This paper explores the generation of primordial black holes (PBHs) and scalar-induced gravitational waves (SIGWs) from the inflation potential with a tiny bump. We propose a Lorentz function that makes a tiny bump characteristic of the inflation model potential. This property makes the scalar field move locally ultra slowly, which not only makes the primordial curvature power spectrum have $\mathcal{O}(10^{-2})$ peaks at a small scale but also satisfies observational constraints of the cosmic microwave background (CMB) on a large scale. Specifically, we calculate the abundances of PBHs for different mass ranges in this model, where PBHs with mass $10^{-12}M_\odot$ can make up almost all dark matter and PBHs with mass $10^{-5}M_\odot$ can explain OGLE ultrashort-timescale microlensing events. Moreover, we find that SIGWs accompanying the PBHs can be tested by the Square Kilometre Array (SKA), TianQin, Taiji, Laser Interferometer Space Antenna (LISA), and DECIGO. As for the parameter set I, the consequent SIGWs can explain the NANOGrav 12.5yrs signal.
Comment: 9 pages, 5 figures