You have to use the "chain rule".
I will change slightly the notation for the sake of clarity :
Suppose that $\forall t\in\mathbb{R},\,u'(t)=f(t,u(t))$ where $f:\mathbb{R}\to\mathbb{R},\,(x,y)\mapsto f(x,y)$
Then you get :
$$u''(t)=\frac{d}{dt}(t)\,\frac{\partial f}{\partial x}(t,u(t))+\frac{d}{dt}(u(t))\,\frac{\partial f}{\partial y}(t,u(t))$$
or, simply stated :
$$u''(t)=\frac{\partial f}{\partial x}(t,u(t))+u'(t)\,\frac{\partial f}{\partial y}(t,u(t))=\frac{\partial f}{\partial x}(t,u(t))+f(t,u(t))\,\frac{\partial f}{\partial y}(t,u(t))$$
And, after differentiating twice :
$$u'''(t)=\left[\frac{\partial^2f}{\partial x^2}(t,u(t))+u'(t)\frac{\partial^2f}{\partial x\partial y}(t,u(t))\right]+\frac{d}{dt}\left[f(t,u(t))\right]\frac{\partial f}{\partial y}(t,u(t))+f(t,u(t))\left[\frac{\partial^2f}{\partial x\partial y}(t,u(t))+u'(t)\frac{\partial^2f}{\partial y^2}(t,u(t))\right]$$
And finally :
$$u'''(t)=\frac{\partial^2f}{\partial x^2}(t,u(t))+f(t,u(t))\frac{\partial^2f}{\partial x\partial y}(t,u(t))+\left[\frac{\partial f}{\partial x}(t,u(t))+f(t,u(t))\,\frac{\partial f}{\partial y}(t,u(t))\right]\frac{\partial f}{\partial y}(t,u(t))+f(t,u(t))\left[\frac{\partial^2f}{\partial x\partial y}(t,u(t))+f(t,u(t)\frac{\partial^2f}{\partial y^2}(t,u(t))\right]$$
which can be reduced, in standard notation, to :
$$\boxed{u''(t)=f_x+ff_y}$$
and
$$\boxed{u'''(t)=f_{xx}+2ff_{xy}+f_xf_y+ff_y^2+f^2f_{xy}}$$