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Update java springai terminology (#86)
* Change vector index terminology in documentation Updated terminology from 'FTS vector index' to 'Search Vector Index' for clarity. * Update tutorial/markdown/java/spring-ai.md Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> * Update Couchbase vector search link and terminology resolving comments --------- Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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tutorial/markdown/java/spring-ai.md

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@@ -56,7 +56,7 @@ Spring AI brings several benefits to Java developers:
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## Couchbase Embedding Store
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Couchbase spring-ai integration stores each embedding in a separate document and uses an FTS vector index to perform
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Couchbase spring-ai integration stores each embedding in a separate document and uses an Search Vector Index to perform
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queries against stored vectors.
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- [Couchbase Integration with Spring AI Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/couchbase.html)
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- Maintains metadata alongside vector embeddings
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### Vector Index
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The embedding store uses an FTS vector index in order to perform vector similarity lookups. If provided with a name for
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The embedding store uses a Search Vector Index in order to perform vector similarity lookups. If provided with a name for
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vector index that does not exist on the cluster, the store will attempt to create a new index with default
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configuration based on the provided initialization settings. It is recommended to manually review the settings for the
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created index and adjust them according to specific use cases. More information about vector search and FTS index
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created index and adjust them according to specific use cases. More information about Search Vector Index
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configuration can be found at [Couchbase Documentation](https://docs.couchbase.com/server/current/vector-search/vector-search.html).
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### Controller Class (`Controller.java`)
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## Resources
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- [Spring AI Documentation](https://docs.spring.io/spring-ai/reference/index.html)
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- [Couchbase Vector Search](https://docs.couchbase.com/server/current/fts/vector-search.html)
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- [Couchbase Vector Search](https://docs.couchbase.com/server/current/vector-search/vector-search.html)
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- [OpenAI Embeddings Documentation](https://platform.openai.com/docs/guides/embeddings)
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- [Spring Boot Documentation](https://docs.spring.io/spring-boot/docs/current/reference/html/)
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- [Spring Boot Documentation](https://docs.spring.io/spring-boot/docs/current/reference/html/)

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