arm8-tensorflow-lite-monitor-all

Docker testing on Ubuntu 22.04.4 LTS via the Phoronix Test Suite.

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Performance Per
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Date
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  Test
  Duration
arm8-tensorflow-lite-monitor-all-2-29-24
February 29
  19 Minutes
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arm8-tensorflow-lite-monitor-allOpenBenchmarking.orgPhoronix Test SuiteARMv8 Cortex-A72 (8 Cores)Texas Instruments AM69 SK28GB32GB G1M15L + 32GB SL32Gtidssdrmfb16PM6QUbuntu 22.04.4 LTS6.1.46-g5892b80d6b (aarch64)GCC 11.4.0overlayfs1920x1080DockerProcessorMotherboardMemoryDiskGraphicsMonitorOSKernelCompilerFile-SystemScreen ResolutionSystem LayerArm8-tensorflow-lite-monitor-all BenchmarksSystem Logs- Transparent Huge Pages: always- gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Not affected + spec_store_bypass: Not affected + spectre_v1: Mitigation of __user pointer sanitization + spectre_v2: Mitigation of CSV2 BHB + srbds: Not affected + tsx_async_abort: Not affected

arm8-tensorflow-lite-monitor-alltensorflow-lite: Mobilenet Floattensorflow-lite: Mobilenet Quanttensorflow-lite: NASNet Mobiletensorflow-lite: SqueezeNettensorflow-lite: Inception ResNet V2tensorflow-lite: Inception V4arm8-tensorflow-lite-monitor-all-2-29-2424280.111706.163968.929257.5397870442611OpenBenchmarking.org

TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation focused on TensorFlow machine learning for mobile, IoT, edge, and other cases. 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 2022-05-18Model: Mobilenet Floatarm8-tensorflow-lite-monitor-all-2-29-245K10K15K20K25KSE +/- 83.84, N = 324280.1

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Mobilenet Quantarm8-tensorflow-lite-monitor-all-2-29-243K6K9K12K15KSE +/- 7.02, N = 311706.1

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: NASNet Mobilearm8-tensorflow-lite-monitor-all-2-29-2414K28K42K56K70KSE +/- 639.50, N = 363968.9

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: SqueezeNetarm8-tensorflow-lite-monitor-all-2-29-246K12K18K24K30KSE +/- 243.78, N = 329257.5

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Inception ResNet V2arm8-tensorflow-lite-monitor-all-2-29-2490K180K270K360K450KSE +/- 727.73, N = 3397870

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Inception V4arm8-tensorflow-lite-monitor-all-2-29-2490K180K270K360K450KSE +/- 1196.65, N = 3442611

CPU Usage (CPU0) Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.086.7100.0OpenBenchmarking.orgPercentCPU Usage (CPU0) MonitorPhoronix Test Suite System Monitoring20406080100

CPU Usage (CPU1) Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.086.8100.0OpenBenchmarking.orgPercentCPU Usage (CPU1) MonitorPhoronix Test Suite System Monitoring20406080100

CPU Usage (CPU2) Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.086.7100.0OpenBenchmarking.orgPercentCPU Usage (CPU2) MonitorPhoronix Test Suite System Monitoring20406080100

CPU Usage (CPU3) Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.086.6100.0OpenBenchmarking.orgPercentCPU Usage (CPU3) MonitorPhoronix Test Suite System Monitoring20406080100

CPU Usage (CPU4) Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.086.9100.0OpenBenchmarking.orgPercentCPU Usage (CPU4) MonitorPhoronix Test Suite System Monitoring20406080100

CPU Usage (CPU5) Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.086.8100.0OpenBenchmarking.orgPercentCPU Usage (CPU5) MonitorPhoronix Test Suite System Monitoring20406080100

CPU Usage (CPU6) Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.086.7100.0OpenBenchmarking.orgPercentCPU Usage (CPU6) MonitorPhoronix Test Suite System Monitoring20406080100

CPU Usage (CPU7) Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.086.8100.0OpenBenchmarking.orgPercentCPU Usage (CPU7) MonitorPhoronix Test Suite System Monitoring20406080100

CPU Usage (Summary) Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.086.8100.0OpenBenchmarking.orgPercentCPU Usage (Summary) MonitorPhoronix Test Suite System Monitoring20406080100

GPU Fan Speed Monitor

OpenBenchmarking.orgPercentGPU Fan Speed MonitorPhoronix Test Suite System Monitoringarm8-tensorflow-lite-monitor-all-2-29-2420406080100100

Drive Write Speed (mmcblk1) Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.00.00.2OpenBenchmarking.orgMB/sDrive Write Speed (mmcblk1) MonitorPhoronix Test Suite System Monitoring0.05060.10120.15180.20240.253

Memory Usage Monitor

OpenBenchmarking.orgMegabytesMemory Usage MonitorPhoronix Test Suite System Monitoringarm8-tensorflow-lite-monitor-all-2-29-24100200300400500Min: 336 / Avg: 419.28 / Max: 554

System Iowait Monitor

MinAvgMaxarm8-tensorflow-lite-monitor-all-2-29-240.00.00.5OpenBenchmarking.orgPercentSystem Iowait MonitorPhoronix Test Suite System Monitoring0.14060.28120.42180.56240.703

System Temperature Monitor

OpenBenchmarking.orgCelsiusSystem Temperature MonitorPhoronix Test Suite System Monitoringarm8-tensorflow-lite-monitor-all-2-29-241122334455Min: 42.5 / Avg: 53.24 / Max: 56.1

20 Results Shown

TensorFlow Lite:
  Mobilenet Float
  Mobilenet Quant
  NASNet Mobile
  SqueezeNet
  Inception ResNet V2
  Inception V4
CPU Usage (CPU0) Monitor:
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