SAE : WARNING, RETRAIN IS REQUIRED !

fixed model sizes from previous update.
avoided bug in ML framework(keras) that forces to train the model on random noise.

Converter: added blur on the same keys as sharpness

Added new model 'TrueFace'. This is a GAN model ported from https://github.com/NVlabs/FUNIT
Model produces near zero morphing and high detail face.
Model has higher failure rate than other models.
Keep src and dst faceset in same lighting conditions.

mainscripts/dev_misc.py

@@ -0,0 +1,50 @@
+from . import Extractor
+from . import Sorter
+from pathlib import Path
+from utils import Path_utils
+import shutil
+from interact import interact as io
+
+def extract_vggface2_dataset(input_dir, device_args={} ):
+    multi_gpu = device_args.get('multi_gpu', False)
+    cpu_only = device_args.get('cpu_only', False)
+
+    input_path = Path(input_dir)
+    if not input_path.exists():
+        raise ValueError('Input directory not found. Please ensure it exists.')
+    
+    output_path = input_path.parent / (input_path.name + '_out')
+    
+    dir_names = Path_utils.get_all_dir_names(input_path)
+    
+    if not output_path.exists():
+        output_path.mkdir(parents=True, exist_ok=True)
+        
+    
+    
+    for dir_name in dir_names:
+        
+        cur_input_path = input_path / dir_name
+        cur_output_path = output_path / dir_name
+
+        io.log_info (f"Processing: {str(cur_input_path)} ")
+        
+        if not cur_output_path.exists():
+            cur_output_path.mkdir(parents=True, exist_ok=True)
+
+        Extractor.main( str(cur_input_path),
+              str(cur_output_path),
+              detector='s3fd',
+              image_size=256,
+              face_type='full_face',
+              max_faces_from_image=1,
+              device_args=device_args )
+              
+        io.log_info (f"Sorting: {str(cur_input_path)} ")
+        Sorter.main (input_path=str(cur_output_path), sort_by_method='hist')
+        
+        try:
+            io.log_info (f"Removing: {str(cur_input_path)} ")
+            shutil.rmtree(cur_input_path)
+        except:
+            io.log_info (f"unable to remove: {str(cur_input_path)} ")