Add stage 2 embeddings

src/app.py

@@ -98,10 +98,11 @@ def format_results(results: List[Dict], stage_name: str, metrics: Dict) -> str:
 </div>
 """
         )
-    html_parts.append('</div>')
+    html_parts.append("</div>")
 
     return "".join(html_parts)
 
+
 def run_search_function_and_time(query: str, func: Callable):
     start = time.time()
     results = func(query)

src/constants/code_snippets.py

@@ -117,4 +117,4 @@ final_results = [
     for r in rerank_response.json()["results"]
 ]
 ```
-"""
+"""

src/search/vector_search.py

@@ -48,4 +48,4 @@ def search_vector(query: str, top_k: int = 10) -> List[Dict[str, any]]:
             "score": float(score),
         }
         for idx, score in zip(indices[0], similarity_scores)
-    ]
+    ]