Update app.py

app.py

@@ -34,7 +34,6 @@ image_pipeline = pipeline(
 def home():
     return {"message": "✅ Multimodal RAG API is running successfully!"}
 
-
 # ------------------ 1️⃣ Summarize Text ------------------
 @traceable(name="Phi3_Text_Summarization")
 @app.post("/summarize_qwen")
@@ -42,7 +41,6 @@ def summarize_text(prompt: str = Form(...)):
     result = text_pipeline(prompt, max_new_tokens=200)
     return {"response": result[0]["generated_text"]}
 
-
 # ------------------ 2️⃣ Image + Text Summarizer ------------------
 @traceable(name="BLIP_Image_Text_Summarization")
 @app.post("/summarize_smol")
@@ -55,13 +53,10 @@ async def summarize_smol(text: str = Form(...), image: UploadFile = File(None)):
             response = f"{text}\n\n🖼️ Image Summary: {img_result[0]['generated_text']}"
         else:
             response = text
-
         return {"response": response}
-
     except Exception as e:
         return {"error": str(e)}
 
-
 # ------------------ 3️⃣ Final Answer (Text + Multiple Images) ------------------
 @traceable(name="Final_Multimodal_Answer")
 @app.post("/final_answer")
@@ -78,11 +73,9 @@ async def final_answer(
                 image = Image.open(io.BytesIO(img_bytes)).convert("RGB")
                 img_result = image_pipeline(image)
                 combined_context += f"\n\n🖼️ Image Info: {img_result[0]['generated_text']}"
-
+        
         final_prompt = f"Context: {combined_context}\n\nQuestion: {question}\n\nAnswer:"
         result = text_pipeline(final_prompt, max_new_tokens=300)
-
         return {"response": result[0]["generated_text"]}
-
     except Exception as e:
-        return {"error": str(e)}
+        return {"error": str(e)}