[Python] Best way to convert csv data to dictionaries

I have a csv file with following data:

val1,val2,val3
1,2,3
22,23,33


How can I convert this data into one dictionary per row, like this?

dict1 = {'val1': 1, 'val2': 2, 'val3': 3}
dict2 = {'val1': 22, 'val2': 23, 'val3': 33}


fp = open('file.csv', 'r')
reader = csv.reader(fp)
for row in reader:
????

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