qdrant loaded

backend/services/interview_engine.py

@@ -11,9 +11,24 @@ import torch
 from backend.services.interview_retrieval import (
     extract_all_roles_from_qdrant,
     retrieve_interview_data,
-    random_context_chunks
+    random_context_chunks,
+    get_role_questions,       # 🔍 For sample questions
+    qdrant_client             # 🔍 For collection info
 )
 
+try:
+    print("🔍 Qdrant Collections:", qdrant_client.get_collections())
+    info = qdrant_client.get_collection("interview_questions")
+    print("✅ Vector size:", info.config.params.vectors.size)
+    print("✅ Distance metric:", info.config.params.vectors.distance)
+
+    all_roles_debug = extract_all_roles_from_qdrant()
+    print(f"✅ Found {len(all_roles_debug)} roles:", all_roles_debug)
+    if all_roles_debug:
+        sample_questions_debug = get_role_questions(all_roles_debug[0])
+        print(f"✅ Sample questions for '{all_roles_debug[0]}': {len(sample_questions_debug)} found")
+except Exception as e:
+    print("⚠️ Qdrant check failed:", e)
 
 if torch.cuda.is_available():
     print("🔥 CUDA Available")
@@ -103,9 +118,18 @@ load_whisper_model()
 def generate_first_question(profile, job):
     """Generate the first interview question based on profile and job"""
     all_roles = extract_all_roles_from_qdrant()
+    logging.info(f"[QDRANT DEBUG] Available Roles: {all_roles}")
+
     retrieved_data = retrieve_interview_data(job.role.lower(), all_roles)
-    context_data = random_context_chunks(retrieved_data, k=4)
+    logging.info(f"[QDRANT DEBUG] Role requested: {job.role.lower()}")
+    logging.info(f"[QDRANT DEBUG] Questions retrieved: {len(retrieved_data)}")
+    if retrieved_data:
+        logging.info(f"[QDRANT DEBUG] Sample Q: {retrieved_data[0]['question']}")
+    else:
+        logging.warning("[QDRANT DEBUG] No questions retrieved, falling back to defaults")
 
+    context_data = random_context_chunks(retrieved_data, k=4) if retrieved_data else ""
+    
     try:
         prompt = f"""
         You are conducting an interview for a {job.role} position at {job.company}.