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Results

Below some results collected. Please keep in mind that these are NOT hardware performance numbers but depend on software/settings (see the differences kernel version makes for RockPro64 for example). The purpose of sbc-bench is to generate insights and not colorful graphs representing numbers without meaning. It's perfectly fine for the same hardware appearing multiple times with different numbers since those differ for a reason (software/settings).

Especially openssl numbers should be taken with a huge grain of salt since the benchmark numbers depend on kernel features and performance with other use cases (e.g. disk/filesystem encryption) might look differently.

So do not rely on collected numbers unless you carefully read through all the explanations and insights below and be prepared to conduct your own benchmarks if you really want to choose appropriate hardware for your use case.

Some numbers

The below table is also available sorted: 7-zip multi-threaded, 7-zip single-threaded, aes-256-cbc, memcpy, memset and clockspeed.

ROCK 5B, ROCK 5C Lite, Orange Pi 5, RK3568-ROC-PC and Khadas VIM4 numbers are preliminary since software support situation for RK358x and A311D2 is still in a very early stage. Same applies to all RISC-V numbers and Apple M1 Pro. Please also note that with RK35xx devices so far measured clockspeeds differ from what's defined in device-tree due to PVTM and also that all these RK35xx based devices perform more or less identical or only differ by PVTM (silicon lottery) and settings.

Device / details Clockspeed Kernel Distro 7-zip multi 7-zip single AES memcpy memset kH/s
Akaso M8S (S812) 1200 MHz 5.10 Buster armhf 3050 885 32120 1160 3330 -
Amazon a1.xlarge 2300 MHz 4.15 Bionic arm64 8610 2406 1297960 4280 14220 -
AMD Seattle (Opteron A1100) 2000 MHz 4.15 Bionic arm64 14080 2006 720710 3020 9530 -
AMedia X96 Max+ (S905X3) 2100 MHz 5.15 Focal arm64 5270 1330 981830 2630 5150 -
Ampere Altra M96-28 2800 MHz 5.15 Jammy arm64 249380 3858 1596110 10130 44750 -
Ampere Altra Q80-26 2600 MHz 5.15 Jammy arm64 214390 3748 1482190 11685 41560 316.50
Apple M1 Pro 3030/2060 MHz 5.18 Gentoo 2.8 arm64 43800 5010 1064450 27110 71910 48.28
Banana Pi (Allwinner A20) 960 MHz 5.10 Bullseye armhf 1040 542 18640 440 2020 -
BeagleBone AI-64 (TI J721E) 2000 MHz 5.10 Bookworm arm64 3470 1872 1130390 2660 8710 -
BPi F3 (SpacemiT K1) 1600 MHz 6.1 Bianbu Mantic riscv64 6750 978 27260 2620 7180 -
BPi M2U (Allwinner R40) 1200 MHz 6.0 Bullseye armhf 2690 767 23320 780 3010 -
BPi M4 (RTD1395) 1400 MHz 4.9 Bionic arm64 3500 - 651460 1010 4360 5.48
BPi R2 (MT7623) 1300 MHz 4.19 Focal armhf 2990 854 25260 1550 3220 -
Clearfog A1
(Armada 388)
1600 MHz 5.15 Bullseye armhf 2230 1239 44080 910 5060 -
Clearfog CX (NXP LX2160A) 2000 MHz 5.10 Focal arm64 25260 2236 1136690 4460 12500 -
ClockworkPi R-01 (Allwinner D1) 1000 MHz 5.4 Focal riscv64 450 450 9040 1220 2640 -
Cubietruck (Allwinner A20) 960 MHz 5.10 Bullseye armhf 1030 541 18640 440 2010 -
Cubox-i4
(NXP i.MX6)
980 MHz 5.15 Jammy armhf 2360 657 27000 340 340 -
EspressoBin (Armada 3720) 800 MHz 4.17 Stretch arm64 1138 636 368330 1040 2490 1.23
EspressoBin (Armada 3720) 1200 MHz 4.18 Stretch arm64 1630 869 544240 1000 2400 1.82
H270-T70
(2 x ThunderX CN8890)
2000 Mhz 5.16 Sid arm64 107180 1826 340750 4180 17130 -
Helios4
(Armada 388)
1600 MHz 4.14 Stretch armhf 2210 1215 42500 *98560 910 4840 -
Hetzner CAX11 (Ampere Altra) 3000 MHz 5.15 Jammy arm64 8060 3842 1705600 11250 47670 11.44
Hlink H28K (RK3528) 2000 Mhz 5.10 Jammy arm64 4680 1388 933630 2090 7650 6.48
Honeycomb LX2 (NXP LX2160A) 2200 MHz 5.16 Fedora 35 aarch64 30690 2288 1251710 5050 16220 46.09
Huaqin P6410
(2 x Ampere Altra Max)
3000 MHz 5.4 Focal arm64 430860 4211 1710010 13310 47970 -
Hugsun X99 (RK3399) 2088/1800 MHz 5.9 Focal arm64 7710 1927 1184306 2270 5970 -
HummingBoard Pulse i.MX8M Quad 1500 MHz 4.19 Buster arm64 4330 1201 695540 2230 9900 -
i.MX8MPlus EVK 1800 MHz 5.15 Focal arm64 4990 1348 837680 2740 12420 7.02
Jetson AGX Orin 2200 MHz 5.10 Focal arm64 39450 3187 1242940 10600 30350 59.96
Jetson Nano 1480 MHz 4.9 Bullseye arm64 5260 1578 531940 3730 8870 -
Jetson Nano 2000 MHz 4.9 Bionic arm64 6260 1977 717500 4100 11760 8.72
Jetson Orin Nano 1510 MHz 5.10 Focal arm64 13650 2153 854400 6730 20240 20.68
Jetson Xavier AGX 2250 MHz 4.9 Bionic arm64 21590 2742 853250 10910 22520 26.57
Jetson Xavier NX 1890 MHz 4.9 Bionic arm64 13230 2201 706280 9190 18480 -
Kendryte K510 790 MHz 4.17 Sid riscv64 690 402 7410 280 440 -
Khadas Edge (RK3399) 2000/1500 MHz 4.4 Bionic arm64 6550 1721 1130400 2810 4860 10.50
Khadas Edge (RK3399) 2000/1500 MHz 4.4 Stretch arm64 6600 1703 1127780 2860 4880 8.85
Khadas Edge2 (RK3588s) 2260/1800 MHz 5.10 Jammy arm64 16470 3096 1287490 10860 29110 -
Khadas VIM1 (Amlogic S905X) 1415 MHz 5.1 Buster arm64 3860 1136 660160 1940 5900 -
Khadas VIM1S (S905Y4) 2000 MHz 5.4 Jammy arm64 4000 1148 436540 1970 7530 -
Khadas VIM2 (Amlogic S912) 1415/1000 MHz 4.17 Bionic arm64 5450 993 659600 1920 5920 8.59
Khadas VIM3 (Amlogic A311D) 2200/1800 MHz 4.9 Bionic arm64 8600 2026 1256910 4980 9300 13.12
Khadas VIM3 (Amlogic A311D) 2400/2015 MHz 5.10 Bullseye arm64 9650 2376 1366350 4850 7380 -
Khadas VIM3 (Amlogic A311D) 2400/2015 MHz 6.0 Bullseye arm64 9650 2379 1366300 5080 9240 -
Khadas VIM3L (S905D3) 1900 MHz 4.9 Bionic arm64 5160 1399 892110 3670 6360 7.29
Khadas VIM3L (S905D3) 1900 MHz 5.16 Bullseye arm64 5110 1403 890730 3700 5140 -
Khadas VIM4 (A311D2) 2200/1970 MHz 5.4 Focal arm64 12090 2081 1253200 7810 11600 -
Khadas VIM4 (A311D2) 2200/2010 MHz 5.4 Jammy arm64 12120 2067 1254540 8180 11680 -
Le Potato (Amlogic S905X) 1410 MHz 4.18 Stretch arm64 3780 1057 657200 1810 5730 3.92
Libre Computer AML-S912-PC 1415/1000 MHz 5.15 Bullseye arm64 5980 1012 659290 1650 5170 -
Lichee Pi 4A (T-Head TH1520) 1500 MHz 5.10 Bookworm riscv64 3880 1129 33260 3290 11160 -
Lichee Pi 4A (T-Head TH1520) 1990 MHz 5.10 Bookworm riscv64 5260 1592 43820 4350 14760 -
Lime A10 (Allwinner A10) 910 MHz 4.14 Stretch armhf 550 550 28250 440 1300 -
Loongson-3A5000-HV 2500 MHz 4.19 Loongnix 20 loongarch64 11120 2990 116900 6930 19170 -
Macchiatobin (Armada 8040) 1600 MHz 5.10 Buster arm64 5720 1739 909420 4510 12270 7.91
MangoPi Mcore (Allwinner H616) 1800 MHz 5.19 Jammy arm64 4100 1218 840270 990 2380 -
Marvell PXA1908 1245 MHz 3.14 Bullseye arm64 3180 951 581840 740 2220 -
Milk-V Pioneer (SG2042) 2000 MHz 6.1 Kinetic riscv64 59820 1622 43500 3620 4760 -
Milk-V Mars CM (JH7110) 1500 MHz 5.15 Bookworm riscv64 4110 1195 25070 930 830 -
MT6580 K9M1 1300 MHz 5.19 Sid armhf 2930 860 25300 1250 3300 -
MT8395 Genio 1200 2200/2000 MHz 5.15 Jammy arm64 18130 3298 1240850 14200 19000 27.60
NanoPC T3+ (Nexell S5P6818) 1400 MHz 4.4 Xenial armhf 6400 943 651000 1650 3700 -
NanoPC T3+ (Nexell S5P6818) 1400 MHz 4.14 Bionic arm64 7480 1053 652600 1440 4540 10.99
NanoPC T4 (RK3399) 1800/1400 MHz 4.17 Stretch arm64 6250 1809 1022500 4100 9000 8.24
NanoPC T4 (RK3399) 1800/1400 MHz 4.17 Stretch arm64 6380 1741 1022600 4160 9000 9.36
NanoPC T4 (RK3399) 1800/1400 MHz 4.17 Stretch arm64 6230 1756 1023600 4100 9060 10.30
NanoPC T4 (RK3399) 2000/1500 MHz 4.4 Stretch arm64 5870 1336 1124040 2810 4890 8.70
NanoPi Fire3 (Nexell S5P6818) 1380 MHz 4.14 Stretch arm64 7420 1038 645400 1520 4570 8.53
NanoPi Fire3 (Nexell S5P6818) 1400 MHz 4.14 Bionic arm64 7440 1052 653000 1560 4600 10.96
NanoPi Fire3 (Nexell S5P6818) 1400 MHz 4.14 Focal arm64 7350 1093 652640 1530 4590 11.18
NanoPi K1 Plus (Allwinner H5) 1370 MHz 5.10 Focal arm64 3520 1022 638880 1070 3680 5.50
NanoPi K2 (Amlogic S905) 1480 MHz 4.14 Stretch arm64 3850 1095 50370 1660 3870 4.61
NanoPi K2 (Amlogic S905) 1480 MHz 5.10 Bullseye arm64 3880 1154 51490 1850 3790 -
NanoPi M1 Plus (Allwinner H3) 1370 MHz 4.19 Bionic armhf 3030 881 26660 830 3450 -
NanoPi M4 (RK3399) 2000/1500 MHz 4.19 Stretch arm64 6400 1835 1128330 4080 8270 8.86
NanoPi M4v2 (RK3399) 2015/1510 MHz 5.10 Bullseye arm64 6680 1855 921980 3110 7640 -
NanoPi NEO4 (RK3399) 2000/1500 MHz 4.4 Stretch arm64 6510 1703 1128860 2260 4770 8.71
NanoPi NEO4 (RK3399) 2000/1500 MHz 4.4 Stretch arm64 6030 1343 1121380 2230 4770 8.57
NanoPi NEO4 (RK3399) 2000/1500 MHz 4.4 Stretch arm64 6520 1718 1123190 2280 4770 8.83
NanoPi NEO4 (RK3399) 2000/1500 MHz 4.19 Stretch arm64 6750 1814 1139850 2370 6110 8.84
NanoPi NEO4 (RK3399) 2016/1512 MHz 5.10 Focal arm64 6970 1906 1145030 2450 6190 11.36
NanoPi R5S (RK3568) 1960 MHz 6.1 Bullseye arm64 5030 1482 914340 2990 5970 7.33
Nintendo Switch (Tegra X1) 1780 MHz 4.9 Fedora 30 arm-64 6170 1719 642670 2500 3570 -
Nintendo Switch (Tegra X1) 2060 MHz 4.9 Bionic arm64 6720 1901 746680 2370 3670 9.25
ODROID-C1 (Amlogic S805) 1500 MHz 5.19 Jammy armhf 3010 878 29260 390 2910 -
ODROID-C2 (Amlogic S905) 1750 MHz 3.14 Xenial arm64 4070 1128 48500 1750 3100 -
ODROID-C4 (S905X3) 2010 MHz 4.9 Focal arm64 5450 1459 941590 3310 6270 7.71
ODROID-C4 (S905X3) 2100 MHz 5.10 Buster arm64 5770 1679 981940 3540 5150 -
ODROID-HC4 (S905X3) 2100 MHz 5.10 Buster arm64 5730 1672 980970 3540 5150 -
ODROID-M1 (RK3568) 1930 MHz 4.19 Focal arm64 5010 1450 898610 3070 6220 7.14
ODROID-M1 (RK3568) 2060 MHz 5.18 Bullseye arm64 5430 1567 961090 3310 5960 7.76
ODROID-N2 (Amlogic S922X) 1800/1900 MHz 4.9 Bionic arm64 8140 1669 1024680 4120 8610 11.39
ODROID-N2 (Amlogic S922X) 2000/1900 MHz 5.10 Buster arm64 9090 2012 1085350 4260 9080 -
ODROID-N2+ (Amlogic S922X) 2400/2015 MHz 5.10 Focal arm64 9680 2372 1366730 4030 7120 -
ODROID-N2+ (Amlogic S922X) 2400/2015 MHz 5.14 Impish arm64 9790 2253 1366930 4300 7480 -
ODROID-N2+ (Amlogic S922X) 2400/2015 MHz 6.1 Bullseye arm64 9710 2373 1366180 4220 7720 -
ODROID-XU4 (Exynos 5422) 1900/1400 MHz 3.10 Jessie armhf 6750 - 68200 2200 4800 -
ODROID-XU4 (Exynos 5422) 2000/1400 MHz 4.9 Stretch armhf 6400 1622 72075 2230 4850 -
ODROID-XU4 (Exynos 5422) 2000/1400 MHz 5.4 Focal armhf 8980 1604 72020 2280 4910 -
Olimex A20-Lime2 960 MHz 5.10 Bullseye armhf 1080 589 18630 430 2020 0.87
Orange Pi PC+ (Allwinner H3) 1370 MHz 5.10 Focal armhf 3060 879 26590 890 3450 -
Orange Pi PC 2 (Allwinner H5) 1370 MHz 5.10 Focal arm64 3500 1023 637410 1070 3680 -
Orange Pi Plus 2 (Allwinner H3) 1300 MHz 4.14 Stretch armhf 2890 812 25250 830 3240 -
Orange Pi Prime (Allwinner H5) 1370 MHz 5.4 Buster 3590 984 637980 1180 3540 -
Orange Pi Zero 2 (Allwinner H616) 1510 MHz 4.9 Buster arm64 3550 1067 703300 1190 2820 5.01
Orange Pi Zero 2W (Allwinner H618) 1510 MHz 6.1 Jammy arm64 3920 1167 705660 1510 6010 6.02
Orange Pi Zero 3 (Allwinner H618) 1510 MHz 6.1 Jammy arm64 4020 1165 705330 1510 6010 6.02
OrangePi 4 (RK3399) 2010/1510 MHz 6.1 Bookworm arm64 6880 1891 1145840 3490 8430 -
Orange Pi 5 (RK3588) 2400/1800 MHz 5.10 Jammy arm64 16780 2689 1366590 12800 29900 -
Phytium
FT-2000/4
(1 x SO-DIMM)
2600 MHz 5.15 Bullseye arm64 10020 2755 936740 3760 14540 -
Phytium D2000
(1 x SO-DIMM)
2300 MHz 5.19 Jammy arm64 16390 2220 827090 2820 6490 -
Phytium D2000
(2 x SO-DIMM)
2300 MHz 5.19 Jammy arm64 16670 2252 828130 3480 16110 -
PineH64 (Allwinner H6) 1800 MHz 4.18 Stretch arm64 4650 1274 836900 1380 5530 5.62
PineH64 (Allwinner H6) 1800 MHz 5.4 Buster arm64 4710 1293 839870 1420 5560 7.10
Qualcomm QRB5165 2840/2410/1790 MHz 4.19 Focal arm64 18860 3898 1598490 14470 23910 25.56
Qualcomm Snapdragon 7c 2550/1800 MHz 6.6 Bookworm arm64 13040 3113 1455700 6710 14880 -
Qualcomm Snapdragon 835 2360/1900 MHz 6.1 Jammy arm64 9800 2474 883330 9720 14070 12.58
Qualcomm Snapdragon 8cx Gen 3 (WSL2) 2980/? MHz 5.15 Jammy arm64 33600 4789 1679480 21010 41540 50.65
Qualcomm Snapdragon 8cx Gen 3 3000/2440 MHz 6.3 Lunar arm64 35370 4312 1686160 17500 41780 42.76
Quartz64-A (RK3566) 1810 MHz 5.13 Buster arm64 4840 1353 845490 2980 7650 -
Quartz64-A (RK3566) 1890 MHz 6.2 Jammy arm64 4980 1457 884590 3240 6100 6.98
Radxa ROCK 3A (RK3568) 2000 MHz 5.18 Bullseye arm64 5110 1450 935920 3150 6250 7.58
Radxa ROCK 5A (RK3588) ~2290 5.10 Bullseye arm64 15630 3015 1302120 9170 27080 23.42
Radxa ROCK 5B (RK3588) 2350/1830 MHz 5.10 Focal arm64 16450 3146 1337540 10830 29220 25.31
Radxa ROCK 5C (RK3588S2) 2280/1780 MHz 6.1 Bookworm arm64 16400 3174 1300440 12280 29750 21.04
Radxa ROCK 5C Lite (RK3582) 2250/1790 MHz 6.1 Bookworm arm64 11160 3094 1279430 12410 29620 14.00
Radxa Rock Pi 4 (RK3399) 2000/1500 MHz 5.3 Bionic arm64 6910 1817 1147370 3660 8310 10.71
Radxa Rock Pi 4 (RK3399) 2000/1500 MHz 5.10 Focal arm64 6900 1899 1146500 3430 8260 -
Radxa Rock Pi S (RK3308) 1300 MHz 6.1 Jammy arm64 2540 732 282030 820 1870 -
Radxa Zero (S905Y2) 1800 MHz 5.10 Bullseye arm64 4580 1353 838360 1600 5360 7.13
Radxa Zero 3W (RK3566) 1600 MHz 5.10 Jammy arm64 4000 1155 750970 2400 5580 5.75
Raspberry Pi B (BCM2835) 700 MHz 5.10 Raspberry Pi OS Bullseye 320 320 11630 360 1420 -
Raspberry Pi B (BCM2835) 1000 MHz 6.1 Raspberry Pi OS Bullseye 480 481 16900 490 2220 -
Raspberry Pi 2 B+ (BCM2836) 900 MHz 4.14 Debian Stretch 2070 592 17450 615 1175 -
Raspberry Pi 2 B+ (BCM2836) 900 MHz 5.10 Raspberry Pi OS Bullseye 2150 620 16500 1000 1180 -
Raspberry Pi 3 B (BCM2837) 1200 MHz 5.15 Raspbian Sid 2970 977 36230 1110 1700 2.89
Raspberry Pi 3 B+ (BCM2837B0) original 4.9 Raspbian Stretch 3600 1076 42700 1230 1640 -
Raspberry Pi 3 B+ (BCM2837B0) normal 4.14 Raspbian Stretch 3240 914 36600 1130 1530 -
Raspberry Pi 3 B+ (BCM2837B0) normal 4.14 Raspbian Stretch 3040 856 36600 1050 1500 -
Raspberry Pi 3 B+ (BCM2837B0) UV/normal 4.14 Raspbian Stretch 2100 856 36400 1040 1460 -
Raspberry Pi 3 B+ (BCM2837B0) OC/normal 4.14 Raspbian Stretch 3130 843 36620 1230 1780 -
Raspberry Pi 3 B+ (BCM2837B0) with fan 4.14 Raspbian Stretch 3670 1046 42600 1120 1600 -
Raspberry Pi Zero (BCM2835) 1000 MHz 4.14 Raspbian Stretch 450 450 16820 400 1590 -
Raspberry Pi Zero (BCM2835) 1000 MHz 5.10 Bullseye armv6l/armhf 460 460 17060 430 1670 -
Raspberry Pi Zero 2 (RP3A0) 600 MHz 5.10 Raspberry Pi OS Buster 1900 529 18150 1040 1130 -
Raspberry Pi Zero 2 (RP3A0) 1000 MHz 5.10 Raspberry Pi OS Buster 3030 838 29860 1300 1570 -
Raspberry Pi Zero 2 (RP3A0) 1200 MHz 5.10 Raspberry Pi OS Buster 3640 1007 36300 1320 1790 -
Raspberry Pi 4 B (BCM2711) 1500 MHz 4.19 Raspbian Buster 5500 1606 64860 2460 3170 -
Raspberry Pi 4 B (BCM2711) 1500 MHz 5.10 Raspberry Pi OS Buster 5750 1661 64930 2550 3430 -
Raspberry Pi 4 B (BCM2711) 1800 MHz 5.10 Raspberry Pi OS Buster 6550 1897 77830 2780 3080 -
Raspberry Pi 4 B (BCM2711) 1800 MHz 5.10 Raspberry Pi OS Bullseye 5940 1738 77670 2310 2690 -
Raspberry Pi 4 B (BCM2711) 1800 MHz 5.10 Raspberry Pi OS Buster arm64 5760 1741 36240 2240 3120 9.46
Raspberry Pi 4 B (BCM2711) 1800 MHz 5.10 Raspberry Pi OS Bullseye arm64 5790 1769 36260 2330 3120 8.74
Raspberry Pi 4 B (BCM2711) 1800 MHz 5.15 Armbian Jammy arm64 5640 1752 36260 2580 3110 -
Raspberry Pi 4 B (BCM2711) 1800 MHz 5.15 Jammy armhf 6300 1844 82750 1190 3110 -
Raspberry Pi 400 (BCM2711) 1800 MHz 5.4 Raspberry Pi OS Buster 6550 1903 77890 2680 3110 -
Raspberry Pi 5 B (BCM2712) 2400 MHz 6.1 Bookworm arm64 11010 3196 1367740 5270 14060 15.39
Raspberry Pi 5 B (BCM2712) 2400 MHz 6.6 Bookworm arm64 11410 3270 1368000 6070 14830 15.42
Raspberry Pi 5 B (BCM2712) 3000 MHz 6.1 Bookworm arm64 12930 3791 1709720 5160 16350 19.25
Raspberry Pi 5 B (BCM2712) 3000 MHz 6.6 Bookworm arm64 13410 3916 1710590 5900 17370 19.28
Renegade (RK3328) 1400 MHz 4.4 Stretch arm64 3710 1069 644200 1565 7435 3.92
RK3228A TV Box 1200 MHz 4.4 Buster armhf 2310 710 23070 410 1230 -
RK3568-ROC-PC 1960 MHz 4.19 Bullseye arm64 5040 1424 912800 3130 6240 -
RK3318 BOX 1390 MHz 6.0 Jammy arm64 3200 867 644750 700 2460 -
Rock64 (RK3328) 1300 MHz 4.4 Bionic arm64 3410 945 601200 1310 5680 4.46
Rock64 (RK3328) 1300 MHz 4.18 Bionic arm64 3530 996 605250 1340 5770 4.65
Rock64 (RK3328) 1300 MHz 4.4 Stretch arm64 3430 952 601000 1350 5680 3.64
Rock64 (RK3328) 1300 MHz 4.18 Stretch arm64 3560 1002 603800 1340 5770 3.80
Rock64 (RK3328) 1400 MHz 4.4 Stretch arm64 3610 1034 644250 1330 5700 3.85
Rock64 (RK3328) 1400 MHz 4.4 Stretch arm64 3590 1030 643700 1320 5640 4.40
Rock64 (RK3328) 1400 MHz 4.4 Stretch arm64 3580 1032 644380 1330 5680 4.63
Rock64 (RK3328) 1400 MHz 4.4 Stretch armhf 3620 1006 624000 1430 3620 -
RockPro64 (RK3399) 1800/1400 MHz 4.4 Stretch arm64 6140 1580 1015600 2770 4850 8.14
RockPro64 (RK3399) 1800/1400 MHz 4.4 Stretch armhf 6250 1809 1000150 2000 4835 -
RockPro64 (RK3399) 1800/1400 MHz 4.4 Stretch arm64 6420 1673 1018480 3720 8400 8.24
RockPro64 (RK3399) 1800/1400 MHz 4.18 Stretch arm64 6300 1755 1021500 3650 8450 8.20
RockPro64 (RK3399) 2010/1510 MHz 5.4 Focal arm64 6920 1826 1145300 3700 8430 11.55
RockPro64 (RK3399) 2010/1510 MHz 5.8 Bullseye arm64 7000 1833 1144950 3690 8360 11.08
Star64 (JH7110) 1500 MHz 5.15 Sid riscv64 3970 1175 24990 820 770 -
SBC2D70 (SSD202D) 1700 MHz 5.16 Sid armhf 1960 1094 33120 770 3190 -
T-HEAD C910 RVB-ICE 1200 MHz 5.10 Sid riscv64 1760 1007 26930 3340 6470 -
Teres-I
(Allwinner A64)
1050 MHz 4.19 Stretch arm64 2785 780 491590 1080 2820 -
Tinkerboard (RK3288) 1730 MHz 4.14 Stretch armhf 5350 1563 66600 1480 3900 -
Tinkerboard (RK3288) 1800 MHz 4.4 Buster armhf 5440 1693 66300 1340 3510 -
Tinkerboard (RK3288) 1800 MHz 5.10 Buster armhf 5770 1713 67060 1540 4110 -
TinkerBoard S (RK3288) 1800 MHz 6.1 Jammy armhf 5560 1672 65800 1540 4150 -
TRONFY MXQ (Amlogic S805) 1536 MHz 5.10 Focal armhf 3100 897 29080 980 2990 -
Tronsmart MXIII Plus (S812) 1560 MHz 5.10 Buster armhf 3880 1113 42570 1470 3430 -
Tronsmart S82 (Amlogic S802) 1600 MHz 5.14 Focal armhf 3640 1114 43150 500 3200 -
Ugoos UT2 (RK3188) 1560 MHz 5.10 Jammy armhf 3320 994 43250 320 2020 -
VisionFive V2 (JH7110) 1500 MHz 5.15 Sid riscv64 4180 1197 25080 880 770 -
Atom N270 1600 MHz 4.19 Buster i386 1220 824 18760 1420 2840 -
Atom E3825 1330 MHz 5.10 Bullseye amd64 1950 1109 165840 2890 2890 -
Atom E3826 1460 MHz 5.18 Jammy amd64 2140 1112 182190 2840 2760 -
AMD E-450 APU 1650 MHz 5.15 Jammy amd64 2430 1258 27450 1710 1740 -
Celeron N2830 2160 MHz 5.19 Jammy amd64 2760 1664 31270 3780 3520 6.10
Atom N2800 1860 MHz 5.15 Bullseye amd64 2970 1006 21780 2050 1570 -
Celeron N2807 2165 MHz 5.10 Bullseye) amd64 3070 1766 31250 3600 3110 6.09
Celeron N3350 2400 MHz 6.0 Bullseye amd64 3810 2034 446170 5190 5700 -
x5-Z8300 1420 MHz 4.9 Stretch amd64 3900 950 178010 2380 2380 7.81
Celeron 5205U 1900 MHz 5.15 Jammy amd64 4060 2171 521090 7350 16020 11.20
x5-Z8300 1840 MHz 5.15 Jammy amd64 4430 1368 227030 2270 2380 8.84
Atom Z3735F 1830 MHz 5.15 Jammy amd64 4510 1437 227900 3020 2780 -
Celeron N4020 2800 MHz 5.15 Bookworm amd64 4680 2577 780770 5480 5390 -
x5-Z8350 1920/1680 MHz 4.15 Bionic amd64 4710 1272 207640 2740 3140 -
Athlon II X3 420e 2600 MHz 4.19 Buster amd64 4780 2566 98840 4120 3870 -
x5-Z8350 1920/1680 MHz 5.4 Focal amd64 4790 1454 237230 3170 2960 9.38
Atom E3950 2000 MHz 5.15 Jammy amd64 6440 1636 374800 4400 4840 -
Celeron N4500 2800/1100 MHz 5.13 Impish amd64 6300 3091 783840 8100 8350 -
Celeron J1900 2415/1333 MHz 5.4 Focal amd64 6560 1806 34900 3780 3390 -
x7-Z8700 2400 MHz 5.15 Bullseye amd64 6580 1784 296680 3510 3580 -
Celeron J3455 2300/1500 MHz 4.17 Stretch amd64 7000 2037 429660 4090 4050 17.26
Pentium N4200 2560/1100 MHz 4.14 Bionic amd64 7469 1976 468008 4682 4997 18.75
Pentium J4205 2560/1500 MHz 4.17 Stretch amd64 7570 2146 480640 5070 5170 18.82
Celeron J4125 2700/2000 MHz 5.15 Jammy amd64 7620 2367 751360 5110 5960 18.30
Ryzen R1606G 2600/1400 MHz 5.4 Focal amd64 7970 2854 700780 8230 5970 16.45
Celeron N4100 2300/1100 MHz 4.15 Bionic amd64 8510 2222 669350 4750 5240 18.33
Celeron J4105 2400/1500 MHz 4.15 Bionic amd64 9020 2290 697100 5500 7410 19.07
Celeron J4105 2400/1500 MHz 4.15 Bionic amd64 8960 2274 697080 5620 7650 19.13
Ryzen R1505G 3270 MHz 6.1 Bookworm amd64 9080 3327 886980 10520 8160 18.14
Pentium J5005 2700/1500 MHz 5.0 Bionic amd64 9230 2455 778360 5530 7130 20.74
Celeron N5100 2800/1100 MHz 5.13 Focal amd64 10550 3088 783800 7750 8090 19.22
Pentium N6005 3300/2000 MHz 5.15 Jammy amd64 11510 3369 923550 9650 10280 22.18
Celeron N5105 2900/2000 MHz 5.13 Focal amd64 11450 3059 811760 7710 9290 21.79
Pentium G4600 3600 MHz 4.19 Buster amd64 11810 4448 984820 15120 33380 21.88
Intel N95 3400 MHz 5.15 Jammy amd64 13070 3993 1232880 9710 8730 34.60
Intel N100 3400 MHz 6.1 Jammy amd64 14090 3910 1232550 10920 11231 37.13
Intel i3-N305 3800 MHz 5.19 Jammy amd64 20000 4398 1377280 9950 8990 41.43

* Number obtained with cryptodev (Marvell's CESA).

Explanations

  • The 7-zip multi number is an averaged multi threaded score from 3 consecutive 7z b runs. Only relevant for server workloads where stuff happens in parallel and scales well with count of threads.
  • The 7-zip single number is a single threaded score measured on the fastest core of all available clusters.
  • AES is a single threaded encryption score with rather huge chunks of data (openssl speed -elapsed -evp aes-256-cbc). On hybrid designs (big.LITTLE, DynamicIQ, Alder/Raptor Lake) numbers show big/performance core results. In case an ARM SoC supports ARMv8 Crypto Extensions scores are pretty much predictable based on CPU clockspeeds.
  • memcpy and memset are tinymembench measurements for memory bandwidth. On hybrid designs big/performance core results are shown. Both numbers are way overrated with regard to 'general performance', see for example the two Phytium D2000 scores comparing single/dual channel memory and how much of bandwidth difference results in other numbers changing
  • kH/s is a multi threaded cpuminer score showing the board's performance when executing NEON/SSE optimized code. To get the performance difference between big and little cores click the links in the left column
  • The Akaso M8S and Tronsmart MXIII Plus numbers may be representative for other Amlogic S812 devices (quad Cortex-A9 @ 1.2/1.55 GHz), Tronsmart S82 for other S802 devices (quad Cortex-A9 @ 1.6 GHz)
  • The Amazon a1.xlarge numbers represent a 1st gen Graviton CPU (64-bit 'ARM Neoverse') limited to four A72 cores and 8GB memory while the Ampere A1 numbers represent an Ampere Altra limited to four Neoverse-N1 cores.
  • Cubietruck and 'LeMaker Banana Pi' numbers are more or less representative for all other Allwinner A20 devices, same with Lime for Allwinner A10, Olimex Teres-I for Allwinner A64, Orange Pi "PC Plus" and "Plus 2" for Allwinner H2+/H3 and NanoPi K1 Plus, Orange Pi "PC 2" and Prime for Allwinner H5, PineH64 for Allwinner H6, Orange Pi Zero 2 and MangoPi Mcore for Allwinner H616/H313 (though MangoPi clocking 300 MHz higher than usual). AMedia X96 Max+ numbers represent Amlogic S905X3 devices. OnePlus 5 scores may represent properly other Snapdragon 835 devices though in Oneplus some sort of throttling occured (15% drop in 7-zip scores within three consecutive multi-threaded runs) so other Snapdragon 835 devices might perform even better.
  • Honeycomb LX2 numbers (based on SolidRun's CEx7 LX2160A COM) might vary somewhat with memory configuration but are more or less representative for LX2160A in general.
  • Clearfog A1 and Helios4 use exactly same SoC (Armada 385) and clockspeeds and the only reason why OpenSSL numbers differ is since Helios4 numbers were made using Marvell's CESA crypto accelerator via cryptodev which provides nice speed improvements with larger block sizes but also some initialization overhead with tiny block sizes. Also CPU utilization is way lower so the SoC is free for other stuff while performing better at the same time.
  • EspressoBin's boot BLOB claims to run at up to 1GHz while real clockspeeds are lower maxing out with this setting at 790MHz (obviously a kernel bug -- see details)
  • Gigabyte H270-T70 numbers are for one blade module equipped with two Cavium ThunderX CN8890 (48 cores each). With different DRAM config/settings results vary (see here and there).
  • Huaqin P6410 numbers were made with a dual socket Ampere Altra Max setup and 12 DDR4 3200MT/s DIMMs.
  • Hugsun X99 is an overclocked RK3399 TV box, just to show the effect of overclocking the A53 cores to 1.8 GHz and the A72 to 2.1 GHz on an RK3399.
  • Jetson Nano was properly powered with 5V/5A via barrel plug (when powering through Micro USB the board enters a lower consumption/performance profile)
  • Phytium D2000 consists of 8 custom 64-bit ARMv8-compatible FTC663 cores. The 2 numbers above only differ by RAM config: one or two 16GB DDR4 SO-DIMMs. While memory bandwidth differs significantly latency does not and as such the 7-zip benchmark is almost unaffected while the openssl test does not depend on memory performance by design. Though other tasks that are sensitive to memory bandwidth might benefit a lot from a dual channel memory config.
  • Lichee Pi 4A is based on T-Head TH1520 (quad core Xuantie C910 RV64GCV) and while being advertised as '2.5 GHz capable' still only running at 2.0 GHz
  • Milk-V Pioneer is based on Sophon SG2042 server SoC
  • NanoPi NEO4 numbers: 1st result is from my NEO4 N°1 running with a NanoPi M4 image. This NEO uses the vendor supplied thermal pad between SoC and heatsink. 2nd number from my 2nd NEO4 this time using NEO4 settings (rk3399-nanopi4-rev04.dtb loaded) with a copper shim between heatsink and SoC which as usual improves 'thermal performance' a lot. Since memory bandwidth and especially latency is too low another test needed with my NEO4 N°2, this time again with M4 settings (rk3399-nanopi4-rev01.dtb loaded) and an additional fan. Memory performance restored, slightly better performance due to colder SoC. 4th result made with 4.19.0-rc4. Please be aware that RK3399 memory performance numbers differ alot between 4.4 and mainline kernel for yet unknown reasons!
  • Rock Pi S is based on RK3308 Quad Cortex-A35 but the above numbers are not typical for A35 since the SoC design is severly limited: only a 16-bit RAM bus and 589MHz(*2) DDR clock in Rockchip’s DDR loader
  • RPi 3 B+ performance shown as original was measured with an older ThreadX release (6e08617e7767b09ef97b3d6cee8b75eba6d7ee0b from Mar 13 2018). Back then the 3B+ was faster than the 3B. This changed with a newer ThreadX release (4800f08a139d6ca1c5ecbee345ea6682e2160881 from Jun 7 2018) since RPi Trading people decided to trash performance on every RPi 3 B+ to masquerade instability issues on a fraction of boards (details)
  • RPi 3 B+ performance numbers shown as normal were made with no or just a heatsink (in contrast to with fan)
  • RPi 3 B+ marked as 'UV/normal' means: normal settings and average Micro USB cable resulting in UV (undervoltage). Once the demanding 7-zip benchmark started voltage dropped below 4.63V and 'frequency capping' (downclocking to 600 MHz) happened destroying performance. See the detailed log: 1400 MHz are reported by the kernel while it's 600 MHz in reality. Is this just highly misleading or already cheating?
  • RPi 3 B+ marked as 'OC/normal' means: OC (overclocked) settings, stable voltage but no fan used. Since SoC temperature exceeds 60°C the 'firmware' starts to cheat and downclocks to 1200 MHz while the kernel reports running at 1570 MHz. At least memory overclocking is somewhat effective.
  • RPi 4 B numbers improved over time partly due to 'firmware' optimisations resulting in faster memory access (lower latency). Using a 64-bit kernel (arm_64bit=1) just takes away 50MB of RAM, the worst choice is to combine 64-bit kernel and 64-bit userland since everything relevant get slower, same tasks require much more memory and the device will start to swap if low on memory or even kill processes due to out of memory. As a rule of thumb you need almost twice as much RAM with a 64-bit userland compared to 32-bit with the same programs/services running.
  • RPi 5B got faster over time due to RAM access improvements in closed source firmware. The overclocked RPi 5B results are somewhat useless since vast majority of BCM2712 can't even boot at this clockspeed and currently there's a 1000mV supply voltage ceiling which results even in boards that are able to generate silly Geekbench scores at higher clockspeeds to already fail from a data corruption point of view at 3.0 GHz. Starting with v0.9.65 you can simply test for DVFS stability issues.
  • The highest clockspeeds listed for RPi 4/400 are 1800 MHz since this is what can be achieved with little overvoltage on early BCM2711B0 SoC revisions and is default without overvolting on revision C0 or later. While it's possible to 'overclock' the RPi 4 to 2.15 GHz, 2.3 GHz and even 2.4 GHz all of this requires overvolting the SoC up to over_voltage=15. Unfortunately the ThreadX DFVS (Dynamic voltage and frequency scaling) implementation is rather primitive and as such this overvolting happens also when the CPU cores idle at low frequencies which pretty much fries the CPU cores all the time resulting in high(er) temperatures and consumption figures than necessary. That's why 1.8 GHz is considered the reasonable maximum here.
  • Last RockPro64 entry has been made after ayufan solved memory performance problem with Rockchip's 4.4 kernel on his images (see discussion)
  • SBC2D70 results are somewhat representative for SigmaStar SSD201/SSD202D dual Cortex-A7 in general even though clockspeeds exceeding 1.3 GHz are considered boost frequencies and require appropriate cooling.
  • The Snapdragon 8cx Gen 3 numbers were generated on a Windows Dev Kit 2023 inside WSL2 (Windows subsystem for Linux 2). As such they suffer from minimal virtualization overhead losses and a scheduler speciality pinning single-threaded tasks always to the fastest core available (Cortex-X1C). So we have almost correct multi-threaded scores but single-threaded those for the Cortex-A78C are missing.
  • Ugoos UT2 might be representative for other RK3188 devices though memory performance with UT2 seems severely limited
  • Vim2 is somewhat special: not a real big.LITTLE design but two A53 clusters controlled by a firmware BLOB that allows cluster 0 to clock up to 1414 MHz (reported falsely as 1512 MHz) and cluster 1 able to reach 1 GHz (details)
  • All the RISC-V scores (ClockworkPi R-01 which scores identical to Allwinner D1 Nezha, Kendryte K510, Star64, T-HEAD C910 RVB-ICE and VisionFive V2) suffer from missing software optimizations. For example the openssl benchmark is/was generic C on RISC-V vs. optimized assembler on ARM or even acceleration engines (ARMv8 Crypto Extensions or AES-NI on x64).
  • x86 numbers are meant as comparison. Atom E3826 numbers were made with a Minnowboard Turbot, x5-Z8300 numbers with an UP Board, 1st x5-Z8350 is an Atomic Pi and the 2nd a RockPi X, Celeron J3455 with an ASRock J3455-ITX mainboard, Pentium N4200 on UP2 Board, Pentium J4205 on an ASRock J4205-ITX, Ryzen Embedded R1606G on DFI GHF51 SBC, Celeron J4105 on two ODROID-H2 with different DDR4-PC19200 (2400MT/s) SO-DIMMs (remotely accessed via maze.odroid.com) and Celeron N4100 tested on an ODROID-H2 engineering sample with single channel DRAM config, Pentium J5005 is in an MINIX NEO J50C-4, Pentium N6005 is GoWin R86S with dual-channel LPDDR4, Pentium G4600 is inside a TK Microserver MI106+.
  • Both Jasper Lake numbers (N4500/N5100) were obtained using passively cooled Mini PC with only one DIMM. With dual channel memory (and better cooling in N5100's case) some scores might be significantly higher.

Insights

  • Benchmarking the Raspberry Pi is useless when not taking into account that there always is a primary operating system running on the primary CPU (VideoCore) that fully controls the hardware. ARM cores are just guests here. That's why sbc-bench starting with v0.2 also logs ThreadX version and configuration (/boot/config.txt).
  • Looking at RPi 2 B+ numbers this is 2 times the same hardware, one time running latest Raspbian Stretch Lite and one time OMV/Armbian. Userland is both times Debian Stretch but Raspbian packages are built for ARMv6 while upstream Debian builds for ARMv7 (though with less effective compiler switches). Overall performance looks more or less the same except a very low memcopy bandwidth value with OMV. What's the reason since same ditro and kernel is used and same GCC to compile tinymembench? Is it firmware 'af8084725947aa2c7314172068f79dad9be1c8b4 from Apr 16 2018' vs. '47b05c853342eb6e4ea5b017d981e0ef247fb8be from Jul 3 2018'?
  • Looking at RPi 3 B+ numbers it's obvious that 'firmware' version is the most important factor. With original firmware (6e08617e7767b09ef97b3d6cee8b75eba6d7ee0b from Mar 13 2018) performance is ok just to get trashed after applying firmware 4800f08a139d6ca1c5ecbee345ea6682e2160881 from Jun 7 2018 which totally changes throttling behaviour. From then on you either need a fan for good performance or add a temp_soft_limit= entry to the firmware config file (we can't have a look what all those partially undocumented settings really do since RPi's main operating system is closed source).
  • tinymembench when executed on an A53 in an armhf userland compared to arm64 seems to generate lower memset numbers (78% on RK3399 -- see RockPro64 arm64 vs. RockPro64 armhf -- and 64% on RK3328 -- see Rock64 arm64 vs. Rock64 armhf). Status: needs further investigation and confirmation.
  • Distro version doesn't seem to make a difference with 7-zip scores. Applies to both armhf and arm64 too -- see Rock64 numbers above.
  • 7-zip scores benefit slightly from memory performance (lower latency). See RK3328 equipped Renegade at 1.4 GHz with 4.4 kernel and Rock64 with same setup.
  • openssl numbers are not affected by memory performance and are the same with same CPU cores and same clockspeeds. At least with Cortex-A53 running at 1.4 GHz with a Debian Stretch arm64 binary: Le Potato, NanoPi Fire3, Renegade, Rock64 and RockPro64 with openssl pinned to an A53 core: ~96000k with AES-128/16bit and ~650000k with AES-256/16KB.
  • It seems the combination arm64 Bionic with very recent kernel improves AES encryption results with small data chunks (less than 1KB -- see Rock64 with 4.18 at 1.3GHz and Vim2 with 4.17 at 1.4GHz vs. Rock64 with 4.4 at 1.3GHz). Status: Needs further investigations (most probably related to GCC version).
  • It seems running an armhf userland on 64-bit SoCs also improves AES encryption results with small data chunks (see armhf entries for NanoPC T3+, Rock64, RockPro64 and Vim2). Status: very interesting, needs further investigations.
  • It seems running Xenial binaries even further improves AES/SSL performance when ARMv8 Crypto Extensions are available. Status: while interesting irrelevant, we should get rid of Xenial and Jessie numbers.
  • It makes a huge difference whether ARMv8 Crypto Extensions can be used or not. See the many 64-bit SBC results above and compare with 32-bit SoCs or RPi 3B+, RPi 4B, ODROID-C2 and NanoPi K2 (the latter four basing on 64-bit ARMv8 SoCs without ARMv8 Crypto Extensions licensed).
  • The used distribution makes a big difference with cpuminer. Libs and GCC versions obviously matter (GCC 9.3 on Focal vs. 8.3 on Buster vs. 7.3 on Bionic vs. 6.3 on Stretch -- some benchmarks heavily depend on compiler versions). Stretch with GCC 7.3 provides a 15% performance increase with cpuminer on RK3328 and RK3399 (see Rock64 and NanoPC T4 numbers above and there the logs to compare performance of big and little cores). With GCC 8.2 and Stretch it's 20% with RK3328 and even 25% with RK3399 (the A72 performance increasing more compared to the A53 cores -- check individual kH/s numbers in the logs). With Focal (GCC 9.3) it's even more, compare Rock Pi 4A with last RockPro64 entry or NanoPi Fire3 results.
  • (more to come soon)

The bigger picture

  • To compare different hardware exactly the same software environment (apps, libs, compiler, kernel) is needed. Ignoring this will produce numbers without meaning.
  • ARM's big cores (A15, A17, A57, A7x) perform a lot better than the little cores (A7, A53, A55). Everything that needs high single threaded performance will hugely benefit from running on such a core. This puts SoCs like RK3288 (Tinkerboard), Exynos 5244 (ODROID XU4), S922X/A311D/A311D2 or RK3399 and RK3588(s) in a better position. For the big.LITTLE/DynamicIQ designs a working HMP scheduler is mandatory since otherwise performance hungry tasks end up on a slow core. This is even true for pseudo big.LITTLE like on the VIM2/S912.
  • 7-zip's benchmark still looks like a nice indicator for a 'server workloads' performance index (multi threaded tasks that do not rely on floating point arithmetics but partially on memory performance). Though these scores are totally irrelevant when it's about SBC use cases that focus on something different (e.g. a 'Desktop Linux' needing high single threaded CPU performance, HW accelerated GPU and VPU and also fast random IO on the rootfs)
  • We see a huge variation in tinymembench numbers with some boards outperforming others by magnitudes while the effect in reality for CPU bound workloads is rather minimal though high memory bandwidth is a requirement for certain other tasks (e.g. playing 4K video). At least numbers are there to generate further insights.
  • Identical SoCs perform more or less identical if 'environmental conditions' (clockspeeds) are the same -- see Renegade vs. Rock64 numbers or NanoPC T4 vs. RockPro64 or ODROID-C2 vs. NanoPi K2 or Rock 5B vs. Khadas Edge 2 (performance differences between RK3588(s) devices are mostly due to DMC governor and PVTM).
  • Same could be said for different Cortex-A cores. One A53 performs like the other as long as both run at the same clockspeed (with some exceptions most probably due to internal cache sizes -- see cpuminer numbers for Amlogic S905 vs. S905X/RK3328). With same count of cores you get similar performance (if the task(s) in question benefits from parallel execution).
  • Cortex-A53 running at the same clockspeed as A7 shows almost ~30% better performance (~3500 7-zip MIPS vs. ~2700). This is even true when running ARMv7 code (see RPi 3 B+ numbers). In general it seems irrelevant whether the A53 cores run an armhf or arm64 userland, some numbers are even higher when running armhf code. This is very interesting since there are scenarios where running an armhf userland results in needing way less physical memory for the same task while performing identical. Please note: it's about the userland (32-bit vs. 64-bit) and not kernel (64-bit of course).

TODO