Given a multi-dimensional array, write a python code snippet to find the sum of its elements.
arr = [[1, 4, 7], [2, 6, 3], [3, 5, 9]]
# Use nested list comprehension to calculate the sum 
total_sum = sum([sum(row) for row in arr])