source.jpg'))
_, _, face_landmarks_5 = detect_with_yolo_face(source_vision_frame, '640x640')
assert classify_face(source_vision_frame, face_landmarks_5[0]) == ('female', range(20, 29), 'white')
def test_categorize_gender() -> None:
assert categorize_gender(0) == 'male'
assert categorize_gender(1) == 'female'
def test_categorize_age() -> None:
assert categorize_age(0) == range(0, 2)
assert categorize_age(1) == range(3, 9)
assert categorize_age(2) == range(10, 19)
assert categorize_age(3) == range(20, 29)
assert categorize_age(4) == range(30, 39)
assert categorize_age(5) == range(40, 49)
assert categorize_age(6) == range(50, 59)
assert categorize_age(7) == range(60, 69)
assert categorize_age(8) == range(70, 100)
def test_categorize_race() -> None:
assert categorize_race(0) == 'white'
assert categorize_race(1) == 'black'
assert categorize_race(2) == 'latino'
assert categorize_race(3) == 'asian'
assert categorize_race(4) == 'asian'
assert categorize_race(5) == 'indian'
assert categorize_race(6) == 'arabic'