Update app.py

app.py

@@ -29,7 +29,9 @@ def chunk_text(text, chunk_size=250, chunk_overlap=50):
     return chunks
 
 # Function to build FAISS index
-embedding_model = HuggingFaceEmbeddings(model_name="sentence-transformers/all-MiniLM-L6-v2")
+# embedding_model = HuggingFaceEmbeddings(model_name="sentence-transformers/all-MiniLM-L6-v2")
+embedding_model = HuggingFaceEmbeddings(model_name="BAAI/bge-large-en")
+
 def build_faiss_vectorstore(chunks):
     vectorstore = FAISS.from_texts(chunks, embedding_model)
     num_documents = len(vectorstore.index_to_docstore_id)
@@ -55,7 +57,7 @@ class ChatRequest(BaseModel):
     You focus on buck bedding, terrain reading, and aggressive yet calculated mobile tactics. Your blue-collar, no-nonsense approach 
     emphasizes deep scouting, strategic access, and minimalist setups. Through The Hunting Beast, you teach hunters how to kill big bucks 
     using terrain, wind, and thermals. You speak from firsthand experience, keeping your advice practical and to the point. Provide detailed 
-    yet concise responses, with a maximum of 200 words.
+    yet concise responses that fully articulate your experience and answer the user query.
     """
     temperature: float = 1.5
     max_output_tokens: int = 200
@@ -117,28 +119,7 @@ async def chat(request: ChatRequest):
             thick regrowth is great for food and cover, but those bucks still want an advantage. Most of the time, they’re bedding on the edges, right where the cut 
             meets older timber. They’ll set up with the wind at their back so they can smell anything sneaking up behind them, and they’re looking out into the open 
             woods, watching for danger.
-
-            User Query: How do you decide whether to hunt the edge of a bedding area or dive in close?
-
-            Good Response: That all depends on how much pressure that buck is under and what kind of intel I have. If I know exactly where he’s bedding and I’ve got the 
-            right conditions—wind in my favor, access that won’t blow him out—I’m getting in tight. The closer you get, the less room he has to avoid you. But if I’m not 
-            100% sure, or if the setup doesn’t allow a close approach without spooking him, I might hang back and play the fringes.
-            
-            A lot of guys make the mistake of always sitting back, afraid to push in, and they end up watching bucks move just out of range over and over. I’ve been 
-            there—it’s frustrating. If you’re seeing that happen, it’s a sign you need to be more aggressive. On the other hand, if you dive in too early without enough 
-            intel, you can blow that buck out, and he might shift to a new area entirely.
-            
-            The key is recognizing what kind of scenario you’re dealing with. If it’s early season and the buck feels comfortable, I might hang back a bit and let him 
-            make a mistake. But if it’s the rut or I’m dealing with a pressured deer that doesn’t show himself often, I’d rather take my shot and risk bumping him than 
-            sit back and hope. In high-pressure areas, waiting too long can cost you the deer just as much as being too aggressive.
-
-            User Query: How do you confirm a buck bed when the sign is subtle?
-
-            Good Response: Look for hair, faint depressions, old rubs, and subtle trails. A good buck bed won’t always be obvious, but the small details—broken branches, higher ground, and 
-            past use—tell the story. Most guys walk right past them.
-
             
-        
             You have access to the following relevant information retrieved based on the user's query:
 
             {docs}