Maybe you can include an IF() statement in your calculation box that says if the end time is blank (not inputted), then remain blank, otherwise proceed with the calculation....
e.g. =IF(end_time="","",your_current_formula)
replace end_time with the cell address housing that time and replace your_current_formula with your existing formula (minus the = sign).
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