In Lagrangian formalism, if $(M, g)$ is our configuration manifold, equipped with a Riemannian metric $g\in Hom(TM\bigotimes TM, \mathbb{R})$, Lagrangian function $\mathcal{L} : TM\times \mathbb{R}_{+}\rightarrow \mathbb{R}$ is defined as $$\mathcal{L}(x(t), \dot{x}(t), t)= \frac{1}{2}mg(\dot{x}(t), \dot{x}(t))-U(x(t), t).$$ If our particle flows under the influence of gravity, then $$\frac{d}{dt}\biggr(\frac{\partial \mathcal{L}}{\partial \dot{x}}\biggr)-\frac{\partial \mathcal{L}}{\partial x} = 0.$$ And by using Lagrangian multiplier, we could generalize this PDE for holonomic physical systems. But apparently, there's no canonical way to use Lagrangian mechanics for non-holonomic physical systems. At this point, how does Hamiltonian mechanics behave?
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It depends on whether the first principle for the Lagrangian formulation is
a variational principle [i.e. the stationary action principle (SAP)],
or not,

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