  Recently, a new stabilizer free weak Galerkin method (SFWG) is proposed,
which is easier to implement and more efficient. The main idea is that by
letting $j\geq j_{0}$ for some $j_{0}$, where $j$ is the degree of the
polynomials used to compute the weak gradients, then the stabilizer term in the
regular weak Galerkin method is no longer needed. Later on in
\cite{al2019note}, the optimal of such $j_{0}$ for certain types of finite
element spaces was given. In this paper, we propose a new efficient SFWG scheme
using the lowest possible orders of piecewise polynomials for triangular meshes
in $2 D$ with the optimal order of convergence.
