Update app.py

app.py

@@ -41,11 +41,15 @@ recursive_framework_document = metadata_generator(ai_framework_document, "AI Fra
 recursive_blueprint_document = metadata_generator(ai_blueprint_document, "AI Blueprint")
 combined_documents = recursive_framework_document + recursive_blueprint_document
 
-from transformers import AutoModel
-embeddings = AutoModel.from_pretrained("Cheselle/finetuned-arctic-sentence")
 
-#from sentence_transformers import SentenceTransformer
-#embeddings = SentenceTransformer("Cheselle/finetuned-arctic-sentence")
+#from transformers import AutoTokenizer, AutoModel
+#import torch
+#embedding = AutoModel.from_pretrained("Cheselle/finetuned-arctic-sentence")
+#tokenizer = AutoTokenizer.from_pretrained("Cheselle/finetuned-arctic-sentence")
+
+from sentence_transformers import SentenceTransformer
+embedding_model = SentenceTransformer("Cheselle/finetuned-arctic-sentence")
+embeddings = embedding_model.encode(combined_documents)
 
 vectorstore = Qdrant.from_documents(
     documents=combined_documents,