From 6db3887acafe9de947967e31d44b57327d990d4a Mon Sep 17 00:00:00 2001 From: Prashant Dixit <54981696+PrashantDixit0@users.noreply.github.com> Date: Fri, 19 Apr 2024 09:37:00 +0530 Subject: [PATCH] Chunking techniques (#170) * assests and app name * update README * demo gifs * talk with github codespaces * talk with github codespaces * gitignore * linted * added version * link fix * added local llm tag * crag * link fix * lint * llm tags * non-clickable badge * non-clickable badge * fix * tutorial llm tags * added instructions and fix * colab fix * fix * formatted * hybrid search and rag colab * colab format * python test * node test * python test * blog link update * rag mlx * myntra search engine app * link fix * CrewAI Example * lint * node test * node test * node test * added readme * support for Gemini Pro * fix * chunking techniques * lint --- README.md | 2 +- assets/chunking.png | Bin 0 -> 348262 bytes .../Langchain_Llamaindex_chunking.ipynb | 1148 +++++++++++++++++ .../Langchain-LlamaIndex-Chunking/README.md | 7 + 4 files changed, 1156 insertions(+), 1 deletion(-) create mode 100644 assets/chunking.png create mode 100644 tutorials/Langchain-LlamaIndex-Chunking/Langchain_Llamaindex_chunking.ipynb create mode 100644 tutorials/Langchain-LlamaIndex-Chunking/README.md diff --git a/README.md b/README.md index 79fc9c32..9ec5d28d 100644 --- a/README.md +++ b/README.md @@ -94,9 +94,9 @@ Looking to get started with LLMs, vectorDBs, and the world of Generative AI? The | --------- | -------------------------- | ----------- | | | | | | [Build RAG from Scratch](./tutorials/RAG-from-Scratch) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/RAG-from-Scratch/RAG_from_Scratch.ipynb) [![LLM](https://img.shields.io/badge/openai-api-white)](#) | | +| [Langchain LlamaIndex Chunking](./tutorials/RAG-from-Scratch) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/RAG-from-Scratch/RAG_from_Scratch.ipynb)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/product-quantization-compress-high-dimensional-vectors-dfcba98fab47) | | [Product Quantization: Compress High Dimensional Vectors](https://blog.lancedb.com/product-quantization-compress-high-dimensional-vectors-dfcba98fab47) | | [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/product-quantization-compress-high-dimensional-vectors-dfcba98fab47) | | [Corrective RAG with Langgraph](./tutorials/Corrective-RAG-with_Langgraph/) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/Corrective-RAG-with_Langgraph/CRAG_with_Langgraph.ipynb) [![LLM](https://img.shields.io/badge/openai-api-white)](#) | [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/implementing-corrective-rag-in-the-easiest-way-2/)| -| [Product Quantization: Compress High Dimensional Vectors](https://blog.lancedb.com/product-quantization-compress-high-dimensional-vectors-dfcba98fab47) | | [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/product-quantization-compress-high-dimensional-vectors-dfcba98fab47) | | [LLMs, RAG, & the missing storage layer for AI](https://blog.lancedb.com/llms-rag-the-missing-storage-layer-for-ai-28ded35fa984) | | [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/llms-rag-the-missing-storage-layer-for-ai-28ded35fa984/) | | [Fine-Tuning LLM using PEFT & QLoRA](./tutorials/fine-tuning_LLM_with_PEFT_QLoRA) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/fine-tuning_LLM_with_PEFT_QLoRA/main.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/optimizing-llms-a-step-by-step-guide-to-fine-tuning-with-peft-and-qlora-22eddd13d25b) | | [Context-Aware Chatbot using Llama 2 & LanceDB](./tutorials/chatbot_using_Llama2_&_lanceDB) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/chatbot_using_Llama2_&_lanceDB/main.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/context-aware-chatbot-using-llama-2-lancedb-as-vector-database-4d771d95c755) | diff --git a/assets/chunking.png b/assets/chunking.png new file mode 100644 index 0000000000000000000000000000000000000000..5acd5823fa87875257b369a3eafe78809d3a020a GIT binary patch literal 348262 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