Efficiently fill NA cells by numbers in dataframe

Question

Hello everyone I have a dataframe such as :

   COL1      COL2 COL3
1    G1     SP1_1    1
2    G1     SP1_2    2
3    G1     SP1_3   NA
4    G1  SP43IUGD   NA
5