{"id":12460,"date":"2022-11-14T08:00:00","date_gmt":"2022-11-14T16:00:00","guid":{"rendered":"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/?p=12460"},"modified":"2025-04-30T09:36:13","modified_gmt":"2025-04-30T16:36:13","slug":"available-today-azure-quantum-resource-estimator-empowers-you-to-create-algorithms-for-quantum-at-scale","status":"publish","type":"post","link":"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/2022\/11\/14\/available-today-azure-quantum-resource-estimator-empowers-you-to-create-algorithms-for-quantum-at-scale\/","title":{"rendered":"Available Today: Azure Quantum Resource Estimator empowers you to create algorithms for quantum at scale\u00a0"},"content":{"rendered":"\n<p><a href=\"https:\/\/azure.microsoft.com\/en-us\/products\/quantum\/?OCID=AIDcmm5edswduu_SEM_f754fff64d9e1a9d56659c9a475f6a23:G:s&amp;ef_id=f754fff64d9e1a9d56659c9a475f6a23:G:s&amp;msclkid=f754fff64d9e1a9d56659c9a475f6a23\">Microsoft Azure Quantum<\/a>&nbsp;Resource Estimator&nbsp;enables quantum innovators to develop and refine algorithms to run on tomorrow\u2019s scaled quantum computers. This new tool is one way Microsoft empowers innovators to have breakthrough impact with quantum at scale.<\/p>\n\n\n\n<p>The quantum computers available today enable interesting experimentation and research but they are unable to accelerate the computations necessary to solve real-world problems. While the industry awaits hardware advances, quantum software innovators are eager to make progress and prepare for a quantum future. Creating algorithms today that will eventually run on tomorrow\u2019s fault-tolerant scaled quantum computers is a daunting task. These innovators are faced with questions such as; What hardware resources are required? How many physical and logical qubits are needed and what type? What\u2019s the runtime? Azure Quantum Resource Estimator was designed specifically to answer these questions. Understanding this data will help innovators create, test, and refine their algorithms and ultimately lead to practical solutions that take advantage of scaled quantum computers when they become available.<\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-1024x576.webp\" alt=\"Infographic image that has the heading Azure Quantum Resource Estimation with 6 pillars below that are sub-headed application input, compilation tools, QIR, QEC Models, Qubit Models, and Analysis.\" class=\"wp-image-12495 webp-format\" srcset=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-1024x576.webp 1024w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-300x169.webp 300w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-768x432.webp 768w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-1536x864.webp 1536w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-2048x1152.webp 2048w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-235x132.webp 235w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-960x540.webp 960w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-800x450.webp 800w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-400x225.webp 400w\" data-orig-src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/11.14-UPDATED-Azure-Quantum-Resource-Estimation-1024x576.webp\"><\/figure>\n\n\n\n<p>The Azure Quantum Resource Estimator started as an internal tool and has been key in shaping the design of Microsoft\u2019s quantum machine. The insights it has provided have informed our approach to engineering a machine capable of the scale required for impact including the machine\u2019s architecture and our decision to use topological qubits. We\u2019re making progress on our machine and recently had a <ins><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/microsoft-has-demonstrated-the-underlying-physics-required-to-create-a-new-kind-of-qubit\/\" target=\"_blank\" rel=\"noreferrer noopener\">physics breakthrough<\/a><\/ins> that was detailed in a preprint to the <ins><a href=\"https:\/\/arxiv.org\/abs\/2207.02472\" target=\"_blank\" rel=\"noreferrer noopener\">arXiv<\/a><\/ins>. On Thursday, we will take another step forward in transparency by publicly publishing the raw data and analysis in interactive Jupyter notebooks on Azure Quantum. These notebooks provide the exact steps needed to reproduce all the data in our paper. While engineering challenges remain, the physics discovery demonstrated in this data proves out a fundamental building block for our approach to a scaled quantum computer and puts Microsoft on the path to deliver a quantum machine in Azure that will help solve some of the world\u2019s toughest problems.<\/p>\n\n\n\n<p>As we advance our hardware, we are also focused on empowering software innovators to advance their algorithms. The Azure Quantum Resource Estimator performs one of the most challenging problems for researchers developing quantum algorithms. It breaks down the resources required for a quantum algorithm, including the total number of physical qubits, the computational resources required including wall clock time, and the details of the formulas and values used for each estimate. This means algorithm development becomes the focus, with the goal of optimizing performance and decreasing cost. For the first time, it is possible to compare resource estimates for quantum algorithms at scale across different hardware profiles.&nbsp;Start from well-known, pre-defined qubit parameter settings and quantum error correction (QEC) schemes or configure unique settings across a wide range of machine characteristics such as operation error rates, operation speeds, and error correction schemes and thresholds.<a id=\"_msocom_3\"><\/a><\/p>\n\n\n\n<p><em>\u201cResource estimation is an increasingly important task for development of quantum computing technology. We are happy we could use Microsoft\u2019s <em>new<\/em><\/em> <em>tool for our research on this topic. It\u2019s easy to use. The integration process was simple, and the results give both a high-level overview helpful for people new to error correction, as well as a detailed breakdown for experts. Resource estimation should be a part of the pipeline for anyone working on fault-tolerant quantum algorithms. Microsoft\u2019s new tool is great for this.\u201d<\/em>\u2014 Micha\u0142 St\u0119ch\u0142y, Tech Lead at Quantum Software Team, <a href=\"https:\/\/www.zapatacomputing.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Zapata Computing<\/a>.<\/p>\n\n\n\n<p>The Resource Estimator will help drive the transition from today\u2019s noisy intermediate scale quantum (NISQ) systems to tomorrow\u2019s fault-tolerant quantum computers. Today\u2019s NISQ systems might enable running small numbers of operations in an algorithm successfully, but to get to practical quantum advantage there will need to be trillions and more operations running successfully. This gap will be closed by scaling up to a fault-tolerant quantum machine with built-in Quantum Error Correction. This means each qubit and operation requested in a user\u2019s program will be encoded into some number of physical qubits and operations at the hardware level, and the software stack will perform this conversion automatically.\u00a0 Now with the Resource Estimator, you can walk through these conversions, estimate the overheads in time and space required to enable implementation of your scaled quantum algorithms on a variety of hardware designs, and use the information to improve your algorithms and applications well before scaled fault-tolerant hardware is available.\u00a0 In our recent preprint on the arXiv, we show how to use the Resource Estimator to understand the cost of three important quantum algorithms that promise practical quantum advantage.<\/p>\n\n\n\n<p>Resource Estimation paves the way for hardware-software co-design, enabling hardware designers to improve their architectures based on how large-scale algorithms might run on their specific implementation, and in turn, allowing algorithm and software developers to iterate on bringing down the cost of algorithms at scale.<a id=\"_msocom_1\"><\/a><\/p>\n\n\n\n<p><em>\u201cThe Resource Estimator breaks down the resources needed to run a useful algorithm at scale. Putting precise numbers on the actual scale at which quantum computing provides industry-relevant solutions sheds light on the tremendous effort that has yet to be realized. This strengthens our commitment to our roadmap, which is focused on delivering an error-corrected quantum computer using a hardware-efficient approach<\/em>.&#8221;\u2014J\u00e9r\u00e9mie Guillaud, Chief of Theory at <ins><a href=\"https:\/\/alice-bob.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Alice&amp;Bob<\/a><\/ins>.<\/p>\n\n\n\n<p>Built on the foundation of community-supported quantum intermediate representation (<a href=\"https:\/\/www.qir-alliance.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">QIR<\/a>), it is both extensible and portable and can be used with popular quantum SDKs and languages such as Q# and Qiskit. QIR was created in&nbsp;alliance with the Linux Foundation and other partners and is an open source standard that serves as a common interface between many languages and target quantum computation platforms.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"getting-started-with-resource-estimation\">Getting started with resource estimation<\/h2>\n\n\n\n<p>It is easy to get started and gain your first insights with the tool. The example below shows how to estimate and analyze the physical resources required to run a quantum program on a fault-tolerant quantum computer.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1-set-up-your-azure-quantum-workspace-and-get-started-with-resource-estimation\"><em>1. <\/em><em>Set up your Azure Quantum workspace and get started with Resource Estimation<\/em><em>.<\/em><\/h3>\n\n\n\n<p>Azure Quantum, Azure\u2019s free, cloud-based service, is available to everyone. To get started, just set up an&nbsp;<a href=\"https:\/\/aka.ms\/AQ\/CreateAzureAccount\" target=\"_blank\" rel=\"noreferrer noopener\">Azure account<\/a>&nbsp;(check out free Azure accounts&nbsp;<a href=\"https:\/\/azure.microsoft.com\/free\/students\/\" target=\"_blank\" rel=\"noreferrer noopener\">for students<\/a>) and&nbsp;<a href=\"https:\/\/portal.azure.com\/#create\/Microsoft.AzureQuantum\" target=\"_blank\" rel=\"noreferrer noopener\">create an Azure Quantum workspace<\/a>&nbsp;in the Azure Portal.<\/p>\n\n\n\n<p>If you already have an Azure Quantum workspace setup:<\/p>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<p>a)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Open your workspace in the&nbsp;<a href=\"https:\/\/portal.azure.com\/\">Azure portal<\/a>.<\/p>\n\n\n\n<p>b)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;On the left panel, under <strong>Operations<\/strong>, select <strong>Providers<\/strong>.<\/p>\n\n\n\n<p>c)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Select +<strong> Add a provider<\/strong>.<\/p>\n\n\n\n<p>d)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Select&nbsp;<strong>Microsoft Quantum Computing<\/strong>.<\/p>\n\n\n\n<p>e)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Select <strong>Learn &amp; Develop<\/strong> and select <strong>Save<\/strong>.<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-start-with-a-ready-to-use-sample\"><em>2. Start with a ready-to-use sample.<\/em><\/h3>\n\n\n\n<p>To start running quantum programs with no installation required, try our&nbsp;<a href=\"https:\/\/learn.microsoft.com\/azure\/quantum\/get-started-jupyter-notebook\">free hosted notebooks experience&nbsp;in the Azure Portal<\/a>. Our hosted Jupyter Notebooks enable a variety of languages and Quantum SDKs. You will find them in your Azure Quantum workspace (#1). Selecting Notebooks in the portal will take you to the sample gallery, where you will find the Resource Estimation tab (#2). Once there, choose one of the first two samples and then select the \u201cCopy to my notebooks\u201d button (#3) to add the sample to your workspace (#3).<\/p>\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/Picture1.webp\" alt=\"Screenshot of the resource estimation tool workspace UI.\" class=\"wp-image-12461 webp-format\" srcset=\"\" data-orig-src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/Picture1.webp\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-run-your-first-resource-estimation\"><em>3. <\/em><em>Run your first Resource Estimation<\/em><\/h3>\n\n\n\n<p>After the sample has been copied to&nbsp;<strong>My notebooks<\/strong>&nbsp;you can select it from the Workspace menu to load it as a hosted notebook in the Azure Portal. From there, just select&nbsp;<strong>Run all&nbsp;<\/strong>from the top of the Jupyter Notebook to execute the program. You will be able to run an entire Resource Estimation job without writing a single line of code!<\/p>\n\n\n\n<p>The results will immediately provide&nbsp;estimates of total physical qubits and runtime for the algorithm provided. For a deeper understanding of the resources consumed by the algorithm, you can trace the source of each result with detailed explanations of formulas. These deeper results can be re-used and shared in your research.<\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/Run-First-resource-estimation-in-notebooks-1-1024x761.webp\" alt=\"Screenshot of the resource estimation tool results.\" class=\"wp-image-12500 webp-format\" srcset=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/Run-First-resource-estimation-in-notebooks-1-1024x761.webp 1024w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/Run-First-resource-estimation-in-notebooks-1-300x223.webp 300w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/Run-First-resource-estimation-in-notebooks-1-768x570.webp 768w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/Run-First-resource-estimation-in-notebooks-1-800x594.webp 800w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/Run-First-resource-estimation-in-notebooks-1-400x297.webp 400w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/Run-First-resource-estimation-in-notebooks-1.webp 1388w\" data-orig-src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2022\/11\/Run-First-resource-estimation-in-notebooks-1-1024x761.webp\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"learn-more-about-resource-estimation\">Learn more about Resource Estimation<\/h2>\n\n\n\n<p>There are many ways to learn more:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/aka.ms\/AQ\/RE\/Docs\">Visit our technical documentation<\/a> for more information on Resource Estimation, including detailed steps to get you started.<\/li>\n\n\n\n<li>Login to the <a href=\"https:\/\/portal.azure.com\/\">Azure Portal<\/a>, visit your Azure Quantum <a>workspace<\/a>, and try an advanced sample on topics such as factoring and quantum chemistry.<\/li>\n\n\n\n<li>Dive deeper into our research on Resource Estimation at <a href=\"https:\/\/aka.ms\/AQ\/RE\/Paper\" target=\"_blank\" rel=\"noreferrer noopener\">arXiv.org<\/a>.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Microsoft Azure Quantum\u00a0Resource Estimator\u00a0enables quantum innovators to develop and refine algorithms to run on tomorrow\u2019s scaled quantum computers.<\/p>\n","protected":false},"author":6194,"featured_media":12466,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"msxcm_post_with_no_image":false,"ep_exclude_from_search":false,"_classifai_error":"","_classifai_text_to_speech_error":"","footnotes":""},"post_tag":[],"product":[1336],"content-type":[1320],"coauthors":[1035],"class_list":["post-12460","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","product-azure-quantum","content-type-news","review-flag-1593580413-139","review-flag-1593580417-280","review-flag-1-1593580430-832","review-flag-2-1593580435-285","review-flag-3-1593580440-690","review-flag-free-1593619511-707","review-flag-micro-1680215159-855","review-flag-new-1593580245-904"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - 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