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2 years ago | |
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| .. | ||
| CMakeLists.txt | 2 years ago | |
| README.md | 2 years ago | |
| Rcards.h | 2 years ago | |
| main.cpp | 2 years ago | |
The table below is generated by RankCards, using the timings found in the /ncnn/benchmark/README.md file.
First, the best set of timings is selected from each board.
The set is then compared to a reference set by calculating the ratio of each model one by one and averaging all results.
Finally, the boards are ranked from fast to slow.
| Board | Ratio | |
|---|---|---|
| 1 | NVIDIA Quadro RTX 8000 (TU102 SM x 72 + Tensor Core x 576) | 0.123 |
| 2 | nVIDIA RTX2080 of Desktop | 0.126 |
| 3 | NVIDIA GeForce RTX 3060 Ti of Desktop[2023-10-12] | 0.136 |
| 4 | nVIDIA RTX2060 of Notebook | 0.167 |
| 5 | Intel® Core™ i7-13700K of Desktop[2023-10-12] | 0.199 |
| 6 | NVIDIA RTX3090 (GA102 SM x 82 + Tensor Core 328) | 0.204 |
| 7 | AMD Radeon RX 6900 XT of Desktop[2023-10-12] | 0.211 |
| 8 | MacBook Pro (13-inch, M1, 2020) | 0.26 |
| 9 | AWS c5.4xlarge Instance (Intel Xeon Platinum 8124M @ 3.399GHz, Ubuntu 20.04.6 LTS x86_64) | 0.317 |
| 10 | AMD Ryzen 9 5950X 16-Core of Desktop[2023-10-12] | 0.333 |
| 11 | NVIDIA Jetson AGX Orin (Cortex-A78AE 2.2 GHz x 12 + Ampere@1.3 GHz Tensor Cores 64) | 0.37 |
| 12 | AMD Ryzen 5700g (Zen3 3.8 GHz ~ 4.6 GHz x 8) | 0.37 |
| 13 | HUAWEI KunPeng 920 3211K (x24 cores) | 0.377 |
| 14 | HUAWEI KunPeng 920 2251K (x8 cores) | 0.418 |
| 15 | nVIDIA RTX A3000 of Notebook (6GB) | 0.434 |
| 16 | Intel(R) UHD Graphics 770 of Desktop[2023-10-12] | 0.473 |
| 17 | OrangePi5, Rockchip RK3588s (Quad Core A76 2.4GHz + Quad Core A55 1.8GHz) | 0.492 |
| 18 | Qualcomm SM8150-AC Snapdragon 855+ (Kyro485 2.96 GHz + 2.42 GHz x 3 + 1.80 GHz x 4 + Adreno 640) | 0.498 |
| 19 | Rockchip RK3588 (Quad Core A76 2.4GHz + Quad Core A55 1.8GHz) | 0.583 |
| 20 | NVIDIA Jetson Orin Nano | 0.641 |
| 21 | Station-M3/ROC-RK3588S-PC, Rockchip RK3588S (Quad Core A76 2.4GHz + Quad Core A55 1.8GHz + Mali-G610) StationOS (Android) | 0.696 |
| 22 | NVIDIA Jetson AGX Xavier (Carmel 2.2 GHz x 8 + Volta Tensor Cores 64) | 0.809 |
| 23 | Loongson 3A6000 (LA664 2.5GHz * 4+4) | 0.86 |
| 24 | Hyper-V Linux Guest with GPU-PV enabled (Intel Core i7-11800H, NVIDIA GeForce RTX 3070 Laptop GPU) | 0.898 |
| 25 | Raspberry Pi 5 Broadcom BCM2712, Cortex-A76 (ARMv8) (2.4GHz x 4) | 1 |
| 26 | Rockchip RK3588 (Cortex-A76 2.4GHz x 4 + Cortex-A55 1.8GHz x 4) | 1.01 |
| 27 | Hyper-V Linux Guest with GPU-PV enabled (Intel Core i7-7700K, NVIDIA GeForce GTX 1050 Ti) | 1.24 |
| 28 | Phytium FT-2000+/64 (FTC662 armv8 2.4GHz x 8) | 1.36 |
| 29 | AMD Ryzen Embedded V1605B (Zen 2.0 GHz ~ 3.6 GHz x 4 + Radeon Vega 8 1.1GHz 8CU) | 1.62 |
| 30 | Avaota Aim T527, Allwinner T527 (Cortex-A55 2.2GHz x 4 + Cortex-A55 1.8GHz x 4) | 1.75 |
| 31 | Loongson 3A5000 (LA464 2.5GHz * 4) | 1.79 |
| 32 | NVIDIA Jetson Nano | 1.82 |
| 33 | Qualcomm MSM8996 Pro Snapdragon 821 (Kyro 2.35GHz x 2 + Kyro 2.19GHz x 2) | 1.83 |
| 34 | AMD Ryzen Threadripper 3970X (Zen2 3.7 GHz ~ 4.5 GHz x 32) | 1.83 |
| 35 | Intel Celeron N5105 | 2.12 |
| 36 | MacBook Pro (15-inch, 2019) - 2.6GHz six cores Intel Core i7 && Radeon Pro 555X 4GB && Intel UHD Graphics 630 1536MB | 2.49 |
| 37 | Loongson 3A4000 (GS464V 1.8GHz * 4 with MSA128) | 2.54 |
| 38 | Khadas VIM3, Amlogic A311D (Cortex-A73 2.2GHz x 4 + Cortex-A53 1.8GHz x 2) | 2.71 |
| 39 | Kirin 970 (Cortex-A73 2.4GHz x 4 + Cortex-A53 1.8GHz x 4) | 2.74 |
| 40 | Qualcomm MSM8998 Snapdragon 835 (Kyro 2.45GHz x 4 + Kyro 1.9GHz x 4 + Adreno 540) | 2.77 |
| 41 | Qualcomm MSM6150 Snapdragon 675 (Kyro460 2.0GHz x 2 + Kyro460 1.7GHz x 6 + Adreno 612) | 2.81 |
| 42 | Station P2, Rockchip RK3568 (Cortex-A55 2.0GHz x 4) | 2.9 |
| 43 | Rock3A, Rockchip RK3568 (Cortex-A55 2.0GHz x 4) ubuntu 20.04 | 2.93 |
| 44 | Qualcomm MSM8994 Snapdragon 810 (Cortex-A57 2.0GHz x 4 + Cortex-A53 1.55GHz x 4) | 2.95 |
| 45 | Loongson 3A4000 (GS464V 1.8GHz * 4 with MSA128) | 3.2 |
| 46 | Raspberry Pi 4 Model B Broadcom BCM2711B0, Cortex-A72 (ARMv8) (1.8GHz x 4) | 3.88 |
| 47 | Qualcomm SDM660 Snapdragon 660 (Kyro260 2.2GHz x 4 + Kyro260 1.84GHz x 4 + Adreno 512) | 3.96 |
| 48 | Rockchip RK3399 (Cortex-A72 1.8GHz x 2 + Cortex-A53 1.5GHz x 4) | 3.99 |
| 49 | OrangePi4 LTS, Rockchip RK3399 (Cortex-A72 1.8GHz x 2 + Cortex-A53 1.5GHz x 4) | 4 |
| 50 | Phytium FT-2000/4 (FTC663 armv8 2.2GHz x 4) | 4.13 |
| 51 | RDK X3 Module (Cortex-A53 1.5GHz x 4) aarch64 | 4.6 |
| 52 | Station-M2/ROC-RK3566-PC, Rockchip RK3566 (Cortex-A55 1.8GHz x 4 + Mali-G52) StationOS (Android) | 4.92 |
| 53 | Rockchip RK3288-CG.W (Cortex-A17 1.8GHz x 4) | 5.21 |
| 54 | Intel Atom x5-Z8350 | 5.83 |
| 55 | Qualcomm MSM8916 Snapdragon 410 (Cortex-A53 1.2GHz x 4) | 5.93 |
| 56 | NanoPi R2S, Rockchip RK3328 (Cortex-A53 1.3GHz x 4) Armbian focal (21.05.1) aarch64 | 5.93 |
| 57 | EAIDK 310, Rockchip RK3228H (Cortex-A53 1.3GHz x 4) fedora-28 aarch64 | 6.53 |
| 58 | Raspberry Pi 3 Model B+ Broadcom BCM2837B0, Cortex-A53 (ARMv8) (1.4GHz x 4) | 7.71 |
| 59 | iPhone 5S (Apple A7 1.3GHz x 2) | 8.1 |
| 60 | Raspberry Pi 5 Broadcom BCM2712, VideoCore VII Graphics (Vulkan 1.2) | 10.3 |
| 61 | Raspberry Pi Zero 2 W Broadcom BCM2710A1, Cortex-A53 (ARMv8) (1.0GHz x 4) | 10.7 |
| 62 | Loongson 3A3000 (GS464E 1.45GHz * 4) | 12.6 |
| 63 | AXERA AX620A (Cortex-A7 1.0GHz * 4) | 14.8 |
| 64 | Loongson 2K1000 (GS264 1.0GHz x 2) | 19 |
| 65 | Loongson 2K1000LA (LA264 1.0GHz * 2) | 19 |
| 66 | Banana Pi M2 Zero 2 AllWinner H2+, Cortex-A7 (ARMv7-A) (1.2GHz x 4) | 21.1 |
| 67 | Freescale i.MX7 Dual (Cortex A7 1.0GHz x 2) | 21.6 |
| 68 | Sunway SW831 (sw_64 2.5GHz * 8) | 31.2 |
| 69 | Intel Celeron M 420 (Yonah 1.60 GHz x 1) | 33.4 |
| 70 | HiSilicon Hi3519V101 (Cortex-A17 1.2GHz x 1) | 34 |
| 71 | Z7-Lite 7020 XC7Z020CLG400-2 (Cortex-A9 766MHz x 2) | 35.2 |
| 72 | Amlogic S805 (Cortex-A5, 4 × 1.536GHz) | 46 |
| 73 | VisionFive2 , JH7110 (SiFive-U74(RV64GC) 1.5GHz x 4) riscv64 | 52 |
| 74 | T-Head TH1520 (C910V, 1.848 GHz x 4 + BXM-4-64 PowerVR) | 60.5 |
| 75 | Sunway SW421 (sw_64 1.7GHz * 4) | 87.7 |
| 76 | Ingenic T40XP Xburst2 Core X2 1.4Ghz (without MSA) | 132 |
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