Overview

This is the RAG server container used as part of the NVIDIA AI Blueprint for RAG and used to orchestrate the end to end RAG pipeline.

The NVIDIA RAG Blueprint is a reference solution and foundational starting point for building Retrieval-Augmented Generation (RAG) pipelines with NVIDIA NIM microservices. It enables enterprises to deliver natural language question answering grounded in their own data, while meeting governance, latency, and scalability requirements. Designed to be decomposable and configurable, the blueprint integrates GPU-accelerated components with NeMo Retriever models, Multimodal and Vision Language Models, and guardrailing services, to provide an enterprise-ready framework. With a pre-built reference UI, open-source code, and multiple deployment options — including local docker (with and without NVIDIA Hosted endpoints) and Kubernetes — it serves as a flexible starting point that developers can adapt and extend to their specific needs.

Source Code

Documentation and source code regarding how to get started can be found here

Additional Resources

Learn more about how to use NVIDIA NIM microservices for RAG through our Deep Learning Institute. Access the course here.

Ethical Considerations

NVIDIA believes Trustworthy AI is a shared responsibility, and we have established policies and practices to enable development for a wide array of AI applications. When downloaded or used in accordance with our terms of service, developers should work with their supporting model team to ensure the models meet requirements for the relevant industry and use case and address unforeseen product misuse. For more detailed information on ethical considerations for the models, please see the Model Card++ Explainability, Bias, Safety & Security, and Privacy Subcards. Please report security vulnerabilities or NVIDIA AI concerns here.

License

This NVIDIA AI BLUEPRINT is licensed under the Apache License, Version 2.0. This project will download and install additional third-party open source software projects and containers. Review the license terms of these open source projects before use.

Use of the models in this blueprint is governed by the NVIDIA AI Foundation Models Community License.

Terms of Use

This blueprint is governed by the NVIDIA Agreements | Enterprise Software | NVIDIA Software License Agreement and the NVIDIA Agreements | Enterprise Software | Product Specific Terms for AI Product. The models are governed by the NVIDIA Agreements | Enterprise Software | NVIDIA Community Model License and the NVIDIA RAG dataset which is governed by the NVIDIA Asset License Agreement.\nThe following models that are built with Llama are governed by the Llama 3.2 Community License Agreement: nvidia/llama-3.2-nv-embedqa-1b-v2 and nvidia/llama-3.2-nv-rerankqa-1b-v2 and llama-3.2-nemoretriever-1b-vlm-embed-v1.

Additional Information

The Llama 3.1 Community License Agreement for the llama-3.1-nemotron-nano-vl-8b-v1, llama-3.1-nemoguard-8b-content-safety and llama-3.1-nemoguard-8b-topic-control models. The Llama 3.2 Community License Agreement for the nvidia/llama-3.2-nv-embedqa-1b-v2, nvidia/llama-3.2-nv-rerankqa-1b-v2 and llama-3.2-nemoretriever-1b-vlm-embed-v1 models. The Llama 3.3 Community License Agreement for the llama-3.3-nemotron-super-49b-v1.5 models. Built with Llama. Apache 2.0 for NVIDIA Ingest and for the nemoretriever-page-elements-v2, nemoretriever-table-structure-v1, nemoretriever-graphic-elements-v1, paddleocr and nemoretriever-ocr-v1 models.

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It enables enterprises to deliver natural language question answering grounded in their own data, while meeting governance, latency, and scalability requirements. Designed to be decomposable and configurable, the blueprint integrates GPU-accelerated components with NeMo Retriever models, Multimodal and Vision Language Models, and guardrailing services, to provide an enterprise-ready framework. With a pre-built reference UI, open-source code, and multiple deployment options — including local docker (with and without NVIDIA Hosted endpoints) and Kubernetes — it serves as a flexible starting point that developers can adapt and extend to their specific needs.\n\n## Source Code\nDocumentation and source code regarding how to get started can be found [here](https://github.com/NVIDIA-AI-Blueprints/rag)\n\n## Additional Resources\nLearn more about how to use NVIDIA NIM microservices for RAG through our Deep Learning Institute. Access the course here.\n\n## Ethical Considerations\nNVIDIA believes Trustworthy AI is a shared responsibility, and we have established policies and practices to enable development for a wide array of AI applications. When downloaded or used in accordance with our terms of service, developers should work with their supporting model team to ensure the models meet requirements for the relevant industry and use case and address unforeseen product misuse. For more detailed information on ethical considerations for the models, please see the Model Card++ Explainability, Bias, Safety & Security, and Privacy Subcards. Please report security vulnerabilities or NVIDIA AI concerns here.\n\n## License\n\nThis NVIDIA AI BLUEPRINT is licensed under the [Apache License, Version 2.0.](./LICENSE) This project will download and install additional third-party open source software projects and containers. Review [the license terms of these open source projects](./LICENSE-3rd-party.txt) before use.\n\nUse of the models in this blueprint is governed by the [NVIDIA AI Foundation Models Community License](https://docs.nvidia.com/ai-foundation-models-community-license.pdf).\n\n\n## Terms of Use\nThis blueprint is governed by the [NVIDIA Agreements | Enterprise Software | NVIDIA Software License Agreement](https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-software-license-agreement/) and the [NVIDIA Agreements | Enterprise Software | Product Specific Terms for AI Product](https://www.nvidia.com/en-us/agreements/enterprise-software/product-specific-terms-for-ai-products/). The models are governed by the [NVIDIA Agreements | Enterprise Software | NVIDIA Community Model License](https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-community-models-license/) and the [NVIDIA RAG dataset](./data/multimodal/) which is governed by the [NVIDIA Asset License Agreement](https://github.com/NVIDIA-AI-Blueprints/rag/blob/main/data/LICENSE.DATA).\nThe following models that are built with Llama are governed by the Llama 3.2 Community License Agreement: nvidia/llama-3.2-nv-embedqa-1b-v2 and nvidia/llama-3.2-nv-rerankqa-1b-v2 and llama-3.2-nemoretriever-1b-vlm-embed-v1.\n\n## Additional Information\n\nThe [Llama 3.1 Community License Agreement](https://www.llama.com/llama3_1/license/) for the llama-3.1-nemotron-nano-vl-8b-v1, llama-3.1-nemoguard-8b-content-safety and llama-3.1-nemoguard-8b-topic-control models. The [Llama 3.2 Community License Agreement](https://www.llama.com/llama3_2/license/) for the nvidia/llama-3.2-nv-embedqa-1b-v2, nvidia/llama-3.2-nv-rerankqa-1b-v2 and llama-3.2-nemoretriever-1b-vlm-embed-v1 models. The [Llama 3.3 Community License Agreement](https://github.com/meta-llama/llama-models/blob/main/models/llama3_3/LICENSE) for the llama-3.3-nemotron-super-49b-v1.5 models. Built with Llama. Apache 2.0 for NVIDIA Ingest and for the nemoretriever-page-elements-v2, nemoretriever-table-structure-v1, nemoretriever-graphic-elements-v1, paddleocr and nemoretriever-ocr-v1 models.",["D",1780341997856],[230,279,277,275,273,271,269,267,264],"/api/image/nvidia/blueprint/containers/rag-server",1262241201,"hasSignedTag",[],[302,303,304],[],[298],[],{"_93":299,"_130":299,"_131":300,"_133":301},"signed images",{"_135":301,"_130":299},"system",{"_93":307,"_130":308,"_131":309,"_133":134},{"_93":138,"_130":138,"_131":306,"_133":134},{"_93":136,"_130":136,"_131":305,"_133":134},{"_135":134,"_130":136},{"_135":134,"_130":138},"AI","soln_ai",{"_135":310,"_130":308},"technology",{"_171":1480,"_173":1481},"ngcApps",[1433],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1414":1415,"_1416":1417,"_1418":1419,"_1420":1421,"_1422":322,"_203":346,"_1423":1424,"_1425":51,"_1426":151,"_1427":151,"_1428":1429,"_1430":151,"_1431":1432},"amplitude",{"_1411":1412,"_1018":-7,"_1413":26},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmNoaW5hTmltRGlzdHJpYnV0b3JzUmVkZXNpZ24lMjIlM0F0cnVlJTJDJTIyZW5hYmxlQ3NhV2lkZ2V0JTIyJTNBZmFsc2UlMkMlMjJlbmFibGVQcm9kdWN0R3JvdXBpbmdCeVN1YnNjcmlwdGlvbiUyMiUzQWZhbHNlJTJDJTIyY29udGFpbmVyU2Nhbm5pbmdSZWRlc2lnbk0xJTIyJTNBdHJ1ZSU3RA==","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1405":1406,"_1407":1408,"_1409":1410},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.7.3","defaultSearchSuggestions",{"_1293":426,"_1294":1295,"_1296":1297,"_1298":1299},"announcements",[],"consentState",{"_383":1283,"_1284":151,"_1285":26,"_1286":26,"_1287":1288},"consentConfig",{"_365":366,"_367":368,"_369":370,"_371":372,"_373":374,"_375":376,"_377":378,"_379":380,"_381":382,"_383":384},"showContactAdmin",1784129322237,[],[],[360,361,362,363,364],{"_40":62,"_42":67,"_44":64,"_46":-5,"_48":-5,"_50":51},{"_40":62,"_42":65,"_44":64,"_46":-5,"_48":-5,"_50":51},{"_40":55,"_42":60,"_44":64,"_46":-5,"_48":-5,"_50":51},{"_40":52,"_42":53,"_44":64,"_46":-5,"_48":-5,"_50":51},{"_40":41,"_42":43,"_44":64,"_46":-5,"_48":-5,"_50":51},"mainInfoText","We and our third-party partners (including social media, advertising, and analytics partners) use cookies and other tracking technologies to collect, store, monitor, and process certain information about you when you visit our website. 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This cookie is used to distinguish unique users by assigning a randomly generated number as a client identifier. It is included in each page request in a site and used to calculate visitor, session and campaign data for the sites analytics reports. By default it is set to expire after 2 years, although this is customisable by website owners.","research.nvidia.com","_uetvid","This is a cookie utilised by Microsoft Bing Ads and is a tracking cookie. It allows us to engage with a user that has previously visited our website.","s_pltp","This cookie is typically associated with Adobe Analytics (formerly SiteCatalyst). It is used to identify the previous link clicked within the site, which helps in analyzing site usage patterns.","s_ecid","Adobe Analytics cookie containing the the Adobe Experience Cloud 1st party visitor id if the Analytics AMCV visitor id is not found.","This cookie name is used as a long-lived unique identifier of the visitor on the website. 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