#创建向量库索引auto_merging_index_0=build_automerging_index(documents,llm=OpenAI(model="gpt-3.5-turbo",temperature=0.1),embed_model="local:BAAI/bge-small-zh-v1.5",save_dir="merging_index_0",chunk_sizes=[2048,512],)#创建检索引擎auto_merging_engine_0=get_automerging_query_engine(auto_mergin...
AutoRAG 支持一种简单的方法来评估许多RAG模块组合。可以使用自己的评估数据自动评估各种 RAG 模块,并找到最适合自己用例的 RAG Pipeline。 AutoRAG支持的RAG技术栈 支持16种解析模块、10种切块模块 解析模块:PDFMiner,PDFPlumber,PyPDFium2,PyPDF,PyMuPDF,UnstructuredPDF,NaverClovaOCR,llama Parse,Upstage Document Par...
AutoRAG 支持一种简单的方法来评估许多RAG模块组合。可以使用自己的评估数据自动评估各种 RAG 模块,并找到最适合自己用例的 RAGPipeline。 AutoRAG支持的RAG技术栈 支持16种解析模块、10种切块模块 解析模块:PDFMiner,PDFPlumber,PyPDFium2,PyPDF,PyMuPDF,UnstructuredPDF,NaverClovaOCR,llama Parse,Upstage Document Parse...
Bug Description I have tried to run the jupyter notebook from lesson 1 of the course "Building and Evaluating Advanced RAG" in deeplearning.ai. I have made necessary changes to use our internal GPT model to create the llm object and it s...
Currently, there are three microbial-disease associations datasets, namely HMDAD [46], Disbiome [47], and Peryton [48]. Similar to the research conducted by Wang et al. [34], the data used in this paper is obtained by merging datasets of HMDAD, Disbiome, and Peryton. The basic informa...
close #621 Because this PR contains all reformatting of all python files of library. It is really fucking long. So one advice to you @bwook00 Just skip the parts of reformat. Better to check out be...
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peft_merging.md perceiver.md personal-copilot.md playlist-generator.md policy-ntia-rfc.md porting-fsmt.md pref-tuning.md pretraining-bert.md pricing-update.md prodigy-hf.md pytorch-ddp-accelerate-transformers.md pytorch-fsdp.md pytorch-xla.md pytorch_block_sparse.md ram-efficient...
Future studies could include improving the retrieval function using real-time data sources and experimenting with merging RAG with reinforcement learning or meta-learning methodologies. For example, Shivaprasad et al. [69] emphasised the necessity of conducting thorough sentiment analysis on product ...