Update auditqa/doc_process.py

auditqa/doc_process.py

@@ -43,16 +43,15 @@ def process_pdf():
         all_documents[file] = doc_processed
         
     print(all_documents.keys())
-    print(all_documents['ABC'])
-
-
+  
     
-    embeddings = HuggingFaceEmbeddings(
+    embeddings = HuggingFaceInferenceAPIEmbeddings(api_key=HF_token,
       model_name="sentence-transformers/all-mpnet-base-v2"
     )
     
     qdrant_collections = {}
     for file,value in all_documents.items():
+        print("emebddings for:",file)
         qdrant_collections[file] = Qdrant.from_documents(
             value,
             embeddings,