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Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture.

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Bumps [langchain-community](https://github.com/langchain-ai/langchain) from 0.2.12 to 0.2.19. Release notes Sourced from langchain-community's releases. langchain-community==0.2.19 Changes since langchain-community==0.3.6 community: release 0.2.19 (#28057) community: patch graphqa chains (CVE-2024-8309) (#28050) langchain,community[patch]: release with bumped...

dependencies
python

Add new RAG chatbot implementation to the community examples folder. This implementation is based on RAG in 5 minutes with some changes to the RAG implementation (LLM model, LangChain Text...

The imported observability tools don't seem to have been included and cause the `chain-server` container to crash stating that the module can't be found. As a workaround, I've added locally...

When I run the langchain example, the docker command can run successfully. But when I use the brower to chat. It will report "Failed to get response from /generate endpoint...

After using the playground for quite sometime, I shifted from one example to other example of RAG models. Later when I uploaded the same pdf into the knowledge base, its...

The tutorial notebook [agentic_rag_with_nemo_retriever_nim.ipynb](https://github.com/NVIDIA/GenerativeAIExamples/blob/main/RAG/notebooks/langchain/agentic_rag_with_nemo_retriever_nim.ipynb) does not work. The download of the intended sample data is failing. Download is implemented via the "KG-RAG-datasets" repo of docugami ([link](https://github.com/docugami/KG-RAG-datasets)). It yields the following...

https://github.com/NVIDIA/GenerativeAIExamples/tree/main/community/knowledge_graph_rag#setup-steps README.md Setup step 2 for retrieving the API key, clicking on If you don't have an API key, follow [these instructions](https://github.com/NVIDIA/GenerativeAIExamples/blob/main/docs/api-catalog.md#get-an-api-key-for-the-accessing-models-on-the-api-catalog) to sign up for an NVIDIA AI Foundation...

payload = { "name": "getting-started-job", "project": "demo", "spec": { "config": f"default/{config_name}", "target": f"default/{target_name}", } }

The current [NeMo-Auditor tutorial](https://github.com/NVIDIA/GenerativeAIExamples/blob/main/nemo/NeMo-Auditor/Getting_Started_With_NeMo_Auditor.ipynb) throws `422 Unprocessable Entity` exception while creating an audit job with latest `nemo-microservices/auditor:25.09` image. Current: ``` payload = { "name": "getting-started-job", "project": "demo", "spec": { "config":...

## SQL Retriever Enhancements for Dell AIDp ### Summary Enhances the Asset Lifecycle Management Agent's SQL retrieval capabilities with improved database connectivity and Dell AIDp sandbox compatibility. ### Key Changes...