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.

HTML result view exported from: https://openbenchmarking.org/result/2401146-NE-RPYCJAN6573&rdt&grs.

rpyc janProcessorMotherboardChipsetMemoryDiskGraphicsNetworkOSKernelDisplay ServerCompilerFile-SystemScreen ResolutionabAMD 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 12.2.0ext41024x768OpenBenchmarking.orgKernel Details- Transparent Huge Pages: alwaysCompiler Details- --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 Processor Details- Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8301034 Java Details- OpenJDK Runtime Environment (build 17.0.9+9-Debian-1deb12u1)Python Details- Python 3.11.2Security Details- 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

rpyc janspark-tpcds: 10 - Q90llama-cpp: llama-2-13b.Q4_0.gguftensorflow: CPU - 1 - AlexNettensorflow: CPU - 1 - VGG-16spark-tpcds: 10 - Q33spark-tpcds: 1 - Q39spark-tpcds: 10 - Q46spark-tpcds: 1 - Q16spark-tpcds: 10 - Q48spark-tpcds: 1 - Q33tensorflow: CPU - 16 - AlexNettensorflow: CPU - 16 - ResNet-50spark-tpcds: 10 - Q38spark-tpcds: 1 - Q79spark-tpcds: 10 - Q65spark-tpcds: 1 - Q73llama-cpp: llama-2-7b.Q4_0.ggufspark-tpcds: 1 - Q40spark-tpcds: 1 - Q65spark-tpcds: 10 - Q97spark-tpcds: 10 - Q26spark-tpcds: 10 - Q99spark-tpcds: 10 - Q27tensorflow: CPU - 16 - VGG-16spark-tpcds: 1 - Q75spark-tpcds: 1 - Q24spark-tpcds: 1 - Q82pytorch: CPU - 16 - ResNet-152spark-tpcds: 10 - Q31spark-tpcds: 10 - Q03spark-tpcds: 10 - Q73spark-tpcds: 10 - Q36spark-tpcds: 1 - Q45spark-tpcds: 1 - Q56spark-tpcds: 10 - Q76spark-tpcds: 1 - Q88spark-tpcds: 1 - Q18spark-tpcds: 10 - Q02spark-tpcds: 10 - Q92spark-tpcds: 10 - Q42spark-tpcds: 1 - Q53spark-tpcds: 10 - Q55spark-tpcds: 1 - Q42spark-tpcds: 10 - Q79speedb: Read While Writingtensorflow: CPU - 16 - GoogLeNetspark-tpcds: 1 - Q55spark-tpcds: 1 - Q28spark-tpcds: 10 - Q14pytorch: CPU - 16 - Efficientnet_v2_lspark-tpcds: 10 - Q63spark-tpcds: 10 - Q77spark-tpcds: 10 - Q06spark-tpcds: 1 - Q09spark-tpcds: 10 - Q60spark-tpcds: 10 - Q68spark-tpcds: 10 - Q09spark-tpcds: 10 - Q13spark-tpcds: 10 - Q32spark-tpcds: 1 - Q63spark-tpcds: 10 - Q96spark-tpcds: 1 - Q60spark-tpcds: 10 - Q34spark-tpcds: 1 - Q78pytorch: CPU - 1 - ResNet-152spark-tpcds: 10 - Q57spark-tpcds: 1 - Q99spark-tpcds: 10 - Q88spark-tpcds: 10 - Q15spark-tpcds: 10 - Q40spark-tpcds: 1 - Q08spark-tpcds: 1 - Q80spark-tpcds: 1 - Q04spark-tpcds: 1 - Q98spark-tpcds: 1 - Q31pytorch: CPU - 1 - ResNet-50spark-tpcds: 10 - Q44spark-tpcds: 1 - Q52spark-tpcds: 10 - Q85spark-tpcds: 1 - Q51tensorflow: CPU - 1 - GoogLeNetsvt-av1: Preset 12 - Bosphorus 1080psvt-av1: Preset 13 - Bosphorus 1080pspark-tpcds: 1 - Q25spark-tpcds: 1 - Q69spark-tpcds: 10 - Q21spark-tpcds: 10 - Q01spark-tpcds: 10 - Q98spark-tpcds: 1 - Q87spark-tpcds: 10 - Q89spark-tpcds: 10 - Q87spark-tpcds: 10 - Q28spark-tpcds: 1 - Q76spark-tpcds: 1 - Q06spark-tpcds: 1 - Q26spark-tpcds: 1 - Q21spark-tpcds: 10 - Q69spark-tpcds: 1 - Q13spark-tpcds: 10 - Q56spark-tpcds: 10 - Q67spark-tpcds: 10 - Q93spark-tpcds: 10 - Q11spark-tpcds: 10 - Q10spark-tpcds: 1 - Q59spark-tpcds: 10 - Q66spark-tpcds: 10 - Q53spark-tpcds: 10 - Q95spark-tpcds: 10 - Q37spark-tpcds: 1 - Q94spark-tpcds: 10 - Q07spark-tpcds: 10 - Q51spark-tpcds: 1 - Q74speedb: Read Rand Write Randpytorch: CPU - 1 - Efficientnet_v2_lspark-tpcds: 10 - Q86spark-tpcds: 10 - Q82speedb: Seq Fillspark-tpcds: 10 - Q47spark-tpcds: 10 - Q41spark-tpcds: 1 - Q44svt-av1: Preset 13 - Bosphorus 4Kspark-tpcds: 10 - Q49spark-tpcds: 1 - Q86spark-tpcds: 1 - Q66pytorch: CPU - 16 - ResNet-50spark-tpcds: 1 - Q17spark-tpcds: 1 - Q36spark-tpcds: 10 - Q54spark-tpcds: 10 - Q71spark-tpcds: 1 - Q85spark-tpcds: 1 - Q58spark-tpcds: 1 - Q96spark-tpcds: 1 - Q50spark-tpcds: 1 - Q48spark-tpcds: 10 - Q18spark-tpcds: 1 - Q68spark-tpcds: 1 - Q54spark-tpcds: 1 - Q64speedb: Rand Fillspark-tpcds: 10 - Q39spark-tpcds: 1 - Q05spark-tpcds: 10 - Q62spark-tpcds: 1 - Q07lczero: Eigenspark-tpcds: 10 - Q35spark-tpcds: 1 - Q90spark-tpcds: 10 - Q23spark-tpcds: 10 - Q45spark-tpcds: 10 - Q52spark-tpcds: 1 - Q20spark-tpcds: 1 - Q97lczero: BLASspark-tpcds: 10 - Q83spark-tpcds: 10 - Q75spark-tpcds: 1 - Q46spark-tpcds: 10 - Q22spark-tpcds: 10 - Q19spark-tpcds: 10 - Q59spark-tpcds: 1 - Q38svt-av1: Preset 12 - Bosphorus 4Kspark-tpcds: 1 - Q27deepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Streamspark-tpcds: 1 - Q29deepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Streamspark-tpcds: 1 - Q35spark-tpcds: 1 - Q47spark-tpcds: 1 - Q95svt-av1: Preset 4 - Bosphorus 1080pspark-tpcds: 1 - Q34spark-tpcds: 1 - Q11speedb: Rand Fill Syncspark-tpcds: 10 - Q25spark-tpcds: 1 - Q61spark-tpcds: 1 - Q83deepsparse: ResNet-50, Baseline - Asynchronous Multi-Streamspark-tpcds: 1 - Q02spark-tpcds: 1 - Q89spark-tpcds: 1 - Q01deepsparse: ResNet-50, Baseline - Asynchronous Multi-Streamspark-tpcds: 10 - Q61spark-tpcds: 1 - Q49spark-tpcds: 1 - Q15spark-tpcds: 1 - Q81spark-tpcds: 1 - Q72spark-tpcds: 10 - Q64spark-tpcds: 10 - Q70spark-tpcds: 1 - Q43spark-tpcds: 1 - Q91tensorflow: CPU - 1 - ResNet-50spark-tpcds: 10 - Q84spark-tpcds: 10 - Q24spark-tpcds: 10 - Q29spark-tpcds: 1 - Q37y-cruncher: 500Mspark-tpcds: 1 - Q41spark-tpcds: 1 - Q67deepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Streamy-cruncher: 1Bspark-tpcds: 1 - Q22deepsparse: ResNet-50, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: ResNet-50, Sparse INT8 - Asynchronous Multi-Streamspark-tpcds: 1 - Q70svt-av1: Preset 8 - Bosphorus 4Kdeepsparse: BERT-Large, NLP Question Answering - Asynchronous Multi-Streamdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Streamspark-tpcds: 1 - Q32quicksilver: CORAL2 P1spark-tpcds: 1 - Q23spark-tpcds: 10 - Q74svt-av1: Preset 4 - Bosphorus 4Kspark-tpcds: 1 - Q10spark-tpcds: 1 - Q57deepsparse: NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Streamspark-tpcds: 1 - Q77deepsparse: CV Detection, YOLOv5s COCO - Asynchronous Multi-Streamspark-tpcds: 1 - Q93spark-tpcds: 1 - Q92deepsparse: CV Detection, YOLOv5s COCO - Asynchronous Multi-Streamspark-tpcds: 10 - Q58spark-tpcds: 1 - Q19spark-tpcds: 10 - Q43spark-tpcds: 1 - Q12spark-tpcds: 1 - Q14svt-av1: Preset 8 - Bosphorus 1080pspark-tpcds: 10 - Q05deepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Streamspark-tpcds: 10 - Q08spark-tpcds: 10 - Q81deepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Streamdeepsparse: NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering - Asynchronous Multi-Streamspark-tpcds: 10 - Q04spark-tpcds: 1 - Q84deepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Streamspark-tpcds: 10 - Q72deepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Streamspark-tpcds: 1 - Q62spark-tpcds: 1 - Q71speedb: Update Randspark-tpcds: 10 - Q94quicksilver: CORAL2 P2spark-tpcds: 10 - Q91deepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Streamcachebench: Writespark-tpcds: 10 - Q30deepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Streamspark-tpcds: 10 - Q17spark-tpcds: 10 - Q50quicksilver: CTS2spark-tpcds: 10 - Q78cachebench: Read / Modify / Writecachebench: Readspeedb: Rand Readspark-tpcds: 10 - Q80spark-tpcds: 10 - Q20spark-tpcds: 10 - Q12spark-tpcds: 1 - Q30spark-tpcds: 1 - Q03ab4.035.168.882.597.131.195.342.594.914.7459.3511.528.953.9584.3111.323.984.628.045.634.435.854.697.880.945.057.4410.193.935.494.933.835.096.16.615.665.034.163.853.53.783.015.38225789035.562.916.768.924.194.857.087.984.297.475.894.975.854.283.713.235.286.497.6910.837.713.668.635.28.344.397.427.472.26.6326.582.783.288.186.639.89255.926316.4936.094.785.255.62.344.994.998.378.384.574.164.183.756.634.665.9912.5211.7614.917.224.415.994.214.685.82.785.5911.325.810117505.9146.452758498.673.234.278.8778.43.75.8920.056.364.137.255.735.734.892.814.254.296.464.45.157.632333243.185.74.24.52837.683.8715.495.64.222.25.181305.3913.694.1211.935.855.864.9478.314.4232.05616.1124.6685.136.263.69.9564.296.58308214.152.773.9452.73284.524.054.175.75542.965.364.283.728.4821.115.293.343.526.385.166.3414.252.522.3032.715.7971.214556.132447.6484.279.9773399.71624.623.5429.1492505.15833.8273640004.119.422.9494.965.04512.18585.13100.78053.753.939.63746.224.194.262.164.463.9919.4776.45685.65.6352.2457.7676434.376919.183.3267.634559.069739.02480.22543.854.192159404.4976790004.9499.52857.86640.148955386.264125.88.30414.29.77598600019.5557602.7196749891.0859163424814617.992.262.363.813.173.26.347.232.135.911.436.293.054.185.4851.4410.047.944.447.133.8512.674.455.157.225.063.996.494.237.121.044.578.219.244.326.025.44.194.665.597.216.175.484.534.163.784.073.245.01210438033.163.126.328.344.485.187.568.524.0276.275.295.54.553.493.044.976.117.2411.507.273.888.165.497.94.167.047.872.096.9727.922.653.447.86.959.44268.084331.4955.8255.495.362.245.214.788.028.034.384.344.363.916.914.856.2313.0211.3114.346.954.586.224.374.516.012.885.7910.9369785726.113.876.662672238.43.134.0781.3138.153.815.7219.486.184.257.465.575.575.032.894.374.416.644.525.297.832393603.265.844.14.63857.53.7815.135.474.322.155.31335.27144.2112.195.735.744.8479.9274.5131.42545.98127.1685.036.143.679.7684.216.46302614.412.824.0153.66924.63.984.0374.48813.015.454.353.788.3520.795.213.393.576.475.096.2614.432.5322.0482.745.7370.512156.674347.24.2310.0658396.21724.5623.3459.2258509.33723.8573080004.149.482.9314.995.07515.22015.1101.33813.733.9239.44076.254.214.282.174.3863.7049.4376.76585.625.6552.07537.7424433.020719.243.3367.836758.89739.13478.92493.864.182164334.4876620004.9399.72637.850740.073755484.0503435.818.317214.189.78598200019.5457618.9027979892.7385443424400417.992.262.363.813.17OpenBenchmarking.org

Apache Spark TPC-DS

Scale Factor: 10 - Q90

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

Llama.cpp

Model: llama-2-13b.Q4_0.gguf

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

TensorFlow

Device: CPU - Batch Size: 1 - Model: AlexNet

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

TensorFlow

Device: CPU - Batch Size: 1 - Model: VGG-16

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

Apache Spark TPC-DS

Scale Factor: 10 - Q33

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

Apache Spark TPC-DS

Scale Factor: 1 - Q39

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

Apache Spark TPC-DS

Scale Factor: 10 - Q46

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

Apache Spark TPC-DS

Scale Factor: 1 - Q16

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

Apache Spark TPC-DS

Scale Factor: 10 - Q48

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

Apache Spark TPC-DS

Scale Factor: 1 - Q33

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

TensorFlow

Device: CPU - Batch Size: 16 - Model: AlexNet

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

TensorFlow

Device: CPU - Batch Size: 16 - Model: ResNet-50

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

Apache Spark TPC-DS

Scale Factor: 10 - Q38

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

Apache Spark TPC-DS

Scale Factor: 1 - Q79

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

Apache Spark TPC-DS

Scale Factor: 10 - Q65

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

Apache Spark TPC-DS

Scale Factor: 1 - Q73

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

Llama.cpp

Model: llama-2-7b.Q4_0.gguf

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

Apache Spark TPC-DS

Scale Factor: 1 - Q40

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

Apache Spark TPC-DS

Scale Factor: 1 - Q65

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

Apache Spark TPC-DS

Scale Factor: 10 - Q97

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

Apache Spark TPC-DS

Scale Factor: 10 - Q26

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

Apache Spark TPC-DS

Scale Factor: 10 - Q99

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

Apache Spark TPC-DS

Scale Factor: 10 - Q27

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

TensorFlow

Device: CPU - Batch Size: 16 - Model: VGG-16

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

Apache Spark TPC-DS

Scale Factor: 1 - Q75

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

Apache Spark TPC-DS

Scale Factor: 1 - Q24

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

Apache Spark TPC-DS

Scale Factor: 1 - Q82

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

PyTorch

Device: CPU - Batch Size: 16 - Model: ResNet-152

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

Apache Spark TPC-DS

Scale Factor: 10 - Q31

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

Apache Spark TPC-DS

Scale Factor: 10 - Q03

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

Apache Spark TPC-DS

Scale Factor: 10 - Q73

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

Apache Spark TPC-DS

Scale Factor: 10 - Q36

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

Apache Spark TPC-DS

Scale Factor: 1 - Q45

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

Apache Spark TPC-DS

Scale Factor: 1 - Q56

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

Apache Spark TPC-DS

Scale Factor: 10 - Q76

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

Apache Spark TPC-DS

Scale Factor: 1 - Q88

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

Apache Spark TPC-DS

Scale Factor: 1 - Q18

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

Apache Spark TPC-DS

Scale Factor: 10 - Q02

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

Apache Spark TPC-DS

Scale Factor: 10 - Q92

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

Apache Spark TPC-DS

Scale Factor: 10 - Q42

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

Apache Spark TPC-DS

Scale Factor: 1 - Q53

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

Apache Spark TPC-DS

Scale Factor: 10 - Q55

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

Apache Spark TPC-DS

Scale Factor: 1 - Q42

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

Apache Spark TPC-DS

Scale Factor: 10 - Q79

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

Speedb

Test: Read While Writing

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

TensorFlow

Device: CPU - Batch Size: 16 - Model: GoogLeNet

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

Apache Spark TPC-DS

Scale Factor: 1 - Q55

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

Apache Spark TPC-DS

Scale Factor: 1 - Q28

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

Apache Spark TPC-DS

Scale Factor: 10 - Q14

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

PyTorch

Device: CPU - Batch Size: 16 - Model: Efficientnet_v2_l

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

Apache Spark TPC-DS

Scale Factor: 10 - Q63

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

Apache Spark TPC-DS

Scale Factor: 10 - Q77

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

Apache Spark TPC-DS

Scale Factor: 10 - Q06

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

Apache Spark TPC-DS

Scale Factor: 1 - Q09

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

Apache Spark TPC-DS

Scale Factor: 10 - Q60

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

Apache Spark TPC-DS

Scale Factor: 10 - Q68

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

Apache Spark TPC-DS

Scale Factor: 10 - Q09

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

Apache Spark TPC-DS

Scale Factor: 10 - Q13

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

Apache Spark TPC-DS

Scale Factor: 10 - Q32

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

Apache Spark TPC-DS

Scale Factor: 1 - Q63

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

Apache Spark TPC-DS

Scale Factor: 10 - Q96

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

Apache Spark TPC-DS

Scale Factor: 1 - Q60

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

Apache Spark TPC-DS

Scale Factor: 10 - Q34

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

Apache Spark TPC-DS

Scale Factor: 1 - Q78

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

PyTorch

Device: CPU - Batch Size: 1 - Model: ResNet-152

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

Apache Spark TPC-DS

Scale Factor: 10 - Q57

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

Apache Spark TPC-DS

Scale Factor: 1 - Q99

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

Apache Spark TPC-DS

Scale Factor: 10 - Q88

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

Apache Spark TPC-DS

Scale Factor: 10 - Q15

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

Apache Spark TPC-DS

Scale Factor: 10 - Q40

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

Apache Spark TPC-DS

Scale Factor: 1 - Q08

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

Apache Spark TPC-DS

Scale Factor: 1 - Q80

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

Apache Spark TPC-DS

Scale Factor: 1 - Q04

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

Apache Spark TPC-DS

Scale Factor: 1 - Q98

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

Apache Spark TPC-DS

Scale Factor: 1 - Q31

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

PyTorch

Device: CPU - Batch Size: 1 - Model: ResNet-50

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

Apache Spark TPC-DS

Scale Factor: 10 - Q44

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

Apache Spark TPC-DS

Scale Factor: 1 - Q52

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

Apache Spark TPC-DS

Scale Factor: 10 - Q85

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

Apache Spark TPC-DS

Scale Factor: 1 - Q51

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

TensorFlow

Device: CPU - Batch Size: 1 - Model: GoogLeNet

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

SVT-AV1

Encoder Mode: Preset 12 - Input: Bosphorus 1080p

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

SVT-AV1

Encoder Mode: Preset 13 - Input: Bosphorus 1080p

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

Apache Spark TPC-DS

Scale Factor: 1 - Q25

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

Apache Spark TPC-DS

Scale Factor: 1 - Q69

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

Apache Spark TPC-DS

Scale Factor: 10 - Q21

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

Apache Spark TPC-DS

Scale Factor: 10 - Q01

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

Apache Spark TPC-DS

Scale Factor: 10 - Q98

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

Apache Spark TPC-DS

Scale Factor: 1 - Q87

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

Apache Spark TPC-DS

Scale Factor: 10 - Q89

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

Apache Spark TPC-DS

Scale Factor: 10 - Q87

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

Apache Spark TPC-DS

Scale Factor: 10 - Q28

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

Apache Spark TPC-DS

Scale Factor: 1 - Q76

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

Apache Spark TPC-DS

Scale Factor: 1 - Q06

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

Apache Spark TPC-DS

Scale Factor: 1 - Q26

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

Apache Spark TPC-DS

Scale Factor: 1 - Q21

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

Apache Spark TPC-DS

Scale Factor: 10 - Q69

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

Apache Spark TPC-DS

Scale Factor: 1 - Q13

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

Apache Spark TPC-DS

Scale Factor: 10 - Q56

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

Apache Spark TPC-DS

Scale Factor: 10 - Q67

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

Apache Spark TPC-DS

Scale Factor: 10 - Q93

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

Apache Spark TPC-DS

Scale Factor: 10 - Q11

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

Apache Spark TPC-DS

Scale Factor: 10 - Q10

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

Apache Spark TPC-DS

Scale Factor: 1 - Q59

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

Apache Spark TPC-DS

Scale Factor: 10 - Q66

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

Apache Spark TPC-DS

Scale Factor: 10 - Q53

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

Apache Spark TPC-DS

Scale Factor: 10 - Q95

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

Apache Spark TPC-DS

Scale Factor: 10 - Q37

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

Apache Spark TPC-DS

Scale Factor: 1 - Q94

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

Apache Spark TPC-DS

Scale Factor: 10 - Q07

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

Apache Spark TPC-DS

Scale Factor: 10 - Q51

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

Apache Spark TPC-DS

Scale Factor: 1 - Q74

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

Speedb

Test: Read Random Write Random

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

PyTorch

Device: CPU - Batch Size: 1 - Model: Efficientnet_v2_l

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

Apache Spark TPC-DS

Scale Factor: 10 - Q86

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

Apache Spark TPC-DS

Scale Factor: 10 - Q82

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

Speedb

Test: Sequential Fill

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

Apache Spark TPC-DS

Scale Factor: 10 - Q47

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

Apache Spark TPC-DS

Scale Factor: 10 - Q41

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

Apache Spark TPC-DS

Scale Factor: 1 - Q44

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

SVT-AV1

Encoder Mode: Preset 13 - Input: Bosphorus 4K

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

Apache Spark TPC-DS

Scale Factor: 10 - Q49

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

Apache Spark TPC-DS

Scale Factor: 1 - Q86

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

Apache Spark TPC-DS

Scale Factor: 1 - Q66

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

PyTorch

Device: CPU - Batch Size: 16 - Model: ResNet-50

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

Apache Spark TPC-DS

Scale Factor: 1 - Q17

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

Apache Spark TPC-DS

Scale Factor: 1 - Q36

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

Apache Spark TPC-DS

Scale Factor: 10 - Q54

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

Apache Spark TPC-DS

Scale Factor: 10 - Q71

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

Apache Spark TPC-DS

Scale Factor: 1 - Q85

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

Apache Spark TPC-DS

Scale Factor: 1 - Q58

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

Apache Spark TPC-DS

Scale Factor: 1 - Q96

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

Apache Spark TPC-DS

Scale Factor: 1 - Q50

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

Apache Spark TPC-DS

Scale Factor: 1 - Q48

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

Apache Spark TPC-DS

Scale Factor: 10 - Q18

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

Apache Spark TPC-DS

Scale Factor: 1 - Q68

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

Apache Spark TPC-DS

Scale Factor: 1 - Q54

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

Apache Spark TPC-DS

Scale Factor: 1 - Q64

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

Speedb

Test: Random Fill

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

Apache Spark TPC-DS

Scale Factor: 10 - Q39

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

Apache Spark TPC-DS

Scale Factor: 1 - Q05

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

Apache Spark TPC-DS

Scale Factor: 10 - Q62

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

Apache Spark TPC-DS

Scale Factor: 1 - Q07

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

LeelaChessZero

Backend: Eigen

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

Apache Spark TPC-DS

Scale Factor: 10 - Q35

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

Apache Spark TPC-DS

Scale Factor: 1 - Q90

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

Apache Spark TPC-DS

Scale Factor: 10 - Q23

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

Apache Spark TPC-DS

Scale Factor: 10 - Q45

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

Apache Spark TPC-DS

Scale Factor: 10 - Q52

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

Apache Spark TPC-DS

Scale Factor: 1 - Q20

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

Apache Spark TPC-DS

Scale Factor: 1 - Q97

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

LeelaChessZero

Backend: BLAS

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

Apache Spark TPC-DS

Scale Factor: 10 - Q83

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

Apache Spark TPC-DS

Scale Factor: 10 - Q75

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

Apache Spark TPC-DS

Scale Factor: 1 - Q46

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

Apache Spark TPC-DS

Scale Factor: 10 - Q22

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

Apache Spark TPC-DS

Scale Factor: 10 - Q19

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

Apache Spark TPC-DS

Scale Factor: 10 - Q59

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

Apache Spark TPC-DS

Scale Factor: 1 - Q38

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

SVT-AV1

Encoder Mode: Preset 12 - Input: Bosphorus 4K

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

Apache Spark TPC-DS

Scale Factor: 1 - Q27

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

Neural Magic DeepSparse

Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 1 - Q29

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

Neural Magic DeepSparse

Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 1 - Q35

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

Apache Spark TPC-DS

Scale Factor: 1 - Q47

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

Apache Spark TPC-DS

Scale Factor: 1 - Q95

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

SVT-AV1

Encoder Mode: Preset 4 - Input: Bosphorus 1080p

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

Apache Spark TPC-DS

Scale Factor: 1 - Q34

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

Apache Spark TPC-DS

Scale Factor: 1 - Q11

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

Speedb

Test: Random Fill Sync

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

Apache Spark TPC-DS

Scale Factor: 10 - Q25

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

Apache Spark TPC-DS

Scale Factor: 1 - Q61

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

Apache Spark TPC-DS

Scale Factor: 1 - Q83

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

Neural Magic DeepSparse

Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 1 - Q02

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

Apache Spark TPC-DS

Scale Factor: 1 - Q89

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

Apache Spark TPC-DS

Scale Factor: 1 - Q01

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

Neural Magic DeepSparse

Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 10 - Q61

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

Apache Spark TPC-DS

Scale Factor: 1 - Q49

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

Apache Spark TPC-DS

Scale Factor: 1 - Q15

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

Apache Spark TPC-DS

Scale Factor: 1 - Q81

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

Apache Spark TPC-DS

Scale Factor: 1 - Q72

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

Apache Spark TPC-DS

Scale Factor: 10 - Q64

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

Apache Spark TPC-DS

Scale Factor: 10 - Q70

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

Apache Spark TPC-DS

Scale Factor: 1 - Q43

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

Apache Spark TPC-DS

Scale Factor: 1 - Q91

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

TensorFlow

Device: CPU - Batch Size: 1 - Model: ResNet-50

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

Apache Spark TPC-DS

Scale Factor: 10 - Q84

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

Apache Spark TPC-DS

Scale Factor: 10 - Q24

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

Apache Spark TPC-DS

Scale Factor: 10 - Q29

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

Apache Spark TPC-DS

Scale Factor: 1 - Q37

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

Y-Cruncher

Pi Digits To Calculate: 500M

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

Apache Spark TPC-DS

Scale Factor: 1 - Q41

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

Apache Spark TPC-DS

Scale Factor: 1 - Q67

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

Neural Magic DeepSparse

Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-Stream

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

Neural Magic DeepSparse

Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-Stream

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

Y-Cruncher

Pi Digits To Calculate: 1B

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

Apache Spark TPC-DS

Scale Factor: 1 - Q22

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

Neural Magic DeepSparse

Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-Stream

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

Neural Magic DeepSparse

Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 1 - Q70

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

SVT-AV1

Encoder Mode: Preset 8 - Input: Bosphorus 4K

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

Neural Magic DeepSparse

Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-Stream

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

Neural Magic DeepSparse

Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 1 - Q32

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

Quicksilver

Input: CORAL2 P1

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

Apache Spark TPC-DS

Scale Factor: 1 - Q23

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

Apache Spark TPC-DS

Scale Factor: 10 - Q74

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

SVT-AV1

Encoder Mode: Preset 4 - Input: Bosphorus 4K

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

Apache Spark TPC-DS

Scale Factor: 1 - Q10

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

Apache Spark TPC-DS

Scale Factor: 1 - Q57

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

Neural Magic DeepSparse

Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 1 - Q77

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

Neural Magic DeepSparse

Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 1 - Q93

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

Apache Spark TPC-DS

Scale Factor: 1 - Q92

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

Neural Magic DeepSparse

Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 10 - Q58

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

Apache Spark TPC-DS

Scale Factor: 1 - Q19

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

Apache Spark TPC-DS

Scale Factor: 10 - Q43

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

Apache Spark TPC-DS

Scale Factor: 1 - Q12

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

Apache Spark TPC-DS

Scale Factor: 1 - Q14

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

SVT-AV1

Encoder Mode: Preset 8 - Input: Bosphorus 1080p

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

Apache Spark TPC-DS

Scale Factor: 10 - Q05

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

Neural Magic DeepSparse

Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 10 - Q08

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

Apache Spark TPC-DS

Scale Factor: 10 - Q81

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

Neural Magic DeepSparse

Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream

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

Neural Magic DeepSparse

Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream

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

Neural Magic DeepSparse

Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 10 - Q04

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

Apache Spark TPC-DS

Scale Factor: 1 - Q84

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

Neural Magic DeepSparse

Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream

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

Neural Magic DeepSparse

Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 10 - Q72

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

Neural Magic DeepSparse

Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 1 - Q62

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

Apache Spark TPC-DS

Scale Factor: 1 - Q71

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

Speedb

Test: Update Random

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

Apache Spark TPC-DS

Scale Factor: 10 - Q94

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

Quicksilver

Input: CORAL2 P2

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

Apache Spark TPC-DS

Scale Factor: 10 - Q91

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

Neural Magic DeepSparse

Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-Stream

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

Neural Magic DeepSparse

Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream

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

Neural Magic DeepSparse

Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-Stream

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

CacheBench

Test: Write

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

Apache Spark TPC-DS

Scale Factor: 10 - Q30

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

Neural Magic DeepSparse

Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream

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

Apache Spark TPC-DS

Scale Factor: 10 - Q17

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

Apache Spark TPC-DS

Scale Factor: 10 - Q50

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

Quicksilver

Input: CTS2

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

Apache Spark TPC-DS

Scale Factor: 10 - Q78

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

CacheBench

Test: Read / Modify / Write

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

CacheBench

Test: Read

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

Speedb

Test: Random Read

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

Apache Spark TPC-DS

Scale Factor: 10 - Q80

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

Apache Spark TPC-DS

Scale Factor: 10 - Q20

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

Apache Spark TPC-DS

Scale Factor: 10 - Q12

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

Apache Spark TPC-DS

Scale Factor: 1 - Q30

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

Apache Spark TPC-DS

Scale Factor: 1 - Q03

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

Phoronix Test Suite v10.8.5