rpyc jan

AMD EPYC 7F32 8-Core testing with a ASRockRack EPYCD8 (P2.40 BIOS) and ASPEED on Debian 12 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 2401146-NE-RPYCJAN6573
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a
January 14
  2 Days, 18 Hours, 59 Minutes
b
January 14
  2 Days, 19 Hours
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  2 Days, 19 Hours
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rpyc janOpenBenchmarking.orgPhoronix Test SuiteAMD EPYC 7F32 8-Core @ 3.70GHz (8 Cores / 16 Threads)ASRockRack EPYCD8 (P2.40 BIOS)AMD Starship/Matisse7 x 4 GB DDR4-2666MT/s Micron 9ASF51272PZ-2G6B1Samsung SSD 970 EVO Plus 250GBASPEED2 x Intel I350Debian 126.1.0-11-amd64 (x86_64)X ServerGCC 12.2.0ext41024x768ProcessorMotherboardChipsetMemoryDiskGraphicsNetworkOSKernelDisplay ServerCompilerFile-SystemScreen ResolutionRpyc Jan BenchmarksSystem Logs- Transparent Huge Pages: always- --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-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-12-bTRWOB/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-bTRWOB/gcc-12-12.2.0/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: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8301034 - OpenJDK Runtime Environment (build 17.0.9+9-Debian-1deb12u1)- Python 3.11.2- gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Mitigation of untrained return thunk; SMT enabled with STIBP protection + spec_rstack_overflow: Mitigation of safe RET + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

a vs. b ComparisonPhoronix Test SuiteBaseline+6.5%+6.5%+13%+13%+19.5%+19.5%25.9%22.9%20.6%17.5%12.7%12.2%11.9%11.9%11.4%11.3%11%10.7%10.5%10.3%10.3%9.2%9.1%7.4%7%7%6.9%6.7%6.7%6.4%6.3%6.3%6.2%6.2%6.2%6.2%6.1%5.8%5.6%5.5%5.4%5.3%5%4.9%4.9%4.8%4.7%4.6%4.5%4.5%4.4%4.4%4.4%4.3%4%4%3.9%3.8%3.6%3.4%3.4%3.2%3.2%3.2%3.1%3.1%3%2.9%2.9%2.9%2.6%2.4%2.4%2.4%2.4%2.4%2.4%2.3%2.3%2.3%2.1%2.1%2.1%2.1%2%2%2%2%2%10 - Q90llama-2-13b.Q4_0.ggufCPU - 1 - AlexNet22.8%CPU - 1 - VGG-1621.6%10 - Q331 - Q3920.2%10 - Q4617.8%1 - Q1617.8%10 - Q481 - Q3315.6%CPU - 16 - AlexNet15.4%CPU - 16 - ResNet-5014.7%10 - Q381 - Q7912.4%10 - Q651 - Q73llama-2-7b.Q4_0.gguf1 - Q4011.8%1 - Q6511.5%10 - Q9710 - Q2610 - Q9910 - Q2710.9%CPU - 16 - VGG-1610.9%1 - Q751 - Q2410.6%1 - Q82CPU - 16 - ResNet-15210 - Q3110 - Q039.9%10 - Q739.7%10 - Q369.5%1 - Q459.4%1 - Q5610 - Q761 - Q889.1%1 - Q189%10 - Q028.9%10 - Q928.9%10 - Q428.1%1 - Q538%10 - Q557.7%1 - Q427.6%10 - Q79Read While Writing7.3%CPU - 16 - GoogLeNet7.2%1 - Q557.2%1 - Q2810 - Q14CPU - 16 - Efficientnet_v2_l10 - Q636.8%10 - Q776.8%10 - Q066.8%1 - Q0910 - Q6010 - Q686.5%10 - Q096.4%10 - Q1310 - Q326.3%1 - Q6310 - Q961 - Q6010 - Q341 - Q78CPU - 1 - ResNet-15210 - Q571 - Q996%10 - Q8810 - Q155.6%10 - Q401 - Q081 - Q801 - Q045.4%1 - Q981 - Q315.1%CPU - 1 - ResNet-5010 - Q441 - Q524.9%10 - Q851 - Q514.8%CPU - 1 - GoogLeNet4.8%Preset 12 - Bosphorus 1080pPreset 13 - Bosphorus 1080p1 - Q251 - Q694.6%10 - Q214.6%10 - Q0110 - Q981 - Q874.4%10 - Q8910 - Q8710 - Q281 - Q761 - Q064.3%1 - Q264.3%1 - Q214.3%10 - Q694.2%1 - Q134.1%10 - Q564%10 - Q674%10 - Q9310 - Q1110 - Q101 - Q593.9%10 - Q663.8%10 - Q533.8%10 - Q9510 - Q373.6%1 - Q943.6%10 - Q073.6%10 - Q511 - Q743.4%R.R.W.R3.4%CPU - 1 - Efficientnet_v2_l10 - Q8610 - Q823.3%Seq Fill3.2%10 - Q4710 - Q411 - Q44Preset 13 - Bosphorus 4K10 - Q491 - Q863%1 - Q66CPU - 16 - ResNet-502.9%1 - Q171 - Q362.9%10 - Q542.9%10 - Q711 - Q851 - Q582.9%1 - Q962.8%1 - Q502.8%1 - Q482.8%10 - Q182.8%1 - Q682.7%1 - Q542.7%1 - Q642.6%Rand Fill10 - Q392.5%1 - Q052.5%10 - Q621 - Q072.4%Eigen10 - Q351 - Q9010 - Q2310 - Q4510 - Q522.4%1 - Q201 - Q972.3%BLAS10 - Q8310 - Q752.3%1 - Q462.2%10 - Q222.2%10 - Q1910 - Q591 - Q38Preset 12 - Bosphorus 4K1 - Q272%N.T.C.B.b.u.S.S.I - A.M.S1 - Q29N.T.C.B.b.u.S.S.I - A.M.S1 - Q351 - Q47Apache Spark TPC-DSLlama.cppTensorFlowTensorFlowApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSTensorFlowTensorFlowApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSLlama.cppApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSTensorFlowApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSPyTorchApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSSpeedbTensorFlowApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSPyTorchApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSPyTorchApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSPyTorchApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSTensorFlowSVT-AV1SVT-AV1Apache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSSpeedbPyTorchApache Spark TPC-DSApache Spark TPC-DSSpeedbApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSSVT-AV1Apache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSPyTorchApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSSpeedbApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSLeelaChessZeroApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSLeelaChessZeroApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSApache Spark TPC-DSSVT-AV1Apache Spark TPC-DSNeural Magic DeepSparseApache Spark TPC-DSNeural Magic DeepSparseApache Spark TPC-DSApache Spark TPC-DSab

rpyc janspark-tpcds: 10 - Q99spark-tpcds: 10 - Q98spark-tpcds: 10 - Q97spark-tpcds: 10 - Q96spark-tpcds: 10 - Q95spark-tpcds: 10 - Q94spark-tpcds: 10 - Q93spark-tpcds: 10 - Q92spark-tpcds: 10 - Q91spark-tpcds: 10 - Q90spark-tpcds: 10 - Q89spark-tpcds: 10 - Q88spark-tpcds: 10 - Q87spark-tpcds: 10 - Q86spark-tpcds: 10 - Q85spark-tpcds: 10 - Q84spark-tpcds: 10 - Q83spark-tpcds: 10 - Q82spark-tpcds: 10 - Q81spark-tpcds: 10 - Q80spark-tpcds: 10 - Q79spark-tpcds: 10 - Q78spark-tpcds: 10 - Q77spark-tpcds: 10 - Q76spark-tpcds: 10 - Q75spark-tpcds: 10 - Q74spark-tpcds: 10 - Q73spark-tpcds: 10 - Q72spark-tpcds: 10 - Q71spark-tpcds: 10 - Q70spark-tpcds: 10 - Q69spark-tpcds: 10 - Q68spark-tpcds: 10 - Q67spark-tpcds: 10 - Q66spark-tpcds: 10 - Q65spark-tpcds: 10 - Q64spark-tpcds: 10 - Q63spark-tpcds: 10 - Q62spark-tpcds: 10 - Q61spark-tpcds: 10 - Q60spark-tpcds: 10 - Q59spark-tpcds: 10 - Q58spark-tpcds: 10 - Q57spark-tpcds: 10 - Q56spark-tpcds: 10 - Q55spark-tpcds: 10 - Q54spark-tpcds: 10 - Q53spark-tpcds: 10 - Q52spark-tpcds: 10 - Q51spark-tpcds: 10 - Q50spark-tpcds: 10 - Q49spark-tpcds: 10 - Q48spark-tpcds: 10 - Q47spark-tpcds: 10 - Q46spark-tpcds: 10 - Q45spark-tpcds: 10 - Q44spark-tpcds: 10 - Q43spark-tpcds: 10 - Q42spark-tpcds: 10 - Q41spark-tpcds: 10 - Q40spark-tpcds: 10 - Q39spark-tpcds: 10 - Q38spark-tpcds: 10 - Q37spark-tpcds: 10 - Q36spark-tpcds: 10 - Q35spark-tpcds: 10 - Q34spark-tpcds: 10 - Q33spark-tpcds: 10 - Q32spark-tpcds: 10 - Q31spark-tpcds: 10 - Q30spark-tpcds: 10 - Q29spark-tpcds: 10 - Q28spark-tpcds: 10 - Q27spark-tpcds: 10 - Q26spark-tpcds: 10 - Q25spark-tpcds: 10 - Q24spark-tpcds: 10 - Q23spark-tpcds: 10 - Q22spark-tpcds: 10 - Q21spark-tpcds: 10 - Q20spark-tpcds: 10 - Q19spark-tpcds: 10 - Q18spark-tpcds: 10 - Q17spark-tpcds: 10 - Q15spark-tpcds: 10 - Q14spark-tpcds: 10 - Q13spark-tpcds: 10 - Q12spark-tpcds: 10 - Q11spark-tpcds: 10 - Q10spark-tpcds: 10 - Q09spark-tpcds: 10 - Q08spark-tpcds: 10 - Q07spark-tpcds: 10 - Q06spark-tpcds: 10 - Q05spark-tpcds: 10 - Q04spark-tpcds: 10 - Q03spark-tpcds: 10 - Q02spark-tpcds: 10 - Q01spark-tpcds: 1 - Q99spark-tpcds: 1 - Q98spark-tpcds: 1 - Q97spark-tpcds: 1 - Q96spark-tpcds: 1 - Q95spark-tpcds: 1 - Q94spark-tpcds: 1 - Q93spark-tpcds: 1 - Q92spark-tpcds: 1 - Q91spark-tpcds: 1 - Q90spark-tpcds: 1 - Q89spark-tpcds: 1 - Q88spark-tpcds: 1 - Q87spark-tpcds: 1 - Q86spark-tpcds: 1 - Q85spark-tpcds: 1 - Q84spark-tpcds: 1 - Q83spark-tpcds: 1 - Q82spark-tpcds: 1 - Q81spark-tpcds: 1 - Q80spark-tpcds: 1 - Q79spark-tpcds: 1 - Q78spark-tpcds: 1 - Q77spark-tpcds: 1 - Q76spark-tpcds: 1 - Q75spark-tpcds: 1 - Q74spark-tpcds: 1 - Q73spark-tpcds: 1 - Q72spark-tpcds: 1 - Q71spark-tpcds: 1 - Q70spark-tpcds: 1 - Q69spark-tpcds: 1 - Q68spark-tpcds: 1 - Q67spark-tpcds: 1 - Q66spark-tpcds: 1 - Q65spark-tpcds: 1 - Q64spark-tpcds: 1 - Q63spark-tpcds: 1 - Q62spark-tpcds: 1 - Q61spark-tpcds: 1 - Q60spark-tpcds: 1 - Q59spark-tpcds: 1 - Q58spark-tpcds: 1 - Q57spark-tpcds: 1 - Q56spark-tpcds: 1 - Q55spark-tpcds: 1 - Q54spark-tpcds: 1 - Q53spark-tpcds: 1 - Q52spark-tpcds: 1 - Q51spark-tpcds: 1 - Q50spark-tpcds: 1 - Q49spark-tpcds: 1 - Q48spark-tpcds: 1 - Q47spark-tpcds: 1 - Q46spark-tpcds: 1 - Q45spark-tpcds: 1 - Q44spark-tpcds: 1 - Q43spark-tpcds: 1 - Q42spark-tpcds: 1 - Q41spark-tpcds: 1 - Q40spark-tpcds: 1 - Q39spark-tpcds: 1 - Q38spark-tpcds: 1 - Q37spark-tpcds: 1 - Q36spark-tpcds: 1 - Q35spark-tpcds: 1 - Q34spark-tpcds: 1 - Q33spark-tpcds: 1 - Q32spark-tpcds: 1 - Q31spark-tpcds: 1 - Q30spark-tpcds: 1 - Q29spark-tpcds: 1 - Q28spark-tpcds: 1 - Q27spark-tpcds: 1 - Q26spark-tpcds: 1 - Q25spark-tpcds: 1 - Q24spark-tpcds: 1 - Q23spark-tpcds: 1 - Q22spark-tpcds: 1 - Q21spark-tpcds: 1 - Q20spark-tpcds: 1 - Q19spark-tpcds: 1 - Q18spark-tpcds: 1 - Q17spark-tpcds: 1 - Q16spark-tpcds: 1 - Q15spark-tpcds: 1 - Q14spark-tpcds: 1 - Q13spark-tpcds: 1 - Q12spark-tpcds: 1 - Q11spark-tpcds: 1 - Q10spark-tpcds: 1 - Q09spark-tpcds: 1 - Q08spark-tpcds: 1 - Q07spark-tpcds: 1 - Q06spark-tpcds: 1 - Q05spark-tpcds: 1 - Q04spark-tpcds: 1 - Q03spark-tpcds: 1 - Q02spark-tpcds: 1 - Q01quicksilver: CTS2quicksilver: CORAL2 P2pytorch: CPU - 16 - Efficientnet_v2_ltensorflow: CPU - 16 - VGG-16lczero: BLASlczero: Eigenpytorch: CPU - 16 - ResNet-152pytorch: CPU - 1 - Efficientnet_v2_ltensorflow: CPU - 16 - ResNet-50quicksilver: CORAL2 P1cachebench: Read / Modify / Writecachebench: Writecachebench: Readpytorch: CPU - 1 - ResNet-152pytorch: CPU - 16 - ResNet-50llama-cpp: llama-2-13b.Q4_0.ggufdeepsparse: BERT-Large, NLP Question Answering - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering - Asynchronous Multi-Streamspeedb: Rand Fill Syncspeedb: Update Randspeedb: Rand Fillspeedb: Read Rand Write Randspeedb: Read While Writingspeedb: Rand Readspeedb: Seq Fillsvt-av1: Preset 4 - Bosphorus 4Ktensorflow: CPU - 16 - GoogLeNettensorflow: CPU - 1 - VGG-16y-cruncher: 1Bdeepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Streamdeepsparse: NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Streamllama-cpp: llama-2-7b.Q4_0.ggufdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Streamdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Streamdeepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Streamdeepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Streampytorch: CPU - 1 - ResNet-50deepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Streamdeepsparse: ResNet-50, Baseline - Asynchronous Multi-Streamdeepsparse: ResNet-50, Baseline - Asynchronous Multi-Streamdeepsparse: ResNet-50, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: ResNet-50, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Streamdeepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Streamtensorflow: CPU - 16 - AlexNetsvt-av1: Preset 8 - Bosphorus 4Ky-cruncher: 500Mtensorflow: CPU - 1 - ResNet-50svt-av1: Preset 4 - Bosphorus 1080ptensorflow: CPU - 1 - AlexNettensorflow: CPU - 1 - GoogLeNetsvt-av1: Preset 8 - Bosphorus 1080psvt-av1: Preset 12 - Bosphorus 4Ksvt-av1: Preset 13 - Bosphorus 4Ksvt-av1: Preset 12 - Bosphorus 1080psvt-av1: Preset 13 - Bosphorus 1080pab4.432.348.043.234.684.4911.764.164.944.034.998.638.3748.185.165.396.455.6317.995.3819.557.086.113.699.425.4939.025.735.296.635.8912.525.99821.114.854.22.967.475.866.227.715.993.787.254.214.2211.329.778.44.918.675.345.62.784.263.853.238.343.188.955.84.937.686.497.134.2810.195.814.258.385.855.6314.156.3415.4911.935.252.265.856.4614.25.28.925.852.3614.917.224.975.65.597.989.4719.183.935.035.63.662.25.182.813.62.783.753.93.523.874.056.614.993.75.733.323.945.053.727.423.957.695.134.577.885.84.318.484.194.64.784.45.795.894.627.633.713.852.775.284.414.895.045.092.915.153.53.286.634.255.364.296.264.123.834.23.343.012.713.981.194.942.54.135.134.294.743.826.633.816.16.764.424.186.090.944.114.273.752.24.195.666.362.594.284.44.662.166.584.964.294.394.524.165.77.473.174.524.1598600076790004.194.69130837.445.9111.52736400057602.71967455386.264129891.08591610.8320.055.16434.37699.1492308221594023332410117502257890342481462758492.94935.562.5947.64832.0561124.66871.214556.1324512.18587.767611.32505.15837.866480.22548.30426.5867.634559.069752.732875.75549.9773399.7162100.780539.637499.528540.148952.24576.456859.3523.54222.3036.389.9568.889.8963.99178.3178.877255.926316.4933.992.247.223.044.514.4811.314.534.933.24.788.168.023.877.85.095.276.665.6517.995.0119.547.565.59149.486.0239.135.575.216.916.2713.026.227.1320.795.184.13.0175.746.257.276.234.077.464.374.3210.939.788.154.188.46.295.472.654.284.163.137.93.267.946.015.47.56.115.914.559.245.8114.438.036.495.0614.416.2615.1312.195.492.265.736.6414.185.498.345.52.3614.346.955.295.625.798.529.4319.244.325.485.363.882.095.32.893.672.883.733.923.573.783.987.215.213.815.573.334.014.573.787.044.447.245.14.387.1263.858.354.184.5654.525.735.725.157.833.493.862.824.974.585.035.074.663.125.293.783.446.954.375.454.416.144.214.194.073.393.242.744.451.434.842.534.255.034.215.483.856.973.815.986.324.514.365.821.044.144.233.912.154.216.176.183.054.354.384.852.176.464.994.024.164.634.345.847.873.174.64.03598200076620004.484.23133858.216.1110.04730800057618.90279755484.0503439892.73854411.5019.486.34433.02079.225830262164332393609785722104380342440042672232.93133.162.1347.231.4254127.16870.512156.6743515.22017.742412.67509.33727.8507478.92498.317227.9267.836758.89753.669274.488110.0658396.2172101.338139.440799.726340.073752.075376.765851.4423.34522.0486.479.7687.239.4463.70479.92781.313268.084331.495OpenBenchmarking.org

Apache Spark TPC-DS

This is a benchmark of Apache Spark using the TPC-DS data-set. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmarks the Apache Spark in a single-system configuration and leverages the https://github.com/databricks/tpcds-kit and https://github.com/IBM/spark-tpc-ds-performance-test/ projects for testing. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q99ab0.99681.99362.99043.98724.9844.433.991. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q98ab0.52651.0531.57952.1062.63252.342.241. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q97ab2468108.047.221. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q96ab0.72681.45362.18042.90723.6343.233.041. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q95ab1.0532.1063.1594.2125.2654.684.511. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q94ab1.01032.02063.03094.04125.05154.494.481. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q93ab369121511.7611.311. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q92ab1.01932.03863.05794.07725.09654.164.531. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q91ab1.11152.2233.33454.4465.55754.944.931. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q90ab0.90681.81362.72043.62724.5344.033.201. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q89ab1.12282.24563.36844.49125.6144.994.781. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q88ab2468108.638.161. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q87ab2468108.378.021. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q86ab0.91.82.73.64.54.003.871. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q85ab2468108.187.801. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q84ab1.1612.3223.4834.6445.8055.165.091. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q83ab1.21282.42563.63844.85126.0645.395.271. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q82ab2468106.456.661. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q81ab1.27132.54263.81395.08526.35655.635.651. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q80ab4812162017.9917.991. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q79ab1.21052.4213.63154.8426.05255.385.011. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q78ab51015202519.5519.541. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q77ab2468107.087.561. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q76ab2468106.105.591. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q75ab4812162013.6914.001. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q74ab36912159.429.481. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q73ab2468105.496.021. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q72ab91827364539.0239.131. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q71ab1.28932.57863.86795.15726.44655.735.571. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q70ab1.19032.38063.57094.76125.95155.295.211. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q69ab2468106.636.911. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q68ab2468105.896.271. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q67ab369121512.5213.021. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q66ab2468105.996.221. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q65ab2468108.007.131. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q64ab51015202521.1120.791. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q63ab1.16552.3313.49654.6625.82754.855.181. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q62ab0.9451.892.8353.784.7254.24.11. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q61ab0.67731.35462.03192.70923.38652.963.011. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q60ab2468107.477.001. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q59ab1.31852.6373.95555.2746.59255.865.741. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q58ab2468106.226.251. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q57ab2468107.717.271. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q56ab2468105.996.231. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q55ab0.91581.83162.74743.66324.5793.784.071. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q54ab2468107.257.461. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q53ab0.98331.96662.94993.93324.91654.214.371. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q52ab0.9721.9442.9163.8884.864.224.321. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q51ab369121511.3210.931. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q50ab36912159.779.781. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q49ab2468108.408.151. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q48ab1.10482.20963.31444.41925.5244.914.181. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q47ab2468108.678.401. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q46ab2468105.346.291. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q45ab1.262.523.785.046.35.605.471. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q44ab0.62551.2511.87652.5023.12752.782.651. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q43ab0.9631.9262.8893.8524.8154.264.281. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q42ab0.9361.8722.8083.7444.683.854.161. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q41ab0.72681.45362.18042.90723.6343.233.131. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q40ab2468108.347.901. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q39ab0.73351.4672.20052.9343.66753.183.261. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q38ab36912158.957.941. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q37ab2468105.806.011. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q36ab1.2152.433.6454.866.0754.935.401. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q35ab2468107.687.501. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q34ab2468106.496.111. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q33ab2468107.135.911. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q32ab1.02382.04763.07144.09525.1194.284.551. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q31ab369121510.199.241. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q30ab1.30732.61463.92195.22926.53655.805.811. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q29ab4812162014.2514.431. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q28ab2468108.388.031. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q27ab2468105.856.491. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q26ab1.26682.53363.80045.06726.3345.635.061. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q25ab4812162014.1514.411. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q24ab2468106.346.261. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q23ab4812162015.4915.131. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q22ab369121511.9312.191. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q21ab1.23532.47063.70594.94126.17655.255.491. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q20ab0.50851.0171.52552.0342.54252.262.261. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q19ab1.31632.63263.94895.26526.58155.855.731. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q18ab2468106.466.641. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q17ab4812162014.2014.181. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q15ab1.23532.47063.70594.94126.17655.205.491. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q14ab2468108.928.341. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q13ab1.31632.63263.94895.26526.58155.855.501. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q12ab0.5311.0621.5932.1242.6552.362.361. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q11ab4812162014.9114.341. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q10ab2468107.226.951. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q09ab1.19032.38063.57094.76125.95154.975.291. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q08ab1.26452.5293.79355.0586.32255.605.621. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q07ab1.30282.60563.90845.21126.5145.595.791. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q06ab2468107.988.521. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q05ab36912159.479.431. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q04ab51015202519.1819.241. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q03ab0.9721.9442.9163.8884.863.934.321. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q02ab1.2332.4663.6994.9326.1655.035.481. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 10 - Q01ab1.262.523.785.046.35.605.361. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q99ab0.8731.7462.6193.4924.3653.663.881. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q98ab0.4950.991.4851.982.4752.202.091. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q97ab1.19252.3853.57754.775.96255.185.301. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q96ab0.65031.30061.95092.60123.25152.812.891. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q95ab0.82581.65162.47743.30324.1293.603.671. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q94ab0.6481.2961.9442.5923.242.782.881. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q93ab0.84381.68762.53143.37524.2193.753.731. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q92ab0.8821.7642.6463.5284.413.903.921. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q91ab0.80331.60662.40993.21324.01653.523.571. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q90ab0.87081.74162.61243.48324.3543.873.781. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q89ab0.91131.82262.73393.64524.55654.053.981. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q88ab2468106.617.211. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q87ab1.17232.34463.51694.68925.86154.995.211. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q86ab0.85731.71462.57193.42924.28653.703.811. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q85ab1.28932.57863.86795.15726.44655.735.571. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q84ab0.74931.49862.24792.99723.74653.323.331. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q83ab0.90231.80462.70693.60924.51153.944.011. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q82ab1.13632.27263.40894.54525.68155.054.571. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q81ab0.85051.7012.55153.4024.25253.723.781. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q80ab2468107.427.041. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q79ab0.9991.9982.9973.9964.9953.954.441. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q78ab2468107.697.241. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q77ab1.15432.30863.46294.61725.77155.135.101. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q76ab1.02832.05663.08494.11325.14154.574.381. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q75ab2468107.887.121. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q74ab2468105.86.01. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q73ab0.96981.93962.90943.87924.8494.313.851. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q72ab2468108.488.351. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q71ab0.94281.88562.82843.77124.7144.194.181. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q70ab1.0352.073.1054.145.1754.604.561. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q69ab1.1252.253.3754.55.6254.785.001. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q68ab1.0172.0343.0514.0685.0854.404.521. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q67ab1.30282.60563.90845.21126.5145.795.731. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q66ab1.32532.65063.97595.30126.62655.895.721. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q65ab1.15882.31763.47644.63525.7944.625.151. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q64ab2468107.637.831. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q63ab0.83481.66962.50443.33924.1743.713.491. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q62ab0.86851.7372.60553.4744.34253.853.861. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q61ab0.63451.2691.90352.5383.17252.772.821. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q60ab1.1882.3763.5644.7525.945.284.971. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q59ab1.03052.0613.09154.1225.15254.414.581. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q58ab1.13182.26363.39544.52725.6594.895.031. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q57ab1.14082.28163.42244.56325.7045.045.071. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q56ab1.14532.29063.43594.58125.72655.094.661. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q55ab0.7021.4042.1062.8083.512.913.121. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q54ab1.19032.38063.57094.76125.95155.155.291. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q53ab0.85051.7012.55153.4024.25253.503.781. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q52ab0.7741.5482.3223.0963.873.283.441. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q51ab2468106.636.951. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q50ab0.98331.96662.94993.93324.91654.254.371. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q49ab1.22632.45263.67894.90526.13155.365.451. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q48ab0.99231.98462.97693.96924.96154.294.411. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q47ab2468106.266.141. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q46ab0.94731.89462.84193.78924.73654.124.211. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q45ab0.94281.88562.82843.77124.7143.834.191. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q44ab0.9451.892.8353.784.7254.204.071. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q43ab0.76281.52562.28843.05123.8143.343.391. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q42ab0.7291.4582.1872.9163.6453.013.241. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q41ab0.61651.2331.84952.4663.08252.712.741. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q40ab1.00132.00263.00394.00525.00653.984.451. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q39ab0.32180.64360.96541.28721.6091.191.431. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q38ab1.11152.2233.33454.4465.55754.944.841. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q37ab0.56931.13861.70792.27722.84652.502.531. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q36ab0.95631.91262.86893.82524.78154.134.251. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q35ab1.15432.30863.46294.61725.77155.135.031. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q34ab0.96531.93062.89593.86124.82654.294.211. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q33ab1.2332.4663.6994.9326.1654.745.481. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q32ab0.86631.73262.59893.46524.33153.823.851. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q31ab2468106.636.971. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q30ab0.85731.71462.57193.42924.28653.813.811. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q29ab2468106.105.981. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q28ab2468106.766.321. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q27ab1.01482.02963.04444.05925.0744.424.511. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q26ab0.9811.9622.9433.9244.9054.184.361. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q25ab2468106.095.821. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q24ab0.2340.4680.7020.9361.170.941.041. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q23ab0.93151.8632.79453.7264.65754.114.141. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q22ab0.96081.92162.88243.84324.8044.274.231. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q21ab0.87981.75962.63943.51924.3993.753.911. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q20ab0.4950.991.4851.982.4752.202.151. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q19ab0.94731.89462.84193.78924.73654.194.211. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q18ab2468105.666.171. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q17ab2468106.366.181. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q16ab0.68631.37262.05892.74523.43152.593.051. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q15ab0.97881.95762.93643.91524.8944.284.351. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q14ab0.991.982.973.964.954.404.381. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q13ab1.09132.18263.27394.36525.45654.664.851. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q12ab0.48830.97661.46491.95322.44152.162.171. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q11ab2468106.586.461. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q10ab1.12282.24563.36844.49125.6144.964.991. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q09ab0.96531.93062.89593.86124.82654.294.021. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q08ab0.98781.97562.96343.95124.9394.394.161. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q07ab1.04182.08363.12544.16725.2094.524.631. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q06ab0.97651.9532.92953.9064.88254.164.341. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q05ab1.3142.6283.9425.2566.575.705.841. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q04ab2468107.477.871. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q03ab0.71331.42662.13992.85323.56653.173.171. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q02ab1.0352.073.1054.145.1754.524.601. (CC) gcc options: -O3 -fcommon -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-DS 3.5Scale Factor: 1 - Q01ab0.92251.8452.76753.694.61254.104.031. (CC) gcc options: -O3 -fcommon -lm

Quicksilver

Quicksilver is a proxy application that represents some elements of the Mercury workload by solving a simplified dynamic Monte Carlo particle transport problem. Quicksilver is developed by Lawrence Livermore National Laboratory (LLNL) and this test profile currently makes use of the OpenMP CPU threaded code path. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CTS2ab1.3M2.6M3.9M5.2M6.5M598600059820001. (CXX) g++ options: -fopenmp -O3 -march=native

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CORAL2 P2ab1.6M3.2M4.8M6.4M8M767900076620001. (CXX) g++ options: -fopenmp -O3 -march=native

PyTorch

This is a benchmark of PyTorch making use of pytorch-benchmark [https://github.com/LukasHedegaard/pytorch-benchmark]. Currently this test profile is catered to CPU-based testing. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.1Device: CPU - Batch Size: 16 - Model: Efficientnet_v2_lab1.0082.0163.0244.0325.044.194.48MIN: 3.69 / MAX: 4.34MIN: 3.47 / MAX: 4.56

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: VGG-16ab1.05532.11063.16594.22125.27654.694.23

LeelaChessZero

LeelaChessZero (lc0 / lczero) is a chess engine automated vian neural networks. This test profile can be used for OpenCL, CUDA + cuDNN, and BLAS (CPU-based) benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.30Backend: BLASab3060901201501301331. (CXX) g++ options: -flto -pthread

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.30Backend: Eigenab2040608010083851. (CXX) g++ options: -flto -pthread

PyTorch

This is a benchmark of PyTorch making use of pytorch-benchmark [https://github.com/LukasHedegaard/pytorch-benchmark]. Currently this test profile is catered to CPU-based testing. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.1Device: CPU - Batch Size: 16 - Model: ResNet-152ab2468107.448.21MIN: 5.31 / MAX: 7.97MIN: 6.77 / MAX: 8.36

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.1Device: CPU - Batch Size: 1 - Model: Efficientnet_v2_lab2468105.916.11MIN: 5.31 / MAX: 6MIN: 5.41 / MAX: 6.29

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: ResNet-50ab369121511.5210.04

Quicksilver

Quicksilver is a proxy application that represents some elements of the Mercury workload by solving a simplified dynamic Monte Carlo particle transport problem. Quicksilver is developed by Lawrence Livermore National Laboratory (LLNL) and this test profile currently makes use of the OpenMP CPU threaded code path. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CORAL2 P1ab1.6M3.2M4.8M6.4M8M736400073080001. (CXX) g++ options: -fopenmp -O3 -march=native

CacheBench

This is a performance test of CacheBench, which is part of LLCbench. CacheBench is designed to test the memory and cache bandwidth performance Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterCacheBenchTest: Read / Modify / Writeab12K24K36K48K60K57602.7257618.90MIN: 54488.08 / MAX: 59203.02MIN: 54501.37 / MAX: 59219.511. (CC) gcc options: -O3 -lrt

OpenBenchmarking.orgMB/s, More Is BetterCacheBenchTest: Writeab12K24K36K48K60K55386.2655484.05MIN: 42949.81 / MAX: 59033.61MIN: 43456.57 / MAX: 59035.761. (CC) gcc options: -O3 -lrt

OpenBenchmarking.orgMB/s, More Is BetterCacheBenchTest: Readab2K4K6K8K10K9891.099892.74MIN: 9838 / MAX: 9897.29MIN: 9875.91 / MAX: 9897.991. (CC) gcc options: -O3 -lrt

PyTorch

This is a benchmark of PyTorch making use of pytorch-benchmark [https://github.com/LukasHedegaard/pytorch-benchmark]. Currently this test profile is catered to CPU-based testing. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.1Device: CPU - Batch Size: 1 - Model: ResNet-152ab369121510.8311.50MIN: 9.48 / MAX: 11.19MIN: 9.88 / MAX: 11.86

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.1Device: CPU - Batch Size: 16 - Model: ResNet-50ab51015202520.0519.48MIN: 15.96 / MAX: 20.76MIN: 18.54 / MAX: 19.9

Llama.cpp

Llama.cpp is a port of Facebook's LLaMA model in C/C++ developed by Georgi Gerganov. Llama.cpp allows the inference of LLaMA and other supported models in C/C++. For CPU inference Llama.cpp supports AVX2/AVX-512, ARM NEON, and other modern ISAs along with features like OpenBLAS usage. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b1808Model: llama-2-13b.Q4_0.ggufab2468105.166.341. (CXX) g++ options: -std=c++11 -fPIC -O3 -pthread -march=native -mtune=native -lopenblas

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-Streamab90180270360450434.38433.02

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-Streamab36912159.14929.2258

Speedb

Speedb is a next-generation key value storage engine that is RocksDB compatible and aiming for stability, efficiency, and performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Random Fill Syncab7001400210028003500308230261. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Update Randomab50K100K150K200K250K2159402164331. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Random Fillab50K100K150K200K250K2333242393601. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Read Random Write Randomab200K400K600K800K1000K10117509785721. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Read While Writingab500K1000K1500K2000K2500K225789021043801. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Random Readab7M14M21M28M35M34248146342440041. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Sequential Fillab60K120K180K240K300K2758492672231. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

SVT-AV1

This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 4 - Input: Bosphorus 4Kab0.66351.3271.99052.6543.31752.9492.9311. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: GoogLeNetab81624324035.5633.16

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 1 - Model: VGG-16ab0.58281.16561.74842.33122.9142.592.13

Y-Cruncher

Y-Cruncher is a multi-threaded Pi benchmark capable of computing Pi to trillions of digits. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterY-Cruncher 0.8.3Pi Digits To Calculate: 1Bab112233445547.6547.20

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-Streamab71421283532.0631.43

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-Streamab306090120150124.67127.17

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-Streamab163248648071.2170.51

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-Streamab132639526556.1356.67

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Streamab110220330440550512.19515.22

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Streamab2468107.76767.7424

Llama.cpp

Llama.cpp is a port of Facebook's LLaMA model in C/C++ developed by Georgi Gerganov. Llama.cpp allows the inference of LLaMA and other supported models in C/C++. For CPU inference Llama.cpp supports AVX2/AVX-512, ARM NEON, and other modern ISAs along with features like OpenBLAS usage. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b1808Model: llama-2-7b.Q4_0.ggufab369121511.3212.671. (CXX) g++ options: -std=c++11 -fPIC -O3 -pthread -march=native -mtune=native -lopenblas

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Streamab110220330440550505.16509.34

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Streamab2468107.86607.8507

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Streamab100200300400500480.23478.92

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Streamab2468108.30408.3172

PyTorch

This is a benchmark of PyTorch making use of pytorch-benchmark [https://github.com/LukasHedegaard/pytorch-benchmark]. Currently this test profile is catered to CPU-based testing. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.1Device: CPU - Batch Size: 1 - Model: ResNet-50ab71421283526.5827.92MIN: 25.18 / MAX: 27.28MIN: 22.12 / MAX: 29.19

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Streamab153045607567.6367.84

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Streamab132639526559.0758.90

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-Streamab122436486052.7353.67

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-Streamab2040608010075.7674.49

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-Streamab36912159.977310.0658

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-Streamab90180270360450399.72396.22

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Streamab20406080100100.78101.34

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Streamab91827364539.6439.44

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-Streamab2040608010099.5399.73

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-Streamab91827364540.1540.07

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Streamab122436486052.2552.08

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Streamab2040608010076.4676.77

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: AlexNetab132639526559.3551.44

SVT-AV1

This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 8 - Input: Bosphorus 4Kab61218243023.5423.351. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

Y-Cruncher

Y-Cruncher is a multi-threaded Pi benchmark capable of computing Pi to trillions of digits. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterY-Cruncher 0.8.3Pi Digits To Calculate: 500Mab51015202522.3022.05

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 1 - Model: ResNet-50ab2468106.386.47

SVT-AV1

This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 4 - Input: Bosphorus 1080pab36912159.9569.7681. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 1 - Model: AlexNetab2468108.887.23

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 1 - Model: GoogLeNetab36912159.899.44

SVT-AV1

This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 8 - Input: Bosphorus 1080pab142842567063.9963.701. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 12 - Input: Bosphorus 4Kab2040608010078.3179.931. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 13 - Input: Bosphorus 4Kab2040608010078.8881.311. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 12 - Input: Bosphorus 1080pab60120180240300255.93268.081. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 13 - Input: Bosphorus 1080pab70140210280350316.49331.501. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

262 Results Shown

Apache Spark TPC-DS:
  10 - Q99
  10 - Q98
  10 - Q97
  10 - Q96
  10 - Q95
  10 - Q94
  10 - Q93
  10 - Q92
  10 - Q91
  10 - Q90
  10 - Q89
  10 - Q88
  10 - Q87
  10 - Q86
  10 - Q85
  10 - Q84
  10 - Q83
  10 - Q82
  10 - Q81
  10 - Q80
  10 - Q79
  10 - Q78
  10 - Q77
  10 - Q76
  10 - Q75
  10 - Q74
  10 - Q73
  10 - Q72
  10 - Q71
  10 - Q70
  10 - Q69
  10 - Q68
  10 - Q67
  10 - Q66
  10 - Q65
  10 - Q64
  10 - Q63
  10 - Q62
  10 - Q61
  10 - Q60
  10 - Q59
  10 - Q58
  10 - Q57
  10 - Q56
  10 - Q55
  10 - Q54
  10 - Q53
  10 - Q52
  10 - Q51
  10 - Q50
  10 - Q49
  10 - Q48
  10 - Q47
  10 - Q46
  10 - Q45
  10 - Q44
  10 - Q43
  10 - Q42
  10 - Q41
  10 - Q40
  10 - Q39
  10 - Q38
  10 - Q37
  10 - Q36
  10 - Q35
  10 - Q34
  10 - Q33
  10 - Q32
  10 - Q31
  10 - Q30
  10 - Q29
  10 - Q28
  10 - Q27
  10 - Q26
  10 - Q25
  10 - Q24
  10 - Q23
  10 - Q22
  10 - Q21
  10 - Q20
  10 - Q19
  10 - Q18
  10 - Q17
  10 - Q15
  10 - Q14
  10 - Q13
  10 - Q12
  10 - Q11
  10 - Q10
  10 - Q09
  10 - Q08
  10 - Q07
  10 - Q06
  10 - Q05
  10 - Q04
  10 - Q03
  10 - Q02
  10 - Q01
  1 - Q99
  1 - Q98
  1 - Q97
  1 - Q96
  1 - Q95
  1 - Q94
  1 - Q93
  1 - Q92
  1 - Q91
  1 - Q90
  1 - Q89
  1 - Q88
  1 - Q87
  1 - Q86
  1 - Q85
  1 - Q84
  1 - Q83
  1 - Q82
  1 - Q81
  1 - Q80
  1 - Q79
  1 - Q78
  1 - Q77
  1 - Q76
  1 - Q75
  1 - Q74
  1 - Q73
  1 - Q72
  1 - Q71
  1 - Q70
  1 - Q69
  1 - Q68
  1 - Q67
  1 - Q66
  1 - Q65
  1 - Q64
  1 - Q63
  1 - Q62
  1 - Q61
  1 - Q60
  1 - Q59
  1 - Q58
  1 - Q57
  1 - Q56
  1 - Q55
  1 - Q54
  1 - Q53
  1 - Q52
  1 - Q51
  1 - Q50
  1 - Q49
  1 - Q48
  1 - Q47
  1 - Q46
  1 - Q45
  1 - Q44
  1 - Q43
  1 - Q42
  1 - Q41
  1 - Q40
  1 - Q39
  1 - Q38
  1 - Q37
  1 - Q36
  1 - Q35
  1 - Q34
  1 - Q33
  1 - Q32
  1 - Q31
  1 - Q30
  1 - Q29
  1 - Q28
  1 - Q27
  1 - Q26
  1 - Q25
  1 - Q24
  1 - Q23
  1 - Q22
  1 - Q21
  1 - Q20
  1 - Q19
  1 - Q18
  1 - Q17
  1 - Q16
  1 - Q15
  1 - Q14
  1 - Q13
  1 - Q12
  1 - Q11
  1 - Q10
  1 - Q09
  1 - Q08
  1 - Q07
  1 - Q06
  1 - Q05
  1 - Q04
  1 - Q03
  1 - Q02
  1 - Q01
Quicksilver:
  CTS2
  CORAL2 P2
PyTorch
TensorFlow
LeelaChessZero:
  BLAS
  Eigen
PyTorch:
  CPU - 16 - ResNet-152
  CPU - 1 - Efficientnet_v2_l
TensorFlow
Quicksilver
CacheBench:
  Read / Modify / Write
  Write
  Read
PyTorch:
  CPU - 1 - ResNet-152
  CPU - 16 - ResNet-50
Llama.cpp
Neural Magic DeepSparse:
  BERT-Large, NLP Question Answering - Asynchronous Multi-Stream:
    ms/batch
    items/sec
Speedb:
  Rand Fill Sync
  Update Rand
  Rand Fill
  Read Rand Write Rand
  Read While Writing
  Rand Read
  Seq Fill
SVT-AV1
TensorFlow:
  CPU - 16 - GoogLeNet
  CPU - 1 - VGG-16
Y-Cruncher
Neural Magic DeepSparse:
  NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Stream:
    ms/batch
    items/sec
Llama.cpp
Neural Magic DeepSparse:
  NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Stream:
    ms/batch
    items/sec
PyTorch
Neural Magic DeepSparse:
  NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  ResNet-50, Baseline - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  ResNet-50, Sparse INT8 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  CV Detection, YOLOv5s COCO - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Stream:
    ms/batch
    items/sec
TensorFlow
SVT-AV1
Y-Cruncher
TensorFlow
SVT-AV1
TensorFlow:
  CPU - 1 - AlexNet
  CPU - 1 - GoogLeNet
SVT-AV1:
  Preset 8 - Bosphorus 1080p
  Preset 12 - Bosphorus 4K
  Preset 13 - Bosphorus 4K
  Preset 12 - Bosphorus 1080p
  Preset 13 - Bosphorus 1080p