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How to Use Embeddings Model API in Spring AI

  • Embeddings are numerical vector representations of data, such as text, used for tasks like similarity search and clustering.
  • Spring AI offers an Embeddings Model API for integrating language model features into Spring Boot applications.
  • The API abstracts over embedding models from providers like OpenAI, Hugging Face, and Ollama.
  • It involves interfaces like EmbeddingModel, EmbeddingRequest, EmbeddingResponse, and Embedding to handle embeddings generation.
  • The article explains the project setup with Maven dependencies and configuration for Ollama embedding models.
  • A service class and REST controller are demonstrated to generate and expose embeddings through Spring Boot.
  • Sample request and response structure using the API are provided for testing the embedding service.
  • The article concludes by highlighting the ease of integrating embeddings in applications using Spring AI.
  • The content also includes a summary of output meanings and encourages further skill development in Java.
  • The article is eligible for web story generation.

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