wooo another commit

haystack_pipeline.py

@@ -67,8 +67,11 @@ try:
 except Exception as e:
     print("An error occured when trying to connect to the cluster: ", e)
 
-# retrieve docs from mongodb and stringify them
+docs = list(collection.find({
+    "role": {"$in": ["ai-assistant", "user"]}
+}))
 
+msg_history = json.dumps(docs, indent=2, default=str)
 
 qdrant_doc_store = QdrantDocumentStore(
     url="https://a7ec1c00-7522-415a-9152-d6fd4ac3479e.eu-central-1-0.aws.cloud.qdrant.io",
@@ -272,6 +275,7 @@ Rules:
 - No greetings, intros, or closing remarks.
 
 If the student asks a general knowledge question about Arabic grammar rather than asking about a specific sentence, direct them to the Knowledge section in the navigator sidebar.
+
 """
 
 

main.py

@@ -52,11 +52,14 @@ collection = db.get_collection("collection_0")
 
 # retrieve docs from mongodb and stringify them
 
-docs = list(collection.find({
-    "role": {"$in": ["ai-assistant", "user"]}
-}))
+msg_history = ""
+def retrieve_docs():
+    docs = list(collection.find({
+        "role": {"$in": ["ai-assistant", "user"]}
+    }))
 
-msg_history = json.dumps(docs, indent=2, default=str)
+    msg_history = json.dumps(docs, indent=2, default=str)
+    
 
 def run_query(message: str, intent: str) -> str:
     """
@@ -70,6 +73,9 @@ def run_query(message: str, intent: str) -> str:
     Returns:
         LLM reply as a string
     """
+    while(intent=="knowledge"):
+        retrieve_docs()
+    
     match intent:
         case "i3rab":
             # Strip any leading instruction words so the parser gets