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RUC-NLPIR/FlashRAG

FlashRAG

⚡FlashRAG: A Python Toolkit for Efficient RAG Research (WWW2025 Resource)

View on GitHub↗Upstream RUC-NLPIR/FlashRAG↗

Builder

RUC-NLPIR

RUC-NLPIR

RUC-NLPIR • individual

Stars

3,497

Using upstream star count

Forks

303

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Mar 14, 2024

Project creation date

README Summary

<div align="center">⚡FlashRAG: A Python Toolkit for Efficient RAG Research<div> \[ English | [中文](README_zh.md) \] <div align="center"> <a href="https://arxiv.org/abs/2405.13576" target="_blank"><img src=https://img.shields.io/badge/arXiv-b5212f.svg?logo=arxiv></a> <a href="https://huggingface.co/datasets/RUC-NLPIR/FlashRAG_datasets/" target="_blank"><img src=https://img.shields.io/badge/%F0%9F%A4%97%20HuggingFace%20Datasets-27b3b4.svg></a> <a href="https://www.modelscope.cn/datasets/hhjinjiajie

Community Evaluation

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AI Dev Skills

Unmapped

Dense Vector RetrievalDocument Indexing and SearchEmbedding ModelsEvaluation Metrics for RAG SystemsInformation RetrievalKnowledge Base ConstructionLarge Language Model IntegrationMulti-stage Retrieval PipelinesNeural RerankingQuery ProcessingRetrieval-Augmented GenerationSparse Retrieval Methods

Tags

Dense Vector RetrievalDocument Indexing and SearchEmbedding ModelsEvaluation Metrics for RAG SystemsInformation RetrievalKnowledge Base ConstructionLarge Language Model IntegrationMulti-stage Retrieval PipelinesNeural RerankingQuery ProcessingRetrieval-Augmented GenerationSparse Retrieval MethodsBenchmarkingCurated ListEmbeddingsEvalsForkedGPU / CUDAGRPOHuggingFaceHybrid SearchKnowledge GraphLLM ServingLarge Language ModelsLlamaLoRA / PEFTMMLUMultimodal AIOpenAIPlanning / CoTPyTorchPythonQwenRAGReal-Time / StreamingReinforcement LearningRerankingResearch / PapersRoadmapRustSemantic SearchTransformersTutorialvLLM

Taxonomy

AI Trends

Retrieval-Augmented GenerationCompound AI SystemsKnowledge-Grounded AIModular AI Architectures

category

RAG & RetrievalFoundation ModelsAI AgentsModel TrainingEvals & BenchmarkingInference & ServingLearning Resources

Deployment Context

Self-hostedCloud APIResearch Environment

Modalities

Text

Skill Areas

Retrieval-Augmented GenerationInformation RetrievalDense Vector RetrievalSparse Retrieval MethodsNeural RerankingLarge Language Model IntegrationEmbedding ModelsKnowledge Base ConstructionQuery ProcessingEvaluation Metrics for RAG SystemsMulti-stage Retrieval PipelinesDocument Indexing and Search

tag

ActiveBenchmarkingCurated ListEmbeddingsEvalsForkedGPU / CUDAGRPOHuggingFaceHybrid SearchKnowledge GraphLLM ServingLarge Language ModelsLlamaLoRA / PEFTMMLUMultimodal AIOpenAIPlanning / CoTPyTorchPythonQwenRAGReal-Time / StreamingReinforcement LearningRerankingResearch / PapersRoadmapRustSemantic SearchTransformersTutorialvLLM

Use Cases

Question Answering over Document CollectionsKnowledge-Grounded Text GenerationRAG System BenchmarkingAcademic Research on Retrieval MethodsComparative Analysis of RAG ApproachesCustom RAG Pipeline Development

Recent Activity

Updated 3 months ago

7 Days

0

30 Days

0

90 Days

0

Merge pull request #224 from onestardao/main

Jiajie Jin • Mar 1, 2026

6aca76d

docs: link RAG failure modes checklist in Additional FAQs (#223)

PSBigBig × MiniPS • Feb 27, 2026

9ede42f

docs: add RAG failure modes checklist page (#223)

PSBigBig × MiniPS • Feb 27, 2026

cee3d71

Quality

research
Quality
high
Maturity
research

Categories

RAG & RetrievalPrimaryEvals & BenchmarkingInference & ServingLearning ResourcesFoundation ModelsAI AgentsModel TrainingMultimodal AIEdge & Mobile AISearch & KnowledgeOther AI / ML

PM Skills

Cost & EfficiencyUser ExperienceScale & ReliabilityData & EvaluationProduct DiscoveryAI-Native Architecture

Languages

Python100.0%

Timeline

Project created
Mar 14, 2024
Forked
Mar 29, 2026
Your last push
3 months ago
Upstream last push
1 months ago
Tracked since
Mar 1, 2026

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