spring ai examples

Spring AI Reference Project

This Spring AI project was used as a reference for a tech lunch held at Welld Sagl during July 2024.

It uses IntellijJ IDEA HTTP client in order to show the project's features.

The slides can be found here

Overview

The project showcases various features of a Spring AI application, including:

• Chatbot
  • System messages
  • Prompts templating
  • Persistent chat history
  • Structured output to POJOs
• Classification
  • Embeddings
  • Semantic search
  • Classification
• Bring your own data
  • Prompt stuffing
  • Retrieval Augmented Generation (RAG)
  • Structured data extraction
  • Functions calling
• Multimodality
  • Image recognition
  • Image generation
  • Audio transcription
  • Text to speech
• Logging
• Evaluation testing
• Retry policies

Prerequisites

To run the application locally:

1. Java 21
2. Ollama installed locally with llama3 and llava models
3. OpenAI apikey stored in an environment variable OPENAI_API_KEY
4. Mistral apikey stored in an environment variable MISTRAL_AI_API_KEY
5. Run the application:

   mvn spring-boot:run
   

License

This project is licensed under the MIT License. See the LICENSE file for details.