The main theme of this paper is to study for a symplectomorphism of a compact surface, the asymptotic invariant which is defined to be the growth rate of the sequence of the total dimensions of symplectic Floer homologies of the iterates of the symplectomorphism. We prove that the asymptotic invariant coincides with asymptotic Nielsen number and with asymptotic absolute Lefschetz number. We also show that the asymptotic invariant coincides with the largest dilatation of the pseudo-Anosov components of the symplectomorphism and its logarithm coincides with the topological entropy. This implies that symplectic zeta function has a positive radius of convergence. This also establishes a connection between Floer homology and geometry of 3-manifolds. Contents 1. Introduction 1 2. Preliminaries 2 2.1. Symplectic Floer homology 2 2.2. Nielsen classes and Reidemeister trace 5 2.3. Computation of symplectic Floer homology 8 3. The growth rate of symplectic Floer homology 12 3.1. Topological entropy and Nielsen numbers 12 3.2. Asymptotic invariant 13 3.3. Symplectic Floer homology and geometry of 3-manifolds 17 3.4. Radius of convergence of the symplectic zeta function 18 3.5. Concluding remarks and questions 20 References 22