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genaicomps's Introduction

Generative AI Components (GenAIComps)

Build Enterprise-grade Generative AI Applications with Microservice Architecture

This initiative empowers the development of high-quality Generative AI applications for enterprises via microservices, simplifying the scaling and deployment process for production. It abstracts away infrastructure complexities, facilitating the seamless development and deployment of Enterprise AI services.

GenAIComps

GenAIComps provides a suite of microservices, leveraging a service composer to assemble a mega-service tailored for real-world Enterprise AI applications. All the microservices are containerized, allowing cloud native deployment. Checkout how the microservices are used in GenAIExamples.

Architecture

MicroService

The initially supported microservices are described in the below table. More microservices are on the way.

MicroService Framework Model Serving HW Description
Embedding LangChain BAAI/bge-large-en-v1.5 TEI-Gaudi Gaudi2 Embedding on Gaudi2
Embedding LangChain BAAI/bge-base-en-v1.5 TEI Xeon Embedding on Xeon CPU
Retriever LangChain BAAI/bge-base-en-v1.5 TEI Xeon Retriever on Xeon CPU
Reranking LangChain BAAI/bge-reranker-large TEI-Gaudi Gaudi2 Reranking on Gaudi2
Reranking LangChain BBAAI/bge-reranker-base TEI Xeon Reranking on Xeon CPU
LLM LangChain Intel/neural-chat-7b-v3-3 TGI Gaudi Gaudi2 LLM on Gaudi2
LLM LangChain Intel/neural-chat-7b-v3-3 TGI Xeon LLM on Xeon CPU

MegaService (under construction)

Additional Content

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