Hands-on Spring AI

Fu Cheng

This is a sample of the book's content.Buy on Leanpub

Table of Contents

Spring AI Basics

Getting Started
Chat Completion
Streaming Chat Completion
Structured Output Converter
Multimodal Input
- Media
- Image Understanding

Retrieval-Augmented Generation

RAG Introduction
- Reduce Hallucinations
- Naive RAG
Embedding Model
Documents
Vector Store
RAG
- Simple RAG
Modular RAG
RAG Examples
- Text-to-SQL
- PDF Q&A

MCP

MCP Introduction
Quick Start
MCP Server
MCP Client
- Roots
- Sampling
MCP Annotations
MCP Examples
- File System MCP Server

Agent

Agent Introduction
- Cooking Suggestion Agent
Agent Components
Agentic Patterns
Agent Development

AI Application Infrastructure

Source Code and Materials

Hands-on Spring AI/Retrieval-Augmented Generation/Modular RAG

Modular RAG

https://leanpub.com/spring-ai

Query

https://leanpub.com/spring-ai

Pre-Retrieval

https://leanpub.com/spring-ai

QueryTransformer

https://leanpub.com/spring-ai

RewriteQueryTransformer

https://leanpub.com/spring-ai

TranslationQueryTransformer

https://leanpub.com/spring-ai

CompressionQueryTransformer

https://leanpub.com/spring-ai

QueryExpander

https://leanpub.com/spring-ai

MultiQueryExpander

https://leanpub.com/spring-ai

Retrieval

https://leanpub.com/spring-ai

DocumentRetriever

https://leanpub.com/spring-ai

VectorStoreDocumentRetriever

https://leanpub.com/spring-ai

DocumentJoiner

https://leanpub.com/spring-ai

ConcatenationDocumentJoiner

https://leanpub.com/spring-ai

Post-Retrieval

https://leanpub.com/spring-ai

DocumentSelector

https://leanpub.com/spring-ai

DocumentRanker

https://leanpub.com/spring-ai

DocumentCompressor

https://leanpub.com/spring-ai

Generation

https://leanpub.com/spring-ai

QueryAugmenter

https://leanpub.com/spring-ai

ContextualQueryAugmenter

https://leanpub.com/spring-ai

RetrievalAugmentationAdvisor

https://leanpub.com/spring-ai

Up next

RAG Examples

In this chapter

Modular RAG
Query
Pre-Retrieval
Retrieval
Post-Retrieval
Generation
RetrievalAugmentationAdvisor