{"id":1218902,"date":"2021-05-19T09:05:34","date_gmt":"2021-05-19T16:05:34","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&p=1218902"},"modified":"2021-09-23T17:30:57","modified_gmt":"2021-09-24T00:30:57","slug":"announcing-the-arcgis-pro-performance-assessment-tool-pat","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/announcing-the-arcgis-pro-performance-assessment-tool-pat","title":{"rendered":"Announcing the ArcGIS Pro Performance Assessment Tool (PAT)"},"author":8932,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[37101],"tags":[24671,30321,30331,756492,760152],"industry":[],"product":[36561],"class_list":["post-1218902","blog","type-blog","status-publish","format-standard","hentry","category-announcements","tag-map-performance","tag-performance","tag-performance-benchmarks","tag-testing","tag-troubleshooting","product-arcgis-pro"],"acf":{"short_description":"The Performance Assessment Tool (PAT) is a set of benchmark performance tests that assess a computer's ability to run key ArcGIS Pro workflows. ","flexible_content":[{"acf_fc_layout":"content","content":"

The 1955 printing of The Oxford Universal Dictionary that sits next to my desk defines benchmark (1864) as, \u201cA surveyor\u2019s mark, cut in rock, or other durable material, to indicate the starting or other point in a line of levels for the determination of altitudes over the face of a country.\u00a0 It consists of a broad arrow with a horizontal bar through its apex\u2026\u201d<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1219262,"id":1219262,"title":"Trafalgar Square Benchmark","filename":"TrafalgarBenchmark.jpg","filesize":222550,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/TrafalgarBenchmark.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/announcing-the-arcgis-pro-performance-assessment-tool-pat\/trafalgarbenchmark-2","alt":"Ordnance Survey benchmark visible on the plinth of the statue of King Charles I in Trafalgar Square, London. This statue stands at the former location of the medieval Charing Cross, and marks the notional centre of London from which mileages are measured.","author":"8932","description":"","caption":"Ordnance Survey benchmark visible on the plinth of the statue of King Charles I in Trafalgar Square, London. This statue stands at the former location of the medieval Charing Cross, and marks the notional centre of London from which mileages are measured. Image and description from https:\/\/commons.wikimedia.org\/wiki\/File:Charing_Cross_benchmark.jpg (used under Creative Commons Attribution-Share Alike 4.0 International license)","name":"trafalgarbenchmark-2","status":"inherit","uploaded_to":1218902,"date":"2021-04-30 18:22:04","modified":"2021-04-30 18:22:41","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1024,"height":729,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/TrafalgarBenchmark-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/TrafalgarBenchmark.jpg","medium-width":367,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/TrafalgarBenchmark.jpg","medium_large-width":768,"medium_large-height":547,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/TrafalgarBenchmark.jpg","large-width":1024,"large-height":729,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/TrafalgarBenchmark.jpg","1536x1536-width":1024,"1536x1536-height":729,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/TrafalgarBenchmark.jpg","2048x2048-width":1024,"2048x2048-height":729,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/TrafalgarBenchmark-653x465.jpg","card_image-width":653,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/TrafalgarBenchmark.jpg","wide_image-width":1024,"wide_image-height":729}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

Cool, right?\u00a0 And very pertinent to geography.\u00a0 But what does this have to do with a performance assessment tool for ArcGIS Pro?<\/p>\n

Well, a more modern definition of benchmark offered by Lexico<\/a> is, \u201cA standard or point of reference against which things may be compared or assessed.\u201d\u00a0 Or, \u201cA test designed to evaluate or compare the performance of computer hardware or software.\u201d<\/p>\n

Ah yes, so now this is starting to make sense.\u00a0 The ArcGIS Pro Performance Assessment Tool (PAT) is a set of tests that assesses a computer’s ability to run key\u00a0ArcGIS Pro\u00a0workflows. You can use it to investigate a perceived performance issue on its own or with the help of\u00a0Esri\u00a0Technical Support.\u00a0 Here is what PAT looks like:<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1219202,"id":1219202,"title":"ProPAT_screenshot","filename":"ProPAT_screenshot.png","filesize":5117,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/ProPAT_screenshot.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/announcing-the-arcgis-pro-performance-assessment-tool-pat\/propat_screenshot","alt":"Image of the ProPAT (Performance Assessment Tool) folder in File Explorer","author":"8932","description":"","caption":"","name":"propat_screenshot","status":"inherit","uploaded_to":1218902,"date":"2021-04-30 17:17:18","modified":"2021-04-30 17:17:50","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":166,"height":185,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/ProPAT_screenshot.png","thumbnail-width":166,"thumbnail-height":185,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/ProPAT_screenshot.png","medium-width":166,"medium-height":185,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/ProPAT_screenshot.png","medium_large-width":166,"medium_large-height":185,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/ProPAT_screenshot.png","large-width":166,"large-height":185,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/ProPAT_screenshot.png","1536x1536-width":166,"1536x1536-height":185,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/ProPAT_screenshot.png","2048x2048-width":166,"2048x2048-height":185,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/ProPAT_screenshot.png","card_image-width":166,"card_image-height":185,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/ProPAT_screenshot.png","wide_image-width":166,"wide_image-height":185}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

Now you will understand why I led with an image of a physical benchmark.\u00a0 With its medieval reference and geographic significance, I was hoping it would draw you in.\u00a0 But back to PAT\u2026<\/p>\n

Why PAT?<\/h2>\n

We have already explained what PAT is, so let\u2019s move on to why it was created.\u00a0 Benchmarking is not a new practice in the hardware\/software world, and when it comes to ArcGIS specifically, it is something that we have had requested periodically.<\/p>\n

Performance is an important part of the user experience when it comes to working with software.\u00a0 Factors that contribute to the performance experience include things like hardware, data format, structure, and location, network bandwidth, display and visualization settings, and analysis complexity, among others.\u00a0 Performance can be affected both positively as well as negatively by changes in any one or combination of the above factors.\u00a0 Because of this complexity, before we can even ask, \u201cWhy<\/em> is it slow?\u201d we must first ask, \u201cIs<\/em> it slow?\u201d<\/p>\n

Running a scripted set of commands on common data allows us to provide users with a reproducible benchmark; that is, a point of reference against which things may be compared or assessed.\u00a0 Delivering these tests and data as a self-contained package that you can install and \u201cclick a button\u201d to generate a result, allows you to compare ArcGIS Pro performance on your machine and in your environment to our published benchmarks.\u00a0 In summary, it gives you an easy way to understand whether ArcGIS Pro is performing optimally on your machine.<\/p>\n

Who should run PAT?<\/h2>\n

Honestly, we think everyone should run PAT!\u00a0 However, if you\u2019ve been working away in ArcGIS Pro and have never given performance a second thought, maybe there is no need for you to run PAT.\u00a0 But maybe you are working in a project and you just feel like things aren\u2019t running as fast as they should be.\u00a0 Should it run faster?\u00a0 Is it sluggish?\u00a0 How would you know, without anything to compare it to, right?\u00a0 With PAT, now you have something to compare to.<\/p>\n

How to use PAT?<\/h2>\n

Download PAT<\/a> and follow the instructions in the PAT-README.pdf.\u00a0 PAT contains tests that run at three different levels, each with an average benchmark execution time and typical ranges.\u00a0 After you complete running a level on your machine, compare your summary log to the benchmarks published with the tool.\u00a0 For reference, here is a table describing the tests with each benchmark execution time.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1235162,"id":1235162,"title":"BenchmarkTable","filename":"BenchmarkTable.png","filesize":9180,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/05\/BenchmarkTable.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/announcing-the-arcgis-pro-performance-assessment-tool-pat\/benchmarktable-2","alt":"Table showing ProPAT description of each test level and respective benchmark execution time.","author":"8932","description":"","caption":"*Level 3 tests require a Spatial Analyst license.","name":"benchmarktable-2","status":"inherit","uploaded_to":1218902,"date":"2021-05-18 23:23:11","modified":"2021-05-18 23:24:00","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":635,"height":179,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/05\/BenchmarkTable-213x179.png","thumbnail-width":213,"thumbnail-height":179,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/05\/BenchmarkTable.png","medium-width":464,"medium-height":131,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/05\/BenchmarkTable.png","medium_large-width":635,"medium_large-height":179,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/05\/BenchmarkTable.png","large-width":635,"large-height":179,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/05\/BenchmarkTable.png","1536x1536-width":635,"1536x1536-height":179,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/05\/BenchmarkTable.png","2048x2048-width":635,"2048x2048-height":179,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/05\/BenchmarkTable.png","card_image-width":635,"card_image-height":179,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/05\/BenchmarkTable.png","wide_image-width":635,"wide_image-height":179}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

You’ll undoubtedly notice that the ranges for Levels 2 and 3 are more variable than Level 1.\u00a0 This is partly due to the fact that those tests rely on the machine’s GPU and performance will vary accordingly.<\/p>\n

There are three possible scenarios when running PAT:<\/p>\n

    \n
  1. \u201cI ran PAT and I hit all the benchmarks. I don\u2019t have any performance issues when working with my own projects and data in ArcGIS Pro.\u201d<\/em><\/li>\n<\/ol>\n

    Great!\u00a0 You\u2019re good to go.\u00a0 Thanks for reading and tell your friends about PAT.<\/p>\n

      \n
    1. \u201cI ran PAT and I hit all the benchmarks. But when working with my own projects I\u2019m not satisfied with performance.\u201d<\/em><\/li>\n<\/ol>\n

      The fact that you hit all the benchmark execution times when running PAT is an indicator that the hardware is in good shape.\u00a0 It will be necessary to dig into specifics about the projects you\u2019re working with.\u00a0 We recommend working through Troubleshooting Performance Issues in ArcGIS Pro<\/a> to help narrow down the issue and try to isolate the performance bottleneck.<\/p>\n

        \n
      1. \u201cI ran PAT and my results are not hitting the benchmarks.\u201d<\/em><\/li>\n<\/ol>\n

        If you ran PAT from a network location and didn\u2019t hit the benchmarks, copy the ProPAT_and_PerfTools_vN folder to your local machine (C:) and re-run the tests.\u00a0 The difference in execution times could be attributed to network latency.\u00a0 For more information, see Application, project, and data location tips<\/a>.<\/p>\n

        If you ran PAT locally, not hitting the benchmarks may<\/em> indicate that there are issues with the hardware.\u00a0 We recommend working through the Hardware check<\/strong> section of Troubleshooting Performance Issues in ArcGIS Pro<\/a> and continuing through the Antivirus check<\/strong> and Data location check<\/strong> sections if necessary.<\/p>\n

        My Personal Story<\/h2>\n

        Before I let you go to try it for yourself, I wanted to share my personal story of how PAT helped me.\u00a0 I have worked with ArcGIS Pro since the beginning and never had any performance complaints until some point last year when things just started to \u201cfeel slow.\u201d\u00a0 I wasn\u2019t able to pinpoint any specific issue, my machine specs met the minimum requirements, and since other things on the machine were also a bit laggy, I simply suffered on.\u00a0 There would be points when I\u2019d be demonstrating something to a colleague and we\u2019d both comment, \u201cHmm, this shouldn\u2019t take this long,\u201d but then whatever it was we were waiting on would finish and we\u2019d move on.<\/p>\n

        Without anything to compare against to determine whether ArcGIS Pro on my machine was performing as expected or not, I didn\u2019t really have much to go on (try asking your IT department for a new machine because something \u201cfeels slow\u201d)!\u00a0 Then, as part of the holistic performance work undertaken for ArcGIS Pro 2.8, we start work on this thing called PAT.\u00a0 A group of us all run an early version of PAT and everybody is reporting Level 1 numbers of just under 3 minutes, yet my machine was clocking in at between 5 and 6 minutes<\/em>.\u00a0 This was finally the indicator that I needed to be able to work together with our IST department to dig deeper into what the problem was.\u00a0 After doing some performance logging we found that there was a problem with the cooling fans that was causing the CPU to be throttled down to a processing speed of about \u00bc of its capacity.\u00a0 We fixed the hardware issue and now I\u2019m seeing PAT results comfortably within the ranges shown above and ArcGIS Pro is performing well!<\/p>\n

        I wanted to share my own account to drive home the point of how PAT can be used, and set the expectation that while it is a valuable tool to assess Pro performance, it is just that.\u00a0 PAT will not fix performance issues, but will help to determine whether your machine in your environment is running key ArcGIS Pro workflows within typical ranges.\u00a0 This is a very powerful ability as part of troubleshooting workflows.<\/p>\n

        Conclusion<\/h2>\n

        We hope that sharing benchmarks for ArcGIS Pro performance, along with a tool for you to compare your machine to these established standards, helps you assess where you stand compared to expected results.\u00a0 PAT can be used along with the troubleshooting document referenced above as a self-service tool to troubleshoot perceived performance issues, or if necessary, to provide valuable information to Esri Technical Support if further investigation is necessary.<\/p>\n

        Happy benchmarking!<\/p>\n"}],"authors":[{"ID":8932,"user_firstname":"Kory","user_lastname":"Kramer","nickname":"Kory Kramer","user_nicename":"kkramer","display_name":"Kory Kramer","user_email":"KKramer@esri.com","user_url":"","user_registered":"2019-02-11 14:26:30","user_description":"Kory Kramer is a Product Manager for ArcGIS Pro, collaborating across multiple teams to contribute to the direction of product development. He is dedicated to listening to users and finding ways to convert that feedback into a product that continues to add customer value. In his free time, he tries to get outside as much as possible \u2013 often on trails, sometimes on a bike. 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