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Generative AI Examples

This project provides a collective list of Generative AI (GenAI) and Retrieval-Augmented Generation (RAG) examples such as chatbot with question and answering (ChatQnA), code generation (CodeGen), document summary (DocSum), etc.

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GenAI Examples

All the examples are well-validated on Intel platforms. In addition, these examples are:

  • Easy to use. Use ecosystem-compliant APIs to build the end-to-end GenAI examples

  • Easy to customize. Customize the example using different framework, LLM, embedding, serving etc.

  • Easy to deploy. Deploy the GenAI examples with performance on Intel platforms

Note: The below support matrix gives the validated configurations. Feel free to customize per your needs.

ChatQnA

ChatQnA is an example of chatbot for question and answering through retrieval argumented generation (RAG).

Framework LLM Embedding Vector Database Serving HW Description
LangChain/LlamaIndex NeuralChat-7B BGE-Base Redis TGI TEI Xeon/Gaudi2/GPU Chatbot
LangChain/LlamaIndex NeuralChat-7B BGE-Base Chroma TGI TEI Xeon/Gaudi2 Chatbot
LangChain/LlamaIndex Mistral-7B BGE-Base Redis TGI TEI Xeon/Gaudi2 Chatbot
LangChain/LlamaIndex Mistral-7B BGE-Base Qdrant TGI TEI Xeon/Gaudi2 Chatbot
LangChain/LlamaIndex Qwen2-7B BGE-Base Redis TEI Xeon/Gaudi2 Chatbot

CodeGen

CodeGen is an example of copilot designed for code generation in Visual Studio Code.

Framework LLM Serving HW Description
LangChain/LlamaIndex meta-llama/CodeLlama-7b-hf TGI Xeon/Gaudi2 Copilot

CodeTrans

CodeTrans is an example of chatbot for converting code written in one programming language to another programming language while maintaining the same functionality.

Framework LLM Serving HW Description
LangChain/LlamaIndex HuggingFaceH4/mistral-7b-grok TGI Xeon/Gaudi2 Code Translation

DocSum

DocSum is an example of chatbot for summarizing the content of documents or reports.

Framework LLM Serving HW Description
LangChain NeuralChat-7B TGI Xeon/Gaudi2 Chatbot
LangChain Mistral-7B TGI Xeon/Gaudi2 Chatbot

Language Translation

Language Translation is an example of chatbot for converting a source-language text to an equivalent target-language text.

Framework LLM Serving HW Description
LangChain haoranxu/ALMA-13B TGI Xeon/Gaudi2 Language Translation

SearchQnA

SearchQnA is an example of chatbot for using search engine to enhance QA quality.

Framework LLM Serving HW Description
LangChain NeuralChat-7B TGI Xeon/Gaudi2 Chatbot
LangChain Mistral-7B TGI Xeon/Gaudi2 Chatbot

VisualQnA

VisualQnA is an example of chatbot for question and answering based on the images.

Framework LLM Serving HW Description
LangChain LLaVA-1.5-7B TGI Gaudi2 Chatbot

NOTE: The Language Translation, SearchQnA, VisualQnA and other use cases not listing here are in active development. The code structure of these use cases are subject to change.

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