TensorFlow Lite AMD Renoir

AMD Ryzen 5 4500U testing with a LENOVO LNVNB161216 (EECN20WW BIOS) and AMD Renoir 512MB 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 2008238-NE-TENSORFLO49
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Verify 1
August 23 2020
  28 Minutes
Verify 2
August 23 2020
  32 Minutes
Verify 3
August 23 2020
  28 Minutes
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Verify 1

Processor Notes: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8600102
Security Notes: itlb_multihit: Not affected + 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 Full AMD retpoline IBPB: conditional IBRS_FW STIBP: disabled RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Verify 2

Verify 3

Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 256GB SKHynix_HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Device 1637, Network: Realtek RTL8822CE 802.11ac PCIe

OS: Ubuntu 20.04, Kernel: 5.8.0-050800daily20200806-generic (x86_64), Desktop: GNOME Shell 3.36.3, Display Server: X Server 1.20.8, Display Driver: modesetting 1.20.8, OpenGL: 4.6 Mesa 20.0.8 (LLVM 10.0.0), Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 1920x1080

TensorFlow Lite AMD RenoirOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 5 4500U @ 2.38GHz (6 Cores)LENOVO LNVNB161216 (EECN20WW BIOS)AMD Renoir Root Complex16GB256GB SKHynix_HFM256GDHTNI-87A0BAMD Renoir 512MB (1500/400MHz)AMD Device 1637Realtek RTL8822CE 802.11ac PCIeUbuntu 20.045.8.0-050800daily20200806-generic (x86_64)GNOME Shell 3.36.3X Server 1.20.8modesetting 1.20.84.6 Mesa 20.0.8 (LLVM 10.0.0)GCC 9.3.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLCompilerFile-SystemScreen ResolutionTensorFlow Lite AMD Renoir BenchmarksSystem Logs- Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8600102 - itlb_multihit: Not affected + 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 Full AMD retpoline IBPB: conditional IBRS_FW STIBP: disabled RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Verify 1Verify 2Verify 3Result OverviewPhoronix Test Suite100%102%104%106%108%TensorFlow LiteTensorFlow LiteTensorFlow LiteTensorFlow LiteTensorFlow LiteTensorFlow LiteSqueezeNetInception V4Mobilenet FloatNASNet MobileMobilenet QuantI.R.V

TensorFlow Lite AMD Renoirtensorflow-lite: SqueezeNettensorflow-lite: Inception V4tensorflow-lite: NASNet Mobiletensorflow-lite: Mobilenet Floattensorflow-lite: Mobilenet Quanttensorflow-lite: Inception ResNet V2Verify 1Verify 2Verify 3294537434782324625421013621556541727803186414638693254120218879222923426471331702246486572561732194112237054266627OpenBenchmarking.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: SqueezeNetVerify 3Verify 2Verify 170K140K210K280K350KSE +/- 3445.68, N = 3SE +/- 3531.79, N = 7SE +/- 747.39, N = 3317022318641294537
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: SqueezeNetVerify 3Verify 2Verify 160K120K180K240K300KMin: 310447 / Avg: 317022 / Max: 322097Min: 299685 / Avg: 318641.14 / Max: 325653Min: 293247 / Avg: 294537.33 / Max: 295836

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4Verify 3Verify 2Verify 11000K2000K3000K4000K5000KSE +/- 32723.33, N = 3SE +/- 21871.69, N = 3SE +/- 65778.40, N = 3464865746386934347823
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4Verify 3Verify 2Verify 1800K1600K2400K3200K4000KMin: 4584060 / Avg: 4648656.67 / Max: 4690060Min: 4595180 / Avg: 4638693.33 / Max: 4664330Min: 4222370 / Avg: 4347823.33 / Max: 4444850

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet MobileVerify 3Verify 2Verify 150K100K150K200K250KSE +/- 1725.25, N = 3SE +/- 1292.53, N = 3SE +/- 2031.06, N = 3256173254120246254
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet MobileVerify 3Verify 2Verify 140K80K120K160K200KMin: 252895 / Avg: 256173 / Max: 258745Min: 251840 / Avg: 254120.33 / Max: 256315Min: 242193 / Avg: 246254 / Max: 248367

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet FloatVerify 3Verify 2Verify 150K100K150K200K250KSE +/- 1056.83, N = 3SE +/- 267.00, N = 3SE +/- 1667.44, N = 3219411218879210136
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet FloatVerify 3Verify 2Verify 140K80K120K160K200KMin: 217302 / Avg: 219411.33 / Max: 220583Min: 218532 / Avg: 218879 / Max: 219404Min: 206816 / Avg: 210135.67 / Max: 212071

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet QuantVerify 3Verify 2Verify 150K100K150K200K250KSE +/- 1134.82, N = 3SE +/- 1059.75, N = 3SE +/- 1612.84, N = 3223705222923215565
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet QuantVerify 3Verify 2Verify 140K80K120K160K200KMin: 221490 / Avg: 223704.67 / Max: 225242Min: 220850 / Avg: 222923.33 / Max: 224341Min: 212380 / Avg: 215564.67 / Max: 217601

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2Verify 3Verify 2Verify 1900K1800K2700K3600K4500KSE +/- 13527.62, N = 3SE +/- 17182.12, N = 3SE +/- 11720.00, N = 3426662742647134172780
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2Verify 3Verify 2Verify 1700K1400K2100K2800K3500KMin: 4239580 / Avg: 4266626.67 / Max: 4280740Min: 4232520 / Avg: 4264713.33 / Max: 4291220Min: 4149340 / Avg: 4172780 / Max: 4184500

Verify 1

Processor Notes: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8600102
Security Notes: itlb_multihit: Not affected + 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 Full AMD retpoline IBPB: conditional IBRS_FW STIBP: disabled RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 23 August 2020 14:32 by user phoronix.

Verify 2

Processor Notes: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8600102
Security Notes: itlb_multihit: Not affected + 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 Full AMD retpoline IBPB: conditional IBRS_FW STIBP: disabled RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 23 August 2020 15:03 by user phoronix.

Verify 3

Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 256GB SKHynix_HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Device 1637, Network: Realtek RTL8822CE 802.11ac PCIe

OS: Ubuntu 20.04, Kernel: 5.8.0-050800daily20200806-generic (x86_64), Desktop: GNOME Shell 3.36.3, Display Server: X Server 1.20.8, Display Driver: modesetting 1.20.8, OpenGL: 4.6 Mesa 20.0.8 (LLVM 10.0.0), Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 1920x1080

Processor Notes: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8600102
Security Notes: itlb_multihit: Not affected + 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 Full AMD retpoline IBPB: conditional IBRS_FW STIBP: disabled RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 23 August 2020 15:39 by user phoronix.