'Rice' is an uncountable noun. For uncountable nouns, 'much' is used in questions and negative statements to ask about quantity. 'A lot' can be used in affirmative statements or questions, but 'much' is the most common and direct question word for quantity with uncountable nouns.
Answer: A much