| from time import sleep | |
| from typing import Optional | |
| import cv2 | |
| import gradio | |
| import numpy | |
| from ffff import logger, process_manager, state_manager, wording | |
| from ffff.audio import create_empty_audio_frame, get_audio_frame | |
| from ffff.common_helper import get_first | |
| from ffff.content_analyser import analyse_frame | |
| from ffff.core import conditional_append_reference_faces | |
| from ffff.face_analyser import get_average_face, get_many_faces | |
| from ffff.face_store import clear_reference_faces, clear_static_faces, get_reference_faces | |
| from ffff.filesystem import filter_audio_paths, is_image, is_video | |
| from ffff.processors.core import get_processors_modules | |
| from ffff.typing import AudioFrame, Face, FaceSet, VisionFrame | |
| from ffff.uis.core import get_ui_component, get_ui_components, register_ui_component | |
| from ffff.vision import count_video_frame_total, detect_frame_orientation, get_video_frame, normalize_frame_color, read_static_image, read_static_images, resize_frame_resolution | |
| PREVIEW_IMAGE: Optional[gradio.Image] = None | |
| PREVIEW_FRAME_SLIDER: Optional[gradio.Slider] = None | |
| PREVIEW_ORIGINAL_IMAGE: Optional[gradio.Image] = None | |
| def render() -> None: | |
| global PREVIEW_IMAGE | |
| global PREVIEW_FRAME_SLIDER | |
| global PREVIEW_ORIGINAL_IMAGE | |
| preview_image_args = { | |
| 'label': wording.get('uis.preview_image'), | |
| 'interactive': False | |
| } | |
| preview_frame_slider_args = { | |
| 'label': wording.get('uis.preview_frame_slider'), | |
| 'step': 1, | |
| 'minimum': 0, | |
| 'maximum': 100, | |
| 'visible': False | |
| } | |
| original_image_args = { | |
| 'label': 'Original Frame', | |
| 'interactive': False, | |
| 'value': None | |
| } | |
| conditional_append_reference_faces() | |
| reference_faces = get_reference_faces() if 'reference' in state_manager.get_item('face_selector_mode') else None | |
| source_frames = read_static_images(state_manager.get_item('source_paths')) | |
| source_faces = get_many_faces(source_frames) | |
| source_face = get_average_face(source_faces) | |
| source_audio_path = get_first(filter_audio_paths(state_manager.get_item('source_paths'))) | |
| source_audio_frame = create_empty_audio_frame() | |
| if source_audio_path and state_manager.get_item('output_video_fps') and state_manager.get_item('reference_frame_number'): | |
| temp_audio_frame = get_audio_frame(source_audio_path, state_manager.get_item('output_video_fps'), state_manager.get_item('reference_frame_number')) | |
| if numpy.any(temp_audio_frame): | |
| source_audio_frame = temp_audio_frame | |
| if is_image(state_manager.get_item('target_path')): | |
| target_vision_frame = read_static_image(state_manager.get_item('target_path')) | |
| preview_vision_frame = process_preview_frame(reference_faces, source_face, source_audio_frame, target_vision_frame) | |
| preview_image_args['value'] = normalize_frame_color(preview_vision_frame) | |
| original_image_args['value'] = normalize_frame_color(target_vision_frame) | |
| elif is_video(state_manager.get_item('target_path')): | |
| temp_vision_frame = get_video_frame(state_manager.get_item('target_path'), state_manager.get_item('reference_frame_number')) | |
| preview_vision_frame = process_preview_frame(reference_faces, source_face, source_audio_frame, temp_vision_frame) | |
| preview_image_args['value'] = normalize_frame_color(preview_vision_frame) | |
| original_image_args['value'] = normalize_frame_color(temp_vision_frame) | |
| preview_image_args['visible'] = True | |
| preview_frame_slider_args['value'] = state_manager.get_item('reference_frame_number') | |
| preview_frame_slider_args['maximum'] = count_video_frame_total(state_manager.get_item('target_path')) | |
| preview_frame_slider_args['visible'] = True | |
| PREVIEW_IMAGE = gradio.Image(**preview_image_args) | |
| PREVIEW_FRAME_SLIDER = gradio.Slider(**preview_frame_slider_args) | |
| PREVIEW_ORIGINAL_IMAGE = gradio.Image(**original_image_args) | |
| register_ui_component('preview_image', PREVIEW_IMAGE) | |
| register_ui_component('preview_frame_slider', PREVIEW_FRAME_SLIDER) | |
| register_ui_component('preview_original_image', PREVIEW_ORIGINAL_IMAGE) | |
| def listen() -> None: | |
| PREVIEW_FRAME_SLIDER.release(update_images, inputs=PREVIEW_FRAME_SLIDER, outputs=[PREVIEW_ORIGINAL_IMAGE, PREVIEW_IMAGE]) | |
| reference_face_position_gallery = get_ui_component('reference_face_position_gallery') | |
| if reference_face_position_gallery: | |
| reference_face_position_gallery.select(update_preview_image, inputs=PREVIEW_FRAME_SLIDER, outputs=PREVIEW_IMAGE) | |
| for ui_component in get_ui_components(['source_audio', 'source_image', 'target_image', 'target_video']): | |
| for method in ['upload', 'change', 'clear']: | |
| getattr(ui_component, method)(update_images, inputs=PREVIEW_FRAME_SLIDER, outputs=[PREVIEW_ORIGINAL_IMAGE, PREVIEW_IMAGE]) | |
| for ui_component in get_ui_components(['target_image', 'target_video']): | |
| for method in ['upload', 'change', 'clear']: | |
| getattr(ui_component, method)(update_preview_frame_slider, outputs=PREVIEW_FRAME_SLIDER) | |
| for ui_component in get_ui_components([ | |
| 'face_debugger_items_checkbox_group', | |
| 'frame_colorizer_size_dropdown', | |
| 'face_mask_types_checkbox_group', | |
| 'face_mask_regions_checkbox_group' | |
| ]): | |
| ui_component.change(update_preview_image, inputs=PREVIEW_FRAME_SLIDER, outputs=PREVIEW_IMAGE) | |
| for ui_component in get_ui_components([ | |
| 'age_modifier_model_dropdown', | |
| 'expression_restorer_model_dropdown', | |
| 'processors_checkbox_group', | |
| 'face_editor_model_dropdown', | |
| 'face_enhancer_model_dropdown', | |
| 'face_swapper_model_dropdown', | |
| 'face_swapper_pixel_boost_dropdown', | |
| 'frame_colorizer_model_dropdown', | |
| 'frame_enhancer_model_dropdown', | |
| 'lip_syncer_model_dropdown', | |
| 'face_selector_mode_dropdown', | |
| 'face_selector_order_dropdown', | |
| 'face_selector_gender_dropdown', | |
| 'face_selector_race_dropdown', | |
| 'face_detector_model_dropdown', | |
| 'face_detector_size_dropdown', | |
| 'face_detector_angles_checkbox_group', | |
| 'face_landmarker_model_dropdown' | |
| ]): | |
| ui_component.change(clear_and_update_preview_image, inputs=PREVIEW_FRAME_SLIDER, outputs=PREVIEW_IMAGE) | |
| for ui_component in get_ui_components([ | |
| 'face_detector_score_slider', | |
| 'face_landmarker_score_slider' | |
| ]): | |
| ui_component.release(clear_and_update_preview_image, inputs=PREVIEW_FRAME_SLIDER, outputs=PREVIEW_IMAGE) | |
| def update_images(frame_number: int = 0) -> [gradio.Image, gradio.Image]: | |
| preview_image = update_preview_image(frame_number) | |
| original_image = update_original_frame(frame_number) | |
| return [original_image, preview_image] | |
| def clear_and_update_preview_image(frame_number: int = 0) -> gradio.Image: | |
| clear_reference_faces() | |
| clear_static_faces() | |
| return update_preview_image(frame_number) | |
| def update_preview_image(frame_number: int = 0) -> gradio.Image: | |
| while process_manager.is_checking(): | |
| sleep(0.5) | |
| conditional_append_reference_faces() | |
| reference_faces = get_reference_faces() if 'reference' in state_manager.get_item('face_selector_mode') else None | |
| source_frames = read_static_images(state_manager.get_item('source_paths')) | |
| source_faces = get_many_faces(source_frames) | |
| source_face = get_average_face(source_faces) | |
| source_audio_path = get_first(filter_audio_paths(state_manager.get_item('source_paths'))) | |
| source_audio_frame = create_empty_audio_frame() | |
| if source_audio_path and state_manager.get_item('output_video_fps') and state_manager.get_item('reference_frame_number'): | |
| reference_audio_frame_number = state_manager.get_item('reference_frame_number') | |
| if state_manager.get_item('trim_frame_start'): | |
| reference_audio_frame_number -= state_manager.get_item('trim_frame_start') | |
| temp_audio_frame = get_audio_frame(source_audio_path, state_manager.get_item('output_video_fps'), reference_audio_frame_number) | |
| if numpy.any(temp_audio_frame): | |
| source_audio_frame = temp_audio_frame | |
| if is_image(state_manager.get_item('target_path')): | |
| target_vision_frame = read_static_image(state_manager.get_item('target_path')) | |
| preview_vision_frame = process_preview_frame(reference_faces, source_face, source_audio_frame, target_vision_frame) | |
| preview_vision_frame = normalize_frame_color(preview_vision_frame) | |
| return gradio.Image(value=preview_vision_frame) | |
| if is_video(state_manager.get_item('target_path')): | |
| temp_vision_frame = get_video_frame(state_manager.get_item('target_path'), frame_number) | |
| preview_vision_frame = process_preview_frame(reference_faces, source_face, source_audio_frame, temp_vision_frame) | |
| preview_vision_frame = normalize_frame_color(preview_vision_frame) | |
| return gradio.Image(value=preview_vision_frame) | |
| return gradio.Image(value=None) | |
| def update_original_frame(frame_number: int = 0) -> gradio.Image: | |
| if is_image(state_manager.get_item('target_path')): | |
| target_vision_frame = read_static_image(state_manager.get_item('target_path')) | |
| return gradio.Image(value=normalize_frame_color(target_vision_frame)) | |
| if is_video(state_manager.get_item('target_path')): | |
| temp_vision_frame = get_video_frame(state_manager.get_item('target_path'), frame_number) | |
| return gradio.Image(value=normalize_frame_color(temp_vision_frame)) | |
| return gradio.Image(value=None) | |
| def update_preview_frame_slider() -> gradio.Slider: | |
| if is_video(state_manager.get_item('target_path')): | |
| video_frame_total = count_video_frame_total(state_manager.get_item('target_path')) | |
| return gradio.Slider(maximum=video_frame_total, visible=True) | |
| return gradio.Slider(value=0, visible=False) | |
| def process_preview_frame(reference_faces: FaceSet, source_face: Face, source_audio_frame: AudioFrame, target_vision_frame: VisionFrame) -> VisionFrame: | |
| source_vision_frame = target_vision_frame.copy() | |
| if analyse_frame(target_vision_frame): | |
| return cv2.GaussianBlur(target_vision_frame, (99, 99), 0) | |
| for processor_module in get_processors_modules(state_manager.get_item('processors')): | |
| logger.disable() | |
| if processor_module.pre_process('preview'): | |
| target_vision_frame = processor_module.process_frame({ | |
| 'reference_faces': reference_faces, | |
| 'source_face': source_face, | |
| 'source_audio_frame': source_audio_frame, | |
| 'source_vision_frame': source_vision_frame, | |
| 'target_vision_frame': target_vision_frame | |
| }) | |
| logger.enable() | |
| return target_vision_frame | |