A refrigerator about as tall as a person
Most of a quantum computer is a refrigerator. Each plate is colder than the one above it. In one common model the plates sit at about 35 K, 2.9 K, 0.88 K and 0.082 K, and the bottom plate reaches 0.006 K [1]. The chip hangs below that coldest plate.
Temperatures are for an empty Bluefors XLD400 dilution refrigerator (Krinner et al., Table 1) [1]. Microsoft has not published its own cryostat layout, so the drawing is schematic.