mirror of
https://github.com/iperov/DeepFaceLab.git
synced 2025-07-05 20:42:11 -07:00
3930073e32
Specify the number of threads to process. A low value may affect performance. A high value may result in memory error. The value may not be greater than CPU cores.
574 lines
No EOL
26 KiB
Python
574 lines
No EOL
26 KiB
Python
import multiprocessing
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import os
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import pickle
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import sys
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import traceback
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from pathlib import Path
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import numpy as np
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from core import imagelib, pathex
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from core.cv2ex import *
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from core.interact import interact as io
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from core.joblib import Subprocessor
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from merger import MergeFaceAvatar, MergeMasked, MergerConfig
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from .MergerScreen import Screen, ScreenManager
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MERGER_DEBUG = False
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class InteractiveMergerSubprocessor(Subprocessor):
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class Frame(object):
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def __init__(self, prev_temporal_frame_infos=None,
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frame_info=None,
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next_temporal_frame_infos=None):
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self.prev_temporal_frame_infos = prev_temporal_frame_infos
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self.frame_info = frame_info
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self.next_temporal_frame_infos = next_temporal_frame_infos
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self.output_filepath = None
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self.output_mask_filepath = None
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self.idx = None
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self.cfg = None
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self.is_done = False
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self.is_processing = False
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self.is_shown = False
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self.image = None
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class ProcessingFrame(object):
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def __init__(self, idx=None,
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cfg=None,
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prev_temporal_frame_infos=None,
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frame_info=None,
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next_temporal_frame_infos=None,
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output_filepath=None,
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output_mask_filepath=None,
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need_return_image = False):
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self.idx = idx
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self.cfg = cfg
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self.prev_temporal_frame_infos = prev_temporal_frame_infos
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self.frame_info = frame_info
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self.next_temporal_frame_infos = next_temporal_frame_infos
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self.output_filepath = output_filepath
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self.output_mask_filepath = output_mask_filepath
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self.need_return_image = need_return_image
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if self.need_return_image:
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self.image = None
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class Cli(Subprocessor.Cli):
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#override
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def on_initialize(self, client_dict):
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self.log_info ('Running on %s.' % (client_dict['device_name']) )
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self.device_idx = client_dict['device_idx']
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self.device_name = client_dict['device_name']
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self.predictor_func = client_dict['predictor_func']
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self.predictor_input_shape = client_dict['predictor_input_shape']
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self.face_enhancer_func = client_dict['face_enhancer_func']
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self.xseg_256_extract_func = client_dict['xseg_256_extract_func']
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#transfer and set stdin in order to work code.interact in debug subprocess
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stdin_fd = client_dict['stdin_fd']
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if stdin_fd is not None:
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sys.stdin = os.fdopen(stdin_fd)
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return None
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#override
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def process_data(self, pf): #pf=ProcessingFrame
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cfg = pf.cfg.copy()
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frame_info = pf.frame_info
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filepath = frame_info.filepath
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if len(frame_info.landmarks_list) == 0:
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if cfg.mode == 'raw-predict':
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h,w,c = self.predictor_input_shape
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img_bgr = np.zeros( (h,w,3), dtype=np.uint8)
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img_mask = np.zeros( (h,w,1), dtype=np.uint8)
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else:
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self.log_info (f'no faces found for {filepath.name}, copying without faces')
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img_bgr = cv2_imread(filepath)
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imagelib.normalize_channels(img_bgr, 3)
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h,w,c = img_bgr.shape
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img_mask = np.zeros( (h,w,1), dtype=img_bgr.dtype)
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cv2_imwrite (pf.output_filepath, img_bgr)
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cv2_imwrite (pf.output_mask_filepath, img_mask)
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if pf.need_return_image:
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pf.image = np.concatenate ([img_bgr, img_mask], axis=-1)
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else:
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if cfg.type == MergerConfig.TYPE_MASKED:
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try:
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final_img = MergeMasked (self.predictor_func, self.predictor_input_shape,
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face_enhancer_func=self.face_enhancer_func,
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xseg_256_extract_func=self.xseg_256_extract_func,
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cfg=cfg,
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frame_info=frame_info)
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except Exception as e:
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e_str = traceback.format_exc()
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if 'MemoryError' in e_str:
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raise Subprocessor.SilenceException
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else:
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raise Exception( f'Error while merging file [{filepath}]: {e_str}' )
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elif cfg.type == MergerConfig.TYPE_FACE_AVATAR:
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final_img = MergeFaceAvatar (self.predictor_func, self.predictor_input_shape,
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cfg, pf.prev_temporal_frame_infos,
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pf.frame_info,
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pf.next_temporal_frame_infos )
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cv2_imwrite (pf.output_filepath, final_img[...,0:3] )
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cv2_imwrite (pf.output_mask_filepath, final_img[...,3:4] )
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if pf.need_return_image:
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pf.image = final_img
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return pf
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#overridable
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def get_data_name (self, pf):
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#return string identificator of your data
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return pf.frame_info.filepath
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#override
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def __init__(self, is_interactive, merger_session_filepath, predictor_func, predictor_input_shape, face_enhancer_func, xseg_256_extract_func, merger_config, frames, frames_root_path, output_path, output_mask_path, model_iter, subprocess_count=4):
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if len (frames) == 0:
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raise ValueError ("len (frames) == 0")
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super().__init__('Merger', InteractiveMergerSubprocessor.Cli, io_loop_sleep_time=0.001)
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self.is_interactive = is_interactive
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self.merger_session_filepath = Path(merger_session_filepath)
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self.merger_config = merger_config
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self.predictor_func = predictor_func
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self.predictor_input_shape = predictor_input_shape
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self.face_enhancer_func = face_enhancer_func
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self.xseg_256_extract_func = xseg_256_extract_func
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self.frames_root_path = frames_root_path
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self.output_path = output_path
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self.output_mask_path = output_mask_path
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self.model_iter = model_iter
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self.prefetch_frame_count = self.process_count = subprocess_count
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session_data = None
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if self.is_interactive and self.merger_session_filepath.exists():
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io.input_skip_pending()
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if io.input_bool ("Use saved session?", True):
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try:
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with open( str(self.merger_session_filepath), "rb") as f:
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session_data = pickle.loads(f.read())
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except Exception as e:
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pass
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rewind_to_frame_idx = None
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self.frames = frames
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self.frames_idxs = [ *range(len(self.frames)) ]
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self.frames_done_idxs = []
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if self.is_interactive and session_data is not None:
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# Loaded session data, check it
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s_frames = session_data.get('frames', None)
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s_frames_idxs = session_data.get('frames_idxs', None)
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s_frames_done_idxs = session_data.get('frames_done_idxs', None)
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s_model_iter = session_data.get('model_iter', None)
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frames_equal = (s_frames is not None) and \
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(s_frames_idxs is not None) and \
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(s_frames_done_idxs is not None) and \
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(s_model_iter is not None) and \
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(len(frames) == len(s_frames)) # frames count must match
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if frames_equal:
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for i in range(len(frames)):
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frame = frames[i]
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s_frame = s_frames[i]
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# frames filenames must match
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if frame.frame_info.filepath.name != s_frame.frame_info.filepath.name:
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frames_equal = False
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if not frames_equal:
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break
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if frames_equal:
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io.log_info ('Using saved session from ' + '/'.join (self.merger_session_filepath.parts[-2:]) )
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for frame in s_frames:
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if frame.cfg is not None:
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# recreate MergerConfig class using constructor with get_config() as dict params
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# so if any new param will be added, old merger session will work properly
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frame.cfg = frame.cfg.__class__( **frame.cfg.get_config() )
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self.frames = s_frames
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self.frames_idxs = s_frames_idxs
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self.frames_done_idxs = s_frames_done_idxs
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if self.model_iter != s_model_iter:
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# model was more trained, recompute all frames
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rewind_to_frame_idx = -1
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for frame in self.frames:
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frame.is_done = False
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elif len(self.frames_idxs) == 0:
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# all frames are done?
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rewind_to_frame_idx = -1
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if len(self.frames_idxs) != 0:
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cur_frame = self.frames[self.frames_idxs[0]]
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cur_frame.is_shown = False
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if not frames_equal:
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session_data = None
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if session_data is None:
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for filename in pathex.get_image_paths(self.output_path): #remove all images in output_path
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Path(filename).unlink()
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for filename in pathex.get_image_paths(self.output_mask_path): #remove all images in output_mask_path
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Path(filename).unlink()
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frames[0].cfg = self.merger_config.copy()
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for i in range( len(self.frames) ):
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frame = self.frames[i]
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frame.idx = i
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frame.output_filepath = self.output_path / ( frame.frame_info.filepath.stem + '.png' )
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frame.output_mask_filepath = self.output_mask_path / ( frame.frame_info.filepath.stem + '.png' )
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if not frame.output_filepath.exists() or \
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not frame.output_mask_filepath.exists():
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# if some frame does not exist, recompute and rewind
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frame.is_done = False
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frame.is_shown = False
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if rewind_to_frame_idx is None:
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rewind_to_frame_idx = i-1
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else:
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rewind_to_frame_idx = min(rewind_to_frame_idx, i-1)
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if rewind_to_frame_idx is not None:
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while len(self.frames_done_idxs) > 0:
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if self.frames_done_idxs[-1] > rewind_to_frame_idx:
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prev_frame = self.frames[self.frames_done_idxs.pop()]
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self.frames_idxs.insert(0, prev_frame.idx)
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else:
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break
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#override
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def process_info_generator(self):
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r = [0] if MERGER_DEBUG else range(self.process_count)
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for i in r:
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yield 'CPU%d' % (i), {}, {'device_idx': i,
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'device_name': 'CPU%d' % (i),
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'predictor_func': self.predictor_func,
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'predictor_input_shape' : self.predictor_input_shape,
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'face_enhancer_func': self.face_enhancer_func,
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'xseg_256_extract_func' : self.xseg_256_extract_func,
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'stdin_fd': sys.stdin.fileno() if MERGER_DEBUG else None
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}
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#overridable optional
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def on_clients_initialized(self):
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io.progress_bar ("Merging", len(self.frames_idxs)+len(self.frames_done_idxs), initial=len(self.frames_done_idxs) )
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self.process_remain_frames = not self.is_interactive
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self.is_interactive_quitting = not self.is_interactive
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if self.is_interactive:
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help_images = {
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MergerConfig.TYPE_MASKED : cv2_imread ( str(Path(__file__).parent / 'gfx' / 'help_merger_masked.jpg') ),
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MergerConfig.TYPE_FACE_AVATAR : cv2_imread ( str(Path(__file__).parent / 'gfx' / 'help_merger_face_avatar.jpg') ),
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}
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self.main_screen = Screen(initial_scale_to_width=1368, image=None, waiting_icon=True)
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self.help_screen = Screen(initial_scale_to_height=768, image=help_images[self.merger_config.type], waiting_icon=False)
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self.screen_manager = ScreenManager( "Merger", [self.main_screen, self.help_screen], capture_keys=True )
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self.screen_manager.set_current (self.help_screen)
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self.screen_manager.show_current()
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self.masked_keys_funcs = {
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'`' : lambda cfg,shift_pressed: cfg.set_mode(0),
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'1' : lambda cfg,shift_pressed: cfg.set_mode(1),
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'2' : lambda cfg,shift_pressed: cfg.set_mode(2),
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'3' : lambda cfg,shift_pressed: cfg.set_mode(3),
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'4' : lambda cfg,shift_pressed: cfg.set_mode(4),
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'5' : lambda cfg,shift_pressed: cfg.set_mode(5),
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'6' : lambda cfg,shift_pressed: cfg.set_mode(6),
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'q' : lambda cfg,shift_pressed: cfg.add_hist_match_threshold(1 if not shift_pressed else 5),
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'a' : lambda cfg,shift_pressed: cfg.add_hist_match_threshold(-1 if not shift_pressed else -5),
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'w' : lambda cfg,shift_pressed: cfg.add_erode_mask_modifier(1 if not shift_pressed else 5),
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's' : lambda cfg,shift_pressed: cfg.add_erode_mask_modifier(-1 if not shift_pressed else -5),
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'e' : lambda cfg,shift_pressed: cfg.add_blur_mask_modifier(1 if not shift_pressed else 5),
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'd' : lambda cfg,shift_pressed: cfg.add_blur_mask_modifier(-1 if not shift_pressed else -5),
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'r' : lambda cfg,shift_pressed: cfg.add_motion_blur_power(1 if not shift_pressed else 5),
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'f' : lambda cfg,shift_pressed: cfg.add_motion_blur_power(-1 if not shift_pressed else -5),
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't' : lambda cfg,shift_pressed: cfg.add_super_resolution_power(1 if not shift_pressed else 5),
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'g' : lambda cfg,shift_pressed: cfg.add_super_resolution_power(-1 if not shift_pressed else -5),
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'y' : lambda cfg,shift_pressed: cfg.add_blursharpen_amount(1 if not shift_pressed else 5),
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'h' : lambda cfg,shift_pressed: cfg.add_blursharpen_amount(-1 if not shift_pressed else -5),
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'u' : lambda cfg,shift_pressed: cfg.add_output_face_scale(1 if not shift_pressed else 5),
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'j' : lambda cfg,shift_pressed: cfg.add_output_face_scale(-1 if not shift_pressed else -5),
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'i' : lambda cfg,shift_pressed: cfg.add_image_denoise_power(1 if not shift_pressed else 5),
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'k' : lambda cfg,shift_pressed: cfg.add_image_denoise_power(-1 if not shift_pressed else -5),
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'o' : lambda cfg,shift_pressed: cfg.add_bicubic_degrade_power(1 if not shift_pressed else 5),
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'l' : lambda cfg,shift_pressed: cfg.add_bicubic_degrade_power(-1 if not shift_pressed else -5),
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'p' : lambda cfg,shift_pressed: cfg.add_color_degrade_power(1 if not shift_pressed else 5),
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';' : lambda cfg,shift_pressed: cfg.add_color_degrade_power(-1),
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':' : lambda cfg,shift_pressed: cfg.add_color_degrade_power(-5),
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'z' : lambda cfg,shift_pressed: cfg.toggle_masked_hist_match(),
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'x' : lambda cfg,shift_pressed: cfg.toggle_mask_mode(),
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'c' : lambda cfg,shift_pressed: cfg.toggle_color_transfer_mode(),
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'n' : lambda cfg,shift_pressed: cfg.toggle_sharpen_mode(),
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}
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self.masked_keys = list(self.masked_keys_funcs.keys())
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#overridable optional
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def on_clients_finalized(self):
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io.progress_bar_close()
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if self.is_interactive:
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self.screen_manager.finalize()
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for frame in self.frames:
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frame.output_filepath = None
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frame.output_mask_filepath = None
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frame.image = None
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session_data = {
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'frames': self.frames,
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'frames_idxs': self.frames_idxs,
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'frames_done_idxs': self.frames_done_idxs,
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'model_iter' : self.model_iter,
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}
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self.merger_session_filepath.write_bytes( pickle.dumps(session_data) )
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io.log_info ("Session is saved to " + '/'.join (self.merger_session_filepath.parts[-2:]) )
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#override
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def on_tick(self):
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io.process_messages()
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go_prev_frame = False
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go_first_frame = False
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go_prev_frame_overriding_cfg = False
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go_first_frame_overriding_cfg = False
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go_next_frame = self.process_remain_frames
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go_next_frame_overriding_cfg = False
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go_last_frame_overriding_cfg = False
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cur_frame = None
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if len(self.frames_idxs) != 0:
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cur_frame = self.frames[self.frames_idxs[0]]
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if self.is_interactive:
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screen_image = None if self.process_remain_frames else \
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self.main_screen.get_image()
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self.main_screen.set_waiting_icon( self.process_remain_frames or \
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self.is_interactive_quitting )
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if cur_frame is not None and not self.is_interactive_quitting:
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if not self.process_remain_frames:
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if cur_frame.is_done:
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if not cur_frame.is_shown:
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if cur_frame.image is None:
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image = cv2_imread (cur_frame.output_filepath, verbose=False)
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image_mask = cv2_imread (cur_frame.output_mask_filepath, verbose=False)
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if image is None or image_mask is None:
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# unable to read? recompute then
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cur_frame.is_done = False
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else:
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image = imagelib.normalize_channels(image, 3)
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image_mask = imagelib.normalize_channels(image_mask, 1)
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cur_frame.image = np.concatenate([image, image_mask], -1)
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if cur_frame.is_done:
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io.log_info (cur_frame.cfg.to_string( cur_frame.frame_info.filepath.name) )
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cur_frame.is_shown = True
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screen_image = cur_frame.image
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else:
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self.main_screen.set_waiting_icon(True)
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self.main_screen.set_image(screen_image)
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self.screen_manager.show_current()
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key_events = self.screen_manager.get_key_events()
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key, chr_key, ctrl_pressed, alt_pressed, shift_pressed = key_events[-1] if len(key_events) > 0 else (0,0,False,False,False)
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if key == 9: #tab
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self.screen_manager.switch_screens()
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else:
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if key == 27: #esc
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self.is_interactive_quitting = True
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elif self.screen_manager.get_current() is self.main_screen:
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if self.merger_config.type == MergerConfig.TYPE_MASKED and chr_key in self.masked_keys:
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self.process_remain_frames = False
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if cur_frame is not None:
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cfg = cur_frame.cfg
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prev_cfg = cfg.copy()
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if cfg.type == MergerConfig.TYPE_MASKED:
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self.masked_keys_funcs[chr_key](cfg, shift_pressed)
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|
|
if prev_cfg != cfg:
|
|
io.log_info ( cfg.to_string(cur_frame.frame_info.filepath.name) )
|
|
cur_frame.is_done = False
|
|
cur_frame.is_shown = False
|
|
else:
|
|
|
|
if chr_key == ',' or chr_key == 'm':
|
|
self.process_remain_frames = False
|
|
go_prev_frame = True
|
|
|
|
if chr_key == ',':
|
|
if shift_pressed:
|
|
go_first_frame = True
|
|
|
|
elif chr_key == 'm':
|
|
if not shift_pressed:
|
|
go_prev_frame_overriding_cfg = True
|
|
else:
|
|
go_first_frame_overriding_cfg = True
|
|
|
|
elif chr_key == '.' or chr_key == '/':
|
|
self.process_remain_frames = False
|
|
go_next_frame = True
|
|
|
|
if chr_key == '.':
|
|
if shift_pressed:
|
|
self.process_remain_frames = not self.process_remain_frames
|
|
|
|
elif chr_key == '/':
|
|
if not shift_pressed:
|
|
go_next_frame_overriding_cfg = True
|
|
else:
|
|
go_last_frame_overriding_cfg = True
|
|
|
|
elif chr_key == '-':
|
|
self.screen_manager.get_current().diff_scale(-0.1)
|
|
elif chr_key == '=':
|
|
self.screen_manager.get_current().diff_scale(0.1)
|
|
elif chr_key == 'v':
|
|
self.screen_manager.get_current().toggle_show_checker_board()
|
|
|
|
if go_prev_frame:
|
|
if cur_frame is None or cur_frame.is_done:
|
|
if cur_frame is not None:
|
|
cur_frame.image = None
|
|
|
|
while True:
|
|
if len(self.frames_done_idxs) > 0:
|
|
prev_frame = self.frames[self.frames_done_idxs.pop()]
|
|
self.frames_idxs.insert(0, prev_frame.idx)
|
|
prev_frame.is_shown = False
|
|
io.progress_bar_inc(-1)
|
|
|
|
if cur_frame is not None and (go_prev_frame_overriding_cfg or go_first_frame_overriding_cfg):
|
|
if prev_frame.cfg != cur_frame.cfg:
|
|
prev_frame.cfg = cur_frame.cfg.copy()
|
|
prev_frame.is_done = False
|
|
|
|
cur_frame = prev_frame
|
|
|
|
if go_first_frame_overriding_cfg or go_first_frame:
|
|
if len(self.frames_done_idxs) > 0:
|
|
continue
|
|
break
|
|
|
|
elif go_next_frame:
|
|
if cur_frame is not None and cur_frame.is_done:
|
|
cur_frame.image = None
|
|
cur_frame.is_shown = True
|
|
self.frames_done_idxs.append(cur_frame.idx)
|
|
self.frames_idxs.pop(0)
|
|
io.progress_bar_inc(1)
|
|
|
|
f = self.frames
|
|
|
|
if len(self.frames_idxs) != 0:
|
|
next_frame = f[ self.frames_idxs[0] ]
|
|
next_frame.is_shown = False
|
|
|
|
if go_next_frame_overriding_cfg or go_last_frame_overriding_cfg:
|
|
|
|
if go_next_frame_overriding_cfg:
|
|
to_frames = next_frame.idx+1
|
|
else:
|
|
to_frames = len(f)
|
|
|
|
for i in range( next_frame.idx, to_frames ):
|
|
f[i].cfg = None
|
|
|
|
for i in range( min(len(self.frames_idxs), self.prefetch_frame_count) ):
|
|
frame = f[ self.frames_idxs[i] ]
|
|
if frame.cfg is None:
|
|
if i == 0:
|
|
frame.cfg = cur_frame.cfg.copy()
|
|
else:
|
|
frame.cfg = f[ self.frames_idxs[i-1] ].cfg.copy()
|
|
|
|
frame.is_done = False #initiate solve again
|
|
frame.is_shown = False
|
|
|
|
if len(self.frames_idxs) == 0:
|
|
self.process_remain_frames = False
|
|
|
|
return (self.is_interactive and self.is_interactive_quitting) or \
|
|
(not self.is_interactive and self.process_remain_frames == False)
|
|
|
|
|
|
#override
|
|
def on_data_return (self, host_dict, pf):
|
|
frame = self.frames[pf.idx]
|
|
frame.is_done = False
|
|
frame.is_processing = False
|
|
|
|
#override
|
|
def on_result (self, host_dict, pf_sent, pf_result):
|
|
frame = self.frames[pf_result.idx]
|
|
frame.is_processing = False
|
|
if frame.cfg == pf_result.cfg:
|
|
frame.is_done = True
|
|
frame.image = pf_result.image
|
|
|
|
#override
|
|
def get_data(self, host_dict):
|
|
if self.is_interactive and self.is_interactive_quitting:
|
|
return None
|
|
|
|
for i in range ( min(len(self.frames_idxs), self.prefetch_frame_count) ):
|
|
frame = self.frames[ self.frames_idxs[i] ]
|
|
|
|
if not frame.is_done and not frame.is_processing and frame.cfg is not None:
|
|
frame.is_processing = True
|
|
return InteractiveMergerSubprocessor.ProcessingFrame(idx=frame.idx,
|
|
cfg=frame.cfg.copy(),
|
|
prev_temporal_frame_infos=frame.prev_temporal_frame_infos,
|
|
frame_info=frame.frame_info,
|
|
next_temporal_frame_infos=frame.next_temporal_frame_infos,
|
|
output_filepath=frame.output_filepath,
|
|
output_mask_filepath=frame.output_mask_filepath,
|
|
need_return_image=True )
|
|
|
|
return None
|
|
|
|
#override
|
|
def get_result(self):
|
|
return 0 |