diff --git a/py/bnk_adv_encode.py b/py/bnk_adv_encode.py
index 0aa2c3a..f44eecf 100644
--- a/py/bnk_adv_encode.py
+++ b/py/bnk_adv_encode.py
@@ -235,6 +235,7 @@ def prepareXL(embs_l, embs_g, pooled, clip_balance):
         return torch.cat([embs_l * l_w, embs_g * g_w], dim=-1), pooled
     else:
         return embs_g, pooled
+  #=====================
 
 def advanced_encode(clip, text, token_normalization, weight_interpretation, w_max=1.0, clip_balance=.5, apply_to_pooled=True):
     tokenized = clip.tokenize(text, return_word_ids=True)
@@ -271,7 +272,8 @@ def advanced_encode(clip, text, token_normalization, weight_interpretation, w_ma
                                            weight_interpretation,
                                            lambda x: (clip.encode_from_tokens(x), None),
                                            w_max=w_max)
-        
+
+  #=====================        
 def advanced_encode_XL(clip, text1, text2, token_normalization, weight_interpretation, w_max=1.0, clip_balance=.5, apply_to_pooled=True):
     tokenized1 = clip.tokenize(text1, return_word_ids=True)
     tokenized2 = clip.tokenize(text2, return_word_ids=True)