Nebius AI

Retrieval-augmented generation | Nebius AI - Nebius AI solutions for ML&AI

Smth about that we know that RAG is usefull for AI and it’s hard to create production ready solution.

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Nebius AI Introduction

Nebius AI: Simplifying Retrieval-Augmented Generation for AI

Nebius AI offers a robust platform designed to streamline the implementation and management of Retrieval-Augmented Generation (RAG) solutions. Recognizing the potential of RAG in AI while acknowledging the complexities of its production, Nebius AI provides the tools and support needed to seamlessly integrate this technology into various workflows.

Exceptional User Experience and Comprehensive Toolset

Nebius AI prioritizes user experience with its intuitive cloud console. The platform provides a suite of tools familiar to AI and RAG developers, including Kubernetes and Terraform, ensuring a smooth and efficient workflow. This user-friendly approach extends to its comprehensive marketplace.

A Curated Marketplace for Enhanced Solutions

The Nebius AI Marketplace features a curated selection of tools from leading vendors in machine learning, AI software development, and security. Users can easily access and integrate best-in-class vector stores and inference tools, further simplifying the development process.

Unwavering Reliability and Scalability

Nebius AI guarantees optimal uptime with its self-healing system, enabling rapid recovery from potential disruptions. This focus on stability is complemented by its flexible scaling capabilities. Users can adjust their compute capacity on demand through a straightforward console request, ensuring they only pay for the resources they need. Long-term reserve discounts offer further cost optimization.

A Holistic Approach to RAG and Inference

Nebius AI's architecture is purpose-built to address the challenges of high request rates and production environments. It prioritizes key aspects such as availability, scalability, observability, disaster recovery, and security, providing a comprehensive solution for deploying and managing RAG and inference workloads.

Intuitive Cloud Console for Effortless Management

The intuitive cloud console empowers users with granular control over their infrastructure. They can easily manage resources and grant access with varying levels of permissions, ensuring efficient collaboration and resource allocation.

Dedicated Support from Experts

Nebius AI provides dedicated solution architect support to guide users through platform adoption, ensuring a smooth onboarding experience. In addition to 24/7 support for urgent issues, the platform boasts a highly qualified in-house support team that works closely with platform developers, product managers, and the R&D team, ensuring prompt and effective assistance.

Rich Resources for Guidance and Knowledge

Nebius AI offers a wealth of resources, including a comprehensive solution library and detailed documentation. The RAG Generative AI Solution, built on NVIDIA technologies, showcases the power of combining language models and data retrieval for accurate and contextually relevant AI-generated text. This solution exemplifies the platform's capabilities in enhancing customer support, content creation, and other applications.

Essential Building Blocks for RAG Solutions

Nebius AI provides all the necessary components for building and deploying robust RAG solutions. Its Compute Cloud offers reliable VMs equipped with high-performance NVIDIA GPUs, including H100, L40S, A100, and V100, ideal for demanding inference tasks. The Managed Service for PostgreSQL ensures secure and highly available storage for knowledge bases. The Managed Service for Kubernetes simplifies the deployment and scaling of RAG solutions. Lastly, the Managed Service for OpenSearch enables fast and reliable vector search capabilities.

Ready-to-Use Solutions from the Marketplace

Nebius AI's Marketplace features a range of ready-to-use solutions that further simplify RAG implementation. These include Weaviate, a platform combining vector and keyword search for enhanced semantic understanding; Qdrant, an easy-to-use API for managing vector embeddings; Milvus, an open-source vector database for handling large embedding vectors; vLLM, a library designed for efficient LLM inference and serving; NVIDIA Triton™ Inference Server, a solution for deploying AI models across various frameworks; and Kubeflow, an open-source platform for streamlined machine learning workflow deployments on Kubernetes.

Expert Insights and Guidance

Nebius AI goes beyond providing tools and infrastructure by offering valuable insights from its experts. Users can access resources and guidance on deploying RAG in production using open-source tools, optimizing RAG architecture for scalability, and practical deployment strategies through live demonstrations.

In summary, Nebius AI emerges as a comprehensive platform for those seeking to harness the power of Retrieval-Augmented Generation. Its user-friendly approach, combined with robust infrastructure, dedicated support, and a rich ecosystem of resources, makes it an ideal choice for businesses and developers looking to implement and manage RAG solutions effectively.

Nebius AI Frequently Asked Questions

  • What is Nebius AI?

    Nebius AI is a platform that helps you manage and control the production of RAG (Retrieval-Augmented Generation) solutions for AI.

  • What are the benefits of using Nebius AI for RAG?

    Nebius AI offers an intuitive cloud console, tools for AI and RAG workloads, a marketplace of tools from top vendors, guaranteed uptime, scalable capacity, and expert support.

  • What is the cost of using Nebius AI?

    The pricing details can be found on the Nebius AI pricing page. They offer an on-demand payment model and long-term reserve discounts.

  • What kind of support does Nebius AI provide?

    Nebius AI offers dedicated solution architect support, free 24/7 support for urgent cases, a solution library, and comprehensive documentation.

  • What specific tools and resources are available for RAG on Nebius AI?

    Nebius AI provides Compute Cloud with NVIDIA GPUs, Managed Service for PostgreSQL for knowledge base storage, Managed Service for Kubernetes for deployment, and Managed Service for OpenSearch for vector search.

  • Does Nebius AI offer any pre-built solutions for RAG?

    Yes, Nebius AI has a marketplace with ready-to-use solutions like Weaviate, Qdrant, Milvus, vLLM, NVIDIA Triton Inference Server, and Kubeflow.

  • Can I get help with deploying RAG in a production environment?

    Yes, Nebius AI provides expert insights and guidance on deploying RAG in production, including architecture considerations and practical strategies.

  • How can I learn more about using Nebius AI for RAG?

    You can explore their documentation, pricing details, and reserves information on their website. They also have a blog, events, and technical support resources.

  • What are the system requirements for using Nebius AI?

    The specific system requirements are not outlined in the document. You may need to contact Nebius AI directly for this information.

  • Are there any case studies or testimonials available for Nebius AI's RAG solutions?

    The document does not mention specific case studies. You can check their website or contact them for customer success stories.