import os from django.core.wsgi import get_wsgi_application os.environ.setdefault("DJANGO_SETTINGS_MODULE", "hue_portal.hue_portal.settings") application = get_wsgi_application() # Preload models in worker process (Gunicorn workers are separate processes) # This ensures models are loaded when worker starts, not on first request print('[WSGI] 🔄 Preloading models in worker process...', flush=True) try: # 1. Preload Embedding Model (BGE-M3) try: print('[WSGI] 📦 Preloading embedding model (BGE-M3)...', flush=True) from hue_portal.core.embeddings import get_embedding_model embedding_model = get_embedding_model() if embedding_model: print('[WSGI] ✅ Embedding model preloaded successfully', flush=True) else: print('[WSGI] ⚠️ Embedding model not loaded', flush=True) except Exception as e: print(f'[WSGI] ⚠️ Embedding model preload failed: {e}', flush=True) # 2. Preload LLM Model (llama.cpp) llm_provider = os.environ.get('DEFAULT_LLM_PROVIDER') or os.environ.get('LLM_PROVIDER', '') if llm_provider.lower() == 'llama_cpp': try: print('[WSGI] 📦 Preloading LLM model (llama.cpp)...', flush=True) from hue_portal.chatbot.llm_integration import get_llm_generator llm_gen = get_llm_generator() if llm_gen and hasattr(llm_gen, 'llama_cpp') and llm_gen.llama_cpp: print('[WSGI] ✅ LLM model preloaded successfully', flush=True) else: print('[WSGI] ⚠️ LLM model not loaded (may load on first request)', flush=True) except Exception as e: print(f'[WSGI] ⚠️ LLM model preload failed: {e} (will load on first request)', flush=True) else: print(f'[WSGI] ⏭️ Skipping LLM preload (provider is {llm_provider or "not set"}, not llama_cpp)', flush=True) # 3. Preload Reranker Model try: print('[WSGI] 📦 Preloading reranker model...', flush=True) from hue_portal.core.reranker import get_reranker reranker = get_reranker() if reranker: print('[WSGI] ✅ Reranker model preloaded successfully', flush=True) else: print('[WSGI] ⚠️ Reranker model not loaded (may load on first request)', flush=True) except Exception as e: print(f'[WSGI] ⚠️ Reranker preload failed: {e} (will load on first request)', flush=True) print('[WSGI] ✅ Model preload completed in worker process', flush=True) except Exception as e: print(f'[WSGI] ⚠️ Model preload error: {e} (models will load on first request)', flush=True)