4500u db

AMD Ryzen 5 4500U testing with a LENOVO LNVNB161216 (EECN20WW BIOS) and AMD Renoir 512MB on Pop 22.04 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2208208-NE-4500UDB7419&sor&grs.

4500u dbProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionABCAMD Ryzen 5 4500U @ 2.38GHz (6 Cores)LENOVO LNVNB161216 (EECN20WW BIOS)AMD Renoir/Cezanne16GB256GB SK hynix HFM256GDHTNI-87A0BAMD Renoir 512MB (1500/400MHz)AMD Renoir Radeon HD AudioRealtek RTL8822CE 802.11ac PCIePop 22.045.17.5-76051705-generic (x86_64)GNOME Shell 42.1X Server 1.21.1.34.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.44)1.2.204GCC 11.2.0ext41920x1080AMD Renoir 512MB (1500MHz)OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseCompiler Details- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-gBFGDP/gcc-11-11.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-gBFGDP/gcc-11-11.2.0/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-build-config=bootstrap-lto-lean --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) - Platform Profile: balanced - CPU Microcode: 0x8600102 - ACPI Profile: balanced Java Details- OpenJDK Runtime Environment (build 11.0.15+10-Ubuntu-0ubuntu0.22.04.1)Python Details- Python 3.10.4Security Details- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + 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 IBRS_FW STIBP: disabled RSB filling + srbds: Not affected + tsx_async_abort: Not affected

4500u dbncnn: CPU - shufflenet-v2ncnn: CPU - regnety_400mncnn: CPU-v3-v3 - mobilenet-v3ncnn: CPU - efficientnet-b0ncnn: CPU - mnasnetdragonflydb: 200 - 5:1dragonflydb: 50 - 1:1dragonflydb: 200 - 1:5ncnn: CPU - resnet50dragonflydb: 50 - 1:5ncnn: CPU - FastestDetdragonflydb: 200 - 1:1ncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU - googlenetspark: 40000000 - 500 - Inner Join Test Timedragonflydb: 50 - 5:1spark: 1000000 - 2000 - Inner Join Test Timeredis: LPOP - 50redis: LPOP - 500spark: 10000000 - 1000 - Broadcast Inner Join Test Timespark: 1000000 - 100 - Broadcast Inner Join Test Timespark: 1000000 - 1000 - SHA-512 Benchmark Timespark: 1000000 - 500 - Group By Test Timespark: 1000000 - 100 - Repartition Test Timeredis: GET - 50spark: 40000000 - 500 - Repartition Test Timencnn: CPU - blazefacespark: 10000000 - 500 - Repartition Test Timespark: 40000000 - 100 - Inner Join Test Timespark: 1000000 - 100 - Group By Test Timespark: 40000000 - 100 - Group By Test Timespark: 20000000 - 2000 - Group By Test Timespark: 10000000 - 100 - Repartition Test Timespark: 40000000 - 2000 - Group By Test Timespark: 1000000 - 500 - Repartition Test Timespark: 10000000 - 1000 - Inner Join Test Timespark: 40000000 - 100 - Repartition Test Timespark: 1000000 - 500 - Inner Join Test Timespark: 10000000 - 100 - Inner Join Test Timespark: 1000000 - 1000 - Broadcast Inner Join Test Timespark: 1000000 - 2000 - Broadcast Inner Join Test Timemnn: squeezenetv1.1spark: 10000000 - 1000 - Group By Test Timespark: 40000000 - 2000 - Inner Join Test Timespark: 40000000 - 1000 - Inner Join Test Timememtier-benchmark: Redis - 50 - 1:1mnn: mobilenet-v1-1.0spark: 10000000 - 1000 - Repartition Test Timespark: 1000000 - 500 - Broadcast Inner Join Test Timespark: 40000000 - 100 - Broadcast Inner Join Test Timespark: 1000000 - 1000 - Repartition Test Timespark: 10000000 - 2000 - Group By Test Timememtier-benchmark: Redis - 50 - 1:5redis: LPUSH - 50spark: 1000000 - 100 - SHA-512 Benchmark Timespark: 20000000 - 100 - Broadcast Inner Join Test Timespark: 40000000 - 500 - Broadcast Inner Join Test Timemnn: SqueezeNetV1.0spark: 20000000 - 500 - Group By Test Timespark: 20000000 - 1000 - Inner Join Test Timespark: 1000000 - 100 - Inner Join Test Timespark: 20000000 - 100 - SHA-512 Benchmark Timespark: 20000000 - 1000 - Group By Test Timeredis: LPUSH - 1000spark: 10000000 - 500 - Group By Test Timespark: 20000000 - 100 - Inner Join Test Timeredis: LPUSH - 500spark: 40000000 - 2000 - SHA-512 Benchmark Timespark: 20000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 2000 - Repartition Test Timememtier-benchmark: Redis - 500 - 1:10spark: 10000000 - 2000 - Inner Join Test Timemnn: inception-v3spark: 10000000 - 100 - SHA-512 Benchmark Timespark: 20000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 1000 - Repartition Test Timespark: 20000000 - 100 - Repartition Test Timespark: 1000000 - 2000 - SHA-512 Benchmark Timespark: 10000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 100 - Calculate Pi Benchmark Using Dataframememtier-benchmark: Redis - 500 - 5:1spark: 20000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 500 - Inner Join Test Timemnn: mobilenetV3spark: 20000000 - 2000 - Broadcast Inner Join Test Timespark: 20000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 500 - SHA-512 Benchmark Timeredis: SADD - 500spark: 40000000 - 100 - SHA-512 Benchmark Timespark: 1000000 - 2000 - Group By Test Timespark: 20000000 - 2000 - Inner Join Test Timespark: 40000000 - 500 - Group By Test Timespark: 20000000 - 100 - Group By Test Timencnn: CPU - vision_transformermnn: MobileNetV2_224spark: 10000000 - 500 - Broadcast Inner Join Test Timespark: 1000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 2000 - SHA-512 Benchmark Timespark: 10000000 - 2000 - SHA-512 Benchmark Timespark: 40000000 - 100 - Calculate Pi Benchmarkspark: 10000000 - 100 - Group By Test Timespark: 40000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 100 - Broadcast Inner Join Test Timespark: 10000000 - 2000 - Calculate Pi Benchmark Using Dataframemnn: resnet-v2-50spark: 1000000 - 500 - Calculate Pi Benchmarkncnn: CPU - resnet18spark: 20000000 - 500 - SHA-512 Benchmark Timeredis: LPOP - 1000spark: 40000000 - 1000 - Group By Test Timememtier-benchmark: Redis - 50 - 5:1spark: 10000000 - 500 - SHA-512 Benchmark Timespark: 20000000 - 1000 - Broadcast Inner Join Test Timespark: 20000000 - 1000 - SHA-512 Benchmark Timespark: 1000000 - 100 - Calculate Pi Benchmarkspark: 10000000 - 2000 - Broadcast Inner Join Test Timespark: 20000000 - 100 - Calculate Pi Benchmarkspark: 40000000 - 500 - Calculate Pi Benchmarkspark: 1000000 - 1000 - Group By Test Timespark: 40000000 - 500 - Calculate Pi Benchmark Using Dataframememtier-benchmark: Redis - 500 - 1:5spark: 20000000 - 1000 - Calculate Pi Benchmarkspark: 10000000 - 2000 - Repartition Test Timespark: 40000000 - 500 - SHA-512 Benchmark Timespark: 20000000 - 500 - Repartition Test Timespark: 20000000 - 2000 - Repartition Test Timespark: 10000000 - 2000 - Calculate Pi Benchmarkspark: 10000000 - 1000 - Calculate Pi Benchmarkspark: 40000000 - 1000 - Broadcast Inner Join Test Timememtier-benchmark: Redis - 100 - 1:1spark: 40000000 - 2000 - Repartition Test Timememtier-benchmark: Redis - 100 - 5:1memtier-benchmark: Redis - 500 - 1:1spark: 1000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 500 - Calculate Pi Benchmarkncnn: CPU - alexnetspark: 1000000 - 1000 - Inner Join Test Timespark: 20000000 - 500 - Inner Join Test Timespark: 40000000 - 1000 - Repartition Test Timememtier-benchmark: Redis - 100 - 1:5redis: GET - 1000spark: 40000000 - 2000 - Calculate Pi Benchmark Using Dataframeredis: GET - 500spark: 10000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 2000 - Calculate Pi Benchmarkspark: 40000000 - 1000 - Calculate Pi Benchmarkmemcached: 1:1ncnn: CPU - yolov4-tinymemtier-benchmark: Redis - 50 - 1:10spark: 1000000 - 1000 - Calculate Pi Benchmarkspark: 1000000 - 500 - Calculate Pi Benchmark Using Dataframeredis: SET - 500spark: 40000000 - 1000 - SHA-512 Benchmark Timeredis: SET - 1000redis: SADD - 50ncnn: CPU - mobilenetredis: SADD - 1000spark: 10000000 - 1000 - SHA-512 Benchmark Timespark: 20000000 - 500 - Broadcast Inner Join Test Timespark: 10000000 - 500 - Calculate Pi Benchmarkspark: 40000000 - 2000 - Broadcast Inner Join Test Timeredis: SET - 50spark: 40000000 - 2000 - Calculate Pi Benchmarkspark: 10000000 - 100 - Calculate Pi Benchmarkspark: 20000000 - 2000 - Calculate Pi Benchmarkmemtier-benchmark: Redis - 100 - 1:10ncnn: CPU - squeezenet_ssdncnn: CPU - vgg16spark: 40000000 - 100 - Calculate Pi Benchmark Using DataframeABC3.769.825.3810.274.871535321.141354873.651834012.6835.311449300.874.621327944.286.6621.0698.751329460.556.80369580.34369575.7224.98195883.197.0162958126.005.266464307366948.7881.431.4123.175428606103.7032990515.4539.10787767823.6022.89902834737.5770627075.3225.43584029482.6836832214.27106970126.0394214114.335.453.67314.909565008104.200308644112.29638752331867.084.17922.7030726693.8594.533601335.62998753615.136141642333608.09332983.976.01382577248.80707103592.993304296.23822.3649.013.62232846460.1922.44334080.7813.76654136849.146114591333499.03113.34081952325.916.77323315.4626.86275360532.84831.45535857425.69692185143.2743.2252290157.6825.89037241625.03906828309927.4425.3925.69476368524.853242291.95548.8925.3282805316.632499052351228.62115.9996270327.7351.01410504537.37907340423.199320745421.033.89724.45455112625.43307876660.44024133632.105508181358.65279271813.97886850125.8924.90953352125.78424892631.503349.45207488717.0558.314776271338536.9735.24322902.9431.43156997848.22172429358.44340.0681371725.77354.619497304359.9869452586.7525.825253811315271.76360.87680708123.418696205113.30352006942.16710127844.08359.373941979358.99347384495.53320794.7482.36317306.44308857.9525.25146598355.75569847511.565.24593107948.56583992584.90323412.15362616.9126.00354918.7525.565020362349.78441443364.279322018843700.6639.02330610.28348.69911811725.426769939339403.72114.070877741340836.78346623.9123.03349086.0632.22565003447.58352.6799115893.183916508337210.47364.542274357352.922788098363.611363124328524.1926.0993.9525.7937983168.0819.739.2215.367.311377465.851546343.41624454.1339.111601809.8651320431.757.6123.95108.2535460391463360.147.27336599.84338913.4125.3784227493.186.956.314.95345175.0384.711.4921.94884542105.7948239585.1740.54982998424.8622.73067497839.425.3725.9283.594.4625.3320360664.435.383.71714.61106.45742059107.882404319242.344.34323.053.7695.315.6915.70321811.51321245.195.8949.4196.2459529886.25822.1050.1753177263.5458.2222.66331912.1913.59860949149.857538631323139.19112.35880470226.596.57316513.927.6333.64530.7226.4243.53657715844.4128105387.6925.65491291425.37303005.1726.0626.1524.7106611611.95948.7325.946.56350742.75113.8469479417.9151.1738.2304205423.15418.193.93424.1425.8560.2732.66365.74432580813.9726.22089665724.6226.11720279131.731346.88457514917.3559.12342413.3435.13317730.1131.2248.2458.124632518341.46266282625.954384802359.888017054365.5535214176.8125.868952162310981.75365.70536372923.37113.83040521242.7243.84363.877966327363.46642697595.128039961317772.4283.29315762.22307337.5525.260833736359.51332902511.495.2748.1185.26325761.1359390.5326.101117445357110.6925.731892188352.752824634364.978861901836745.2939.24330023.56349.77078610425.26337323.22114.609415828342882.19344655.522.96347265.3432.3947.539078897354.12715438793.517297191337908.16365.614525178353.745460177364.274133802329116.0326.0593.9425.837.7421.19.4715.434.871786968.761265547.451524528.5242.011355790.435.311509865.957.3823.84109.5138577771325578.987.47338805.38341213.6626.9289514152.977.446.425.237483375359893.2586.141.4222.97109.415.3438.4923.8921.7637.585.1226.6586.514.4124.944.525.233.56814.32108.483352763109.750838891319987.24.23923.563.7198.095.8415.70323771.31323684.886.1047.7194.716.04722.8650.693.6659.6821.93323458.2814.0448.30323172.94115.94558308925.786.61314076.8927.0932.71131.5926.1144.4643.777.8925.2124.71311038.5125.5325.4825.361.91247.7325.806.48343158.78116.517.7350.0138.04059505222.69411.93.84924.6725.31139150959.18589883732.78360.20461920413.7126.3924.4425.6331.145343.10555994517.2259.31344204.4735.714539563321615.8230.9349.0059.06336.0626.18354.321957989361.27015936.7125.51314180.07361.54777417223.68114.80502540642.3443.53363.008109055362.37951526294.39321571.9683.19319250.91310693.0224.99358.57944006911.455.2248.4484.47322857.75360476.8125.87358014.2525.51349.938669647361.92843099.1839.33332295.85347.43325505225.37339125.06113.914184598342245.97345436.522.9347216.7532.3247.35352.53954005293.59338214.09364.623316174352.832154698364.507554219328564.8226.0893.8125.81OpenBenchmarking.org

NCNN

Target: CPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: shufflenet-v2ACB2468103.767.748.08MIN: 3.67 / MAX: 4.66MIN: 3.66 / MAX: 20.81MIN: 3.69 / MAX: 20.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: regnety_400mABC5101520259.8219.7321.10MIN: 9.64 / MAX: 14.2MIN: 9.57 / MAX: 32.75MIN: 9.68 / MAX: 38.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v3-v3 - Model: mobilenet-v3ABC36912155.389.229.47MIN: 5.26 / MAX: 6.31MIN: 5.26 / MAX: 20.06MIN: 5.25 / MAX: 22.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: efficientnet-b0ABC4812162010.2715.3615.43MIN: 10.07 / MAX: 14.54MIN: 10.06 / MAX: 36.25MIN: 10 / MAX: 30.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mnasnetACB2468104.874.877.31MIN: 4.71 / MAX: 14.13MIN: 4.67 / MAX: 13.27MIN: 4.69 / MAX: 22.721. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Dragonflydb

Clients: 200 - Set To Get Ratio: 5:1

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 0.6Clients: 200 - Set To Get Ratio: 5:1CAB400K800K1200K1600K2000K1786968.761535321.141377465.851. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Dragonflydb

Clients: 50 - Set To Get Ratio: 1:1

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 0.6Clients: 50 - Set To Get Ratio: 1:1BAC300K600K900K1200K1500K1546343.401354873.651265547.451. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Dragonflydb

Clients: 200 - Set To Get Ratio: 1:5

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 0.6Clients: 200 - Set To Get Ratio: 1:5ABC400K800K1200K1600K2000K1834012.681624454.131524528.521. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

NCNN

Target: CPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet50ABC102030405035.3139.1142.01MIN: 34.32 / MAX: 40.91MIN: 34.38 / MAX: 66.21MIN: 34.44 / MAX: 66.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Dragonflydb

Clients: 50 - Set To Get Ratio: 1:5

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 0.6Clients: 50 - Set To Get Ratio: 1:5BAC300K600K900K1200K1500K1601809.861449300.871355790.431. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

NCNN

Target: CPU - Model: FastestDet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: FastestDetABC1.19482.38963.58444.77925.9744.625.005.31MIN: 4.55 / MAX: 8.51MIN: 4.64 / MAX: 20.8MIN: 4.64 / MAX: 18.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Dragonflydb

Clients: 200 - Set To Get Ratio: 1:1

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 0.6Clients: 200 - Set To Get Ratio: 1:1CAB300K600K900K1200K1500K1509865.951327944.281320431.751. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

NCNN

Target: CPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v2-v2 - Model: mobilenet-v2ACB2468106.667.387.61MIN: 6.46 / MAX: 10.49MIN: 6.43 / MAX: 22.39MIN: 6.43 / MAX: 22.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: googlenetACB61218243021.0623.8423.95MIN: 20.76 / MAX: 25.8MIN: 20.66 / MAX: 45.47MIN: 20.58 / MAX: 40.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Apache Spark

Row Count: 40000000 - Partitions: 500 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeABC2040608010098.75108.25109.51

Dragonflydb

Clients: 50 - Set To Get Ratio: 5:1

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 0.6Clients: 50 - Set To Get Ratio: 5:1BAC300K600K900K1200K1500K1463360.141329460.551325578.981. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Apache Spark

Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeABC2468106.807.277.47

Redis

Test: LPOP - Parallel Connections: 50

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: LPOP - Parallel Connections: 50ACB80K160K240K320K400K369580.34338805.38336599.841. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Redis

Test: LPOP - Parallel Connections: 500

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: LPOP - Parallel Connections: 500ACB80K160K240K320K400K369575.72341213.66338913.411. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC61218243024.9825.3826.93

Apache Spark

Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeCBA0.71781.43562.15342.87123.5892.973.183.19

Apache Spark

Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeBAC2468106.9500000007.0162958127.440000000

Apache Spark

Row Count: 1000000 - Partitions: 500 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeABC2468106.006.316.42

Apache Spark

Row Count: 1000000 - Partitions: 100 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeBCA1.1852.373.5554.745.9254.9500000005.2374833755.266464307

Redis

Test: GET - Parallel Connections: 50

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: GET - Parallel Connections: 50ACB80K160K240K320K400K366948.78359893.25345175.031. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 40000000 - Partitions: 500 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeABC2040608010081.4384.7186.14

NCNN

Target: CPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: blazefaceACB0.33530.67061.00591.34121.67651.411.421.49MIN: 1.38 / MAX: 1.7MIN: 1.37 / MAX: 2.71MIN: 1.37 / MAX: 8.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Apache Spark

Row Count: 10000000 - Partitions: 500 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeBCA61218243021.9522.9723.18

Apache Spark

Row Count: 40000000 - Partitions: 100 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeABC20406080100103.70105.79109.41

Apache Spark

Row Count: 1000000 - Partitions: 100 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeBCA1.22632.45263.67894.90526.13155.175.345.45

Apache Spark

Row Count: 40000000 - Partitions: 100 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeCAB91827364538.4939.1140.55

Apache Spark

Row Count: 20000000 - Partitions: 2000 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeACB61218243023.6023.8924.86

Apache Spark

Row Count: 10000000 - Partitions: 100 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeCBA51015202521.7622.7322.90

Apache Spark

Row Count: 40000000 - Partitions: 2000 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeACB91827364537.5837.5839.42

Apache Spark

Row Count: 1000000 - Partitions: 500 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeCAB1.20832.41663.62494.83326.04155.125.325.37

Apache Spark

Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeABC61218243025.4425.9226.65

Apache Spark

Row Count: 40000000 - Partitions: 100 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeABC2040608010082.6883.5986.51

Apache Spark

Row Count: 1000000 - Partitions: 500 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeACB1.00352.0073.01054.0145.01754.2710697014.4100000004.460000000

Apache Spark

Row Count: 10000000 - Partitions: 100 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeCBA61218243024.9425.3326.04

Apache Spark

Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC1.0172.0343.0514.0685.0854.334.434.52

Apache Spark

Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeCBA1.22632.45263.67894.90526.13155.235.385.45

Mobile Neural Network

Model: squeezenetv1.1

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: squeezenetv1.1CAB0.83631.67262.50893.34524.18153.5683.6733.717MIN: 3.48 / MAX: 7.28MIN: 3.58 / MAX: 7.92MIN: 3.37 / MAX: 17.791. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Apache Spark

Row Count: 10000000 - Partitions: 1000 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeCBA4812162014.3214.6114.91

Apache Spark

Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeABC20406080100104.20106.46108.48

Apache Spark

Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeBCA306090120150107.88109.75112.30

memtier_benchmark

Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:1

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:1ACB70K140K210K280K350K331867.08319987.20319242.341. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Mobile Neural Network

Model: mobilenet-v1-1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: mobilenet-v1-1.0ACB0.97721.95442.93163.90884.8864.1794.2394.343MIN: 3.97 / MAX: 8.39MIN: 3.84 / MAX: 22.16MIN: 3.87 / MAX: 21.061. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Apache Spark

Row Count: 10000000 - Partitions: 1000 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeABC61218243022.7023.0523.56

Apache Spark

Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeCBA0.86631.73262.59893.46524.33153.713.763.85

Apache Spark

Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeABC2040608010094.5395.3198.09

Apache Spark

Row Count: 1000000 - Partitions: 1000 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeABC1.3142.6283.9425.2566.575.6299875365.6900000005.840000000

Apache Spark

Row Count: 10000000 - Partitions: 2000 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeABC4812162015.1415.7015.70

memtier_benchmark

Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:5

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:5ACB70K140K210K280K350K333608.09323771.31321811.511. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Redis

Test: LPUSH - Parallel Connections: 50

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: LPUSH - Parallel Connections: 50ACB70K140K210K280K350K332983.97323684.88321245.191. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC2468105.8900000006.0138257726.100000000

Apache Spark

Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeCAB112233445547.7148.8149.41

Apache Spark

Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeACB2040608010092.9994.7196.25

Mobile Neural Network

Model: SqueezeNetV1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: SqueezeNetV1.0CAB2468106.0476.2386.258MIN: 5.94 / MAX: 10.48MIN: 6.12 / MAX: 10.3MIN: 5.73 / MAX: 22.541. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Apache Spark

Row Count: 20000000 - Partitions: 500 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeBAC51015202522.1022.3622.86

Apache Spark

Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeABC112233445549.0150.1850.69

Apache Spark

Row Count: 1000000 - Partitions: 100 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeBAC0.82351.6472.47053.2944.11753.5400000003.6223284643.660000000

Apache Spark

Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeBCA132639526558.2259.6860.19

Apache Spark

Row Count: 20000000 - Partitions: 1000 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeCAB51015202521.9322.4422.66

Redis

Test: LPUSH - Parallel Connections: 1000

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: LPUSH - Parallel Connections: 1000ABC70K140K210K280K350K334080.78331912.19323458.281. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 10000000 - Partitions: 500 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeBAC4812162013.6013.7714.04

Apache Spark

Row Count: 20000000 - Partitions: 100 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeCAB112233445548.3049.1549.86

Redis

Test: LPUSH - Parallel Connections: 500

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: LPUSH - Parallel Connections: 500ACB70K140K210K280K350K333499.03323172.94323139.191. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeBAC306090120150112.36113.34115.95

Apache Spark

Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB61218243025.7825.9126.59

Apache Spark

Row Count: 1000000 - Partitions: 2000 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeBCA2468106.576.616.77

memtier_benchmark

Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:10

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:10ABC70K140K210K280K350K323315.46316513.90314076.891. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Apache Spark

Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeACB71421283526.8627.0927.63

Mobile Neural Network

Model: inception-v3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: inception-v3CAB81624324032.7132.8533.65MIN: 30.58 / MAX: 71.45MIN: 31.97 / MAX: 42.62MIN: 30.93 / MAX: 86.291. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Apache Spark

Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC71421283530.7231.4631.59

Apache Spark

Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeACB61218243025.7026.1126.42

Apache Spark

Row Count: 20000000 - Partitions: 1000 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeABC102030405043.2743.5444.46

Apache Spark

Row Count: 20000000 - Partitions: 100 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeACB102030405043.2343.7744.41

Apache Spark

Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC2468107.687.697.89

Apache Spark

Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCBA61218243025.2125.6525.89

Apache Spark

Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCAB61218243024.7125.0425.37

memtier_benchmark

Protocol: Redis - Clients: 500 - Set To Get Ratio: 5:1

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 500 - Set To Get Ratio: 5:1CAB70K140K210K280K350K311038.51309927.44303005.171. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Apache Spark

Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeACB61218243025.3925.5326.06

Apache Spark

Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCAB61218243025.4825.6926.15

Apache Spark

Row Count: 10000000 - Partitions: 500 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeBAC61218243024.7124.8525.36

Mobile Neural Network

Model: mobilenetV3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: mobilenetV3CAB0.44080.88161.32241.76322.2041.9121.9551.959MIN: 1.85 / MAX: 11.84MIN: 1.91 / MAX: 5.67MIN: 1.88 / MAX: 6.181. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Apache Spark

Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeCBA112233445547.7348.7348.89

Apache Spark

Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeACB61218243025.3325.8025.94

Apache Spark

Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeCBA2468106.4800000006.5600000006.632499052

Redis

Test: SADD - Parallel Connections: 500

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: SADD - Parallel Connections: 500ABC80K160K240K320K400K351228.62350742.75343158.781. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC306090120150113.85116.00116.51

Apache Spark

Row Count: 1000000 - Partitions: 2000 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeACB2468107.737.737.91

Apache Spark

Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeCAB122436486050.0151.0151.17

Apache Spark

Row Count: 40000000 - Partitions: 500 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeACB91827364537.3838.0438.23

Apache Spark

Row Count: 20000000 - Partitions: 100 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeCBA61218243022.6923.1523.20

NCNN

Target: CPU - Model: vision_transformer

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vision_transformerCBA90180270360450411.90418.19421.03MIN: 403.85 / MAX: 437.76MIN: 411.92 / MAX: 453.92MIN: 418.49 / MAX: 451.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Mobile Neural Network

Model: MobileNetV2_224

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: MobileNetV2_224CAB0.88521.77042.65563.54084.4263.8493.8973.934MIN: 3.69 / MAX: 17.26MIN: 3.82 / MAX: 7.74MIN: 3.84 / MAX: 8.641. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Apache Spark

Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeBAC61218243024.1424.4524.67

Apache Spark

Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCAB61218243025.3125.4325.85

Apache Spark

Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeCBA142842567059.1960.2760.44

Apache Spark

Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC81624324032.1132.6632.78

Apache Spark

Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkACB80160240320400358.65360.20365.74

Apache Spark

Row Count: 10000000 - Partitions: 100 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeCBA4812162013.7113.9713.98

Apache Spark

Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC61218243025.8926.2226.39

Apache Spark

Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeCBA61218243024.4424.6224.91

Apache Spark

Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB61218243025.6325.7826.12

Mobile Neural Network

Model: resnet-v2-50

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: resnet-v2-50CAB71421283531.1531.5031.73MIN: 30.04 / MAX: 50.65MIN: 30.96 / MAX: 40.7MIN: 30.18 / MAX: 52.851. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Apache Spark

Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkCBA80160240320400343.11346.88349.45

NCNN

Target: CPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet18ACB4812162017.0517.2217.35MIN: 16.69 / MAX: 25.91MIN: 16.6 / MAX: 32.4MIN: 16.67 / MAX: 32.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Apache Spark

Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeABC132639526558.3159.1259.31

Redis

Test: LPOP - Parallel Connections: 1000

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: LPOP - Parallel Connections: 1000CBA70K140K210K280K350K344204.47342413.34338536.971. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 40000000 - Partitions: 1000 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeBAC81624324035.1335.2435.71

memtier_benchmark

Protocol: Redis - Clients: 50 - Set To Get Ratio: 5:1

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 50 - Set To Get Ratio: 5:1ACB70K140K210K280K350K322902.94321615.82317730.111. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Apache Spark

Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeCBA71421283530.9331.2231.43

Apache Spark

Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC112233445548.2248.2449.00

Apache Spark

Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeBAC132639526558.1258.4459.06

Apache Spark

Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkCAB70140210280350336.06340.07341.46

Apache Spark

Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC61218243025.7725.9526.18

Apache Spark

Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkCAB80160240320400354.32354.62359.89

Apache Spark

Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkACB80160240320400359.99361.27365.55

Apache Spark

Row Count: 1000000 - Partitions: 1000 - Group By Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeCAB2468106.716.756.81

Apache Spark

Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCAB61218243025.5125.8325.87

memtier_benchmark

Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:5

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:5ACB70K140K210K280K350K315271.76314180.07310981.751. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Apache Spark

Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkACB80160240320400360.88361.55365.71

Apache Spark

Row Count: 10000000 - Partitions: 2000 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeBAC61218243023.3723.4223.68

Apache Spark

Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeABC306090120150113.30113.83114.81

Apache Spark

Row Count: 20000000 - Partitions: 500 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeACB102030405042.1742.3442.72

Apache Spark

Row Count: 20000000 - Partitions: 2000 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeCBA102030405043.5343.8444.08

Apache Spark

Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkACB80160240320400359.37363.01363.88

Apache Spark

Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkACB80160240320400358.99362.38363.47

Apache Spark

Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA2040608010094.3995.1395.53

memtier_benchmark

Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:1

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:1CAB70K140K210K280K350K321571.96320794.74317772.421. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Apache Spark

Row Count: 40000000 - Partitions: 2000 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeACB2040608010082.3683.1983.29

memtier_benchmark

Protocol: Redis - Clients: 100 - Set To Get Ratio: 5:1

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 100 - Set To Get Ratio: 5:1CAB70K140K210K280K350K319250.91317306.44315762.221. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

memtier_benchmark

Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:1

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:1CAB70K140K210K280K350K310693.02308857.95307337.551. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Apache Spark

Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB61218243024.9925.2525.26

Apache Spark

Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkACB80160240320400355.76358.58359.51

NCNN

Target: CPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: alexnetCBA369121511.4511.4911.56MIN: 11.3 / MAX: 17.82MIN: 11.31 / MAX: 14.87MIN: 11.36 / MAX: 14.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Apache Spark

Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeCAB1.18582.37163.55744.74325.9295.2200000005.2459310795.270000000

Apache Spark

Row Count: 20000000 - Partitions: 500 - Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeBCA112233445548.1148.4448.57

Apache Spark

Row Count: 40000000 - Partitions: 1000 - Repartition Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeCAB2040608010084.4784.9085.26

memtier_benchmark

Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:5

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:5BAC70K140K210K280K350K325761.10323412.15322857.751. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Redis

Test: GET - Parallel Connections: 1000

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: GET - Parallel Connections: 1000ACB80K160K240K320K400K362616.91360476.81359390.531. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB61218243025.8726.0026.10

Redis

Test: GET - Parallel Connections: 500

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: GET - Parallel Connections: 500CBA80K160K240K320K400K358014.25357110.69354918.751. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCAB61218243025.5125.5725.73

Apache Spark

Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkACB80160240320400349.78349.94352.75

Apache Spark

Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB80160240320400361.92364.28364.98

Memcached

Set To Get Ratio: 1:1

OpenBenchmarking.orgOps/sec, More Is BetterMemcached 1.6.16Set To Get Ratio: 1:1ACB200K400K600K800K1000K843700.66843099.18836745.291. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

NCNN

Target: CPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: yolov4-tinyABC91827364539.0239.2439.33MIN: 38.55 / MAX: 44.08MIN: 38.64 / MAX: 58.42MIN: 38.68 / MAX: 59.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

memtier_benchmark

Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:10

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:10CAB70K140K210K280K350K332295.85330610.28330023.561. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Apache Spark

Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB80160240320400347.43348.70349.77

Apache Spark

Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBCA61218243025.2625.3725.43

Redis

Test: SET - Parallel Connections: 500

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: SET - Parallel Connections: 500ACB70K140K210K280K350K339403.72339125.06337323.221. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeCAB306090120150113.91114.07114.61

Redis

Test: SET - Parallel Connections: 1000

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: SET - Parallel Connections: 1000BCA70K140K210K280K350K342882.19342245.97340836.781. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Redis

Test: SADD - Parallel Connections: 50

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: SADD - Parallel Connections: 50ACB70K140K210K280K350K346623.91345436.50344655.501. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

NCNN

Target: CPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mobilenetCBA61218243022.9022.9623.03MIN: 22.51 / MAX: 42.57MIN: 22.57 / MAX: 43.9MIN: 22.74 / MAX: 27.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Redis

Test: SADD - Parallel Connections: 1000

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: SADD - Parallel Connections: 1000ABC70K140K210K280K350K349086.06347265.34347216.751. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeACB81624324032.2332.3232.39

Apache Spark

Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeCBA112233445547.3547.5447.58

Apache Spark

Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkCAB80160240320400352.54352.68354.13

Apache Spark

Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC2040608010093.1893.5293.59

Redis

Test: SET - Parallel Connections: 50

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: SET - Parallel Connections: 50CBA70K140K210K280K350K338214.09337908.16337210.471. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Apache Spark

Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkACB80160240320400364.54364.62365.61

Apache Spark

Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkCAB80160240320400352.83352.92353.75

Apache Spark

Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkABC80160240320400363.61364.27364.51

memtier_benchmark

Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:10

OpenBenchmarking.orgOps/sec, More Is Bettermemtier_benchmark 1.4Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:10BCA70K140K210K280K350K329116.03328564.82328524.191. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

NCNN

Target: CPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: squeezenet_ssdBCA61218243026.0526.0826.09MIN: 25.59 / MAX: 30.22MIN: 25.58 / MAX: 31.41MIN: 25.5 / MAX: 34.931. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vgg16CBA2040608010093.8193.9493.95MIN: 92.02 / MAX: 110.32MIN: 92.76 / MAX: 145.75MIN: 92.68 / MAX: 103.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Apache Spark

Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeACB61218243025.7925.8125.83

Phoronix Test Suite v10.8.4