formatting

app.py

@@ -2,7 +2,6 @@ import gradio as gr
 from qdrant_client import QdrantClient
 from qdrant_client import models
 from sentence_transformers import SentenceTransformer
-from huggingface_hub import hf_hub_url
 from dotenv import load_dotenv
 import os
 from functools import lru_cache
@@ -64,7 +63,8 @@ def hub_id_qdrant_id(hub_id):
         return matches[0][0].id
     except IndexError as e:
         raise gr.Error(
-            f"Hub id {hub_id} not in out database. This could be because it is very new or because it doesn't have much documentation."
+            f"Hub id {hub_id} not in out database. This could be because it is very new"
+            " or because it doesn't have much documentation."
         ) from e
 
 
@@ -86,11 +86,14 @@ with gr.Blocks() as demo:
     gr.Markdown("## 🤗 Semantic Dataset Search")
     with gr.Row():
         gr.Markdown(
-            "This Gradio app allows you to search for datasets based on their descriptions. You can either search for similar datasets to a given dataset or search for datasets based on a query."
+            "This Gradio app allows you to search for datasets based on their"
+            " descriptions. You can either search for similar datasets to a given"
+            " dataset or search for datasets based on a query."
         )
     with gr.Row():
-        search_term = gr.Textbox(value="movie review sentiment",
-            label="hub id i.e. IMDB or query i.e. movie review sentiment"
+        search_term = gr.Textbox(
+            value="movie review sentiment",
+            label="hub id i.e. IMDB or query i.e. movie review sentiment",
         )
     with gr.Row():
         with gr.Row():