{"id":4342,"date":"2026-07-14T07:34:45","date_gmt":"2026-07-14T11:34:45","guid":{"rendered":"https:\/\/blogs.mathworks.com\/matlab\/?p=4342"},"modified":"2026-07-14T07:34:45","modified_gmt":"2026-07-14T11:34:45","slug":"objects-are-about-to-get-much-faster-in-matlab","status":"publish","type":"post","link":"https:\/\/blogs.mathworks.com\/matlab\/2026\/07\/14\/objects-are-about-to-get-much-faster-in-matlab\/","title":{"rendered":"Objects are about to get much faster in MATLAB"},"content":{"rendered":"<div class = rtcContent><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">The MATLAB R2026b pre-release is available now and it includes a completely new object management system <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>that is not turned on by default.<\/span><span class=\"_richTextNode\"> When switched on, the new system promises to make object oriented MATLAB code faster <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>without the need to change any code (most of the time)<\/span><span class=\"_richTextNode\">. Sometimes, it will be <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>much<\/span><span class=\"_richTextNode\"> faster!<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">This is a big change to the language execution back-end of MATLAB and there's a lot to unpack. This is the first in a series of articles that will give you an idea of what to expect, when to expect it and what we mean when we say that you won't need to change any code 'most of the time.'<\/span><\/div><h2  style = 'margin: 20px 10px 5px 4px; padding: 0px; line-height: 25px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: 700; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Release timeline<\/span><\/h2><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">For most people, most of the time, code changes <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>will not<\/span><span class=\"_richTextNode\"> be required. The cases where code changes may be required as outlined below.  However, this is a big change to MATLAB\u2019s execution engine, so we are staging the changes as follows:<\/span><\/div><ul  style = 'margin: 10px 0px 20px; padding-left: 0px; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-size: 14px; '><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><span class=\"_richTextNode\" style=' font-weight: bold;'>MATLAB R2026b pre-release: <\/span><span class=\"_richTextNode\">Limited beta: If you have code that you want to test and are able to engage with MathWorks' engineering team; contact them at <\/span><a href = \"mailto:ObjectPerformanceImprovementBeta@groups.mathworks.com\"><span class=\"_richTextNode\" style=' text-decoration: underline;'>ObjectPerformanceImprovementBeta@groups.mathworks.com<\/span><\/a><\/li><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><span class=\"_richTextNode\" style=' font-weight: bold;'>MATLAB R2026b:<\/span><span class=\"_richTextNode\"> You'll be able to switch to the new object management system using a File Exchange Add-on. Installing the add-on will allow you to start MATLAB with a special switch which will turn on the new object management system.  If you start MATLAB without the switch, you will get a version of MATLAB without the new management system. MathWorks will also provide tools to help you determine if your code will need changing or not. <\/span><\/li><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Future MATLAB<\/span><span class=\"_richTextNode\">: The new object management system will be on by default but you'll be able to switch it off if necessary.<\/span><\/li><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Further in Future MATLAB: <\/span><span class=\"_richTextNode\">The new object management system will be the only one you can use.<\/span><\/li><\/ul><h2  style = 'margin: 20px 10px 5px 4px; padding: 0px; line-height: 25px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: 700; text-align: left; '><span class=\"_richTextNode\">When will you need to make code changes?<\/span><\/h2><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Code that doesn't make use of objects at all will not be affected in any way by this update. The vast majority of object oriented MATLAB code will run exactly as before but hopefully rather faster. <\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">There is a small subset of object oriented code, however, that will need some work. We are expecting this to only affect a small number of users. I, for example, have been using MATLAB for over 20 years and I've never written any code that will need additional work. We have been Beta testing the changes to the object management system for several months now and have seen very few cases where code has to be changed.  For those few cases, the changes have been fairly minor.<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">You will only need to worry if your code is object oriented and hits all <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>three of the following issues simultaneously.<\/span><span class=\"_richTextNode\"> If your code hits none, one or even two of these issues then you'll be fine. All three, however, and there may be problems.<\/span><\/div><ol  style = 'margin: 10px 0px 20px; padding-left: 0px; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-size: 14px; '><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><span class=\"_richTextNode\">Your classes contain custom destructors<\/span><\/li><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><span class=\"_richTextNode\">The custom destructors depend on the exact order or timing of destruction<\/span><\/li><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><span class=\"_richTextNode\">The object is referenced in a cycle. A cycle is a reference loop where objects reference each other<\/span><\/li><\/ol><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><img class = \"imageNode\" src = \"http:\/\/blogs.mathworks.com\/matlab\/files\/2026\/07\/fasterObjectsMATLAB_1.png\" width = \"426\" height = \"246\" alt = \"\" style = \"vertical-align: baseline; width: 426px; height: 246px;\"><\/img><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">If you have no idea what any of this means, you probably don't need to worry. For those wondering why these three issues matter, it is to do with the fact that we've updated how MATLAB manages the lifecycle of objects to one that's more efficient. In turn, this has allowed us to further optimize objects within JIT-compiled code. More details will be given in the near future.<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">For the pre-release of R2026b we would like to engage directly with <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>developers <\/span><span class=\"_richTextNode\">in the first instance so please email <\/span><a href = \"mailto:ObjectPerformanceImprovementBeta@groups.mathworks.com\"><span class=\"_richTextNode\" style=' text-decoration: underline;'>ObjectPerformanceImprovementBeta@groups.mathworks.com<\/span><\/a><span class=\"_richTextNode\"> if you think your code might be affected. You'll be sent instructions on how to switch MATLAB to the new system, check your code and how to fix it if necessary. <\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Please do not email the team unless you are a developer of potentially affected code.<\/span><\/div><h2  style = 'margin: 20px 10px 5px 4px; padding: 0px; line-height: 25px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: 700; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>How much faster?<\/span><\/h2><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">This is the fun bit because a lot of things are quite a lot faster. Your mileage may vary of course and we've seen code go anywhere from over 500x faster to just a few percent faster or even no change at all in the worst case. In this section, I want to give you an idea of what you can expect.<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">At the risk of stating the obvious, only code that uses MATLAB objects will see a performance benefit. All other code is completely unaffected. As such, I initially focused on demonstrations that made heavy use of object oriented programming.<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">For my first demo, I created an array of <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>Employee<\/span><span class=\"_richTextNode\"> objects that have the following properties<\/span><\/div><div class = 'preformatted-plain' style = 'margin: 10px 3px 10px 55px; padding: 10px 10px 10px 5px; '><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >classdef Employee<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >    properties<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        EmployeeNumber = 1<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        RecordDate = datetime(2020, 1, 1)<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        Name = \"Mike Croucher\"<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >    end<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >end<\/span><\/span><\/div><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Each <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>Employee<\/span><span class=\"_richTextNode\"> in the array had a random <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>Employee<\/span><span class=\"_richTextNode\"> number from 1 to 7500, random <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>RecordDates<\/span><span class=\"_richTextNode\"> and so on. The class also has overloaded methods for the comparison operators &lt; and &gt; which worked on <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>EmployeeNumber<\/span><span class=\"_richTextNode\">. This allowed me to implement classic sorting algorithms such as Bubble Sort, Insertion Sort and Quick Sort on an array of these objects. The following animation tells the story<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><iframe class = \"onlineVideoNode\" src = \"https:\/\/www.youtube.com\/embed\/OLlYutAgZI0\" width = \"560\" height = \"315\"><\/iframe><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">The new system got through <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>all 6 algorithms<\/span><span class=\"_richTextNode\"> <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>twice<\/span><span class=\"_richTextNode\"> in the time it took the old system to get through about 10% of just the first algorithm. Removing animation time from the story and I got the following timings on my M2 Macbook Pro<\/span><\/div><table  style = 'margin: 3px; border: 1px solid rgb(191, 191, 191); border-collapse: collapse; '><col\/><col\/><col\/><col\/><tr  style = 'background-color: rgb(245, 245, 245); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Algorithm<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Old system (s)<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>New system (s)<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Speedup<\/span><\/div><\/td><\/tr><tr  style = 'background-color: rgba(0, 0, 0, 0); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Bubble Sort<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">252.08<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">0.781<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">322.8x<\/span><\/div><\/td><\/tr><tr  style = 'background-color: rgba(0, 0, 0, 0); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Quick Sort<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">0.98<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">0.086<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">11.4x<\/span><\/div><\/td><\/tr><tr  style = 'background-color: rgba(0, 0, 0, 0); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Insertion Sort<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">95.6<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">0.29<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">329.7x<\/span><\/div><\/td><\/tr><tr  style = 'background-color: rgba(0, 0, 0, 0); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Selection Sort<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">122.03<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">0.63<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">193.7x<\/span><\/div><\/td><\/tr><tr  style = 'background-color: rgba(0, 0, 0, 0); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Merge Sort<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">1.21<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">0.132<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">9.17x<\/span><\/div><\/td><\/tr><tr  style = 'background-color: rgba(0, 0, 0, 0); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Heap Sort<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">1.98<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">0.078<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">25.38x<\/span><\/div><\/td><\/tr><\/table><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">To be clear, <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>this did not involve any changes to the code<\/span><span class=\"_richTextNode\">. I simply switched on the new system.<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">The speed-ups vary so much because of the differences in how each algorithm operates on the <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>Employee<\/span><span class=\"_richTextNode\"> objects. Some operations involving objects have become significantly faster while others have much less dramatic speed-ups. I'll show some micro-benchmarks later. For now, I want to show the results of some object-oriented simulations. <\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">I wrote an object-oriented version of the classic<\/span><a href = \"https:\/\/en.wikipedia.org\/wiki\/Boids\"><span class=\"_richTextNode\"> Boids simulation<\/span><\/a><span class=\"_richTextNode\">. Each Boid was an instance of a class with the following properties along with several member functions that determines their behavior.<\/span><\/div><div class = 'preformatted-plain' style = 'margin: 10px 3px 10px 55px; padding: 10px 10px 10px 5px; '><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >classdef Boid<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >    properties<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        x double = 0<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        y double = 0<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        vx double = 0<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        vy double = 0<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >    end<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >end<\/span><\/span><\/div><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">The new object management system <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>ran the simulation around 15x faster!<\/span><span class=\"_richTextNode\"> Again, without any changes to the Boids source code.  You can see the difference in the video below.<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><iframe class = \"onlineVideoNode\" src = \"https:\/\/www.youtube.com\/embed\/UD_-IK_jHwM\" width = \"560\" height = \"315\"><\/iframe><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Boids are particularly simple and the fastest way to implement this simulation is to do away with the array of objects and work on vectors of position and velocity directly. This is many times faster than any object oriented version and can even be done on the GPU! That's a story for another time but it is fair to say that the gap between the OOP implementation and a vectorized implementation has been closed significantly.<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">The next demo is a more complex agent-based simulation of crowd behavior. Here, each dot represents a person who is trying to exit the simulation domain through one of several doors on the right hand-side. The rules could be as complex as you like although in the version shown in the animation they are rather simplistic (\"Dumb\" was the word <\/span><a href = \"https:\/\/uk.mathworks.com\/matlabcentral\/profile\/authors\/140947\"><span class=\"_richTextNode\">Ned<\/span><\/a><span class=\"_richTextNode\"> used!)<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><iframe class = \"onlineVideoNode\" src = \"https:\/\/www.youtube.com\/embed\/LjnvO8I54qQ\" width = \"560\" height = \"315\"><\/iframe><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">The new system runs this simulation <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>around 100x faster than the old one!<\/span><span class=\"_richTextNode\"> Again, no changes to source code were required. This is an illustration of a case that was completely infeasible to write as an OOP simulation but is now buttery smooth. <\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">So far, I have not given you anything that you can run yourself although I do plan to release the source code for all of these demos in due-course. Let's fix that now with some microbenchmarks. Consider the following class that has one property, a constructor and an overloaded plus method function. If you want to follow along, save this as the file <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>tinyClass.m<\/span><\/div><div class = 'preformatted-plain' style = 'margin: 10px 3px 10px 55px; padding: 10px 10px 10px 5px; '><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >classdef tinyClass<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >    properties<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        Id (1,1) double = 0<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >    end<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '>&nbsp;<\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >    methods<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        function obj = tinyClass(id)<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >            arguments<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >                id (1,1) double = 0<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >            end<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '>&nbsp;<\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >            obj.Id = id;<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        end<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '>&nbsp;<\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        function result = plus(left, right)<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >            arguments<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >                left (1,1) tinyClass<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >                right (1,1) tinyClass<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >            end<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '>&nbsp;<\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >            result = tinyClass(left.Id + right.Id);<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >        end<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >    end<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >end<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '>&nbsp;<\/div><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">We are going to time 4 operations<\/span><\/div><div class = 'preformatted-plain' style = 'margin: 10px 3px 10px 55px; padding: 10px 10px 10px 5px; '><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >% Creating an array with 1000 tinyClass objects<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >values = createArray(1, 1000, \"tinyClass\");<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '>&nbsp;<\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >% Extracting a single element from an array<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >item = values(k);<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '>&nbsp;<\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >% Swapping two elements in an array<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >temp = values(1);<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >values(1) = values(2);<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >values(2) = temp;<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '>&nbsp;<\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >% Adding two scalar tinyClass objects<\/span><\/span><\/div><div  style = 'border-left: 0px none rgb(33, 33, 33); border-right: 0px none rgb(33, 33, 33); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 12px; '><span style=\"white-space: pre\"><span >result = object1 + object2;<\/span><\/span><\/div><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">The timing code I used is in <\/span><a href = \"https:\/\/github.com\/mathworks\/matlab-blog\/tree\/main\/2026\/objects\"><span class=\"_richTextNode\">this blog's GitHub repo<\/span><\/a><span class=\"_richTextNode\"> and here are the results for an M2 MacBook Pro.<\/span><\/div><table  style = 'margin: 3px; border: 1px solid rgb(191, 191, 191); border-collapse: collapse; '><col\/><col\/><col\/><col\/><tr  style = 'background-color: rgb(245, 245, 245); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Operation<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Old system (nano seconds)<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>New system (nano seconds)<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Speedup<\/span><\/div><\/td><\/tr><tr  style = 'background-color: rgba(0, 0, 0, 0); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Create 1000 element array of objects<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">776344.1<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">130148.6<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">5.97x<\/span><\/div><\/td><\/tr><tr  style = 'background-color: rgba(0, 0, 0, 0); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Extract object from 1000 element array<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">1246.0<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">4.2<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">296.67x<\/span><\/div><\/td><\/tr><tr  style = 'background-color: rgba(0, 0, 0, 0); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Swap objects in 1000 element array<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">5767.2<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">9.3<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">620.13x<\/span><\/div><\/td><\/tr><tr  style = 'background-color: rgba(0, 0, 0, 0); '><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">Add two scalar objects<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">1511.1<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">64.1<\/span><\/div><\/td><td  style = 'border: 1px solid rgb(191, 191, 191); vertical-align: top; '><div  style = 'margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">23.57x<\/span><\/div><\/td><\/tr><\/table><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\"><\/span><\/div><h3  style = 'margin: 15px 10px 5px 4px; padding: 0px; line-height: 20.4px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 17px; font-weight: 700; text-align: left; '><span class=\"_richTextNode\">Opening the pathway to new, performant data types in MATLAB<\/span><\/h3><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">One of the exciting things about seeing these numbers on fundamental operations involving objects is that they open the pathway to potential new data types in MATLAB. Structures such as trees, queues are easy to implement using OOP but doing so would have been painfully slow in MATLAB using the old system. <\/span><\/div><h3  style = 'margin: 15px 10px 5px 4px; padding: 0px; line-height: 20.4px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 17px; font-weight: 700; text-align: left; '><span class=\"_richTextNode\">A lot of our existing code gets faster for free<\/span><\/h3><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">So far I've concentrated on simulations and micro benchmarks that make deliberate heavy use of operations on objects. As such, these are the most dramatic speed-ups you can possibly expect from these enhancements. In production code, the use of objects may be significantly lighter which will lead to much more modest speed-ups, if any at all.<\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">The new object management system has had benefits across our own code base as well. Some examples from across various toolboxes include<\/span><span class=\"_richTextNode\" style=' font-style: italic;'>:<\/span><\/div><ul  style = 'margin: 10px 0px 20px; padding-left: 0px; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-size: 14px; '><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><a href = \"https:\/\/uk.mathworks.com\/help\/radar\/ug\/simulating-a-scanning-radar.html\"><span class=\"_richTextNode\">Simulating a Scanning Radar<\/span><\/a><span class=\"_richTextNode\"> (Radar Toolbox) runs about 1.4x faster<\/span><\/li><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><a href = \"https:\/\/uk.mathworks.com\/help\/fuzzy\/fistree.html\"><span class=\"_richTextNode\">fistree<\/span><\/a><span class=\"_richTextNode\"> (Fuzzy logic toolbox) Some benchmarks are up to 2x faster<\/span><\/li><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><a href = \"https:\/\/uk.mathworks.com\/help\/deeplearning\/ref\/analyzenetwork.html\"><span class=\"_richTextNode\">analyzeNetwork<\/span><\/a><span class=\"_richTextNode\"> (Deep Learning Toolbox). I observed speed-ups from 1.19x to 1.47x depending on the size and architecture of the network being analyzed.<\/span><\/li><li  style = 'margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap; '><a href = \"https:\/\/uk.mathworks.com\/help\/optim\/problem-based-approach.html\"><span class=\"_richTextNode\">Problem based optimization workflow<\/span><\/a><span class=\"_richTextNode\"> (Optimization Toolbox) The construction of problem-based optimizations using <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>optimvar<\/span><span class=\"_richTextNode\"> and <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>optimproblem<\/span><span class=\"_richTextNode\"> is up to 1.55x faster.<\/span><\/li><\/ul><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">We've also found a few examples where MATLAB's <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>table<\/span><span class=\"_richTextNode\"> has become faster as a result of this work. The most dramatic involves deleting a chunk of the columns in the middle of a wide table which is around 2-3x faster on my machine. Here's a minimal reproducible example of what I mean that has been distilled from a user's code:<\/span><\/div><div style=\"background-color: #F5F5F5; margin: 10px 0 10px 0;\"><div class=\"inlineWrapper\"><div  style = 'border-left: 1px solid rgb(217, 217, 217); border-right: 1px solid rgb(217, 217, 217); border-top: 1px solid rgb(217, 217, 217); border-bottom: 0px none rgb(33, 33, 33); border-radius: 4px 4px 0px 0px; padding: 6px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace, Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 14px; '><span style=\"white-space: pre\"><span >T = array2table(rand(2200, 3320));<\/span><\/span><\/div><\/div><div class=\"inlineWrapper\"><div  style = 'border-left: 1px solid rgb(217, 217, 217); border-right: 1px solid rgb(217, 217, 217); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace, Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 14px; '><span style=\"white-space: pre\"><span >tic<\/span><\/span><\/div><\/div><div class=\"inlineWrapper\"><div  style = 'border-left: 1px solid rgb(217, 217, 217); border-right: 1px solid rgb(217, 217, 217); border-top: 0px none rgb(33, 33, 33); border-bottom: 0px none rgb(33, 33, 33); border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace, Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 14px; '><span style=\"white-space: pre\"><span >T (:, 1495:1826) = [];<\/span><\/span><\/div><\/div><div class=\"inlineWrapper\"><div  style = 'border-left: 1px solid rgb(217, 217, 217); border-right: 1px solid rgb(217, 217, 217); border-top: 0px none rgb(33, 33, 33); border-bottom: 1px solid rgb(217, 217, 217); border-radius: 0px 0px 4px 4px; padding: 0px 45px 4px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: rgb(33, 33, 33); font-family: Menlo, Monaco, Consolas, \"Courier New\", monospace, Menlo, Monaco, Consolas, \"Courier New\", monospace; font-size: 14px; '><span style=\"white-space: pre\"><span >toc<\/span><\/span><\/div><\/div><\/div><div  style = 'margin: 10px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">We continue to find new examples like this all the time and hope that you have similar success when trying out your own code.<\/span><\/div><h2  style = 'margin: 20px 10px 5px 4px; padding: 0px; line-height: 25px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: 700; text-align: left; '><span class=\"_richTextNode\">The new object management system has no effect on old-style (pre-2008a) objects<\/span><\/h2><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">If your object oriented code was written the ancient way (i.e before the introduction of <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>classdef<\/span><span class=\"_richTextNode\"> in 2008a), your code will not run any differently at all. You'll recognize such code by the fact that classes were defined by directories whose name started with <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>@<\/span><span class=\"_richTextNode\">, like <\/span><span class=\"_richTextNode\" style=' font-family: monospace;'>@polynom<\/span><span class=\"_richTextNode\">. <\/span><\/div><h2  style = 'margin: 20px 10px 5px 4px; padding: 0px; line-height: 25px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: 700; text-align: left; '><span class=\"_richTextNode\">When will we release more details concerning this update?<\/span><\/h2><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">When MATLAB R2026b is released, we will make a support package available on MATLAB File Exchange that will allow everyone to participate. We will also publish more details concerning the new object management system, why the three issues about custom destructors are important and how to fix the (hopefully!) small subset of code that will be incompatible with the new system. <\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\">For the pre-release of R2026b we would like to engage directly with <\/span><span class=\"_richTextNode\" style=' font-weight: bold;'>developers <\/span><span class=\"_richTextNode\">in the first instance so please email <\/span><a href = \"mailto:ObjectPerformanceImprovementBeta@groups.mathworks.com\"><span class=\"_richTextNode\" style=' text-decoration: underline;'>ObjectPerformanceImprovementBeta@groups.mathworks.com<\/span><\/a><span class=\"_richTextNode\"> if you think your code might be affected. You'll be sent instructions on how to switch MATLAB to the new system, check your code and how to fix it if necessary. <\/span><\/div><div  style = 'margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre; color: rgb(33, 33, 33); font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left; '><span class=\"_richTextNode\" style=' font-weight: bold;'>Please do not email the team unless you are a developer of potentially affected code.<\/span><\/div>\r\n<\/div><script type=\"text\/javascript\">var css = '._richTextNode {white-space: break-spaces;}'; var head = document.head || document.getElementsByTagName('head')[0], style = document.createElement('style'); head.appendChild(style); style.type = 'text\/css'; if (style.styleSheet){ style.styleSheet.cssText = css; } else { style.appendChild(document.createTextNode(css)); }<\/script>","protected":false},"excerpt":{"rendered":"<div class=\"overview-image\"><img src=\"https:\/\/blogs.mathworks.com\/matlab\/files\/2026\/07\/crowdLabBlog.gif\" class=\"img-responsive attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"\" decoding=\"async\" loading=\"lazy\" \/><\/div><p>The MATLAB R2026b pre-release is available now and it includes a completely new object management system that is not turned on by default. When switched on, the new system promises to make object... <a class=\"read-more\" href=\"https:\/\/blogs.mathworks.com\/matlab\/2026\/07\/14\/objects-are-about-to-get-much-faster-in-matlab\/\">read more >><\/a><\/p>","protected":false},"author":176,"featured_media":4343,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[17,20,101,14],"tags":[],"_links":{"self":[{"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/posts\/4342"}],"collection":[{"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/users\/176"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/comments?post=4342"}],"version-history":[{"count":1,"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/posts\/4342\/revisions"}],"predecessor-version":[{"id":4344,"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/posts\/4342\/revisions\/4344"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/media\/4343"}],"wp:attachment":[{"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/media?parent=4342"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/categories?post=4342"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/matlab\/wp-json\/wp\/v2\/tags?post=4342"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}