multi_head_attn.py

from .builder import Builder
from .utils import append_nvcc_threads, get_cuda_cc_flag


class MultiHeadAttnBuilder(Builder):
    NAME = "multihead_attention"
    PREBUILT_IMPORT_PATH = "colossalai._C.multihead_attention"

    def __init__(self):
        super().__init__(name=MultiHeadAttnBuilder.NAME, prebuilt_import_path=MultiHeadAttnBuilder.PREBUILT_IMPORT_PATH)

    def include_dirs(self):
        ret = [self.csrc_abs_path("kernels/include"), self.get_cuda_home_include()]
        return ret

    def sources_files(self):
        ret = [
            self.csrc_abs_path(fname)
            for fname in [
                "multihead_attention_1d.cpp",
                "kernels/cublas_wrappers.cu",
                "kernels/transform_kernels.cu",
                "kernels/dropout_kernels.cu",
                "kernels/normalize_kernels.cu",
                "kernels/softmax_kernels.cu",
                "kernels/general_kernels.cu",
                "kernels/cuda_util.cu",
            ]
        ]
        return ret

    def cxx_flags(self):
        return ["-O3"] + self.version_dependent_macros

    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",
        ]
        extra_cuda_flags.extend(get_cuda_cc_flag())
        ret = ["-O3", "--use_fast_math"] + self.version_dependent_macros + extra_cuda_flags
        return append_nvcc_threads(ret)