Awesome-RAG

KO | EN

gitlite — search

#python #hacktoberfest #ai #llm #golang #go #machine-learning #deep-learning #linux #docker #nodejs #awesome #kubernetes #mcp

(★ 283)

RAG-VectorDB-Embedings-LlamaIndex-Langchain

파일 탐색기

최종 버전 다운로드 (.zip)

- FUNDING.yml
- - api.py
  - app.py
- - app.py
  - ingest.py
- - api.py
  - app.py
- beyondllm_ollama.py
- huggingface_mistral_evaluate.py
- requirements.txt
- app.py
- ingest.py
LICENSE
README.md

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# Awesome-RAG

> For discussions and doubt-solving: Join Our Community

## Notebooks

| UseCase   |      Frameworks/Library      |  Colab |
|----------|:-------------:|------:|
| Build RAG pipeline using Open Source Large Languages Models |  Langchain & HuggingFace  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1cW01yqNxKqYHpU7uvi5UfUsNnbfxVw7R?usp=sharing) |
| Memory + LCEL (Langchain Expression Language) |  Langchain & HuggingFace  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1qkRs-ZLmc8ooxPJ3rgxp8IskEBpAkBp5?usp=sharing) |
| LlamaIndex Quickstart Tutorial |  LLamaIndex, Qdrant & HuggingFace  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/192aAkGqx9CkCX9pdr-YqRTojaU1yXTjs?usp=sharing) |
| Chat with Website |    GenAI Stack (deprecated)   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1jVgLv4cuWnN4F4TPHSOW6U0pew9AfSww?usp=sharing) |
| Multi-Document Fast RAG- Binary Quantization | LangGraph & Qdrant | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1heeIOY_yzisnkXRYqS3MNhUq8RpibDcy?usp=sharing) |
| ChatBot like ChatGPT for multiple websites | Langchain | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1hKkF2ut1EqlV7e9PEp7UxdI-AQnMDrpz?usp=sharing) |
| Advanced: Hybrid Search - miniCOIL | LangGraph, Qdrant and Comet | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1bWmNEHPu7vpleKtXt5jLMceLu5_tNWf3?usp=sharing) |
| Observability and RAG 10 lines of Code | BeyondLLM | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/16dOWfx-rQpBCMhFe9iGZMeIUFSMe6Wfr?usp=sharing) |
| Evaluate and Advanced RAG | BeyondLLM & Gemini | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1S1UL2uCahHkfJsurRA3f7dcR6IHjg-IM?usp=sharing) |
| Mobile Recommendation System | Embedchain |  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1PSZKLupj2YhhaCceGiFOzYZIkwZqjCMr?usp=sharing) |
| Advanced RAG - Patent Document Retriever+ReRanking (LCEL) | Langchain & HuggingFace & Cohere |  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1e7NlkmuHTu0xa34APXUhPRMMkxCWPYDD?usp=sharing) |
| Chat with Scanned PDF (Hybrid Search) | Langchain & Unstructured |  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1gzLAGdjEaKfWUzXwnP-1MhDihq7VK8hM?usp=sharing) |
| Get started with LlamaIndex | LlamaIndex & HuggingFace |  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1rpgek5Z3aH5-nnFUKTofEQzD1Axa7a0j?usp=sharing) |
| Hybrid Search - Custom Retriever | LlamaIndex |  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1Tk9tvX-MbSjiPqfdUakY0tfeGFM8BTG3?usp=sharing) |
| Multimodal Example - Gemini | LlamaIndex | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1ulIdOnM4WWj1dtbyvz2RFGUz10ULWbFn?usp=sharing) |
| Qdrant as a Vector Store | Langchain | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1y09JScY54PzbuNjJjHbz9Q5xbs1iEymL?usp=sharing) |
| Multimodal RAG | LLamaIndex, Gemini, Qdrant | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1kPrvqHsCapm_uBgXW_muba2JsGTyyd66?usp=sharing) |
| Superfast RAG using Langchain Streaming and Groq | Langchain and Groq | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/152P-7aZKMXp2VvDctbO_aHBqE9crtWiU?usp=sharing) |
| Qdrant Hybrid Search + Memory | LlamaIndex | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/14SBWZDKWF822W9RWKWSraerW3wGUTlxa?usp=sharing) |
| Agentic RAG with Memory | Phidata & Qdrant | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1p5KOZznfPt0Z74e9zVhtu4Bte9dCPNas?usp=sharing) |
| PDF Document Q&A | Neurolink | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/16ztA7d9LF1kgEFSeQm7fizxbiS-9weXn?usp=sharing) |

## YouTube Videos

- [Build Bhagavad Gita GPT using Deepseek R1 and Qdrant](https://www.youtube.com/watch?v=NK1wp3YVY4Q)
- [Langchain Crash Course || Ultimate End-to-End Guide 2024](https://youtube.com/watch?v=TWmV95-dUgQ)
- [LlamaIndex and Qdrant Quickstart || LlamaIndex Crash Course](https://www.youtube.com/watch?v=Ds2u4Plg1PA)
- [Chatbot like ChatGPT: Chat with Multiple Website using Langchain](https://www.youtube.com/watch?v=vBBRwDca5Uo)
- [RAG using Open Source LLMs](https://www.youtube.com/watch?v=dUkiQ_WI92c)
- [Advanced RAG- Langchain and HuggingFace](https://www.youtube.com/watch?v=oUQHBNVVEH4)
- [Hybrid Search Langchain](https://www.youtube.com/watch?v=kSVGpbqYLYs)
- [Run Agentic RAG locally - Langchain and Agno](https://www.youtube.com/watch?v=qOD_BPjMiwM)
- [LlamaIndex and HuggingFace- Ultimate Guide](https://www.youtube.com/watch?v=38JKFag3MOk)
- [Getting started with Gemini with LlamaIndex](https://www.youtube.com/watch?v=jotnU2MRU3w)
- [Faster Response with Streamlit and Langchain Streaming](https://www.youtube.com/watch?v=xw7t_LAqV7E)
- [Qdrant and Langchain](https://www.youtube.com/watch?v=sxtnbOYAUps)
- [Ollama and Langchain || Run LLMs locally](https://www.youtube.com/watch?v=vE_njT3GdY8)
- [Langchain Streaming and Groq](https://www.youtube.com/watch?v=frMdOL8knqg)
- [Evaluate RAG using Open Source LLMs](https://www.youtube.com/watch?v=qkl2e6VT1aE)

## Libraries
- [VeritasGraph](https://github.com/bibinprathap/VeritasGraph)
- [BeyondLLM](https://github.com/aiplanethub/beyondllm)
- [LangChain](https://pypi.org/project/langchain/)
- [LlamaIndex](https://pypi.org/project/llama-index/)
- [BeyondLLM](http://github.com/aiplanethub/beyondllm)
- [MindSQL](https://pypi.org/project/mindsql/)
- [GenAI Stack](https://github.com/aiplanethub/genai-stack/)
- [haystack](https://pypi.org/project/haystack-ai/)
- [Embedchain](https://docs.embedchain.ai/get-started/quickstart)
- [llmware](https://pypi.org/project/llmware/)
- [REALM](https://huggingface.co/docs/transformers/model_doc/realm)
- [Verba](https://github.com/weaviate/Verba)
- [Neurolink](https://github.com/juspay/neurolink)

## Blogs

- [Advanced Hybrid RAG with Qdrant miniCOIL, LangGraph, and SambaNova DeepSeek-R1 🚀](https://medium.com/dphi-tech/advanced-retrieval-and-evaluation-hybrid-search-with-minicoil-using-qdrant-and-langgraph-6fbe5e514078)
- [Fast Multi-Document RAG using LangGraph, Qdrant Binary Quantization, and DeepSeek R1 — SambaNova](https://medium.com/dphi-tech/fast-multi-document-rag-using-qdrant-binary-quantization-and-sambanova-deepseek-r1-using-langgraph-a9c7d1532290)
- [RAG and Advanced articles - AI Planet Medium](https://medium.aiplanet.com/)
- [A Comprehensive Guide to Implement HuggingFace Models Using Langchain](https://www.analyticsvidhya.com/blog/2023/12/implement-huggingface-models-using-langchain/)
- [Multimodal Using Gemini and LlamaIndex](https://medium.com/@jaintarun7/multimodal-using-gemini-and-llamaindex-f622a190cc32)

## Live Sessions

- [Qdrant 101- Qdrant as knowledge base](https://www.youtube.com/watch?v=Fwqp79mVfpQ)
- [Milvus 101- Most advanced VectorDB](https://www.youtube.com/watch?v=ZABs7HcMPR0)

## Misc & Use Cases

- [Evaluate RAG using Open Source LLM](https://github.com/lucifertrj/Awesome-RAG/tree/main/evaluate_open_source)
- [Health Assistant Bot](https://github.com/lucifertrj/Awesome-RAG/tree/main/apps/HealthBot)
- [Research Paper Bot](https://github.com/lucifertrj/Awesome-RAG/tree/main/apps/ResearchPaperBot)

Awesome-RAG

파일 탐색기

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Awesome-RAG

파일 탐색기

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Download README