We present new results and challenges in obtaining hydrodynamic limits for non-symmetric (weakly asymmetric) particle systems (exclusion processes on pre-fractal graphs) converging to a non-linear heat equation. We discuss a joint density-current law of large numbers and a corresponding large deviation principle.Exclusion process on a weighted graph. We consider a locally finite connected (simple and undirected) graph Γ = (V, E) with vertex set V and edge set E and endowed with conductances c = (c xy ) xy∈E satisfying c xy > 0. The pair (Γ , c) is called a weighted graph. Suppose that H : [0, T ] × V → R is a given function with the abbreviated notation H t := H(t, ·). The weakly asymmetric exclusion process (WASEP) on (Γ , c) associated with H is the Markov chain (η t ) t≥0 on {0, 1} V with time-dependent generator L EX (Γ ,c),H t defined on functions f : {0, 1} V → R by L EX