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Intel Advisor

Intel Advisor (also known as "Advisor XE", "Vectorization Advisor" or "Threading Advisor") is a design assistance and analysis tool for SIMD vectorization, threading, memory use, and GPU offload optimization. The tool supports C, C++, Data Parallel C++ (DPC++), Fortran and Python languages. It is available on Windows and Linux operating systems in form of Standalone GUI tool, Microsoft Visual Studio plug-in or command line interface.[2] It supports OpenMP (and usage with MPI). Intel Advisor user interface is also available on macOS.

Intel Advisor
Developer(s)Intel Developer Products
Stable release
2021.4 / October 1, 2021; 2 years ago (2021-10-01)[1]
Operating systemWindows and Linux (UI-only on macOS)
TypeProfiler
LicenseFree and commercial support
Websitesoftware.intel.com/content/www/us/en/develop/tools/oneapi/components/advisor.html

Intel Advisor is available for free as a stand-alone tool or as part of the Intel oneAPI Base Toolkit. Optional paid commercial support is available for the oneAPI Base Toolkit.

Features edit

Vectorization optimization edit

Vectorization is the operation of Single Instruction Multiple Data (SIMD) instructions (like Intel Advanced Vector Extensions and Intel Advanced Vector Extensions 512) on multiple objects in parallel within a single CPU core. This can greatly increase performance by reducing loop overhead and making better use of the multiple math units in each core.

Intel Advisor helps find the loops that will benefit from better vectorization, identify where it is safe to force compiler vectorization.[3] It supports analysis of scalar, SSE, AVX, AVX2 and AVX-512-enabled codes generated by Intel, GNU and Microsoft compilers auto-vectorization. It also supports analysis of "explicitly" vectorized codes which use OpenMP 4.x and newer as well as codes or written using C vector intrinsics or assembly language.[4][5]

Automated Roofline analysis edit

Intel Advisor automates the Roofline Performance Model first proposed at Berkeley[6] and extended at the University of Lisbon.[7]

 
Roofline Performance Model automation integrated with other features in Intel Advisor. Each circle corresponds to one loop or function

Advisor "Roofline Analysis" helps to identify if given loop/function is memory or CPU bound. It also identifies under optimized loops that can have a high impact on performance if optimized.[8][9][10][11]

Intel Advisor also provides an automated memory-level roofline implementation that is closer to the classical Roofline model. Classical Roofline is especially instrumental for high performance computing applications that are DRAM-bound. Advisor memory level roofline analyzes cache data and evaluates the data transactions between different memory layers to provide guidance for improvement.[12]

Intel Advisor roofline analysis supports code running on CPU or GPU.[13][14] It also supports integer based applications - that is heavily used in machine learning, big data domains, database applications, financial applications like crypto-coins.[15]

Threading prototyping edit

Software architects add code annotations to describe threading that are understood by Advisor, but ignored by the compiler. Advisor then projects the scalability of the threading and checks for synchronization errors. Advisor Threading "Suitability" feature helps to predict and compare the parallel SMP scalability and performance losses for different possible threading designs. Typical Suitability reports are shown on Suitability CPU screen-shot on the right side. Advisor Suitability provides dataset size (iteration space) modeling capabilities and performance penalties break-down (exposing negative impact caused by Load Imbalance, Parallel Runtimes Overhead and Lock Contention).[16]

 
Suitability "CPU model"

Offload modelling edit

Advisor adds GPU offload performance modeling feature in the 2021 release. It collects application performance characteristics on a baseline platform and builds analytical performance model for target (modelled) platform.

This provides performance speedup estimation on target GPUs and overhead estimations for offloading, data transfer and scheduling region execution and pinpoints performance bottlenecks.[17][18][19] This information can serve for choosing offload strategy: selecting regions to offload and anticipate potential code restructuring needed to make it GPU-ready.

Customer usage edit

Intel Advisor is used by Schlumberger,[20] Sandia national lab, and others[21] for design and parallel algorithm research and Vectorization Advisor capabilities known to be used by LRZ and ICHEC,[22] Daresbury Lab,[23] Pexip.[24]

The step-by-step workflow is used by academia for educational purposes.[25]

See also edit

References edit

  1. ^ "Intel® Advisor Release Notes and New Features".
  2. ^ "Command Line Use Cases". Intel. Retrieved 2021-01-05.
  3. ^ "Optimize Vectorization Aspects of a Real-Time 3D Cardiac..." Intel. Retrieved 2021-01-07.
  4. ^ "HPC Code Modernization Tools" (PDF).
  5. ^ "Новый инструмент анализа SIMD программ — Vectorization Advisor". habr.com (in Russian). Retrieved 2021-01-05.
  6. ^ Williams, Samuel (April 2009). "Roofline: An insightful Visual Performance model for multicore Architectures" (PDF). University of Berkeley.
  7. ^ Ilic, Aleksandar. "Cache-aware Roofline model: Upgrading the loft" (PDF). Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa.
  8. ^ "Roofline Analysis in Intel Advisor 2017: youtube how-to video". YouTube.
  9. ^ "Intel Advisor Roofline step-by-step Tutorial".
  10. ^ "Using Roofline Model and Intel Advisor, presented by Sam Williams, Roofline performance model author".
  11. ^ "Case Study: SimYog Improves a Simulation Tool Performance by 2x with..." Intel. Retrieved 2021-01-07.
  12. ^ "Memory-Level Roofline Model with Intel® Advisor". Intel. Retrieved 2021-01-05.
  13. ^ "CPU / Memory Roofline Insights Perspective". Intel. Retrieved 2021-01-05.
  14. ^ "GPU Roofline Insights Perspective". Intel. Retrieved 2021-01-05.
  15. ^ "Integer Roofline Modeling in Intel® Advisor". Intel. Retrieved 2021-01-05.
  16. ^ "How to model suitability using Advisor XE 2015?".
  17. ^ "Offload Modeling Resources for Intel® Advisor Users". Intel. Retrieved 2021-01-05.
  18. ^ "Identify Code Regions to Offload to GPU and Visualize GPU Usage (Beta)". Intel. Retrieved 2021-01-05.
  19. ^ "Offload Modeling Perspective". Intel. Retrieved 2021-01-05.
  20. ^ "Schlumberger* - Parallelize Oil and Gas software with Intel Software products" (PDF).
  21. ^ ""Leading design" company Advisor XE case study" (PDF).
  22. ^ "Design Code for Parallelism and Offloading with Intel® Advisor".
  23. ^ "Computer-Aided Formulation case study: getting helping hand from the Vectorization Advisor".
  24. ^ "Pexip Speeds Enterprise-Grade Videoconferencing" (PDF).
  25. ^ "Supercomputing'2012 HPC educator with Slippery Rock University".

External links edit

  • Official website  
  • "Get a Helping Hand from the Vectorization Advisor" - Hartree case study with reference to Unilever and other CAF applications
  • "aixVectorize" Vectorization and Tuning workshop at RWTH:
    • aixVectorize "HPC Codes Modernization using Intel (Vectorization) Advisor" tutorial foils
    • aixVectorize aixVectorize labs and samplecode
  • Schlumberger* - Parallelize Oil and Gas software with Intel Software products
  • Anonymous "leading design" company case study with Advisor XE
  • Kyoto University SuperComputing center user guide on Advisor XE usage on Linux
  • How to use Intel® Advisor XE 2015 to model suitability on an Intel® Xeon Phi™ coprocessor
  • Intel Inspector Product Page

intel, advisor, also, known, advisor, vectorization, advisor, threading, advisor, design, assistance, analysis, tool, simd, vectorization, threading, memory, offload, optimization, tool, supports, data, parallel, fortran, python, languages, available, windows,. Intel Advisor also known as Advisor XE Vectorization Advisor or Threading Advisor is a design assistance and analysis tool for SIMD vectorization threading memory use and GPU offload optimization The tool supports C C Data Parallel C DPC Fortran and Python languages It is available on Windows and Linux operating systems in form of Standalone GUI tool Microsoft Visual Studio plug in or command line interface 2 It supports OpenMP and usage with MPI Intel Advisor user interface is also available on macOS Intel AdvisorDeveloper s Intel Developer ProductsStable release2021 4 October 1 2021 2 years ago 2021 10 01 1 Operating systemWindows and Linux UI only on macOS TypeProfilerLicenseFree and commercial supportWebsitesoftware wbr intel wbr com wbr content wbr www wbr us wbr en wbr develop wbr tools wbr oneapi wbr components wbr advisor wbr htmlIntel Advisor is available for free as a stand alone tool or as part of the Intel oneAPI Base Toolkit Optional paid commercial support is available for the oneAPI Base Toolkit Contents 1 Features 1 1 Vectorization optimization 1 2 Automated Roofline analysis 1 3 Threading prototyping 1 4 Offload modelling 2 Customer usage 3 See also 4 References 5 External linksFeatures editVectorization optimization edit Vectorization is the operation of Single Instruction Multiple Data SIMD instructions like Intel Advanced Vector Extensions and Intel Advanced Vector Extensions 512 on multiple objects in parallel within a single CPU core This can greatly increase performance by reducing loop overhead and making better use of the multiple math units in each core Intel Advisor helps find the loops that will benefit from better vectorization identify where it is safe to force compiler vectorization 3 It supports analysis of scalar SSE AVX AVX2 and AVX 512 enabled codes generated by Intel GNU and Microsoft compilers auto vectorization It also supports analysis of explicitly vectorized codes which use OpenMP 4 x and newer as well as codes or written using C vector intrinsics or assembly language 4 5 Automated Roofline analysis edit Intel Advisor automates the Roofline Performance Model first proposed at Berkeley 6 and extended at the University of Lisbon 7 nbsp Roofline Performance Model automation integrated with other features in Intel Advisor Each circle corresponds to one loop or functionAdvisor Roofline Analysis helps to identify if given loop function is memory or CPU bound It also identifies under optimized loops that can have a high impact on performance if optimized 8 9 10 11 Intel Advisor also provides an automated memory level roofline implementation that is closer to the classical Roofline model Classical Roofline is especially instrumental for high performance computing applications that are DRAM bound Advisor memory level roofline analyzes cache data and evaluates the data transactions between different memory layers to provide guidance for improvement 12 Intel Advisor roofline analysis supports code running on CPU or GPU 13 14 It also supports integer based applications that is heavily used in machine learning big data domains database applications financial applications like crypto coins 15 Threading prototyping editSoftware architects add code annotations to describe threading that are understood by Advisor but ignored by the compiler Advisor then projects the scalability of the threading and checks for synchronization errors Advisor Threading Suitability feature helps to predict and compare the parallel SMP scalability and performance losses for different possible threading designs Typical Suitability reports are shown on Suitability CPU screen shot on the right side Advisor Suitability provides dataset size iteration space modeling capabilities and performance penalties break down exposing negative impact caused by Load Imbalance Parallel Runtimes Overhead and Lock Contention 16 nbsp Suitability CPU model Offload modelling edit Advisor adds GPU offload performance modeling feature in the 2021 release It collects application performance characteristics on a baseline platform and builds analytical performance model for target modelled platform This provides performance speedup estimation on target GPUs and overhead estimations for offloading data transfer and scheduling region execution and pinpoints performance bottlenecks 17 18 19 This information can serve for choosing offload strategy selecting regions to offload and anticipate potential code restructuring needed to make it GPU ready Customer usage editIntel Advisor is used by Schlumberger 20 Sandia national lab and others 21 for design and parallel algorithm research and Vectorization Advisor capabilities known to be used by LRZ and ICHEC 22 Daresbury Lab 23 Pexip 24 The step by step workflow is used by academia for educational purposes 25 See also editIntel Inspector Intel VTune Profiler Intel oneAPI Base Toolkit oneAPI compute acceleration Intel Developer Zone Intel DZ support and discussion References edit Intel Advisor Release Notes and New Features Command Line Use Cases Intel Retrieved 2021 01 05 Optimize Vectorization Aspects of a Real Time 3D Cardiac Intel Retrieved 2021 01 07 HPC Code Modernization Tools PDF Novyj instrument analiza SIMD programm Vectorization Advisor habr com in Russian Retrieved 2021 01 05 Williams Samuel April 2009 Roofline An insightful Visual Performance model for multicore Architectures PDF University of Berkeley Ilic Aleksandar Cache aware Roofline model Upgrading the loft PDF Instituto de Engenharia de Sistemas e Computadores Investigacao e Desenvolvimento em Lisboa Roofline Analysis in Intel Advisor 2017 youtube how to video YouTube Intel Advisor Roofline step by step Tutorial Using Roofline Model and Intel Advisor presented by Sam Williams Roofline performance model author Case Study SimYog Improves a Simulation Tool Performance by 2x with Intel Retrieved 2021 01 07 Memory Level Roofline Model with Intel Advisor Intel Retrieved 2021 01 05 CPU Memory Roofline Insights Perspective Intel Retrieved 2021 01 05 GPU Roofline Insights Perspective Intel Retrieved 2021 01 05 Integer Roofline Modeling in Intel Advisor Intel Retrieved 2021 01 05 How to model suitability using Advisor XE 2015 Offload Modeling Resources for Intel Advisor Users Intel Retrieved 2021 01 05 Identify Code Regions to Offload to GPU and Visualize GPU Usage Beta Intel Retrieved 2021 01 05 Offload Modeling Perspective Intel Retrieved 2021 01 05 Schlumberger Parallelize Oil and Gas software with Intel Software products PDF Leading design company Advisor XE case study PDF Design Code for Parallelism and Offloading with Intel Advisor Computer Aided Formulation case study getting helping hand from the Vectorization Advisor Pexip Speeds Enterprise Grade Videoconferencing PDF Supercomputing 2012 HPC educator with Slippery Rock University External links editOfficial website nbsp Get a Helping Hand from the Vectorization Advisor Hartree case study with reference to Unilever and other CAF applications aixVectorize Vectorization and Tuning workshop at RWTH aixVectorize HPC Codes Modernization using Intel Vectorization Advisor tutorial foils aixVectorize aixVectorize labs and samplecode Schlumberger Parallelize Oil and Gas software with Intel Software products Anonymous leading design company case study with Advisor XE Kyoto University SuperComputing center user guide on Advisor XE usage on Linux How to use Intel Advisor XE 2015 to model suitability on an Intel Xeon Phi coprocessor Intel Inspector Product Page Retrieved from https en wikipedia org w index php title Intel Advisor amp oldid 1177307840, wikipedia, wiki, book, books, library,

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