The present invention relates to an immunomodulator, a preparation method thereof, and an application of the same as a PD-1/PD-L1 inhibitor. In particular, disclosed are a compound of formula (I) or a pharmaceutically acceptable salt, stereoisomer, solvate, or prodrug thereof and a preparation method and application thereof. The definition of each substituent in the formula is described in detail in the specification and claims.