editing text

app.py

@@ -42,7 +42,8 @@ def edict(x, source_text, edit_text,
 
     url = endpoint.url
     url = url + "/api/edit"
-    headers = {
+    headers = {### Misc.
+
         "User-Agent": "EDICT HuggingFace Space",
         "Auth-Token": get_token(),
     }
@@ -93,15 +94,15 @@ for dog_i in [1, 2]:
         examples.append([f'square_ims/imagenet_dog_{dog_i}.jpg', 'A dog', f'A {breed}', 0.8, 3])
 
 
-description = 'A gradio demo for [EDICT](https://arxiv.org/abs/2211.12446, CVPR23)'
+description = 'A gradio demo for [EDICT](https://arxiv.org/abs/2211.12446) (CVPR23)'
 # description = gr.Markdown(description)
 
 article = """
 
 ### Prompting Style
 
-As with many text-to-image methods, the prompting style of EDICT can make a big difference. When in doubt, experiment! Some guidance that we've found:
-* Parallel the Original and Edit description construction as much as possible. Inserting/editing single words often is enough to affect a change while maintaining a lot of the original structure
+As with many text-to-image methods, the prompting style of EDICT can make a big difference. When in doubt, experiment! Some guidance:
+* Parallel *Original Description* and *Edit Description* construction as much as possible. Inserting/editing single words often is enough to affect a change while maintaining a lot of the original structure
 * Words that will affect the entire setting (e.g. "A photo of " vs. "A painting of") can make a big difference. Playing around with them can help a lot
 
 ### Parameters
@@ -111,6 +112,7 @@ Both `edit_strength` and `guidance_scale` have similar properties qualitatively:
 
 Usually we find changing `edit_strength` to be enough, but feel free to play around (and report any interesting results)!
 
+### Misc.
 
 Having difficulty coming up with a caption? Try [BLIP](https://huggingface.co/spaces/Salesforce/BLIP2) to automatically generate one!