So many options missed:

1. as mentioned Theseus ship - question has no answer
2. gradually along replacement
3. sometime after the procedure (no immortality, e.g. LED burn out, admittedly later than OLED, but still AFAIK do).
4. never as death in an illusion (it is not classic immortality IMO).