2023-02-25-0937

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries too. Learn more via the OpenBenchmarking.org test page.

Device: CPU - Batch Size: 16 - Model: VGG-16

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 32 - Model: VGG-16

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 64 - Model: VGG-16

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 16 - Model: AlexNet

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 256 - Model: VGG-16

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 32 - Model: AlexNet

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 512 - Model: VGG-16

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 64 - Model: AlexNet

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 256 - Model: AlexNet

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 512 - Model: AlexNet

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 16 - Model: GoogLeNet

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 16 - Model: ResNet-50

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 32 - Model: GoogLeNet

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 32 - Model: ResNet-50

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 64 - Model: GoogLeNet

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 64 - Model: ResNet-50

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 256 - Model: GoogLeNet

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 256 - Model: ResNet-50

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 512 - Model: GoogLeNet

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

Device: CPU - Batch Size: 512 - Model: ResNet-50

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy' has no attribute 'typeDict'

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.

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.

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: Relative Entropy

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ImportError: cannot import name 'int' from 'numpy' (.local/lib/python3.8/site-packages/numpy/__init__.py)

Detector: Bayesian Changepoint

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ImportError: cannot import name 'int' from 'numpy' (.local/lib/python3.8/site-packages/numpy/__init__.py)

Scikit-Learn

Scikit-learn is a Python module for machine learning Learn more via the OpenBenchmarking.org test page.

Benchmark: MNIST Dataset

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy.random' has no attribute 'BitGenerator'

Benchmark: TSNE MNIST Dataset

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: AttributeError: module 'numpy.random' has no attribute 'BitGenerator'

R Benchmark

This test is a quick-running survey of general R performance 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.

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.

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.

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: The test quit with a non-zero exit status. E: AttributeError: module 'numpy' has no attribute 'typeDict'

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

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: The test quit with a non-zero exit status. E: ImportError: initialization failed

Benchmark: P3B1

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: The test quit with a non-zero exit status. E: ImportError: initialization failed

Benchmark: P3B2

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: The test quit with a non-zero exit status. E: ImportError: initialization failed

Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. This MNN test profile is building the OpenMP / CPU threaded version for processor benchmarking and not any GPU-accelerated test. MNN does allow making use of AVX-512 extensions. Learn more via the OpenBenchmarking.org test page.

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

ONNX Runtime

ONNX Runtime is developed by Microsoft and partners as a open-source, cross-platform, high performance machine learning inferencing and training accelerator. This test profile runs the ONNX Runtime with various models available from the ONNX Model Zoo. Learn more via the OpenBenchmarking.org test page.

Model: GPT-2 - Device: CPU - Executor: Parallel

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: GPT-2 - Device: CPU - Executor: Standard

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: yolov4 - Device: CPU - Executor: Parallel

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: yolov4 - Device: CPU - Executor: Standard

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: bertsquad-12 - Device: CPU - Executor: Parallel

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: bertsquad-12 - Device: CPU - Executor: Standard

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: CaffeNet 12-int8 - Device: CPU - Executor: Parallel

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: CaffeNet 12-int8 - Device: CPU - Executor: Standard

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: fcn-resnet101-11 - Device: CPU - Executor: Parallel

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: fcn-resnet101-11 - Device: CPU - Executor: Standard

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: ArcFace ResNet-100 - Device: CPU - Executor: Parallel

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: ArcFace ResNet-100 - Device: CPU - Executor: Standard

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: ResNet50 v1-12-int8 - Device: CPU - Executor: Parallel

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: ResNet50 v1-12-int8 - Device: CPU - Executor: Standard

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: super-resolution-10 - Device: CPU - Executor: Parallel

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: super-resolution-10 - Device: CPU - Executor: Standard

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: Parallel

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: Standard

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: 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: ./onnx: line 2: ./onnxruntime/build/Linux/Release/onnxruntime_perf_test: No such file or directory

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.

spaCy

The spaCy library is an open-source solution for advanced neural language processing (NLP). The spaCy library leverages Python and is a leading neural language processing solution. This test profile times the spaCy CPU performance with various models. 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.

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.

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.

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.

Mlpack Benchmark

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

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 the Intel oneAPI toolkit. Learn more via the OpenBenchmarking.org test page.

Harness: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPU

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Harness: IP Shapes 3D - Data Type: bf16bf16bf16 - Engine: CPU

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Harness: Convolution Batch Shapes Auto - Data Type: bf16bf16bf16 - Engine: CPU

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPU

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Harness: Deconvolution Batch shapes_3d - Data Type: bf16bf16bf16 - Engine: CPU

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Harness: Matrix Multiply Batch Shapes Transformer - Data Type: bf16bf16bf16 - Engine: CPU

ASPEED - AMD Ryzen Threadripper PRO 3955WX 16-Cores: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

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.