Craig is due at Griffin Park for a medical and the move is expected to be completed before the end of the week.
Craig was part of the Millwall team who won promotion from League One via the play-offs in 2010.
He came through the club's youth system and enjoyed a spell with Crystal Palace before returning to The Den.
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