The delay of the computing core access to the main memory of Shenwei heterogeneous many-core processors is very large, and thus the program should try to avoid the access of computing core code to main the memory as much as possible. The global offset table stores the addresses of global variables and functions in the program, which is not suitable to be saved in the rare local storage space of the computing core, and it is not suitable for cache prefetching because of its discrete access patterns. Therefore, accessing the main memory operation introduced by accessing the global offset table has a great influence on program performance. In view of the usage scenarios of static linking and dynamic linking of heterogeneous many-core programs, the usage limitations of linker relaxation optimization are analyzed, and a global symbol relocation optimization method is designed based on “gp address base+extended offset” to avoid accessing the main memory. Experimental results show that at the cost of adding a small amount of code, the relocation optimization method can effectively avoid the operation of accessing the main memory introduced by accessing the global offset table when the computing core code calls functions and accesses global variables, which improves the running performance of many-core programs.