Azure AI Search

How to enhance the functionaltiy and feature of Azure AI chatbot and better AI model

There are 3 questions to my query How to find which AI model suits best to read through pdf files embeddings currently model is quite weak. Unable to interpret pdf file How to add the functionality of API request on Azure AI serch services or…

Is it possible to query multiple Azure Cognitive Search indexes in a single request when using Azure OpenAI chat completion with a data source configuration?

I'm currently working with Azure OpenAI and using Azure Cognitive Search as the data source for RAG (Retrieval-Augmented Generation). From my experience, it seems only one index can be specified at a time for similarity-based retrieval. Is there a…

Can I use a custom analyzer like Elasticsearch’s Nori with Azure AI Search for better Korean text processing?

Hi, I’m currently using Hybrid Search in Azure AI Search to index and query Korean documents. However, I’ve noticed that the default analyzer provided by Azure doesn't perform well for Korean text. For example, when using ko.microsoft or ko.lucene, the…

Azure AI Search Storage Limits and Index Updates

When an index is updated in Azure AI Search, the index size temporarily increases beyond its original size before stabilizing. Does the storage limit per service (e.g., 160 GB for S1) apply to this temporary increased size, or does it apply to the final…

Azure AI Foundry playground error

Hello! I'm dealing with this AI Foundry playground error with Forbidden: Your resource has been temporarily blocked because we detected unusual behavior.| Apim-request-id:xxxxxxx. This is the fist time it happens which I found quite weird, and I didn't…

Forbidden error with vector embedding skill in Azure AI Search Index

Hi, I'm currently working with the Azure AI search index and trying to implement vector embedding skills as outlined in the GitHub repository at https://github.com/Azure/azure-search-vector-samples.git. Despite following all the provided steps, I'm…

Facing issue after modifying the azure openAi chatbot , modification was to make rest api calll

i am building on this .. https://github.com/Azure-Samples/azure-search-openai-demo/tree/main After making changes , I want to check it locally but facing issues 9:54:34 AM [vite] http proxy error: /auth_setup Error: connect ECONNREFUSED…

How to best structure skillsets and indexing flow for chunking, embedding, and querying uploaded files via Azure AI Search and OpenAI?

I'm building a pipeline to upload academic files (e.g., PDFs), split and embed them using skillsets, and then query them via Azure AI Search + OpenAI. My goal is to generate academic questions using document content only. Current Flow Upload a file to…

Autocomplete API not returning complete phrase in Azure AI Search

In the implementation of an autocomplete API, a schema has been defined as follows: suggesters: - name: abc searchMode: "analyzingInfixMatching" source_fields: - chunk_text/en The chunk_text/en field is searchable,…

Azure Search SDK Connection Reset Error - ServiceResponseError

Issue Description :- We're experiencing intermittent ServiceResponseError with "Connection reset by peer" errors when using the Azure Search SDK in a Python application. The error occurs during result iteration in the paging…

How to perform fine tuning for chatbot based on RAG + LLM

Hi, We have built chatbot using RAG + LLM with below configuration. It was performing well but we need to fine tune it. RAG - Vector index - created using embedding-ada-002 model deployed in AI foundry. LLM - GPT4o - deployed in AI foundry Chatbot -…

Issues with Creating an New index in Azure Search Service

I'm trying to create new search index using existing set of unstructured data as PDFs in blob storage. I have added appropriate permissions (Storage Blob Data Contributor) for the Search Service's Managed Identity. But while trying to create a new index…

Best Azure AI Search Configuration for NLP-to-SQL Use Case (RAG) — Issues with Chunk Retrieval

Here’s the cleaned-up version of your Azure Community question — without any code of conduct policy triggers or unnecessary formalities: Title: Best Azure AI Search Configuration for NLP-to-SQL RAG — Incomplete Chunk Retrieval Question: I'm building an…

What are the benefits of using Azure AI Search over the Vector Stores functionality in Azure AI Foundry?

The Azure AI Foundry list a preview option of functionality called 'Vector stores'. It says it automatically parses, chunks, embeds and stores the files in a vector database that can handle keyword and semantic search. Those stores can then be attached…

Facing issue while trying to do excerice on Azure portal

{ "sessionId": "65fc01a915ae4ba284915e73c5a47481", "errors": [ { "errorMessage": "interaction_required: AADSTS16000: User account '{EUII Hidden}' from identity provider…

Issue While Implementing Knowledge Agents – Retrieve API Errors

We attempted to implement Knowledge Agents using the official documentation provided here: 🔗 https://learn.microsoft.com/en-us/azure/search/search-agentic-retrieval-how-to-create We are currently facing issues with the Retrieve API. Below is the…

[Azure AI Search] How to Configure VNet Access - No Virtual Networks Section Found

Hello, I'm trying to configure network access for my Azure AI Search service to work with a web application that has VNet integration, but I'm unable to find VNet-related configuration options. Current Situation: Resource: Azure AI Search service Web…

Azure Search AI not removing records on soft-delete

Hello, We are having trouble with the deletion of records when a blob is deleted. We have setup a one-to-many index with the following configs: datasource: { "@odata.context":…

Issues with Mapping to Index After Executing Skillset in Azure AI Search

In Azure AI Search, I am attempting to split a single .txt file using the SplitSkill, vectorize it using the EmbeddingSkill, and map it to an index. However, I am encountering issues where some of the split text chunks and their corresponding vector…

e.g. Azure AI search index setup error: "This request is not authorized to perform this operation"