This document introduces the supported examples of GenAIExamples. The supported Vector Database, LLM models, serving frameworks and hardwares are listed as below.
ChatQnA is an example of chatbot for question and answering through retrieval augmented 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 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 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 is an example of chatbot for summarizing the content of documents or reports.
Framework | LLM | Serving | HW | Description |
LangChain/LlamaIndex | NeuralChat-7B | TGI | Xeon/Gaudi2 | Chatbot |
LangChain/LlamaIndex | Mistral-7B | TGI | Xeon/Gaudi2 | Chatbot |
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/LlamaIndex | haoranxu/ALMA-13B | TGI | Xeon/Gaudi2 | Language Translation |
SearchQnA is an example of chatbot for using search engine to enhance QA quality.
Framework | LLM | Serving | HW | Description |
LangChain/LlamaIndex | NeuralChat-7B | TGI | Xeon/Gaudi2 | Chatbot |
LangChain/LlamaIndex | Mistral-7B | TGI | Xeon/Gaudi2 | Chatbot |
VisualQnA is an example of chatbot for question and answering based on the images.
LLM | HW | Description |
LLaVA-1.5-7B | 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.