I haven’t met the issue yet.
You can install the Ubuntu ROM on eMMC installation in this topic and do the comparison.
And you said first time okay, but with wrong nodes when reboot, can you post the whole log from 1st boot and 2nd boot? (u-boot printing & dmesg)