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fivetran-avinash authored Dec 2, 2024
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# dbt_unified_rag v0.1.0-a4
[PR #13](https://github.com/fivetran/dbt_unified_rag/pull/7) includes the following updates:

## Breaking Changes
- Added the hubspot `engagement` source table to the package and made the following updates:
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| **Snowflake Cortex Search Service** | **Description** |
| ------------------------- | ------------------------------------------------------------------------------------------------------------------ |
| [rag__unified_search](https://github.com/fivetran/dbt_unified_rag/blob/main/macros/search_generation.sql) | Generates a Snowflake Cortex Search service via the [search_generation](https://github.com/fivetran/dbt_unified_rag/blob/main/macros/search_generation.sql) macro as a post-hook for Snowflake destinations. This Cortex Search Service is currently configured with a target lag of 1 day. **Please be aware that this search service will refresh automatically once a day even outside of this data model execution.** To understand more about the Cortex Search Service, you can run `SHOW CORTEX SEARCH SERVICES` in the respective Snowflake database.schema which the `rag__unified_document` is materialized. See [here](https://docs.snowflake.com/en/sql-reference/commands-cortex-search) for other relevant commands to use for understanding the nature of the Search Service, and [here](https://docs.snowflake.com/en/sql-reference/functions/search_preview-snowflake-cortex) for helpful commands to use when leveraging the results of the Cortex Search Service in your LLM applications. |
| [rag__unified_search](https://github.com/fivetran/dbt_unified_rag/blob/main/macros/search_generation.sql) | Generates a Snowflake Cortex Search service via the [search_generation](https://github.com/fivetran/dbt_unified_rag/blob/main/macros/search_generation.sql) macro as a post-hook for Snowflake destinations. This Cortex Search Service is currently configured with a target lag of 1 day. **Please be aware that this search service will refresh automatically once a day even outside of this data model execution.** To understand more about the Cortex Search Service, you can run `SHOW CORTEX SEARCH SERVICES` in the respective Snowflake database.schema which the `rag__unified_document` is materialized. See [here](https://docs.snowflake.com/en/sql-reference/commands-cortex-search) for other relevant commands to use for understanding the nature of the Search Service, and [here](https://docs.snowflake.com/en/sql-reference/functions/search_preview-snowflake-cortex) for helpful commands to use when leveraging the results of the Cortex Search Service in your LLM applications. |

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