├── .DS_Store ├── .dockerignore ├── .flake8 ├── .github └── workflows │ ├── README.md │ ├── cd-build-images.yaml │ ├── cd-deploy-dev.yaml │ ├── cd-deploy-prod.yaml │ └── ci-test.yaml ├── .gitignore ├── .python-version ├── README.md ├── api ├── __init__.py ├── auth │ ├── __init__.py │ ├── models.py │ ├── providers.py │ ├── repository.py │ └── routes.py ├── endpoints │ ├── __init__.py │ ├── inference.py │ └── memory.py ├── main.py ├── middleware │ ├── __init__.py │ ├── auth.py │ ├── logging.py │ └── prometheus.py └── orchestrator.py ├── app └── main.py ├── common └── logging │ ├── __init__.py │ ├── context.py │ ├── logger.py │ ├── middleware.py │ └── tracing.py ├── config ├── backup_config.json ├── config.yaml ├── model_config.yaml └── security_config.json ├── database ├── database_setup.md ├── db_utils.py ├── init_db.sh ├── init_db.sql ├── init_embeddings_tables.sql ├── schema.sql ├── sqlalchemy_db_utils.py └── test_db.py ├── deployments ├── docker │ ├── Dockerfile.inference │ ├── Dockerfile.inference-cpu │ ├── Dockerfile.inference-optimized │ ├── Dockerfile.memory │ ├── Dockerfile.orchestrator │ ├── README.md │ ├── build_and_run.sh │ ├── docker-compose.db.yml │ ├── docker-compose.dev.yaml │ ├── docker-compose.optimized.yaml │ ├── docker-compose.yaml │ ├── run_optimized.sh │ └── start_dev.sh ├── kubernetes │ ├── README.md │ ├── base │ │ ├── configmap.yaml │ │ ├── custom-metrics-adapter.yaml │ │ ├── grafana.yaml │ │ ├── inference-deployment.yaml │ │ ├── inference-hpa.yaml │ │ ├── kustomization.yaml │ │ ├── memory-service.yaml │ │ ├── model-cache-pvc.yaml │ │ ├── orchestrator-service.yaml │ │ ├── otel-collector.yaml │ │ └── prometheus.yaml │ ├── deploy.sh │ ├── helm │ │ └── deep-recall │ │ │ ├── Chart.yaml │ │ │ ├── templates │ │ │ ├── _helpers.tpl │ │ │ ├── configmap.yaml │ │ │ ├── inference-service.yaml │ │ │ ├── ingress.yaml │ │ │ ├── memory-service.yaml │ │ │ ├── orchestrator-service.yaml │ │ │ └── serviceaccount.yaml │ │ │ ├── values.yaml │ │ │ └── values │ │ │ ├── dev.yaml │ │ │ └── prod.yaml │ └── overlays │ │ ├── dev │ │ ├── kustomization.yaml │ │ └── patches │ │ │ ├── inference-deployment-cpu.yaml │ │ │ ├── inference-deployment-patch.yaml │ │ │ ├── inference-hpa-patch.yaml │ │ │ ├── memory-deployment-dev.yaml │ │ │ └── orchestrator-deployment-dev.yaml │ │ └── prod │ │ ├── ingress.yaml │ │ ├── kustomization.yaml │ │ └── patches │ │ ├── inference-deployment-gpu.yaml │ │ ├── inference-deployment-patch.yaml │ │ ├── inference-hpa-patch.yaml │ │ ├── memory-deployment-prod.yaml │ │ └── orchestrator-deployment-prod.yaml └── monitoring │ ├── README-logging-tracing.md │ ├── README.md │ ├── grafana │ ├── dashboards │ │ ├── memory-service.json │ │ ├── model-performance.json │ │ └── system-metrics.json │ └── provisioning │ │ ├── dashboards │ │ └── dashboard.yml │ │ └── datasources │ │ └── prometheus.yml │ ├── otel-collector-config.yaml │ └── prometheus.yml ├── examples ├── .DS_Store ├── semantic_search_example.py ├── streamlit-memories │ ├── Dockerfile │ ├── Dockerfile.fix │ ├── README.md │ ├── app │ │ ├── db_utils.py │ │ └── main.py │ ├── docker-compose.db.yml │ ├── docker-compose.fix.yml │ ├── docker-compose.override.yml │ ├── docker-compose.yml │ ├── init_embeddings_tables.sql │ ├── memory │ │ ├── __init__.py │ │ ├── embeddings │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── sentence_transformer.py │ │ │ ├── transformer.py │ │ │ └── utils.py │ │ ├── memory_retriever.py │ │ ├── memory_service.py │ │ ├── memory_store.py │ │ ├── models.py │ │ ├── semantic_search.py │ │ ├── summarization.py │ │ └── vector_db │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── faiss_db.py │ │ │ ├── faiss_store.py │ │ │ ├── qdrant_db.py │ │ │ ├── utils.py │ │ │ └── vector_store.py │ ├── requirements.txt │ ├── scripts │ │ ├── fix_search_function.py │ │ ├── run_all.sh │ │ ├── setup_db.py │ │ └── stop_all.sh │ ├── setup.sh │ └── streamlit_app.py └── user_history_example.py ├── fix.py ├── inference_service ├── __init__.py ├── api.py ├── batch_processor.py ├── memory_integration.py ├── metrics.py └── test_api.py ├── memory ├── __init__.py ├── embeddings │ ├── __init__.py │ ├── base.py │ ├── embedding_model_factory.py │ ├── sentence_transformer.py │ ├── transformer.py │ └── utils.py ├── memory_retriever.py ├── memory_service.py ├── memory_store.py ├── models.py ├── semantic_search.py ├── summarization.py └── vector_db │ ├── __init__.py │ ├── base.py │ ├── faiss_db.py │ ├── faiss_store.py │ ├── qdrant_db.py │ ├── utils.py │ └── vector_store.py ├── memory_metadata.json ├── memory_store.py ├── models.py ├── models ├── deepseek_r1_integration.py └── gpu_optimizations.py ├── orchestrator ├── __init__.py ├── aggregator.py ├── gateway.py └── routing.py ├── pytest.ini ├── requirements-m1.txt ├── requirements.txt ├── scripts ├── backup_recovery.py ├── run_benchmarks.py ├── run_tests.sh └── security_scan.py └── tests ├── benchmarking ├── embedding_benchmarks.py └── inference_benchmarks.py ├── conftest.py ├── simple_test.py ├── 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