"""Example extension package of TVM.""" from __future__ import absolute_import import os import ctypes # Import TVM first to get library symbols import tvm def load_lib(): """Load library, the functions will be registered into TVM""" curr_path = os.path.dirname(os.path.abspath(os.path.expanduser(__file__))) # load in as global so the global extern symbol is visible to other dll. lib = ctypes.CDLL( os.path.join(curr_path, "../../lib/libtvm_ext.so"), ctypes.RTLD_GLOBAL) return lib _LIB = load_lib() # Expose two functions into python bind_add = tvm.get_global_func("tvm_ext.bind_add") sym_add = tvm.get_global_func("tvm_ext.sym_add") ivec_create = tvm.get_global_func("tvm_ext.ivec_create") ivec_get = tvm.get_global_func("tvm_ext.ivec_get") class IntVec(object): """Example for using extension class in c++ """ _tvm_tcode = 17 def __init__(self, handle): self.handle = handle def __del__(self): # You can also call your own customized # deleter if you can free it via your own FFI. tvm.nd.free_extension_handle(self.handle, self.__class__._tvm_tcode) @property def _tvm_handle(self): return self.handle.value def __getitem__(self, idx): return ivec_get(self, idx) # Register IntVec extension on python side. tvm.register_extension(IntVec, IntVec) nd_create = tvm.get_global_func("tvm_ext.nd_create") nd_add_two = tvm.get_global_func("tvm_ext.nd_add_two") nd_get_addtional_info = tvm.get_global_func("tvm_ext.nd_get_addtional_info") class NDSubClass(tvm.nd.NDArrayBase): """Example for subclassing TVM's NDArray infrastructure. By inheriting TMV's NDArray, external libraries could leverage TVM's FFI without any modification. """ # Should be consistent with the type-trait set in the backend _array_type_code = 1 @staticmethod def create(addtional_info): return nd_create(addtional_info) @property def addtional_info(self): return nd_get_addtional_info(self) def __add__(self, other): return nd_add_two(self, other) tvm.register_extension(NDSubClass, NDSubClass)