Lightly grease a 10-inch springform pan.
Press the cinnamon rolls in a single layer into the bottom of the springform pan, making sure to seal any crevices between the rolls. Press them slightly up the sides of the pan - about 1/2 inch. They are much easier to press if they are at room temperature, rather than cold from the fridge.
In a large mixing bowl, combine the cream cheese, sugar, and vanilla. Beat until smooth.
Add eggs, one at a time, beating well after each addition.
Add pumpkin, cinnamon, pumpkin pie spice, and cloves, beating until combined.
Fold in the cinnamon chips.
Pour the cheesecake filling over the cinnamon rolls.
Bake at 350 degrees for 50-60 minutes, or until the center is almost set.
Top with the glaze from the cinnamon rolls (even though it's orange - it goes with this deliciously!) or with whipped cream.