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](figure/vocabulary_demo.png)
+            ![Vocabulary Demo](https://huggingface.co/spaces/sail/scaling-with-vocab-demo/blob/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:
             
@@ -56,7 +56,7 @@ with gr.Blocks() as demo:
         
 
         with gr.Row():
-            Nnv = gr.Textbox(label="Non-vocabulary Parameters", value=str(7e9))
+            Nnv = gr.Textbox(label="Non-vocabulary Parameters (1e9=1B)", placeholder="Required (e.g. 3.0e9)")
             flops = gr.Textbox(label="FLOPs", placeholder="Optional (e.g. 7.05e21)")
             output_text = gr.Textbox(label="Prediction")
         with gr.Row():