1231 nn

Intel Xeon E3-1231 v3 testing with a Gigabyte H81M-S1 (FF BIOS) and Sapphire AMD Radeon HD 4550 on Debian 10 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 2107095-IB-1231NN91667
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1231 nnProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDisplay ServerCompilerFile-SystemScreen Resolution123Intel Xeon E3-1231 v3 @ 3.80GHz (4 Cores / 8 Threads)Gigabyte H81M-S1 (FF BIOS)Intel Xeon E3-1200 v3 DRAM16GB120GB Samsung SSD 850Sapphire AMD Radeon HD 4550Realtek ALC887-VDRealtek RTL8111/8168/8411Debian 104.19.0-17-amd64 (x86_64)X Server 1.20.4GCC 8.3.0ext41024x768OpenBenchmarking.orgKernel Details- Transparent Huge Pages: alwaysCompiler Details- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib --with-tune=generic --without-cuda-driver -v Processor Details- Scaling Governor: intel_pstate powersave - CPU Microcode: 0x12Java Details- OpenJDK Runtime Environment (build 11.0.11+9-post-Debian-1deb10u1)Security Details- itlb_multihit: KVM: Mitigation of Split huge pages + l1tf: Mitigation of PTE Inversion; VMX: conditional cache flushes SMT vulnerable + mds: Vulnerable: Clear buffers attempted no microcode; SMT vulnerable + meltdown: Mitigation of PTI + spec_store_bypass: Vulnerable + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full generic retpoline STIBP: disabled RSB filling + srbds: Vulnerable: No microcode + tsx_async_abort: Vulnerable: Clear buffers attempted no microcode; SMT vulnerable

123Result OverviewPhoronix Test Suite100%101%102%103%103%Mobile Neural NetworkNCNNRenaissanceTNN

1231 nnrenaissance: 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 + Futuresmnn: mobilenetV3mnn: squeezenetv1.1mnn: resnet-v2-50mnn: SqueezeNetV1.0mnn: MobileNetV2_224mnn: mobilenet-v1-1.0mnn: inception-v3ncnn: CPU - mobilenetncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3 - mobilenet-v3ncnn: CPU - shufflenet-v2ncnn: CPU - mnasnetncnn: CPU - efficientnet-b0ncnn: CPU - blazefacencnn: CPU - googlenetncnn: CPU - vgg16ncnn: CPU - resnet18ncnn: CPU - alexnetncnn: CPU - resnet50ncnn: CPU - yolov4-tinyncnn: CPU - squeezenet_ssdncnn: CPU - regnety_400mtnn: CPU - DenseNettnn: CPU - MobileNet v2tnn: CPU - SqueezeNet v2tnn: CPU - SqueezeNet v1.11231208.4811.79155.14005.43063.111642.34158.52479.34367.811509.22464.62.3524.44841.2126.9554.7615.07653.02930.918.706.976.356.9311.422.3124.55108.5226.5423.4051.0342.9938.7413.864071.481312.38577.637285.8271187.2820.09131.14042.63016.011149.04479.72460.94329.411439.02443.82.3605.02040.7397.1354.8015.47653.80331.238.646.975.736.9311.512.3124.93107.5627.0823.7752.0645.1539.0213.944079.514312.64577.649286.3201189.7814.69194.44087.83425.711500.44370.42547.34504.211627.62443.52.4424.55040.9217.0394.9365.35154.73131.748.246.935.786.7711.672.3925.03107.4627.0923.9751.5543.9538.6714.034063.925311.98377.359285.798OpenBenchmarking.org

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Scala Dotty12330060090012001500SE +/- 16.68, N = 15SE +/- 18.24, N = 15SE +/- 16.07, N = 151208.41187.21189.7MIN: 827.87 / MAX: 2450.06MIN: 814.74 / MAX: 2582.91MIN: 825.86 / MAX: 2437.1
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Scala Dotty1232004006008001000Min: 1111.51 / Avg: 1208.44 / Max: 1278.42Min: 1091.81 / Avg: 1187.24 / Max: 1288.72Min: 1109.68 / Avg: 1189.73 / Max: 1281.01

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Random Forest1232004006008001000SE +/- 7.69, N = 3SE +/- 1.26, N = 3SE +/- 3.95, N = 3811.7820.0814.6MIN: 698.91 / MAX: 1284.12MIN: 715.55 / MAX: 1219.03MIN: 717.25 / MAX: 1208.22
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Random Forest123140280420560700Min: 800.05 / Avg: 811.7 / Max: 826.21Min: 817.6 / Avg: 819.97 / Max: 821.89Min: 808.28 / Avg: 814.57 / Max: 821.84

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: ALS Movie Lens1232K4K6K8K10KSE +/- 54.54, N = 3SE +/- 10.57, N = 3SE +/- 8.90, N = 39155.19131.19194.4MIN: 9005.89 / MAX: 11245.63MIN: 9026.08 / MAX: 11090.14MIN: 9114.45 / MAX: 11344.36
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: ALS Movie Lens12316003200480064008000Min: 9070.15 / Avg: 9155.14 / Max: 9256.86Min: 9113.31 / Avg: 9131.11 / Max: 9149.9Min: 9176.64 / Avg: 9194.42 / Max: 9204.02

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Apache Spark ALS1239001800270036004500SE +/- 15.33, N = 3SE +/- 24.92, N = 3SE +/- 29.77, N = 34005.44042.64087.8MIN: 3719.34 / MAX: 4385.79MIN: 3756.1 / MAX: 4625.02MIN: 3784.8 / MAX: 4633.12
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Apache Spark ALS1237001400210028003500Min: 3984.95 / Avg: 4005.45 / Max: 4035.45Min: 4003.15 / Avg: 4042.58 / Max: 4088.7Min: 4038.91 / Avg: 4087.77 / Max: 4141.68

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Apache Spark Bayes1237001400210028003500SE +/- 58.64, N = 15SE +/- 20.39, N = 3SE +/- 126.24, N = 153063.13016.03425.7MIN: 2167.75 / MAX: 3791.48MIN: 2284.91 / MAX: 3056.36MIN: 2251.36 / MAX: 4669.24
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Apache Spark Bayes1236001200180024003000Min: 2847.43 / Avg: 3063.11 / Max: 3671.5Min: 2990.94 / Avg: 3015.96 / Max: 3056.36Min: 2977.17 / Avg: 3425.71 / Max: 4669.24

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Savina Reactors.IO1232K4K6K8K10KSE +/- 78.33, N = 3SE +/- 156.09, N = 12SE +/- 153.74, N = 311642.311149.011500.4MIN: 11516.23 / MAX: 16372.36MIN: 9365.3 / MAX: 16894.79MIN: 9998 / MAX: 16699.36
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Savina Reactors.IO1232K4K6K8K10KMin: 11516.23 / Avg: 11642.35 / Max: 11785.87Min: 10356.28 / Avg: 11149.02 / Max: 11886.72Min: 11206.27 / Avg: 11500.44 / Max: 11724.99

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Apache Spark PageRank12310002000300040005000SE +/- 79.10, N = 12SE +/- 56.06, N = 3SE +/- 58.28, N = 34158.54479.74370.4MIN: 3517.06 / MAX: 4678.17MIN: 4101.03 / MAX: 4814.87MIN: 3941.05 / MAX: 4581.79
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Apache Spark PageRank1238001600240032004000Min: 3794.09 / Avg: 4158.55 / Max: 4501.43Min: 4376.36 / Avg: 4479.69 / Max: 4569.04Min: 4254.19 / Avg: 4370.41 / Max: 4436.34

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Finagle HTTP Requests1235001000150020002500SE +/- 15.84, N = 3SE +/- 8.91, N = 3SE +/- 10.96, N = 32479.32460.92547.3MIN: 2247.68 / MAX: 2685.39MIN: 2226.93 / MAX: 2677.55MIN: 2286.84 / MAX: 2774.85
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Finagle HTTP Requests123400800120016002000Min: 2447.67 / Avg: 2479.35 / Max: 2495.66Min: 2448.02 / Avg: 2460.88 / Max: 2478Min: 2531.53 / Avg: 2547.32 / Max: 2568.37

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: In-Memory Database Shootout12310002000300040005000SE +/- 53.65, N = 3SE +/- 2.55, N = 3SE +/- 66.26, N = 34367.84329.44504.2MIN: 3829.47 / MAX: 4855.9MIN: 3847.55 / MAX: 5240.28MIN: 3810.73 / MAX: 5212.38
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: In-Memory Database Shootout1238001600240032004000Min: 4290.06 / Avg: 4367.85 / Max: 4470.76Min: 4326.73 / Avg: 4329.39 / Max: 4334.48Min: 4373.34 / Avg: 4504.16 / Max: 4587.95

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Akka Unbalanced Cobwebbed Tree1232K4K6K8K10KSE +/- 33.15, N = 3SE +/- 34.05, N = 3SE +/- 143.43, N = 311509.211439.011627.6MIN: 8610.85 / MAX: 11570.61MIN: 8680.68 / MAX: 11491.3MIN: 8691.24 / MAX: 11774.44
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Akka Unbalanced Cobwebbed Tree1232K4K6K8K10KMin: 11456.84 / Avg: 11509.24 / Max: 11570.61Min: 11375.07 / Avg: 11438.99 / Max: 11491.3Min: 11340.81 / Avg: 11627.64 / Max: 11774.44

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Genetic Algorithm Using Jenetics + Futures1235001000150020002500SE +/- 21.43, N = 3SE +/- 12.04, N = 3SE +/- 35.87, N = 32464.62443.82443.5MIN: 2185.26 / MAX: 2570.53MIN: 2165.3 / MAX: 2543.88MIN: 2181.79 / MAX: 2553.73
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.12Test: Genetic Algorithm Using Jenetics + Futures123400800120016002000Min: 2422.3 / Avg: 2464.56 / Max: 2491.86Min: 2429.37 / Avg: 2443.82 / Max: 2467.73Min: 2372 / Avg: 2443.55 / Max: 2483.85

Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenetV31230.54951.0991.64852.1982.7475SE +/- 0.017, N = 3SE +/- 0.010, N = 3SE +/- 0.038, N = 32.3522.3602.442MIN: 2.31 / MAX: 4.65MIN: 2.32 / MAX: 2.81MIN: 2.34 / MAX: 8.261. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenetV3123246810Min: 2.32 / Avg: 2.35 / Max: 2.38Min: 2.34 / Avg: 2.36 / Max: 2.38Min: 2.37 / Avg: 2.44 / Max: 2.51. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: squeezenetv1.11231.12952.2593.38854.5185.6475SE +/- 0.054, N = 3SE +/- 0.334, N = 3SE +/- 0.083, N = 34.4485.0204.550MIN: 4.27 / MAX: 4.84MIN: 4.34 / MAX: 17.47MIN: 4.34 / MAX: 18.131. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: squeezenetv1.1123246810Min: 4.34 / Avg: 4.45 / Max: 4.51Min: 4.42 / Avg: 5.02 / Max: 5.57Min: 4.4 / Avg: 4.55 / Max: 4.681. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: resnet-v2-50123918273645SE +/- 0.40, N = 3SE +/- 0.27, N = 3SE +/- 0.37, N = 341.2140.7440.92MIN: 39.73 / MAX: 71.78MIN: 39.97 / MAX: 71.08MIN: 39.84 / MAX: 70.971. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: resnet-v2-50123918273645Min: 40.47 / Avg: 41.21 / Max: 41.86Min: 40.38 / Avg: 40.74 / Max: 41.28Min: 40.32 / Avg: 40.92 / Max: 41.61. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: SqueezeNetV1.0123246810SE +/- 0.078, N = 3SE +/- 0.028, N = 3SE +/- 0.108, N = 36.9557.1357.039MIN: 6.67 / MAX: 7.55MIN: 6.88 / MAX: 7.75MIN: 6.72 / MAX: 14.41. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: SqueezeNetV1.01233691215Min: 6.83 / Avg: 6.96 / Max: 7.1Min: 7.1 / Avg: 7.13 / Max: 7.19Min: 6.82 / Avg: 7.04 / Max: 7.161. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: MobileNetV2_2241231.11062.22123.33184.44245.553SE +/- 0.048, N = 3SE +/- 0.081, N = 3SE +/- 0.093, N = 34.7614.8014.936MIN: 4.67 / MAX: 5.11MIN: 4.62 / MAX: 5.17MIN: 4.61 / MAX: 16.731. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: MobileNetV2_224123246810Min: 4.69 / Avg: 4.76 / Max: 4.85Min: 4.65 / Avg: 4.8 / Max: 4.93Min: 4.76 / Avg: 4.94 / Max: 5.061. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenet-v1-1.01231.23212.46423.69634.92846.1605SE +/- 0.050, N = 3SE +/- 0.104, N = 3SE +/- 0.191, N = 35.0765.4765.351MIN: 4.91 / MAX: 5.77MIN: 4.96 / MAX: 20.1MIN: 4.98 / MAX: 24.341. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenet-v1-1.0123246810Min: 5.01 / Avg: 5.08 / Max: 5.17Min: 5.27 / Avg: 5.48 / Max: 5.58Min: 5.03 / Avg: 5.35 / Max: 5.691. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: inception-v31231224364860SE +/- 0.93, N = 3SE +/- 1.10, N = 3SE +/- 1.50, N = 353.0353.8054.73MIN: 50.13 / MAX: 92MIN: 50.36 / MAX: 100.8MIN: 50.15 / MAX: 126.161. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: inception-v31231122334455Min: 51.19 / Avg: 53.03 / Max: 54.19Min: 51.89 / Avg: 53.8 / Max: 55.7Min: 52.19 / Avg: 54.73 / Max: 57.381. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

NCNN

NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mobilenet123714212835SE +/- 0.39, N = 3SE +/- 0.08, N = 3SE +/- 0.29, N = 1430.9131.2331.74MIN: 29.9 / MAX: 31.56MIN: 30.94 / MAX: 31.86MIN: 30.22 / MAX: 85.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mobilenet123714212835Min: 30.14 / Avg: 30.91 / Max: 31.31Min: 31.11 / Avg: 31.23 / Max: 31.37Min: 30.39 / Avg: 31.74 / Max: 34.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v2-v2 - Model: mobilenet-v2123246810SE +/- 0.00, N = 3SE +/- 0.06, N = 3SE +/- 0.21, N = 148.708.648.24MIN: 8.55 / MAX: 9.22MIN: 8.3 / MAX: 8.87MIN: 7.83 / MAX: 89.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v2-v2 - Model: mobilenet-v21233691215Min: 8.69 / Avg: 8.7 / Max: 8.7Min: 8.51 / Avg: 8.64 / Max: 8.7Min: 7.88 / Avg: 8.24 / Max: 10.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v3-v3 - Model: mobilenet-v3123246810SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 146.976.976.93MIN: 6.92 / MAX: 7.27MIN: 6.91 / MAX: 7.04MIN: 6.78 / MAX: 10.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v3-v3 - Model: mobilenet-v31233691215Min: 6.96 / Avg: 6.97 / Max: 6.98Min: 6.95 / Avg: 6.97 / Max: 6.98Min: 6.81 / Avg: 6.93 / Max: 7.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: shufflenet-v2123246810SE +/- 0.61, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 146.355.735.78MIN: 5.63 / MAX: 109.79MIN: 5.68 / MAX: 5.95MIN: 5.7 / MAX: 8.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: shufflenet-v21233691215Min: 5.74 / Avg: 6.35 / Max: 7.57Min: 5.72 / Avg: 5.73 / Max: 5.75Min: 5.73 / Avg: 5.78 / Max: 5.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mnasnet123246810SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 146.936.936.77MIN: 6.88 / MAX: 7.04MIN: 6.89 / MAX: 7.16MIN: 6.57 / MAX: 9.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mnasnet1233691215Min: 6.92 / Avg: 6.93 / Max: 6.95Min: 6.93 / Avg: 6.93 / Max: 6.94Min: 6.62 / Avg: 6.77 / Max: 6.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: efficientnet-b01233691215SE +/- 0.16, N = 3SE +/- 0.05, N = 3SE +/- 0.12, N = 1411.4211.5111.67MIN: 11.22 / MAX: 11.8MIN: 11.42 / MAX: 11.83MIN: 11.25 / MAX: 146.371. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: efficientnet-b01233691215Min: 11.26 / Avg: 11.42 / Max: 11.73Min: 11.45 / Avg: 11.51 / Max: 11.6Min: 11.35 / Avg: 11.67 / Max: 13.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: blazeface1230.53781.07561.61342.15122.689SE +/- 0.04, N = 3SE +/- 0.04, N = 3SE +/- 0.07, N = 142.312.312.39MIN: 2.24 / MAX: 2.48MIN: 2.24 / MAX: 2.5MIN: 2.19 / MAX: 75.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: blazeface123246810Min: 2.26 / Avg: 2.31 / Max: 2.39Min: 2.27 / Avg: 2.31 / Max: 2.4Min: 2.26 / Avg: 2.39 / Max: 3.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: googlenet123612182430SE +/- 0.19, N = 3SE +/- 0.85, N = 3SE +/- 0.17, N = 1424.5524.9325.03MIN: 23.97 / MAX: 25.25MIN: 23.77 / MAX: 95.34MIN: 24 / MAX: 85.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: googlenet123612182430Min: 24.2 / Avg: 24.55 / Max: 24.87Min: 23.83 / Avg: 24.93 / Max: 26.61Min: 24.62 / Avg: 25.03 / Max: 26.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: vgg1612320406080100SE +/- 1.72, N = 3SE +/- 0.68, N = 3SE +/- 0.46, N = 14108.52107.56107.46MIN: 105.01 / MAX: 176.49MIN: 104.9 / MAX: 153.6MIN: 105.06 / MAX: 182.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: vgg1612320406080100Min: 105.6 / Avg: 108.52 / Max: 111.56Min: 106.49 / Avg: 107.56 / Max: 108.83Min: 105.95 / Avg: 107.46 / Max: 110.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet18123612182430SE +/- 0.46, N = 3SE +/- 0.34, N = 3SE +/- 0.45, N = 1426.5427.0827.09MIN: 25.62 / MAX: 27.55MIN: 26.2 / MAX: 27.77MIN: 25.63 / MAX: 160.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet18123612182430Min: 25.75 / Avg: 26.54 / Max: 27.34Min: 26.41 / Avg: 27.08 / Max: 27.43Min: 26 / Avg: 27.09 / Max: 32.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: alexnet123612182430SE +/- 0.17, N = 3SE +/- 0.08, N = 3SE +/- 0.25, N = 1423.4023.7723.97MIN: 22.98 / MAX: 24.34MIN: 23.52 / MAX: 24.21MIN: 22.89 / MAX: 73.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: alexnet123612182430Min: 23.18 / Avg: 23.4 / Max: 23.73Min: 23.67 / Avg: 23.77 / Max: 23.93Min: 23.16 / Avg: 23.97 / Max: 25.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet501231224364860SE +/- 2.03, N = 3SE +/- 1.31, N = 3SE +/- 0.57, N = 1451.0352.0651.55MIN: 48.84 / MAX: 264.27MIN: 48.28 / MAX: 171.59MIN: 48.76 / MAX: 233.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet501231020304050Min: 48.99 / Avg: 51.03 / Max: 55.08Min: 50.06 / Avg: 52.06 / Max: 54.53Min: 48.92 / Avg: 51.55 / Max: 56.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: yolov4-tiny1231020304050SE +/- 0.54, N = 3SE +/- 1.27, N = 3SE +/- 0.36, N = 1442.9945.1543.95MIN: 41.85 / MAX: 44.37MIN: 43.34 / MAX: 106.12MIN: 41.79 / MAX: 84.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: yolov4-tiny123918273645Min: 42.04 / Avg: 42.99 / Max: 43.9Min: 43.75 / Avg: 45.15 / Max: 47.69Min: 42.38 / Avg: 43.95 / Max: 46.931. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: squeezenet_ssd123918273645SE +/- 1.21, N = 3SE +/- 1.98, N = 3SE +/- 0.51, N = 1438.7439.0238.67MIN: 37.25 / MAX: 87.87MIN: 36.73 / MAX: 177.89MIN: 36.68 / MAX: 104.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: squeezenet_ssd123816243240Min: 37.45 / Avg: 38.74 / Max: 41.16Min: 36.91 / Avg: 39.02 / Max: 42.97Min: 36.78 / Avg: 38.67 / Max: 43.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: regnety_400m12348121620SE +/- 0.06, N = 3SE +/- 0.01, N = 3SE +/- 0.22, N = 1413.8613.9414.03MIN: 13.7 / MAX: 14.13MIN: 13.89 / MAX: 14.4MIN: 13.61 / MAX: 117.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: regnety_400m12348121620Min: 13.74 / Avg: 13.86 / Max: 13.92Min: 13.93 / Avg: 13.94 / Max: 13.96Min: 13.69 / Avg: 14.03 / Max: 16.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

TNN

TNN is an open-source deep learning reasoning framework developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNet1239001800270036004500SE +/- 6.57, N = 3SE +/- 13.74, N = 3SE +/- 12.37, N = 34071.484079.514063.93MIN: 4014.7 / MAX: 4261.74MIN: 4020.92 / MAX: 4284.93MIN: 4015.22 / MAX: 4221.71. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNet1237001400210028003500Min: 4060.94 / Avg: 4071.48 / Max: 4083.54Min: 4055.94 / Avg: 4079.51 / Max: 4103.53Min: 4047.49 / Avg: 4063.93 / Max: 4088.151. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v212370140210280350SE +/- 0.99, N = 3SE +/- 1.63, N = 3SE +/- 0.42, N = 3312.39312.65311.98MIN: 309.99 / MAX: 357.58MIN: 309.82 / MAX: 318.31MIN: 310.75 / MAX: 342.591. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v212360120180240300Min: 310.6 / Avg: 312.39 / Max: 314.04Min: 310.19 / Avg: 312.65 / Max: 315.72Min: 311.21 / Avg: 311.98 / Max: 312.651. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v212320406080100SE +/- 0.23, N = 3SE +/- 0.16, N = 3SE +/- 0.01, N = 377.6477.6577.36MIN: 77.29 / MAX: 78.21MIN: 77.32 / MAX: 83.4MIN: 77.2 / MAX: 77.571. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v21231530456075Min: 77.35 / Avg: 77.64 / Max: 78.1Min: 77.37 / Avg: 77.65 / Max: 77.94Min: 77.34 / Avg: 77.36 / Max: 77.381. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.112360120180240300SE +/- 0.12, N = 3SE +/- 0.07, N = 3SE +/- 0.44, N = 3285.83286.32285.80MIN: 285.47 / MAX: 300.65MIN: 285.64 / MAX: 317.87MIN: 285.18 / MAX: 317.821. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.112350100150200250Min: 285.63 / Avg: 285.83 / Max: 286.04Min: 286.23 / Avg: 286.32 / Max: 286.47Min: 285.27 / Avg: 285.8 / Max: 286.661. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl