The Banana Pi M5 Pro

I’m down with the first flu of the season, so I thought I’d write up my notes on the Banana Pi M5 Pro and how it’s fared as part of my increasingly eclectic collection of single-board computers in the post- age.

Disclaimer: Banana Pi sent me a review unit (for which I thank them), and this article follows my . This piece was written after a month of (remotely) daily driving the board and is based on my own experiences with it.

Also known as the ArmSoM Sige5, this is a board along the lines of the I reviewed , and which I wanted to take a look at to get a better feeling for how its (theoretically) slower RK3576 chipset would perform.

This means there will be a lot of comparisons to the in this review, so if you’re interested in that board, you might want to read first.

Hardware

The Banana Pi M5 Pro
The Banana Pi M5 Pro - very, very familiar territory

Again, the general theme of the board is that it’s a little brother to the I reviewed earlier:

  • The CPU is a RK3576 with [email protected] and [email protected], and a 6 TOPS NPU, which is quite similar to the RK3588. The GPU, however, is a Mali G52, which is a little slower.
  • Like with the , you get an underside M.2 2280 PCIe NVMe slot, but it’s 1xPCIe 2.0 only (still speedy, but not as fast as the one on the )
  • The Ethernet ports are gigabit instead of 2.5Gb, although wireless connectivity is the same (802.11a/b/g/n/ac/ax WIFI6 and BT 5.0)
  • Most of the other connectors on the board (MIPI, CSI, DSI, GPIOs, etc.) are the same as the .
  • My board came with “only” 8GB of RAM (although you can get it up to 16GB) and a 64GB eMMC

I was sad that the 16GB model wasn’t available at the time, since that would have made for a better comparison to the .

But, as it is, at least connector-wise the board looks like a decent drop-in replacement for the for less demanding industrial applications.

Operating System Support

As you would expect, the board has great support–unlike the it’s not listed as “platinum” supported, but I had zero issues getting a fully up to date working image, and over the past month I have gotten regular updates from the rk35xx vendor branch, so as of this writing I’m running kernel 6.1.75:

   _             _    _                                         _ _
   /_\  _ _ _ __ | |__(_)__ _ _ _    __ ___ _ __  _ __ _  _ _ _ (_) |_ _  _
  / _ \| '_| '  \| '_ \ / _` | ' \  / _/ _ \ '  \| '  \ || | ' \| |  _| || |
 /_/ \_\_| |_|_|_|_.__/_\__,_|_||_|_\__\___/_|_|_|_|_|_\_,_|_||_|_|\__|\_, |
                                 |___|                                 |__/
 v24.11 rolling for ArmSoM Sige5 running Armbian Linux 6.1.75-vendor-rk35xx

 Packages:     Debian stable (bookworm)
 Support:      for advanced users (rolling release)
 IP addresses: (LAN) 192.168.1.111 192.168.1.168 (WAN) 161.230.X.X

 Performance:

 Load:         3%               Up time:       0 min
 Memory usage: 2% of 7.74G
 CPU temp:     43°C             Usage of /:    17% of 57G

 Tips:

 Support our work and become a sponsor https://github.com/sponsors/armbian

 Commands:

 System config  : sudo armbian-config
 System monitor : htop

Last login: Mon Sep 30 10:35:13 2024 from 192.168.1.160
me@black:~$ uname -a
Linux black 6.1.75-vendor-rk35xx #1 SMP Thu Aug  8 17:42:28 UTC 2024 aarch64 GNU/Linux

It was also trivial to set up my usual LXDE remote environment on it and working on it from my iPad, and I took the time to put myself through the paces of editing and building software on it, which was very smooth:

Remote Desktop to the Banana Pi M5 Pro
Yes, that's BasiliskII in the background, and word2vec. Color me eclectic.

Benchmarking

This time around I had to skip my NVMe testing since I had no spare SSDs–however, given that the NVMe slot is only PCIe 2.0, I would expect the IOPS figures to be only around a quarter of what the can do (i.e., 3000 IOPS), which would still be faster than a SATA SSD and thus more than enough for the vast majority of industrial use cases.

Also, I should point out that the stuff I ran had zero issues running off the EMMC, so I didn’t feel the need to push it to the limit.

Ollama

However, the ollama testing was more interesting than I expected.

for run in {1..10}; do echo "Why is the sky blue?" | ollama run tinyllama --verbose 2>&1 >/dev/null | grep "eval rate:"; done | \
awk '/^eval rate:/ {sum += $3; count++} END {if (count > 0) print "Average eval rate:", sum/count, "tokens/s"; else print "No eval rate found"}'

I was quite surprised when the M5 put out better results than the originally had (11.12 tok/s, which was better than the 10.3 I had gotten), so I plugged in the again, updated the kernel and ollama, and ran them again:

Machine Model Eval Tokens/s

Banana Pi M5 Pro

dolphin-phi 3.92
tinyllama 11.22

Banana Pi M7

dolphin-phi 5.73
tinyllama 15.37

…which goes to show you that all benchmarks should be taken with a grain of salt. There are several variants here:

  • Both systems are running a newer kernel than when I tested the
  • The is now in a matching case to the M5, so heat dissipation should be slightly improved (although that was not a big factor in earlier testing)
  • ollama has since been further optimized (even though it still doesn’t support the NPU on either system).

This seems like a good reason to try out sbc-bench when I get an NVMe drive to test with (it is, after all, a more static workload, and unlikely to be further optimized), but for now I’m happy with the results, and, again, I don’t really hold much stock in benchmark figures.

Power and Cooling

In general, the M5 Pro’s power profile was pretty similar to the ’s but lower. The only thing I found odd was that the idle wattage (1.4W) was a little higher, but CPU governors might be the cause here.

In almost direct proportion with the compute performance, it peaked at 6.4W under heavy load (instead of the 10W I could get out of the ) and quickly went down to 5.7W when thermal throttling–so on average it will always spend less than the for generally similar (but slightly lower) performance, which makes its much lower pricing all the more interesting.

Since this time I got the aluminum case with the board (in a very discreet matte black), thermals were also directly comparable between both boards, but very predictable in this case:

Over several ollama runs, the reported CPU temperature peaked at 80oC, with the clock slowly throttling down from 1.8 to 1.6 and then 1.4GHz over 5 minutes (and bouncing right back up when the temp dipped below 79oC).

So I really liked the way this handled sustained load–the 400MHz drop isn’t nothing, but it’s quite acceptable.

Conclusion

First off, I need to spend a little more time with the M5 Pro to get a better feel for it–and yet the only thing that I really wish was that I’d gotten the 16GB RAM model, which would have made for a better comparison to the .

Considering all the above and the fact that during almost a month’s worth of testing (editing and building programs remotely on it) I had zero issues where it regards compatibility and responsiveness, I’d say the M5 Pro is a very nice, cost-effective alternative to the –like I mentioned above, you can probably use it as a drop-in replacement for most industrial applications, and unless you really need the additional networking and storage bandwidth, likely nobody will be the wiser.

I also need to take another look at the power envelope (I’m not really keen on almost 50% additional power draw on idle), but I suspect that’s fixable by tweaking CPU governors, so I’m not worried about it.

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