Thanks, @ptrblck!
In the forward() function, though _transform_input() is called, it does nothing for the input. Since a parameter transform_input is controlling whether to use the transform function.
In fact, not only for the GoogLeNet, but the situation also occurs for some other networks. So I wonder is there anything weird for the dropout function.  Thank you very much!