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Supported Examples
This document introduces the supported examples of GenAIExamples. The supported Vector Database, LLM models, serving frameworks and hardwares are listed as below.
ChatQnA
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
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/LlamaIndex | NeuralChat-7B | TGI | Xeon/Gaudi2 | Chatbot |
| LangChain/LlamaIndex | 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/LlamaIndex | 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/LlamaIndex | NeuralChat-7B | TGI | Xeon/Gaudi2 | Chatbot |
| LangChain/LlamaIndex | Mistral-7B | TGI | Xeon/Gaudi2 | Chatbot |
VisualQnA
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,VisualQnAand other use cases not listing here are in active development. The code structure of these use cases are subject to change.