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Azure Cognitive Search AMA: Vector search, Azure OpenAI Service, generative apps, plugins & more
Event Ended
Tuesday, Jul 25, 2023, 09:00 AM PDTEvent details
In this session we’ll answer questions about the emerging Retrieval-Augmented Generation pattern and how you can use Azure OpenAI service and Azure Cognitive Search to implement it today in your appl...
EricStarker
Updated Jul 25, 2023
Adam Koch
Jul 18, 2023Copper Contributor
Introduction: This is Adam Koch and Todd Meinershagen from Paycor. We are in technical roles working to help deliver some prototype AI features into our application suite.
Some topics on our team's mind in preparation for the live session:
- Multi-tenancy 1: Are there any formal recommendations on having multi-tenant Cognitive Search-LLM via Azure AI Studio? (beyond having a full instance per tenant)
- Multi-tenancy 2: We are proofing the idea of having multiple indexes in a single cognitive search resource - one for each of our customers. We would then have a single LLM that would process the prompt along with the results of the particular index search based on the customer. Are there any limits to the number of indexes within one Search resource? Are there any risks or challenges we should be aware of in using this approach?
- In all of the samples, the pattern leverages a Blob Container with documents that are indexed with the index being automatically set up by the Open AI Studio. We are wondering how we would do that from a straight code/automation perspective. What are the commands/sdk that we use to create a new index for a Blob Container that pulls out the correct 5 pieces of metadata?
- Since Azure Cognitive Search can handle databases and json data - Does Search + Azure OpenAI also support pure data from Sql Server or json documents? Or are documents (Word, PDF, etc.) the only items supported in that scenario?
- What is the difference between the regular search and the higher priced semantic search with regards to the RAG pattern?
EricStarker
Jul 19, 2023Former Employee
As a heads-up, we will have an official Microsoft response to this question during the event!
- Thomas BrownJul 25, 2023Copper ContributorThe For multi-tenancy scenario is one for my group building as well. Perhaps a future blog or Channel 9 or ...