ColossalAI/op_builder/cpu_adam.py

from .builder import Builder
from .utils import append_nvcc_threads


class CPUAdamBuilder(Builder):
    NAME = "cpu_adam"
    PREBUILT_IMPORT_PATH = "colossalai._C.cpu_adam"

    def __init__(self):
        super().__init__(name=CPUAdamBuilder.NAME, prebuilt_import_path=CPUAdamBuilder.PREBUILT_IMPORT_PATH)
        self.version_dependent_macros = ["-DVERSION_GE_1_1", "-DVERSION_GE_1_3", "-DVERSION_GE_1_5"]

    # necessary 4 functions
    def sources_files(self):
        ret = [
            self.csrc_abs_path("cpu_adam.cpp"),
        ]
        return ret

    def include_dirs(self):
        return [self.csrc_abs_path("includes"), self.get_cuda_home_include()]

    def cxx_flags(self):
        extra_cxx_flags = ["-std=c++14", "-lcudart", "-lcublas", "-g", "-Wno-reorder", "-fopenmp", "-march=native"]
        return ["-O3"] + self.version_dependent_macros + extra_cxx_flags

    def nvcc_flags(self):
        extra_cuda_flags = [
            "-std=c++14",
            "-U__CUDA_NO_HALF_OPERATORS__",
            "-U__CUDA_NO_HALF_CONVERSIONS__",
            "-U__CUDA_NO_HALF2_OPERATORS__",
            "-DTHRUST_IGNORE_CUB_VERSION_CHECK",
        ]
        ret = ["-O3", "--use_fast_math"] + self.version_dependent_macros + extra_cuda_flags
        return append_nvcc_threads(ret)