How to determine the best weights for the scoring profile?
Hi, I am new to Azure AI Search. I have successfully created an index and would like to optimize using the scoring profile, and understand that you would have to assign weights to fields. However, I am confused as to how I can determine the…
Issue with selecting text-embedding-3-small and text-embedding-3-large as embedding models in Azure AI Search Service and Azure OpenAI Service integration
I am experiencing an issue when trying to select the text-embedding-3-small and text-embedding-3-large embedding models in my Azure AI Search Service while connecting it to Azure OpenAI Service. Despite being implemented several days ago, these models…
Azure AI Search token filter equivalent to Multiplexer in ElasticSearch
Hi there, Do we have the same token filter "Multiplexer" as ElasticSearch? A token filter of type multiplexer will emit multiple tokens at the same…
Intermittent Trigger Issues with Event Grid for Blob Upload and Deletion in Azure Function
I am using an Event Grid subscription to trigger an Azure Function for handling blob uploads and deletions in Azure Blob Storage. However, I'm encountering intermittent issues with the triggers not firing consistently. Setup: Storage Account (Event…
Azure open ai studio data configuration is creating an extra index in azure ai search
Hi team, We are using azure open ai studio to configure the private data configured in azure blob storage. Once the configuration is done its creating and extra index and indexer in azure ai search Actual index name i provided is 'openai' but one more…
Benefits of keeping all services in the same region
I am building a RAG system using Azure OpenAI, AI Search, and Storage Account. Since I want to use gpt-4o, I need to select a relevant region for OpenAI such as westus or eastus. What are the benefits of keeping all three services, including AI Search…
Implementing RAG Application with Dynamic Index Refresh on Azure Storage Blob Changes
Hello, I am working on creating a Retrieval-Augmented Generation (RAG) application and I need assistance with dynamically refreshing the index based on changes in Azure Storage Blob. Specifically, I want to trigger reindexing when new documents are added…
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How to Configure Cognitive Search Index Vector Fields
Hi, I had configured a custom vector embedding pipeline to iterate through documents, extract text, and generate vectors based off of the extracted text. Up until recently everything was working absolutely fine, then Microsoft deprecated my indexes and I…
How to index nested JSON arrays with Azure AI Search?
Hi all, I have a question relating to Azure AI Search and Azure OpenAI. I've pasted below a simple json data structure containing nested arrays. I am having trouble setting this up so that the nested 'interests' arrays are indexed/searchable. The name…
Ingesting documents into Search AI using upload wizard vs Document Intelligence
I have a collection of pdfs (2.5k documents, about 50 pages each) that I would like to retrieve information from. I have an Azure OpenAI resource as well as an Azure AI Search resource configured. In the Azure OpenAI Studio I can directly upload my…
RAG - How can I define orderby/sort in a chat completions create command with data source?
This is how I define my chat completions create when I add my own data source from an Azure Search Index. My question is simple. I would like to order the results from the search based on specific index fields. This is possible when I interact with Azure…
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How we can index blobs based on last modified date of blob in Azure AI search
We have around 20 million blobs in our blob container for the years 2021, 2022, 2023, and 2024. We only want to index blobs from 2023 and 2024, which will be approximately 5 million in number. Essentially, we want to include only the files from the last…
How can I prevent the Azure OpenAI chat from adding unnecessary details to its responses when asking questions on my documents?
I'm using the azure openai chat playground on my documents and I'm doing test questions, I notice that when I ask a question on a document the chat answers me correctly but adds other details of the document that are not necessary to the question asked,…
Error in Azure Cognitive Search Service when storing document page associated to each chunk extracted from PDF in a custom WebApiSkill
I have the following custom WebApiSkill: @app.route(route="CustomSplitSkill", auth_level=func.AuthLevel.FUNCTION) def CustomSplit&PageSkill(req: func.HttpRequest) -> func.HttpResponse: logging.info('Python HTTP trigger function…
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Azure AI Studio Chat Ground issue with configuring Azure AI Search Index Data Source
I've set up an Azure AI search index data source in Azure AI Studio Chat Ground using the "Add your data" option. The Azure AI search index contains valid documents sourced from Blob storage and the search functionality is working fine.…
How do I enable multi language support in single column in Azure Cognitive Search?
How can I handle indexing customer information in English, Arabic, Russian, Chinese, Thai, and Japanese languages using a single analyzer in Azure Cognitive Search? What is the best analyzer which handle multiple languages? For Example: English,…
Got error " We couldn't connect your data" when connecting chat playgroup's own data source
Hi MSFT team, I was using chat playground in azure openai studio. I add the data source using files (only 2 small HTML files with less than 100kb) saved in a blob storage container. I have all the open ai and ai search resources set up correctly. But i…
Handling Search Queries in Azure AI Search
Hello, I'm working on a project where we've implemented a document processing RAG like pipeline using Azure AI Search service. Here's a brief overview of our setup: We extract text from a PDF and store it in a .txt file inside Azure Blob Storage. …
Invalid index schema for CustomAnalyzer e.g. from video2.skills-academy.com
I want to use a CustomAnalyzer and after successfully creating my index I get a index schemal validation error (or warning) like: Invalid index schema: fields[11].fields[7].analyzer - Analyzer should be a valid lexical analyzer name or an analyzer…
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Azure Vector Search
Dear Community, I am new to the Azure business which is why I kindly ask for your patience. Recently, I created I chatbot including the RAG approach. Everything worked perfectly, i.e. I could upload my data on the azure AI platform, selected the…