machine-learning-test-1
Intel Xeon Gold 5318N testing with a Supermicro X12SPM-LN4F v2.00 (1.1a BIOS) and llvmpipe on Rocky Linux 8.6 via the Phoronix Test Suite.
llvmpipe - Intel Xeon Gold 5318N
Processor: Intel Xeon Gold 5318N @ 3.40GHz (24 Cores / 48 Threads), Motherboard: Supermicro X12SPM-LN4F v2.00 (1.1a BIOS), Chipset: Intel Device 0998, Memory: 4 x 32 GB DDR4-2666MT/s Samsung M393A4K40DB3-CWE, Disk: 15362GB MR9560-16i + 960GB MR9560-16i, Graphics: llvmpipe, Network: 4 x Intel I350 + 2 x Broadcom BCM57414 NetXtreme-E 10Gb/25Gb
OS: Rocky Linux 8.6, Kernel: 4.18.0-372.16.1.el8_6.0.1.x86_64 (x86_64), Desktop: GNOME Shell 3.32.2, Display Server: X Server 1.20.11, OpenGL: 4.5 Mesa 21.3.4 (LLVM 13.0.1 256 bits), Compiler: GCC 8.5.0 20210514 + CUDA 11.7, File-System: xfs, Screen Resolution: 1600x900
Kernel Notes: Transparent Huge Pages: always
Compiler Notes: --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
Processor Notes: Scaling Governor: intel_cpufreq performance - CPU Microcode: 0xd000331
Python Notes: Python 3.6.8
Security Notes: SELinux + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: 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 Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected
SHOC Scalable HeterOgeneous Computing
The CUDA and OpenCL version of Vetter's Scalable HeterOgeneous Computing benchmark suite. SHOC provides a number of different benchmark programs for evaluating the performance and stability of compute devices. Learn more via the OpenBenchmarking.org test page.
Target: OpenCL - Benchmark: S3D
llvmpipe - Intel Xeon Gold 5318N: 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: shoc: line 3: ./bin/shocdriver: No such file or directory
Target: OpenCL - Benchmark: Triad
llvmpipe - Intel Xeon Gold 5318N: 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: shoc: line 3: ./bin/shocdriver: No such file or directory
Target: OpenCL - Benchmark: FFT SP
llvmpipe - Intel Xeon Gold 5318N: 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: shoc: line 3: ./bin/shocdriver: No such file or directory
Target: OpenCL - Benchmark: MD5 Hash
llvmpipe - Intel Xeon Gold 5318N: 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: shoc: line 3: ./bin/shocdriver: No such file or directory
Target: OpenCL - Benchmark: Reduction
llvmpipe - Intel Xeon Gold 5318N: 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: shoc: line 3: ./bin/shocdriver: No such file or directory
Target: OpenCL - Benchmark: GEMM SGEMM_N
llvmpipe - Intel Xeon Gold 5318N: 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: shoc: line 3: ./bin/shocdriver: No such file or directory
Target: OpenCL - Benchmark: Max SP Flops
llvmpipe - Intel Xeon Gold 5318N: 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: shoc: line 3: ./bin/shocdriver: No such file or directory
Target: OpenCL - Benchmark: Bus Speed Download
llvmpipe - Intel Xeon Gold 5318N: 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: shoc: line 3: ./bin/shocdriver: No such file or directory
Target: OpenCL - Benchmark: Bus Speed Readback
llvmpipe - Intel Xeon Gold 5318N: 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: shoc: line 3: ./bin/shocdriver: No such file or directory
Target: OpenCL - Benchmark: Texture Read Bandwidth
llvmpipe - Intel Xeon Gold 5318N: 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: shoc: line 3: ./bin/shocdriver: No such file or directory
LeelaChessZero
LeelaChessZero (lc0 / lczero) is a chess engine automated vian neural networks. This test profile can be used for OpenCL, CUDA + cuDNN, and BLAS (CPU-based) benchmarking. Learn more via the OpenBenchmarking.org test page.
Backend: BLAS
llvmpipe - Intel Xeon Gold 5318N: 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.
oneDNN
This is a test of the Intel oneDNN as an Intel-optimized library for Deep Neural Networks and making use of its built-in benchdnn functionality. The result is the total perf time reported. Intel oneDNN was formerly known as DNNL (Deep Neural Network Library) and MKL-DNN before being rebranded as part of Intel oneAPI. Learn more via the OpenBenchmarking.org test page.
Numpy Benchmark
This is a test to obtain the general Numpy performance. Learn more via the OpenBenchmarking.org test page.
DeepSpeech
Mozilla DeepSpeech is a speech-to-text engine powered by TensorFlow for machine learning and derived from Baidu's Deep Speech research paper. This test profile times the speech-to-text process for a roughly three minute audio recording. Learn more via the OpenBenchmarking.org test page.
R Benchmark
This test is a quick-running survey of general R performance Learn more via the OpenBenchmarking.org test page.
llvmpipe - Intel Xeon Gold 5318N: 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: ERROR: Rscript is not found on the system!
RNNoise
RNNoise is a recurrent neural network for audio noise reduction developed by Mozilla and Xiph.Org. This test profile is a single-threaded test measuring the time to denoise a sample 26 minute long 16-bit RAW audio file using this recurrent neural network noise suppression library. Learn more via the OpenBenchmarking.org test page.
TensorFlow Lite
This is a benchmark of the TensorFlow Lite implementation focused on TensorFlow machine learning for mobile, IoT, edge, and other cases. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time. Learn more via the OpenBenchmarking.org test page.
Model: SqueezeNet
llvmpipe - Intel Xeon Gold 5318N: 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: ./linux_x86-64_benchmark_model: /lib64/libm.so.6: version `GLIBC_2.29' not found (required by ./linux_x86-64_benchmark_model)
Model: Inception V4
llvmpipe - Intel Xeon Gold 5318N: 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: ./linux_x86-64_benchmark_model: /lib64/libm.so.6: version `GLIBC_2.29' not found (required by ./linux_x86-64_benchmark_model)
Model: NASNet Mobile
llvmpipe - Intel Xeon Gold 5318N: 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: ./linux_x86-64_benchmark_model: /lib64/libm.so.6: version `GLIBC_2.29' not found (required by ./linux_x86-64_benchmark_model)
Model: Mobilenet Float
llvmpipe - Intel Xeon Gold 5318N: 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: ./linux_x86-64_benchmark_model: /lib64/libm.so.6: version `GLIBC_2.29' not found (required by ./linux_x86-64_benchmark_model)
Model: Mobilenet Quant
llvmpipe - Intel Xeon Gold 5318N: 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: ./linux_x86-64_benchmark_model: /lib64/libm.so.6: version `GLIBC_2.29' not found (required by ./linux_x86-64_benchmark_model)
Model: Inception ResNet V2
llvmpipe - Intel Xeon Gold 5318N: 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: ./linux_x86-64_benchmark_model: /lib64/libm.so.6: version `GLIBC_2.29' not found (required by ./linux_x86-64_benchmark_model)
Tensorflow
This is a benchmark of the Tensorflow deep learning framework using the CIFAR10 data set. Learn more via the OpenBenchmarking.org test page.
Build: Cifar10
llvmpipe - Intel Xeon Gold 5318N: 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 'tensorflow'
Caffe
This is a benchmark of the Caffe deep learning framework and currently supports the AlexNet and Googlenet model and execution on both CPUs and NVIDIA GPUs. Learn more via the OpenBenchmarking.org test page.
Model: AlexNet - Acceleration: CPU - Iterations: 100
llvmpipe - Intel Xeon Gold 5318N: 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: caffe: line 3: ./tools/caffe: No such file or directory
Model: AlexNet - Acceleration: CPU - Iterations: 200
llvmpipe - Intel Xeon Gold 5318N: 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: caffe: line 3: ./tools/caffe: No such file or directory
Model: AlexNet - Acceleration: CPU - Iterations: 1000
llvmpipe - Intel Xeon Gold 5318N: 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: caffe: line 3: ./tools/caffe: No such file or directory
Model: GoogleNet - Acceleration: CPU - Iterations: 100
llvmpipe - Intel Xeon Gold 5318N: 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: caffe: line 3: ./tools/caffe: No such file or directory
Model: GoogleNet - Acceleration: CPU - Iterations: 200
llvmpipe - Intel Xeon Gold 5318N: 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: caffe: line 3: ./tools/caffe: No such file or directory
Model: GoogleNet - Acceleration: CPU - Iterations: 1000
llvmpipe - Intel Xeon Gold 5318N: 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: caffe: line 3: ./tools/caffe: No such file or directory
Mobile Neural Network
MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. Learn more via the OpenBenchmarking.org test page.
NCNN
NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.
TNN
TNN is an open-source deep learning reasoning framework developed by Tencent. Learn more via the OpenBenchmarking.org test page.
PlaidML
This test profile uses PlaidML deep learning framework developed by Intel for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.
OpenVINO
This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.
Model: Face Detection 0106 FP16 - Device: CPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Face Detection 0106 FP32 - Device: CPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Person Detection 0106 FP16 - Device: CPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Person Detection 0106 FP32 - Device: CPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Face Detection 0106 FP16 - Device: Intel GPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Face Detection 0106 FP32 - Device: Intel GPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Person Detection 0106 FP16 - Device: Intel GPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Person Detection 0106 FP32 - Device: Intel GPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Age Gender Recognition Retail 0013 FP32 - Device: CPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Age Gender Recognition Retail 0013 FP16 - Device: Intel GPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
Model: Age Gender Recognition Retail 0013 FP32 - Device: Intel GPU
llvmpipe - Intel Xeon Gold 5318N: 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: openvino: line 2: ./openvino-github-2021/bin/intel64/Release/benchmark_app: No such file or directory
ECP-CANDLE
The CANDLE benchmark codes implement deep learning architectures relevant to problems in cancer. These architectures address problems at different biological scales, specifically problems at the molecular, cellular and population scales. Learn more via the OpenBenchmarking.org test page.
Benchmark: P1B2
llvmpipe - Intel Xeon Gold 5318N: The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'tensorflow'
Benchmark: P3B1
llvmpipe - Intel Xeon Gold 5318N: The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'tensorflow'
Benchmark: P3B2
llvmpipe - Intel Xeon Gold 5318N: The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'tensorflow'
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 timeseries 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.
AI Benchmark Alpha
AI Benchmark Alpha is a Python library for evaluating artificial intelligence (AI) performance on diverse hardware platforms and relies upon the TensorFlow machine learning library. Learn more via the OpenBenchmarking.org test page.
llvmpipe - Intel Xeon Gold 5318N: The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'tensorflow'
Mlpack Benchmark
Mlpack benchmark scripts for machine learning libraries Learn more via the OpenBenchmarking.org test page.
Benchmark: scikit_ica
llvmpipe - Intel Xeon Gold 5318N: 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: scikit_qda
llvmpipe - Intel Xeon Gold 5318N: 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: scikit_svm
llvmpipe - Intel Xeon Gold 5318N: 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: scikit_linearridgeregression
llvmpipe - Intel Xeon Gold 5318N: 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'
Scikit-Learn
Scikit-learn is a Python module for machine learning Learn more via the OpenBenchmarking.org test page.
llvmpipe - Intel Xeon Gold 5318N: 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'
OpenCV
This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.
llvmpipe - Intel Xeon Gold 5318N
Processor: Intel Xeon Gold 5318N @ 3.40GHz (24 Cores / 48 Threads), Motherboard: Supermicro X12SPM-LN4F v2.00 (1.1a BIOS), Chipset: Intel Device 0998, Memory: 4 x 32 GB DDR4-2666MT/s Samsung M393A4K40DB3-CWE, Disk: 15362GB MR9560-16i + 960GB MR9560-16i, Graphics: llvmpipe, Network: 4 x Intel I350 + 2 x Broadcom BCM57414 NetXtreme-E 10Gb/25Gb
OS: Rocky Linux 8.6, Kernel: 4.18.0-372.16.1.el8_6.0.1.x86_64 (x86_64), Desktop: GNOME Shell 3.32.2, Display Server: X Server 1.20.11, OpenGL: 4.5 Mesa 21.3.4 (LLVM 13.0.1 256 bits), Compiler: GCC 8.5.0 20210514 + CUDA 11.7, File-System: xfs, Screen Resolution: 1600x900
Kernel Notes: Transparent Huge Pages: always
Compiler Notes: --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
Processor Notes: Scaling Governor: intel_cpufreq performance - CPU Microcode: 0xd000331
Python Notes: Python 3.6.8
Security Notes: SELinux + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: 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 Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected
Testing initiated at 22 July 2022 16:14 by user root.