Update auditqa/doc_process.py

auditqa/doc_process.py

@@ -5,10 +5,10 @@ from transformers import AutoTokenizer
 from langchain_community.document_loaders import PyMuPDFLoader
 from langchain_community.embeddings import HuggingFaceEmbeddings, HuggingFaceInferenceAPIEmbeddings
 from langchain_community.vectorstores import Qdrant
-from dotenv import load_dotenv
-load_dotenv()
+#from dotenv import load_dotenv
+#load_dotenv()
 
-HF_token = os.environ["HF_TOKEN"]
+#HF_token = os.environ["HF_TOKEN"]
 path_to_data = "./data/"
 
 
@@ -45,7 +45,7 @@ def process_pdf():
     print(all_documents.keys())
   
     
-    embeddings = HuggingFaceInferenceAPIEmbeddings(api_key=HF_token,
+    embeddings = HuggingFaceEmbeddings(
       model_name="sentence-transformers/all-mpnet-base-v2"
     )