Improvements switching from Coral USB to Mini PCIe (didn't boot with 4 cards!)

[natm]

I have a reasonable size Frigate instance at home:

• 13 cameras
• 2 feeds per camera:
• Main feed 1920x1080 @ 25 FPS: clips, record, RTMP
• Sub feed 704x576 @ 6 FPS: detect

Since 2019 I've been using a Coral USB, but after finally selling my old Hikvision NVR on eBay over Christmas, thought I'd invest in reducing my inference speed. It has sat around 130ms with 13 cameras (when I run a single camera via USB it is about 10ms).

Yesterday I removed the USB coral and added a Mini PCIe card in a wifi adapter carrier.

My inference speed dropped from 130ms to 6.7ms, total detection FPS no longer seems throttled, before it would max out at around 8 FPS. During snow last night on the PCIe card it got to around 90 FPS.

Last 24 hours, you can see when the USB was swapped to PCIe...

Last 6 hours

I currently have 1 installed in my home Supermicro Xeon server, when I tried adding multiple cards it wouldn't boot, so I need to investigate the PCIe configuration in the BIOS further.

With 4 PCIe cards! didn't boot :-(

[jmedlin]

Very interesting. I just realized that my ASUS Chromebox CN60 that I'm running this on has a Mini PCIe slot on it and ordered a coral to shove in there.

[paularmstrong]

Why did you need to add it onto a wifi adapter carrier?

[natm]

The Coral Mini PCIe card would not fit directly into the "full size" PCIe slots on the motherboard.

[apaperclip]

very cool and interesting!
How you are you distributing work among the multiple edge tpus? I think the recommended detect FPS is 5, that may offer some more capacity.

[ehn]

@natm Were you able to get the multiple cards working?

[natm]

No, the server I was trying them in was hosting other containers which I didn't want to take offline for too long.

In the end I only managed to get one PCIe coral to boot, could be my BIOS config though.

[ozett]

seems that no great benefit of multiple CORALs and you can stick to one CORAL
#2281 (comment)

[Yonny24]

Nice! Just today I've been looking into alternatives as there are no USB corals.

So if I have a mini pcie this will have excellent performance and easy to set up with Frigate?
The M.2 could also be an option if I have a spare slot?

I read that the temp needs to be controlled carefully which I wasn't aware of. How do you manage this?

https://coral.ai/products/pcie-accelerator/

[ozett]

i read the CORAL temps with that linux command line
and visualize with munin. may this help get temps from the coral?
#2281 (comment)