Recent proposals of topological flat band (TFB) models have provided a new route to realize the fractional quantum Hall effect (FQHE) without Landau levels. We study hard-core bosons with short-range interactions in two representative TFB models, one of which is the well known Haldane model (but with different parameters). We demonstrate that FQHE states emerge with signatures of even number of quasi-degenerate ground states on a torus and a robust spectrum gap separating these states from higher energy spectrum. We also establish quantum phase diagrams for the filling factor 1/2 and illustrate quantum phase transitions to other competing symmetry-breaking phases. Introduction.-The fractional quantum Hall effect (FQHE), one of the most fascinating discoveries in twodimensional (2D) electron gas, has set up a paradigm to explore new topological phases in other strongly correlated systems. As commonly believed, the FQHE requires two basic ingredients: single-particle states with nontrivial topology, and quenching of the kinetic energy compared to interaction energy scale. However, despite of the seemingly universal theoretical concepts, the FQHE has only been found in 2D systems under a strong perpendicular magnetic field, i.e., in which particles move in Landau levels (LLs). In rotating Bose-Einstein condensate [1] and optical lattice systems [2,3], researchers have been interested in generating an artificial uniform magnetic field, thus the bosonic FQHE states are expected, but still due to the existence of LLs.