The task of font effect generation is stylizing the shape and texture of style images into font images. There exist some methods to handle this task. However, stylized font images become unrecognized when the glyph structure is quite complicated. This paper proposes a font effect generation model based on pyramid style feature. Morphology operations are utilized to improve the transferring effect. Experiments show that our proposed method is more suitable for stylizing complex glyph images than other state-of-the-arts methods.