XNNPACK is a Google library for high efficiency floating-point neural network inference operators across mobile / server / web use. XNNPACK is used by machine learning frameworks like TensorFlow, PyTorch, ONNX Runtime, MediaPipe, and others. This test profile uses XNNPACK with its bench-models benchmark and testing all available CPU threads.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark xnnpack.
OpenBenchmarking.org metrics for this test profile configuration based on 202 public results since 15 October 2024 with the latest data as of 23 December 2024.
Below is an overview of the generalized performance for components where there is sufficient statistically significant data based upon user-uploaded results. It is important to keep in mind particularly in the Linux/open-source space there can be vastly different OS configurations, with this overview intended to offer just general guidance as to the performance expectations.
Based on OpenBenchmarking.org data, the selected test / test configuration (XNNPACK b7b048 - Model: QS8MobileNetV2) has an average run-time of 17 minutes. By default this test profile is set to run at least 3 times but may increase if the standard deviation exceeds pre-defined defaults or other calculations deem additional runs necessary for greater statistical accuracy of the result.
Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.7%.
This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful OpenBenchmarking.org result uploads occurred, namely for helping to determine if a given test is compatible with various alternative CPU architectures.
3 Systems - 218 Benchmark Results |
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2 Systems - 116 Benchmark Results
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AMD EPYC 9575F 64-Core - Supermicro Super Server H13SSL-N v1.01 - AMD 1Ah Ubuntu 24.10 - 6.12.0-rc7-linux-pm-next-phx - GNOME Shell 47.0
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3 Systems - 79 Benchmark Results
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AMD Ryzen 7 PRO 5850U - LENOVO ThinkPad T14s Gen 2a 20XF004WUS - AMD Renoir Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
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Featured Processor Comparison
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3 Systems - 166 Benchmark Results
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Intel Core i7-1065G7 - Dell XPS 13 7390 2-in-1 06CDVY - Intel Ice Lake-LP DRAM Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
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Featured Processor Comparison
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Featured Processor Comparison
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Featured Processor Comparison
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Featured Processor Comparison
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1 System - 323 Benchmark Results
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AMD Ryzen Threadripper 7960X 24-Cores - Gigabyte TRX50 AERO D - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-48-generic - GNOME Shell 46.0
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3 Systems - 80 Benchmark Results
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Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP Ubuntu 24.10 - 6.11.0-rc6-phx - GNOME Shell 47.0
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Featured Processor Comparison
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Featured Graphics Comparison
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1 System - 14 Benchmark Results
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AMD Ryzen 9 5900X 12-Core - ASRock X570 Phantom Gaming 4 - AMD Starship Fedora 41 - 6.11.5-300.fc41.x86_64 - Cinnamon 6.2.9
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2 Systems - 78 Benchmark Results
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AMD Ryzen 7 PRO 6850U - LENOVO ThinkPad X13 Gen 3 21CM0001US - AMD 17h-19h PCIe Root Complex Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0 |