  Based on $ab$ $initio$ calculations and low-energy effective $k{\cdot}p$
model, we propose a type of Weyl nodal point-line fermion, composed of 0D Weyl
points and 1D Weyl nodal line, in ferromagnetic material Eu$_5$Bi$_3$. In the
absence of spin-orbital coupling (SOC), the spin-up bands host a pair of triply
degenerate points together with a unique bird-cage like node structure. In the
presence of SOC with (001) magnetization, each triplet point splits into a
double Weyl point and a single Weyl point accompanied by two nodal rings,
forming two sets of Weyl nodal point-line fermions near the Fermi level. The
novel properties of Weyl nodal point-line fermion are explored by revealing the
unusual Berry curvature field and demonstrating the pinned chiral surface
states with exotic Fermi arcs at different planes. Moreover, a large anomalous
Hall conductivity of -260 ($\hbar$/$e$)($\Omega$cm)$^{-1}$ parallel to [001]
direction is predicted. Our work offers a new perspective for exploring novel
topological semimetal states with diverse band-crossing dimensions, and
provides an ideal material candidate for future experimental realiztion.
