The caterpillar could be a Black Cutworm ( Agrotis ipsilon). It feeds on grasses and low-growing plants, including many cultivated crops, according to my caterpillar book. It takes refuge below ground during the day, emerging at night to eat. The adult form is a rather drab-looking moth. I kind of hope this is not really what you have in your garden!
