auggy

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

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2308051-NE-AUGGY363552
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a
August 04 2023
  14 Hours, 7 Minutes
b
August 04 2023
  6 Hours, 59 Minutes
AMD Renoir - AMD Ryzen 5 4500U
August 05 2023
  13 Hours, 45 Minutes
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  11 Hours, 37 Minutes

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auggyOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 5 4500U @ 2.38GHz (6 Cores)LENOVO LNVNB161216 (EECN20WW BIOS)AMD Renoir/Cezanne16GB256GB SK hynix HFM256GDHTNI-87A0BAMD Renoir 512MB (1500/400MHz)AMD Renoir 512MB (1500MHz)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 11.2.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionAuggy BenchmarksSystem Logs- Transparent Huge Pages: madvise- --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 - Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - Platform Profile: balanced - CPU Microcode: 0x8600102 - ACPI Profile: balanced - GLAMOR - BAR1 / Visible vRAM Size: 512 MB - vBIOS Version: 113-RENOIR-025 - OpenJDK Runtime Environment (build 11.0.15+10-Ubuntu-0ubuntu0.22.04.1) - Python 3.10.6- 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

abAMD Renoir - AMD Ryzen 5 4500UResult OverviewPhoronix Test Suite100%104%109%113%117%BRL-CADVVenCTimed GCC CompilationvkpeakApache CouchDBDragonflydbNeural Magic DeepSparseNCNNApache CassandraVkResample

auggyapache-iotdb: 100 - 1 - 200apache-iotdb: 100 - 1 - 500apache-iotdb: 200 - 1 - 200apache-iotdb: 200 - 1 - 500apache-iotdb: 500 - 1 - 200apache-iotdb: 500 - 1 - 500apache-iotdb: 100 - 100 - 200apache-iotdb: 100 - 100 - 500apache-iotdb: 200 - 100 - 200apache-iotdb: 200 - 100 - 500apache-iotdb: 500 - 100 - 200apache-iotdb: 500 - 100 - 500vvenc: Bosphorus 4K - Fastvvenc: Bosphorus 4K - Fastervvenc: Bosphorus 1080p - Fastvvenc: Bosphorus 1080p - Fastervkpeak: fp32-scalarvkpeak: fp32-vec4vkpeak: fp16-scalarvkpeak: fp16-vec4vkpeak: fp64-scalarvkpeak: fp64-vec4vkpeak: int32-scalarvkpeak: int32-vec4vkpeak: int16-scalarvkpeak: int16-vec4deepsparse: NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Streamdeepsparse: NLP Document Classification, oBERT base uncased on IMDB - Synchronous Single-Streamdeepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Synchronous Single-Streamdeepsparse: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Asynchronous Multi-Streamdeepsparse: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Synchronous Single-Streamdeepsparse: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Asynchronous Multi-Streamdeepsparse: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Synchronous Single-Streamdeepsparse: ResNet-50, Baseline - Asynchronous Multi-Streamdeepsparse: ResNet-50, Baseline - Synchronous Single-Streamdeepsparse: ResNet-50, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: ResNet-50, Sparse INT8 - Synchronous Single-Streamdeepsparse: CV Detection, YOLOv5s COCO - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO - Synchronous Single-Streamdeepsparse: BERT-Large, NLP Question Answering - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering - Synchronous Single-Streamdeepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Streamdeepsparse: CV Classification, ResNet-50 ImageNet - Synchronous Single-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Synchronous Single-Streamdeepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, DistilBERT mnli - Synchronous Single-Streamdeepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Streamdeepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Synchronous Single-Streamdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Synchronous Single-Streamdeepsparse: NLP Text Classification, BERT base uncased SST2 - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, BERT base uncased SST2 - Synchronous Single-Streamdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Streamdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Synchronous Single-Streamcassandra: Writesdragonflydb: 10 - 1:5dragonflydb: 20 - 1:5dragonflydb: 50 - 1:5dragonflydb: 60 - 1:5dragonflydb: 10 - 1:10dragonflydb: 20 - 1:10dragonflydb: 50 - 1:10dragonflydb: 60 - 1:10dragonflydb: 10 - 1:100dragonflydb: 20 - 1:100dragonflydb: 50 - 1:100dragonflydb: 60 - 1:100apache-iotdb: 100 - 1 - 200apache-iotdb: 100 - 1 - 500apache-iotdb: 200 - 1 - 200apache-iotdb: 200 - 1 - 500apache-iotdb: 500 - 1 - 200apache-iotdb: 500 - 1 - 500apache-iotdb: 100 - 100 - 200apache-iotdb: 100 - 100 - 500apache-iotdb: 200 - 100 - 200apache-iotdb: 200 - 100 - 500apache-iotdb: 500 - 100 - 200apache-iotdb: 500 - 100 - 500brl-cad: VGR Performance Metricvkresample: 2x - Singlencnn: CPU - mobilenetncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3 - mobilenet-v3ncnn: CPU - shufflenet-v2ncnn: CPU - mnasnetncnn: CPU - efficientnet-b0ncnn: CPU - blazefacencnn: CPU - googlenetncnn: CPU - vgg16ncnn: CPU - resnet18ncnn: CPU - alexnetncnn: CPU - resnet50ncnn: CPU - yolov4-tinyncnn: CPU - squeezenet_ssdncnn: CPU - regnety_400mncnn: CPU - vision_transformerncnn: CPU - FastestDetncnn: Vulkan GPU - mobilenetncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - googlenetncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - regnety_400mncnn: Vulkan GPU - vision_transformerncnn: Vulkan GPU - FastestDetdeepsparse: NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Streamdeepsparse: NLP Document Classification, oBERT base uncased on IMDB - Synchronous Single-Streamdeepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Synchronous Single-Streamdeepsparse: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Asynchronous Multi-Streamdeepsparse: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Synchronous Single-Streamdeepsparse: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Asynchronous Multi-Streamdeepsparse: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Synchronous Single-Streamdeepsparse: ResNet-50, Baseline - Asynchronous Multi-Streamdeepsparse: ResNet-50, Baseline - Synchronous Single-Streamdeepsparse: ResNet-50, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: ResNet-50, Sparse INT8 - Synchronous Single-Streamdeepsparse: CV Detection, YOLOv5s COCO - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO - Synchronous Single-Streamdeepsparse: BERT-Large, NLP Question Answering - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering - Synchronous Single-Streamdeepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Streamdeepsparse: CV Classification, ResNet-50 ImageNet - Synchronous Single-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Synchronous Single-Streamdeepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, DistilBERT mnli - Synchronous Single-Streamdeepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Streamdeepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Synchronous Single-Streamdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Synchronous Single-Streamdeepsparse: NLP Text Classification, BERT base uncased SST2 - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, BERT base uncased SST2 - Synchronous Single-Streamdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Streamdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Synchronous Single-Streambuild-gcc: Time To Compilecouchdb: 100 - 1000 - 30couchdb: 100 - 3000 - 30couchdb: 300 - 1000 - 30couchdb: 300 - 3000 - 30couchdb: 500 - 1000 - 30couchdb: 500 - 3000 - 30abAMD Renoir - AMD Ryzen 5 4500U28.5345.1221.1142.3219.3471.38104.65288.87107.71354.12156.19720.441.5613.4825.16413.3662.21177.284.214.0159.6980.6070.92163.1989.32229.383.68253.566084.372764.699330.377825.632910.70149.042643.957840.4602286.9041155.957520.903019.13704.75613.949840.392838.829820.400318.333731.929030.61834.13214.214143.811427.851115.355714.31633.50123.308023236560321.90555633.33602213.78639312.80517164.96619544.49634736.01638619.97538437.76521281.07603815.39672849.08446723.62818281.01686458.89982415.93870872.73640326.8115789875.8115836698.916236661.9713117829.3111896529.966656162.135341555.60226.927.676.405.005.8811.641.4520.6693.4315.3510.8235.4540.6818.509.58242.255.1426.957.415.954.435.5111.301.3420.3393.5715.1910.7335.5041.0018.319.88241.975.11809.2693280.419835.495115.445598.693139.0120279.9682110.579868.181224.704410.42656.3938143.255052.2402628.0812253.170174.221425.7463146.857054.534694.036032.6512723.9887237.280768.410835.8951196.054969.9941851.9601302.45582725.004155.070493.651277.677878.652401.3131252.5991.8023.975.82814.53162.25176.394.213.8856.0374.466.78156.584.22218.433.64823.504184.597465.752829.972324.374410.54158.865544.177840.5629285.7409147.224721.211218.78173.65583.9942.641139.576820.121518.45233.124830.44254.14954.207143.759728.593915.301614.893.55583.371823535511381.84595869.89600771.43620626.04515883.69587558.64649063.96636341.63515626.76549095.84710309624768.186251755.72627.028.026.415.196.3111.871.3621.2793.6915.3610.7935.7140.6618.49.94241.225.1326.987.66.395.215.9111.441.2521.0192.9816.1910.7135.1740.2317.879.96245.85.23815.3835285.367535.399515.1969100.017541.0131284.3299112.782367.847324.641510.47036.7742141.298553.2285814.7713250.616570.296225.2553148.865854.18490.479432.8392718.1658237.675468.427434.9594195.838767.1491842.4756296.56872604.386160.432517.787280.539896.375404.3861261.9828.3645.062141.3819.6470.26113.87337.16118.24375.23155.14706.951.8174.1086.08114.67362.2176.834.214.0059.6379.7070.87163.1389.15228.893.63973.498183.541864.192329.571824.589410.891510.232744.284740.7486288.0795211.806721.192719.40024.76974.177740.718939.766420.699019.001033.211531.09294.15654.229143.981626.588913.305614.75203.44932.967623180514823.83587975.21618630.54673078.78536437.47602510.4576996.27632802.22517858.51635238.89652808.07692262.13465319.75813547.71684869.04994052.25855795.41637397.914130374.9913387890.214164673.0311981302.9211298528.216836941.966224855.24926.797.896.344.815.9311.411.2620.9593.7215.4710.7435.6340.6418.09.83237.125.0526.807.436.374.525.8111.431.4220.4693.5015.1710.6735.2440.3818.429.65240.255.09816.0533285.869435.859515.5671101.344340.6553275.035597.713567.665024.529110.38514.7072141.308051.5308625.2824239.354573.589925.1348144.779852.619690.258732.1521717.1758236.443468.143137.6023225.731867.7845865.6388336.98402409.240157.985512.397284.352891.191407.8451254.976OpenBenchmarking.org

Apache IoTDB

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U71421283528.5328.36MAX: 1820.94MAX: 1210

Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U102030405045.1245.06MAX: 1423.03MAX: 1511.68

Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 500

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U51015202521.1121.00MAX: 1265.96MAX: 1320.28

Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U102030405042.3241.38MAX: 1338.68MAX: 1478.21

Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 500

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U51015202519.3419.64MAX: 1470.64MAX: 1530.17

Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U163248648071.3870.26MAX: 1486.72MAX: 1642.8

Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 500

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U306090120150104.65113.87MAX: 2607.58MAX: 5638.35

Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U70140210280350288.87337.16MAX: 3332.52MAX: 5976.26

Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 500

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U306090120150107.71118.24MAX: 2081.88MAX: 4097.41

Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U80160240320400354.12375.23MAX: 2940.05MAX: 4161.26

Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 500

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U306090120150156.19155.14MAX: 2583.42MAX: 4202.36

Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgAverage Latency, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U160320480640800720.44706.95MAX: 4246.32MAX: 4244.39

Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 500

b: Test failed to run.

VVenC

VVenC is the Fraunhofer Versatile Video Encoder as a fast/efficient H.266/VVC encoder. The vvenc encoder makes use of SIMD Everywhere (SIMDe). The vvenc software is published under the Clear BSD License. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterVVenC 1.9Video Input: Bosphorus 4K - Video Preset: FastabAMD Renoir - AMD Ryzen 5 4500U0.40880.81761.22641.63522.044SE +/- 0.056, N = 2SE +/- 0.031, N = 21.5611.8021.8171. (CXX) g++ options: -O3 -flto -fno-fat-lto-objects -flto=auto

OpenBenchmarking.orgFrames Per Second, More Is BetterVVenC 1.9Video Input: Bosphorus 4K - Video Preset: FasterabAMD Renoir - AMD Ryzen 5 4500U0.92431.84862.77293.69724.6215SE +/- 0.066, N = 2SE +/- 0.045, N = 23.4823.9704.1081. (CXX) g++ options: -O3 -flto -fno-fat-lto-objects -flto=auto

OpenBenchmarking.orgFrames Per Second, More Is BetterVVenC 1.9Video Input: Bosphorus 1080p - Video Preset: FastabAMD Renoir - AMD Ryzen 5 4500U246810SE +/- 0.105, N = 2SE +/- 0.061, N = 25.1645.8286.0811. (CXX) g++ options: -O3 -flto -fno-fat-lto-objects -flto=auto

OpenBenchmarking.orgFrames Per Second, More Is BetterVVenC 1.9Video Input: Bosphorus 1080p - Video Preset: FasterabAMD Renoir - AMD Ryzen 5 4500U48121620SE +/- 0.39, N = 2SE +/- 0.11, N = 213.3614.5314.671. (CXX) g++ options: -O3 -flto -fno-fat-lto-objects -flto=auto

vkpeak

Vkpeak is a Vulkan compute benchmark inspired by OpenCL's clpeak. Vkpeak provides Vulkan compute performance measurements for FP16 / FP32 / FP64 / INT16 / INT32 scalar and vec4 performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-scalarabAMD Renoir - AMD Ryzen 5 4500U1428425670SE +/- 0.05, N = 2SE +/- 0.00, N = 262.2162.2562.20

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-vec4abAMD Renoir - AMD Ryzen 5 4500U4080120160200SE +/- 2.40, N = 2SE +/- 2.79, N = 2177.28176.39176.83

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-scalarabAMD Renoir - AMD Ryzen 5 4500U0.94731.89462.84193.78924.7365SE +/- 0.01, N = 2SE +/- 0.01, N = 24.214.214.21

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-vec4abAMD Renoir - AMD Ryzen 5 4500U0.90231.80462.70693.60924.5115SE +/- 0.06, N = 2SE +/- 0.07, N = 24.013.884.00

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp64-scalarabAMD Renoir - AMD Ryzen 5 4500U1326395265SE +/- 2.11, N = 2SE +/- 2.16, N = 259.6956.0359.63

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp64-vec4abAMD Renoir - AMD Ryzen 5 4500U20406080100SE +/- 3.81, N = 2SE +/- 3.03, N = 280.6074.4079.70

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-scalarabAMD Renoir - AMD Ryzen 5 4500U1632486480SE +/- 1.69, N = 2SE +/- 2.27, N = 270.9266.7870.87

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-vec4abAMD Renoir - AMD Ryzen 5 4500U4080120160200SE +/- 2.63, N = 2SE +/- 3.49, N = 2163.19156.50163.13

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-scalarabAMD Renoir - AMD Ryzen 5 4500U20406080100SE +/- 1.47, N = 2SE +/- 1.63, N = 289.3284.2289.15

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-vec4abAMD Renoir - AMD Ryzen 5 4500U50100150200250SE +/- 3.00, N = 2SE +/- 3.57, N = 2229.38218.43228.89

Neural Magic DeepSparse

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U0.82861.65722.48583.31444.143SE +/- 0.0254, N = 2SE +/- 0.0051, N = 23.68253.64823.6397

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U0.80241.60482.40723.20964.012SE +/- 0.0120, N = 2SE +/- 0.0199, N = 23.56603.50413.4981

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U20406080100SE +/- 0.40, N = 2SE +/- 0.67, N = 284.3784.6083.54

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U1530456075SE +/- 0.51, N = 2SE +/- 0.34, N = 264.7065.7564.19

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U714212835SE +/- 0.06, N = 2SE +/- 0.17, N = 230.3829.9729.57

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U612182430SE +/- 0.46, N = 2SE +/- 0.06, N = 225.6324.3724.59

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U3691215SE +/- 0.06, N = 2SE +/- 0.01, N = 210.7010.5410.89

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U3691215SE +/- 0.0693, N = 2SE +/- 0.0180, N = 29.04268.865510.2327

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U1020304050SE +/- 0.09, N = 2SE +/- 0.17, N = 243.9644.1844.28

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Baseline - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U918273645SE +/- 0.13, N = 2SE +/- 0.10, N = 240.4640.5640.75

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U60120180240300SE +/- 0.47, N = 2SE +/- 0.44, N = 2286.90285.74288.08

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Sparse INT8 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U50100150200250SE +/- 0.03, N = 2SE +/- 0.14, N = 2155.96147.22211.81

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U510152025SE +/- 0.12, N = 2SE +/- 0.00, N = 220.9021.2121.19

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: CV Detection, YOLOv5s COCO - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U510152025SE +/- 0.04, N = 2SE +/- 0.03, N = 219.1418.7819.40

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U1.07322.14643.21964.29285.366SE +/- 0.0029, N = 2SE +/- 0.0053, N = 24.75613.65584.7697

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U0.941.882.823.764.7SE +/- 0.0165, N = 2SE +/- 0.0037, N = 23.94983.99004.1777

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U1020304050SE +/- 0.86, N = 2SE +/- 0.34, N = 240.3942.6440.72

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: CV Classification, ResNet-50 ImageNet - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U918273645SE +/- 0.50, N = 2SE +/- 0.00, N = 238.8339.5839.77

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U510152025SE +/- 0.05, N = 2SE +/- 0.02, N = 220.4020.1220.70

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U510152025SE +/- 0.11, N = 2SE +/- 0.12, N = 218.3318.4519.00

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U816243240SE +/- 1.33, N = 2SE +/- 0.02, N = 231.9333.1233.21

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, DistilBERT mnli - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U714212835SE +/- 0.15, N = 2SE +/- 0.07, N = 230.6230.4431.09

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U0.93521.87042.80563.74084.676SE +/- 0.0054, N = 2SE +/- 0.0284, N = 24.13214.14954.1565

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U0.95151.9032.85453.8064.7575SE +/- 0.0081, N = 2SE +/- 0.0064, N = 24.21414.20714.2291

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U1020304050SE +/- 0.07, N = 2SE +/- 0.03, N = 243.8143.7643.98

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U714212835SE +/- 0.26, N = 2SE +/- 0.34, N = 227.8528.5926.59

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U48121620SE +/- 1.07, N = 2SE +/- 0.68, N = 215.3615.3013.31

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U48121620SE +/- 0.67, N = 2SE +/- 0.16, N = 214.3214.8914.75

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U0.80011.60022.40033.20044.0005SE +/- 0.0136, N = 2SE +/- 0.0062, N = 23.50123.55583.4493

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U0.75871.51742.27613.03483.7935SE +/- 0.0772, N = 2SE +/- 0.0234, N = 23.30803.37182.9676

Apache Cassandra

This is a benchmark of the Apache Cassandra NoSQL database management system making use of cassandra-stress. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.1.3Test: WritesabAMD Renoir - AMD Ryzen 5 4500U5K10K15K20K25KSE +/- 234.00, N = 2SE +/- 212.50, N = 2232362353523180

Dragonflydb

Dragonfly is an open-source database server that is a "modern Redis replacement" that aims to be the fastest memory store while being compliant with the Redis and Memcached protocols. For benchmarking Dragonfly, Memtier_benchmark is used as a NoSQL Redis/Memcache traffic generation plus benchmarking tool developed by Redis Labs. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 10 - Set To Get Ratio: 1:5abAMD Renoir - AMD Ryzen 5 4500U120K240K360K480K600KSE +/- 4625.99, N = 2SE +/- 7066.41, N = 2560321.90511381.84514823.831. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 20 - Set To Get Ratio: 1:5abAMD Renoir - AMD Ryzen 5 4500U130K260K390K520K650KSE +/- 13564.23, N = 2SE +/- 15736.96, N = 2555633.33595869.89587975.211. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 50 - Set To Get Ratio: 1:5abAMD Renoir - AMD Ryzen 5 4500U130K260K390K520K650KSE +/- 6829.92, N = 2SE +/- 24601.03, N = 2602213.78600771.43618630.541. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 60 - Set To Get Ratio: 1:5abAMD Renoir - AMD Ryzen 5 4500U140K280K420K560K700KSE +/- 5949.45, N = 2SE +/- 2499.83, N = 2639312.80620626.04673078.781. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 10 - Set To Get Ratio: 1:10abAMD Renoir - AMD Ryzen 5 4500U110K220K330K440K550KSE +/- 5831.39, N = 2SE +/- 11755.01, N = 2517164.96515883.69536437.471. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 20 - Set To Get Ratio: 1:10abAMD Renoir - AMD Ryzen 5 4500U130K260K390K520K650KSE +/- 3012.94, N = 2SE +/- 3797.00, N = 2619544.49587558.64602510.401. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 50 - Set To Get Ratio: 1:10abAMD Renoir - AMD Ryzen 5 4500U140K280K420K560K700KSE +/- 23316.32, N = 2SE +/- 20222.31, N = 2634736.01649063.96576996.271. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 60 - Set To Get Ratio: 1:10abAMD Renoir - AMD Ryzen 5 4500U140K280K420K560K700KSE +/- 66150.22, N = 2SE +/- 8371.13, N = 2638619.97636341.63632802.221. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 10 - Set To Get Ratio: 1:100abAMD Renoir - AMD Ryzen 5 4500U120K240K360K480K600KSE +/- 587.74, N = 2SE +/- 427.13, N = 2538437.76515626.76517858.511. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 20 - Set To Get Ratio: 1:100abAMD Renoir - AMD Ryzen 5 4500U140K280K420K560K700KSE +/- 24782.09, N = 2SE +/- 16580.85, N = 2521281.07549095.84635238.891. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 50 - Set To Get Ratio: 1:100abAMD Renoir - AMD Ryzen 5 4500U150K300K450K600K750KSE +/- 10719.53, N = 2SE +/- 25536.45, N = 2603815.39710309.00652808.071. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenBenchmarking.orgOps/sec, More Is BetterDragonflydb 1.6.2Clients Per Thread: 60 - Set To Get Ratio: 1:100abAMD Renoir - AMD Ryzen 5 4500U150K300K450K600K750KSE +/- 33803.70, N = 2SE +/- 81324.68, N = 2672849.08624768.18692262.131. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Apache IoTDB

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U100K200K300K400K500K446723.62465319.75

Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U200K400K600K800K1000K818281.01813547.71

Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 500

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U150K300K450K600K750K686458.89684869.04

Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U200K400K600K800K1000K982415.93994052.25

Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 500

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U200K400K600K800K1000K870872.73855795.41

Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U140K280K420K560K700K640326.81637397.90

Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 500

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U3M6M9M12M15M15789875.8114130374.99

Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U3M6M9M12M15M15836698.913387890.2

Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 500

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U3M6M9M12M15M16236661.9714164673.03

Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U3M6M9M12M15M13117829.3111981302.92

Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 500

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 200aAMD Renoir - AMD Ryzen 5 4500U3M6M9M12M15M11896529.9611298528.21

Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 200

b: Test failed to run.

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 500aAMD Renoir - AMD Ryzen 5 4500U1.5M3M4.5M6M7.5M6656162.136836941.96

Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 500

b: Test failed to run.

BRL-CAD

BRL-CAD is a cross-platform, open-source solid modeling system with built-in benchmark mode. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgVGR Performance Metric, More Is BetterBRL-CAD 7.36VGR Performance MetricabAMD Renoir - AMD Ryzen 5 4500U13K26K39K52K65KSE +/- 2174.50, N = 2SE +/- 83.00, N = 25341562517622481. (CXX) g++ options: -std=c++14 -pipe -fvisibility=hidden -fno-strict-aliasing -fno-common -fexceptions -ftemplate-depth-128 -m64 -ggdb3 -O3 -fipa-pta -fstrength-reduce -finline-functions -flto -ltcl8.6 -lregex_brl -lz_brl -lnetpbm -ldl -lm -ltk8.6

VkResample

VkResample is a Vulkan-based image upscaling library based on VkFFT. The sample input file is upscaling a 4K image to 8K using Vulkan-based GPU acceleration. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: SingleabAMD Renoir - AMD Ryzen 5 4500U1326395265SE +/- 0.09, N = 2SE +/- 0.02, N = 255.6055.7355.251. (CXX) g++ options: -O3

NCNN

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

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: mobilenetabAMD Renoir - AMD Ryzen 5 4500U612182430SE +/- 0.15, N = 2SE +/- 0.05, N = 226.9227.0226.79MIN: 26.1 / MAX: 45.94MIN: 26.45 / MAX: 32.06MIN: 25.89 / MAX: 86.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v2-v2 - Model: mobilenet-v2abAMD Renoir - AMD Ryzen 5 4500U246810SE +/- 0.19, N = 2SE +/- 0.16, N = 27.678.027.89MIN: 7.1 / MAX: 21.52MIN: 7.08 / MAX: 22.24MIN: 6.89 / MAX: 23.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3 - Model: mobilenet-v3abAMD Renoir - AMD Ryzen 5 4500U246810SE +/- 0.15, N = 2SE +/- 0.11, N = 26.406.416.34MIN: 5.23 / MAX: 21.11MIN: 5.28 / MAX: 22.1MIN: 5.17 / MAX: 24.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: shufflenet-v2abAMD Renoir - AMD Ryzen 5 4500U1.16782.33563.50344.67125.839SE +/- 0.11, N = 2SE +/- 0.08, N = 25.005.194.81MIN: 3.96 / MAX: 21.02MIN: 4.05 / MAX: 19.52MIN: 3.93 / MAX: 21.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: mnasnetabAMD Renoir - AMD Ryzen 5 4500U246810SE +/- 0.25, N = 2SE +/- 0.36, N = 25.886.315.93MIN: 5.21 / MAX: 22.5MIN: 5.18 / MAX: 18.06MIN: 5.06 / MAX: 22.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: efficientnet-b0abAMD Renoir - AMD Ryzen 5 4500U3691215SE +/- 0.19, N = 2SE +/- 0.15, N = 211.6411.8711.41MIN: 10.62 / MAX: 33.04MIN: 10.56 / MAX: 29.61MIN: 10.41 / MAX: 63.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: blazefaceabAMD Renoir - AMD Ryzen 5 4500U0.32630.65260.97891.30521.6315SE +/- 0.06, N = 2SE +/- 0.01, N = 21.451.361.26MIN: 1.27 / MAX: 7.7MIN: 1.24 / MAX: 7.56MIN: 1.19 / MAX: 5.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: googlenetabAMD Renoir - AMD Ryzen 5 4500U510152025SE +/- 0.04, N = 2SE +/- 0.66, N = 220.6621.2720.95MIN: 19.67 / MAX: 46.35MIN: 19.64 / MAX: 48.18MIN: 19.48 / MAX: 65.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: vgg16abAMD Renoir - AMD Ryzen 5 4500U20406080100SE +/- 0.16, N = 2SE +/- 0.09, N = 293.4393.6993.72MIN: 91.03 / MAX: 140.17MIN: 91.65 / MAX: 138.85MIN: 91.26 / MAX: 109.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: resnet18abAMD Renoir - AMD Ryzen 5 4500U48121620SE +/- 0.22, N = 2SE +/- 0.28, N = 215.3515.3615.47MIN: 14.65 / MAX: 35.35MIN: 14.62 / MAX: 31.58MIN: 14.36 / MAX: 32.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: alexnetabAMD Renoir - AMD Ryzen 5 4500U3691215SE +/- 0.03, N = 2SE +/- 0.01, N = 210.8210.7910.74MIN: 10.44 / MAX: 22.89MIN: 10.5 / MAX: 13.68MIN: 10.36 / MAX: 20.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: resnet50abAMD Renoir - AMD Ryzen 5 4500U816243240SE +/- 0.08, N = 2SE +/- 0.25, N = 235.4535.7135.63MIN: 34.36 / MAX: 53MIN: 34.37 / MAX: 52.21MIN: 34.42 / MAX: 98.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: yolov4-tinyabAMD Renoir - AMD Ryzen 5 4500U918273645SE +/- 0.11, N = 2SE +/- 0.30, N = 240.6840.6640.64MIN: 39.56 / MAX: 80.12MIN: 39.41 / MAX: 82.29MIN: 39.51 / MAX: 87.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: squeezenet_ssdabAMD Renoir - AMD Ryzen 5 4500U510152025SE +/- 0.03, N = 2SE +/- 0.10, N = 218.5018.4018.00MIN: 17.94 / MAX: 33.27MIN: 17.89 / MAX: 32.97MIN: 17.57 / MAX: 23.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: regnety_400mabAMD Renoir - AMD Ryzen 5 4500U3691215SE +/- 0.07, N = 2SE +/- 0.24, N = 29.589.949.83MIN: 9.2 / MAX: 14.22MIN: 9.16 / MAX: 28.5MIN: 9.12 / MAX: 28.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: vision_transformerabAMD Renoir - AMD Ryzen 5 4500U50100150200250SE +/- 1.68, N = 2SE +/- 0.75, N = 2242.25241.22237.12MIN: 238.66 / MAX: 266.75MIN: 238.33 / MAX: 292.19MIN: 234.17 / MAX: 277.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: FastestDetabAMD Renoir - AMD Ryzen 5 4500U1.15652.3133.46954.6265.7825SE +/- 0.04, N = 2SE +/- 0.01, N = 25.145.135.05MIN: 5.03 / MAX: 9.54MIN: 4.94 / MAX: 16.65MIN: 4.94 / MAX: 9.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mobilenetabAMD Renoir - AMD Ryzen 5 4500U612182430SE +/- 0.12, N = 2SE +/- 0.08, N = 226.9526.9826.80MIN: 26 / MAX: 45.37MIN: 25.99 / MAX: 42.84MIN: 25.92 / MAX: 84.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2abAMD Renoir - AMD Ryzen 5 4500U246810SE +/- 0.07, N = 2SE +/- 0.01, N = 27.417.607.43MIN: 7.11 / MAX: 22.18MIN: 6.99 / MAX: 21.57MIN: 6.93 / MAX: 45.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3abAMD Renoir - AMD Ryzen 5 4500U246810SE +/- 0.36, N = 2SE +/- 0.17, N = 25.956.396.37MIN: 5.17 / MAX: 18.42MIN: 5.27 / MAX: 18.54MIN: 5.15 / MAX: 27.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: shufflenet-v2abAMD Renoir - AMD Ryzen 5 4500U1.17232.34463.51694.68925.8615SE +/- 0.27, N = 2SE +/- 0.10, N = 24.435.214.52MIN: 3.95 / MAX: 19.63MIN: 4.05 / MAX: 23.72MIN: 3.96 / MAX: 20.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mnasnetabAMD Renoir - AMD Ryzen 5 4500U1.32982.65963.98945.31926.649SE +/- 0.14, N = 2SE +/- 0.30, N = 25.515.915.81MIN: 5.23 / MAX: 42.79MIN: 5.25 / MAX: 22.88MIN: 5 / MAX: 22.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: efficientnet-b0abAMD Renoir - AMD Ryzen 5 4500U3691215SE +/- 0.01, N = 2SE +/- 0.12, N = 211.3011.4411.43MIN: 10.52 / MAX: 28.17MIN: 10.56 / MAX: 28.99MIN: 10.5 / MAX: 29.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: blazefaceabAMD Renoir - AMD Ryzen 5 4500U0.31950.6390.95851.2781.5975SE +/- 0.03, N = 2SE +/- 0.17, N = 21.341.251.42MIN: 1.25 / MAX: 5.84MIN: 1.22 / MAX: 1.35MIN: 1.21 / MAX: 42.231. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: googlenetabAMD Renoir - AMD Ryzen 5 4500U510152025SE +/- 0.12, N = 2SE +/- 0.21, N = 220.3321.0120.46MIN: 19.72 / MAX: 47.75MIN: 19.64 / MAX: 46.59MIN: 19.54 / MAX: 43.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vgg16abAMD Renoir - AMD Ryzen 5 4500U20406080100SE +/- 0.06, N = 2SE +/- 0.02, N = 293.5792.9893.50MIN: 91.4 / MAX: 112.49MIN: 90.89 / MAX: 125.87MIN: 91.41 / MAX: 107.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet18abAMD Renoir - AMD Ryzen 5 4500U48121620SE +/- 0.09, N = 2SE +/- 0.02, N = 215.1916.1915.17MIN: 14.46 / MAX: 30.44MIN: 14.7 / MAX: 65.71MIN: 14.49 / MAX: 32.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: alexnetabAMD Renoir - AMD Ryzen 5 4500U3691215SE +/- 0.03, N = 2SE +/- 0.00, N = 210.7310.7110.67MIN: 10.47 / MAX: 16.09MIN: 10.41 / MAX: 19.42MIN: 10.37 / MAX: 21.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet50abAMD Renoir - AMD Ryzen 5 4500U816243240SE +/- 0.25, N = 2SE +/- 0.15, N = 235.5035.1735.24MIN: 34.39 / MAX: 63.28MIN: 34.08 / MAX: 63.6MIN: 34.4 / MAX: 51.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: yolov4-tinyabAMD Renoir - AMD Ryzen 5 4500U918273645SE +/- 0.07, N = 2SE +/- 0.02, N = 241.0040.2340.38MIN: 39.84 / MAX: 94.71MIN: 39.46 / MAX: 45.74MIN: 39.42 / MAX: 56.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: squeezenet_ssdabAMD Renoir - AMD Ryzen 5 4500U510152025SE +/- 0.08, N = 2SE +/- 0.10, N = 218.3117.8718.42MIN: 17.85 / MAX: 33.97MIN: 17.59 / MAX: 22.8MIN: 17.92 / MAX: 32.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: regnety_400mabAMD Renoir - AMD Ryzen 5 4500U3691215SE +/- 0.12, N = 2SE +/- 0.08, N = 29.889.969.65MIN: 9.26 / MAX: 64.49MIN: 9.13 / MAX: 28.6MIN: 9.16 / MAX: 29.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vision_transformerabAMD Renoir - AMD Ryzen 5 4500U50100150200250SE +/- 4.64, N = 2SE +/- 1.62, N = 2241.97245.80240.25MIN: 235.91 / MAX: 304.26MIN: 243.93 / MAX: 280.56MIN: 236.95 / MAX: 294.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: FastestDetabAMD Renoir - AMD Ryzen 5 4500U1.17682.35363.53044.70725.884SE +/- 0.03, N = 2SE +/- 0.04, N = 25.115.235.09MIN: 5 / MAX: 10.03MIN: 4.92 / MAX: 16.39MIN: 4.9 / MAX: 16.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Neural Magic DeepSparse

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U2004006008001000SE +/- 5.58, N = 2SE +/- 0.10, N = 2809.27815.38816.05

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U60120180240300SE +/- 0.95, N = 2SE +/- 1.62, N = 2280.42285.37285.87

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U816243240SE +/- 0.17, N = 2SE +/- 0.29, N = 235.5035.4035.86

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U48121620SE +/- 0.12, N = 2SE +/- 0.08, N = 215.4515.2015.57

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U20406080100SE +/- 0.17, N = 2SE +/- 0.60, N = 298.69100.02101.34

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U918273645SE +/- 0.70, N = 2SE +/- 0.10, N = 239.0141.0140.66

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U60120180240300SE +/- 1.57, N = 2SE +/- 0.31, N = 2279.97284.33275.04

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U306090120150SE +/- 0.85, N = 2SE +/- 0.17, N = 2110.58112.7897.71

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U1530456075SE +/- 0.15, N = 2SE +/- 0.26, N = 268.1867.8567.67

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Baseline - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U612182430SE +/- 0.08, N = 2SE +/- 0.06, N = 224.7024.6424.53

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U3691215SE +/- 0.02, N = 2SE +/- 0.02, N = 210.4310.4710.39

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Sparse INT8 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U246810SE +/- 0.0017, N = 2SE +/- 0.0029, N = 26.39386.77424.7072

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U306090120150SE +/- 0.80, N = 2SE +/- 0.03, N = 2143.26141.30141.31

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: CV Detection, YOLOv5s COCO - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U1224364860SE +/- 0.12, N = 2SE +/- 0.07, N = 252.2453.2351.53

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U2004006008001000SE +/- 0.37, N = 2SE +/- 0.89, N = 2628.08814.77625.28

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U60120180240300SE +/- 1.06, N = 2SE +/- 0.21, N = 2253.17250.62239.35

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U1632486480SE +/- 1.57, N = 2SE +/- 0.58, N = 274.2270.3073.59

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: CV Classification, ResNet-50 ImageNet - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U612182430SE +/- 0.33, N = 2SE +/- 0.00, N = 225.7525.2625.13

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U306090120150SE +/- 0.34, N = 2SE +/- 0.21, N = 2146.86148.87144.78

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U1224364860SE +/- 0.32, N = 2SE +/- 0.32, N = 254.5354.1852.62

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U20406080100SE +/- 3.95, N = 2SE +/- 0.04, N = 294.0490.4890.26

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, DistilBERT mnli - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U816243240SE +/- 0.16, N = 2SE +/- 0.08, N = 232.6532.8432.15

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U160320480640800SE +/- 0.36, N = 2SE +/- 1.73, N = 2723.99718.17717.18

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U50100150200250SE +/- 0.45, N = 2SE +/- 0.35, N = 2237.28237.68236.44

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U1530456075SE +/- 0.12, N = 2SE +/- 0.06, N = 268.4168.4368.14

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U918273645SE +/- 0.34, N = 2SE +/- 0.48, N = 235.9034.9637.60

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U50100150200250SE +/- 13.53, N = 2SE +/- 11.53, N = 2196.05195.84225.73

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U1632486480SE +/- 3.28, N = 2SE +/- 0.74, N = 269.9967.1567.78

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-StreamabAMD Renoir - AMD Ryzen 5 4500U2004006008001000SE +/- 1.82, N = 2SE +/- 2.42, N = 2851.96842.48865.64

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Synchronous Single-StreamabAMD Renoir - AMD Ryzen 5 4500U70140210280350SE +/- 7.05, N = 2SE +/- 2.66, N = 2302.46296.57336.98

Timed GCC Compilation

This test times how long it takes to build the GNU Compiler Collection (GCC) open-source compiler. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed GCC Compilation 13.2Time To CompileabAMD Renoir - AMD Ryzen 5 4500U6001200180024003000SE +/- 9.38, N = 2SE +/- 46.09, N = 22725.002604.392409.24

Apache CouchDB

This is a bulk insertion benchmark of Apache CouchDB. CouchDB is a document-oriented NoSQL database implemented in Erlang. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache CouchDB 3.3.2Bulk Size: 100 - Inserts: 1000 - Rounds: 30abAMD Renoir - AMD Ryzen 5 4500U4080120160200SE +/- 0.49, N = 2SE +/- 0.87, N = 2155.07160.43157.991. (CXX) g++ options: -std=c++17 -lmozjs-91 -lm -lei -fPIC -MMD

OpenBenchmarking.orgSeconds, Fewer Is BetterApache CouchDB 3.3.2Bulk Size: 100 - Inserts: 3000 - Rounds: 30abAMD Renoir - AMD Ryzen 5 4500U110220330440550SE +/- 2.87, N = 2SE +/- 0.56, N = 2493.65517.79512.401. (CXX) g++ options: -std=c++17 -lmozjs-91 -lm -lei -fPIC -MMD

OpenBenchmarking.orgSeconds, Fewer Is BetterApache CouchDB 3.3.2Bulk Size: 300 - Inserts: 1000 - Rounds: 30abAMD Renoir - AMD Ryzen 5 4500U60120180240300SE +/- 5.40, N = 2SE +/- 1.56, N = 2277.68280.54284.351. (CXX) g++ options: -std=c++17 -lmozjs-91 -lm -lei -fPIC -MMD

OpenBenchmarking.orgSeconds, Fewer Is BetterApache CouchDB 3.3.2Bulk Size: 300 - Inserts: 3000 - Rounds: 30abAMD Renoir - AMD Ryzen 5 4500U2004006008001000SE +/- 4.72, N = 2SE +/- 1.01, N = 2878.65896.38891.191. (CXX) g++ options: -std=c++17 -lmozjs-91 -lm -lei -fPIC -MMD

OpenBenchmarking.orgSeconds, Fewer Is BetterApache CouchDB 3.3.2Bulk Size: 500 - Inserts: 1000 - Rounds: 30abAMD Renoir - AMD Ryzen 5 4500U90180270360450SE +/- 7.43, N = 2SE +/- 3.34, N = 2401.31404.39407.851. (CXX) g++ options: -std=c++17 -lmozjs-91 -lm -lei -fPIC -MMD

OpenBenchmarking.orgSeconds, Fewer Is BetterApache CouchDB 3.3.2Bulk Size: 500 - Inserts: 3000 - Rounds: 30abAMD Renoir - AMD Ryzen 5 4500U30060090012001500SE +/- 5.65, N = 2SE +/- 3.01, N = 21252.601261.981254.981. (CXX) g++ options: -std=c++17 -lmozjs-91 -lm -lei -fPIC -MMD

154 Results Shown

Apache IoTDB:
  100 - 1 - 200
  100 - 1 - 500
  200 - 1 - 200
  200 - 1 - 500
  500 - 1 - 200
  500 - 1 - 500
  100 - 100 - 200
  100 - 100 - 500
  200 - 100 - 200
  200 - 100 - 500
  500 - 100 - 200
  500 - 100 - 500
VVenC:
  Bosphorus 4K - Fast
  Bosphorus 4K - Faster
  Bosphorus 1080p - Fast
  Bosphorus 1080p - Faster
vkpeak:
  fp32-scalar
  fp32-vec4
  fp16-scalar
  fp16-vec4
  fp64-scalar
  fp64-vec4
  int32-scalar
  int32-vec4
  int16-scalar
  int16-vec4
Neural Magic DeepSparse:
  NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Stream
  NLP Document Classification, oBERT base uncased on IMDB - Synchronous Single-Stream
  NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Stream
  NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Synchronous Single-Stream
  NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Asynchronous Multi-Stream
  NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Synchronous Single-Stream
  NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Asynchronous Multi-Stream
  NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Synchronous Single-Stream
  ResNet-50, Baseline - Asynchronous Multi-Stream
  ResNet-50, Baseline - Synchronous Single-Stream
  ResNet-50, Sparse INT8 - Asynchronous Multi-Stream
  ResNet-50, Sparse INT8 - Synchronous Single-Stream
  CV Detection, YOLOv5s COCO - Asynchronous Multi-Stream
  CV Detection, YOLOv5s COCO - Synchronous Single-Stream
  BERT-Large, NLP Question Answering - Asynchronous Multi-Stream
  BERT-Large, NLP Question Answering - Synchronous Single-Stream
  CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Stream
  CV Classification, ResNet-50 ImageNet - Synchronous Single-Stream
  CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Stream
  CV Detection, YOLOv5s COCO, Sparse INT8 - Synchronous Single-Stream
  NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Stream
  NLP Text Classification, DistilBERT mnli - Synchronous Single-Stream
  CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Stream
  CV Segmentation, 90% Pruned YOLACT Pruned - Synchronous Single-Stream
  BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Stream
  BERT-Large, NLP Question Answering, Sparse INT8 - Synchronous Single-Stream
  NLP Text Classification, BERT base uncased SST2 - Asynchronous Multi-Stream
  NLP Text Classification, BERT base uncased SST2 - Synchronous Single-Stream
  NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Stream
  NLP Token Classification, BERT base uncased conll2003 - Synchronous Single-Stream
Apache Cassandra
Dragonflydb:
  10 - 1:5
  20 - 1:5
  50 - 1:5
  60 - 1:5
  10 - 1:10
  20 - 1:10
  50 - 1:10
  60 - 1:10
  10 - 1:100
  20 - 1:100
  50 - 1:100
  60 - 1:100
Apache IoTDB:
  100 - 1 - 200
  100 - 1 - 500
  200 - 1 - 200
  200 - 1 - 500
  500 - 1 - 200
  500 - 1 - 500
  100 - 100 - 200
  100 - 100 - 500
  200 - 100 - 200
  200 - 100 - 500
  500 - 100 - 200
  500 - 100 - 500
BRL-CAD
VkResample
NCNN:
  CPU - mobilenet
  CPU-v2-v2 - mobilenet-v2
  CPU-v3-v3 - mobilenet-v3
  CPU - shufflenet-v2
  CPU - mnasnet
  CPU - efficientnet-b0
  CPU - blazeface
  CPU - googlenet
  CPU - vgg16
  CPU - resnet18
  CPU - alexnet
  CPU - resnet50
  CPU - yolov4-tiny
  CPU - squeezenet_ssd
  CPU - regnety_400m
  CPU - vision_transformer
  CPU - FastestDet
  Vulkan GPU - mobilenet
  Vulkan GPU-v2-v2 - mobilenet-v2
  Vulkan GPU-v3-v3 - mobilenet-v3
  Vulkan GPU - shufflenet-v2
  Vulkan GPU - mnasnet
  Vulkan GPU - efficientnet-b0
  Vulkan GPU - blazeface
  Vulkan GPU - googlenet
  Vulkan GPU - vgg16
  Vulkan GPU - resnet18
  Vulkan GPU - alexnet
  Vulkan GPU - resnet50
  Vulkan GPU - yolov4-tiny
  Vulkan GPU - squeezenet_ssd
  Vulkan GPU - regnety_400m
  Vulkan GPU - vision_transformer
  Vulkan GPU - FastestDet
Neural Magic DeepSparse:
  NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Stream
  NLP Document Classification, oBERT base uncased on IMDB - Synchronous Single-Stream
  NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Stream
  NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Synchronous Single-Stream
  NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Asynchronous Multi-Stream
  NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Synchronous Single-Stream
  NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Asynchronous Multi-Stream
  NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Synchronous Single-Stream
  ResNet-50, Baseline - Asynchronous Multi-Stream
  ResNet-50, Baseline - Synchronous Single-Stream
  ResNet-50, Sparse INT8 - Asynchronous Multi-Stream
  ResNet-50, Sparse INT8 - Synchronous Single-Stream
  CV Detection, YOLOv5s COCO - Asynchronous Multi-Stream
  CV Detection, YOLOv5s COCO - Synchronous Single-Stream
  BERT-Large, NLP Question Answering - Asynchronous Multi-Stream
  BERT-Large, NLP Question Answering - Synchronous Single-Stream
  CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Stream
  CV Classification, ResNet-50 ImageNet - Synchronous Single-Stream
  CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Stream
  CV Detection, YOLOv5s COCO, Sparse INT8 - Synchronous Single-Stream
  NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Stream
  NLP Text Classification, DistilBERT mnli - Synchronous Single-Stream
  CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Stream
  CV Segmentation, 90% Pruned YOLACT Pruned - Synchronous Single-Stream
  BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Stream
  BERT-Large, NLP Question Answering, Sparse INT8 - Synchronous Single-Stream
  NLP Text Classification, BERT base uncased SST2 - Asynchronous Multi-Stream
  NLP Text Classification, BERT base uncased SST2 - Synchronous Single-Stream
  NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Stream
  NLP Token Classification, BERT base uncased conll2003 - Synchronous Single-Stream
Timed GCC Compilation
Apache CouchDB:
  100 - 1000 - 30
  100 - 3000 - 30
  300 - 1000 - 30
  300 - 3000 - 30
  500 - 1000 - 30
  500 - 3000 - 30