rpi tensorflow lite + renaissance

ARMv8 Cortex-A72 testing with a BCM2835 Raspberry Pi 400 Rev 1.0 and V3D 4.2 4GB on Debian 11 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2205215-NE-RPITENSOR11&gru.

rpi tensorflow lite + renaissanceProcessorMotherboardChipsetMemoryDiskGraphicsMonitorOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionABCDARMv8 Cortex-A72 @ 1.80GHz (4 Cores)BCM2835 Raspberry Pi 400 Rev 1.0Broadcom BCM27114096MB128GB SF128V3D 4.2 4GBDELL P2210HDebian 115.10.92-v8+ (aarch64)LXDE 0.10.1X Server 1.20.112.1 Mesa 20.3.5GCC 10.2.1 20210110ext41920x1080OpenBenchmarking.orgKernel Details- snd_bcm2835.enable_compat_alsa=0 snd_bcm2835.enable_hdmi=1Processor Details- Scaling Governor: cpufreq-dt ondemandJava Details- OpenJDK Runtime Environment (build 11.0.12+7-post-Debian-2)Security Details- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Vulnerable + spectre_v1: Mitigation of __user pointer sanitization + spectre_v2: Vulnerable + srbds: Not affected + tsx_async_abort: Not affected

rpi tensorflow lite + renaissancetensorflow-lite: SqueezeNettensorflow-lite: Inception V4tensorflow-lite: NASNet Mobiletensorflow-lite: Mobilenet Floattensorflow-lite: Mobilenet Quanttensorflow-lite: Inception ResNet V2renaissance: Scala Dottyrenaissance: Rand Forestrenaissance: ALS Movie Lensrenaissance: Apache Spark ALSrenaissance: Apache Spark Bayesrenaissance: Savina Reactors.IOrenaissance: Apache Spark PageRankrenaissance: Finagle HTTP Requestsrenaissance: In-Memory Database Shootoutrenaissance: Akka Unbalanced Cobwebbed Treerenaissance: Genetic Algorithm Using Jenetics + FuturesABCD76627.812208601258116738023331.410767808147.23930.738291.528846.384660.230773.729838.029083.925012.861177.57694.375910.5122811012652267033.223284.810884507684.73938.137821.328654.489558.531303.329640.128183.224030.960337.47697.476472.9121603012633267246.62342710949508023.63944.237686.428508.686508.730281.230394.227385.524494.362137.87596.67612512267201258186737023368.410868707321.83935.137441.729100.789144.330354.630293.927984.923715.461219.87639.5OpenBenchmarking.org

TensorFlow Lite

Model: SqueezeNet

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: SqueezeNetABCD16K32K48K64K80K76627.875910.576472.976125.0

TensorFlow Lite

Model: Inception V4

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Inception V4ABCD300K600K900K1200K1500K1220860122811012160301226720

TensorFlow Lite

Model: NASNet Mobile

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: NASNet MobileABCD30K60K90K120K150K125811126522126332125818

TensorFlow Lite

Model: Mobilenet Float

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Mobilenet FloatABCD14K28K42K56K70K67380.067033.267246.667370.0

TensorFlow Lite

Model: Mobilenet Quant

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Mobilenet QuantABCD5K10K15K20K25K23331.423284.823427.023368.4

TensorFlow Lite

Model: Inception ResNet V2

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Inception ResNet V2ABCD200K400K600K800K1000K1076780108845010949501086870

Renaissance

Test: Scala Dotty

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Scala DottyABCD2K4K6K8K10K8147.27684.78023.67321.8MIN: 5301.91 / MAX: 16917.29MIN: 5231.49 / MAX: 22318.45MIN: 5267.49 / MAX: 21854.85MIN: 5073.31 / MAX: 22809.97

Renaissance

Test: Random Forest

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Random ForestABCD80016002400320040003930.73938.13944.23935.1MIN: 3295.47 / MAX: 6927.09MIN: 3293.74 / MAX: 6983.39MIN: 3347.93 / MAX: 6875.5MIN: 3232.62 / MAX: 6420.48

Renaissance

Test: ALS Movie Lens

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: ALS Movie LensABCD8K16K24K32K40K38291.537821.337686.437441.7MIN: 36929.46 / MAX: 47229.61MIN: 35867.85 / MAX: 47450.84MIN: 36132.69 / MAX: 46249.34MIN: 35895.61 / MAX: 47359.73

Renaissance

Test: Apache Spark ALS

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark ALSABCD6K12K18K24K30K28846.328654.428508.629100.7MIN: 27682.2 / MAX: 30758.63MIN: 27398.51 / MAX: 29995.58MIN: 27552.39 / MAX: 30920.89MIN: 28026.41 / MAX: 30919.56

Renaissance

Test: Apache Spark Bayes

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark BayesABCD20K40K60K80K100K84660.289558.586508.789144.3MIN: 75026.79 / MAX: 84660.24MIN: 77990.75MIN: 76379.82MIN: 79804.46

Renaissance

Test: Savina Reactors.IO

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Savina Reactors.IOABCD7K14K21K28K35K30773.731303.330281.230354.6MIN: 30773.69 / MAX: 39679.21MAX: 42176.33MAX: 38955.78MAX: 39403.44

Renaissance

Test: Apache Spark PageRank

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark PageRankABCD7K14K21K28K35K29838.029640.130394.230293.9MIN: 28408.49 / MAX: 31908.75MIN: 28465.16 / MAX: 32235.57MIN: 29438.16 / MAX: 33698.59MIN: 29416.81 / MAX: 32567.6

Renaissance

Test: Finagle HTTP Requests

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Finagle HTTP RequestsABCD6K12K18K24K30K29083.928183.227385.527984.9MIN: 25726.24 / MAX: 34517.4MIN: 24641.47 / MAX: 37293.74MIN: 23777.71 / MAX: 33718.65MIN: 24640.53 / MAX: 34197.2

Renaissance

Test: In-Memory Database Shootout

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: In-Memory Database ShootoutABCD5K10K15K20K25K25012.824030.924494.323715.4MIN: 20961.04 / MAX: 29854.89MIN: 21118.36 / MAX: 27203.7MIN: 21825.68 / MAX: 28178.68MIN: 21326.03 / MAX: 29360.42

Renaissance

Test: Akka Unbalanced Cobwebbed Tree

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Akka Unbalanced Cobwebbed TreeABCD13K26K39K52K65K61177.560337.462137.861219.8MIN: 51500.06MIN: 50029.66MIN: 51762.74 / MAX: 62137.82MIN: 50843.02 / MAX: 61219.83

Renaissance

Test: Genetic Algorithm Using Jenetics + Futures

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Genetic Algorithm Using Jenetics + FuturesABCD160032004800640080007694.37697.47596.67639.5MIN: 7550.37 / MAX: 7954.49MIN: 7609.76 / MAX: 7864.36MIN: 7495.22 / MAX: 7689.86MIN: 7452.02 / MAX: 7775.21

Phoronix Test Suite v10.8.4