Quantum phase slip (QPS) is an important effect that occurs in one-dimensional (1D) or quasi-1D superconducting materials. Due to the extremely high requirements on the uniformity and quality of superconducting nanowires, currently it is very challenging to obtain repeatable and controllable QPS devices. Here we report a systematic study of the QPS effect in NbN superconducting nanowires. High-quality NbN nanowires with different widths are fabricated by combining the processes of photo-lithography, electron beam lithography, and inductively coupled plasma etching. It is found that the electrical transport of the nanowires showed a systematic evolution with the wire width, and a clear evolution from single to multiple QPS events with the decrease of wire width is uncovered in the low temperatures. Based on these experimental results, the phase diagram reflecting the evolution of the physical state of the nanowires with wire width and temperature is obtained. In addition, we observed the features of critical voltage, which is a characteristic of the occurrence of coherent QPS (cQPS), in the samples with the width of 36 nm in the multiple QPS region. It is worth noting that such a cQPS behavior was detected in a non-high-impedance environment.