├── .dockerignore ├── .gitattributes ├── .gitignore ├── .gitmodules ├── .pre-commit-config.yaml ├── CHANGELOG.md ├── LICENSE.DATA ├── LICENSE.md ├── RAG ├── __init__.py ├── examples │ ├── README.md │ ├── __init__.py │ ├── advanced_rag │ │ ├── multi_turn_rag │ │ │ ├── README.md │ │ │ ├── chains.py │ │ │ ├── docker-compose.yaml │ │ │ └── prompt.yaml │ │ ├── multimodal_rag │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── chains.py │ │ │ ├── docker-compose.yaml │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ ├── llm.py │ │ │ │ └── llm_client.py │ │ │ ├── prompt.yaml │ │ │ ├── requirements.txt │ │ │ ├── retriever │ │ │ │ ├── __init__.py │ │ │ │ ├── embedder.py │ │ │ │ ├── retriever.py │ │ │ │ └── vector.py │ │ │ └── vectorstore │ │ │ │ ├── custom_img_parser.py │ │ │ │ ├── custom_pdf_parser.py │ │ │ │ ├── custom_powerpoint_parser.py │ │ │ │ └── vectorstore_updater.py │ │ ├── query_decomposition_rag │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── chains.py │ │ │ ├── docker-compose.yaml │ │ │ └── prompt.yaml │ │ └── structured_data_rag │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── chains.py │ │ │ ├── csv_utils.py │ │ │ ├── data │ │ │ ├── PdM_errors.csv │ │ │ ├── PdM_failures.csv │ │ │ └── PdM_machines.csv │ │ │ ├── docker-compose.yaml │ │ │ ├── prompt.yaml │ │ │ └── requirements.txt │ ├── basic_rag │ │ ├── langchain │ │ │ ├── README.md │ │ │ ├── chains.py │ │ │ ├── docker-compose.yaml │ │ │ └── prompt.yaml │ │ └── llamaindex │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── chains.py │ │ │ ├── docker-compose.yaml │ │ │ └── prompt.yaml │ └── local_deploy │ │ ├── .env │ │ ├── README.md │ │ ├── docker-compose-nim-ms.yaml │ │ └── docker-compose-vectordb.yaml ├── notebooks │ ├── README.md │ ├── __init__.py │ ├── langchain │ │ ├── Agent_use_tools_leveraging_NVIDIA_AI_endpoints.ipynb │ │ ├── Chat_with_nvidia_financial_reports.ipynb │ │ ├── LangGraph_HandlingAgent_IntermediateSteps.ipynb │ │ ├── NIM_tool_call_HumanInTheLoop_MultiAgents.ipynb │ │ ├── NeMo_Guardrails_with_LangChain_RAG │ │ │ ├── config │ │ │ │ ├── config.yml │ │ │ │ └── flows.co │ │ │ └── using_nemo_guardrails_with_LangChain_RAG.ipynb │ │ ├── RAG_Langchain_with_Local_NIM.ipynb │ │ ├── RAG_for_HTML_docs_with_Langchain_NVIDIA_AI_Endpoints.ipynb │ │ ├── Using_NVIDIA_NIMs_with_NeMo_Guardrails │ │ │ ├── Using_NVIDIA_NIMs_with_NeMo_Guardrails │ │ │ │ ├── config │ │ │ │ │ ├── config.yml │ │ │ │ │ └── flows.co │ │ │ │ ├── guardrails-nim-architecture.png │ │ │ │ └── using_nims_with_guardrails.ipynb │ │ │ ├── config │ │ │ │ ├── config.yml │ │ │ │ └── flows.co │ │ │ ├── guardrails-nim-architecture.png │ │ │ └── using_nims_with_guardrails.ipynb │ │ ├── agentic_rag_with_nemo_retriever_nim.ipynb │ │ ├── data │ │ │ ├── Sweden.txt │ │ │ └── imgs │ │ │ │ ├── HumanInTheLoopLangGraph.png │ │ │ │ ├── chrome_flags_fix_media_device_access_error.png │ │ │ │ ├── data_connection_langchain.jpeg │ │ │ │ ├── finish_social_post.png │ │ │ │ ├── grace_answer.png │ │ │ │ ├── grace_answer_with_riva.png │ │ │ │ ├── grace_noanswer.png │ │ │ │ ├── grace_noanswer_with_riva.png │ │ │ │ ├── inference_runtime.png │ │ │ │ ├── llama_hub.png │ │ │ │ ├── media_device_access_error.png │ │ │ │ ├── nvidianews.png │ │ │ │ ├── preprocessing.png │ │ │ │ ├── vector_stores.jpeg │ │ │ │ └── visual_reasoning.png │ │ └── langchain_basic_RAG.ipynb │ └── llamaindex │ │ ├── data │ │ └── Sweden.txt │ │ └── llamaindex_basic_RAG.ipynb ├── src │ ├── chain_server │ │ ├── Dockerfile │ │ ├── RAG_Chain_Server_API_Client.ipynb │ │ ├── __init__.py │ │ ├── base.py │ │ ├── configuration.py │ │ ├── configuration_wizard.py │ │ ├── requirements.txt │ │ ├── server.py │ │ ├── tracing.py │ │ └── utils.py │ ├── pandasai │ │ └── llms │ │ │ ├── __init__.py │ │ │ └── nv_aiplay.py │ └── rag_playground │ │ ├── Dockerfile │ │ ├── default │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── api.py │ │ ├── assets │ │ │ ├── __init__.py │ │ │ ├── kaizen-theme.css │ │ │ └── kaizen-theme.json │ │ ├── chat_client.py │ │ ├── configuration.py │ │ ├── configuration_wizard.py │ │ ├── pages │ │ │ ├── __init__.py │ │ │ ├── converse.py │ │ │ └── kb.py │ │ ├── static │ │ │ ├── 404.html │ │ │ ├── _next │ │ │ │ └── static │ │ │ │ │ ├── WuNGAl0x4o1D5HqLxhHMt │ │ │ │ │ ├── _buildManifest.js │ │ │ │ │ └── _ssgManifest.js │ │ │ │ │ ├── chunks │ │ │ │ │ ├── 78-a36dca5d49fafb86.js │ │ │ │ │ ├── framework-7a7e500878b44665.js │ │ │ │ │ ├── main-92011a1a7f336a6f.js │ │ │ │ │ ├── pages │ │ │ │ │ │ ├── _app-f21c0780e30f5eb6.js │ │ │ │ │ │ ├── _app-f55c3b932a623280.js │ │ │ │ │ │ ├── _error-54de1933a164a1ff.js │ │ │ │ │ │ ├── converse-39686323b565eff0.js │ │ │ │ │ │ ├── converse-61880f01babd873a.js │ │ │ │ │ │ ├── index-1a1d31dae38463f7.js │ │ │ │ │ │ ├── index-6a3f286eb0986c10.js │ │ │ │ │ │ ├── kb-cf0d102293dc0a74.js │ │ │ │ │ │ └── tuning-0b7bb1111c2d2a56.js │ │ │ │ │ ├── polyfills-78c92fac7aa8fdd8.js │ │ │ │ │ └── webpack-5146130448d8adf7.js │ │ │ │ │ ├── css │ │ │ │ │ ├── 7636246223312442.css │ │ │ │ │ └── 98b512633409f7e1.css │ │ │ │ │ └── s7oUSppGTRWsY8BXJmxYB │ │ │ │ │ ├── _buildManifest.js │ │ │ │ │ └── _ssgManifest.js │ │ │ ├── converse.html │ │ │ ├── favicon.ico │ │ │ ├── index.html │ │ │ ├── kb.html │ │ │ ├── next.svg │ │ │ └── vercel.svg │ │ └── tracing.py │ │ ├── requirements.txt │ │ └── speech │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── api.py │ │ ├── asr_utils.py │ │ ├── assets │ │ ├── __init__.py │ │ ├── kaizen-theme.css │ │ └── kaizen-theme.json │ │ ├── chat_client.py │ │ ├── configuration.py │ │ ├── configuration_wizard.py │ │ ├── pages │ │ ├── __init__.py │ │ ├── converse.py │ │ └── kb.py │ │ ├── static │ │ ├── 404.html │ │ ├── _next │ │ │ └── static │ │ │ │ ├── WuNGAl0x4o1D5HqLxhHMt │ │ │ │ ├── _buildManifest.js │ │ │ │ └── _ssgManifest.js │ │ │ │ ├── chunks │ │ │ │ ├── 78-a36dca5d49fafb86.js │ │ │ │ ├── framework-7a7e500878b44665.js │ │ │ │ ├── main-92011a1a7f336a6f.js │ │ │ │ ├── pages │ │ │ │ │ ├── _app-f21c0780e30f5eb6.js │ │ │ │ │ ├── _app-f55c3b932a623280.js │ │ │ │ │ ├── _error-54de1933a164a1ff.js │ │ │ │ │ ├── converse-39686323b565eff0.js │ │ │ │ │ ├── converse-61880f01babd873a.js │ │ │ │ │ ├── index-1a1d31dae38463f7.js │ │ │ │ │ ├── index-6a3f286eb0986c10.js │ │ │ │ │ ├── kb-cf0d102293dc0a74.js │ │ │ │ │ └── tuning-0b7bb1111c2d2a56.js │ │ │ │ ├── polyfills-78c92fac7aa8fdd8.js │ │ │ │ └── webpack-5146130448d8adf7.js │ │ │ │ ├── css │ │ │ │ ├── 7636246223312442.css │ │ │ │ └── 98b512633409f7e1.css │ │ │ │ └── s7oUSppGTRWsY8BXJmxYB │ │ │ │ ├── _buildManifest.js │ │ │ │ └── _ssgManifest.js │ │ ├── converse.html │ │ ├── favicon.ico │ │ ├── index.html │ │ ├── kb.html │ │ ├── next.svg │ │ └── vercel.svg │ │ ├── tracing.py │ │ └── tts_utils.py └── tools │ ├── README.md │ ├── __init__.py │ ├── evaluation │ ├── .gitattributes │ ├── Dockerfile │ ├── README.md │ ├── compose.env │ ├── dataset.zip │ ├── docker-compose.yaml │ ├── notebooks │ │ ├── 01_synthetic_data_generation.ipynb │ │ ├── 02_filling_RAG_outputs_for_Evaluation.ipynb │ │ ├── 03_eval_ragas.ipynb │ │ ├── 04_Human_Like_RAG_Evaluation.ipynb │ │ ├── README.md │ │ ├── imgs │ │ │ ├── ragas.png │ │ │ └── synthetic_data_pipeline.png │ │ ├── qa_generation.json │ │ └── requirements.txt │ ├── rag_evaluator │ │ ├── evaluator.py │ │ ├── llm_answer_generator.py │ │ ├── main.py │ │ └── requirements.txt │ ├── results │ │ └── qna.json │ └── synthetic_data_generator │ │ ├── data_generator.py │ │ ├── main.py │ │ └── requirements.txt │ └── observability │ ├── README.md │ ├── __init__.py │ ├── compose.env │ ├── configs │ ├── jaeger.yaml │ └── otel-collector-config.yaml │ ├── docker-compose.yaml │ ├── langchain │ ├── __init__.py │ └── opentelemetry_callback.py │ └── llamaindex │ ├── __init__.py │ └── opentelemetry_callback.py ├── README.md ├── SECURITY.md ├── community ├── .DS_Store ├── 5_mins_rag_no_gpu │ ├── README.md │ ├── main.py │ └── requirements.txt ├── Azure-Serverless-GPU-Embedding │ ├── Dockerfile.interact │ ├── Dockerfile.master │ ├── Dockerfile.worker │ ├── LICENSE │ ├── README.md │ ├── SECURITY.md │ ├── getGpusResources.sh │ ├── images │ │ ├── architecture.png │ │ └── implementation.png │ ├── libs │ │ ├── libcuda.so.1 │ │ └── mssql-jdbc-12.6.1.jre8.jar │ ├── spark-defaults.conf │ ├── spark-embedding.py │ ├── switch-modes.sh │ └── trigger-mode.py ├── README.md ├── SQLServer_AI_with_NVIDIA_NIM │ ├── LICENSE.txt │ ├── README.md │ ├── data │ │ └── AdventureWorks.bacpac │ ├── images │ │ └── diagram.jpg │ ├── local.md │ ├── remote.md │ └── scripts │ │ ├── 0_CreateEmbeddingTable.sql │ │ ├── 0_Turn_on_AI_features.sql │ │ ├── 1_Select_Embeddings.sql │ │ ├── 2_proc_ai_embedding.sql │ │ ├── 2_proc_create_external_model.sql │ │ ├── 2_proc_embedding.sql │ │ ├── 3_ChangeExternalModel.sql │ │ ├── 4_Execute_ai_embedding.sql │ │ ├── 4_Execute_proc_embedding.sql │ │ ├── 5_Get_all_embeddings.sql │ │ └── 5_Run_prompt.sql ├── Vanna_with_NVIDIA_AI_Endpoints │ ├── README.md │ ├── assets │ │ └── nvidia_vanna.png │ ├── processed_dataset │ │ ├── categories.csv │ │ ├── games.csv │ │ └── tags.csv │ └── vanna_with_NVIDIA.ipynb ├── ai-podcast-assistant │ ├── README.md │ └── ai-podcast-assistant-phi4-mulitmodal.ipynb ├── ai-vws-sizing-advisor │ ├── .dockerignore │ ├── .gitattributes │ ├── .gitignore │ ├── CHANGELOG.md │ ├── README.md │ ├── deploy │ │ ├── compose │ │ │ ├── .env │ │ │ ├── accuracy_profile.env │ │ │ ├── docker-compose-bootstrap.yaml │ │ │ ├── docker-compose-ingestor-server.yaml │ │ │ ├── docker-compose-nemo-guardrails.yaml │ │ │ ├── docker-compose-rag-server.yaml │ │ │ ├── nemoguardrails │ │ │ │ └── config-store │ │ │ │ │ ├── config.yaml │ │ │ │ │ ├── nemoguard │ │ │ │ │ ├── config.yml │ │ │ │ │ └── prompts.yml │ │ │ │ │ └── nemoguard_cloud │ │ │ │ │ ├── config.yml │ │ │ │ │ └── prompts.yml │ │ │ ├── nims.yaml │ │ │ ├── observability.yaml │ │ │ ├── perf_profile.env │ │ │ ├── vectordb.yaml │ │ │ └── vgpu_bootstrap.env │ │ ├── config │ │ │ ├── otel-collector-config.yaml │ │ │ ├── prometheus.yaml │ │ │ └── rag-metrics-dashboard.json │ │ └── helm │ │ │ └── rag-server │ │ │ ├── Chart.lock │ │ │ ├── Chart.yaml │ │ │ ├── LICENSE │ │ │ ├── charts │ │ │ ├── frontend │ │ │ │ ├── .helmignore │ │ │ │ ├── Chart.yaml │ │ │ │ ├── templates │ │ │ │ │ ├── NOTES.txt │ │ │ │ │ ├── _helpers.tpl │ │ │ │ │ ├── deployment.yaml │ │ │ │ │ ├── hpa.yaml │ │ │ │ │ ├── ingress.yaml │ │ │ │ │ ├── secrets.yaml │ │ │ │ │ ├── service.yaml │ │ │ │ │ └── serviceaccount.yaml │ │ │ │ └── values.yaml │ │ │ └── ingestor-server │ │ │ │ ├── Chart.lock │ │ │ │ ├── Chart.yaml │ │ │ │ ├── templates │ │ │ │ ├── _helpers.tpl │ │ │ │ ├── deployment.yaml │ │ │ │ ├── secrets.yaml │ │ │ │ └── service.yaml │ │ │ │ └── values.yaml │ │ │ ├── files │ │ │ └── prompt.yaml │ │ │ ├── templates │ │ │ ├── _helpers.tpl │ │ │ ├── configmap.yaml │ │ │ ├── deployment.yaml │ │ │ ├── secrets.yaml │ │ │ ├── service.yaml │ │ │ └── servicemonitor.yaml │ │ │ └── values.yaml │ ├── frontend │ │ ├── .env.example │ │ ├── .gitignore │ │ ├── .prettierrc │ │ ├── Dockerfile │ │ ├── LICENSE-3rd-party.txt │ │ ├── eslint.config.mjs │ │ ├── next-env.d.ts │ │ ├── next.config.ts │ │ ├── package-lock.json │ │ ├── package.json │ │ ├── postcss.config.mjs │ │ ├── public │ │ │ ├── citations.svg │ │ │ ├── collection.svg │ │ │ ├── document.svg │ │ │ ├── empty-collections.svg │ │ │ ├── file.svg │ │ │ ├── globe.svg │ │ │ ├── next.svg │ │ │ ├── nvidia-logo.svg │ │ │ ├── settings.svg │ │ │ ├── vercel.svg │ │ │ └── window.svg │ │ ├── src │ │ │ ├── app │ │ │ │ ├── api │ │ │ │ │ ├── apply-configuration │ │ │ │ │ │ └── route.ts │ │ │ │ │ ├── available-models │ │ │ │ │ │ └── route.ts │ │ │ │ │ ├── collections │ │ │ │ │ │ └── route.ts │ │ │ │ │ ├── detect-gpu │ │ │ │ │ │ └── route.ts │ │ │ │ │ ├── documents │ │ │ │ │ │ └── route.ts │ │ │ │ │ ├── download-citation │ │ │ │ │ │ └── route.ts │ │ │ │ │ ├── generate │ │ │ │ │ │ └── route.ts │ │ │ │ │ ├── test-configuration │ │ │ │ │ │ └── route.ts │ │ │ │ │ └── utils │ │ │ │ │ │ └── api-utils.ts │ │ │ │ ├── components │ │ │ │ │ ├── Chat │ │ │ │ │ │ ├── ApplyConfigurationForm.tsx │ │ │ │ │ │ ├── Chat.tsx │ │ │ │ │ │ ├── MessageInput.tsx │ │ │ │ │ │ ├── VGPUConfigCard.tsx │ │ │ │ │ │ ├── VGPUConfigDrawer.tsx │ │ │ │ │ │ └── WorkloadConfigWizard.tsx │ │ │ │ │ ├── Collections │ │ │ │ │ │ ├── AddSourceModal.tsx │ │ │ │ │ │ ├── CollectionItem.tsx │ │ │ │ │ │ ├── Collections.tsx │ │ │ │ │ │ ├── NewCollectionModal.tsx │ │ │ │ │ │ └── SourceItem.tsx │ │ │ │ │ ├── Header │ │ │ │ │ │ └── Header.tsx │ │ │ │ │ ├── Modal │ │ │ │ │ │ └── Modal.tsx │ │ │ │ │ └── RightSidebar │ │ │ │ │ │ ├── Citations.tsx │ │ │ │ │ │ └── RightSidebar.tsx │ │ │ │ ├── config │ │ │ │ │ └── api.ts │ │ │ │ ├── context │ │ │ │ │ ├── AppContext.tsx │ │ │ │ │ ├── SettingsContext.tsx │ │ │ │ │ └── SidebarContext.tsx │ │ │ │ ├── favicon.ico │ │ │ │ ├── globals.css │ │ │ │ ├── hooks │ │ │ │ │ └── useChatStream.ts │ │ │ │ ├── layout.tsx │ │ │ │ └── page.tsx │ │ │ └── types │ │ │ │ ├── api.ts │ │ │ │ ├── chat.ts │ │ │ │ ├── collections.ts │ │ │ │ ├── common.ts │ │ │ │ └── documents.ts │ │ ├── tailwind.config.ts │ │ └── tsconfig.json │ ├── scripts │ │ ├── restart_app.sh │ │ ├── start_app.sh │ │ ├── status.sh │ │ └── stop_app.sh │ ├── src │ │ ├── Dockerfile │ │ ├── LICENSE-3rd-party.txt │ │ ├── __init__.py │ │ ├── apply_configuration.py │ │ ├── base.py │ │ ├── calculator.py │ │ ├── chains.py │ │ ├── configuration.py │ │ ├── configuration_wizard.py │ │ ├── gpu_specs.json │ │ ├── ingestor_server │ │ │ ├── Dockerfile │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── ingestion_task_handler.py │ │ │ ├── main.py │ │ │ ├── requirements.txt │ │ │ └── server.py │ │ ├── initialization │ │ │ ├── Dockerfile │ │ │ └── bootstrap.py │ │ ├── minio_operator.py │ │ ├── observability │ │ │ ├── langchain_callback_handler.py │ │ │ ├── langchain_instrumentor.py │ │ │ └── otel_metrics.py │ │ ├── prompt.yaml │ │ ├── reflection.py │ │ ├── requirements.txt │ │ ├── server.py │ │ ├── tracing.py │ │ ├── utils.py │ │ ├── vgpu.json │ │ ├── vgpu_calculator.py │ │ └── vgpu_validation.py │ └── vgpu_docs │ │ ├── LLM Inference Sizing and Performance Guidance - VMware Cloud Foundation (VCF) Blog.pdf │ │ ├── Selecting the Right NVIDIA GPU for Virtualization - NVIDIA Docs.pdf │ │ └── sizing-guide-nvidia-rtx-virtual-workstation.pdf ├── autonomous_5g_slicing_lab │ ├── Automatic_5G_Network_Lab_Setup.ipynb │ ├── README.md │ ├── agentic-llm │ │ ├── agentic_pipeline-DLI.ipynb │ │ ├── agents.py │ │ ├── chatbot_DLI.py │ │ ├── config.yaml │ │ ├── images │ │ │ ├── architecture_diagram.jpg │ │ │ ├── langgraph_DLI.png │ │ │ ├── nvidia.png │ │ │ ├── ui_ss_1.png │ │ │ └── ui_ss_2.png │ │ ├── intro_agents.ipynb │ │ ├── langgraph_agent.py │ │ └── tools.py │ ├── llm-slicing-5g-lab │ │ ├── .env │ │ ├── 5glab.png │ │ ├── CMakeLists.txt │ │ ├── DLI_Lab_Setup.ipynb │ │ ├── DLI_Lab_Shutdown.ipynb │ │ ├── build_ric_oai.sh │ │ ├── build_ric_oai_ne.sh │ │ ├── change_rc_slice.sh │ │ ├── conf │ │ │ ├── basic_slice1_config.yaml │ │ │ ├── basic_slice2_config.yaml │ │ │ └── nssf_slice_config.yaml │ │ ├── database │ │ │ └── oai_db2.sql │ │ ├── docker-compose-oai-cn-slice1.yaml │ │ ├── docker-compose-oai-cn-slice2.yaml │ │ ├── entrypoint.sh │ │ ├── extra_files │ │ │ ├── CMakeLists.txt │ │ │ ├── setup.sh │ │ │ └── xapp_rc_slice_dynamic.c │ │ ├── healthscripts │ │ │ └── mysql-healthcheck2.sh │ │ ├── install_ric_flexric.sh │ │ ├── multi_ue.sh │ │ ├── nrL1_UE_stats-0.log │ │ ├── nrL1_stats.log │ │ ├── nrMAC_stats.log │ │ ├── nrRRC_stats.log │ │ ├── ran-conf │ │ │ ├── channelmod_rfsimu.conf │ │ │ ├── gnb.conf │ │ │ ├── ue_1.conf │ │ │ ├── ue_1_slice2.conf │ │ │ └── ue_2.conf │ │ └── xapp_rc_slice_dynamic.c │ └── requirements.txt ├── chat-and-rag-glean │ ├── README.md │ ├── chat_interface_1.png │ ├── glean_example │ │ └── src │ │ │ ├── agent.py │ │ │ ├── app │ │ │ ├── app.py │ │ │ ├── css.py │ │ │ └── style.css │ │ │ ├── glean_utils │ │ │ ├── test_glean_search.py │ │ │ └── utils.py │ │ │ └── prompts.py │ ├── glean_example_architecture.png │ ├── nvidia_nim_langgraph_glean_example.ipynb │ ├── pyproject.toml │ └── uv.lock ├── chat-llama-nemotron │ ├── .gitignore │ ├── README.md │ ├── backend-dynamo │ │ ├── .gitignore │ │ ├── README.md │ │ ├── config │ │ │ └── agg_llama_nemotron_4b.yaml │ │ └── llm-proxy │ │ │ ├── README.md │ │ │ ├── config.yaml │ │ │ ├── proxy.py │ │ │ └── requirements.txt │ ├── backend-rag │ │ ├── .gitignore │ │ ├── README.md │ │ ├── requirements.txt │ │ └── src │ │ │ ├── app.py │ │ │ ├── config │ │ │ ├── app_config.yaml │ │ │ ├── config_loader.py │ │ │ └── rag_config.yaml │ │ │ ├── rag_service.py │ │ │ └── requirements.txt │ └── frontend │ │ ├── .gitignore │ │ ├── README.md │ │ ├── package.json │ │ ├── public │ │ ├── config │ │ │ └── app_config.yaml │ │ └── index.html │ │ └── src │ │ ├── App.css │ │ ├── App.js │ │ ├── components │ │ ├── FileIngestion.css │ │ └── FileIngestion.js │ │ ├── config │ │ ├── app_config.yaml │ │ └── config_loader.js │ │ ├── index.css │ │ └── index.js ├── data-analysis-agent │ ├── .gitignore │ ├── README.md │ ├── assets │ │ ├── data_analysis_agent_demo.png │ │ └── workflow.png │ ├── data_analysis_agent.py │ └── requirements.txt ├── dgx-spark-demo │ ├── README.md │ └── openwebui_interface.png ├── digital-human-security-analyst │ ├── .env │ ├── README.md │ ├── conda_env.yml │ ├── docker-compose.yml │ ├── docker │ │ ├── Dockerfile.morpheus │ │ ├── entrypoint.sh │ │ └── start_jupyter.sh │ ├── mlflow │ │ └── Dockerfile │ ├── readme_media │ │ ├── analyst_morpheus_langchain_demo_small.mp4 │ │ ├── architecture_diagram.jpg │ │ ├── demo_cover.png │ │ ├── eye_blink_event_graph.png │ │ ├── eye_movement_event_graph.png │ │ ├── grey_mark.png │ │ └── unreal_input_audio.png │ └── workspace │ │ ├── dfp │ │ ├── __init__.py │ │ ├── llm │ │ │ ├── __init__.py │ │ │ ├── chat_nvidia_service.py │ │ │ ├── llm_engine_utils.py │ │ │ ├── nemo_retriever_client.py │ │ │ ├── nim_task_handler.py │ │ │ ├── prompt_templates.json │ │ │ └── retriever_context_node.py │ │ ├── messages │ │ │ ├── __init__.py │ │ │ └── multi_dfp_message.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── dfp_data_prep.py │ │ │ ├── dfp_deployment.py │ │ │ ├── dfp_inference.py │ │ │ ├── dfp_inference_pipe.py │ │ │ ├── dfp_postprocessing.py │ │ │ ├── dfp_preproc.py │ │ │ ├── dfp_rolling_window.py │ │ │ ├── dfp_split_users.py │ │ │ ├── dfp_training.py │ │ │ └── dfp_training_pipe.py │ │ ├── stages │ │ │ ├── __init__.py │ │ │ ├── dfp_file_batcher_stage.py │ │ │ ├── dfp_file_to_df.py │ │ │ ├── dfp_inference_stage.py │ │ │ ├── dfp_mlflow_model_writer.py │ │ │ ├── dfp_postprocessing_stage.py │ │ │ ├── dfp_preprocessing_stage.py │ │ │ ├── dfp_rag_concat_stage.py │ │ │ ├── dfp_rag_upload_stage.py │ │ │ ├── dfp_rolling_window_stage.py │ │ │ ├── dfp_split_users_stage.py │ │ │ ├── dfp_string_create_stage.py │ │ │ ├── dfp_training.py │ │ │ ├── dfp_viz_postproc.py │ │ │ ├── multi_file_source.py │ │ │ └── write_to_s3_stage.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── cached_user_window.py │ │ │ ├── config_generator.py │ │ │ ├── dfp_arg_parser.py │ │ │ ├── logging_timer.py │ │ │ ├── model_cache.py │ │ │ ├── module_ids.py │ │ │ ├── regex_utils.py │ │ │ ├── schema_utils.py │ │ │ └── user_model_manager.py │ │ ├── dfp_azure_chatbot.ipynb │ │ ├── dfp_azure_training.ipynb │ │ ├── dfp_detections_triaged.csv │ │ ├── ragbot │ │ ├── Face_PostProcess_AnimBP.uasset │ │ ├── a2f_client.py │ │ ├── agent_tools.py │ │ ├── audio2face_pb2.py │ │ ├── audio2face_pb2_grpc.py │ │ ├── gen_protoc.py │ │ ├── generate_checklist.py │ │ ├── idle_animation.fbx │ │ ├── proto │ │ │ ├── audio2face.proto │ │ │ └── audio2face_pb2.py │ │ └── voice_ragbot.py │ │ └── upload_intel │ │ ├── intel │ │ ├── cyber_enrichment │ │ │ ├── 1.txt │ │ │ ├── 10.txt │ │ │ ├── 11.txt │ │ │ ├── 12.txt │ │ │ ├── 13.txt │ │ │ ├── 2.txt │ │ │ ├── 3.txt │ │ │ ├── 4.txt │ │ │ ├── 5.txt │ │ │ ├── 6.txt │ │ │ ├── 7.txt │ │ │ ├── 8.txt │ │ │ ├── 9.txt │ │ │ ├── all_analyzed_reports.json │ │ │ └── merged.txt │ │ ├── tools │ │ │ ├── alert_summaries.txt │ │ │ ├── email_security_gateway.txt │ │ │ ├── general_collection.txt │ │ │ ├── network_traffic.txt │ │ │ ├── threat_intelligence.txt │ │ │ └── user_directory.txt │ │ └── user_summaries │ │ │ ├── 1.txt │ │ │ ├── 2.txt │ │ │ ├── 3.txt │ │ │ ├── merged.txt │ │ │ └── readme.txt │ │ └── nemo_retriever_client.py ├── event-driven-rag-cve-analysis │ ├── Dockerfile │ ├── README.md │ ├── cyber_dev_day │ │ ├── __init__.py │ │ ├── checklist_node.py │ │ ├── config.py │ │ ├── embeddings.py │ │ ├── faiss_vdb_service.py │ │ ├── langchain_llm_client_wrapper.py │ │ ├── llm_service.py │ │ ├── nim_llm_service.py │ │ ├── pipeline.py │ │ ├── pipeline_utils.py │ │ └── tools.py │ ├── data │ │ └── morpheus_24.03-runtime_sbom.csv │ ├── default.env │ ├── docker-compose.yml │ ├── entrypoint.sh │ ├── nginx │ │ ├── .gitignore │ │ ├── nginx.conf │ │ └── template-variables.conf │ ├── notebooks │ │ ├── cyber-dev-day.ipynb │ │ └── images │ │ │ ├── multiple_cve_parallel.jpg │ │ │ ├── multiple_cve_serial.jpg │ │ │ ├── side_by_side.png │ │ │ ├── single_cve_parallel.jpg │ │ │ └── single_cve_serial.jpg │ └── requirements.yaml ├── fm-asr-streaming-rag │ ├── .gitignore │ ├── README.md │ ├── chain-server │ │ ├── Dockerfile │ │ ├── accumulator.py │ │ ├── chains.py │ │ ├── common.py │ │ ├── database.py │ │ ├── prompts.py │ │ ├── requirements.txt │ │ ├── retriever.py │ │ ├── server.py │ │ └── utils.py │ ├── deploy │ │ ├── compose.env │ │ ├── docker-compose-file-replay.yaml │ │ ├── docker-compose-milvus.yaml │ │ ├── docker-compose-nims.yaml │ │ ├── docker-compose.yaml │ │ └── scripts │ │ │ ├── start.sh │ │ │ └── stop.sh │ ├── docs │ │ └── imgs │ │ │ ├── architecture.jpg │ │ │ └── chatbot.jpg │ ├── file-replay │ │ ├── Dockerfile │ │ ├── requirements.txt │ │ └── wav_replay.py │ ├── frontend │ │ ├── Dockerfile │ │ ├── frontend │ │ │ ├── __init__.py │ │ │ ├── __main__.py │ │ │ ├── api.py │ │ │ ├── assets │ │ │ │ ├── __init__.py │ │ │ │ ├── kaizen-theme.css │ │ │ │ └── kaizen-theme.json │ │ │ ├── chat_client.py │ │ │ ├── configuration.py │ │ │ ├── configuration_wizard.py │ │ │ ├── pages │ │ │ │ ├── __init__.py │ │ │ │ ├── converse.py │ │ │ │ ├── kb.py │ │ │ │ ├── stats.py │ │ │ │ └── waveform.py │ │ │ └── static │ │ │ │ ├── 404.html │ │ │ │ ├── _next │ │ │ │ └── static │ │ │ │ │ ├── ZuyLfTn0WWGPn0wKTmN0V │ │ │ │ │ ├── _buildManifest.js │ │ │ │ │ └── _ssgManifest.js │ │ │ │ │ ├── chunks │ │ │ │ │ ├── 78-bc18c16297940613.js │ │ │ │ │ ├── framework-0c7baedefba6b077.js │ │ │ │ │ ├── main-7af7d5359a6145de.js │ │ │ │ │ ├── pages │ │ │ │ │ │ ├── _app-7f0002c80738113a.js │ │ │ │ │ │ ├── _error-ee5b5fb91d29d86f.js │ │ │ │ │ │ ├── converse-bd575ea9251886b9.js │ │ │ │ │ │ ├── index-bd877b96e2342d55.js │ │ │ │ │ │ ├── kb-8e8e5f97dcec4a53.js │ │ │ │ │ │ ├── stats-c181bdd959e91e0f.js │ │ │ │ │ │ └── waveform-0d7fcdd3766fcbdb.js │ │ │ │ │ ├── polyfills-c67a75d1b6f99dc8.js │ │ │ │ │ └── webpack-e53a5203105d5dd8.js │ │ │ │ │ └── css │ │ │ │ │ └── 7636246223312442.css │ │ │ │ ├── converse.html │ │ │ │ ├── favicon.ico │ │ │ │ ├── index.html │ │ │ │ ├── kb.html │ │ │ │ ├── next.svg │ │ │ │ ├── stats.html │ │ │ │ ├── vercel.svg │ │ │ │ └── waveform.html │ │ └── requirements.txt │ ├── gnuradio │ │ ├── Dockerfile │ │ ├── entrypoint.sh │ │ └── grc_files │ │ │ └── fm_radio.grc │ └── sdr-holoscan │ │ ├── Dockerfile │ │ ├── app.py │ │ ├── common.py │ │ ├── operators.py │ │ ├── params.yml │ │ ├── requirements.txt │ │ └── riva_asr.py ├── knowledge_graph_rag │ ├── .env.example │ ├── GTC25_DLI │ │ ├── .dockerignore │ │ ├── .env │ │ ├── .gitignore │ │ ├── .launchignore │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── docker-compose.yml │ │ ├── entrypoint.sh │ │ ├── nginx.conf │ │ ├── notebooks │ │ │ ├── .gitkeep │ │ │ ├── 01_Graph_Triplet_Extraction.ipynb │ │ │ ├── 02_LLM_Finetuning.ipynb │ │ │ ├── 03_Dynamic_Database.ipynb │ │ │ ├── 04_Evaluation.ipynb │ │ │ ├── 05_Link_Prediction.ipynb │ │ │ ├── README.md │ │ │ ├── assets │ │ │ │ └── e2e-lora-train-and-deploy.png │ │ │ ├── data_prep │ │ │ │ ├── 1_SEC_Data_Collection.ipynb │ │ │ │ ├── 2_SEC_Data_Preparation.ipynb │ │ │ │ ├── 3_Synthetic_QA_Generation.ipynb │ │ │ │ └── preprocessor.py │ │ │ └── imports │ │ │ │ └── qa_chain_overrides.py │ │ ├── requirements.txt │ │ └── test_containerC.sh │ ├── README.md │ ├── backend │ │ ├── routers │ │ │ ├── chat.py │ │ │ ├── evaluation.py │ │ │ ├── ui_backend.py │ │ │ └── visualization.py │ │ ├── server.py │ │ ├── utils │ │ │ ├── download_papers.py │ │ │ ├── lc_graph.py │ │ │ └── preprocessor.py │ │ └── vectorstore │ │ │ └── search.py │ ├── frontend │ │ ├── pages │ │ │ ├── chat.py │ │ │ ├── evaluation.py │ │ │ └── visualization.py │ │ └── ui.py │ ├── requirements.txt │ └── viz.png ├── llm-prompt-design-helper │ ├── .gitattributes │ ├── Dockerfile │ ├── README.md │ ├── api_request_backends │ │ ├── api_request.py │ │ ├── chatnv_client.py │ │ └── openai_client.py │ ├── build_image.sh │ ├── chat_ui.py │ ├── chat_ui_utils.py │ ├── config.yaml │ ├── data │ │ ├── bot.webp │ │ ├── llm-prompt-designer-demo.gif │ │ ├── local-database-settings.jpeg │ │ ├── self-host-database-settings.jpeg │ │ ├── simple_ui.jpeg │ │ ├── simple_ui_db.jpeg │ │ └── user.webp │ ├── requirements.txt │ ├── run_container.sh │ ├── test.py │ └── vector_store │ │ └── faiss_vector_store.py ├── llm_video_series │ ├── data │ │ ├── .DS_Store │ │ └── imgs │ │ │ ├── offline.png │ │ │ └── online.png │ ├── video_1_llm_assistant_cloud_app │ │ ├── README.md │ │ ├── app.py │ │ └── requirements.txt │ ├── video_2_multimodal-rag │ │ ├── README.md │ │ ├── app.py │ │ ├── document_processors.py │ │ ├── requirements.txt │ │ └── utils.py │ └── video_3_langchain_copilot_with_NIM_HF_FAISS_deployed_locally.ipynb ├── log_analysis_multi_agent_rag │ ├── .env │ ├── BAT.AI SW Architecture Diagram.drawio.png │ ├── README.md │ ├── bat_ai.py │ ├── binary_score_models.py │ ├── example.py │ ├── graphedges.py │ ├── graphnodes.py │ ├── multiagent.py │ ├── prompt.json │ ├── requirements.txt │ └── utils.py ├── multimodal_assistant │ ├── .gitignore │ ├── Multimodal_Assistant.py │ ├── README.md │ ├── bot_config │ │ ├── multimodal.config │ │ └── utils.py │ ├── guardrails │ │ ├── __init__.py │ │ └── fact_check.py │ ├── llm │ │ ├── __init__.py │ │ ├── llm.py │ │ └── llm_client.py │ ├── pages │ │ └── 1_Knowledge_Base.py │ ├── requirements.txt │ ├── retriever │ │ ├── __init__.py │ │ ├── embedder.py │ │ ├── retriever.py │ │ └── vector.py │ ├── utils │ │ ├── api_key_check.py │ │ ├── feedback.py │ │ └── memory.py │ └── vectorstore │ │ ├── custom_pdf_parser.py │ │ ├── custom_powerpoint_parser.py │ │ ├── multimodal │ │ └── uploaded_docs │ │ │ └── NVIDIA In Brief 1-Pager.pdf │ │ └── vectorstore_updater.py ├── multimodal_retrieval │ ├── .dockerignore │ ├── README.md │ ├── __init__.py │ ├── agent.py │ ├── assets │ │ ├── hierarchical_approach.png │ │ ├── image_example.png │ │ └── table_example.png │ ├── docker-compose.yml │ ├── gradio │ │ ├── Dockerfile │ │ ├── __init__.py │ │ ├── gradio_interface.py │ │ └── requirements.txt │ ├── ingest │ │ ├── Dockerfile │ │ └── requirements.txt │ ├── langgraph.json │ ├── nv-mm-retrieval-app │ │ ├── .gitignore │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── app │ │ │ ├── __init__.py │ │ │ └── server.py │ │ ├── packages │ │ │ ├── README.md │ │ │ ├── nv-mm-document-qa │ │ │ │ ├── .gitignore │ │ │ │ ├── LICENSE │ │ │ │ ├── README.md │ │ │ │ ├── nv_mm_document_qa │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── chain.py │ │ │ │ │ ├── chain_full_collection.py │ │ │ │ │ ├── chain_sdg_qa.py │ │ │ │ │ ├── model_full_collection.py │ │ │ │ │ ├── model_images.py │ │ │ │ │ ├── model_metadata.py │ │ │ │ │ ├── model_sdg_qa.py │ │ │ │ │ └── mongodb_utils.py │ │ │ │ ├── pyproject.toml │ │ │ │ └── tests │ │ │ │ │ └── __init__.py │ │ │ ├── nv-mm-images │ │ │ │ ├── .gitignore │ │ │ │ ├── LICENSE │ │ │ │ ├── README.md │ │ │ │ ├── nv_mm_images │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── chain.py │ │ │ │ │ └── main.py │ │ │ │ ├── pyproject.toml │ │ │ │ └── tests │ │ │ │ │ └── __init__.py │ │ │ └── nv-mm-ingest-docs │ │ │ │ ├── .gitignore │ │ │ │ ├── LICENSE │ │ │ │ ├── README.md │ │ │ │ ├── nv_mm_ingest_docs │ │ │ │ ├── __init__.py │ │ │ │ ├── chain.py │ │ │ │ ├── parse_image.py │ │ │ │ └── url_import.py │ │ │ │ ├── pyproject.toml │ │ │ │ └── tests │ │ │ │ └── __init__.py │ │ └── pyproject.toml │ └── requirements.txt ├── oran-chatbot-multimodal │ ├── Multimodal_Assistant.py │ ├── README.md │ ├── bot_config │ │ ├── multimodal_oran.config │ │ ├── oran.config │ │ └── utils.py │ ├── config.yaml │ ├── embedEtcd.yaml │ ├── evals │ │ ├── 01_synthetic_data_generation.ipynb │ │ ├── 02_filling_RAG_outputs_for_Evaluation.ipynb │ │ ├── 03_eval_ragas.ipynb │ │ ├── 04_Human_Like_RAG_Evaluation-AIP.ipynb │ │ ├── 05_complexquery_advancedRAG.ipynb │ │ ├── end.jpg │ │ ├── eval_syn_QA_Nvolve.json │ │ ├── gen.jpg │ │ ├── metrics_df.pkl │ │ ├── requirements.txt │ │ ├── ret.jpg │ │ └── syn_data_oran.json │ ├── guardrails │ │ ├── __init__.py │ │ └── fact_check.py │ ├── llm │ │ ├── __init__.py │ │ ├── llm.py │ │ └── llm_client.py │ ├── oran_diagram.png │ ├── pages │ │ ├── 1_Knowledge_Base.py │ │ └── 2_Evaluation_Metrics.py │ ├── requirements.txt │ ├── retriever │ │ ├── __init__.py │ │ ├── embedder.py │ │ ├── retriever.py │ │ └── vector.py │ ├── standalone_embed.sh │ ├── synthetic_data_openai.json │ ├── utils │ │ ├── api_key_check.py │ │ ├── feedback.py │ │ └── memory.py │ └── vectorstore │ │ ├── custom_pdf_parser.py │ │ ├── custom_powerpoint_parser.py │ │ ├── embedder.py │ │ └── vectorstore_updater.py ├── pdfspeak │ ├── .env │ ├── Dockerfile.cert-generator │ ├── README.md │ ├── docker-compose.yaml │ ├── docker │ │ └── notebook.dockerfile │ ├── generate-certs.sh │ ├── notebooks │ │ ├── client │ │ │ ├── README.md │ │ │ ├── client_examples │ │ │ │ ├── README.md │ │ │ │ ├── docker │ │ │ │ │ ├── Dockerfile.client │ │ │ │ │ ├── entrypoint.sh │ │ │ │ │ └── start-jupyter.sh │ │ │ │ └── examples │ │ │ │ │ ├── cli_client_usage.ipynb │ │ │ │ │ └── python_client_usage.ipynb │ │ │ ├── requirements.txt │ │ │ ├── setup.py │ │ │ └── src │ │ │ │ └── nv_ingest_client │ │ │ │ ├── __init__.py │ │ │ │ ├── cli │ │ │ │ ├── __init__.py │ │ │ │ └── util │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── click.py │ │ │ │ │ ├── processing.py │ │ │ │ │ ├── system.py │ │ │ │ │ └── tasks.py │ │ │ │ ├── client │ │ │ │ ├── __init__.py │ │ │ │ ├── client.py │ │ │ │ └── interface.py │ │ │ │ ├── message_clients │ │ │ │ ├── __init__.py │ │ │ │ ├── client_base.py │ │ │ │ ├── rest │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── rest_client.py │ │ │ │ └── simple │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── simple_client.py │ │ │ │ ├── nv_ingest_cli.py │ │ │ │ ├── primitives │ │ │ │ ├── __init__.py │ │ │ │ ├── exceptions.py │ │ │ │ ├── jobs │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── job_spec.py │ │ │ │ │ └── job_state.py │ │ │ │ └── tasks │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── caption.py │ │ │ │ │ ├── chart_extraction.py │ │ │ │ │ ├── dedup.py │ │ │ │ │ ├── embed.py │ │ │ │ │ ├── extract.py │ │ │ │ │ ├── filter.py │ │ │ │ │ ├── split.py │ │ │ │ │ ├── store.py │ │ │ │ │ ├── table_extraction.py │ │ │ │ │ ├── task_base.py │ │ │ │ │ ├── task_factory.py │ │ │ │ │ ├── transform.py │ │ │ │ │ └── vdb_upload.py │ │ │ │ ├── schemas │ │ │ │ ├── __init__.py │ │ │ │ └── response_schema.py │ │ │ │ └── util │ │ │ │ ├── __init__.py │ │ │ │ ├── dataset.py │ │ │ │ ├── file_processing │ │ │ │ ├── __init__.py │ │ │ │ └── extract.py │ │ │ │ ├── milvus.py │ │ │ │ ├── process_json_files.py │ │ │ │ ├── processing.py │ │ │ │ ├── util.py │ │ │ │ └── zipkin.py │ │ ├── multimodal_test.pdf │ │ ├── pdfspeak.ipynb │ │ ├── pdfspeak_architecture.png │ │ └── woods_frost.pdf │ └── webapp │ │ ├── .gitignore │ │ └── src │ │ └── main │ │ ├── backend │ │ ├── Dockerfile │ │ ├── __init__.py │ │ ├── audio_outputs │ │ │ └── assistant_output.wav │ │ ├── marshaler │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── chat_io_service.py │ │ │ ├── nim_client.py │ │ │ ├── nv_ingest_helper.py │ │ │ ├── pdf_processor.py │ │ │ └── riva_connector.py │ │ ├── requirements.txt │ │ └── uploads │ │ │ ├── functional_validation.pdf │ │ │ └── functional_validation_highlighted.pdf │ │ └── ui │ │ ├── README.md │ │ └── web │ │ └── pdf-speak │ │ ├── .gitignore │ │ ├── Dockerfile │ │ ├── dependencies.txt │ │ ├── env.txt │ │ ├── package-lock.json │ │ ├── package.json │ │ ├── public │ │ ├── favicon.ico │ │ ├── index.html │ │ ├── logo192.png │ │ ├── logo512.png │ │ ├── manifest.json │ │ ├── resampler.js │ │ └── robots.txt │ │ ├── server │ │ ├── Dockerfile │ │ ├── env.txt │ │ ├── modules │ │ │ ├── asr.js │ │ │ └── protos │ │ │ │ ├── compile_protos.sh │ │ │ │ └── src │ │ │ │ └── riva_proto │ │ │ │ ├── riva_asr.proto │ │ │ │ ├── riva_audio.proto │ │ │ │ └── riva_audio_pb.js │ │ ├── package.json │ │ ├── server.js │ │ └── web │ │ │ └── index.html │ │ ├── src │ │ ├── App.css │ │ ├── App.js │ │ ├── App.test.js │ │ ├── components │ │ │ ├── Chat │ │ │ │ ├── Chat.js │ │ │ │ ├── ChatInput.js │ │ │ │ ├── ChatLoader.js │ │ │ │ ├── ChatMessage.js │ │ │ │ ├── ResetChat.js │ │ │ │ └── SpeakerButton.js │ │ │ ├── Layout │ │ │ │ ├── Footer.js │ │ │ │ ├── Navbar.js │ │ │ │ └── SidePanel.js │ │ │ ├── SpeechRecognition │ │ │ │ └── MicButton.js │ │ │ └── UploadContext │ │ │ │ ├── FileUploader.js │ │ │ │ └── LoadingProgress.js │ │ ├── constants.js │ │ ├── index.css │ │ ├── index.js │ │ ├── logo.svg │ │ ├── pages │ │ │ ├── APIConfig.js │ │ │ └── Home.js │ │ ├── reportWebVitals.js │ │ ├── setupTests.js │ │ └── store │ │ │ └── nvidia-logo-vert-rgb-blk-for-screen.png │ │ └── tailwind.config.js ├── rag-developer-chatbot │ ├── Dockerfile.notebook │ ├── README.md │ ├── compose.env │ ├── docker-compose-dev-rag.yaml │ └── notebooks │ │ ├── diagram.png │ │ ├── rapids_notebook.ipynb │ │ └── requirements.txt ├── routing-multisource-rag │ ├── .chainlit │ │ └── config.toml │ ├── .gitignore │ ├── README.md │ ├── app.py │ ├── architecture.png │ ├── chainlit.md │ ├── config.py │ ├── data │ │ ├── .gitkeep │ │ ├── nvidia-a100-datasheet-us-nvidia-1758950-r4-web.pdf │ │ ├── nvidia-t400-datasheet-1987150-r3.pdf │ │ └── proviz-print-rtx6000-datasheet-web-2504660.pdf │ ├── db │ │ └── .gitkeep │ ├── diagram.png │ ├── ingest.py │ ├── prompts.py │ ├── public │ │ └── avatars │ │ │ ├── container.svg │ │ │ ├── dna.svg │ │ │ ├── screen.svg │ │ │ └── servers.svg │ ├── requirements.txt │ └── workflow.py ├── smart-health-agent │ ├── README.md │ ├── architecture.png │ ├── document_processor.py │ ├── google_fit_utils.py │ ├── requirements.txt │ └── smart_health_ollama.py ├── streaming_ingest_rag │ ├── .env │ ├── .gitignore │ ├── README.md │ ├── docker-compose.yml │ ├── docker │ │ ├── Dockerfile.morpheus │ │ ├── Dockerfile.producer │ │ ├── build_all.sh │ │ ├── build_attu.sh │ │ ├── build_morpheus.sh │ │ ├── conda │ │ │ └── environments │ │ │ │ └── conda_env.yaml │ │ └── extras │ │ │ └── all-MiniLM-L6-v2_config.pbtxt │ ├── morpheus_examples │ │ └── streaming_ingest_rag │ │ │ └── vdb_upload │ │ │ ├── __init__.py │ │ │ ├── export_model.py │ │ │ ├── helper.py │ │ │ ├── kafka_config.yaml │ │ │ ├── langchain.py │ │ │ ├── module │ │ │ ├── __init__.py │ │ │ ├── content_extractor_module.py │ │ │ ├── file_source_pipe.py │ │ │ ├── kafka_source_module.py │ │ │ ├── kafka_source_pipe.py │ │ │ ├── raw_chunker_module.py │ │ │ ├── rss_source_pipe.py │ │ │ ├── schema_transform.py │ │ │ ├── vdb_resource_tagging_module.py │ │ │ └── web_scraper_module.py │ │ │ ├── pipeline.py │ │ │ ├── run.py │ │ │ ├── schemas │ │ │ ├── __init__.py │ │ │ ├── file_source_pipe_schema.py │ │ │ ├── kafka_source_pipe_schema.py │ │ │ ├── kafka_source_schema.py │ │ │ ├── raw_chunker_schema.py │ │ │ ├── rss_source_pipe_schema.py │ │ │ └── schema_transform_schema.py │ │ │ ├── vdb_config.yaml │ │ │ └── vdb_utils.py │ ├── producer │ │ └── src │ │ │ ├── README.md │ │ │ ├── consumer.py │ │ │ ├── data │ │ │ └── url_sample.jsonl │ │ │ ├── generate_dataset.py │ │ │ └── producer.py │ └── utils │ │ └── produce_messages.sh ├── synthetic-data-retriever-customization │ ├── files │ │ └── data │ │ │ └── qa_pairs_meta_llama_Llama_2_13b_chat_hf_num_questions_300_BeIR_nfcorpus.csv │ ├── retriever_customization.ipynb │ ├── setup.sh │ └── synthetic_data_generation_nemo.ipynb └── video-dataset-search │ ├── .gitignore │ ├── README.md │ ├── config.py │ ├── gradio_app.py │ ├── index_videos.py │ ├── requirements.txt │ └── utils.py ├── docs ├── README.md ├── VFX │ ├── DrawWithAI │ │ ├── README.md │ │ └── images │ │ │ └── DrawWithAI-HeaderImage.png │ ├── EnvironmentDesign │ │ ├── README.md │ │ └── images │ │ │ └── EnvironmentDesign-HeaderImage.png │ ├── PersonalizedCharacter │ │ ├── README.md │ │ └── images │ │ │ └── PersonalizedCharacter-HeaderImage.png │ └── VirtualAthlete │ │ ├── README.md │ │ └── images │ │ └── VirtualAthlete-HeaderImage.png ├── api_reference │ └── openapi_schema.json ├── architecture.md ├── chain-server.md ├── change-model.md ├── common-prerequisites.md ├── configuration.md ├── contributing.md ├── frontend.md ├── images │ ├── NVIDIA-Logo-H-ForScreen-ForDarkBG.jpg │ ├── api-catalog-generate-api-key.png │ ├── apps-catalog-promo-web-banner-laptop-300@2x.jpg │ ├── basic_rag_langchain_arch.png │ ├── basic_rag_llamaindex_arch.png │ ├── chrome-flags-fix-media-device-access-error.png │ ├── image0.png │ ├── image1.png │ ├── image10.png │ ├── image11.png │ ├── image12.png │ ├── image13.png │ ├── image14.png │ ├── image15.png │ ├── image2.png │ ├── image3.jpg │ ├── image4.jpg │ ├── image5.png │ ├── image6.png │ ├── image7.png │ ├── image8.png │ ├── image9.png │ ├── key-generated.png │ ├── llama3-70b-instruct-get-api-key.png │ ├── llama3-70b-instruct-model-card.png │ ├── media-device-access-error.png │ ├── multimodal_rag_arch.png │ ├── multiturn_rag_arch.png │ ├── nvidia-logo-horiz-rgb-blk-for-screen.png │ ├── query_decomposition_rag_arch.png │ ├── sample-web-application.png │ └── structured_data_rag_arch.png ├── llm-params.md ├── multiturn.md ├── prompt-customization.md ├── riva-asr-tts.md ├── support-matrix.md ├── text-splitter.md ├── using-sample-web-application.md └── vector-database.md ├── finetuning ├── Codegemma │ ├── README.md │ └── lora.ipynb ├── Gemma │ ├── README.md │ ├── lora.ipynb │ └── sft.ipynb ├── NeMo │ ├── README.md │ └── slm │ │ ├── README.md │ │ ├── megatron_gpt_eval_server.ipynb │ │ └── slm_pretraining_sft.ipynb ├── README.md └── StarCoder2 │ ├── inference.ipynb │ └── lora.ipynb ├── industries ├── asset_lifecycle_management_agent │ ├── .cursor.rules.md │ ├── .gitignore │ ├── INSTALLATION.md │ ├── README.md │ ├── configs │ │ ├── README.md │ │ └── config-reasoning.yaml │ ├── env_template.txt │ ├── eval_data │ │ ├── eval_set_master.json │ │ └── eval_set_test.json │ ├── example_eval_output │ │ ├── multimodal_eval_output.json │ │ └── workflow_output.json │ ├── imgs │ │ ├── intermediate_steps.png │ │ ├── pdm_agentic_worklow_light.png │ │ ├── pdm_architecture_updated.drawio │ │ ├── pred_maint_arch_diagram_img1.png │ │ ├── pred_maint_arch_diagram_img2.png │ │ ├── test_prompt_1.png │ │ ├── test_prompt_2.png │ │ ├── test_prompt_3.png │ │ ├── test_prompt_4.png │ │ └── updated_pdm_arch.png │ ├── pyproject.toml │ ├── setup_database.py │ ├── src │ │ └── asset_lifecycle_management_agent │ │ │ ├── __init__.py │ │ │ ├── evaluators │ │ │ ├── __init__.py │ │ │ ├── llm_judge_evaluator.py │ │ │ ├── llm_judge_evaluator_register.py │ │ │ ├── multimodal_llm_judge_evaluator.py │ │ │ └── multimodal_llm_judge_evaluator_register.py │ │ │ ├── plotting │ │ │ ├── __init__.py │ │ │ ├── code_generation_assistant.py │ │ │ ├── plot_anomaly_tool.py │ │ │ ├── plot_comparison_tool.py │ │ │ ├── plot_distribution_tool.py │ │ │ ├── plot_line_chart_tool.py │ │ │ └── plot_utils.py │ │ │ ├── predictors │ │ │ ├── __init__.py │ │ │ ├── moment_anomaly_detection_tool.py │ │ │ ├── moment_predict_rul_tool.py │ │ │ └── predict_rul_tool.py │ │ │ ├── register.py │ │ │ └── retrievers │ │ │ ├── __init__.py │ │ │ ├── generate_sql_query_and_retrieve_tool.py │ │ │ ├── vanna_manager.py │ │ │ └── vanna_util.py │ ├── test_alm_workflow.py │ ├── utils_template │ │ ├── __init__.py │ │ └── rul_utils.py │ └── vanna_training_data.yaml └── healthcare │ ├── agentic-healthcare-front-desk │ └── README.md │ └── medical-device-training-assistant │ ├── .env │ ├── .gitignore │ ├── README.md │ ├── app_chain │ └── chains.py │ ├── deploy │ └── medical-device-training-assistant-notebook.ipynb │ ├── docker-compose-nim-ms.yaml │ ├── docker-compose-vectordb.yaml │ ├── docker-compose.yaml │ ├── evaluation │ ├── Dockerfile │ ├── README.md │ ├── compose.env │ ├── docker-compose.yaml │ ├── query_rag_with_gt_questions_and_evaluate.py │ └── requirements.txt │ ├── images │ ├── add_file.png │ ├── doc_ingestion.png │ ├── example_query.png │ └── retrieval_chain.png │ ├── prompt.yaml │ └── src │ ├── chain_server │ ├── Dockerfile │ ├── RAG_Chain_Server_API_Client.ipynb │ ├── __init__.py │ ├── base.py │ ├── configuration.py │ ├── configuration_wizard.py │ ├── requirements.txt │ ├── server.py │ ├── tracing.py │ └── utils.py │ └── rag_playground │ ├── Dockerfile │ ├── requirements.txt │ └── speech │ ├── __init__.py │ ├── __main__.py │ ├── api.py │ ├── asr_utils.py │ ├── assets │ ├── __init__.py │ ├── kaizen-theme.css │ └── kaizen-theme.json │ ├── chat_client.py │ ├── configuration.py │ ├── configuration_wizard.py │ ├── pages │ ├── __init__.py │ ├── converse.py │ └── kb.py │ ├── static │ ├── 404.html │ ├── _next │ │ └── static │ │ │ ├── WuNGAl0x4o1D5HqLxhHMt │ │ │ ├── _buildManifest.js │ │ │ └── _ssgManifest.js │ │ │ ├── chunks │ │ │ ├── 78-a36dca5d49fafb86.js │ │ │ ├── framework-7a7e500878b44665.js │ │ │ ├── main-92011a1a7f336a6f.js │ │ │ ├── pages │ │ │ │ ├── _app-f21c0780e30f5eb6.js │ │ │ │ ├── _app-f55c3b932a623280.js │ │ │ │ ├── _error-54de1933a164a1ff.js │ │ │ │ ├── converse-39686323b565eff0.js │ │ │ │ ├── converse-61880f01babd873a.js │ │ │ │ ├── index-1a1d31dae38463f7.js │ │ │ │ ├── index-6a3f286eb0986c10.js │ │ │ │ ├── kb-cf0d102293dc0a74.js │ │ │ │ └── tuning-0b7bb1111c2d2a56.js │ │ │ ├── polyfills-78c92fac7aa8fdd8.js │ │ │ └── webpack-5146130448d8adf7.js │ │ │ ├── css │ │ │ ├── 7636246223312442.css │ │ │ └── 98b512633409f7e1.css │ │ │ └── s7oUSppGTRWsY8BXJmxYB │ │ │ ├── _buildManifest.js │ │ │ └── _ssgManifest.js │ ├── converse.html │ ├── favicon.ico │ ├── index.html │ ├── kb.html │ ├── next.svg │ └── vercel.svg │ ├── tracing.py │ └── tts_utils.py ├── llama_3.3_nemotron_super_49B ├── .python-version ├── Detailed Thinking Mode with Llama 3.3 Nemotron Super 49B.ipynb ├── README.md ├── images │ └── api_key.png └── pyproject.toml ├── nemo ├── Evaluator │ ├── Custom LLM-as-a-Judge │ │ ├── README.md │ │ ├── doctor_consults_with_summaries.jsonl │ │ ├── llm-as-a-judge-notebook.ipynb │ │ └── pyproject.toml │ ├── Live Evaluation │ │ ├── README.md │ │ ├── docker_compose.yaml │ │ ├── init_scripts │ │ │ └── create_databases.sh │ │ ├── live_evaluation.ipynb │ │ └── pyproject.toml │ ├── Prompt Optimization │ │ ├── .python-version │ │ ├── Prompt Optimization.ipynb │ │ ├── README.md │ │ ├── data │ │ │ └── hs2.jsonl │ │ └── pyproject.toml │ ├── README.md │ ├── end2end_tutorial.ipynb │ ├── eval_dataset │ │ ├── agent_data │ │ │ ├── agent_goal_data.jsonl │ │ │ └── agent_tool_call_data.jsonl │ │ ├── llm_judge_data │ │ │ └── math_dataset.csv │ │ ├── retriever_and_rag │ │ │ ├── corpus.jsonl │ │ │ ├── qrels │ │ │ │ └── test.tsv │ │ │ └── queries.jsonl │ │ ├── similarity_metrics_data │ │ │ └── inputs.jsonl │ │ └── tool_call_data │ │ │ └── aiva_tool_call.jsonl │ └── helpers.py ├── HumanEvaluation │ └── Reliability_Scoring_Win_Tie_Loss.ipynb ├── NeMo-Auditor │ ├── Getting_Started_With_NeMo_Auditor.ipynb │ └── README.md ├── NeMo-Data-Designer │ ├── README.md │ ├── TUTORIAL_STYLE_GUIDE.md │ ├── data │ │ └── gretelai_symptom_to_diagnosis.csv │ ├── managed-service-tutorials │ │ └── getting-started │ │ │ ├── 1-the-basics.ipynb │ │ │ ├── 2-structured-outputs-and-jinja-expressions.ipynb │ │ │ └── 3-seeding-with-a-dataset.ipynb │ ├── pyproject.toml │ ├── self-hosted-tutorials │ │ ├── community-contributions │ │ │ ├── README.md │ │ │ ├── forms │ │ │ │ └── w2-dataset.ipynb │ │ │ ├── healthcare-datasets │ │ │ │ ├── clinical-trials.ipynb │ │ │ │ ├── insurance-claims.ipynb │ │ │ │ └── physician-notes-with-realistic-personal-details.ipynb │ │ │ ├── multi-turn-chat │ │ │ │ └── multi-turn-conversation.ipynb │ │ │ ├── multimodal │ │ │ │ └── visual-question-answering-using-vlm.ipynb │ │ │ ├── person-samplers │ │ │ │ └── person-sampler-tutorial.ipynb │ │ │ ├── qa-generation │ │ │ │ └── product-question-answer-generator.ipynb │ │ │ ├── rag-examples │ │ │ │ ├── data │ │ │ │ │ └── databricks-state-of-data-ai-report.pdf │ │ │ │ └── generate-rag-generation-eval-dataset.ipynb │ │ │ ├── reasoning │ │ │ │ └── reasoning-traces.ipynb │ │ │ └── text-to-code │ │ │ │ ├── text-to-python-evol.ipynb │ │ │ │ ├── text-to-python.ipynb │ │ │ │ └── text-to-sql.ipynb │ │ └── getting-started │ │ │ ├── 1-the-basics.ipynb │ │ │ ├── 2-structured-outputs-and-jinja-expressions.ipynb │ │ │ ├── 3-seeding-with-a-dataset.ipynb │ │ │ └── README.md │ └── tutorial_helpers │ │ ├── __init__.py │ │ └── helpers.py ├── NeMo-Guardrails │ ├── Parallel_Rails_Tutorial.ipynb │ └── README.md ├── NeMo-Safe-Synthesizer │ ├── README.md │ ├── advanced │ │ ├── advanced_privacy.ipynb │ │ └── replace_pii_only.ipynb │ └── intro │ │ └── safe_synthesizer_101.ipynb ├── data-flywheel │ ├── README.md │ ├── e2e-llm-evaluation │ │ └── clinical_triage_pipeline.ipynb │ ├── embedding-finetuning │ │ ├── 1_data_preparation.ipynb │ │ ├── 2_finetuning_and_inference.ipynb │ │ ├── 3_evaluation.ipynb │ │ ├── README.md │ │ ├── config.py │ │ ├── img │ │ │ └── e2e-embedding-ft.png │ │ └── requirements.txt │ └── tool-calling │ │ ├── 1_data_preparation.ipynb │ │ ├── 2_finetuning_and_inference.ipynb │ │ ├── 3_model_evaluation.ipynb │ │ ├── 4_adding_safety_guardrails.ipynb │ │ ├── README.md │ │ ├── config.py │ │ ├── img │ │ ├── end-to-end-diagram.png │ │ └── tool-use.png │ │ └── requirements.txt └── retriever-synthetic-data-generation │ ├── README.md │ ├── data │ ├── nq_test.jsonl │ ├── sample_data_rawdoc.jsonl │ └── sample_data_squad.json │ ├── figures │ ├── api_key.png │ ├── sample_output.png │ └── sdg_pipeline.png │ ├── nemo_retriever_sdg │ ├── __init__.py │ ├── analyzer.py │ ├── calculator.py │ ├── dataset.py │ ├── evaluator.py │ ├── filter.py │ ├── processor.py │ ├── qa_generator.py │ ├── rewriter.py │ └── verifier.py │ ├── notebooks │ └── quickstart.ipynb │ ├── outputs │ └── .gitkeep │ ├── requirements.txt │ └── scripts │ ├── conf │ ├── config-fiqa.yaml │ ├── config-nq.yaml │ └── config.yaml │ └── run_pipeline.py ├── nemotron ├── LLM │ └── bash_computer_use_agent │ │ ├── README.md │ │ ├── bash.py │ │ ├── config.py │ │ ├── helpers.py │ │ ├── main_from_scratch.py │ │ ├── main_langgraph.py │ │ └── requirements.txt └── VLM │ └── llama_3.1_nemotron_nano_VL_8B │ └── Llama_Nemotron_VL_nano_8B.ipynb ├── oss_tutorials ├── 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