Xeon Platinum Ubuntu 19.04 vs 21.04
2 x Intel Xeon Platinum 8280 comparison for a future article looking at the performance change over two years.


Ubuntu 19.04: 

	Processor: 2 x Intel Xeon Platinum 8280 @ 4.00GHz (56 Cores / 112 Threads), Motherboard: GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 378GB, Disk: 280GB INTEL SSDPED1D280GA, Graphics: llvmpipe, Network: 2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE

	OS: Ubuntu 19.04, Kernel: 5.0.0-38-generic (x86_64), Desktop: GNOME Shell 3.32.2, Display Server: X Server 1.20.4, OpenGL: 3.3 Mesa 19.0.8 (LLVM 8.0 256 bits), Compiler: GCC 8.3.0, File-System: ext4, Screen Resolution: 1024x768

Ubuntu 21.04 Dev: 

	Processor: 2 x Intel Xeon Platinum 8280 @ 4.00GHz (56 Cores / 112 Threads), Motherboard: GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 378GB, Disk: 280GB INTEL SSDPED1D280GA, Graphics: ASPEED, Network: 2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE

	OS: Ubuntu 21.04, Kernel: 5.8.0-36-generic (x86_64), Desktop: GNOME Shell 3.38.2, Display Server: X Server 1.20.9, Vulkan: 1.0.2, Compiler: GCC 10.2.1 20210130, File-System: ext4, Screen Resolution: 1024x768

Ubuntu 21.04 Dev + Linux 5.11: 

	Processor: 2 x Intel Xeon Platinum 8280 @ 4.00GHz (56 Cores / 112 Threads), Motherboard: GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 378GB, Disk: 280GB INTEL SSDPED1D280GA, Graphics: ASPEED, Network: 2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE

	OS: Ubuntu 21.04, Kernel: 5.11.0-051100rc7daily20210209-generic (x86_64) 20210208, Desktop: GNOME Shell 3.38.2, Display Server: X Server 1.20.9, Vulkan: 1.0.2, Compiler: GCC 10.2.1 20210130, File-System: ext4, Screen Resolution: 1024x768

Ubuntu 21.04 Dev + Linux 5.11 + GCC11: 

	Processor: 2 x Intel Xeon Platinum 8280 @ 4.00GHz (56 Cores / 112 Threads), Motherboard: GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 378GB, Disk: 280GB INTEL SSDPED1D280GA, Graphics: ASPEED, Network: 2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE

	OS: Ubuntu 21.04, Kernel: 5.11.0-051100rc7daily20210209-generic (x86_64) 20210208, Desktop: GNOME Shell 3.38.2, Display Server: X Server 1.20.9, Vulkan: 1.0.2, Compiler: GCC 11.0.0 20210115, File-System: ext4, Screen Resolution: 1024x768


High Performance Conjugate Gradient 3.1

GFLOP/s > Higher Is Better
Ubuntu 19.04 .......................... 29.04 |================================
Ubuntu 21.04 Dev ...................... 29.17 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 29.25 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 29.18 |================================


NAS Parallel Benchmarks 3.4
Test / Class: EP.D
Total Mop/s > Higher Is Better
Ubuntu 19.04 .......................... 4069.10 |===================
Ubuntu 21.04 Dev ...................... 6262.31 |=============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 6504.82 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 6230.86 |=============================


Rodinia 3.1
Test: OpenMP HotSpot3D
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 114.04 |===============================
Ubuntu 21.04 Dev ...................... 109.62 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 109.78 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 112.55 |===============================


Rodinia 3.1
Test: OpenMP Leukocyte
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 62.06 |================================
Ubuntu 21.04 Dev ...................... 62.81 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 51.62 |==========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 51.62 |==========================


Rodinia 3.1
Test: OpenMP CFD Solver
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 7.260 |================================
Ubuntu 21.04 Dev ...................... 5.823 |==========================
Ubuntu 21.04 Dev + Linux 5.11 ......... 6.839 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 6.809 |==============================


Rodinia 3.1
Test: OpenMP Streamcluster
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 11.96 |================================
Ubuntu 21.04 Dev ...................... 11.36 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 11.68 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 11.62 |===============================


NAMD 2.14
ATPase Simulation - 327,506 Atoms
days/ns < Lower Is Better
Ubuntu 19.04 .......................... 0.36597 |==============================
Ubuntu 21.04 Dev ...................... 0.36861 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 0.36611 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 0.36924 |==============================


Dolfyn 0.527
Computational Fluid Dynamics
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 22.89 |================================
Ubuntu 21.04 Dev ...................... 21.12 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 21.76 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 20.85 |=============================


Nebular Empirical Analysis Tool 2020-02-29

Seconds < Lower Is Better
Ubuntu 19.04 .......................... 32.96 |================================
Ubuntu 21.04 Dev ...................... 31.45 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 27.09 |==========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 27.57 |===========================


Pennant 1.0.1
Test: leblancbig
Hydro Cycle Time - Seconds < Lower Is Better
Ubuntu 19.04 .......................... 8.462018 |=============================
Ubuntu 21.04 Dev ...................... 8.541030 |=============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 8.546395 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 8.199785 |============================


Timed MAFFT Alignment 7.471
Multiple Sequence Alignment - LSU RNA
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 13.05 |================================
Ubuntu 21.04 Dev ...................... 11.29 |============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 11.85 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 12.16 |==============================


OpenFOAM 8
Input: Motorbike 60M
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 168.52 |===============================
Ubuntu 21.04 Dev ...................... 169.46 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 169.68 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 170.25 |===============================


LAMMPS Molecular Dynamics Simulator 29Oct2020
Model: 20k Atoms
ns/day > Higher Is Better
Ubuntu 19.04 .......................... 26.65 |================================
Ubuntu 21.04 Dev ...................... 25.82 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 25.86 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 26.75 |================================


LibRaw 0.20
Post-Processing Benchmark
Mpix/sec > Higher Is Better
Ubuntu 19.04 .......................... 38.61 |=============================
Ubuntu 21.04 Dev ...................... 41.96 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 43.05 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 41.95 |===============================


ArrayFire 3.7
Test: Conjugate Gradient CPU
ms < Lower Is Better
Ubuntu 19.04 .......................... 8.483 |================================
Ubuntu 21.04 Dev ...................... 7.866 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 7.277 |===========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 7.103 |===========================


oneDNN 2.0
Harness: Convolution Batch Shapes Auto - Data Type: bf16bf16bf16 - Engine: CPU
ms < Lower Is Better
Ubuntu 19.04 .......................... 3.17360 |==============================
Ubuntu 21.04 Dev ...................... 3.18874 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 3.19344 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 3.18417 |==============================


oneDNN 2.0
Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPU
ms < Lower Is Better
Ubuntu 19.04 .......................... 4.58332 |==============================
Ubuntu 21.04 Dev ...................... 4.38790 |=============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 4.38671 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 4.25314 |============================


oneDNN 2.0
Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPU
ms < Lower Is Better
Ubuntu 19.04 .......................... 558.13 |===============================
Ubuntu 21.04 Dev ...................... 546.31 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 543.34 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 559.36 |===============================


oneDNN 2.0
Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU
ms < Lower Is Better
Ubuntu 19.04 .......................... 923.53 |=============================
Ubuntu 21.04 Dev ...................... 988.09 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 983.39 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 981.08 |===============================


oneDNN 2.0
Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU
ms < Lower Is Better
Ubuntu 19.04 .......................... 576.49 |===============================
Ubuntu 21.04 Dev ...................... 549.21 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 548.08 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 547.82 |=============================


oneDNN 2.0
Harness: Matrix Multiply Batch Shapes Transformer - Data Type: u8s8f32 - Engine: CPU
ms < Lower Is Better
Ubuntu 19.04 .......................... 0.331991 |=============================
Ubuntu 21.04 Dev ...................... 0.291025 |=========================
Ubuntu 21.04 Dev + Linux 5.11 ......... 0.294685 |==========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 0.292744 |==========================


oneDNN 2.0
Harness: Matrix Multiply Batch Shapes Transformer - Data Type: bf16bf16bf16 - Engine: CPU
ms < Lower Is Better
Ubuntu 19.04 .......................... 0.814799 |=============================
Ubuntu 21.04 Dev ...................... 0.824343 |=============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 0.822459 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 0.820807 |=============================


Kvazaar 2.0
Video Input: Bosphorus 4K - Video Preset: Very Fast
Frames Per Second > Higher Is Better
Ubuntu 19.04 .......................... 16.88 |===============================
Ubuntu 21.04 Dev ...................... 16.96 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 17.08 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 17.16 |================================


Kvazaar 2.0
Video Input: Bosphorus 4K - Video Preset: Ultra Fast
Frames Per Second > Higher Is Better
Ubuntu 19.04 .......................... 28.63 |===============================
Ubuntu 21.04 Dev ...................... 29.09 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 29.22 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 29.49 |================================


SVT-VP9 0.1
Tuning: VMAF Optimized - Input: Bosphorus 1080p
Frames Per Second > Higher Is Better
Ubuntu 19.04 .......................... 258.83 |=============================
Ubuntu 21.04 Dev ...................... 265.20 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 270.03 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 273.04 |===============================


SVT-VP9 0.1
Tuning: PSNR/SSIM Optimized - Input: Bosphorus 1080p
Frames Per Second > Higher Is Better
Ubuntu 19.04 .......................... 267.36 |==============================
Ubuntu 21.04 Dev ...................... 266.01 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 278.26 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 277.39 |===============================


SVT-VP9 0.1
Tuning: Visual Quality Optimized - Input: Bosphorus 1080p
Frames Per Second > Higher Is Better
Ubuntu 19.04 .......................... 222.78 |==============================
Ubuntu 21.04 Dev ...................... 226.56 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 233.03 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 226.81 |==============================


x265 3.4
Video Input: Bosphorus 1080p
Frames Per Second > Higher Is Better
Ubuntu 19.04 .......................... 34.50 |================================
Ubuntu 21.04 Dev ...................... 34.76 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 34.88 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 34.91 |================================


ACES DGEMM 1.0
Sustained Floating-Point Rate
GFLOP/s > Higher Is Better
Ubuntu 19.04 .......................... 18.72 |==============================
Ubuntu 21.04 Dev ...................... 19.79 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 19.85 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 20.16 |================================


Intel Open Image Denoise 1.2.0
Scene: Memorial
Images / Sec > Higher Is Better
Ubuntu 19.04 .......................... 35.47 |================================
Ubuntu 21.04 Dev ...................... 35.38 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 35.62 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 35.21 |================================


OpenVKL 0.9
Benchmark: vklBenchmark
Items / Sec > Higher Is Better
Ubuntu 19.04 .......................... 456 |================================
Ubuntu 21.04 Dev ...................... 465 |=================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 485 |==================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 464 |=================================


OpenVKL 0.9
Benchmark: vklBenchmarkVdbVolume
Items / Sec > Higher Is Better
Ubuntu 19.04 .......................... 24812767 |===========================
Ubuntu 21.04 Dev ...................... 26865549 |=============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 26512800 |============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 27008330 |=============================


OpenVKL 0.9
Benchmark: vklBenchmarkStructuredVolume
Items / Sec > Higher Is Better
Ubuntu 19.04 .......................... 75077913 |===========================
Ubuntu 21.04 Dev ...................... 79214488 |=============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 75669957 |============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 75577088 |============================


Himeno Benchmark 3.0
Poisson Pressure Solver
MFLOPS > Higher Is Better
Ubuntu 19.04 .......................... 3994.50 |=============================
Ubuntu 21.04 Dev ...................... 4024.82 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 3983.46 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 4073.14 |==============================


YafaRay 3.4.1
Total Time For Sample Scene
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 223.47 |===============================
Ubuntu 21.04 Dev ...................... 97.93  |==============
Ubuntu 21.04 Dev + Linux 5.11 ......... 98.50  |==============
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 100.88 |==============


Numpy Benchmark

Score > Higher Is Better
Ubuntu 19.04 .......................... 344.63 |=============================
Ubuntu 21.04 Dev ...................... 364.56 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 355.32 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 366.08 |===============================


Ngspice 34
Circuit: C2670
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 163.82 |===============================
Ubuntu 21.04 Dev ...................... 137.29 |==========================
Ubuntu 21.04 Dev + Linux 5.11 ......... 137.50 |==========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 135.83 |==========================


Ngspice 34
Circuit: C7552
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 135.57 |===============================
Ubuntu 21.04 Dev ...................... 120.03 |===========================
Ubuntu 21.04 Dev + Linux 5.11 ......... 126.15 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 126.30 |=============================


FinanceBench 2016-07-25
Benchmark: Repo OpenMP
ms < Lower Is Better
Ubuntu 19.04 .......................... 51894.80 |=============================
Ubuntu 21.04 Dev ...................... 41538.35 |=======================
Ubuntu 21.04 Dev + Linux 5.11 ......... 41697.78 |=======================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 40971.99 |=======================


FinanceBench 2016-07-25
Benchmark: Bonds OpenMP
ms < Lower Is Better
Ubuntu 19.04 .......................... 88678.11 |=============================
Ubuntu 21.04 Dev ...................... 58793.13 |===================
Ubuntu 21.04 Dev + Linux 5.11 ......... 59180.92 |===================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 57588.27 |===================


ASKAP 1.0
Test: tConvolve MPI - Degridding
Mpix/sec > Higher Is Better
Ubuntu 19.04 .......................... 10262.1 |=============================
Ubuntu 21.04 Dev ...................... 10396.9 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 10436.2 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 10416.5 |==============================


ASKAP 1.0
Test: tConvolve MPI - Gridding
Mpix/sec > Higher Is Better
Ubuntu 19.04 .......................... 12085.0 |=============================
Ubuntu 21.04 Dev ...................... 12439.1 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 12438.7 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 12382.8 |==============================


ASKAP 1.0
Test: Hogbom Clean OpenMP
Iterations Per Second > Higher Is Better
Ubuntu 19.04 .......................... 615.31 |=======================
Ubuntu 21.04 Dev ...................... 824.37 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 663.72 |=========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 665.20 |=========================


TensorFlow Lite 2020-08-23
Model: SqueezeNet
Microseconds < Lower Is Better
Ubuntu 19.04 .......................... 67294.4 |==============================
Ubuntu 21.04 Dev ...................... 64866.8 |=============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 64059.9 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 63798.7 |============================


TensorFlow Lite 2020-08-23
Model: NASNet Mobile
Microseconds < Lower Is Better
Ubuntu 19.04 .......................... 104739.1 |=============================
Ubuntu 21.04 Dev ...................... 101158.1 |============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 97422.3  |===========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 96474.0  |===========================


TensorFlow Lite 2020-08-23
Model: Mobilenet Float
Microseconds < Lower Is Better
Ubuntu 19.04 .......................... 53606.7 |==============================
Ubuntu 21.04 Dev ...................... 52927.8 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 51553.7 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 49849.0 |============================


TensorFlow Lite 2020-08-23
Model: Mobilenet Quant
Microseconds < Lower Is Better
Ubuntu 19.04 .......................... 57234.6 |==============================
Ubuntu 21.04 Dev ...................... 55274.6 |=============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 52709.6 |============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 52690.6 |============================


TensorFlow Lite 2020-08-23
Model: Inception ResNet V2
Microseconds < Lower Is Better
Ubuntu 19.04 .......................... 1011558 |=============================
Ubuntu 21.04 Dev ...................... 1050017 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 1022900 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 1030718 |=============================


MariaDB 10.5.2
Clients: 128
Queries Per Second > Higher Is Better
Ubuntu 19.04 .......................... 599 |================================
Ubuntu 21.04 Dev ...................... 610 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 618 |=================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 639 |==================================


MariaDB 10.5.2
Clients: 256
Queries Per Second > Higher Is Better
Ubuntu 19.04 .......................... 499 |================================
Ubuntu 21.04 Dev ...................... 527 |==================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 507 |=================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 526 |==================================


MariaDB 10.5.2
Clients: 512
Queries Per Second > Higher Is Better
Ubuntu 19.04 .......................... 521 |==================================
Ubuntu 21.04 Dev ...................... 507 |=================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 527 |==================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 526 |==================================


PostgreSQL pgbench 13.0
Scaling Factor: 100 - Clients: 250 - Mode: Read Write
TPS > Higher Is Better
Ubuntu 19.04 .................. 43452 |===================================
Ubuntu 21.04 Dev .............. 45943 |=====================================
Ubuntu 21.04 Dev + Linux 5.11 . 49693 |========================================


PostgreSQL pgbench 13.0
Scaling Factor: 100 - Clients: 250 - Mode: Read Write - Average Latency
ms < Lower Is Better
Ubuntu 19.04 .................. 5.771 |========================================
Ubuntu 21.04 Dev .............. 5.456 |======================================
Ubuntu 21.04 Dev + Linux 5.11 . 5.045 |===================================


SQLite Speedtest 3.30
Timed Time - Size 1,000
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 64.91 |================================
Ubuntu 21.04 Dev ...................... 63.96 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 64.37 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 62.84 |===============================


Redis 6.0.9
Test: SADD
Requests Per Second > Higher Is Better
Ubuntu 19.04 .......................... 1901359.65 |=======================
Ubuntu 21.04 Dev ...................... 2155059.33 |==========================
Ubuntu 21.04 Dev + Linux 5.11 ......... 2152898.17 |==========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 2227428.42 |===========================


Redis 6.0.9
Test: LPUSH
Requests Per Second > Higher Is Better
Ubuntu 19.04 .......................... 1486892.54 |========================
Ubuntu 21.04 Dev ...................... 1630926.21 |==========================
Ubuntu 21.04 Dev + Linux 5.11 ......... 1643872.29 |==========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 1695910.25 |===========================


Redis 6.0.9
Test: GET
Requests Per Second > Higher Is Better
Ubuntu 19.04 .......................... 2201881.92 |======================
Ubuntu 21.04 Dev ...................... 2550238.75 |==========================
Ubuntu 21.04 Dev + Linux 5.11 ......... 2445380.33 |=========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 2643078.50 |===========================


Redis 6.0.9
Test: SET
Requests Per Second > Higher Is Better
Ubuntu 19.04 .......................... 1747022.39 |========================
Ubuntu 21.04 Dev ...................... 1907194.92 |==========================
Ubuntu 21.04 Dev + Linux 5.11 ......... 1887004.08 |==========================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 1993808.87 |===========================


TNN 0.2.3
Target: CPU - Model: MobileNet v2
ms < Lower Is Better
Ubuntu 19.04 .......................... 366.00 |===============================
Ubuntu 21.04 Dev ...................... 354.34 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 348.79 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 350.54 |==============================


TNN 0.2.3
Target: CPU - Model: SqueezeNet v1.1
ms < Lower Is Better
Ubuntu 19.04 .......................... 329.56 |===============================
Ubuntu 21.04 Dev ...................... 326.38 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 327.05 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 328.67 |===============================


PlaidML
FP16: No - Mode: Inference - Network: VGG19 - Device: CPU
FPS > Higher Is Better
Ubuntu 19.04 .......................... 23.49 |===============================
Ubuntu 21.04 Dev ...................... 24.12 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 23.52 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 23.30 |===============================


PlaidML
FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU
FPS > Higher Is Better
Ubuntu 19.04 .......................... 4.72 |=================================
Ubuntu 21.04 Dev ...................... 4.71 |=================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 4.67 |=================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 4.59 |================================


Blender 2.90
Blend File: BMW27 - Compute: CPU-Only
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 38.38 |================================
Ubuntu 21.04 Dev ...................... 38.10 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 38.17 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 37.93 |================================


Blender 2.90
Blend File: Classroom - Compute: CPU-Only
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 104.22 |===============================
Ubuntu 21.04 Dev ...................... 104.48 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 104.27 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 104.34 |===============================


ONNX Runtime 1.6
Model: yolov4 - Device: OpenMP CPU
Inferences Per Minute > Higher Is Better
Ubuntu 19.04 .......................... 317 |===============================
Ubuntu 21.04 Dev ...................... 350 |==================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 341 |=================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 345 |==================================


ONNX Runtime 1.6
Model: bertsquad-10 - Device: OpenMP CPU
Inferences Per Minute > Higher Is Better
Ubuntu 19.04 .......................... 402 |=================================
Ubuntu 21.04 Dev ...................... 404 |=================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 412 |==================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 387 |================================


ONNX Runtime 1.6
Model: fcn-resnet101-11 - Device: OpenMP CPU
Inferences Per Minute > Higher Is Better
Ubuntu 19.04 .......................... 138 |=================================
Ubuntu 21.04 Dev ...................... 144 |==================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 143 |==================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 141 |=================================


ONNX Runtime 1.6
Model: shufflenet-v2-10 - Device: OpenMP CPU
Inferences Per Minute > Higher Is Better
Ubuntu 19.04 .......................... 6156 |==============================
Ubuntu 21.04 Dev ...................... 6620 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 6773 |=================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 6730 |=================================


ONNX Runtime 1.6
Model: super-resolution-10 - Device: OpenMP CPU
Inferences Per Minute > Higher Is Better
Ubuntu 19.04 .......................... 6410 |==============================
Ubuntu 21.04 Dev ...................... 6262 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 6155 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 6947 |=================================


PyBench 2018-02-16
Total For Average Test Times
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 1080 |=================================
Ubuntu 21.04 Dev ...................... 1071 |=================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 1069 |=================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 1072 |=================================


PyPerformance 1.0.0
Benchmark: 2to3
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 340 |==================================
Ubuntu 21.04 Dev ...................... 332 |=================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 338 |==================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 339 |==================================


PyPerformance 1.0.0
Benchmark: chaos
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 109 |==================================
Ubuntu 21.04 Dev ...................... 103 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 103 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 104 |================================


PyPerformance 1.0.0
Benchmark: pathlib
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 18.7 |=================================
Ubuntu 21.04 Dev ...................... 17.1 |==============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 17.4 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 17.2 |==============================


PyPerformance 1.0.0
Benchmark: raytrace
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 468 |==================================
Ubuntu 21.04 Dev ...................... 447 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 448 |=================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 447 |================================


PyPerformance 1.0.0
Benchmark: json_loads
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 26.1 |=================================
Ubuntu 21.04 Dev ...................... 25.4 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 25.7 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 25.6 |================================


PyPerformance 1.0.0
Benchmark: crypto_pyaes
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 109 |==================================
Ubuntu 21.04 Dev ...................... 104 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 104 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 105 |=================================


PyPerformance 1.0.0
Benchmark: regex_compile
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 173 |==================================
Ubuntu 21.04 Dev ...................... 162 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 162 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 163 |================================


PyPerformance 1.0.0
Benchmark: python_startup
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 11.30 |================================
Ubuntu 21.04 Dev ...................... 9.79  |============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 11.20 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 11.30 |================================


PyPerformance 1.0.0
Benchmark: django_template
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 54.1 |=================================
Ubuntu 21.04 Dev ...................... 47.1 |=============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 47.3 |=============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 47.3 |=============================


PyPerformance 1.0.0
Benchmark: pickle_pure_python
Milliseconds < Lower Is Better
Ubuntu 19.04 .......................... 445 |==================================
Ubuntu 21.04 Dev ...................... 417 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 419 |================================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 422 |================================


Appleseed 2.0 Beta
Scene: Emily
Seconds < Lower Is Better
Ubuntu 19.04 .......................... 157.87 |===============================
Ubuntu 21.04 Dev ...................... 158.46 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 155.55 |==============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 155.83 |==============================


PHPBench 0.8.1
PHP Benchmark Suite
Score > Higher Is Better
Ubuntu 19.04 .......................... 633177 |=============================
Ubuntu 21.04 Dev ...................... 670216 |===============================
Ubuntu 21.04 Dev + Linux 5.11 ......... 668245 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 666501 |===============================


Kripke 1.2.4

Throughput FoM > Higher Is Better
Ubuntu 19.04 .......................... 93502577  |=========================
Ubuntu 21.04 Dev ...................... 103248727 |===========================
Ubuntu 21.04 Dev + Linux 5.11 ......... 104251517 |============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 105812950 |============================


Chaos Group V-RAY 5
Mode: CPU
vsamples > Higher Is Better
Ubuntu 19.04 .......................... 47419 |================================
Ubuntu 21.04 Dev ...................... 47234 |================================
Ubuntu 21.04 Dev + Linux 5.11 ......... 46640 |===============================
Ubuntu 21.04 Dev + Linux 5.11 + GCC11 . 47033 |================================