Ampere Altra System76 Thelio Astra

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System76 Thelio Astra
October 17
  12 Hours, 15 Minutes
System76 Thelio Astra Altra
October 18
  13 Hours, 18 Minutes
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Ampere Altra System76 Thelio AstraOpenBenchmarking.orgPhoronix Test SuiteARMv8 Neoverse-N1 @ 3.00GHz (128 Cores)System76 Thelio Astra (3.02 BIOS)Ampere Computing LLC Altra PCI Root Complex A8 x 32GB DDR4-3200MT/s Micron 18ASF4G72PDZ-3G2F11024GB KINGSTON SKC3000S1024GNVIDIA RTX A400/PCIe 4GBNVIDIA Device 2291DELL P2415Q2 x Intel X550 + Intel I210Ubuntu 24.046.8.0-47-generic-64k (aarch64)GNOME Shell 46.0X Server 1.21.1.11NVIDIA 550.107.024.6.0GCC 13.2.0ext43840x2160ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLCompilerFile-SystemScreen ResolutionAmpere Altra System76 Thelio Astra BenchmarksSystem Logs- Transparent Huge Pages: madvise- --build=aarch64-linux-gnu --disable-libquadmath --disable-libquadmath-support --disable-werror --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-fix-cortex-a53-843419 --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-backtrace --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-13-dIwDw0/gcc-13-13.2.0/debian/tmp-nvptx/usr --enable-plugin --enable-shared --enable-threads=posix --host=aarch64-linux-gnu --program-prefix=aarch64-linux-gnu- --target=aarch64-linux-gnu --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-target-system-zlib=auto --without-cuda-driver -v - Scaling Governor: cppc_cpufreq schedutil (Boost: Disabled)- GPU Compute Cores: 768- Python 3.12.3- gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + reg_file_data_sampling: Not affected + retbleed: Not affected + spec_rstack_overflow: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of __user pointer sanitization + spectre_v2: Mitigation of CSV2 BHB + srbds: Not affected + tsx_async_abort: Not affected

System76 Thelio Astra vs. System76 Thelio Astra Altra ComparisonPhoronix Test SuiteBaseline+7.2%+7.2%+14.4%+14.4%+21.6%+21.6%+28.8%+28.8%28.9%5.2%5.1%4.4%4.1%2.2%Read While WritingIP Shapes 1D - CPU8%D.B.s - CPU6.9%ggml-medium.en - 2.S.o.t.URead While WritingFP32MobileNetV3LargeR.R.W.R4.4%CPU - 512 - ResNet-50Rand Read3.8%QS8MobileNetV23.8%Video3.7%FP16MobileNetV13.6%FP16MobileNetV3Small3.3%R.N.N.I - CPU2.9%ggml-small.en - 2.S.o.t.U2.6%DNN - D.N.N2.4%Rand Read2.4%R.R.W.R2.4%Features 2DR.N.N.T - CPU2.1%Object Detection2%SpeedboneDNNoneDNNWhisper.cppRocksDBXNNPACKRocksDBPyTorchRocksDBXNNPACKOpenCVXNNPACKXNNPACKoneDNNWhisper.cppOpenCVSpeedbSpeedbOpenCVoneDNNOpenCVSystem76 Thelio AstraSystem76 Thelio Astra Altra

Ampere Altra System76 Thelio Astrawhisper-cpp: ggml-medium.en - 2016 State of the Unionwhisper-cpp: ggml-small.en - 2016 State of the Unionopencv: Image Processingbuild-nodejs: Time To Compilehpcg: 104 104 104 - 60build-llvm: Unix Makefileswhisper-cpp: ggml-base.en - 2016 State of the Unionepoch: Coneblender: Barbershop - CPU-Onlyopencv: Features 2Dbuild-linux-kernel: allmodconfigspeedb: Read While Writingspeedb: Rand Readopencv: Object Detectionbuild-llvm: Ninjaopencv: Stitchingonednn: Recurrent Neural Network Inference - CPUbuild-godot: Time To Compilenumpy: xnnpack: QS8MobileNetV2xnnpack: FP16MobileNetV3Smallxnnpack: FP16MobileNetV3Largexnnpack: FP16MobileNetV2xnnpack: FP16MobileNetV1xnnpack: FP32MobileNetV3Smallxnnpack: FP32MobileNetV3Largexnnpack: FP32MobileNetV2xnnpack: FP32MobileNetV1john-the-ripper: HMAC-SHA512rocksdb: Update Randrocksdb: Rand Readopencv: DNN - Deep Neural Networkopencv: Coreblender: Pabellon Barcelona - CPU-Onlyspeedb: Read Rand Write Randmnn: inception-v3mnn: mobilenet-v1-1.0mnn: MobileNetV2_224mnn: SqueezeNetV1.0mnn: resnet-v2-50mnn: squeezenetv1.1mnn: mobilenetV3mnn: nasnetbuild-linux-kernel: defconfigpytorch: CPU - 512 - ResNet-50pytorch: CPU - 256 - ResNet-50warpx: Uniform Plasmaonednn: Recurrent Neural Network Training - CPUonednn: IP Shapes 1D - CPUblender: Classroom - CPU-Onlyblender: Fishy Cat - CPU-Onlysrsran: PUSCH Processor Benchmark, Throughput Totalspeedb: Update Randjohn-the-ripper: MD5rocksdb: Read Rand Write Randrocksdb: Read While Writinglitert: Mobilenet Quantlitert: Inception V4litert: Inception ResNet V2litert: NASNet Mobilelitert: Quantized COCO SSD MobileNet v1litert: Mobilenet Floatlitert: SqueezeNetlitert: DeepLab V3warpx: Plasma Accelerationc-ray: 5K - 16gromacs: MPI CPU - water_GMX50_bareonednn: IP Shapes 3D - CPUopencv: Videoonednn: Deconvolution Batch shapes_1d - CPUblender: BMW27 - CPU-Onlyjohn-the-ripper: WPA PSKjohn-the-ripper: bcryptjohn-the-ripper: Blowfishc-ray: 4K - 16mt-dgemm: Sustained Floating-Point Ratesrsran: PDSCH Processor Benchmark, Throughput Totalminife: Smallonednn: Convolution Batch Shapes Auto - CPUcoremark: CoreMark Size 666 - Iterations Per Secondonednn: Deconvolution Batch shapes_3d - CPUc-ray: 1080p - 16System76 Thelio AstraSystem76 Thelio Astra Altra1111.58062550.79315206858510.13721.4252416.476398.21058346.84357.6491270318.3071044213247496701599033260.0842498343125.37228.308363.532227238132682103117926894289259419356836266721385649206035758880130464140.33118753919.1731.9762.2204.40114.1062.3731.5949.98982.69223.5624.2938.968068524062.318.0014670.5864.481525.51739971217667134859996631431376.4627987.628987.625510.33009.661899.802395.263373.9347.6452865047.0344.4975.200161410525.076236.0910956510138710133026.4801874.16889713753.324196.24.882012781173.9600947.389886.9041056.78240564.89979210371511.05121.4187415.578405.39651357.0589333318.03213457221463900465101036257.8692478493215.52229.783366.852311246033042093122127054108261019436887933321735247415689560292128493140.21116022719.3691.9422.2424.39414.3102.3541.57610.03983.09824.5224.2338.515365854148.638.6386570.5365.081504.817466312196671292178101600821368.6527845.629027.725569.72964.531927.052363.303372.0847.6534204946.9754.5745.108251463025.322535.8211006110094010097226.4271875.13607713707.124201.44.937892793203.0670527.900926.902OpenBenchmarking.org

Whisper.cpp

OpenBenchmarking.orgSeconds, Fewer Is BetterWhisper.cpp 1.6.2Model: ggml-medium.en - Input: 2016 State of the UnionSystem76 Thelio Astra AltraSystem76 Thelio Astra2004006008001000SE +/- 42.64, N = 9SE +/- 15.29, N = 31056.781111.581. (CXX) g++ options: -O3 -std=c++11 -fPIC -pthread -mcpu=native

OpenBenchmarking.orgSeconds, Fewer Is BetterWhisper.cpp 1.6.2Model: ggml-small.en - Input: 2016 State of the UnionSystem76 Thelio Astra AltraSystem76 Thelio Astra120240360480600SE +/- 23.23, N = 9SE +/- 24.91, N = 9564.90550.791. (CXX) g++ options: -O3 -std=c++11 -fPIC -pthread -mcpu=native

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.7Test: Image ProcessingSystem76 Thelio Astra AltraSystem76 Thelio Astra50K100K150K200K250KSE +/- 1895.00, N = 12SE +/- 2984.28, N = 32103712068581. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

Timed Node.js Compilation

This test profile times how long it takes to build/compile Node.js itself from source. Node.js is a JavaScript run-time built from the Chrome V8 JavaScript engine while itself is written in C/C++. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Node.js Compilation 21.7.2Time To CompileSystem76 Thelio Astra AltraSystem76 Thelio Astra110220330440550SE +/- 1.15, N = 3SE +/- 0.54, N = 3511.05510.14

High Performance Conjugate Gradient

HPCG is the High Performance Conjugate Gradient and is a new scientific benchmark from Sandia National Lans focused for super-computer testing with modern real-world workloads compared to HPCC. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.1X Y Z: 104 104 104 - RT: 60System76 Thelio Astra AltraSystem76 Thelio Astra510152025SE +/- 0.00, N = 3SE +/- 0.01, N = 321.4221.431. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -lmpi_cxx -lmpi

Timed LLVM Compilation

This test times how long it takes to compile/build the LLVM compiler stack. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 16.0Build System: Unix MakefilesSystem76 Thelio Astra AltraSystem76 Thelio Astra90180270360450SE +/- 0.62, N = 3SE +/- 1.95, N = 3415.58416.48

Whisper.cpp

OpenBenchmarking.orgSeconds, Fewer Is BetterWhisper.cpp 1.6.2Model: ggml-base.en - Input: 2016 State of the UnionSystem76 Thelio Astra AltraSystem76 Thelio Astra90180270360450SE +/- 1.58, N = 3SE +/- 2.93, N = 3405.40398.211. (CXX) g++ options: -O3 -std=c++11 -fPIC -pthread -mcpu=native

Epoch

OpenBenchmarking.orgSeconds, Fewer Is BetterEpoch 4.19.4Epoch3D Deck: ConeSystem76 Thelio Astra80160240320400SE +/- 1.61, N = 3346.841. (F9X) gfortran options: -O3 -std=f2003 -Jobj -lsdf -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

Epoch3D Deck: Cone

System76 Thelio Astra Altra: The test quit with a non-zero exit status. E: SDF error: SDF_ERR_UNKNOWN

Blender

Blender is an open-source 3D creation software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing is supported. This system/blender test profile makes use of the system-supplied Blender. Use pts/blender if wishing to stick to a fixed version of Blender. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: Barbershop - Compute: CPU-OnlySystem76 Thelio Astra AltraSystem76 Thelio Astra80160240320400SE +/- 0.30, N = 3SE +/- 0.51, N = 3357.05357.64

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.7Test: Features 2DSystem76 Thelio Astra AltraSystem76 Thelio Astra20K40K60K80K100KSE +/- 2087.36, N = 12SE +/- 1679.80, N = 1289333912701. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

Timed Linux Kernel Compilation

This test times how long it takes to build the Linux kernel in a default configuration (defconfig) for the architecture being tested or alternatively an allmodconfig for building all possible kernel modules for the build. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 6.8Build: allmodconfigSystem76 Thelio Astra AltraSystem76 Thelio Astra70140210280350SE +/- 1.44, N = 3SE +/- 1.44, N = 3318.03318.31

Speedb

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

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Read While WritingSystem76 Thelio Astra AltraSystem76 Thelio Astra3M6M9M12M15MSE +/- 753903.88, N = 15SE +/- 164058.99, N = 1513457221104421321. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Random ReadSystem76 Thelio Astra AltraSystem76 Thelio Astra100M200M300M400M500MSE +/- 4679221.79, N = 15SE +/- 4696121.03, N = 154639004654749670151. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.7Test: Object DetectionSystem76 Thelio Astra AltraSystem76 Thelio Astra20K40K60K80K100KSE +/- 793.40, N = 9SE +/- 865.84, N = 7101036990331. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

Timed LLVM Compilation

This test times how long it takes to compile/build the LLVM compiler stack. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 16.0Build System: NinjaSystem76 Thelio Astra AltraSystem76 Thelio Astra60120180240300SE +/- 0.98, N = 3SE +/- 1.59, N = 3257.87260.08

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.7Test: StitchingSystem76 Thelio Astra AltraSystem76 Thelio Astra50K100K150K200K250KSE +/- 1011.33, N = 3SE +/- 2453.89, N = 32478492498341. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Recurrent Neural Network Inference - Engine: CPUSystem76 Thelio Astra AltraSystem76 Thelio Astra7001400210028003500SE +/- 30.66, N = 3SE +/- 21.23, N = 153215.523125.37MIN: 2717.06MIN: 2673.311. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

Timed Godot Game Engine Compilation

This test times how long it takes to compile the Godot Game Engine. Godot is a popular, open-source, cross-platform 2D/3D game engine and is built using the SCons build system and targeting the X11 platform. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Godot Game Engine Compilation 4.0Time To CompileSystem76 Thelio Astra AltraSystem76 Thelio Astra50100150200250SE +/- 0.85, N = 3SE +/- 0.16, N = 3229.78228.31

Numpy Benchmark

This is a test to obtain the general Numpy performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgScore, More Is BetterNumpy BenchmarkSystem76 Thelio Astra AltraSystem76 Thelio Astra80160240320400SE +/- 1.54, N = 3SE +/- 2.61, N = 3366.85363.53

XNNPACK

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: QS8MobileNetV2System76 Thelio Astra AltraSystem76 Thelio Astra5001000150020002500SE +/- 61.16, N = 3SE +/- 11.10, N = 3231122271. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV3SmallSystem76 Thelio Astra AltraSystem76 Thelio Astra5001000150020002500SE +/- 73.70, N = 3SE +/- 34.36, N = 3246023811. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV3LargeSystem76 Thelio Astra AltraSystem76 Thelio Astra7001400210028003500SE +/- 55.56, N = 3SE +/- 6.39, N = 3330432681. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV2System76 Thelio Astra AltraSystem76 Thelio Astra5001000150020002500SE +/- 28.10, N = 3SE +/- 43.27, N = 3209321031. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV1System76 Thelio Astra AltraSystem76 Thelio Astra30060090012001500SE +/- 23.78, N = 3SE +/- 24.09, N = 3122111791. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV3SmallSystem76 Thelio Astra AltraSystem76 Thelio Astra6001200180024003000SE +/- 12.91, N = 3SE +/- 47.96, N = 3270526891. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV3LargeSystem76 Thelio Astra AltraSystem76 Thelio Astra9001800270036004500SE +/- 73.96, N = 3SE +/- 50.89, N = 3410842891. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV2System76 Thelio Astra AltraSystem76 Thelio Astra6001200180024003000SE +/- 26.06, N = 3SE +/- 22.61, N = 3261025941. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV1System76 Thelio Astra AltraSystem76 Thelio Astra400800120016002000SE +/- 18.36, N = 3SE +/- 22.19, N = 3194319351. (CXX) g++ options: -O3 -lrt -lm

John The Ripper

This is a benchmark of John The Ripper, which is a password cracker. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgReal C/S, More Is BetterJohn The Ripper 2023.03.14Test: HMAC-SHA512System76 Thelio Astra AltraSystem76 Thelio Astra15M30M45M60M75MSE +/- 457404.76, N = 3SE +/- 967418.00, N = 1568879333683626671. (CC) gcc options: -lssl -lcrypto -fopenmp -lm -lrt -lz -ldl -lcrypt

RocksDB

This is a benchmark of Meta/Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Update RandomSystem76 Thelio Astra AltraSystem76 Thelio Astra50K100K150K200K250KSE +/- 1778.60, N = 3SE +/- 1913.79, N = 152173522138561. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Random ReadSystem76 Thelio Astra AltraSystem76 Thelio Astra110M220M330M440M550MSE +/- 6329660.21, N = 3SE +/- 3764966.49, N = 154741568954920603571. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.7Test: DNN - Deep Neural NetworkSystem76 Thelio Astra AltraSystem76 Thelio Astra13K26K39K52K65KSE +/- 717.84, N = 4SE +/- 1485.93, N = 1260292588801. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.7Test: CoreSystem76 Thelio Astra AltraSystem76 Thelio Astra30K60K90K120K150KSE +/- 482.28, N = 3SE +/- 1455.59, N = 41284931304641. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

Blender

Blender is an open-source 3D creation software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing is supported. This system/blender test profile makes use of the system-supplied Blender. Use pts/blender if wishing to stick to a fixed version of Blender. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: Pabellon Barcelona - Compute: CPU-OnlySystem76 Thelio Astra AltraSystem76 Thelio Astra306090120150SE +/- 0.36, N = 3SE +/- 0.75, N = 3140.21140.33

Speedb

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

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Read Random Write RandomSystem76 Thelio Astra AltraSystem76 Thelio Astra300K600K900K1200K1500KSE +/- 7547.70, N = 3SE +/- 8893.20, N = 11116022711875391. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

Mobile Neural Network

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.9.b11b7037dModel: inception-v3System76 Thelio Astra AltraSystem76 Thelio Astra510152025SE +/- 0.03, N = 3SE +/- 0.05, N = 319.3719.17MIN: 18.94 / MAX: 21.81MIN: 18.67 / MAX: 21.511. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.9.b11b7037dModel: mobilenet-v1-1.0System76 Thelio Astra AltraSystem76 Thelio Astra0.44460.88921.33381.77842.223SE +/- 0.005, N = 3SE +/- 0.011, N = 31.9421.976MIN: 1.79 / MAX: 3.63MIN: 1.86 / MAX: 3.511. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.9.b11b7037dModel: MobileNetV2_224System76 Thelio Astra AltraSystem76 Thelio Astra0.50451.0091.51352.0182.5225SE +/- 0.014, N = 3SE +/- 0.007, N = 32.2422.220MIN: 2.13 / MAX: 3.86MIN: 2.13 / MAX: 3.811. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.9.b11b7037dModel: SqueezeNetV1.0System76 Thelio Astra AltraSystem76 Thelio Astra0.99021.98042.97063.96084.951SE +/- 0.030, N = 3SE +/- 0.029, N = 34.3944.401MIN: 4.2 / MAX: 6.39MIN: 4.19 / MAX: 6.491. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.9.b11b7037dModel: resnet-v2-50System76 Thelio Astra AltraSystem76 Thelio Astra48121620SE +/- 0.35, N = 3SE +/- 0.02, N = 314.3114.11MIN: 13.48 / MAX: 17.96MIN: 13.69 / MAX: 16.421. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.9.b11b7037dModel: squeezenetv1.1System76 Thelio Astra AltraSystem76 Thelio Astra0.53391.06781.60172.13562.6695SE +/- 0.008, N = 3SE +/- 0.004, N = 32.3542.373MIN: 2.18 / MAX: 5.04MIN: 2.25 / MAX: 3.721. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.9.b11b7037dModel: mobilenetV3System76 Thelio Astra AltraSystem76 Thelio Astra0.35870.71741.07611.43481.7935SE +/- 0.032, N = 3SE +/- 0.037, N = 31.5761.594MIN: 1.38 / MAX: 2.66MIN: 1.39 / MAX: 2.581. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.9.b11b7037dModel: nasnetSystem76 Thelio Astra AltraSystem76 Thelio Astra3691215SE +/- 0.021, N = 3SE +/- 0.038, N = 310.0399.989MIN: 9.76 / MAX: 11.23MIN: 9.69 / MAX: 11.071. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

Timed Linux Kernel Compilation

This test times how long it takes to build the Linux kernel in a default configuration (defconfig) for the architecture being tested or alternatively an allmodconfig for building all possible kernel modules for the build. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 6.8Build: defconfigSystem76 Thelio Astra AltraSystem76 Thelio Astra20406080100SE +/- 1.14, N = 3SE +/- 0.99, N = 483.1082.69

PyTorch

This is a benchmark of PyTorch making use of pytorch-benchmark [https://github.com/LukasHedegaard/pytorch-benchmark]. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.2.1Device: CPU - Batch Size: 512 - Model: ResNet-50System76 Thelio Astra AltraSystem76 Thelio Astra612182430SE +/- 0.33, N = 3SE +/- 0.13, N = 324.5223.56MIN: 12.59 / MAX: 26.37MIN: 11.24 / MAX: 24.94

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.2.1Device: CPU - Batch Size: 256 - Model: ResNet-50System76 Thelio Astra AltraSystem76 Thelio Astra612182430SE +/- 0.34, N = 3SE +/- 0.06, N = 324.2324.29MIN: 11.28 / MAX: 26.16MIN: 11.58 / MAX: 25.7

WarpX

OpenBenchmarking.orgSeconds, Fewer Is BetterWarpX 24.10Input: Uniform PlasmaSystem76 Thelio Astra AltraSystem76 Thelio Astra918273645SE +/- 0.31, N = 3SE +/- 0.32, N = 938.5238.971. (CXX) g++ options: -O3

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Recurrent Neural Network Training - Engine: CPUSystem76 Thelio Astra AltraSystem76 Thelio Astra9001800270036004500SE +/- 13.08, N = 3SE +/- 7.41, N = 34148.634062.31MIN: 3579.88MIN: 3598.841. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: IP Shapes 1D - Engine: CPUSystem76 Thelio Astra AltraSystem76 Thelio Astra246810SE +/- 0.07882, N = 15SE +/- 0.10253, N = 158.638658.00146MIN: 3.44MIN: 3.751. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

Blender

Blender is an open-source 3D creation software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing is supported. This system/blender test profile makes use of the system-supplied Blender. Use pts/blender if wishing to stick to a fixed version of Blender. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: Classroom - Compute: CPU-OnlySystem76 Thelio Astra AltraSystem76 Thelio Astra1632486480SE +/- 0.16, N = 3SE +/- 0.24, N = 370.5370.58

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: Fishy Cat - Compute: CPU-OnlySystem76 Thelio Astra AltraSystem76 Thelio Astra1530456075SE +/- 0.27, N = 3SE +/- 0.11, N = 365.0864.48

srsRAN Project

srsRAN Project is a complete ORAN-native 5G RAN solution created by Software Radio Systems (SRS). The srsRAN Project radio suite was formerly known as srsLTE and can be used for building your own software-defined radio (SDR) 4G/5G mobile network. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMbps, More Is BettersrsRAN Project 23.10.1-20240325Test: PUSCH Processor Benchmark, Throughput TotalSystem76 Thelio Astra AltraSystem76 Thelio Astra30060090012001500SE +/- 3.59, N = 3SE +/- 10.69, N = 31504.81525.5MIN: 885.6 / MAX: 1512MIN: 901.4 / MAX: 1546.91. (CXX) g++ options: -O3 -fno-trapping-math -fno-math-errno -ldl

Speedb

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

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Update RandomSystem76 Thelio Astra AltraSystem76 Thelio Astra40K80K120K160K200KSE +/- 1456.90, N = 3SE +/- 356.29, N = 31746631739971. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

John The Ripper

This is a benchmark of John The Ripper, which is a password cracker. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgReal C/S, More Is BetterJohn The Ripper 2023.03.14Test: MD5System76 Thelio Astra AltraSystem76 Thelio Astra300K600K900K1200K1500KSE +/- 5174.72, N = 3SE +/- 3929.94, N = 3121966712176671. (CC) gcc options: -lssl -lcrypto -fopenmp -lm -lrt -lz -ldl -lcrypt

RocksDB

This is a benchmark of Meta/Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Read Random Write RandomSystem76 Thelio Astra AltraSystem76 Thelio Astra300K600K900K1200K1500KSE +/- 9460.89, N = 3SE +/- 12803.99, N = 3129217813485991. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Read While WritingSystem76 Thelio Astra AltraSystem76 Thelio Astra2M4M6M8M10MSE +/- 84686.88, N = 3SE +/- 70965.71, N = 31016008296631431. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

LiteRT

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Mobilenet QuantSystem76 Thelio Astra AltraSystem76 Thelio Astra30060090012001500SE +/- 9.82, N = 3SE +/- 14.30, N = 41368.651376.46

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Inception V4System76 Thelio Astra AltraSystem76 Thelio Astra6K12K18K24K30KSE +/- 149.53, N = 3SE +/- 145.12, N = 327845.627987.6

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Inception ResNet V2System76 Thelio Astra AltraSystem76 Thelio Astra6K12K18K24K30KSE +/- 184.20, N = 3SE +/- 78.11, N = 329027.728987.6

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: NASNet MobileSystem76 Thelio Astra AltraSystem76 Thelio Astra5K10K15K20K25KSE +/- 247.26, N = 3SE +/- 11.69, N = 325569.725510.3

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Quantized COCO SSD MobileNet v1System76 Thelio Astra AltraSystem76 Thelio Astra6001200180024003000SE +/- 17.01, N = 3SE +/- 2.79, N = 32964.533009.66

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Mobilenet FloatSystem76 Thelio Astra AltraSystem76 Thelio Astra400800120016002000SE +/- 12.15, N = 3SE +/- 20.31, N = 31927.051899.80

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: SqueezeNetSystem76 Thelio Astra AltraSystem76 Thelio Astra5001000150020002500SE +/- 5.44, N = 3SE +/- 21.43, N = 32363.302395.26

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: DeepLab V3System76 Thelio Astra AltraSystem76 Thelio Astra7001400210028003500SE +/- 20.38, N = 3SE +/- 31.60, N = 33372.083373.93

WarpX

OpenBenchmarking.orgSeconds, Fewer Is BetterWarpX 24.10Input: Plasma AccelerationSystem76 Thelio Astra AltraSystem76 Thelio Astra1122334455SE +/- 0.09, N = 3SE +/- 0.11, N = 347.6547.651. (CXX) g++ options: -O3

C-Ray

OpenBenchmarking.orgSeconds, Fewer Is BetterC-Ray 2.0Resolution: 5K - Rays Per Pixel: 16System76 Thelio Astra AltraSystem76 Thelio Astra1122334455SE +/- 0.02, N = 3SE +/- 0.04, N = 346.9847.031. (CC) gcc options: -lpthread -lm

GROMACS

The GROMACS (GROningen MAchine for Chemical Simulations) molecular dynamics package testing with the water_GMX50 data. This test profile allows selecting between CPU and GPU-based GROMACS builds. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2024Implementation: MPI CPU - Input: water_GMX50_bareSystem76 Thelio Astra AltraSystem76 Thelio Astra1.02922.05843.08764.11685.146SE +/- 0.013, N = 3SE +/- 0.064, N = 34.5744.4971. (CXX) g++ options: -O3 -lm

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: IP Shapes 3D - Engine: CPUSystem76 Thelio Astra AltraSystem76 Thelio Astra1.172.343.514.685.85SE +/- 0.12533, N = 15SE +/- 0.13331, N = 155.108255.20016MIN: 1.97MIN: 1.961. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.7Test: VideoSystem76 Thelio Astra AltraSystem76 Thelio Astra3K6K9K12K15KSE +/- 169.59, N = 4SE +/- 146.61, N = 1514630141051. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Deconvolution Batch shapes_1d - Engine: CPUSystem76 Thelio Astra AltraSystem76 Thelio Astra612182430SE +/- 0.23, N = 7SE +/- 0.04, N = 325.3225.08MIN: 19.77MIN: 20.081. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

Blender

Blender is an open-source 3D creation software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing is supported. This system/blender test profile makes use of the system-supplied Blender. Use pts/blender if wishing to stick to a fixed version of Blender. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: BMW27 - Compute: CPU-OnlySystem76 Thelio Astra AltraSystem76 Thelio Astra816243240SE +/- 0.15, N = 3SE +/- 0.35, N = 335.8236.09

John The Ripper

This is a benchmark of John The Ripper, which is a password cracker. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgReal C/S, More Is BetterJohn The Ripper 2023.03.14Test: WPA PSKSystem76 Thelio Astra AltraSystem76 Thelio Astra20K40K60K80K100KSE +/- 612.62, N = 3SE +/- 738.00, N = 31100611095651. (CC) gcc options: -lssl -lcrypto -fopenmp -lm -lrt -lz -ldl -lcrypt

OpenBenchmarking.orgReal C/S, More Is BetterJohn The Ripper 2023.03.14Test: bcryptSystem76 Thelio Astra AltraSystem76 Thelio Astra20K40K60K80K100KSE +/- 259.62, N = 3SE +/- 94.05, N = 31009401013871. (CC) gcc options: -lssl -lcrypto -fopenmp -lm -lrt -lz -ldl -lcrypt

OpenBenchmarking.orgReal C/S, More Is BetterJohn The Ripper 2023.03.14Test: BlowfishSystem76 Thelio Astra AltraSystem76 Thelio Astra20K40K60K80K100KSE +/- 126.74, N = 3SE +/- 264.10, N = 31009721013301. (CC) gcc options: -lssl -lcrypto -fopenmp -lm -lrt -lz -ldl -lcrypt

C-Ray

OpenBenchmarking.orgSeconds, Fewer Is BetterC-Ray 2.0Resolution: 4K - Rays Per Pixel: 16System76 Thelio Astra AltraSystem76 Thelio Astra612182430SE +/- 0.02, N = 3SE +/- 0.03, N = 326.4326.481. (CC) gcc options: -lpthread -lm

ACES DGEMM

OpenBenchmarking.orgGFLOP/s, More Is BetterACES DGEMM 1.0Sustained Floating-Point RateSystem76 Thelio Astra AltraSystem76 Thelio Astra400800120016002000SE +/- 4.30, N = 3SE +/- 3.52, N = 31875.141874.171. (CC) gcc options: -ffast-math -O3 -fopenmp -lopenblas

srsRAN Project

srsRAN Project is a complete ORAN-native 5G RAN solution created by Software Radio Systems (SRS). The srsRAN Project radio suite was formerly known as srsLTE and can be used for building your own software-defined radio (SDR) 4G/5G mobile network. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMbps, More Is BettersrsRAN Project 23.10.1-20240325Test: PDSCH Processor Benchmark, Throughput TotalSystem76 Thelio Astra AltraSystem76 Thelio Astra3K6K9K12K15KSE +/- 72.39, N = 3SE +/- 46.37, N = 313707.113753.31. (CXX) g++ options: -O3 -fno-trapping-math -fno-math-errno -ldl

miniFE

MiniFE Finite Element is an application for unstructured implicit finite element codes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgCG Mflops, More Is BetterminiFE 2.2Problem Size: SmallSystem76 Thelio Astra AltraSystem76 Thelio Astra5K10K15K20K25KSE +/- 20.09, N = 4SE +/- 10.46, N = 424201.424196.21. (CXX) g++ options: -O3 -fopenmp -lmpi_cxx -lmpi

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Convolution Batch Shapes Auto - Engine: CPUSystem76 Thelio Astra AltraSystem76 Thelio Astra1.1112.2223.3334.4445.555SE +/- 0.03469, N = 12SE +/- 0.02318, N = 74.937894.88201MIN: 4.07MIN: 4.041. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

Coremark

This is a test of EEMBC CoreMark processor benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgIterations/Sec, More Is BetterCoremark 1.0CoreMark Size 666 - Iterations Per SecondSystem76 Thelio Astra AltraSystem76 Thelio Astra600K1200K1800K2400K3000KSE +/- 1584.02, N = 3SE +/- 7741.41, N = 32793203.072781173.961. (CC) gcc options: -O2 -lrt" -lrt

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Deconvolution Batch shapes_3d - Engine: CPUSystem76 Thelio Astra AltraSystem76 Thelio Astra246810SE +/- 0.29556, N = 15SE +/- 0.45769, N = 157.900927.38988MIN: 2.99MIN: 31. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

C-Ray

OpenBenchmarking.orgSeconds, Fewer Is BetterC-Ray 2.0Resolution: 1080p - Rays Per Pixel: 16System76 Thelio Astra AltraSystem76 Thelio Astra246810SE +/- 0.001, N = 6SE +/- 0.002, N = 66.9026.9041. (CC) gcc options: -lpthread -lm

Meta Performance Per Watts

OpenBenchmarking.orgPerformance Per Watts, More Is BetterMeta Performance Per WattsPerformance Per WattsSystem76 Thelio Astra Altra16K32K48K64K80K73720.34

Drive Temperature (nvme0n1) Monitor

OpenBenchmarking.orgCelsiusDrive Temperature (nvme0n1) MonitorPhoronix Test Suite System MonitoringSystem76 Thelio Astra AltraSystem76 Thelio Astra816243240Min: 24.85 / Avg: 27.9 / Max: 39.85Min: 25.85 / Avg: 30.48 / Max: 38.85

GPU Temperature Monitor

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringSystem76 Thelio Astra AltraSystem76 Thelio Astra918273645Min: 34 / Avg: 36.77 / Max: 42Min: 34 / Avg: 36.14 / Max: 41

CPU Temperature Monitor

OpenBenchmarking.orgCelsiusCPU Temperature MonitorPhoronix Test Suite System MonitoringSystem76 Thelio Astra AltraSystem76 Thelio Astra1530456075Min: 43 / Avg: 61.05 / Max: 77Min: 43 / Avg: 51.78 / Max: 77

CPU Power Consumption Monitor

OpenBenchmarking.orgWattsCPU Power Consumption MonitorPhoronix Test Suite System MonitoringSystem76 Thelio Astra AltraSystem76 Thelio Astra50100150200250Min: 23.78 / Avg: 138.85 / Max: 252.32Min: 23.31 / Avg: 74.86 / Max: 250.59

87 Results Shown

Whisper.cpp:
  ggml-medium.en - 2016 State of the Union
  ggml-small.en - 2016 State of the Union
OpenCV
Timed Node.js Compilation
High Performance Conjugate Gradient
Timed LLVM Compilation
Whisper.cpp
Epoch
Blender
OpenCV
Timed Linux Kernel Compilation
Speedb:
  Read While Writing
  Rand Read
OpenCV
Timed LLVM Compilation
OpenCV
oneDNN
Timed Godot Game Engine Compilation
Numpy Benchmark
XNNPACK:
  QS8MobileNetV2
  FP16MobileNetV3Small
  FP16MobileNetV3Large
  FP16MobileNetV2
  FP16MobileNetV1
  FP32MobileNetV3Small
  FP32MobileNetV3Large
  FP32MobileNetV2
  FP32MobileNetV1
John The Ripper
RocksDB:
  Update Rand
  Rand Read
OpenCV:
  DNN - Deep Neural Network
  Core
Blender
Speedb
Mobile Neural Network:
  inception-v3
  mobilenet-v1-1.0
  MobileNetV2_224
  SqueezeNetV1.0
  resnet-v2-50
  squeezenetv1.1
  mobilenetV3
  nasnet
Timed Linux Kernel Compilation
PyTorch:
  CPU - 512 - ResNet-50
  CPU - 256 - ResNet-50
WarpX
oneDNN:
  Recurrent Neural Network Training - CPU
  IP Shapes 1D - CPU
Blender:
  Classroom - CPU-Only
  Fishy Cat - CPU-Only
srsRAN Project
Speedb
John The Ripper
RocksDB:
  Read Rand Write Rand
  Read While Writing
LiteRT:
  Mobilenet Quant
  Inception V4
  Inception ResNet V2
  NASNet Mobile
  Quantized COCO SSD MobileNet v1
  Mobilenet Float
  SqueezeNet
  DeepLab V3
WarpX
C-Ray
GROMACS
oneDNN
OpenCV
oneDNN
Blender
John The Ripper:
  WPA PSK
  bcrypt
  Blowfish
C-Ray
ACES DGEMM
srsRAN Project
miniFE
oneDNN
Coremark
oneDNN
C-Ray
Meta Performance Per Watts:
  Performance Per Watts
  Phoronix Test Suite System Monitoring
  Phoronix Test Suite System Monitoring
  Phoronix Test Suite System Monitoring
  Phoronix Test Suite System Monitoring