Update app.py

app.py

@@ -41,7 +41,7 @@ with gr.Blocks() as demo:
 
             This repo is the offical demo space for [Scaling Laws with Vocabulary: Larger Models Deserve Larger Vocabularies](https://huggingface.co/papers/2407.13623). In summary, we show that when scaling up model size, increase vocabulary size too, but at a slower rate than other parameters.
             
-            ![Vocabulary Demo](https://huggingface.co/spaces/sail/scaling-with-vocab-demo/blob/main/figures/vocabulary_demo.png)
+            ![Vocabulary Demo](https://huggingface.co/spaces/sail/scaling-with-vocab-demo/resolve/main/figures/vocabulary_demo.png)
 
             This tool is used to predict the optimal vocabulary size given the non-vocabulary parameters. We provide 3 ways for prediction:
             
@@ -68,17 +68,3 @@ with gr.Blocks() as demo:
             outputs=output_text
         )
 demo.launch()
-
-# import gradio as gr
-# def update(name):
-#     return f"Welcome to Gradio, {name}!"
-
-# with gr.Blocks() as demo:
-#     gr.Markdown("Start typing below and then click **Run** to see the output.")
-#     with gr.Row():
-#         inp = gr.Textbox(placeholder="What is your name?")
-#         out = gr.Textbox()
-#     btn = gr.Button("Run")
-#     btn.click(fn=update, inputs=inp, outputs=out)
-
-# demo.launch()