RAG-python-notebook

A RAG notebook projects, Which is used in China

设置环境变量

使用SILLICONFLOW

export  SILLICONFLOW_API_KEY=sk-xxxxxxxxx

$pip install -r requirements.txt
$jupyter notebook

使用

获取与问题相关度前5个最高的，进行上下文构建，然后生成对应的答案。结果看fusion_rag_result.md

$python funsion_rag.py

Name		Name	Last commit message	Last commit date
Latest commit History 7 Commits
.ipynb_checkpoints		.ipynb_checkpoints
.vscode		.vscode
__pycache__		__pycache__
data		data
database/chroma_db		database/chroma_db
extracted_images		extracted_images
01_simple_rag.ipynb		01_simple_rag.ipynb
02_sementic_chunking.ipynb		02_sementic_chunking.ipynb
03_chunking_size_selector.ipynb		03_chunking_size_selector.ipynb
04_context-enriched_rag.ipynb		04_context-enriched_rag.ipynb
05_contextual_chunk_header_rag.ipynb		05_contextual_chunk_header_rag.ipynb
06_doc_que_gen_augmentation_rag.ipynb		06_doc_que_gen_augmentation_rag.ipynb
07_query_transformer.ipynb		07_query_transformer.ipynb
08_reranked_rag.ipynb		08_reranked_rag.ipynb
09_relative_segment_extraction.ipynb		09_relative_segment_extraction.ipynb
1.jpg		1.jpg
13_self_rag.ipynb		13_self_rag.ipynb
14_proposition_rag_enhance.ipynb		14_proposition_rag_enhance.ipynb
15_multimodal_rag.ipynb		15_multimodal_rag.ipynb
16_funsion_rag_finder.ipynb		16_funsion_rag_finder.ipynb
17_graph_rag.ipynb		17_graph_rag.ipynb
3.jpg		3.jpg
LICENSE		LICENSE
README.md		README.md
Rerank-evaluation.md		Rerank-evaluation.md
best_rag_finder.ipynb		best_rag_finder.ipynb
fusion_rag.py		fusion_rag.py
fusion_rag_result.md		fusion_rag_result.md
llamaIndex_demo.ipynb		llamaIndex_demo.ipynb
prompts.py		prompts.py
query.es		query.es
requirements.txt		requirements.txt
simple_vector_store.py		simple_vector_store.py
搭建一套通用的RAG.md		搭建一套通用的RAG.md
检索增强生成RAG从0到1.ipynb		检索增强生成RAG从0到1.ipynb