The secret sauce behind data extraction at scale features Azure Cognitive Services. For the. Azure Form Recognizer is a cloud-based managed AI service that uses machine-learning / Deep learning models to extract and analyze form fields, text, and tables from your documents. Form Recognizer extracts information from forms and images into structured data. Azure AI Document Intelligence. 0. 2022/4/22 - Form Recognizer 3. 1 API when you connect your form recognizer resource by adding the endpoint URL and keys. Extract text automatically from forms, structured or unstructured documents, and text-based images at scale with AI and OCR using Azure’s Form Recognizer ser. In Form Recognizer Studio, we have sample W2 forms preloaded, as you can see here on the left. Provide details and share your research! But avoid. Please sign in to rate this answer. This seems to be a recent problem as I could do it some weeks ago. I saw in the documentation that the Form Recognizer studio supports Hebrew only in "Print text in preview" and not "print text". Any mentions to Form Recognizer or Document Intelligence in documentation refer to the same Azure service. isfile(invoiceResultsFilename):. Azure Document Intelligence uses machine learning technology to identify and extract key-value pairs and table data from form documents with accuracy, at scale. Form Recognizer’s Layout and Custom template model capabilities also support the same languages. In the form recognizer studio, labeled tables are shown in an array when you are testing your model and the resulting json. The layout response for each of the sample files in the dataset is added as {file}. Form Recognizer is used to automate the data processing in applications and workflows, enhance data-driven strategies, and enrich document search capabilities. Turn documents into usable data and shift your focus to acting on information rather than compiling it. Yes for now I have been working like you said, tagging each line of the table into each row. Add the Process and save information from invoices step: Click the plus sign and then add new action. Form Recognizer 2021-09-30-preview. Then click. . For Form Recognizer access only, create a Form Recognizer resource. 4. Browse for a file and select a file from the sample dataset that you unzipped in the test folder. 1 and hence it is unable to list the model when it connects to your FR resource since the API version cannot be configured for. From the Form Recognizer documentation (emphasis mine): Azure Form Recognizer is a cloud-based Azure Applied AI Service that uses machine-learning models to extract and analyze form fields, text, and tables from your documents. There is also a set of computer vision models and importantly, for our purposes, Form Recognizer. Create a new project and specify the following details: Project name: Customer Service Reviews - Set 1; Configure service resource: Select your subscription, resource group, and Form Recognizer resource. Does form recognizer learn from usage over the time. Setup Azure. Screenshot of Azure Form Recognizer Studio. 4. You need to enable JavaScript to run this app. Click the Users blade. If it isn't exactly what you need, then select the auto label button to edit. if you want to use the new form recogniser studio you can follow that approach i suggested with tasks and upgrade later. I hope you're looking for something similar. The simple and flexible interface to create projects to label and train a custom model and model management functions like copying custom models provide you with all the tools to explore integrate. Please use the new Form Recognizer v3. 1) Form Recognizer extracts information from forms and images into structured data. Learn the most in-demand business, tech and creative skills from industry experts. within form recognizer studio we can use consume prebuilt models to create models to use or generate custom model with labelling. Jan 2, 2023, 2:24 AM. Copy-paste the below code to a file and save with . Form Recognizer Studio, Language Studio, or Azure Machine Learning studio label and tag textual data and build the custom models. When you submit your input data, the algorithm clusters the forms by type. Each tag can only be applied once per page. Form Recognizer uses machine learning models trained to extract text from images of invoices, receipts, and more. Full series information: info here: on Microsoft Learn:-. The skill requires the FORM_RECOGNIZER_ENDPOINT and FORM_RECOGNIZER_KEY property set in the appsettings to the appropriate Form Recognizer resource endpoint and key. You can convert the JSON into a CSV file as a post process step. You can use these three services independently or in various combinations to address different use cases. It ingests text from forms, applies machine learning technology to identify keys and tables. To train a custom model for table extraction using Form Recognizer, you can follow these steps: Collect training data: Gather a set of labeled training data that includes examples of the tables you want to extract. Azure AI services contains a broad set of capabilities including text analytics; facial detection, speech and vision recognition; natural language understanding, and more. I created a. I am able to add an existing form to a project and see the code and the visual form itself. This is done to speed up development and again the point is to provide an overview on the technology not an. I am working with Azure's form recognizer service to OCR some factory blueprints. 0 Studio (preview) for a better experience and model quality, and to keep up with the latest features. Here is a reference for how to train a custom model in the Form Recognizer studio. 2 votes Report a concern. i am using Form recognizer studio. This comes up with three types of APIs: Layout API — Detects and extracts text and layout of documents, such as tables, checkboxes and objects. CPHR BC & Yukon’s member recognition program has been reimagined. Extract key value pairs and structure like tables and selection marks from any form or. Form Recognizer は、カスタム モデル、あらかじめ構築されたレシート モデル、Layout API から成ります。 REST API を使用して Form Recognizer モデルを呼び出すことにより、複雑さを軽減し、自分のワークフローやアプリケーションに統合すること. I am currently trying to train a custom model on receipts using Form Recognizer Studio. Getting Started from Azure Form Recognizer. Response was CORS not enabled. Converting the PDF coordinates to JPEG coordinates. I am trying to extract data from invoices that have one table that can span multiple pages (see image for example) For this task I am using Microsoft's Form Recognizer Studio (Custom Model) version 3. Change to an S0 paid resource if you want to analyze all pages in a document. Composing a custom model: Once you've trained two or more models, you can see these models in the models tab of Form Recognizer studio. Document Intelligence Studio is an online tool for visually exploring, understanding, and integrating features from the Document Intelligence service in your. Below is an example of how you can create a Form Recognizer resource using the CLI: Bash. Try it in Form Recognizer Studio by creating a Form Recognizer resource in Azure and trying it out on the sample document or on your documents. AI Document Intelligence is an AI service that applies advanced machine learning to extract text, key-value pairs, tables, and structures from documents automatically and accurately. Upload the documents. Furthermore, most file formats cannot just be appended together to concatenate the content. It includes the following options: Layout - Extracts text and table structure from documents using optical character recognition (OCR). First, you will explore how to detect printed text within an image or PDF document. Create Custom Model Project . The v3. Just looked at the CORS image again and realized you have enabled CORS for the Studio not the labeling tool. Click the Create button and then provide basic information like the resource group and service name. Option 1: Azure Portal. A single file containing one document. It shows you the results, visualizes them in the image, and shows the corresponding JSON output. 0-beta. Option 2: Azure CLI. Document - Extract text, selection marks, tables, entities, and general key-value pairs from. Note: Please ensure that you are in the correct storage account -> blob container folder. Following this, you can proceed to the studio, where the files can be seen. Knowledge check min. Most of the document/field/values are all available just like in Form Recognizer Studio. 7. You can use a programming language SDK or the REST API to easily retrieve and utilize your data. The implementation uses Form Recognizer Studio to create custom models. 1. 017+00:00. Compose two custom template models together into a single model. Below is an example of how you can create a Form Recognizer resource using the CLI: # Create a new resource group to hold the Form Recognizer resource # If using an existing resource group, skip this step az group create --name <your-resource-name> --location <location>. Enter a username and password for the user. 1. Select source Local file. If it’s your first-time opening Form Recognizer Studio, sign in and select the Form Recognizer resource name first. Go over how the powerful features in AFR can help you explore, analyze and extract key information from documents. Azure Form Recognizer is an applied AI service to extract texts from images and PDFs. Search for "Form Recognizer" in the search bar and select the "Form Recognizer" service from the results. Improve this answer. The following code snippet uses the Python SDK to show. 0 Form Recognizer API. We are building in . ->Browse required Invoice pdf file and click analyze after. It then outputs structured data that includes the relationships in the original file. @Garth You should be able to view the list of directories in your form recognizer studio settings page and then select the new directory name and resource that is created in this directory. OCR for Russian example . invoice. Azure AI services is a set of APIs, SDKs and container images that enables developers to integrate ready-made AI directly into their applications. Azure Form Recognizer is an amazing Azure AI Service to extract and analyze form fields document s. Form Recognizer learns the structure of your forms to. Below is an example of how you can create a Form Recognizer resource using the CLI: PowerShell. Document Intelligence Studio - Microsoft Azure. Why can't Form Recognizer SDK v3 find any OCR documents to train? Hot Network Questions Limited letter renderer: BIOPD Looking for a tv series with a food processor that gave out everyone's favourite food Is it illegal to voluntarily work longer than the law. If you have not created the destination app create it and before going to the next steps. json file is present on disk if os. Forms" and "using System. Click the New user button. Hi @Sriramsubramaniyan Nadarajan , Thanks for using Microsoft Q&A Platform. For example: "invoice# 1", "invoice# 2" and so on. 1 Preview! Form Recognizer is a Cognitive Service that lets you ide. How do i draw regions and label in fott tool. You need to enable JavaScript to run this app. Replace the values of PROCESSING_DIRECTORY and FILE_NAME variables with the file path and file name which you would like to get the input pdf/image and store the JSON result as a file. Custom - Extracts information from forms (PDFs and images) into structured data based on a model created from a set of representative training forms. The release also includes prebuilt models for the 1098 tax form variants, including the 1098, 1098-E and 1098-T. Instead of selecting from a dropdown list, this is an alternative method for labeling fields. py extension. 2 answers. 2) The developer uses the Form Recognizer Studio to train the custom model in the development environment. Azure Form Recognizer is a cloud-based Azure Applied AI Service that extracts key-value pairs, text, and tables from your documents using AI-powered data solutions. 8. In this case you might be using the v3. Create a new custom model: In the Form Recognizer studio, create a. words, selection marks, tables) from documents. You will learn how to: Provision a Form Recognizer resource. Select subscription, Resource Group, storage account, container: "Training" and folder "forms"- which was created as part of the deployment. Note: starting with version 4. py. Part 2: End-to-end document processing. Hi @Paul Andrews , Thanks for using Microsoft Q&A Platform. 1. However, you can use the Copy Model API to copy your models from one resource to another. As mentioned above, I created a custom model using form-recognizer studio and calling it with python via SDK. Sample of the code code:Form Recognizer examines your documents and forms, extracting text and data, mapping field relationships as key-value pairs, and returning a structured JSON output. 0. I just noticed form recognizer only analyzed 2 pages, I found out this is because I was on the free tier, so I upgraded to paid. azurewebsites. The tool applies tags in bounding. With just a few samples, Form Recognizer tailors its understanding to your documents, both on. 0) and the compose feature is working as expected!Hi @Christian Wellnitz , Thanks for using Microsoft Q&A Platform. The problem is we have huge bunch of fields, adding them to each project to is taking lot of time. 0 (preview) and models that were trained with v2. You can also use the Form Recognizer client library or REST API. It ingests text from forms, applies machine learning technology to identify keys, tables, and fields,. The IDs prebuilt model now extracts DateOfIssue, Height, Weight, EyeColor, HairColor and DocumentDiscriminator. 1-preview version of the service and include many new features and quality improvements – (see. Please use the new Form Recognizer v3. This is exactly what I'm. Chapters 00:00 - AI Show 00:15 - Welcome and Introductions 00:44 - What is Form Recognizer 03:29 - What's new in Azure Form Recognizer 08:31 - Demo begins - Get. Hi, yes, if you want to use the currently available form recognizer task in logic apps you will need to use fott-2-1. If there are no columns, I recommend you to label the fields one by one, or you can create imaginary. Replace endpoint and modelId with {{name of your form-recognizer-service}}. Azure AI Document Intelligence. azure-form-recognizer. Export the Trained Model: In the Azure Form Recognizer studio in the development environment, locate your trained custom extraction model. There is no documentation which shows how to replicate this. 1. And also is there roadmap to add just free text files . I like the model's. "Using System. Install the Document. Click on the Train icon on the left hand menu and click Train. Translate whole documents while preserving source document structure and text formatting Quickstart: Language Studio. Option 2: Azure CLI. Form Recognizer is part of Azure Applied AI Services. Azure Form Recognizer Python SDK : API calls are successful but the values for key-value pairs are empty (Nonetype) As mentioned above, I created a custom model using form-recognizer studio and calling it with python via SDK. I have trained a custom form identifier using Form Recognizer Studio: The. Stack Overflow Public questions & answers; Stack Overflow for Teams Where developers & technologists share private knowledge with coworkers; Talent Build your employer brand ; Advertising Reach developers & technologists worldwide; Labs The future of collective knowledge sharing; About the companyAdding Labels Manually. There's also a great breakdown of the amazing Microsoft Copilot Studio with Omar Aftab, Gary Pretty, and Kendra Springer, plus exciting sessions from Rajesh Jha, Jared. One benefit of using Form Recognizer is the ability to cre. To confirm which models could be missing you can use the REST API for all the versions and check the count of all. Asking for help, clarification, or responding to other answers. Locally, I am going to use a pre built model provided by Azure. The async sample can be found here. Azure Form Recognizer can take care of the hard work for you Ayşegül Yönet, would appreciate your guidance to resolve this impediment, as it is impacting my ability to utilize the Form Recognizer Studio. Hello @Revati Mahajan . You need to enable JavaScript to run this app. 1 and the API version "2023_02_28_preview". Form Recognizer also extracts table content and structure. Option 1: Azure portal. PowerShell. Share. Analyze a Healthcare Insurance Card or Vaccination Card in Form Recognizer Studio. . In order to achieve this, it is necessary to use methods outside of the Form Recognizer. This blog post will demonstrate how Azure Form Recognizer client library can be used to eliminate manual tasks for end user when completing web forms. Azure AI services. You need to enable JavaScript to run this app. Hello All, I am just getting started with the Form Recognizer Studio and have managed to build and train my first model but I am unable to find the Model ID, what is displayed under the ModelID column seems to just be a title/description not the UUID that is then needed in Power Automate or Logic Apps, any ideas how I can quickly and easily. No, the Form Recognizer Studio (v3) uses a fields. PDF などの帳票はあちこちに溜まっていますが、構造化データ化がされない事もあります。 それを Azure Logic App + Azure Form Recognizer で JSON 文字列のファイルにします。Did the repro happen when Form Recognizer Studio was used? (I think it's YES, just double confirm)Or was the customer using their own code to train the model? Have the customer to check their blob and check all of the *. On the Form Recognizer overview page, click on the "Create" button to start the. The important thing here is to choose the table type (fixed sized or row dynamic). Pages: Custom page numbers for multi-page documents(PDF/TIFF). However, this didn't change the 2 page limit. Next, we need to use the form recognizer client for recognizing a receipt URL. Convert the extracted data into a usable form. Form Recognizer Service Uri - Your Form Recognizer endpoint URL. However, he is unable to create an new project in the Form Recognizer studio. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. 1 answer. This is part of the steps mentioned for creation of automation flow in the form-recognizer logic apps documentation. - Forward a copy of the. Only five sample forms are needed to create a custom-built machine learning model. it was working fine but facing issues from the past few days it gives internal server errors. Azure AI Document Intelligence An Azure service that turns documents into usable data. Please note though that the Form Recognizer Power Automate connector does not yet support the new preview release and supports only the 2. I wanted to get this token. Even with the misspelling of the word "User" instead of "Use", Copilot still understands the intend and generates two suggestions. This is one method for uploading files. 0. formula – Detect formulas in documents, such as mathematical equations. 0 votes Report a concern. I try to use Form Recognizer for scaning several types of document, I created all necessary stuff in azure (resource, blob for my files etc). Processor limits include up to 2000 pages for. If you use the cognitive-services-recognize-text container, make. Change to an S0 paid resource if you want to analyze all pages in a document. Jun 2, 2023, 12:01 AM. Unable to create a new project in the "Form Recognizer Studio", all. I just got confirmation from the pm. com) Scroll down and click Create new Custom model. Toronto Office. Azure Gov Team. 1 answer. To create custom model s, Azure provides Form Recognizer Studio, a web. Form Recognizer Logic App is currently using Form Recognizer v1. Change labelling inputs in form recognizer custom model labeling. Form Recognizer Studio. It includes the following options: Layout - Extracts text and table structure from documents using optical character recognition (OCR). For instance, a loan application package containing a loan application form, payslip, and bank statement. 0 Studio での処理結果に変更。Key-Value の方を. wait_sec is changed from 25s to 1000s. Instead, you have to use specialized tools – I find Visual Studio quite good at this job, but the choice is very broad. Please refer to the API migration guide to learn more about the new API to better support the long-term product roadmap. Setup Azure; Start using Form Recognizer Studio; Conclusion; In this article, Let’s use Azure Form Recognizer, latest AI-OCR tool developed by Microsoft to extract items from receipt. Document Intelligence Studio - Microsoft Azure. The usual billing fees apply. Follow these steps to create a new Form Recognizer instance: In the Azure Portal, click on the "+ Create a resource" button in the top left corner. Target personas: pro developers. With just a few samples, Form Recognizer tailors its understanding to your documents,. Following is a sample code on converting the invoice output into CSV file you can enhance it to output also the tables and more. 背景. Azure の Cognitive Services の中のひとつ、Form Recognizer をサクッと試せるツール Form OCR Testing Tool のセットアップ方法のメモです。 実際に使ってどれくらいの精度でるんやろってのがみたいところですが、それは分析した請求書といったフォームへの依存が強い可能性もあるので触れません。自分が. The following screenshot from the Form Recognizer Studio shows an example of OCR for Russian text. Locale: Sets the locale information for the document. Select the Azure Form Recognizer Studio permission. Yes, this is the normal performance if you don't train the Form Recognizer with samples you want to extract OCR information. Get started using Document Intelligence Studio. It provides methods for training models on the forms you provide, as well as methods for viewing and deleting models, accessing account properties, copying models to another Form Recognizer resource, and composing models from a collection. Azure Form Recognizer Python SDK : API calls are successful but the values for key-value pairs are empty (Nonetype) As mentioned above, I created a custom model using form-recognizer studio and calling it with python via SDK. When you create or open a project, the main tag editor window opens. Screenshot of Azure Form Recognizer Studio. Within the same Form Recognizer resource. josn to ensure that they all have valid Layout output (which has ReadResults section). All 1000+ models copied to production service. You need to enable JavaScript to run this app. 1) uses a {ProjectName}. With the Form Recognizer Studio, you can now explore all Form Recognizer capabilities with sample documents or validate results on your documents. Success Criteria. However, in their Form recognizer studio the engine is actually OCRing vertically as well, but even when I use their code this does not seem to work for. Analyze document with W-2 prebuilt modelWe moved the models from QA to Production using StartModelCopyTo method using Form Recognizer client SDK. The new, beta Form Recognizer client libraries target the 2. For instance, a loan application form. Extract text automatically from forms, structured or unstructured documents, and text-based images at scale with AI and OCR using Azure’s Form Recognizer service and the Form Recognizer Studio. ##### Python Form Recognizer Async Invoice ##### import json import time import os import ntpath import sys from requests import get, post import csv def analyzeInvoice(filename): invoiceResultsFilename = filename + ". First, call the API (in my case, the file was in an email attachement) Then chek the "statusCode" of the response. I have a list of field names that I want to train a custom model on, but in the form recognizer studio I need to manually type the field names then do the annotation, Is there a way to upload a list of labels in the form recognizer studio. Azure Form Recognizer, part of Azure Applied AI Services, uses machine learning technology to identify and extract key-value pairs and table data from form documents. For example, python form-recognizer-analyze. Azure Form Recognizer. Azure Form Recognizer. Form Recognizer Studio is an online tool to try the features of Form Recognizer service and integrate it into your applications. Under the Models tab in Studio, Model Id is actually the name (all string) but when i try to test a new form in my. docker) or a TensorFlow SavedModel (. ; Across other Form Recognizer resources that exist in any other supported region. Azure Form Recognizer is a cloud-based Azure Applied AI Service that uses machine-learning models to extract key-value pairs, text, and tables from your documents. You can merge as many as 100 custom-built models to. It includes the following options: Layout - Extracts text and table structure from documents using optical character recognition (OCR). The tool applies tags in bounding. Form Recognizer 2021-09-30-preview. Add On Features. cognitiveservices. Form Recognizer Studio . Table of Contents. What API version was the model built with in Form Recognizer Studio? If it is one of the preview API versions, then you need to use the DocumentAnalysisClient which was added in the beta SDK versions, such as 3. With the new contract prebuilt model, you can now extract the common fields from any contract with a simple API call. Right-click the train-model folder and open an integrated terminal. On the create project dialog, provide a name for your project, optionally a description, and select continue. 8 C# and using the client library Azure. This module gives users the tools to use the Azure Document Intelligence vision API. You need to enable JavaScript to run this app. Form Recognizer analyzes your forms and documents, extracts text and data, maps field relationships as key-value pairs, and returns a structured JSON output. I want to transfer my form recognizer custom model project from my account to another user account using Python. Select a Resource Group; Pick a Region; Fill in a Name; Select a Pricing Tier. That same response will have the "Operation-Location" which is a call to "analyzeresults". Pageable<CustomFormModelInfo> models = client. @Nuno Nogueira The model id can be listed from the studio when you click on your project -> Models tab. Follow edited Feb 18, 2020 at 6:46. The first time you use the Studio, you need to initialize your subscription, resource group, and resource. if you want to use the new form recogniser studio you can follow that approach i suggested with tasks and upgrade later. The W-2 model can handle the different variations in formats to accurately extract the form fields from each document. Confidence measures the ability of. Add this topic to your repo. However, when I try to create my own Python application to interact with the Form Recognizer service, I get empty column header content. Form Recognizer Toolkit (FRTK) provides a set of components and features to accelerate development based on Form Recognizer service. Unfortunately as mentioned before, it’s not possible to export the image with the Bounding Boxes directly from Form Recognizer Studio in order to see the results our model got. Scroll down and click + Create a project, enter project name and click Continue. ocr. Option 1: Azure Portal. Maui Rivera 0 • Microsoft Employee. Access document fieldsThe Form Recognizer Studio is available to develop Custom Models for specific document types and Composed Models to combine multiple Custom Models. Document - Extract text, selection marks, tables, entities, and general key-value pairs from. As I said I am new to Azure, so I have no idea what to. Steps. . Azure AI Document Intelligence formerly known as Form Recognizer now has a new set of capabilities generally available!Documents are core to any business process, from Intelligent Document Processing (IDP) solutions like invoice processing to knowledge extraction like tax filing, financial reporting and audits. Try the new barcode extraction in the Form Recognizer Studio. Companies often need to extract key value pairs such as ship to, bill to, total, invoice ID etc. Now we need to convert those coordinates accordingly so that we can draw the bounding boxes on our new JPG files in. It ingests text from forms, applies machine learning technology to identify keys, tables, and fields,. This comes up with three types of APIs: Layout API — Detects and extracts text and layout of documents, such as tables, checkboxes and objects. 1. It includes the following options: Form - Extracts information from forms (PDFs and images) into structured data based on a model created from a set of representative training forms. You need to enable JavaScript to run this app. For testing, I made a project with a few documents, then I train them using neural model. - Retain the original form(s) for 5 years. Search for form recognizer, select the "Form Recognizer" result and click Create. You can use the key-value pair feature in Form Recognizer to extract values near specific keywords. It could also be used in integrated solutions for optimizing the auditing needs. Document Intelligence Studio - Microsoft Azure. d = [page. Azure Form Recognizer Service Status: Check the Azure status page to see if there are any ongoing service outages or issues that might be affecting Form Recognizer Studio. Select Custom Model from the Azure Form Recognizer Studio; Create a New Project, Give the appropriate Project name and description, and click continue. 0. You can find a link to the sample to get a custom document analysis here. In a previous post, Introducing Form Recognizer client library: AI-powered document extraction, we introduced the Form Recognizer client libraries as powerful tools which allow you to extract data from documents and leverage the document understanding technology offered through Azure Cognitive Services. Form Recognizer can be used with the REST API as well as the Python, C#, Java, and JavaScript SDKs. → Using this Azure service, we can extract data. Get it from Target Form Recognizer app>Resource. Let me check with product team to see when they will release this feature to Studio and I will let you know. ocr. For that matter, I chose to use python as it offers all libraries needed for. The model file will be in the form of a pre-built Docker image (. WriteLine ($" Table {i} has {table. Analyze a form. Build intelligent document processing apps using Azure AI services. We need to create multipl pojects with the same kind of fileds. Apply AI Document Intelligence anywhere, in the cloud or at the edge. Document - Extract text, selection marks, tables, entities, and general key-value pairs from. This tool lets you test and configure the above-mentioned abilities. I received a response from Microsoft team on this, The way compose model works seems to be refined on 3. Click "Continue". Unfortunately, the auto-label table functionality in Form Recognizer currently only supports single-page tables. Option 2: Azure CLI. ID model updates. Browse for a file and select a file from the sample dataset that you unzipped in the test folder. Adding Labels Manually. You can access the Recognize Text feature as either an Azure resource (the REST API or SDK) or a cognitive-services-recognize-text container. # Create a new resource group to hold the Form Recognizer resource # if using an existing resource group, skip this step az group create --name <your-resource-name> --location <location>. So, the ocr file is well generated by Form Recognizer Studio.