(Communicated by the associate editor name) Abstract. In this paper we discuss a model of large and rogue waves in non-necessarily shallow water. We assume that the relevant portion of the flow is restricted to a near-surface layer, assumption which enables us to use the Kadomtsev-Petviashvili equation. The shape and behavior of several types of waves predicted by some singular solutions of the Kadomtsev-Petviashvili equation is compared to the physical waves observed in the ocean. 1. A very short introduction into the history of rogue waves. The goal of this paper is to show that the Kadomtsev-Petviashvili equation provides a rough description and classification of large waves and predicts the existence of so-called ”rogue waves”. Rogue wa...