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I got the exact same issue after changing to TMC2208. The sound from the extruder was vastly reduced when raising the voltage on its TMC2208. The extruder does get a lot hotter though but I think within reason.

In your picture there is no heatsink on the driver, You do have heatsinks on them when mounted in your printer I hope?