testpython

amazon testing on Ubuntu 22.04 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2308088-NE-TESTPYTHO45
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Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
Intel Xeon Platinum 8488C
August 07 2023
  3 Hours, 20 Minutes
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Intel Xeon Platinum 8488C

Processor: Intel Xeon Platinum 8488C (1 Core / 2 Threads), Motherboard: Amazon EC2 m7i-flex.large (1.0 BIOS), Chipset: Intel 440FX 82441FX PMC, Memory: 1 x 8 GB DDR5-4800MT/s, Disk: 54GB Amazon Elastic Block Store, Network: Amazon Elastic

OS: Ubuntu 22.04, Kernel: 5.19.0-1029-aws (x86_64), Vulkan: 1.3.238, Compiler: GCC 11.4.0, File-System: ext4, System Layer: amazon

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-XeT9lY/gcc-11-11.4.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-XeT9lY/gcc-11-11.4.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: CPU Microcode: 0x2b000461
Python Notes: Python 3.10.12
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

testpythonOpenBenchmarking.orgPhoronix Test SuiteIntel Xeon Platinum 8488C (1 Core / 2 Threads)Amazon EC2 m7i-flex.large (1.0 BIOS)Intel 440FX 82441FX PMC1 x 8 GB DDR5-4800MT/s54GB Amazon Elastic Block StoreAmazon ElasticUbuntu 22.045.19.0-1029-aws (x86_64)1.3.238GCC 11.4.0ext4amazonProcessorMotherboardChipsetMemoryDiskNetworkOSKernelVulkanCompilerFile-SystemSystem LayerTestpython BenchmarksSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-XeT9lY/gcc-11-11.4.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-XeT9lY/gcc-11-11.4.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v - CPU Microcode: 0x2b000461- Python 3.10.12- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

testpythonnumpy: cython-bench: N-Queenspybench: Total For Average Test Timespyperformance: gopyperformance: 2to3pyperformance: chaospyperformance: floatpyperformance: nbodypyperformance: pathlibpyperformance: raytracepyperformance: json_loadspyperformance: crypto_pyaespyperformance: regex_compilepyperformance: python_startuppyperformance: django_templatepyperformance: pickle_pure_pythonnumenta-nab: KNN CADnumenta-nab: Relative Entropynumenta-nab: Windowed Gaussiannumenta-nab: Earthgecko Skylinenumenta-nab: Bayesian Changepointnumenta-nab: Contextual Anomaly Detector OSEmlpack: scikit_qdamlpack: scikit_svmmlpack: scikit_linearridgeregressionpyhpc: CPU - Numpy - 16384 - Equation of Statepyhpc: CPU - Numpy - 16384 - Isoneutral Mixingpyhpc: CPU - Numpy - 65536 - Equation of Statepyhpc: CPU - Numpy - 65536 - Isoneutral Mixingpyhpc: GPU - Numpy - 16384 - Equation of Statepyhpc: GPU - Numpy - 16384 - Isoneutral Mixingpyhpc: GPU - Numpy - 65536 - Equation of Statepyhpc: GPU - Numpy - 65536 - Isoneutral Mixingpyhpc: CPU - Numpy - 262144 - Equation of Statepyhpc: CPU - Numpy - 262144 - Isoneutral Mixingpyhpc: GPU - Numpy - 262144 - Equation of Statepyhpc: GPU - Numpy - 262144 - Isoneutral Mixingpyhpc: CPU - Numpy - 1048576 - Equation of Statepyhpc: CPU - Numpy - 1048576 - Isoneutral Mixingpyhpc: CPU - Numpy - 4194304 - Equation of Statepyhpc: CPU - Numpy - 4194304 - Isoneutral Mixingpyhpc: GPU - Numpy - 1048576 - Equation of Statepyhpc: GPU - Numpy - 1048576 - Isoneutral Mixingpyhpc: GPU - Numpy - 4194304 - Equation of Statepyhpc: GPU - Numpy - 4194304 - Isoneutral Mixingpyhpc: GPU - TensorFlow - 4194304 - Isoneutral MixingIntel Xeon Platinum 8488C488.2319.29569716624868.769.787.313.531317.675.41227.4232.72901157.45382.71859.284557.923126.839157.952103.2212.8439.090.0030.0070.0150.0320.0030.0070.0150.0320.0810.1340.0810.1310.3470.6262.0822.8340.3420.6252.0242.853OpenBenchmarking.org

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 BenchmarkIntel Xeon Platinum 8488C110220330440550SE +/- 1.29, N = 3488.23

Cython Benchmark

Cython provides a superset of Python that is geared to deliver C-like levels of performance. This test profile makes use of Cython's bundled benchmark tests and runs an N-Queens sample test as a simple benchmark to the system's Cython performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterCython Benchmark 0.29.21Test: N-QueensIntel Xeon Platinum 8488C510152025SE +/- 0.03, N = 319.30

PyBench

This test profile reports the total time of the different average timed test results from PyBench. PyBench reports average test times for different functions such as BuiltinFunctionCalls and NestedForLoops, with this total result providing a rough estimate as to Python's average performance on a given system. This test profile runs PyBench each time for 20 rounds. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyBench 2018-02-16Total For Average Test TimesIntel Xeon Platinum 8488C150300450600750SE +/- 2.60, N = 3697

PyPerformance

PyPerformance is the reference Python performance benchmark suite. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: goIntel Xeon Platinum 8488C4080120160200SE +/- 0.33, N = 3166

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: 2to3Intel Xeon Platinum 8488C50100150200250SE +/- 0.58, N = 3248

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: chaosIntel Xeon Platinum 8488C1530456075SE +/- 0.09, N = 368.7

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: floatIntel Xeon Platinum 8488C1632486480SE +/- 0.03, N = 369.7

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: nbodyIntel Xeon Platinum 8488C20406080100SE +/- 0.32, N = 387.3

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: pathlibIntel Xeon Platinum 8488C3691215SE +/- 0.03, N = 313.5

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: raytraceIntel Xeon Platinum 8488C70140210280350SE +/- 0.00, N = 3313

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: json_loadsIntel Xeon Platinum 8488C48121620SE +/- 0.03, N = 317.6

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: crypto_pyaesIntel Xeon Platinum 8488C20406080100SE +/- 0.03, N = 375.4

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: regex_compileIntel Xeon Platinum 8488C306090120150SE +/- 0.00, N = 3122

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: python_startupIntel Xeon Platinum 8488C246810SE +/- 0.00, N = 37.42

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: django_templateIntel Xeon Platinum 8488C816243240SE +/- 0.03, N = 332.7

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: pickle_pure_pythonIntel Xeon Platinum 8488C60120180240300SE +/- 0.33, N = 3290

Numenta Anomaly Benchmark

Numenta Anomaly Benchmark (NAB) is a benchmark for evaluating algorithms for anomaly detection in streaming, real-time applications. It is comprised of over 50 labeled real-world and artificial time-series data files plus a novel scoring mechanism designed for real-time applications. This test profile currently measures the time to run various detectors. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: KNN CADIntel Xeon Platinum 8488C2004006008001000SE +/- 3.66, N = 31157.45

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Relative EntropyIntel Xeon Platinum 8488C20406080100SE +/- 0.51, N = 382.72

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Windowed GaussianIntel Xeon Platinum 8488C1326395265SE +/- 0.57, N = 1559.28

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Earthgecko SkylineIntel Xeon Platinum 8488C120240360480600SE +/- 1.56, N = 3557.92

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Bayesian ChangepointIntel Xeon Platinum 8488C306090120150SE +/- 0.07, N = 3126.84

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Contextual Anomaly Detector OSEIntel Xeon Platinum 8488C306090120150SE +/- 1.78, N = 3157.95

Mlpack Benchmark

Mlpack benchmark scripts for machine learning libraries Learn more via the OpenBenchmarking.org test page.

Benchmark: scikit_ica

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_qdaIntel Xeon Platinum 8488C20406080100SE +/- 0.64, N = 3103.22

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_svmIntel Xeon Platinum 8488C3691215SE +/- 0.00, N = 312.84

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_linearridgeregressionIntel Xeon Platinum 8488C918273645SE +/- 0.32, N = 339.09

PyHPC Benchmarks

PyHPC-Benchmarks is a suite of Python high performance computing benchmarks for execution on CPUs and GPUs using various popular Python HPC libraries. The PyHPC CPU-based benchmarks focus on sequential CPU performance. Learn more via the OpenBenchmarking.org test page.

Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of StateIntel Xeon Platinum 8488C0.00070.00140.00210.00280.0035SE +/- 0.000, N = 30.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral MixingIntel Xeon Platinum 8488C0.00160.00320.00480.00640.008SE +/- 0.000, N = 30.007

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of StateIntel Xeon Platinum 8488C0.00340.00680.01020.01360.017SE +/- 0.000, N = 150.015

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral MixingIntel Xeon Platinum 8488C0.00720.01440.02160.02880.036SE +/- 0.000, N = 150.032

Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of StateIntel Xeon Platinum 8488C0.00070.00140.00210.00280.0035SE +/- 0.000, N = 30.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral MixingIntel Xeon Platinum 8488C0.00160.00320.00480.00640.008SE +/- 0.000, N = 30.007

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of StateIntel Xeon Platinum 8488C0.00340.00680.01020.01360.017SE +/- 0.000, N = 30.015

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral MixingIntel Xeon Platinum 8488C0.00720.01440.02160.02880.036SE +/- 0.000, N = 30.032

Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateIntel Xeon Platinum 8488C0.01820.03640.05460.07280.091SE +/- 0.001, N = 30.081

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingIntel Xeon Platinum 8488C0.03020.06040.09060.12080.151SE +/- 0.001, N = 30.134

Device: GPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateIntel Xeon Platinum 8488C0.01820.03640.05460.07280.091SE +/- 0.001, N = 30.081

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingIntel Xeon Platinum 8488C0.02950.0590.08850.1180.1475SE +/- 0.001, N = 30.131

Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateIntel Xeon Platinum 8488C0.07810.15620.23430.31240.3905SE +/- 0.003, N = 30.347

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingIntel Xeon Platinum 8488C0.14090.28180.42270.56360.7045SE +/- 0.001, N = 30.626

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateIntel Xeon Platinum 8488C0.46850.9371.40551.8742.3425SE +/- 0.018, N = 32.082

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingIntel Xeon Platinum 8488C0.63771.27541.91312.55083.1885SE +/- 0.011, N = 32.834

Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateIntel Xeon Platinum 8488C0.0770.1540.2310.3080.385SE +/- 0.001, N = 30.342

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingIntel Xeon Platinum 8488C0.14060.28120.42180.56240.703SE +/- 0.007, N = 30.625

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateIntel Xeon Platinum 8488C0.45540.91081.36621.82162.277SE +/- 0.024, N = 42.024

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingIntel Xeon Platinum 8488C0.64191.28381.92572.56763.2095SE +/- 0.003, N = 32.853

Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing

Intel Xeon Platinum 8488C: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Intel Xeon Platinum 8488C

Processor: Intel Xeon Platinum 8488C (1 Core / 2 Threads), Motherboard: Amazon EC2 m7i-flex.large (1.0 BIOS), Chipset: Intel 440FX 82441FX PMC, Memory: 1 x 8 GB DDR5-4800MT/s, Disk: 54GB Amazon Elastic Block Store, Network: Amazon Elastic

OS: Ubuntu 22.04, Kernel: 5.19.0-1029-aws (x86_64), Vulkan: 1.3.238, Compiler: GCC 11.4.0, File-System: ext4, System Layer: amazon

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-XeT9lY/gcc-11-11.4.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-XeT9lY/gcc-11-11.4.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: CPU Microcode: 0x2b000461
Python Notes: Python 3.10.12
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 7 August 2023 12:12 by user root.