Jetson TX2 CUDA CPU Monitor Testing for a future article on Phoronix. Jetson TX1: Processor: ARMv8 rev 1 @ 1.73GHz (4 Cores), Motherboard: jetson_tx1, Memory: 4096MB, Disk: 16GB 016G32, Graphics: NVIDIA Tegra X1 (nvgpu)/ OS: Ubuntu 16.04, Kernel: 3.10.96-tegra (aarch64), Desktop: Unity 7.4.0, Display Server: X Server 1.18.3, Display Driver: NVIDIA 24.2.1, OpenGL: 4.5.0, Vulkan: 1.0.8, Compiler: GCC 5.4.0 20160609 + CUDA 8.0, File-System: ext4, Screen Resolution: 3840x2160 Jetson TX2 Max-Q: Processor: ARMv8 rev 3 @ 1.27GHz (6 Cores), Motherboard: quill, Memory: 8192MB, Disk: 31GB 032G34, Graphics: GP10B (nvgpu)/ OS: Ubuntu 16.04, Kernel: 4.4.15-tegra (aarch64), Desktop: Unity 7.4.0, Display Server: X Server 1.18.3, Display Driver: NVIDIA 27.1.0, OpenGL: 4.5.0, Vulkan: 1.0.8, Compiler: GCC 5.4.0 20160609 + CUDA 8.0, File-System: ext4, Screen Resolution: 3840x2160 Jetson TX2 Max-P: Processor: ARMv8 rev 3 @ 1.27GHz (6 Cores), Motherboard: quill, Memory: 8192MB, Disk: 31GB 032G34, Graphics: GP10B (nvgpu)/ OS: Ubuntu 16.04, Kernel: 4.4.15-tegra (aarch64), Desktop: Unity 7.4.0, Display Server: X Server 1.18.3, Display Driver: NVIDIA 27.1.0, OpenGL: 4.5.0, Vulkan: 1.0.8, Compiler: GCC 5.4.0 20160609 + CUDA 8.0, File-System: ext4, Screen Resolution: 3840x2160 SHOC Scalable HeterOgeneous Computing 2015-11-10 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 460 MAX: 535 Jetson TX2 Max-P . MIN: 153 AVG: 844 MAX: 1071 Caffe 2016-12-29 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 460 MAX: 612 Jetson TX2 Max-P . MIN: 153 AVG: 838 MAX: 1069 FFTW 3.3.4 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 480 MAX: 536 Jetson TX2 Max-P . MIN: 153 AVG: 731 MAX: 995 SHOC Scalable HeterOgeneous Computing 2015-11-10 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 367 MAX: 535 Jetson TX2 Max-P . MIN: 153 AVG: 734 MAX: 995 Caffe 2016-12-29 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 462 MAX: 764 Jetson TX2 Max-P . MIN: 153 AVG: 836 MAX: 993 SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: CUDA - Benchmark: FFT SP GFLOPS > Higher Is Better Jetson TX1 ....... 51.20 |============================================= Jetson TX2 Max-Q . 59.64 |===================================================== Jetson TX2 Max-P . 9.80 |========= SHOC Scalable HeterOgeneous Computing 2015-11-10 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 386 MAX: 459 Jetson TX2 Max-P . MIN: 153 AVG: 729 MAX: 918 SHOC Scalable HeterOgeneous Computing 2015-11-10 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 456 MAX: 535 Jetson TX2 Max-P . MIN: 153 AVG: 823 MAX: 917 SHOC Scalable HeterOgeneous Computing 2015-11-10 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 450 MAX: 459 Jetson TX2 Max-P . MIN: 153 AVG: 785 MAX: 840 SHOC Scalable HeterOgeneous Computing 2015-11-10 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 382 MAX: 459 Jetson TX2 Max-P . MIN: 153 AVG: 566 MAX: 765 CUDA Mini-Nbody 2015-11-10 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 3560 MAX: 4204 Jetson TX2 Max-P . MIN: 153 AVG: 4475 MAX: 6874 SHOC Scalable HeterOgeneous Computing 2015-11-10 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 378 MAX: 382 Jetson TX2 Max-P . MIN: 153 AVG: 668 MAX: 689 SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 3447 MAX: 3594 Jetson TX2 Max-P . MIN: 153 AVG: 5438 MAX: 6113 CUDA Mini-Nbody 2015-11-10 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3064 AVG: 7523 MAX: 8183 Jetson TX2 Max-P . MIN: 3064 AVG: 9029 MAX: 10812 SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 321 MAX: 535 Jetson TX2 Max-P . MIN: 153 AVG: 229 MAX: 306 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3064 AVG: 6722 MAX: 7265 Jetson TX2 Max-P . MIN: 3026 AVG: 9016 MAX: 10010 Caffe 2016-12-29 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3102 AVG: 7224 MAX: 7839 Jetson TX2 Max-P . MIN: 3064 AVG: 9218 MAX: 9938 SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 260 MAX: 459 Jetson TX2 Max-P . MIN: 153 AVG: 275 MAX: 382 Caffe 2016-12-29 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 2583 MAX: 2829 Jetson TX2 Max-P . MIN: 153 AVG: 3974 MAX: 4279 SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 1231 MAX: 2524 Jetson TX2 Max-P . MIN: 153 AVG: 1758 MAX: 3518 Caffe 2016-12-29 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 2045 MAX: 2142 Jetson TX2 Max-P . MIN: 153 AVG: 3094 MAX: 3210 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3064 AVG: 6554 MAX: 8145 Jetson TX2 Max-P . MIN: 2987 AVG: 7251 MAX: 8829 Caffe 2016-12-29 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3064 AVG: 6486 MAX: 7265 Jetson TX2 Max-P . MIN: 3026 AVG: 8059 MAX: 8562 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3102 AVG: 4501 MAX: 5891 Jetson TX2 Max-P . MIN: 3064 AVG: 5419 MAX: 7150 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3140 AVG: 3664 MAX: 6733 Jetson TX2 Max-P . MIN: 2987 AVG: 3880 MAX: 4784 SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 1046 MAX: 1530 Jetson TX2 Max-P . MIN: 153 AVG: 1434 MAX: 1988 CUDA Mini-Nbody 2015-11-10 CPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 229 AVG: 458 MAX: 611 Jetson TX2 Max-P . MIN: 153 AVG: 954 MAX: 1757 SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 309 MAX: 1606 Jetson TX2 Max-P . MIN: 153 AVG: 245 MAX: 459 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3102 AVG: 4157 MAX: 5932 Jetson TX2 Max-P . MIN: 3407 AVG: 4601 MAX: 5817 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3102 AVG: 4341 MAX: 5664 Jetson TX2 Max-P . MIN: 3026 AVG: 4325 MAX: 5358 SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: CUDA - Benchmark: Bus Speed Download GB/s > Higher Is Better Jetson TX1 ....... 9.51 |================================= Jetson TX2 Max-Q . 15.37 |===================================================== Jetson TX2 Max-P . 15.15 |==================================================== SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: CUDA - Benchmark: Bus Speed Readback GB/s > Higher Is Better Jetson TX1 ....... 9.83 |================================== Jetson TX2 Max-Q . 15.54 |===================================================== Jetson TX2 Max-P . 15.26 |==================================================== SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: CUDA - Benchmark: Texture Read Bandwidth GB/s > Higher Is Better Jetson TX1 ....... 44.28 |================================== Jetson TX2 Max-Q . 52.46 |======================================== Jetson TX2 Max-P . 69.32 |===================================================== SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3102 AVG: 3628 MAX: 3867 Jetson TX2 Max-P . MIN: 2987 AVG: 3836 MAX: 4249 FFTW 3.3.4 Build: Stock - Size: 2D FFT Size 128 Mflops > Higher Is Better Jetson TX1 ....... 1543.82 |================================================== Jetson TX2 Max-Q . 1156.30 |====================================== Jetson TX2 Max-P . 1566.98 |=================================================== Caffe 2016-12-29 Build: CUDA Googlenet Milli-Seconds < Lower Is Better Jetson TX1 ....... 437081 |==================================================== Jetson TX2 Max-Q . 378644 |============================================= Jetson TX2 Max-P . 322535 |====================================== Caffe 2016-12-29 Build: CUDA AlexNet Milli-Seconds < Lower Is Better Jetson TX1 ....... 205601 |==================================================== Jetson TX2 Max-Q . 179178 |============================================= Jetson TX2 Max-P . 155001 |======================================= SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: CUDA - Benchmark: Max SP Flops GFLOPS > Higher Is Better Jetson TX1 ....... 481.79 |============================================= Jetson TX2 Max-Q . 429.53 |======================================== Jetson TX2 Max-P . 559.08 |==================================================== SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: CUDA - Benchmark: MD5 Hash GHash/s > Higher Is Better Jetson TX1 ....... 0.75 |=============================================== Jetson TX2 Max-Q . 0.67 |========================================== Jetson TX2 Max-P . 0.87 |====================================================== FFTW 3.3.4 System Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 3102 AVG: 3372 MAX: 3675 Jetson TX2 Max-P . MIN: 2987 AVG: 3565 MAX: 3828 CUDA Mini-Nbody 2015-11-10 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 31.0 AVG: 34.8 MAX: 35.5 Jetson TX2 Max-P . MIN: 31.5 AVG: 37.2 MAX: 39.0 Caffe 2016-12-29 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 30.0 AVG: 33.2 MAX: 34.0 Jetson TX2 Max-P . MIN: 30.0 AVG: 35.2 MAX: 37.0 Caffe 2016-12-29 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 32.0 AVG: 34.5 MAX: 35.0 Jetson TX2 Max-P . MIN: 34.0 AVG: 38.0 MAX: 39.0 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 30.5 AVG: 32.3 MAX: 33.0 Jetson TX2 Max-P . MIN: 31.0 AVG: 34.4 MAX: 35.5 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 30.5 AVG: 32.0 MAX: 32.5 Jetson TX2 Max-P . MIN: 31.5 AVG: 33.5 MAX: 34.0 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 30.5 AVG: 31.3 MAX: 32.5 Jetson TX2 Max-P . MIN: 32.0 AVG: 32.7 MAX: 33.5 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 30.5 AVG: 31.1 MAX: 31.5 Jetson TX2 Max-P . MIN: 31.5 AVG: 32.2 MAX: 33.0 FFTW 3.3.4 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 30.5 AVG: 30.5 MAX: 31.0 Jetson TX2 Max-P . MIN: 31.0 AVG: 31.8 MAX: 32.5 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 30.5 AVG: 30.9 MAX: 31.5 Jetson TX2 Max-P . MIN: 31.5 AVG: 32.2 MAX: 32.5 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 32.5 AVG: 32.8 MAX: 33.0 Jetson TX2 Max-P . MIN: 34.0 AVG: 34.3 MAX: 34.5 SHOC Scalable HeterOgeneous Computing 2015-11-10 System Temperature Monitor Celsius < Lower Is Better Jetson TX2 Max-Q . MIN: 32.0 AVG: 32.2 MAX: 32.5 Jetson TX2 Max-P . MIN: 32.5 AVG: 33.0 MAX: 33.5 CUDA Mini-Nbody 2015-11-10 Test: Original Seconds < Lower Is Better Jetson TX1 ....... 546.26 |==================================================== Jetson TX2 Max-Q . 548.31 |==================================================== Jetson TX2 Max-P . 528.00 |================================================== FFTW 3.3.4 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 153 MAX: 153 Jetson TX2 Max-P . MIN: 153 AVG: 153 MAX: 153 SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Power Consumption Monitor Milliwatts < Lower Is Better Jetson TX2 Max-Q . MIN: 153 AVG: 153 MAX: 153 Jetson TX2 Max-P . MIN: 153 AVG: 153 MAX: 153 System Temperature Monitor Phoronix Test Suite System Monitoring Celsius Jetson TX2 Max-Q . MIN: 30.0 AVG: 33.1 MAX: 35.5 Jetson TX2 Max-P . MIN: 30.0 AVG: 35.8 MAX: 39.0 System Power Consumption Monitor Phoronix Test Suite System Monitoring Milliwatts Jetson TX2 Max-Q . MIN: 3026 AVG: 6014 MAX: 8183 Jetson TX2 Max-P . MIN: 2949 AVG: 7660 MAX: 10812 GPU Power Consumption Monitor Phoronix Test Suite System Monitoring Milliwatts Jetson TX2 Max-Q . MIN: 153 AVG: 2113 MAX: 4204 Jetson TX2 Max-P . MIN: 153 AVG: 3158 MAX: 6874 CPU Power Consumption Monitor Phoronix Test Suite System Monitoring Milliwatts Jetson TX2 Max-Q . MIN: 229 AVG: 450 MAX: 764 Jetson TX2 Max-P . MIN: 153 AVG: 838 MAX: 1757 SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: CUDA - Benchmark: Triad GB/s > Higher Is Better Jetson TX1 ....... 2.75 |=============== Jetson TX2 Max-Q . 9.60 |====================================================== Jetson TX2 Max-P . 3.46 |===================