Update auditqa/doc_process.py

auditqa/doc_process.py

@@ -3,7 +3,7 @@ import os
 from langchain.text_splitter import RecursiveCharacterTextSplitter, SentenceTransformersTokenTextSplitter
 from transformers import AutoTokenizer
 from langchain_community.document_loaders import PyMuPDFLoader
-from langchain.embeddings import HuggingFaceEmbeddings
+from langchain_community.embeddings import HuggingFaceEmbeddings
 from langchain_community.vectorstores import Qdrant
 path_to_data = "./data/"
 
@@ -48,7 +48,7 @@ def process_pdf():
     )
     
     qdrant_collections = {}
-    for file,value in all_documents:
+    for file,value in all_documents.items():
         qdrant_collections[file] = Qdrant.from_documents(
             value,
             embeddings,