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 Astrabuild-llvm: Ninjabuild-llvm: Unix Makefilesbuild-godot: Time To Compilebuild-linux-kernel: defconfigbuild-linux-kernel: allmodconfigbuild-nodejs: Time To Compilexnnpack: FP32MobileNetV1xnnpack: FP32MobileNetV2xnnpack: FP32MobileNetV3Largexnnpack: FP32MobileNetV3Smallxnnpack: FP16MobileNetV1xnnpack: FP16MobileNetV2xnnpack: FP16MobileNetV3Largexnnpack: FP16MobileNetV3Smallxnnpack: QS8MobileNetV2numpy: onednn: Convolution Batch Shapes Auto - CPUonednn: Deconvolution Batch shapes_1d - CPUonednn: Deconvolution Batch shapes_3d - CPUonednn: IP Shapes 1D - CPUonednn: IP Shapes 3D - CPUonednn: Recurrent Neural Network Training - CPUonednn: Recurrent Neural Network Inference - CPUwhisper-cpp: ggml-base.en - 2016 State of the Unionwhisper-cpp: ggml-small.en - 2016 State of the Unionwhisper-cpp: ggml-medium.en - 2016 State of the Unionlitert: Mobilenet Floatlitert: Mobilenet Quantlitert: NASNet Mobilelitert: SqueezeNetlitert: Inception ResNet V2litert: Inception V4litert: Quantized COCO SSD MobileNet v1litert: DeepLab V3pytorch: CPU - 256 - ResNet-50pytorch: CPU - 512 - ResNet-50blender: BMW27 - CPU-Onlyblender: Classroom - CPU-Onlyblender: Fishy Cat - CPU-Onlyblender: Pabellon Barcelona - CPU-Onlyblender: Barbershop - CPU-Onlymnn: nasnetmnn: mobilenetV3mnn: squeezenetv1.1mnn: resnet-v2-50mnn: SqueezeNetV1.0mnn: MobileNetV2_224mnn: mobilenet-v1-1.0mnn: inception-v3minife: Smallspeedb: Rand Readspeedb: Read While Writingspeedb: Read Rand Write Randspeedb: Update Randrocksdb: Rand Readrocksdb: Read While Writingrocksdb: Read Rand Write Randrocksdb: Update Randmt-dgemm: Sustained Floating-Point Ratec-ray: 1080p - 16c-ray: 4K - 16c-ray: 5K - 16coremark: CoreMark Size 666 - Iterations Per Secondhpcg: 104 104 104 - 60gromacs: MPI CPU - water_GMX50_barejohn-the-ripper: MD5john-the-ripper: Blowfishjohn-the-ripper: HMAC-SHA512john-the-ripper: bcryptjohn-the-ripper: WPA PSKwarpx: Plasma Accelerationwarpx: Uniform Plasmaepoch: Conesrsran: PUSCH Processor Benchmark, Throughput Totalsrsran: PDSCH Processor Benchmark, Throughput Totalopencv: DNN - Deep Neural Networkopencv: Features 2Dopencv: Object Detectionopencv: Coreopencv: Image Processingopencv: Stitchingopencv: VideoSystem76 Thelio AstraSystem76 Thelio Astra Altra260.084416.476228.30882.692318.307510.137193525944289268911792103326823812227363.534.8820125.07627.389888.001465.200164062.313125.37398.21058550.793151111.580621899.801376.4625510.32395.2628987.627987.63009.663373.9324.2923.5636.0970.5864.48140.33357.649.9891.5942.37314.1064.4012.2201.97619.17324196.2474967015104421321187539173997492060357966314313485992138561874.1688976.90426.48047.0342781173.96009421.42524.49712176671013306836266710138710956547.6452865038.96806852346.841525.513753.358880912709903313046420685824983414105257.869415.578229.78383.098318.032511.051194326104108270512212093330424602311366.854.9378925.32257.900928.638655.108254148.633215.52405.39651564.899791056.782401927.051368.6525569.72363.3029027.727845.62964.533372.0824.2324.5235.8270.5365.08140.21357.0510.0391.5762.35414.3104.3942.2421.94219.36924201.44639004651345722111602271746634741568951016008212921782173521875.1360776.90226.42746.9752793203.06705221.41874.57412196671009726887933310094011006147.6534204938.515365851504.813707.1602928933310103612849321037124784914630OpenBenchmarking.org

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 AstraSystem76 Thelio Astra Altra60120180240300SE +/- 1.59, N = 3SE +/- 0.98, N = 3260.08257.87

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 16.0Build System: Unix MakefilesSystem76 Thelio AstraSystem76 Thelio Astra Altra90180270360450SE +/- 1.95, N = 3SE +/- 0.62, N = 3416.48415.58

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 AstraSystem76 Thelio Astra Altra50100150200250SE +/- 0.16, N = 3SE +/- 0.85, N = 3228.31229.78

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 AstraSystem76 Thelio Astra Altra20406080100SE +/- 0.99, N = 4SE +/- 1.14, N = 382.6983.10

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 6.8Build: allmodconfigSystem76 Thelio AstraSystem76 Thelio Astra Altra70140210280350SE +/- 1.44, N = 3SE +/- 1.44, N = 3318.31318.03

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 AstraSystem76 Thelio Astra Altra110220330440550SE +/- 0.54, N = 3SE +/- 1.15, N = 3510.14511.05

XNNPACK

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV1System76 Thelio AstraSystem76 Thelio Astra Altra400800120016002000SE +/- 22.19, N = 3SE +/- 18.36, N = 3193519431. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV2System76 Thelio AstraSystem76 Thelio Astra Altra6001200180024003000SE +/- 22.61, N = 3SE +/- 26.06, N = 3259426101. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV3LargeSystem76 Thelio AstraSystem76 Thelio Astra Altra9001800270036004500SE +/- 50.89, N = 3SE +/- 73.96, N = 3428941081. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP32MobileNetV3SmallSystem76 Thelio AstraSystem76 Thelio Astra Altra6001200180024003000SE +/- 47.96, N = 3SE +/- 12.91, N = 3268927051. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV1System76 Thelio AstraSystem76 Thelio Astra Altra30060090012001500SE +/- 24.09, N = 3SE +/- 23.78, N = 3117912211. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV2System76 Thelio AstraSystem76 Thelio Astra Altra5001000150020002500SE +/- 43.27, N = 3SE +/- 28.10, N = 3210320931. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV3LargeSystem76 Thelio AstraSystem76 Thelio Astra Altra7001400210028003500SE +/- 6.39, N = 3SE +/- 55.56, N = 3326833041. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: FP16MobileNetV3SmallSystem76 Thelio AstraSystem76 Thelio Astra Altra5001000150020002500SE +/- 34.36, N = 3SE +/- 73.70, N = 3238124601. (CXX) g++ options: -O3 -lrt -lm

OpenBenchmarking.orgus, Fewer Is BetterXNNPACK b7b048Model: QS8MobileNetV2System76 Thelio AstraSystem76 Thelio Astra Altra5001000150020002500SE +/- 11.10, N = 3SE +/- 61.16, N = 3222723111. (CXX) g++ options: -O3 -lrt -lm

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 AstraSystem76 Thelio Astra Altra80160240320400SE +/- 2.61, N = 3SE +/- 1.54, N = 3363.53366.85

oneDNN

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Convolution Batch Shapes Auto - Engine: CPUSystem76 Thelio AstraSystem76 Thelio Astra Altra1.1112.2223.3334.4445.555SE +/- 0.02318, N = 7SE +/- 0.03469, N = 124.882014.93789MIN: 4.04MIN: 4.071. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Deconvolution Batch shapes_1d - Engine: CPUSystem76 Thelio AstraSystem76 Thelio Astra Altra612182430SE +/- 0.04, N = 3SE +/- 0.23, N = 725.0825.32MIN: 20.08MIN: 19.771. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Deconvolution Batch shapes_3d - Engine: CPUSystem76 Thelio AstraSystem76 Thelio Astra Altra246810SE +/- 0.45769, N = 15SE +/- 0.29556, N = 157.389887.90092MIN: 3MIN: 2.991. (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 AstraSystem76 Thelio Astra Altra246810SE +/- 0.10253, N = 15SE +/- 0.07882, N = 158.001468.63865MIN: 3.75MIN: 3.441. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: IP Shapes 3D - Engine: CPUSystem76 Thelio AstraSystem76 Thelio Astra Altra1.172.343.514.685.85SE +/- 0.13331, N = 15SE +/- 0.12533, N = 155.200165.10825MIN: 1.96MIN: 1.971. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Recurrent Neural Network Training - Engine: CPUSystem76 Thelio AstraSystem76 Thelio Astra Altra9001800270036004500SE +/- 7.41, N = 3SE +/- 13.08, N = 34062.314148.63MIN: 3598.84MIN: 3579.881. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.6Harness: Recurrent Neural Network Inference - Engine: CPUSystem76 Thelio AstraSystem76 Thelio Astra Altra7001400210028003500SE +/- 21.23, N = 15SE +/- 30.66, N = 33125.373215.52MIN: 2673.31MIN: 2717.061. (CXX) g++ options: -O3 -march=native -fopenmp -mcpu=generic -fPIC -pie -ldl -lpthread

Whisper.cpp

OpenBenchmarking.orgSeconds, Fewer Is BetterWhisper.cpp 1.6.2Model: ggml-base.en - Input: 2016 State of the UnionSystem76 Thelio AstraSystem76 Thelio Astra Altra90180270360450SE +/- 2.93, N = 3SE +/- 1.58, N = 3398.21405.401. (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 AstraSystem76 Thelio Astra Altra120240360480600SE +/- 24.91, N = 9SE +/- 23.23, N = 9550.79564.901. (CXX) g++ options: -O3 -std=c++11 -fPIC -pthread -mcpu=native

OpenBenchmarking.orgSeconds, Fewer Is BetterWhisper.cpp 1.6.2Model: ggml-medium.en - Input: 2016 State of the UnionSystem76 Thelio AstraSystem76 Thelio Astra Altra2004006008001000SE +/- 15.29, N = 3SE +/- 42.64, N = 91111.581056.781. (CXX) g++ options: -O3 -std=c++11 -fPIC -pthread -mcpu=native

LiteRT

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Mobilenet FloatSystem76 Thelio AstraSystem76 Thelio Astra Altra400800120016002000SE +/- 20.31, N = 3SE +/- 12.15, N = 31899.801927.05

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Mobilenet QuantSystem76 Thelio AstraSystem76 Thelio Astra Altra30060090012001500SE +/- 14.30, N = 4SE +/- 9.82, N = 31376.461368.65

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: NASNet MobileSystem76 Thelio AstraSystem76 Thelio Astra Altra5K10K15K20K25KSE +/- 11.69, N = 3SE +/- 247.26, N = 325510.325569.7

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: SqueezeNetSystem76 Thelio AstraSystem76 Thelio Astra Altra5001000150020002500SE +/- 21.43, N = 3SE +/- 5.44, N = 32395.262363.30

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Inception ResNet V2System76 Thelio AstraSystem76 Thelio Astra Altra6K12K18K24K30KSE +/- 78.11, N = 3SE +/- 184.20, N = 328987.629027.7

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Inception V4System76 Thelio AstraSystem76 Thelio Astra Altra6K12K18K24K30KSE +/- 145.12, N = 3SE +/- 149.53, N = 327987.627845.6

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: Quantized COCO SSD MobileNet v1System76 Thelio AstraSystem76 Thelio Astra Altra6001200180024003000SE +/- 2.79, N = 3SE +/- 17.01, N = 33009.662964.53

OpenBenchmarking.orgMicroseconds, Fewer Is BetterLiteRT 2024-10-15Model: DeepLab V3System76 Thelio AstraSystem76 Thelio Astra Altra7001400210028003500SE +/- 31.60, N = 3SE +/- 20.38, N = 33373.933372.08

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: 256 - Model: ResNet-50System76 Thelio AstraSystem76 Thelio Astra Altra612182430SE +/- 0.06, N = 3SE +/- 0.34, N = 324.2924.23MIN: 11.58 / MAX: 25.7MIN: 11.28 / MAX: 26.16

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.2.1Device: CPU - Batch Size: 512 - Model: ResNet-50System76 Thelio AstraSystem76 Thelio Astra Altra612182430SE +/- 0.13, N = 3SE +/- 0.33, N = 323.5624.52MIN: 11.24 / MAX: 24.94MIN: 12.59 / MAX: 26.37

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 AstraSystem76 Thelio Astra Altra816243240SE +/- 0.35, N = 3SE +/- 0.15, N = 336.0935.82

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: Classroom - Compute: CPU-OnlySystem76 Thelio AstraSystem76 Thelio Astra Altra1632486480SE +/- 0.24, N = 3SE +/- 0.16, N = 370.5870.53

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: Fishy Cat - Compute: CPU-OnlySystem76 Thelio AstraSystem76 Thelio Astra Altra1530456075SE +/- 0.11, N = 3SE +/- 0.27, N = 364.4865.08

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: Pabellon Barcelona - Compute: CPU-OnlySystem76 Thelio AstraSystem76 Thelio Astra Altra306090120150SE +/- 0.75, N = 3SE +/- 0.36, N = 3140.33140.21

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: Barbershop - Compute: CPU-OnlySystem76 Thelio AstraSystem76 Thelio Astra Altra80160240320400SE +/- 0.51, N = 3SE +/- 0.30, N = 3357.64357.05

Mobile Neural Network

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.9.b11b7037dModel: nasnetSystem76 Thelio AstraSystem76 Thelio Astra Altra3691215SE +/- 0.038, N = 3SE +/- 0.021, N = 39.98910.039MIN: 9.69 / MAX: 11.07MIN: 9.76 / MAX: 11.231. (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 AstraSystem76 Thelio Astra Altra0.35870.71741.07611.43481.7935SE +/- 0.037, N = 3SE +/- 0.032, N = 31.5941.576MIN: 1.39 / MAX: 2.58MIN: 1.38 / MAX: 2.661. (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 AstraSystem76 Thelio Astra Altra0.53391.06781.60172.13562.6695SE +/- 0.004, N = 3SE +/- 0.008, N = 32.3732.354MIN: 2.25 / MAX: 3.72MIN: 2.18 / MAX: 5.041. (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 AstraSystem76 Thelio Astra Altra48121620SE +/- 0.02, N = 3SE +/- 0.35, N = 314.1114.31MIN: 13.69 / MAX: 16.42MIN: 13.48 / MAX: 17.961. (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 AstraSystem76 Thelio Astra Altra0.99021.98042.97063.96084.951SE +/- 0.029, N = 3SE +/- 0.030, N = 34.4014.394MIN: 4.19 / MAX: 6.49MIN: 4.2 / MAX: 6.391. (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 AstraSystem76 Thelio Astra Altra0.50451.0091.51352.0182.5225SE +/- 0.007, N = 3SE +/- 0.014, N = 32.2202.242MIN: 2.13 / MAX: 3.81MIN: 2.13 / MAX: 3.861. (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 AstraSystem76 Thelio Astra Altra0.44460.88921.33381.77842.223SE +/- 0.011, N = 3SE +/- 0.005, N = 31.9761.942MIN: 1.86 / MAX: 3.51MIN: 1.79 / MAX: 3.631. (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: inception-v3System76 Thelio AstraSystem76 Thelio Astra Altra510152025SE +/- 0.05, N = 3SE +/- 0.03, N = 319.1719.37MIN: 18.67 / MAX: 21.51MIN: 18.94 / MAX: 21.811. (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

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 AstraSystem76 Thelio Astra Altra5K10K15K20K25KSE +/- 10.46, N = 4SE +/- 20.09, N = 424196.224201.41. (CXX) g++ options: -O3 -fopenmp -lmpi_cxx -lmpi

Speedb

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

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Random ReadSystem76 Thelio AstraSystem76 Thelio Astra Altra100M200M300M400M500MSE +/- 4696121.03, N = 15SE +/- 4679221.79, N = 154749670154639004651. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Read While WritingSystem76 Thelio AstraSystem76 Thelio Astra Altra3M6M9M12M15MSE +/- 164058.99, N = 15SE +/- 753903.88, N = 1510442132134572211. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Read Random Write RandomSystem76 Thelio AstraSystem76 Thelio Astra Altra300K600K900K1200K1500KSE +/- 8893.20, N = 11SE +/- 7547.70, N = 3118753911602271. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Update RandomSystem76 Thelio AstraSystem76 Thelio Astra Altra40K80K120K160K200KSE +/- 356.29, N = 3SE +/- 1456.90, N = 31739971746631. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

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: Random ReadSystem76 Thelio AstraSystem76 Thelio Astra Altra110M220M330M440M550MSE +/- 3764966.49, N = 15SE +/- 6329660.21, N = 34920603574741568951. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Read While WritingSystem76 Thelio AstraSystem76 Thelio Astra Altra2M4M6M8M10MSE +/- 70965.71, N = 3SE +/- 84686.88, N = 39663143101600821. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Read Random Write RandomSystem76 Thelio AstraSystem76 Thelio Astra Altra300K600K900K1200K1500KSE +/- 12803.99, N = 3SE +/- 9460.89, N = 3134859912921781. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Update RandomSystem76 Thelio AstraSystem76 Thelio Astra Altra50K100K150K200K250KSE +/- 1913.79, N = 15SE +/- 1778.60, N = 32138562173521. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

ACES DGEMM

OpenBenchmarking.orgGFLOP/s, More Is BetterACES DGEMM 1.0Sustained Floating-Point RateSystem76 Thelio AstraSystem76 Thelio Astra Altra400800120016002000SE +/- 3.52, N = 3SE +/- 4.30, N = 31874.171875.141. (CC) gcc options: -ffast-math -O3 -fopenmp -lopenblas

C-Ray

OpenBenchmarking.orgSeconds, Fewer Is BetterC-Ray 2.0Resolution: 1080p - Rays Per Pixel: 16System76 Thelio AstraSystem76 Thelio Astra Altra246810SE +/- 0.002, N = 6SE +/- 0.001, N = 66.9046.9021. (CC) gcc options: -lpthread -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterC-Ray 2.0Resolution: 4K - Rays Per Pixel: 16System76 Thelio AstraSystem76 Thelio Astra Altra612182430SE +/- 0.03, N = 3SE +/- 0.02, N = 326.4826.431. (CC) gcc options: -lpthread -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterC-Ray 2.0Resolution: 5K - Rays Per Pixel: 16System76 Thelio AstraSystem76 Thelio Astra Altra1122334455SE +/- 0.04, N = 3SE +/- 0.02, N = 347.0346.981. (CC) gcc options: -lpthread -lm

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 AstraSystem76 Thelio Astra Altra600K1200K1800K2400K3000KSE +/- 7741.41, N = 3SE +/- 1584.02, N = 32781173.962793203.071. (CC) gcc options: -O2 -lrt" -lrt

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 AstraSystem76 Thelio Astra Altra510152025SE +/- 0.01, N = 3SE +/- 0.00, N = 321.4321.421. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -lmpi_cxx -lmpi

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 AstraSystem76 Thelio Astra Altra1.02922.05843.08764.11685.146SE +/- 0.064, N = 3SE +/- 0.013, N = 34.4974.5741. (CXX) g++ options: -O3 -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: MD5System76 Thelio AstraSystem76 Thelio Astra Altra300K600K900K1200K1500KSE +/- 3929.94, N = 3SE +/- 5174.72, N = 3121766712196671. (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 AstraSystem76 Thelio Astra Altra20K40K60K80K100KSE +/- 264.10, N = 3SE +/- 126.74, N = 31013301009721. (CC) gcc options: -lssl -lcrypto -fopenmp -lm -lrt -lz -ldl -lcrypt

OpenBenchmarking.orgReal C/S, More Is BetterJohn The Ripper 2023.03.14Test: HMAC-SHA512System76 Thelio AstraSystem76 Thelio Astra Altra15M30M45M60M75MSE +/- 967418.00, N = 15SE +/- 457404.76, N = 368362667688793331. (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 AstraSystem76 Thelio Astra Altra20K40K60K80K100KSE +/- 94.05, N = 3SE +/- 259.62, N = 31013871009401. (CC) gcc options: -lssl -lcrypto -fopenmp -lm -lrt -lz -ldl -lcrypt

OpenBenchmarking.orgReal C/S, More Is BetterJohn The Ripper 2023.03.14Test: WPA PSKSystem76 Thelio AstraSystem76 Thelio Astra Altra20K40K60K80K100KSE +/- 738.00, N = 3SE +/- 612.62, N = 31095651100611. (CC) gcc options: -lssl -lcrypto -fopenmp -lm -lrt -lz -ldl -lcrypt

WarpX

OpenBenchmarking.orgSeconds, Fewer Is BetterWarpX 24.10Input: Plasma AccelerationSystem76 Thelio AstraSystem76 Thelio Astra Altra1122334455SE +/- 0.11, N = 3SE +/- 0.09, N = 347.6547.651. (CXX) g++ options: -O3

OpenBenchmarking.orgSeconds, Fewer Is BetterWarpX 24.10Input: Uniform PlasmaSystem76 Thelio AstraSystem76 Thelio Astra Altra918273645SE +/- 0.32, N = 9SE +/- 0.31, N = 338.9738.521. (CXX) g++ options: -O3

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

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 AstraSystem76 Thelio Astra Altra30060090012001500SE +/- 10.69, N = 3SE +/- 3.59, N = 31525.51504.8MIN: 901.4 / MAX: 1546.9MIN: 885.6 / MAX: 15121. (CXX) g++ options: -O3 -fno-trapping-math -fno-math-errno -ldl

OpenBenchmarking.orgMbps, More Is BettersrsRAN Project 23.10.1-20240325Test: PDSCH Processor Benchmark, Throughput TotalSystem76 Thelio AstraSystem76 Thelio Astra Altra3K6K9K12K15KSE +/- 46.37, N = 3SE +/- 72.39, N = 313753.313707.11. (CXX) g++ options: -O3 -fno-trapping-math -fno-math-errno -ldl

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 AstraSystem76 Thelio Astra Altra13K26K39K52K65KSE +/- 1485.93, N = 12SE +/- 717.84, N = 458880602921. (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: Features 2DSystem76 Thelio AstraSystem76 Thelio Astra Altra20K40K60K80K100KSE +/- 1679.80, N = 12SE +/- 2087.36, N = 1291270893331. (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: Object DetectionSystem76 Thelio AstraSystem76 Thelio Astra Altra20K40K60K80K100KSE +/- 865.84, N = 7SE +/- 793.40, N = 9990331010361. (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 AstraSystem76 Thelio Astra Altra30K60K90K120K150KSE +/- 1455.59, N = 4SE +/- 482.28, N = 31304641284931. (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: Image ProcessingSystem76 Thelio AstraSystem76 Thelio Astra Altra50K100K150K200K250KSE +/- 2984.28, N = 3SE +/- 1895.00, N = 122068582103711. (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: StitchingSystem76 Thelio AstraSystem76 Thelio Astra Altra50K100K150K200K250KSE +/- 2453.89, N = 3SE +/- 1011.33, N = 32498342478491. (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: VideoSystem76 Thelio AstraSystem76 Thelio Astra Altra3K6K9K12K15KSE +/- 146.61, N = 15SE +/- 169.59, N = 414105146301. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

CPU Power Consumption Monitor

OpenBenchmarking.orgWattsCPU Power Consumption MonitorPhoronix Test Suite System MonitoringSystem76 Thelio AstraSystem76 Thelio Astra Altra50100150200250Min: 23.31 / Avg: 74.86 / Max: 250.59Min: 23.78 / Avg: 138.85 / Max: 252.32

CPU Temperature Monitor

OpenBenchmarking.orgCelsiusCPU Temperature MonitorPhoronix Test Suite System MonitoringSystem76 Thelio AstraSystem76 Thelio Astra Altra1530456075Min: 43 / Avg: 51.78 / Max: 77Min: 43 / Avg: 61.05 / Max: 77

GPU Temperature Monitor

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringSystem76 Thelio AstraSystem76 Thelio Astra Altra918273645Min: 34 / Avg: 36.14 / Max: 41Min: 34 / Avg: 36.77 / Max: 42

Drive Temperature (nvme0n1) Monitor

OpenBenchmarking.orgCelsiusDrive Temperature (nvme0n1) MonitorPhoronix Test Suite System MonitoringSystem76 Thelio AstraSystem76 Thelio Astra Altra816243240Min: 25.85 / Avg: 30.48 / Max: 38.85Min: 24.85 / Avg: 27.9 / Max: 39.85

Meta Performance Per Watts

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

87 Results Shown

Timed LLVM Compilation:
  Ninja
  Unix Makefiles
Timed Godot Game Engine Compilation
Timed Linux Kernel Compilation:
  defconfig
  allmodconfig
Timed Node.js Compilation
XNNPACK:
  FP32MobileNetV1
  FP32MobileNetV2
  FP32MobileNetV3Large
  FP32MobileNetV3Small
  FP16MobileNetV1
  FP16MobileNetV2
  FP16MobileNetV3Large
  FP16MobileNetV3Small
  QS8MobileNetV2
Numpy Benchmark
oneDNN:
  Convolution Batch Shapes Auto - CPU
  Deconvolution Batch shapes_1d - CPU
  Deconvolution Batch shapes_3d - CPU
  IP Shapes 1D - CPU
  IP Shapes 3D - CPU
  Recurrent Neural Network Training - CPU
  Recurrent Neural Network Inference - CPU
Whisper.cpp:
  ggml-base.en - 2016 State of the Union
  ggml-small.en - 2016 State of the Union
  ggml-medium.en - 2016 State of the Union
LiteRT:
  Mobilenet Float
  Mobilenet Quant
  NASNet Mobile
  SqueezeNet
  Inception ResNet V2
  Inception V4
  Quantized COCO SSD MobileNet v1
  DeepLab V3
PyTorch:
  CPU - 256 - ResNet-50
  CPU - 512 - ResNet-50
Blender:
  BMW27 - CPU-Only
  Classroom - CPU-Only
  Fishy Cat - CPU-Only
  Pabellon Barcelona - CPU-Only
  Barbershop - CPU-Only
Mobile Neural Network:
  nasnet
  mobilenetV3
  squeezenetv1.1
  resnet-v2-50
  SqueezeNetV1.0
  MobileNetV2_224
  mobilenet-v1-1.0
  inception-v3
miniFE
Speedb:
  Rand Read
  Read While Writing
  Read Rand Write Rand
  Update Rand
RocksDB:
  Rand Read
  Read While Writing
  Read Rand Write Rand
  Update Rand
ACES DGEMM
C-Ray:
  1080p - 16
  4K - 16
  5K - 16
Coremark
High Performance Conjugate Gradient
GROMACS
John The Ripper:
  MD5
  Blowfish
  HMAC-SHA512
  bcrypt
  WPA PSK
WarpX:
  Plasma Acceleration
  Uniform Plasma
Epoch
srsRAN Project:
  PUSCH Processor Benchmark, Throughput Total
  PDSCH Processor Benchmark, Throughput Total
OpenCV:
  DNN - Deep Neural Network
  Features 2D
  Object Detection
  Core
  Image Processing
  Stitching
  Video
CPU Power Consumption Monitor:
  Phoronix Test Suite System Monitoring:
    Watts
    Celsius
    Celsius
    Celsius
  Performance Per Watts:
    Performance Per Watts