Deploying a Multi-Model and Multi-RAG Powered Chatbot Using AWS CDK on AWS
Overview
The aws-genai-llm-chatbot project is a comprehensive solution providing readily available code to facilitate experimentation with various Large Language Models (LLMs) and Multimodal Language Models on AWS. This project allows users to explore different model settings and prompts in their AWS account, aiding the application of cutting-edge AI technologies in versatile environments.
Supported Model Providers
The project supports a variety of model providers, ensuring flexibility and broad capability. These include:
- Amazon Bedrock: A foundational service from AWS supporting a range of AI models.
- Amazon SageMaker: Users can leverage self-hosted models from Foundation, Jumpstart, and HuggingFace on the SageMaker platform.
- Third-party API Integrated Providers: The solution extends compatibility to third-party providers like Anthropic, Cohere, AI21 Labs, and OpenAI. Comprehensive integrations are available through Langchain, allowing users to maximize the utility of their chosen models. You can check Langchain integrations for a detailed list.
Additional Resources
To enhance the functionality and integration of the chatbot into various settings, several additional resources are available:
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Secure Messenger GenAI Chatbot: A messenger, built on Wickr, which can interface with the chatbot and provide robust Q&A services in highly regulated environments such as health care settings compliant with HIPAA regulations.
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Project Lakechain: A sophisticated AI-powered framework designed for processing various document formats (including docs, images, audios, and videos) using AWS CDK, opening broad avenues for automated document handling.
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AWS Generative AI CDK Constructs: An open-source library extending the AWS Cloud Development Kit (CDK) to facilitate creating AI solutions using architectural patterns, empowering developers to swiftly build and deploy generative AI applications.
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Artifacts and Tools for Bedrock: This resource offers an innovative chat-based user interface that supports generating interactive components like graphs, diagrams, games, and web pages, plus advanced data analysis, file generation, and more.
Roadmap and Development
For those interested in the future direction or contributing to the development of this project, the roadmap is accessible on the project's GitHub Page. Contributors from various backgrounds have participated, as visualized on the project repository.
Contributors and Licensing
Prominent contributors include Bigad Soleiman and Sergey Pugachev. The project is licensed under the MIT-0 License, demonstrating its open-source nature and permissiveness for usage in a variety of applications. Additional legal and usage details can be found in the project's LICENSE, CHANGELOG, and CODE_OF_CONDUCT files.
Legal Disclaimer
Users should conduct their own assessments before deploying the project in production environments. This could include testing and optimizing the provided code to meet specific quality standards and security protocols.
This project stands as an accessible and versatile tool for exploring the capabilities of AI-powered chatbots on cloud platforms, empowering users to integrate advanced AI solutions into their operations seamlessly.