Ampere Altra System76 Thelio Astra

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System76 Thelio Astra
October 17
  12 Hours, 15 Minutes
System76 Thelio Astra Altra
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  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 Astraonednn: IP Shapes 1D - CPUrocksdb: Read While Writingxnnpack: FP32MobileNetV3Largerocksdb: Read Rand Write Randpytorch: CPU - 512 - ResNet-50rocksdb: Rand Readxnnpack: QS8MobileNetV2opencv: Videoxnnpack: FP16MobileNetV1xnnpack: FP16MobileNetV3Smallonednn: Recurrent Neural Network Inference - CPUspeedb: Rand Readspeedb: Read Rand Write Randonednn: Recurrent Neural Network Training - CPUopencv: Object Detectionwhisper-cpp: ggml-base.en - 2016 State of the Unionmnn: mobilenet-v1-1.0gromacs: MPI CPU - water_GMX50_bareopencv: Image Processingrocksdb: Update Randopencv: Corelitert: Quantized COCO SSD MobileNet v1mnn: resnet-v2-50litert: Mobilenet Floatsrsran: PUSCH Processor Benchmark, Throughput Totallitert: SqueezeNetwarpx: Uniform Plasmaonednn: Convolution Batch Shapes Auto - CPUmnn: mobilenetV3xnnpack: FP16MobileNetV3Largemnn: inception-v3mnn: MobileNetV2_224onednn: Deconvolution Batch shapes_1d - CPUblender: Fishy Cat - CPU-Onlynumpy: build-llvm: Ninjamnn: squeezenetv1.1opencv: Stitchingjohn-the-ripper: HMAC-SHA512blender: BMW27 - CPU-Onlybuild-godot: Time To Compilexnnpack: FP32MobileNetV2xnnpack: FP32MobileNetV3Smalllitert: Mobilenet Quantlitert: Inception V4mnn: nasnetbuild-linux-kernel: defconfigxnnpack: FP16MobileNetV2john-the-ripper: WPA PSKjohn-the-ripper: bcryptcoremark: CoreMark Size 666 - Iterations Per Secondxnnpack: FP32MobileNetV1speedb: Update Randjohn-the-ripper: Blowfishsrsran: PDSCH Processor Benchmark, Throughput Totalpytorch: CPU - 256 - ResNet-50litert: NASNet Mobilebuild-llvm: Unix Makefilesc-ray: 4K - 16build-nodejs: Time To Compileblender: Barbershop - CPU-Onlyjohn-the-ripper: MD5mnn: SqueezeNetV1.0litert: Inception ResNet V2c-ray: 5K - 16build-linux-kernel: allmodconfigblender: Pabellon Barcelona - CPU-Onlyblender: Classroom - CPU-Onlylitert: DeepLab V3mt-dgemm: Sustained Floating-Point Ratehpcg: 104 104 104 - 60c-ray: 1080p - 16minife: Smallwarpx: Plasma Accelerationepoch: Coneopencv: Features 2Dopencv: DNN - Deep Neural Networkspeedb: Read While Writingwhisper-cpp: ggml-medium.en - 2016 State of the Unionwhisper-cpp: ggml-small.en - 2016 State of the Uniononednn: IP Shapes 3D - CPUonednn: Deconvolution Batch shapes_3d - CPUSystem76 Thelio AstraSystem76 Thelio Astra Altra8.0014696631434289134859923.56492060357222714105117923813125.3747496701511875394062.3199033398.210581.9764.4972068582138561304643009.6614.1061899.801525.52395.2638.968068524.882011.594326819.1732.22025.076264.48363.53260.0842.3732498346836266736.09228.308259426891376.4627987.69.98982.69221031095651013872781173.960094193517399710133013753.324.2925510.3416.47626.480510.137357.6412176674.40128987.647.034318.307140.3370.583373.931874.16889721.42526.90424196.247.64528650346.849127058880104421321111.58062550.793155.200167.389888.63865101600824108129217824.52474156895231114630122124603215.5246390046511602274148.63101036405.396511.9424.5742103712173521284932964.5314.3101927.051504.82363.3038.515365854.937891.576330419.3692.24225.322565.08366.85257.8692.3542478496887933335.82229.783261027051368.6527845.610.03983.09820931100611009402793203.067052194317466310097213707.124.2325569.7415.57826.427511.051357.0512196674.39429027.746.975318.032140.2170.533372.081875.13607721.41876.90224201.447.653420498933360292134572211056.78240564.899795.108257.90092OpenBenchmarking.org

oneDNN

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

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 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

XNNPACK

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

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 AstraSystem76 Thelio Astra Altra300K600K900K1200K1500KSE +/- 12803.99, N = 3SE +/- 9460.89, N = 3134859912921781. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

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 AstraSystem76 Thelio Astra Altra612182430SE +/- 0.13, N = 3SE +/- 0.33, N = 323.5624.52MIN: 11.24 / MAX: 24.94MIN: 12.59 / MAX: 26.37

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

XNNPACK

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

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 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

XNNPACK

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

oneDNN

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

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 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

oneDNN

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

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 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

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

Mobile Neural Network

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

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

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 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

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 AstraSystem76 Thelio Astra Altra50K100K150K200K250KSE +/- 1913.79, N = 15SE +/- 1778.60, N = 32138562173521. (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: 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

LiteRT

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

Mobile Neural Network

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

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

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

LiteRT

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

WarpX

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

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

Mobile Neural Network

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

XNNPACK

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

Mobile Neural Network

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

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

oneDNN

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

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: Fishy Cat - Compute: CPU-OnlySystem76 Thelio AstraSystem76 Thelio Astra Altra1530456075SE +/- 0.11, N = 3SE +/- 0.27, N = 364.4865.08

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

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

Mobile Neural Network

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

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 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

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 AstraSystem76 Thelio Astra Altra15M30M45M60M75MSE +/- 967418.00, N = 15SE +/- 457404.76, N = 368362667688793331. (CC) gcc options: -lssl -lcrypto -fopenmp -lm -lrt -lz -ldl -lcrypt

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

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

XNNPACK

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

LiteRT

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: Inception V4System76 Thelio AstraSystem76 Thelio Astra Altra6K12K18K24K30KSE +/- 145.12, N = 3SE +/- 149.53, N = 327987.627845.6

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

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

XNNPACK

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

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 AstraSystem76 Thelio Astra Altra20K40K60K80K100KSE +/- 738.00, N = 3SE +/- 612.62, N = 31095651100611. (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

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

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

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 AstraSystem76 Thelio Astra Altra40K80K120K160K200KSE +/- 356.29, N = 3SE +/- 1456.90, N = 31739971746631. (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: 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

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 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

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

LiteRT

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

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 AstraSystem76 Thelio Astra Altra90180270360450SE +/- 1.95, N = 3SE +/- 0.62, N = 3416.48415.58

C-Ray

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

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

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 AstraSystem76 Thelio Astra Altra80160240320400SE +/- 0.51, N = 3SE +/- 0.30, N = 3357.64357.05

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

Mobile Neural Network

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

LiteRT

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

C-Ray

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

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 AstraSystem76 Thelio Astra Altra70140210280350SE +/- 1.44, N = 3SE +/- 1.44, N = 3318.31318.03

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 AstraSystem76 Thelio Astra Altra306090120150SE +/- 0.75, N = 3SE +/- 0.36, N = 3140.33140.21

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

LiteRT

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

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

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

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

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

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

Meta Performance Per Watts

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

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

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

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

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

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

OpenCV

OpenBenchmarking.orgCelsius, Fewer Is BetterOpenCV 4.7Drive Temperature (nvme0n1) MonitorSystem76 Thelio Astra Altra71421283527.85

MinAvgMaxSystem76 Thelio Astra37.037.838.0System76 Thelio Astra Altra36.036.737.0OpenBenchmarking.orgCelsius, Fewer Is BetterOpenCV 4.7GPU Temperature Monitor1122334455

MinAvgMaxSystem76 Thelio Astra45.048.360.0System76 Thelio Astra Altra44.047.659.0OpenBenchmarking.orgCelsius, Fewer Is BetterOpenCV 4.7CPU Temperature Monitor1632486480

MinAvgMaxSystem76 Thelio Astra26.567.899.8System76 Thelio Astra Altra28.767.4101.6OpenBenchmarking.orgWatts, Fewer Is BetterOpenCV 4.7CPU Power Consumption Monitor20406080100

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.orgCelsius, Fewer Is BetterOpenCV 4.7Drive Temperature (nvme0n1) MonitorSystem76 Thelio Astra Altra71421283527.85

OpenBenchmarking.orgCelsius, Fewer Is BetterOpenCV 4.7GPU Temperature MonitorSystem76 Thelio Astra Altra91827364538.00

MinAvgMaxSystem76 Thelio Astra49.056.970.0System76 Thelio Astra Altra49.056.469.0OpenBenchmarking.orgCelsius, Fewer Is BetterOpenCV 4.7CPU Temperature Monitor20406080100

MinAvgMaxSystem76 Thelio Astra29.2106.3179.5System76 Thelio Astra Altra30.8103.9176.6OpenBenchmarking.orgWatts, Fewer Is BetterOpenCV 4.7CPU Power Consumption Monitor50100150200250

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

Speedb

MinAvgMaxSystem76 Thelio Astra25.928.528.9System76 Thelio Astra Altra25.927.427.9OpenBenchmarking.orgCelsius, Fewer Is BetterSpeedb 2.7Drive Temperature (nvme0n1) Monitor918273645

MinAvgMaxSystem76 Thelio Astra37.037.838.0System76 Thelio Astra Altra36.036.937.0OpenBenchmarking.orgCelsius, Fewer Is BetterSpeedb 2.7GPU Temperature Monitor1122334455

MinAvgMaxSystem76 Thelio Astra55.064.969.0System76 Thelio Astra Altra54.064.669.0OpenBenchmarking.orgCelsius, Fewer Is BetterSpeedb 2.7CPU Temperature Monitor20406080100

MinAvgMaxSystem76 Thelio Astra28.6157.2188.7System76 Thelio Astra Altra30.0159.6192.3OpenBenchmarking.orgWatts, Fewer Is BetterSpeedb 2.7CPU Power Consumption Monitor50100150200250

OpenBenchmarking.orgOp/s Per Watt, More Is BetterSpeedb 2.7Test: Read While WritingSystem76 Thelio AstraSystem76 Thelio Astra Altra20K40K60K80K100K66436.6684315.31

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

Whisper.cpp

OpenBenchmarking.orgCelsius, Fewer Is BetterWhisper.cpp 1.6.2Drive Temperature (nvme0n1) MonitorSystem76 Thelio Astra Altra612182430Min: 25.85 / Avg: 26.66 / Max: 26.85

OpenBenchmarking.orgCelsius, Fewer Is BetterWhisper.cpp 1.6.2GPU Temperature MonitorSystem76 Thelio AstraSystem76 Thelio Astra Altra816243240Min: 36 / Avg: 36.67 / Max: 39Min: 34 / Avg: 36.78 / Max: 40

OpenBenchmarking.orgCelsius, Fewer Is BetterWhisper.cpp 1.6.2CPU Temperature MonitorSystem76 Thelio AstraSystem76 Thelio Astra Altra1428425670Min: 54 / Avg: 67.35 / Max: 75Min: 52 / Avg: 66.27 / Max: 75

OpenBenchmarking.orgWatts, Fewer Is BetterWhisper.cpp 1.6.2CPU Power Consumption MonitorSystem76 Thelio AstraSystem76 Thelio Astra Altra4080120160200Min: 31.4 / Avg: 165.9 / Max: 222.26Min: 29.79 / Avg: 169.79 / Max: 235.97

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

OpenBenchmarking.orgCelsius, Fewer Is BetterWhisper.cpp 1.6.2Drive Temperature (nvme0n1) MonitorSystem76 Thelio Astra Altra612182430Min: 26.85 / Avg: 26.87 / Max: 27.85

OpenBenchmarking.orgCelsius, Fewer Is BetterWhisper.cpp 1.6.2GPU Temperature MonitorSystem76 Thelio AstraSystem76 Thelio Astra Altra918273645Min: 36 / Avg: 39.77 / Max: 41Min: 34 / Avg: 36.77 / Max: 40

OpenBenchmarking.orgCelsius, Fewer Is BetterWhisper.cpp 1.6.2CPU Temperature MonitorSystem76 Thelio AstraSystem76 Thelio Astra Altra1428425670Min: 53 / Avg: 66.93 / Max: 74Min: 53 / Avg: 65.36 / Max: 73

OpenBenchmarking.orgWatts, Fewer Is BetterWhisper.cpp 1.6.2CPU Power Consumption MonitorSystem76 Thelio AstraSystem76 Thelio Astra Altra4080120160200Min: 32.46 / Avg: 163.77 / Max: 221.46Min: 30.67 / Avg: 160.95 / Max: 222.21

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

oneDNN

OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.6Drive Temperature (nvme0n1) MonitorSystem76 Thelio Astra Altra71421283527.85

MinAvgMaxSystem76 Thelio Astra35.036.036.0System76 Thelio Astra Altra35.035.736.0OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.6GPU Temperature Monitor1020304050

MinAvgMaxSystem76 Thelio Astra49.055.163.0System76 Thelio Astra Altra49.054.663.0OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.6CPU Temperature Monitor20406080100

MinAvgMaxSystem76 Thelio Astra28.6108.9173.0System76 Thelio Astra Altra28.6106.5165.5OpenBenchmarking.orgWatts, Fewer Is BetteroneDNN 3.6CPU Power Consumption Monitor50100150200250

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.orgCelsius, Fewer Is BetteroneDNN 3.6Drive Temperature (nvme0n1) MonitorSystem76 Thelio Astra Altra71421283527.85

MinAvgMaxSystem76 Thelio Astra Altra36.036.037.0OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.6GPU Temperature Monitor1122334455

MinAvgMaxSystem76 Thelio Astra47.052.364.0System76 Thelio Astra Altra48.052.564.0OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.6CPU Temperature Monitor20406080100

MinAvgMaxSystem76 Thelio Astra28.888.0130.5System76 Thelio Astra Altra29.382.5130.3OpenBenchmarking.orgWatts, Fewer Is BetteroneDNN 3.6CPU Power Consumption Monitor4080120160200

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

116 Results Shown

oneDNN
RocksDB
XNNPACK
RocksDB
PyTorch
RocksDB
XNNPACK
OpenCV
XNNPACK:
  FP16MobileNetV1
  FP16MobileNetV3Small
oneDNN
Speedb:
  Rand Read
  Read Rand Write Rand
oneDNN
OpenCV
Whisper.cpp
Mobile Neural Network
GROMACS
OpenCV
RocksDB
OpenCV
LiteRT
Mobile Neural Network
LiteRT
srsRAN Project
LiteRT
WarpX
oneDNN
Mobile Neural Network
XNNPACK
Mobile Neural Network:
  inception-v3
  MobileNetV2_224
oneDNN
Blender
Numpy Benchmark
Timed LLVM Compilation
Mobile Neural Network
OpenCV
John The Ripper
Blender
Timed Godot Game Engine Compilation
XNNPACK:
  FP32MobileNetV2
  FP32MobileNetV3Small
LiteRT:
  Mobilenet Quant
  Inception V4
Mobile Neural Network
Timed Linux Kernel Compilation
XNNPACK
John The Ripper:
  WPA PSK
  bcrypt
Coremark
XNNPACK
Speedb
John The Ripper
srsRAN Project
PyTorch
LiteRT
Timed LLVM Compilation
C-Ray
Timed Node.js Compilation
Blender
John The Ripper
Mobile Neural Network
LiteRT
C-Ray
Timed Linux Kernel Compilation
Blender:
  Pabellon Barcelona - CPU-Only
  Classroom - CPU-Only
LiteRT
ACES DGEMM
High Performance Conjugate Gradient
C-Ray
miniFE
WarpX
Meta Performance Per Watts
Epoch
Drive Temperature (nvme0n1) Monitor:
  Phoronix Test Suite System Monitoring:
    Celsius
    Celsius
    Celsius
    Watts
  Drive Temp (nvme0n1) Monitor:
    Celsius
  GPU Temp Monitor:
    Celsius
  CPU Temp Monitor:
    Celsius
  CPU Power Consumption Monitor:
    Watts
OpenCV
OpenCV:
  Drive Temp (nvme0n1) Monitor
  GPU Temp Monitor
  CPU Temp Monitor
  CPU Power Consumption Monitor
OpenCV
Speedb:
  Drive Temp (nvme0n1) Monitor
  GPU Temp Monitor
  CPU Temp Monitor
  CPU Power Consumption Monitor
  Read While Writing
Speedb
Whisper.cpp:
  Drive Temp (nvme0n1) Monitor
  GPU Temp Monitor
  CPU Temp Monitor
  CPU Power Consumption Monitor
Whisper.cpp
Whisper.cpp:
  Drive Temp (nvme0n1) Monitor
  GPU Temp Monitor
  CPU Temp Monitor
  CPU Power Consumption Monitor
Whisper.cpp
oneDNN:
  Drive Temp (nvme0n1) Monitor
  GPU Temp Monitor
  CPU Temp Monitor
  CPU Power Consumption Monitor
oneDNN
oneDNN:
  Drive Temp (nvme0n1) Monitor
  GPU Temp Monitor
  CPU Temp Monitor
  CPU Power Consumption Monitor
oneDNN