diff --git a/scripts/convert_sd_to_diffusers_cli.py b/scripts/convert_sd_to_diffusers_cli.py
new file mode 100644
index 0000000..1bde976
--- /dev/null
+++ b/scripts/convert_sd_to_diffusers_cli.py
@@ -0,0 +1,29 @@
+import sys
+import os
+try:
+    import converters
+except ImportError:
+
+    #if there's a scripts folder where the script is, add it to the path
+    if 'scripts' in os.listdir(os.path.dirname(os.path.abspath(__file__))):
+        sys.path.append(os.path.dirname(os.path.abspath(__file__)) + '\\scripts')
+    else:
+        print('Could not find scripts folder. Please add it to the path manually or place this file in it.')
+    import converters
+
+
+if __name__ == '__main__':
+    args = sys.argv[1:]
+    if len(args) != 4:
+        print('Usage: python3 convert_sd_to_diffusers.py <model_path> <output_path> <version> <prediction_type>')
+        sys.exit(1)
+    checkpoint_path = args[0]
+    output_path = args[1]
+    version = args[2]
+    prediction_type = args[3]
+    converters.Convert_SD_to_Diffusers(
+        checkpoint_path,
+        output_path,
+        version = version,
+        prediction_type = prediction_type
+    )
\ No newline at end of file
diff --git a/scripts/trainer.py b/scripts/trainer.py
index bf5a572..266b3ba 100644
--- a/scripts/trainer.py
+++ b/scripts/trainer.py
@@ -1064,10 +1064,17 @@ def __init__(
                     if concept['use_sub_dirs'] == 1:
                         tot = 0
                         for root, dirs, files in os.walk(concept['instance_data_dir']):
-                            tot += len(files)
+                            for file in files:
+                                if file.endswith( ('.jpg','.jpeg','.png','.webp','.bmp','.JPG','.JPEG','.PNG','.WEBP','.BMP')):
+                                    tot += 1
                         count = tot
                     else:
-                        count = len(os.listdir(concept['instance_data_dir']))
+                        tot = 0
+                        files = os.listdir(concept['instance_data_dir'])
+                        for file in files:
+                            if file.endswith( ('.jpg','.jpeg','.png','.webp','.bmp','.JPG','.JPEG','.PNG','.WEBP','.BMP')):
+                                tot += 1
+                        count = tot
                 else:
                     count = len(os.listdir(concept['instance_data_dir']))
                 print(f"{concept['instance_data_dir']} has count of {count}")