OpenVINO AMX Benchmarks

Benchmarks by Michael Larabel for a future article.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2301160-NE-OPENVINOA07
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  Test
  Duration
AVX512_CORE_AMX
January 16 2023
  28 Minutes
AVX512_CORE_FP16
January 16 2023
  26 Minutes
AVX512_CORE_BF16
January 16 2023
  26 Minutes
AVX512_CORE_VNNI
January 16 2023
  26 Minutes
AVX512_CORE
January 16 2023
  26 Minutes
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  27 Minutes

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OpenVINO AMX Benchmarks, "OpenVINO 2022.3 - Model: Face Detection FP16-INT8 - Device: CPU", Higher Results Are Better "AVX512_CORE_AMX",279.92,279.46,287.36 "AVX512_CORE_FP16",145.5,146.35,146.38 "AVX512_CORE_BF16",146.32,145.62,146.25 "AVX512_CORE_VNNI",146.6,145.89,145.58 "AVX512_CORE",63.26,63.16,63.2 "OpenVINO 2022.3 - Model: Face Detection FP16-INT8 - Device: CPU", Lower Results Are Better "AVX512_CORE_AMX",427.47,428.34,416.68 "AVX512_CORE_FP16",411.42,408.97,409.03 "AVX512_CORE_BF16",409.12,411.13,409.27 "AVX512_CORE_VNNI",408.4,410.32,411.13 "AVX512_CORE",943.09,943.09,942.2 "OpenVINO 2022.3 - CPU Peak Freq (Highest CPU Core Frequency) Monitor", Higher Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - CPU Power Consumption Monitor", Lower Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - CPU Temperature Monitor", Lower Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - Model: Weld Porosity Detection FP16-INT8 - Device: CPU", Higher Results Are Better "AVX512_CORE_AMX",23199.14,23111.69,22889.05 "AVX512_CORE_FP16",8945.56,8866.78,8878.97 "AVX512_CORE_BF16",9089.19,8823.84,8842.84 "AVX512_CORE_VNNI",9010.78,8878.64,8837.74 "AVX512_CORE",5953.59,5687.62,5864.97 "OpenVINO 2022.3 - Model: Weld Porosity Detection FP16-INT8 - Device: CPU", Lower Results Are Better "AVX512_CORE_AMX",5.15,5.17,5.22 "AVX512_CORE_FP16",13.39,13.51,13.49 "AVX512_CORE_BF16",13.18,13.57,13.54 "AVX512_CORE_VNNI",13.29,13.49,13.55 "AVX512_CORE",20.13,21.07,20.43 "OpenVINO 2022.3 - CPU Peak Freq (Highest CPU Core Frequency) Monitor", Higher Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - CPU Power Consumption Monitor", Lower Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - CPU Temperature Monitor", Lower Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - Model: Person Vehicle Bike Detection FP16 - Device: CPU", Higher Results Are Better "AVX512_CORE_AMX",4805.85,4773.35,4755.83 "AVX512_CORE_FP16",2750.42,2727.87,2711.92 "AVX512_CORE_BF16",2734.02,2781.41,2786.05 "AVX512_CORE_VNNI",1830.81,1806.7,1825.76 "AVX512_CORE",1836.65,1817,1807.15 "OpenVINO 2022.3 - Model: Person Vehicle Bike Detection FP16 - Device: CPU", Lower Results Are Better "AVX512_CORE_AMX",24.95,25.12,25.21 "AVX512_CORE_FP16",21.79,21.97,22.1 "AVX512_CORE_BF16",21.92,21.55,21.51 "AVX512_CORE_VNNI",32.75,33.19,32.84 "AVX512_CORE",32.65,33,33.18 "OpenVINO 2022.3 - CPU Peak Freq (Highest CPU Core Frequency) Monitor", Higher Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - CPU Power Consumption Monitor", Lower Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - CPU Temperature Monitor", Lower Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - Model: Machine Translation EN To DE FP16 - Device: CPU", Higher Results Are Better "AVX512_CORE_AMX",726.7,731.53,714.06 "AVX512_CORE_FP16",321.21,319.99,322.65 "AVX512_CORE_BF16",318.03,308.57,317.22 "AVX512_CORE_VNNI",391.9,387.7,383.26 "AVX512_CORE",387.31,369.12,379.73 "OpenVINO 2022.3 - Model: Machine Translation EN To DE FP16 - Device: CPU", Lower Results Are Better "AVX512_CORE_AMX",82.52,81.91,83.94 "AVX512_CORE_FP16",186.56,187.3,185.74 "AVX512_CORE_BF16",188.39,194.17,188.91 "AVX512_CORE_VNNI",152.75,154.54,156.36 "AVX512_CORE",154.68,162.33,157.78 "OpenVINO 2022.3 - CPU Peak Freq (Highest CPU Core Frequency) Monitor", Higher Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - CPU Power Consumption Monitor", Lower Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE", "OpenVINO 2022.3 - CPU Temperature Monitor", Lower Results Are Better "AVX512_CORE_AMX", "AVX512_CORE_FP16", "AVX512_CORE_BF16", "AVX512_CORE_VNNI", "AVX512_CORE",