xeon-nov Intel Xeon E3-1231 v3 testing with a Gigabyte H81M-S1 (FF BIOS) and Sapphire AMD Radeon HD 4550 on Debian 11 via the Phoronix Test Suite. 1: Processor: Intel Xeon E3-1231 v3 @ 3.80GHz (4 Cores / 8 Threads), Motherboard: Gigabyte H81M-S1 (FF BIOS), Chipset: Intel Xeon E3-1200 v3 DRAM, Memory: 16GB, Disk: 120GB Samsung SSD 850, Graphics: Sapphire AMD Radeon HD 4550, Audio: Realtek ALC887-VD, Network: Realtek RTL8111/8168/8411 OS: Debian 11, Kernel: 5.10.0-9-amd64 (x86_64), Display Server: X Server 1.20.11, Vulkan: 1.0.2, Compiler: GCC 10.2.1 20210110, File-System: ext4, Screen Resolution: 1024x768 1a: Processor: Intel Xeon E3-1231 v3 @ 3.80GHz (4 Cores / 8 Threads), Motherboard: Gigabyte H81M-S1 (FF BIOS), Chipset: Intel Xeon E3-1200 v3 DRAM, Memory: 16GB, Disk: 120GB Samsung SSD 850, Graphics: Sapphire AMD Radeon HD 4550, Audio: Realtek ALC887-VD, Network: Realtek RTL8111/8168/8411 OS: Debian 11, Kernel: 5.10.0-9-amd64 (x86_64), Display Server: X Server 1.20.11, Vulkan: 1.0.2, Compiler: GCC 10.2.1 20210110, File-System: ext4, Screen Resolution: 1024x768 2: Processor: Intel Xeon E3-1231 v3 @ 3.80GHz (4 Cores / 8 Threads), Motherboard: Gigabyte H81M-S1 (FF BIOS), Chipset: Intel Xeon E3-1200 v3 DRAM, Memory: 16GB, Disk: 120GB Samsung SSD 850, Graphics: Sapphire AMD Radeon HD 4550, Audio: Realtek ALC887-VD, Network: Realtek RTL8111/8168/8411 OS: Debian 11, Kernel: 5.10.0-9-amd64 (x86_64), Display Server: X Server 1.20.11, Vulkan: 1.0.2, Compiler: GCC 10.2.1 20210110, File-System: ext4, Screen Resolution: 1024x768 3: Processor: Intel Xeon E3-1231 v3 @ 3.80GHz (4 Cores / 8 Threads), Motherboard: Gigabyte H81M-S1 (FF BIOS), Chipset: Intel Xeon E3-1200 v3 DRAM, Memory: 16GB, Disk: 120GB Samsung SSD 850, Graphics: Sapphire AMD Radeon HD 4550, Audio: Realtek ALC887-VD, Network: Realtek RTL8111/8168/8411 OS: Debian 11, Kernel: 5.10.0-9-amd64 (x86_64), Display Server: X Server 1.20.11, Vulkan: 1.0.2, Compiler: GCC 10.2.1 20210110, File-System: ext4, Screen Resolution: 1024x768 JPEG XL libjxl 0.6.1 Input: PNG - Encode Speed: 5 MP/s > Higher Is Better 1 .. 17.69 |================================================================= 1a . 18.20 |=================================================================== 2 .. 18.24 |=================================================================== 3 .. 17.47 |================================================================ JPEG XL libjxl 0.6.1 Input: PNG - Encode Speed: 7 MP/s > Higher Is Better 1 .. 5.20 |============================================================== 1a . 5.32 |=============================================================== 2 .. 5.70 |==================================================================== 3 .. 5.12 |============================================================= JPEG XL libjxl 0.6.1 Input: PNG - Encode Speed: 8 MP/s > Higher Is Better 1 .. 0.57 |================================================================= 1a . 0.58 |================================================================== 2 .. 0.60 |==================================================================== 3 .. 0.52 |=========================================================== JPEG XL libjxl 0.6.1 Input: JPEG - Encode Speed: 5 MP/s > Higher Is Better 1 .. 61.82 |=================================================================== 1a . 61.44 |================================================================== 2 .. 62.08 |=================================================================== 3 .. 53.68 |========================================================== JPEG XL libjxl 0.6.1 Input: JPEG - Encode Speed: 7 MP/s > Higher Is Better 1 .. 62.41 |=================================================================== 1a . 62.37 |=================================================================== 2 .. 60.90 |================================================================= 3 .. 52.68 |========================================================= JPEG XL libjxl 0.6.1 Input: JPEG - Encode Speed: 8 MP/s > Higher Is Better 1 .. 21.71 |================================================================== 1a . 21.72 |================================================================== 2 .. 21.97 |=================================================================== 3 .. 20.59 |=============================================================== JPEG XL Decoding libjxl 0.6.1 CPU Threads: 1 MP/s > Higher Is Better 1 .. 41.06 |================================================================== 1a . 41.77 |=================================================================== 2 .. 41.89 |=================================================================== 3 .. 37.27 |============================================================ JPEG XL Decoding libjxl 0.6.1 CPU Threads: All MP/s > Higher Is Better 1 .. 136.52 |================================================================= 1a . 138.49 |================================================================== 2 .. 138.15 |================================================================== 3 .. 123.34 |=========================================================== Redis Memtier / Redis Benchmark Test: LPUSH and LPOP: lpop Requests Per Second > Higher Is Better 1 .. 1232192.37 |============================================================== 1a . 1225652.12 |============================================================== 2 .. 1190334.50 |============================================================ 3 .. 1111236.38 |======================================================== Redis Memtier / Redis Benchmark Test: LPUSH and LPOP: lpush Requests Per Second > Higher Is Better 1 .. 1201496.34 |============================================================== 1a . 1164018.25 |============================================================ 2 .. 1092552.00 |======================================================== 3 .. 1145748.88 |=========================================================== Redis Memtier / Redis Benchmark Test: GET Operations Per Second > Higher Is Better 1 .. 768640.24 |=============================================================== 1a . 562651.52 |============================================== 2 .. 413991.02 |================================== 3 .. 419692.57 |================================== Redis Memtier / Redis Benchmark Test: MIX Operations Per Second > Higher Is Better 1a . 530745.23 |=============================================================== 2 .. 328827.68 |======================================= 3 .. 359121.89 |=========================================== Redis Memtier / Redis Benchmark Test: SET Operations Per Second > Higher Is Better 1a . 336725.12 |=============================================================== 2 .. 107865.13 |==================== 3 .. 141647.46 |=========================== ONNX Runtime 1.9.1 Model: yolov4 - Device: CPU Inferences Per Minute > Higher Is Better 1a . 188 |==================================================================== 2 .. 190 |==================================================================== 3 .. 192 |===================================================================== ONNX Runtime 1.9.1 Model: fcn-resnet101-11 - Device: CPU Inferences Per Minute > Higher Is Better 1a . 31 |==================================================================== 2 .. 32 |====================================================================== 3 .. 32 |====================================================================== ONNX Runtime 1.9.1 Model: shufflenet-v2-10 - Device: CPU Inferences Per Minute > Higher Is Better 1a . 17589 |================================================================= 2 .. 18055 |=================================================================== 3 .. 17026 |=============================================================== ONNX Runtime 1.9.1 Model: super-resolution-10 - Device: CPU Inferences Per Minute > Higher Is Better 1a . 1187 |======================================== 2 .. 1828 |============================================================= 3 .. 2027 |==================================================================== GnuPG 2.2.27 2.7GB Sample File Encryption Seconds < Lower Is Better 1a . 73.97 |=================================================================== 2 .. 73.41 |================================================================== 3 .. 73.43 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.005 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.001 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.021 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.004 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.067 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.021 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.28 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.077 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 1.115 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.002 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.006 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.006 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.025 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.006 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.012 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.024 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.049 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.003 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.008 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.012 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.032 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.022 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.093 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.098 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.187 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.044 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.122 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.091 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.396 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.365 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 1.622 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.492 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.862 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 2.16 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 3.553 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.001 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.008 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.004 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.031 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.181 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.541 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.71 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 2.234 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.012 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.125 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.051 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 0.586 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.208 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1a . 2.487 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.005 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.006 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.015 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.062 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1a . 0.244 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better