2023-05-15-1903

AMD EPYC 7313P 16-Core testing with a Supermicro H12SSW-NTR v1.02 (2.5 BIOS) and ASPEED on Rocky Linux 8.6 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 2305166-NE-20230515162
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Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
8 x 32 GB DDR4-3200MT
May 15 2023
  3 Hours, 42 Minutes
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2023-05-15-1903OpenBenchmarking.orgPhoronix Test SuiteAMD EPYC 7313P 16-Core @ 3.00GHz (16 Cores / 32 Threads)Supermicro H12SSW-NTR v1.02 (2.5 BIOS)AMD Starship/Matisse8 x 32 GB DDR4-3200MT/s 18ASF4G72PDZ-3G2F13 x 3841GB KCM6XRUL3T84 + 2 x 960GB Micron_7450_MTFDKBA960TFRASPEED2 x Broadcom BCM57416 NetXtreme-E Dual-Media 10G RDMARocky Linux 8.64.18.0-372.32.1.el8_6.x86_64 (x86_64)GCC 8.5.0 20210514xfs1024x768ProcessorMotherboardChipsetMemoryDiskGraphicsNetworkOSKernelCompilerFile-SystemScreen Resolution2023-05-15-1903 BenchmarksSystem Logs- Transparent Huge Pages: always- --build=x86_64-redhat-linux --disable-libmpx --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-initfini-array --enable-languages=c,c++,fortran,lto --enable-multilib --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=x86-64 --with-gcc-major-version-only --with-isl --with-linker-hash-style=gnu --with-tune=generic --without-cuda-driver - Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa001173 - OpenJDK Runtime Environment (build 1.8.0_352-b08)- Python 3.6.8- 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 and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

2023-05-15-1903ramspeed: Add - Integerramspeed: Copy - Integerramspeed: Scale - Integerramspeed: Triad - Integerramspeed: Average - Integerramspeed: Add - Floating Pointramspeed: Copy - Floating Pointramspeed: Scale - Floating Pointramspeed: Triad - Floating Pointramspeed: Average - Floating Pointstream: Copystream: Scalestream: Triadstream: Addtinymembench: Standard Memcpytinymembench: Standard Memsetmbw: Memory Copy - 1024 MiBmbw: Memory Copy, Fixed Block Size - 1024 MiBt-test1: 1t-test1: 2sockperf: Throughputsockperf: Latency Ping Pongsockperf: Latency Under Loadjava-scimark2: Compositejava-scimark2: Monte Carlojava-scimark2: Fast Fourier Transformjava-scimark2: Sparse Matrix Multiplyjava-scimark2: Dense LU Matrix Factorizationjava-scimark2: Jacobi Successive Over-Relaxationbork: File Encryption Timedacapobench: H2dacapobench: Jythondacapobench: Eclipsedacapobench: Tradesoapdacapobench: Tradebeansrenaissance: Scala Dottyrenaissance: Rand Forestrenaissance: ALS Movie Lensrenaissance: Apache Spark ALSrenaissance: Apache Spark Bayesrenaissance: Savina Reactors.IOrenaissance: Apache Spark PageRankrenaissance: Finagle HTTP Requestsrenaissance: In-Memory Database Shootoutrenaissance: Akka Unbalanced Cobwebbed Treerenaissance: Genetic Algorithm Using Jenetics + Futurescachebench: Read Cachecachebench: Write Cachemt-dgemm: Sustained Floating-Point Ratenumpy: pybench: Total For Average Test Timessunflow: Global Illumination + Image Synthesis8 x 32 GB DDR4-3200MT80262.6575993.2066313.5977786.5176066.5380806.1576182.1674388.4580286.7577433.68143495.692078.8101667.9101436.724817.034092.023270.17816287.51916.8465.8846830222.5289.5263078.751485.601808.213029.787515.051555.097.517377134221460127883774707.0579.05668.41084.1741.27805.02244.83712.13745.810670.31540.12365.59853427029.2749569.270673437.1310800.643OpenBenchmarking.org

RAMspeed SMP

This benchmark tests the system memory (RAM) performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterRAMspeed SMP 3.5.0Type: Add - Benchmark: Integer8 x 32 GB DDR4-3200MT20K40K60K80K100KSE +/- 715.26, N = 380262.651. (CC) gcc options: -O3 -march=native

OpenBenchmarking.orgMB/s, More Is BetterRAMspeed SMP 3.5.0Type: Copy - Benchmark: Integer8 x 32 GB DDR4-3200MT16K32K48K64K80KSE +/- 196.66, N = 375993.201. (CC) gcc options: -O3 -march=native

OpenBenchmarking.orgMB/s, More Is BetterRAMspeed SMP 3.5.0Type: Scale - Benchmark: Integer8 x 32 GB DDR4-3200MT14K28K42K56K70KSE +/- 525.53, N = 366313.591. (CC) gcc options: -O3 -march=native

OpenBenchmarking.orgMB/s, More Is BetterRAMspeed SMP 3.5.0Type: Triad - Benchmark: Integer8 x 32 GB DDR4-3200MT17K34K51K68K85KSE +/- 282.97, N = 377786.511. (CC) gcc options: -O3 -march=native

OpenBenchmarking.orgMB/s, More Is BetterRAMspeed SMP 3.5.0Type: Average - Benchmark: Integer8 x 32 GB DDR4-3200MT16K32K48K64K80KSE +/- 322.60, N = 376066.531. (CC) gcc options: -O3 -march=native

OpenBenchmarking.orgMB/s, More Is BetterRAMspeed SMP 3.5.0Type: Add - Benchmark: Floating Point8 x 32 GB DDR4-3200MT20K40K60K80K100KSE +/- 448.30, N = 380806.151. (CC) gcc options: -O3 -march=native

OpenBenchmarking.orgMB/s, More Is BetterRAMspeed SMP 3.5.0Type: Copy - Benchmark: Floating Point8 x 32 GB DDR4-3200MT16K32K48K64K80KSE +/- 435.06, N = 376182.161. (CC) gcc options: -O3 -march=native

OpenBenchmarking.orgMB/s, More Is BetterRAMspeed SMP 3.5.0Type: Scale - Benchmark: Floating Point8 x 32 GB DDR4-3200MT16K32K48K64K80KSE +/- 849.84, N = 374388.451. (CC) gcc options: -O3 -march=native

OpenBenchmarking.orgMB/s, More Is BetterRAMspeed SMP 3.5.0Type: Triad - Benchmark: Floating Point8 x 32 GB DDR4-3200MT20K40K60K80K100KSE +/- 734.77, N = 380286.751. (CC) gcc options: -O3 -march=native

OpenBenchmarking.orgMB/s, More Is BetterRAMspeed SMP 3.5.0Type: Average - Benchmark: Floating Point8 x 32 GB DDR4-3200MT17K34K51K68K85KSE +/- 283.59, N = 377433.681. (CC) gcc options: -O3 -march=native

Stream

This is a benchmark of Stream, the popular system memory (RAM) benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterStream 2013-01-17Type: Copy8 x 32 GB DDR4-3200MT30K60K90K120K150KSE +/- 55.78, N = 5143495.61. (CC) gcc options: -mcmodel=medium -O3 -march=native -fopenmp

OpenBenchmarking.orgMB/s, More Is BetterStream 2013-01-17Type: Scale8 x 32 GB DDR4-3200MT20K40K60K80K100KSE +/- 21.22, N = 592078.81. (CC) gcc options: -mcmodel=medium -O3 -march=native -fopenmp

OpenBenchmarking.orgMB/s, More Is BetterStream 2013-01-17Type: Triad8 x 32 GB DDR4-3200MT20K40K60K80K100KSE +/- 25.48, N = 5101667.91. (CC) gcc options: -mcmodel=medium -O3 -march=native -fopenmp

OpenBenchmarking.orgMB/s, More Is BetterStream 2013-01-17Type: Add8 x 32 GB DDR4-3200MT20K40K60K80K100KSE +/- 37.27, N = 5101436.71. (CC) gcc options: -mcmodel=medium -O3 -march=native -fopenmp

Tinymembench

This benchmark tests the system memory (RAM) performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterTinymembench 2018-05-28Standard Memcpy8 x 32 GB DDR4-3200MT5K10K15K20K25KSE +/- 197.41, N = 324817.01. (CC) gcc options: -O2 -lm

OpenBenchmarking.orgMB/s, More Is BetterTinymembench 2018-05-28Standard Memset8 x 32 GB DDR4-3200MT7K14K21K28K35KSE +/- 308.79, N = 334092.01. (CC) gcc options: -O2 -lm

MBW

This is a basic/simple memory (RAM) bandwidth benchmark for memory copy operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMiB/s, More Is BetterMBW 2018-09-08Test: Memory Copy - Array Size: 1024 MiB8 x 32 GB DDR4-3200MT5K10K15K20K25KSE +/- 10.24, N = 323270.181. (CC) gcc options: -O3 -march=native

OpenBenchmarking.orgMiB/s, More Is BetterMBW 2018-09-08Test: Memory Copy, Fixed Block Size - Array Size: 1024 MiB8 x 32 GB DDR4-3200MT3K6K9K12K15KSE +/- 42.33, N = 316287.521. (CC) gcc options: -O3 -march=native

t-test1

This is a test of t-test1 for basic memory allocator benchmarks. Note this test profile is currently very basic and the overall time does include the warmup time of the custom t-test1 compilation. Improvements welcome. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is Bettert-test1 2017-01-13Threads: 18 x 32 GB DDR4-3200MT48121620SE +/- 0.11, N = 316.851. (CC) gcc options: -pthread

OpenBenchmarking.orgSeconds, Fewer Is Bettert-test1 2017-01-13Threads: 28 x 32 GB DDR4-3200MT1.32392.64783.97175.29566.6195SE +/- 0.043, N = 35.8841. (CC) gcc options: -pthread

Sockperf

This is a network socket API performance benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMessages Per Second, More Is BetterSockperf 3.4Test: Throughput8 x 32 GB DDR4-3200MT150K300K450K600K750KSE +/- 2004.04, N = 56830221. (CXX) g++ options: --param -O3 -rdynamic -ldl -lpthread

OpenBenchmarking.orgusec, Fewer Is BetterSockperf 3.4Test: Latency Ping Pong8 x 32 GB DDR4-3200MT0.56881.13761.70642.27522.844SE +/- 0.030, N = 252.5281. (CXX) g++ options: --param -O3 -rdynamic -ldl -lpthread

OpenBenchmarking.orgusec, Fewer Is BetterSockperf 3.4Test: Latency Under Load8 x 32 GB DDR4-3200MT3691215SE +/- 0.667, N = 259.5261. (CXX) g++ options: --param -O3 -rdynamic -ldl -lpthread

Ethr

Ethr is a cross-platform Golang-written network performance measurement tool developed by Microsoft that is capable of testing multiple protocols and different measurements. Learn more via the OpenBenchmarking.org test page.

Server Address: localhost - Protocol: TCP - Test: Latency - Threads: 1

8 x 32 GB DDR4-3200MT: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: ethr: line 5: ./ethr: No such file or directory

Server Address: localhost - Protocol: UDP - Test: Latency - Threads: 1

8 x 32 GB DDR4-3200MT: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: ethr: line 5: ./ethr: No such file or directory

Server Address: localhost - Protocol: HTTP - Test: Latency - Threads: 1

8 x 32 GB DDR4-3200MT: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: ethr: line 5: ./ethr: No such file or directory

Server Address: localhost - Protocol: TCP - Test: Bandwidth - Threads: 1

8 x 32 GB DDR4-3200MT: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: ethr: line 5: ./ethr: No such file or directory

Server Address: localhost - Protocol: UDP - Test: Bandwidth - Threads: 1

8 x 32 GB DDR4-3200MT: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: ethr: line 5: ./ethr: No such file or directory

Server Address: localhost - Protocol: HTTP - Test: Bandwidth - Threads: 1

8 x 32 GB DDR4-3200MT: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: ethr: line 5: ./ethr: No such file or directory

Server Address: localhost - Protocol: TCP - Test: Connections/s - Threads: 1

8 x 32 GB DDR4-3200MT: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: ethr: line 5: ./ethr: No such file or directory

Server Address: localhost - Protocol: UDP - Test: Connections/s - Threads: 1

8 x 32 GB DDR4-3200MT: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: ethr: line 5: ./ethr: No such file or directory

Server Address: localhost - Protocol: HTTP - Test: Connections/s - Threads: 1

8 x 32 GB DDR4-3200MT: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: ethr: line 5: ./ethr: No such file or directory

iPerf

iPerf is a network bandwidth throughput testing software. This test profile is used for automated testing of an iperf client and requires you have access to an iperf server. Learn more via the OpenBenchmarking.org test page.

Server Address: localhost - Server Port: 5555 - Duration: 10 Seconds - Test: UDP - 100Mbit Objective - Parallel: 20

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: iperf3: error - unable to connect to server: Connection refused

Server Address: localhost - Server Port: 5555 - Duration: 10 Seconds - Test: UDP - 1000Mbit Objective - Parallel: 20

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: iperf3: error - unable to connect to server: Connection refused

Server Address: localhost - Server Port: 5555 - Duration: 10 Seconds - Test: TCP - Parallel: 20

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: iperf3: error - unable to connect to server: Connection refused

Server Address: localhost - Server Port: 5555 - Duration: 10 Seconds - Test: UDP - Parallel: 20

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: iperf3: error - unable to connect to server: Connection refused

Netperf

Netperf is a network bandwidth testing software. This test profile is used for automated testing of a netperf client and requires you have access to a netperf server. Learn more via the OpenBenchmarking.org test page.

Server: localhost - Test: TCP Send File - Duration: 10 Seconds

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status.

Server: localhost - Test: TCP Request Response - Duration: 10 Seconds

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status.

Server: localhost - Test: UDP Request Response - Duration: 10 Seconds

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status.

Server: localhost - Test: TCP Stream - Client To Server - Duration: 10 Seconds

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status.

Server: localhost - Test: TCP Stream - Server To Client - Duration: 10 Seconds

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status.

Server: localhost - Test: UDP Stream - Server To Client - 10G - Duration: 10 Seconds

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status.

HPC Challenge

HPC Challenge (HPCC) is a cluster-focused benchmark consisting of the HPL Linpack TPP benchmark, DGEMM, STREAM, PTRANS, RandomAccess, FFT, and communication bandwidth and latency. This HPC Challenge test profile attempts to ship with standard yet versatile configuration/input files though they can be modified. Learn more via the OpenBenchmarking.org test page.

Test / Class: G-HPL

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: hpcc: line 79: mpirun: command not found

Algebraic Multi-Grid Benchmark

AMG is a parallel algebraic multigrid solver for linear systems arising from problems on unstructured grids. The driver provided with AMG builds linear systems for various 3-dimensional problems. Learn more via the OpenBenchmarking.org test page.

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: amg: line 9: mpirun: command not found

Java SciMark

This test runs the Java version of SciMark 2.0, which is a benchmark for scientific and numerical computing developed by programmers at the National Institute of Standards and Technology. This benchmark is made up of Fast Foruier Transform, Jacobi Successive Over-relaxation, Monte Carlo, Sparse Matrix Multiply, and dense LU matrix factorization benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMflops, More Is BetterJava SciMark 2.0Computational Test: Composite8 x 32 GB DDR4-3200MT7001400210028003500SE +/- 17.09, N = 43078.75

OpenBenchmarking.orgMflops, More Is BetterJava SciMark 2.0Computational Test: Monte Carlo8 x 32 GB DDR4-3200MT30060090012001500SE +/- 21.98, N = 41485.60

OpenBenchmarking.orgMflops, More Is BetterJava SciMark 2.0Computational Test: Fast Fourier Transform8 x 32 GB DDR4-3200MT400800120016002000SE +/- 20.71, N = 41808.21

OpenBenchmarking.orgMflops, More Is BetterJava SciMark 2.0Computational Test: Sparse Matrix Multiply8 x 32 GB DDR4-3200MT6001200180024003000SE +/- 22.94, N = 43029.78

OpenBenchmarking.orgMflops, More Is BetterJava SciMark 2.0Computational Test: Dense LU Matrix Factorization8 x 32 GB DDR4-3200MT16003200480064008000SE +/- 63.81, N = 47515.05

OpenBenchmarking.orgMflops, More Is BetterJava SciMark 2.0Computational Test: Jacobi Successive Over-Relaxation8 x 32 GB DDR4-3200MT30060090012001500SE +/- 0.39, N = 41555.09

Bork File Encrypter

Bork is a small, cross-platform file encryption utility. It is written in Java and designed to be included along with the files it encrypts for long-term storage. This test measures the amount of time it takes to encrypt a sample file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBork File Encrypter 1.4File Encryption Time8 x 32 GB DDR4-3200MT246810SE +/- 0.022, N = 37.517

Java Gradle Build

This test runs Java software project builds using the Gradle build system. It is intended to give developers an idea as to the build performance for development activities and build servers. Learn more via the OpenBenchmarking.org test page.

Gradle Build: Reactor

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status.

DaCapo Benchmark

This test runs the DaCapo Benchmarks written in Java and intended to test system/CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: H28 x 32 GB DDR4-3200MT8001600240032004000SE +/- 106.47, N = 203771

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: Jython8 x 32 GB DDR4-3200MT7001400210028003500SE +/- 24.84, N = 43422

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: Eclipse8 x 32 GB DDR4-3200MT3K6K9K12K15KSE +/- 51.25, N = 414601

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: Tradesoap8 x 32 GB DDR4-3200MT6001200180024003000SE +/- 21.22, N = 202788

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: Tradebeans8 x 32 GB DDR4-3200MT8001600240032004000SE +/- 37.62, N = 63774

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Scala Dotty8 x 32 GB DDR4-3200MT150300450600750SE +/- 4.79, N = 3707.0MIN: 600.89 / MAX: 1093.62

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Random Forest8 x 32 GB DDR4-3200MT130260390520650SE +/- 3.36, N = 3579.0MIN: 528.43 / MAX: 693.74

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: ALS Movie Lens8 x 32 GB DDR4-3200MT12002400360048006000SE +/- 10.80, N = 35668.4MIN: 5609.01 / MAX: 6241.27

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark ALS8 x 32 GB DDR4-3200MT2004006008001000SE +/- 5.78, N = 31084.1MIN: 978.06 / MAX: 1399.29

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark Bayes8 x 32 GB DDR4-3200MT160320480640800SE +/- 9.07, N = 3741.2MIN: 486.14 / MAX: 756.31

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Savina Reactors.IO8 x 32 GB DDR4-3200MT2K4K6K8K10KSE +/- 115.89, N = 157805.0MIN: 7227.2 / MAX: 14168.9

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark PageRank8 x 32 GB DDR4-3200MT5001000150020002500SE +/- 22.62, N = 52244.8MIN: 1945.91 / MAX: 2282.55

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Finagle HTTP Requests8 x 32 GB DDR4-3200MT8001600240032004000SE +/- 17.58, N = 33712.1MIN: 3513.36 / MAX: 3830.87

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: In-Memory Database Shootout8 x 32 GB DDR4-3200MT8001600240032004000SE +/- 30.60, N = 33745.8MIN: 3391.02 / MAX: 4042.12

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Akka Unbalanced Cobwebbed Tree8 x 32 GB DDR4-3200MT2K4K6K8K10KSE +/- 122.61, N = 1210670.3MIN: 7311.13 / MAX: 11274.74

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Genetic Algorithm Using Jenetics + Futures8 x 32 GB DDR4-3200MT30060090012001500SE +/- 17.99, N = 41540.1MIN: 1472.49 / MAX: 1854.79

CacheBench

This is a performance test of CacheBench, which is part of LLCbench. CacheBench is designed to test the memory and cache bandwidth performance Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterCacheBenchRead Cache8 x 32 GB DDR4-3200MT5001000150020002500SE +/- 0.49, N = 32365.60MIN: 2364.11 / MAX: 2366.891. (CC) gcc options: -lrt

OpenBenchmarking.orgMB/s, More Is BetterCacheBenchWrite Cache8 x 32 GB DDR4-3200MT6K12K18K24K30KSE +/- 93.05, N = 327029.27MIN: 23039.14 / MAX: 28271.861. (CC) gcc options: -lrt

ArrayFire

ArrayFire is an GPU and CPU numeric processing library, this test uses the built-in CPU and OpenCL ArrayFire benchmarks. Learn more via the OpenBenchmarking.org test page.

Test: BLAS CPU

8 x 32 GB DDR4-3200MT: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: arrayfire: line 3: ./benchmarks/blas_cpu: No such file or directory

ACES DGEMM

This is a multi-threaded DGEMM benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOP/s, More Is BetterACES DGEMM 1.0Sustained Floating-Point Rate8 x 32 GB DDR4-3200MT3691215SE +/- 0.046386, N = 39.2706731. (CC) gcc options: -O3 -march=native -fopenmp

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 Benchmark8 x 32 GB DDR4-3200MT90180270360450SE +/- 1.49, N = 3437.13

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.

Test: N-Queens

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'cython'

Java JMH

This very basic test profile runs the stock benchmark of the Java JMH benchmark via Maven. Learn more via the OpenBenchmarking.org test page.

8 x 32 GB DDR4-3200MT: The test run did not produce a result. E: Error: Unable to access jarfile target/benchmarks.jar

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 Times8 x 32 GB DDR4-3200MT2004006008001000SE +/- 3.79, N = 31080

PyPerformance

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

Benchmark: go

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: 2to3

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: chaos

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: float

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: nbody

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: pathlib

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: raytrace

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: json_loads

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: crypto_pyaes

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: regex_compile

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: python_startup

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: django_template

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

Benchmark: pickle_pure_python

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: pkg_resources.DistributionNotFound: The 'psutil>=5.9.0' distribution was not found and is required by pyperf

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.

Detector: KNN CAD

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'pandas'

Detector: Relative Entropy

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'pandas'

Detector: Windowed Gaussian

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'pandas'

Detector: Earthgecko Skyline

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'pandas'

Detector: Bayesian Changepoint

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'pandas'

Detector: Contextual Anomaly Detector OSE

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'pandas'

Mlpack Benchmark

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

Benchmark: scikit_ica

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: scikit_qda

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: scikit_svm

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: scikit_linearridgeregression

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

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

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'click'

Scikit-Learn

Scikit-learn is a Python module for machine learning built on NumPy, SciPy, and is BSD-licensed. Learn more via the OpenBenchmarking.org test page.

Benchmark: GLM

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: SAGA

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'sklearn'

Benchmark: Tree

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Lasso

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Glmnet

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Sparsify

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'scipy'

Benchmark: Plot Ward

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: MNIST Dataset

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Plot Neighbors

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: SGD Regression

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: SGDOneClassSVM

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Plot Lasso Path

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Isolation Forest

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Plot Fast KMeans

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Text Vectorizers

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Plot Hierarchical

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Plot OMP vs. LARS

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Feature Expansions

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'matplotlib'

Benchmark: LocalOutlierFactor

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: TSNE MNIST Dataset

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Isotonic / Logistic

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Plot Incremental PCA

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Hist Gradient Boosting

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'matplotlib'

Benchmark: Plot Parallel Pairwise

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'matplotlib'

Benchmark: Isotonic / Pathological

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: RCV1 Logreg Convergencet

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'matplotlib'

Benchmark: Sample Without Replacement

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'matplotlib'

Benchmark: Covertype Dataset Benchmark

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Hist Gradient Boosting Adult

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Isotonic / Perturbed Logarithm

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Hist Gradient Boosting Threading

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Plot Singular Value Decomposition

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Hist Gradient Boosting Higgs Boson

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: 20 Newsgroups / Logistic Regression

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Plot Polynomial Kernel Approximation

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'sklearn'

Benchmark: Plot Non-Negative Matrix Factorization

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Hist Gradient Boosting Categorical Only

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'sklearn'

Benchmark: Kernel PCA Solvers / Time vs. N Samples

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Kernel PCA Solvers / Time vs. N Components

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Benchmark: Sparse Random Projections / 100 Iterations

8 x 32 GB DDR4-3200MT: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'numpy'

Sunflow Rendering System

This test runs benchmarks of the Sunflow Rendering System. The Sunflow Rendering System is an open-source render engine for photo-realistic image synthesis with a ray-tracing core. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterSunflow Rendering System 0.07.2Global Illumination + Image Synthesis8 x 32 GB DDR4-3200MT0.14470.28940.43410.57880.7235SE +/- 0.006, N = 150.643MIN: 0.46 / MAX: 1.49