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Description: Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture. - Releases · NVIDIA/GenerativeAIExamples

Open Graph Description: Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture. - NVIDIA/GenerativeAIExamples

X Description: Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture. - NVIDIA/GenerativeAIExamples

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Latesthttps://github.com/NVIDIA/GenerativeAIExamples/releases/latest
NVIDIA NeMo Retriever NIM microserviceshttps://docs.nvidia.com/nim/index.html#nemo-retriever
End-to-end RAG exampleshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/RAG/examples
Single-command deploymenthttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/README.md#try-it-now
basic and advanced RAGhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/RAG/examples
multi-turn RAG examplehttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/RAG/examples/advanced_rag/multi_turn_rag
dedicated prompt configuration file for every examplehttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/docs/prompt-customization.md
langchain-nvidia-ai-endpointshttps://python.langchain.com/v0.2/docs/integrations/providers/nvidia/
Speech support using RAG Playgroundhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/docs/riva-asr-tts.md
RIVA speech models from NVIDIA API Cataloghttps://build.nvidia.com/explore/speech
how-to guideshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/README.md#how-to-guides
example specific architecture diagramshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/RAG/examples/basic_rag/langchain
top level directoryhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/industries
health care domain specific Medical Device Training Assistant RAGhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/industries/healthcare/medical-device-training-assistant
Basic langchain based RAG pipelinehttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/RAG/notebooks/langchain/langchain_basic_RAG.ipynb
Basic llamaindex based RAG pipelinehttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/RAG/notebooks/llamaindex/llamaindex_basic_RAG.ipynb
NeMo Guardrails with basic langchain RAGhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/RAG/notebooks/langchain/NeMo_Guardrails_with_LangChain_RAG
NVIDIA NIM microservices using NeMo Guardrails based RAGhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/RAG/notebooks/langchain/Using_NVIDIA_NIMs_with_NeMo_Guardrails
Using NeMo Evaluator using Llama 3.1 8B Instructhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/RAG/notebooks/nemo/Nemo%20Evaluator%20Llama%203.1%20Workbook
Agentic RAG pipeline with Nemo Retriever and NIM for LLMshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/RAG/notebooks/langchain/agentic_rag_with_nemo_retriever_nim.ipynb
selectable NIM endpointshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.8.0/community/llm-prompt-design-helper
02_Option(1)_NVIDIA_AI_endpoint_simple.ipynbhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.7.0/notebooks/02_Option(1)_NVIDIA_AI_endpoint_simple.ipynb
notebooks/02_Option(2)_minimalistic_RAG_with_langchain_local_HF_LLM.ipynbhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.7.0/notebooks/02_Option(2)_minimalistic_RAG_with_langchain_local_HF_LLM.ipynb
notebooks/03_Option(1)_llama_index_with_NVIDIA_AI_endpoint.ipynbhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.7.0/notebooks/03_Option(1)_llama_index_with_NVIDIA_AI_endpoint.ipynb
notebooks/03_Option(2)_llama_index_with_HF_local_LLM.ipynbhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.7.0/notebooks/03_Option(2)_llama_index_with_HF_local_LLM.ipynb
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v0.7.0 https://github.com/NVIDIA/GenerativeAIExamples/tree/v0.7.0
b43e8b0https://github.com/NVIDIA/GenerativeAIExamples/commit/b43e8b06d5e3bdc4eca5179e37f619c44eff9019
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v0.7.0https://github.com/NVIDIA/GenerativeAIExamples/releases/tag/v0.7.0
Nvidia API Cataloghttps://build.nvidia.com
latest Nvidia NIM-LLMhttps://docs.nvidia.com/nim/large-language-models/latest/introduction.html
auto download and caching support for nemo-retriever-embedding-microservice and nemo-retriever-reranking-microservicehttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.7.0/deploy/compose/docker-compose-nim-ms.yaml
herehttps://nvidia.github.io/GenerativeAIExamples/latest/nim-llms.html
Multimodal RAG Example enhancementshttps://nvidia.github.io/GenerativeAIExamples/latest/multimodal-data.html
PDF Plumber libraryhttps://pypi.org/project/pdfplumber/
tesseract-ocrhttps://pypi.org/project/tesseract-ocr/
new notebook showcasing RAG usecase using accelerated NIM based on-prem deployed modelshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.7.0/notebooks/08_RAG_Langchain_with_Local_NIM.ipynb
new experimental examplehttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.7.0/experimental/rag-developer-chatbot
new experimental examplehttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.7.0/experimental/event-driven-rag-cve-analysis
Nvidia API Cataloghttps://build.nvidia.com/search?term=llama3
herehttps://nvidia.github.io/GenerativeAIExamples/latest/index.html#developer-rag-examples
Snowflake arctic-embed-I modelhttps://build.nvidia.com/snowflake/arctic-embed-l
log level for chain server using LOG_LEVEL enviroment variablehttps://nvidia.github.io/GenerativeAIExamples/latest/configuration.html#chain-server
NeMo Inference Framework Containerhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.6.0/deploy/compose/rag-app-text-chatbot.yaml#L2
Nvidia NIM-LLM to deploy TensorRT optimized models on-prem and plug them in with existing exampleshttps://nvidia.github.io/GenerativeAIExamples/latest/nim-llms.html
kubernetes operator supporthttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.6.0/deploy/k8s-operator/kube-trailblazer
Nvidia API Cataloghttps://build.nvidia.com
notebookshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.7.0/notebooks
experimental artifactshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.7.0/experimental
Nvidia embed-qa-4 modelhttps://build.nvidia.com/nvidia/embed-qa-4
notebooks numbered 00-04https://github.com/NVIDIA/GenerativeAIExamples/tree/v0.6.0/notebooks
NeMo Inference Framework Containerhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.6.0/deploy/compose/rag-app-text-chatbot.yaml#L2
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sumitkbhhttps://github.com/sumitkbh
v0.6.0 https://github.com/NVIDIA/GenerativeAIExamples/tree/v0.6.0
e711143https://github.com/NVIDIA/GenerativeAIExamples/commit/e71114386f711c6251762d09e0f3a72f727b1d8e
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v0.6.0https://github.com/NVIDIA/GenerativeAIExamples/releases/tag/v0.6.0
API Cataloghttps://build.nvidia.com/explore/discover
NIM-LLMhttps://docs.nvidia.com/ai-enterprise/nim-llm/latest/index.html
API Cataloghttps://build.nvidia.com/explore/discover
NIM-LLMhttps://docs.nvidia.com/ai-enterprise/nim-llm/latest/index.html
evaluation applicationhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.6.0/tools/evaluation
Chat with NVIDIA financial datahttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.6.0/notebooks/12_Chat_wtih_nvidia_financial_reports.ipynb
langgraph agent handlinghttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.6.0/notebooks/11_LangGraph_HandlingAgent_IntermediateSteps.ipynb
simple rag example templatehttps://nvidia.github.io/GenerativeAIExamples/latest/simple-examples.html
structured_data_raghttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.6.0/RetrievalAugmentedGeneration/examples/structured_data_rag
UAE-Large-V1https://huggingface.co/WhereIsAI/UAE-Large-V1
Multiturn Chatbothttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.6.0/RetrievalAugmentedGeneration/examples/multi_turn_rag
Structured data raghttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.6.0/RetrievalAugmentedGeneration/examples/structured_data_rag
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shubhadeepdhttps://github.com/shubhadeepd
v0.5.0 https://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0
6de0008https://github.com/NVIDIA/GenerativeAIExamples/commit/6de0008409b627d6942bee4aa51928f1ae8592fc
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v0.5.0https://github.com/NVIDIA/GenerativeAIExamples/releases/tag/v0.5.0
API catalog endpoints from NVIDIAhttps://build.nvidia.com/explore/discover
Github pages based documentation.https://nvidia.github.io/GenerativeAIExamples/latest/index.html
Multi-turn RAGhttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0/RetrievalAugmentedGeneration/examples/multi_turn_rag
Multi-modal RAGhttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0/RetrievalAugmentedGeneration/examples/multimodal_rag
Structured data CSV RAGhttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0/RetrievalAugmentedGeneration/examples/csv_rag
delete and list APIshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.5.0/docs/api_reference/openapi_schema.json
docker compose fileshttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0/deploy/compose
docker compose fileshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.5.0/deploy/compose/docker-compose-vectordb.yaml
a notebookhttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0/models/NeMo/slm
experimental exampleshttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0/experimental
NVIDIA ORAN chatbot multimodal Assistanthttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0/experimental/oran-chatbot-multimodal
NVIDIA Retrieval Customizationhttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0/experimental/synthetic-data-retriever-customization
NVIDIA RAG Streaming Document Ingestion Pipelinehttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0/experimental/streaming_ingest_rag
NVIDIA Live FM Radio ASR RAGhttps://github.com/NVIDIA/GenerativeAIExamples/tree/v0.5.0/experimental/fm-asr-streaming-rag
New dedicated notebookhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.5.0/notebooks/10_RAG_for_HTML_docs_with_Langchain_NVIDIA_AI_Endpoints.ipynb
NVIDIA API Catalog endpointshttps://build.nvidia.com/explore/discover
API schema of chain-server componenthttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.5.0/docs/api_reference/openapi_schema.json
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v0.4.0 https://github.com/NVIDIA/GenerativeAIExamples/tree/v0.4.0
91d637ahttps://github.com/NVIDIA/GenerativeAIExamples/commit/91d637a318f24f55bac28aed73ae7a217da1b6b7
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v0.4.0https://github.com/NVIDIA/GenerativeAIExamples/releases/tag/v0.4.0
New dedicated notebookshttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.4.0/docs/rag/jupyter_server.md
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sumitkbhhttps://github.com/sumitkbh
v0.3.0 https://github.com/NVIDIA/GenerativeAIExamples/tree/v0.3.0
3d29acfhttps://github.com/NVIDIA/GenerativeAIExamples/commit/3d29acf677466c5c301370cab5867cb09e04e318
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v0.3.0https://github.com/NVIDIA/GenerativeAIExamples/releases/tag/v0.3.0
PGvectorhttps://github.com/pgvector/pgvector
New dedicated examplehttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.3.0/docs/rag/aiplayground.md
New examplehttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.3.0/RetrievalAugmentedGeneration/README.md#5-qa-chatbot-with-task-decomposition-example----a100h100l40s
PG Vector as a vector database in the developer rag canonical example.https://github.com/NVIDIA/GenerativeAIExamples/blob/v0.3.0/RetrievalAugmentedGeneration/README.md#deploying-with-pgvector-vector-store
RAG observability support.https://github.com/NVIDIA/GenerativeAIExamples/blob/v0.3.0/tools/observability
TRTLLM based nemotron models.https://github.com/NVIDIA/GenerativeAIExamples/blob/v0.3.0/RetrievalAugmentedGeneration/README.md#6-qa-chatbot----nemotron-model
READMEhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.3.0/README.md
a common base classhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.3.0/RetrievalAugmentedGeneration/common/base.py
dedicated compose filehttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.3.0/deploy/compose/docker-compose-evaluation.yaml
experimental directoryhttps://github.com/NVIDIA/GenerativeAIExamples/blob/v0.3.0/experimental
Fixed issue #19https://github.com/NVIDIA/GenerativeAIExamples/issues/19
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