RAG application articles¶
LangChain templates¶
Discover a wide range of templates for building chatbots, extracting structured data, advanced retrieval techniques, query transformation, OSS models, and more. Popular templates include Retrieval Augmented Generation Chatbot, Extraction with OpenAI Functions, and XML Agent. Explore advanced retrieval methods, query construction, extraction, summarization, agents, and safety evaluation tools.
LangChain Templates Documentation
Vector DBs¶
Chroma is an AI-native open-source vector database. It comes with everything you need to get started built in, and runs on your machine.
AnalyticDB is a high-performance distributed vector database. Fully compatible with PostgreSQL syntax, you can effortlessly utilize it. AnalyticDB is Alibaba Cloud managed cloud-native database with strong-performed vector compute engine. Absolute out-of-box experience allow to scale into billions of data vectors processing with rich features including indexing algorithms, structured & non-structured data features, realtime update, distance metrics, scalar filtering, time travel searches etc.
Getting Started with AnalyticDB
Automatic Quality Evaluation¶
Ragas is a framework that helps you evaluate your Retrieval Augmented Generation (RAG) pipelines. RAG denotes a class of LLM applications that use external data to augment the LLM’s context. There are existing tools and frameworks that help you build these pipelines but evaluating it and quantifying your pipeline performance can be hard. This is where Ragas (RAG Assessment) comes in.
OpenAI Cookbook¶
Cookbook is a comprehensive guide that offers a collection of recipes, tips, and best practices for using OpenAI's API and models. It covers various topics, including how to use the API, generating specific types of content, controlling output, fine-tuning models, and more.
HTML pages into text¶
This page demonstrates how to use the html2text Python package to convert HTML pages into clean, plain ASCII text that is also valid Markdown. It provides code examples for loading web pages and transforming their content with the Html2TextTransformer.