brw-7000-run-1

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.

FP16: No - Mode: Inference - Network: VGG16 - Device: CPU

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FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU

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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.

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 if desired for complementary metrics. 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.

Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream

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Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Synchronous Single-Stream

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Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Asynchronous Multi-Stream

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Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Synchronous Single-Stream

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Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-Stream

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Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Synchronous Single-Stream

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Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Stream

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Model: CV Detection, YOLOv5s COCO - Scenario: Synchronous Single-Stream

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Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream

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Model: CV Classification, ResNet-50 ImageNet - Scenario: Synchronous Single-Stream

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Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream

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Model: NLP Text Classification, DistilBERT mnli - Scenario: Synchronous Single-Stream

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Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream

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Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Synchronous Single-Stream

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Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-Stream

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Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Synchronous Single-Stream

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Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream

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Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Synchronous Single-Stream

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Numpy Benchmark

This is a test to obtain the general Numpy performance. 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.

New Ryzen 7800X build ML suite tests: The test quit with a non-zero exit status. E: AttributeError: module 'numpy' has no attribute 'warnings'. Did you mean: 'hanning'?

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.

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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.

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.

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.

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.

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.

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. 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.

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.

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

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Benchmark: P3B1

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Benchmark: P3B2

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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.

Mlpack Benchmark

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

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

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Benchmark: SAGA

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Benchmark: Tree

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Benchmark: Lasso

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Benchmark: Glmnet

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Benchmark: Sparsify

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Benchmark: Plot Ward

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Benchmark: MNIST Dataset

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Benchmark: Plot Neighbors

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Benchmark: SGD Regression

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Benchmark: SGDOneClassSVM

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Benchmark: Plot Lasso Path

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Benchmark: Isolation Forest

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Benchmark: Plot Fast KMeans

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Benchmark: Text Vectorizers

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Benchmark: Plot Hierarchical

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Benchmark: Plot OMP vs. LARS

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Benchmark: Feature Expansions

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Benchmark: LocalOutlierFactor

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Benchmark: TSNE MNIST Dataset

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Benchmark: Isotonic / Logistic

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Benchmark: Plot Incremental PCA

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Benchmark: Hist Gradient Boosting

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Benchmark: Plot Parallel Pairwise

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Benchmark: Isotonic / Pathological

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Benchmark: RCV1 Logreg Convergencet

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Benchmark: Sample Without Replacement

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Benchmark: Covertype Dataset Benchmark

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Benchmark: Hist Gradient Boosting Adult

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Benchmark: Isotonic / Perturbed Logarithm

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Benchmark: Hist Gradient Boosting Threading

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Benchmark: Plot Singular Value Decomposition

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Benchmark: Hist Gradient Boosting Higgs Boson

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Benchmark: 20 Newsgroups / Logistic Regression

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Benchmark: Plot Polynomial Kernel Approximation

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Benchmark: Plot Non-Negative Matrix Factorization

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Benchmark: Hist Gradient Boosting Categorical Only

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Benchmark: Kernel PCA Solvers / Time vs. N Samples

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Benchmark: Kernel PCA Solvers / Time vs. N Components

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Benchmark: Sparse Random Projections / 100 Iterations

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