IceLake TensorFlow Lite

Intel Core i7-1065G7 testing with a Dell 06CDVY (1.0.9 BIOS) and Intel Iris Plus G7 3GB on Ubuntu 20.04 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2008243-FI-ICELAKETE47
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i7-1065G7 Base Run
August 23 2020
  35 Minutes
Run 2
August 24 2020
  34 Minutes
Run 3
August 24 2020
  35 Minutes
Run 4
August 24 2020
  35 Minutes
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IceLake TensorFlow LiteOpenBenchmarking.orgPhoronix Test SuiteIntel Core i7-1065G7 @ 3.90GHz (4 Cores / 8 Threads)Dell 06CDVY (1.0.9 BIOS)Intel Device 34ef16GBKBG40ZPZ512G NVMe TOSHIBA 512GBIntel Iris Plus G7 3GB (1100MHz)Realtek ALC289Intel Killer Wi-Fi 6 AX1650i 160MHzUbuntu 20.045.9.0-050900rc1daily20200819-generic (x86_64) 20200818GNOME Shell 3.36.4X Server 1.20.8modesetting 1.20.84.6 Mesa 20.0.41.2.131GCC 9.3.0ext41920x1200ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLVulkanCompilerFile-SystemScreen ResolutionIceLake TensorFlow Lite BenchmarksSystem Logs- Scaling Governor: intel_pstate powersave - CPU Microcode: 0x78- itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

i7-1065G7 Base RunRun 2Run 3Run 4Result OverviewPhoronix Test Suite100%100%101%101%102%TensorFlow LiteTensorFlow LiteTensorFlow LiteTensorFlow LiteTensorFlow LiteTensorFlow LiteInception V4Mobilenet QuantI.R.VMobilenet FloatNASNet MobileSqueezeNet

IceLake TensorFlow Litetensorflow-lite: SqueezeNettensorflow-lite: Inception V4tensorflow-lite: NASNet Mobiletensorflow-lite: Mobilenet Floattensorflow-lite: Mobilenet Quanttensorflow-lite: Inception ResNet V2i7-1065G7 Base RunRun 2Run 3Run 462440990599274512624191324181038205123626580921516345620442387542367783010276259679152753455889423160422567828782062644891803774552954237714229468304020OpenBenchmarking.org

TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: SqueezeNeti7-1065G7 Base RunRun 3Run 4Run 2130K260K390K520K650KSE +/- 6173.06, N = 9SE +/- 6115.93, N = 9SE +/- 6155.90, N = 9SE +/- 6624.90, N = 8624409625967626448626580
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: SqueezeNeti7-1065G7 Base RunRun 3Run 4Run 2110K220K330K440K550KMin: 582443 / Avg: 624408.78 / Max: 655444Min: 577116 / Avg: 625967 / Max: 633420Min: 577241 / Avg: 626448.44 / Max: 633365Min: 580225 / Avg: 626580.38 / Max: 633689

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4i7-1065G7 Base RunRun 3Run 4Run 22M4M6M8M10MSE +/- 1678.14, N = 3SE +/- 7167.26, N = 3SE +/- 1006.75, N = 3SE +/- 33881.36, N = 39059927915275391803779215163
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4i7-1065G7 Base RunRun 3Run 4Run 21.6M3.2M4.8M6.4M8MMin: 9058000 / Avg: 9059926.67 / Max: 9063270Min: 9139780 / Avg: 9152753.33 / Max: 9164520Min: 9179200 / Avg: 9180376.67 / Max: 9182380Min: 9174120 / Avg: 9215163.33 / Max: 9282380

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet Mobilei7-1065G7 Base RunRun 4Run 3Run 2100K200K300K400K500KSE +/- 3425.92, N = 3SE +/- 3348.20, N = 3SE +/- 3240.40, N = 3SE +/- 3205.03, N = 3451262455295455889456204
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet Mobilei7-1065G7 Base RunRun 4Run 3Run 280K160K240K320K400KMin: 444415 / Avg: 451262.33 / Max: 454901Min: 448621 / Avg: 455295.33 / Max: 459103Min: 449409 / Avg: 455889 / Max: 459217Min: 449794 / Avg: 456204 / Max: 459431

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet Floati7-1065G7 Base RunRun 3Run 4Run 290K180K270K360K450KSE +/- 2847.74, N = 3SE +/- 3567.59, N = 3SE +/- 3564.86, N = 3SE +/- 3379.39, N = 3419132423160423771423875
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet Floati7-1065G7 Base RunRun 3Run 4Run 270K140K210K280K350KMin: 413439 / Avg: 419131.67 / Max: 422133Min: 416075 / Avg: 423159.67 / Max: 427436Min: 416696 / Avg: 423771 / Max: 428072Min: 417148 / Avg: 423875.33 / Max: 427803

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet Quanti7-1065G7 Base RunRun 3Run 4Run 290K180K270K360K450KSE +/- 3745.57, N = 3SE +/- 3385.38, N = 3SE +/- 3381.27, N = 3SE +/- 3033.64, N = 3418103422567422946423677
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet Quanti7-1065G7 Base RunRun 3Run 4Run 270K140K210K280K350KMin: 410612 / Avg: 418103 / Max: 421888Min: 415796 / Avg: 422566.67 / Max: 425982Min: 416228 / Avg: 422946.33 / Max: 426974Min: 417613 / Avg: 423677.33 / Max: 426873

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2i7-1065G7 Base RunRun 3Run 2Run 42M4M6M8M10MSE +/- 2058.80, N = 3SE +/- 4935.89, N = 3SE +/- 4154.54, N = 3SE +/- 7204.57, N = 38205123828782083010278304020
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2i7-1065G7 Base RunRun 3Run 2Run 41.4M2.8M4.2M5.6M7MMin: 8202210 / Avg: 8205123.33 / Max: 8209100Min: 8281960 / Avg: 8287820 / Max: 8297630Min: 8292750 / Avg: 8301026.67 / Max: 8305800Min: 8291720 / Avg: 8304020 / Max: 8316670