dddd

AMD Ryzen 7 7840HS testing with a Framework Laptop 16 (AMD Ryzen 7040 ) FRANMZCP07 (03.01 BIOS) and AMD Radeon 780M 512MB on Ubuntu 24.04 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 2411045-NE-DDDD1454570
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ddddOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 7 7840HS @ 5.29GHz (8 Cores / 16 Threads)Framework Laptop 16 (AMD Ryzen 7040 ) FRANMZCP07 (03.01 BIOS)AMD Device 14e82 x 8GB DDR5-5600MT/s A-DATA AD5S56008G-B512GB Western Digital PC SN810 SDCPNRY-512GAMD Radeon 780M 512MBAMD Navi 31 HDMI/DPMEDIATEK MT7922 802.11ax PCIUbuntu 24.046.8.0-39-generic (x86_64)6.8.0-40-generic (x86_64)GNOME Shell 46.0X Server + Wayland4.6 Mesa 24.2~git2406200600.0ac0fb~oibaf~n (git-0ac0fbc 2024-06-20 noble-oibaf-ppa) (LLVM 17.0.6 DRM 3.57)GCC 13.2.0ext42560x1600ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelsDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionDddd BenchmarksSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-backtrace --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-13-uJ7kn6/gcc-13-13.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-13-uJ7kn6/gcc-13-13.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v - Scaling Governor: amd-pstate-epp powersave (EPP: balance_performance) - Platform Profile: balanced - CPU Microcode: 0xa704103 - ACPI Profile: balanced - BAR1 / Visible vRAM Size: 512 MB- OpenJDK Runtime Environment (build 21.0.4+7-Ubuntu-1ubuntu224.04)- Python 3.12.3- gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + reg_file_data_sampling: Not affected + retbleed: Not affected + spec_rstack_overflow: Vulnerable: Safe RET no microcode + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS; IBPB: conditional; STIBP: always-on; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + srbds: Not affected + tsx_async_abort: Not affected

ddddxnnpack: FP32MobileNetV1xnnpack: FP16MobileNetV2xnnpack: FP16MobileNetV3Largexnnpack: FP32MobileNetV3Largexnnpack: FP32MobileNetV2xnnpack: FP32MobileNetV3Smallxnnpack: FP16MobileNetV1litert: Quantized COCO SSD MobileNet v1onnx: fcn-resnet101-11 - CPU - Standardonnx: ResNet101_DUC_HDC-12 - CPU - Standardonnx: Faster R-CNN R-50-FPN-int8 - CPU - Standardonnx: yolov4 - CPU - Standardonnx: ArcFace ResNet-100 - CPU - Standardonnx: ZFNet-512 - CPU - Standardonnx: ResNet101_DUC_HDC-12 - CPU - Parallelencode-opus: WAV To Opus Encodeonnx: bertsquad-12 - CPU - Standardbyte: Whetstone Doublesvt-av1: Preset 13 - Beauty 4K 10-bitonnx: Faster R-CNN R-50-FPN-int8 - CPU - Parallelastcenc: Fastastcenc: Mediumsvt-av1: Preset 8 - Beauty 4K 10-bitastcenc: Thoroughastcenc: Very Thoroughastcenc: Exhaustiveonednn: Deconvolution Batch shapes_3d - CPUsvt-av1: Preset 5 - Beauty 4K 10-bitlitert: Mobilenet Quantonnx: super-resolution-10 - CPU - Parallelonnx: ResNet50 v1-12-int8 - CPU - Standardonnx: fcn-resnet101-11 - CPU - Parallelonnx: yolov4 - CPU - Parallelonnx: ArcFace ResNet-100 - CPU - Parallelcassandra: Writessvt-av1: Preset 3 - Beauty 4K 10-bitlitert: NASNet Mobilexnnpack: FP16MobileNetV3Smallonnx: bertsquad-12 - CPU - Parallellitert: DeepLab V3svt-av1: Preset 3 - Bosphorus 1080ponnx: super-resolution-10 - CPU - Standardsvt-av1: Preset 3 - Bosphorus 4Konnx: ResNet50 v1-12-int8 - CPU - Parallelonednn: IP Shapes 1D - CPUsvt-av1: Preset 5 - Bosphorus 1080pxnnpack: QS8MobileNetV2onnx: ZFNet-512 - CPU - Parallelbyte: Pipebyte: System Calllitert: SqueezeNetprimesieve: 1e13primesieve: 1e12byte: Dhrystone 2svt-av1: Preset 8 - Bosphorus 1080ponednn: Recurrent Neural Network Training - CPUlitert: Mobilenet Floatwarpx: Plasma Accelerationlitert: Inception ResNet V2whisperfile: Tinylitert: Inception V4svt-av1: Preset 13 - Bosphorus 1080ponednn: Deconvolution Batch shapes_1d - CPUsvt-av1: Preset 5 - Bosphorus 4Ksvt-av1: Preset 8 - Bosphorus 4Konednn: Recurrent Neural Network Inference - CPUwhisperfile: Smallsvt-av1: Preset 13 - Bosphorus 4Kstockfish: Chess Benchmarkwhisperfile: Mediumcp2k: Fayalite-FISTonnx: CaffeNet 12-int8 - CPU - Parallelcp2k: H20-256onnx: CaffeNet 12-int8 - CPU - Standardnamd: ATPase with 327,506 Atomsonnx: T5 Encoder - CPU - Standardcp2k: H20-64onnx: GPT-2 - CPU - Parallelnamd: STMV with 1,066,628 Atomsunvanquished: 1920 x 1080 - Highonnx: GPT-2 - CPU - Standardunvanquished: 1920 x 1200 - Mediumwarpx: Uniform Plasmaonnx: T5 Encoder - CPU - Parallelonednn: IP Shapes 3D - CPUepoch: Coneunvanquished: 1920 x 1080 - Ultraunvanquished: 1920 x 1200 - Ultraunvanquished: 2560 x 1440 - Ultraunvanquished: 1920 x 1200 - Highunvanquished: 2560 x 1440 - Mediumunvanquished: 1920 x 1080 - Mediumunvanquished: 2560 x 1600 - Ultraunvanquished: 2560 x 1440 - Highunvanquished: 2560 x 1600 - Mediumonednn: Convolution Batch Shapes Auto - CPUunvanquished: 2560 x 1600 - Highparaview: Many Spheres - 600 - 2560 x 1440paraview: Many Spheres - 600 - 1920 x 1200paraview: Many Spheres - 600 - 1920 x 1080onnx: Faster R-CNN R-50-FPN-int8 - CPU - Standardonnx: Faster R-CNN R-50-FPN-int8 - CPU - Parallelonnx: ResNet101_DUC_HDC-12 - CPU - Standardonnx: ResNet101_DUC_HDC-12 - CPU - Parallelonnx: super-resolution-10 - CPU - Standardonnx: super-resolution-10 - CPU - Parallelonnx: ResNet50 v1-12-int8 - CPU - Standardonnx: ResNet50 v1-12-int8 - CPU - Parallelonnx: ArcFace ResNet-100 - CPU - Standardonnx: ArcFace ResNet-100 - CPU - Parallelonnx: fcn-resnet101-11 - CPU - Standardonnx: fcn-resnet101-11 - CPU - Parallelonnx: CaffeNet 12-int8 - CPU - Standardonnx: CaffeNet 12-int8 - CPU - Parallelonnx: bertsquad-12 - CPU - Standardonnx: bertsquad-12 - CPU - Parallelonnx: T5 Encoder - CPU - Standardonnx: T5 Encoder - CPU - Parallelonnx: ZFNet-512 - CPU - Standardonnx: ZFNet-512 - CPU - Parallelonnx: yolov4 - CPU - Standardonnx: yolov4 - CPU - Parallelonnx: GPT-2 - CPU - Standardonnx: GPT-2 - CPU - Parallelparaview: Many Spheres - 600 - 2560 x 1440paraview: Many Spheres - 600 - 1920 x 1200paraview: Many Spheres - 600 - 1920 x 1080aaabd460.1511.8418.2385.3253.4437.5371.2542.5233.9288.6336266.50.170.180.1817.3817.79817.8591536133714291255105746518682016.711.590370.72992552.39889.3655120.594386.7710.46672822.17215.779155612.47.57940.1989170.773567.67265.3438.81551.20750.73614.869393.1191249.4671.3414243.2930.885196.6172220.95561158620.7057642.715819.116032125.7814.285113.9814.169231.7372.5171449.15853362.657916671392.516049531.42288.03188.6615.383719195925.3163.3263155.621527.4855.3661500228571.255.1882133358497.5846.1028915.05749.9121770.5229.32516121.14221157157655.14231147.309456.2711002.985498.191.32956142.36699.801106.3550.38378473.3122.646512.521.17645074140.2884.57722546.93417.3384.1254.7439.3373.2539.8234.6289.6336.213.3615266.719.082124.874413702142.578.771914.01654.109034.3146648.555147.7186628.781129.72.006212.1900163.3729109.6957.021697.1265611.523215.958106.772151.1198.147749.39903139141068711295920569811998623922695.21.344980.38109947.8395.9013832.400960.46830.40418126.28415.6956137723.96.8335.462156.304162.16794.9098.11921.11540.68374.929322.9181276.4168.1345225.2960.7634486.6361620.2571087430.67478166068.480612128.8413.796111.0264.022227.8312.5414447.19152662.31661802739917367015.32286.41191.95715.34774189636.1160.5833104.921491.3356.6324177128254.458.155533308.8489.2046.1391514.52249.5191727.88231.05572119.37320057178657.63606154.827456.3351010.618502.5521.27220148.55696.287104.4960.37007471.6124.718517.521.69885843137.1294.662554.79416.3384.2253.9438373.5542.4234289.8336.613.3262266.420.900828.19732623.992474.139.005414.67614.43724.3885330.861749.3639743.5011309.841.98872.1896163.7087117.9146.729517.2908416.535616.0452169.449150.6878.011889.565761617153316021319113051521692338.080.796050.61147532.90748.728830.299557.42470.35613428.90912.6292125618.16.22433.2835142.700856.72884.4847.41521.0170.62365.729612.6591458.1561.2545209.1210.8095165.7435618.13851009720.6198630.176548.138212378.5412.769101.9723.748208.5912.7941844.33258156.736316434910.215836969.92504.03206.11916.749709502408.8149.7843379.991622.8160.2249819430683.259.9008436136.2460.2176.5830813.96446.5751844.16243.97484114.04920267956690.37381151.938434.391052.128479.3851.28715147.262100.098102.4730.37644472.3121.495504.821.70649519137.2114.66831549.16422.2380.8252.4436.4373.4540.7235288.733713.3305266.930.384930.0431635.392807.939.8051216.32464.780494.7932333.00255.12971256.21235.32.084762.3002779.1783122.8756.788537.2864217.411817.6235114.561174.1068.224769.75407OpenBenchmarking.org

XNNPACK

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV1aabd3K6K9K12K15K15361391416171. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV2aabd2K4K6K8K10K13371068715331. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV3Largeaabd2K4K6K8K10K14291129516021. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV3Largeaabd2K4K6K8K10K1255920513191. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV2aabd150030004500600075001057698111301. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV3Smallaabd40080012001600200046519985151. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV1aabd130026003900520065001868623921691. (CXX) g++ options: -O3 -lrt -lm

LiteRT

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Quantized COCO SSD MobileNet v1aabd5K10K15K20K25K2016.7122695.202338.08

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: fcn-resnet101-11 - Device: CPU - Executor: Standardaabd0.35780.71561.07341.43121.7891.590371.344980.796051. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: ResNet101_DUC_HDC-12 - Device: CPU - Executor: Standardaabd0.16420.32840.49260.65680.8210.7299250.3810990.6114751. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: Standardaabd122436486052.4047.8432.911. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: yolov4 - Device: CPU - Executor: Standardaabd36912159.365515.901388.728801. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: ArcFace ResNet-100 - Device: CPU - Executor: Standardaabd81624324020.5932.4030.301. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: ZFNet-512 - Device: CPU - Executor: Standardaabd2040608010086.7760.4757.421. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: ResNet101_DUC_HDC-12 - Device: CPU - Executor: Parallelaabd0.1050.210.3150.420.5250.4667280.4041810.3561341. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

Opus Codec Encoding

OpenBenchmarking.orgSeconds, Fewer Is BetterOpus Codec Encoding 1.5.2WAV To Opus Encodeaabd71421283522.1726.2828.911. (CXX) g++ options: -O3 -fvisibility=hidden -logg -lm

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: bertsquad-12 - Device: CPU - Executor: Standardaabd4812162015.7815.7012.631. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

BYTE Unix Benchmark

OpenBenchmarking.orgMWIPS, More Is BetterBYTE Unix Benchmark 5.1.3-gitComputational Test: Whetstone Doubleaabd30K60K90K120K150K155612.4137723.9125618.11. (CC) gcc options: -pedantic -O3 -ffast-math -march=native -mtune=native -lm

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 13 - Input: Beauty 4K 10-bitaabd2468107.5796.8306.2241. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: Parallelaabd91827364540.2035.4633.281. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

ASTC Encoder

OpenBenchmarking.orgMT/s, More Is BetterASTC Encoder 5.0Preset: Fastaabd4080120160200170.77156.30142.701. (CXX) g++ options: -O3 -flto -pthread

OpenBenchmarking.orgMT/s, More Is BetterASTC Encoder 5.0Preset: Mediumaabd153045607567.6762.1756.731. (CXX) g++ options: -O3 -flto -pthread

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 8 - Input: Beauty 4K 10-bitaabd1.20222.40443.60664.80886.0115.3434.9094.4841. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

ASTC Encoder

OpenBenchmarking.orgMT/s, More Is BetterASTC Encoder 5.0Preset: Thoroughaabd2468108.81558.11927.41521. (CXX) g++ options: -O3 -flto -pthread

OpenBenchmarking.orgMT/s, More Is BetterASTC Encoder 5.0Preset: Very Thoroughaabd0.27170.54340.81511.08681.35851.20751.11541.01701. (CXX) g++ options: -O3 -flto -pthread

OpenBenchmarking.orgMT/s, More Is BetterASTC Encoder 5.0Preset: Exhaustiveaabd0.16560.33120.49680.66240.8280.73610.68370.62361. (CXX) g++ options: -O3 -flto -pthread

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Deconvolution Batch shapes_3d - Engine: CPUaabd1.28922.57843.86765.15686.4464.869394.929325.72961MIN: 4.64MIN: 4.92MIN: 5.661. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -fcf-protection=full -pie -ldl

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 5 - Input: Beauty 4K 10-bitaabd0.70181.40362.10542.80723.5093.1192.9182.6591. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

LiteRT

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Mobilenet Quantaabd300600900120015001249.461276.411458.15

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: super-resolution-10 - Device: CPU - Executor: Parallelaabd163248648071.3468.1361.251. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: ResNet50 v1-12-int8 - Device: CPU - Executor: Standardaabd50100150200250243.29225.30209.121. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: fcn-resnet101-11 - Device: CPU - Executor: Parallelaabd0.19920.39840.59760.79680.9960.8851900.7634480.8095161. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: yolov4 - Device: CPU - Executor: Parallelaabd2468106.617226.636165.743561. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: ArcFace ResNet-100 - Device: CPU - Executor: Parallelaabd51015202520.9620.2618.141. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

Apache Cassandra

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 5.0Test: Writesaabd20K40K60K80K100K115862108743100972

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 3 - Input: Beauty 4K 10-bitaabd0.15860.31720.47580.63440.7930.7050.6740.6191. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

LiteRT

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: NASNet Mobileaabd2K4K6K8K10K7642.717816.008630.17

XNNPACK

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV3Smallaabd1402804205607005816066541. (CXX) g++ options: -O3 -lrt -lm

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: bertsquad-12 - Device: CPU - Executor: Parallelaabd36912159.116038.480618.138211. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

LiteRT

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: DeepLab V3aabd50010001500200025002125.782128.842378.54

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 3 - Input: Bosphorus 1080paabd4812162014.2913.8012.771. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: super-resolution-10 - Device: CPU - Executor: Standardaabd306090120150113.98111.03101.971. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 3 - Input: Bosphorus 4Kaabd0.9381.8762.8143.7524.694.1694.0223.7481. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: ResNet50 v1-12-int8 - Device: CPU - Executor: Parallelaabd50100150200250231.74227.83208.591. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: IP Shapes 1D - Engine: CPUaabd0.62871.25741.88612.51483.14352.517142.541442.79418MIN: 2.4MIN: 2.43MIN: 2.661. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -fcf-protection=full -pie -ldl

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 5 - Input: Bosphorus 1080paabd112233445549.1647.1944.331. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

XNNPACK

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: QS8MobileNetV2aabd1302603905206505335265811. (CXX) g++ options: -O3 -lrt -lm

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: ZFNet-512 - Device: CPU - Executor: Parallelaabd142842567062.6662.3256.741. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

BYTE Unix Benchmark

OpenBenchmarking.orgLPS, More Is BetterBYTE Unix Benchmark 5.1.3-gitComputational Test: Pipeaabd4M8M12M16M20M16671392.518027399.016434910.21. (CC) gcc options: -pedantic -O3 -ffast-math -march=native -mtune=native -lm

OpenBenchmarking.orgLPS, More Is BetterBYTE Unix Benchmark 5.1.3-gitComputational Test: System Callaabd4M8M12M16M20M16049531.417367015.315836969.91. (CC) gcc options: -pedantic -O3 -ffast-math -march=native -mtune=native -lm

LiteRT

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: SqueezeNetaabd50010001500200025002288.032286.412504.03

Primesieve

OpenBenchmarking.orgSeconds, Fewer Is BetterPrimesieve 12.5Length: 1e13aabd50100150200250188.66191.96206.121. (CXX) g++ options: -O3

OpenBenchmarking.orgSeconds, Fewer Is BetterPrimesieve 12.5Length: 1e12aabd4812162015.3815.3416.751. (CXX) g++ options: -O3

BYTE Unix Benchmark

OpenBenchmarking.orgLPS, More Is BetterBYTE Unix Benchmark 5.1.3-gitComputational Test: Dhrystone 2aabd170M340M510M680M850M719195925.3774189636.1709502408.81. (CC) gcc options: -pedantic -O3 -ffast-math -march=native -mtune=native -lm

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 8 - Input: Bosphorus 1080paabd4080120160200163.33160.58149.781. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Recurrent Neural Network Training - Engine: CPUaabd70014002100280035003155.623104.923379.99MIN: 3145.17MIN: 3084.26MIN: 3369.931. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -fcf-protection=full -pie -ldl

LiteRT

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Mobilenet Floataabd300600900120015001527.481491.331622.81

WarpX

OpenBenchmarking.orgSeconds, Fewer Is BetterWarpX 24.10Input: Plasma Accelerationaabd132639526555.3756.6360.221. (CXX) g++ options: -O3 -lm

LiteRT

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Inception ResNet V2aabd7K14K21K28K35K28571.228254.430683.2

Whisperfile

OpenBenchmarking.orgSeconds, Fewer Is BetterWhisperfile 20Aug24Model Size: Tinyaabd132639526555.1958.1659.90

LiteRT

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Inception V4aabd8K16K24K32K40K33358.033308.836136.2

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 13 - Input: Bosphorus 1080paabd110220330440550497.58489.20460.221. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Deconvolution Batch shapes_1d - Engine: CPUaabd2468106.102896.139156.58308MIN: 4.53MIN: 4.76MIN: 5.221. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -fcf-protection=full -pie -ldl

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 5 - Input: Bosphorus 4Kaabd4812162015.0614.5213.961. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 8 - Input: Bosphorus 4Kaabd112233445549.9149.5246.581. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Recurrent Neural Network Inference - Engine: CPUaabd4008001200160020001770.501727.881844.16MIN: 1763.22MIN: 1720.93MIN: 1834.871. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -fcf-protection=full -pie -ldl

Whisperfile

OpenBenchmarking.orgSeconds, Fewer Is BetterWhisperfile 20Aug24Model Size: Smallaabd50100150200250229.33231.06243.97

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 2.3Encoder Mode: Preset 13 - Input: Bosphorus 4Kaabd306090120150121.14119.37114.051. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

Stockfish

OpenBenchmarking.orgNodes Per Second, More Is BetterStockfish 17Chess Benchmarkaabd5M10M15M20M25M2115715720057178202679561. (CXX) g++ options: -lgcov -m64 -lpthread -fno-exceptions -std=c++17 -fno-peel-loops -fno-tracer -pedantic -O3 -funroll-loops -msse -msse3 -mpopcnt -mavx2 -mbmi -mavx512f -mavx512bw -mavx512vnni -mavx512dq -mavx512vl -msse4.1 -mssse3 -msse2 -mbmi2 -flto -flto-partition=one -flto=jobserver

Whisperfile

OpenBenchmarking.orgSeconds, Fewer Is BetterWhisperfile 20Aug24Model Size: Mediumaabd150300450600750655.14657.64690.37

CP2K Molecular Dynamics

OpenBenchmarking.orgSeconds, Fewer Is BetterCP2K Molecular Dynamics 2024.3Input: Fayalite-FISTaabd306090120150147.31154.83151.941. (F9X) gfortran options: -fopenmp -march=native -mtune=native -O3 -funroll-loops -fbacktrace -ffree-form -fimplicit-none -std=f2008 -lcp2kstart -lcp2kmc -lcp2kswarm -lcp2kmotion -lcp2kthermostat -lcp2kemd -lcp2ktmc -lcp2kmain -lcp2kdbt -lcp2ktas -lcp2kgrid -lcp2kgriddgemm -lcp2kgridcpu -lcp2kgridref -lcp2kgridcommon -ldbcsrarnoldi -ldbcsrx -lcp2kdbx -lcp2kdbm -lcp2kshg_int -lcp2keri_mme -lcp2kminimax -lcp2khfxbase -lcp2ksubsys -lcp2kxc -lcp2kao -lcp2kpw_env -lcp2kinput -lcp2kpw -lcp2kgpu -lcp2kfft -lcp2kfpga -lcp2kfm -lcp2kcommon -lcp2koffload -lcp2kmpiwrap -lcp2kbase -ldbcsr -lsirius -lspla -lspfft -lsymspg -lvdwxc -l:libhdf5_fortran.a -l:libhdf5.a -lz -lgsl -lelpa_openmp -lcosma -lcosta -lscalapack -lxsmmf -lxsmm -ldl -lpthread -llibgrpp -lxcf03 -lxc -lint2 -lfftw3_mpi -lfftw3 -lfftw3_omp -lmpi_cxx -lmpi -l:libopenblas.a -lvori -lstdc++ -lmpi_usempif08 -lmpi_mpifh -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: CaffeNet 12-int8 - Device: CPU - Executor: Parallelaabd100200300400500456.27456.34434.391. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

CP2K Molecular Dynamics

OpenBenchmarking.orgSeconds, Fewer Is BetterCP2K Molecular Dynamics 2024.3Input: H20-256aabd20040060080010001002.991010.621052.131. (F9X) gfortran options: -fopenmp -march=native -mtune=native -O3 -funroll-loops -fbacktrace -ffree-form -fimplicit-none -std=f2008 -lcp2kstart -lcp2kmc -lcp2kswarm -lcp2kmotion -lcp2kthermostat -lcp2kemd -lcp2ktmc -lcp2kmain -lcp2kdbt -lcp2ktas -lcp2kgrid -lcp2kgriddgemm -lcp2kgridcpu -lcp2kgridref -lcp2kgridcommon -ldbcsrarnoldi -ldbcsrx -lcp2kdbx -lcp2kdbm -lcp2kshg_int -lcp2keri_mme -lcp2kminimax -lcp2khfxbase -lcp2ksubsys -lcp2kxc -lcp2kao -lcp2kpw_env -lcp2kinput -lcp2kpw -lcp2kgpu -lcp2kfft -lcp2kfpga -lcp2kfm -lcp2kcommon -lcp2koffload -lcp2kmpiwrap -lcp2kbase -ldbcsr -lsirius -lspla -lspfft -lsymspg -lvdwxc -l:libhdf5_fortran.a -l:libhdf5.a -lz -lgsl -lelpa_openmp -lcosma -lcosta -lscalapack -lxsmmf -lxsmm -ldl -lpthread -llibgrpp -lxcf03 -lxc -lint2 -lfftw3_mpi -lfftw3 -lfftw3_omp -lmpi_cxx -lmpi -l:libopenblas.a -lvori -lstdc++ -lmpi_usempif08 -lmpi_mpifh -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: CaffeNet 12-int8 - Device: CPU - Executor: Standardaabd110220330440550498.19502.55479.391. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

NAMD

OpenBenchmarking.orgns/day, More Is BetterNAMD 3.0Input: ATPase with 327,506 Atomsaabd0.29920.59840.89761.19681.4961.329561.272201.28715

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: T5 Encoder - Device: CPU - Executor: Standardaabd306090120150142.37148.56147.261. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

CP2K Molecular Dynamics

OpenBenchmarking.orgSeconds, Fewer Is BetterCP2K Molecular Dynamics 2024.3Input: H20-64aabd2040608010099.8096.29100.101. (F9X) gfortran options: -fopenmp -march=native -mtune=native -O3 -funroll-loops -fbacktrace -ffree-form -fimplicit-none -std=f2008 -lcp2kstart -lcp2kmc -lcp2kswarm -lcp2kmotion -lcp2kthermostat -lcp2kemd -lcp2ktmc -lcp2kmain -lcp2kdbt -lcp2ktas -lcp2kgrid -lcp2kgriddgemm -lcp2kgridcpu -lcp2kgridref -lcp2kgridcommon -ldbcsrarnoldi -ldbcsrx -lcp2kdbx -lcp2kdbm -lcp2kshg_int -lcp2keri_mme -lcp2kminimax -lcp2khfxbase -lcp2ksubsys -lcp2kxc -lcp2kao -lcp2kpw_env -lcp2kinput -lcp2kpw -lcp2kgpu -lcp2kfft -lcp2kfpga -lcp2kfm -lcp2kcommon -lcp2koffload -lcp2kmpiwrap -lcp2kbase -ldbcsr -lsirius -lspla -lspfft -lsymspg -lvdwxc -l:libhdf5_fortran.a -l:libhdf5.a -lz -lgsl -lelpa_openmp -lcosma -lcosta -lscalapack -lxsmmf -lxsmm -ldl -lpthread -llibgrpp -lxcf03 -lxc -lint2 -lfftw3_mpi -lfftw3 -lfftw3_omp -lmpi_cxx -lmpi -l:libopenblas.a -lvori -lstdc++ -lmpi_usempif08 -lmpi_mpifh -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: GPT-2 - Device: CPU - Executor: Parallelaabd20406080100106.36104.50102.471. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

NAMD

OpenBenchmarking.orgns/day, More Is BetterNAMD 3.0Input: STMV with 1,066,628 Atomsaabd0.08640.17280.25920.34560.4320.383780.370070.37644

Unvanquished

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 1920 x 1080 - Effects Quality: Highaaabd100200300400500460.1473.3471.6472.3

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: GPT-2 - Device: CPU - Executor: Standardaabd306090120150122.65124.72121.501. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

Unvanquished

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 1920 x 1200 - Effects Quality: Mediumaaabd110220330440550511.8512.5517.5504.8

WarpX

OpenBenchmarking.orgSeconds, Fewer Is BetterWarpX 24.10Input: Uniform Plasmaaabd51015202521.1821.7021.711. (CXX) g++ options: -O3 -lm

ONNX Runtime

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.19Model: T5 Encoder - Device: CPU - Executor: Parallelaabd306090120150140.29137.13137.211. (CXX) g++ options: -O3 -march=native -ffunction-sections -fdata-sections -mtune=native -flto=auto -fno-fat-lto-objects -ldl -lrt

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: IP Shapes 3D - Engine: CPUaabd1.05042.10083.15124.20165.2524.577224.662004.66831MIN: 4.47MIN: 4.52MIN: 4.521. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -fcf-protection=full -pie -ldl

Epoch

OpenBenchmarking.orgSeconds, Fewer Is BetterEpoch 4.19.4Epoch3D Deck: Coneaabd120240360480600546.93554.79549.161. (F9X) gfortran options: -O3 -std=f2003 -Jobj -lsdf -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

Unvanquished

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 1920 x 1080 - Effects Quality: Ultraaaabd90180270360450418.2417.3416.3422.2

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 1920 x 1200 - Effects Quality: Ultraaaabd80160240320400385.3384.1384.2380.8

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 2560 x 1440 - Effects Quality: Ultraaaabd60120180240300253.4254.7253.9252.4

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 1920 x 1200 - Effects Quality: Highaaabd100200300400500437.5439.3438.0436.4

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 2560 x 1440 - Effects Quality: Mediumaaabd80160240320400371.2373.2373.5373.4

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 1920 x 1080 - Effects Quality: Mediumaaabd120240360480600542.5539.8542.4540.7

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 2560 x 1600 - Effects Quality: Ultraaaabd50100150200250233.9234.6234.0235.0

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 2560 x 1440 - Effects Quality: Highaaabd60120180240300288.6289.6289.8288.7

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 2560 x 1600 - Effects Quality: Mediumaaabd70140210280350336.0336.2336.6337.0

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Convolution Batch Shapes Auto - Engine: CPUaabd369121513.3613.3313.33MIN: 13.14MIN: 13.14MIN: 13.111. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -fcf-protection=full -pie -ldl

Unvanquished

OpenBenchmarking.orgFrames Per Second, More Is BetterUnvanquished 0.55Resolution: 2560 x 1600 - Effects Quality: Highaaabd60120180240300266.5266.7266.4266.9

ParaView

OpenBenchmarking.orgFrames / Sec, More Is BetterParaView 5.13Test: Many Spheres - Frames: 600 - Resolution: 2560 x 1440a0.03830.07660.11490.15320.19150.17

OpenBenchmarking.orgFrames / Sec, More Is BetterParaView 5.13Test: Many Spheres - Frames: 600 - Resolution: 1920 x 1200a0.04050.0810.12150.1620.20250.18

OpenBenchmarking.orgFrames / Sec, More Is BetterParaView 5.13Test: Many Spheres - Frames: 600 - Resolution: 1920 x 1080a0.04050.0810.12150.1620.20250.18

100 Results Shown

XNNPACK:
  FP32MobileNetV1
  FP16MobileNetV2
  FP16MobileNetV3Large
  FP32MobileNetV3Large
  FP32MobileNetV2
  FP32MobileNetV3Small
  FP16MobileNetV1
LiteRT
ONNX Runtime:
  fcn-resnet101-11 - CPU - Standard
  ResNet101_DUC_HDC-12 - CPU - Standard
  Faster R-CNN R-50-FPN-int8 - CPU - Standard
  yolov4 - CPU - Standard
  ArcFace ResNet-100 - CPU - Standard
  ZFNet-512 - CPU - Standard
  ResNet101_DUC_HDC-12 - CPU - Parallel
Opus Codec Encoding
ONNX Runtime
BYTE Unix Benchmark
SVT-AV1
ONNX Runtime
ASTC Encoder:
  Fast
  Medium
SVT-AV1
ASTC Encoder:
  Thorough
  Very Thorough
  Exhaustive
oneDNN
SVT-AV1
LiteRT
ONNX Runtime:
  super-resolution-10 - CPU - Parallel
  ResNet50 v1-12-int8 - CPU - Standard
  fcn-resnet101-11 - CPU - Parallel
  yolov4 - CPU - Parallel
  ArcFace ResNet-100 - CPU - Parallel
Apache Cassandra
SVT-AV1
LiteRT
XNNPACK
ONNX Runtime
LiteRT
SVT-AV1
ONNX Runtime
SVT-AV1
ONNX Runtime
oneDNN
SVT-AV1
XNNPACK
ONNX Runtime
BYTE Unix Benchmark:
  Pipe
  System Call
LiteRT
Primesieve:
  1e13
  1e12
BYTE Unix Benchmark
SVT-AV1
oneDNN
LiteRT
WarpX
LiteRT
Whisperfile
LiteRT
SVT-AV1
oneDNN
SVT-AV1:
  Preset 5 - Bosphorus 4K
  Preset 8 - Bosphorus 4K
oneDNN
Whisperfile
SVT-AV1
Stockfish
Whisperfile
CP2K Molecular Dynamics
ONNX Runtime
CP2K Molecular Dynamics
ONNX Runtime
NAMD
ONNX Runtime
CP2K Molecular Dynamics
ONNX Runtime
NAMD
Unvanquished
ONNX Runtime
Unvanquished
WarpX
ONNX Runtime
oneDNN
Epoch
Unvanquished:
  1920 x 1080 - Ultra
  1920 x 1200 - Ultra
  2560 x 1440 - Ultra
  1920 x 1200 - High
  2560 x 1440 - Medium
  1920 x 1080 - Medium
  2560 x 1600 - Ultra
  2560 x 1440 - High
  2560 x 1600 - Medium
oneDNN
Unvanquished
ParaView:
  Many Spheres - 600 - 2560 x 1440
  Many Spheres - 600 - 1920 x 1200
  Many Spheres - 600 - 1920 x 1080