Real time evolution of classical gauge fields is relevant for a number of applications in particle physics and cosmology, ranging from the early Universe to dynamics of quark-gluon plasma. We present a lattice formulation of the interaction between a -symmetric field and some gauge sector, , reproducing the continuum limit to order and obeying the following properties: (i) the system is gauge invariant and (ii) shift symmetry is exact on the lattice. For this end we construct a definition of the {\it topological number density} $Q = \tilde{F}{\mu\nu}F^{\mu\nu}$ that admits a lattice total derivative representation , reproducing to order the continuum expression $Q = \partial\mu K^\mu \propto \vec E \cdot \vec Ba(x) = a(t)$, the system can be mapped into an Abelian gauge theory with Hamiltonian containing a Chern-Simons term for the gauge fields. This allow us to study in an accompanying paper the real time dynamics of fermion number non-conservation (or chirality breaking) in Abelian gauge theories at finite temperature. When is inhomogeneous, the set of lattice equations of motion do not admit however a simple explicit local solution (while preserving an accuracy). We discuss an iterative scheme allowing to overcome this difficulty.

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