Update app.py

app.py

@@ -1,13 +1,12 @@
+import duckdb
 import gradio as gr
-
 from sentence_transformers import SentenceTransformer
-import duckdb
+from sentence_transformers.models import StaticEmbedding
 from huggingface_hub import get_token
 
-from sentence_transformers import SentenceTransformer
-import duckdb
 
-model = SentenceTransformer("sentence-transformers/static-retrieval-mrl-en-v1")
+static_embedding = StaticEmbedding.from_model2vec("minishlab/potion-base-8M")
+model = SentenceTransformer(modules=[static_embedding])
 dataset_name = "smol-blueprint/fineweb-bbc-news-text-embeddings"
 embedding_column = "embedding"
 table_name = "fineweb"