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It can be solved by three approaches:
1. Put the forms in seperate classes, and take the value by onSaved
or onChange property
2. You can put a global key outside of the form that does not clears
the form.
3. You can use other state management techniques for that
Note: The first two approaches works in all the cases as tasted by me.