from colossalai.core import global_context as gpc from colossalai.registry import GRADIENT_HANDLER from ._base_gradient_handler import BaseGradientHandler from ...context.parallel_mode import ParallelMode from .utils import bucket_allreduce @GRADIENT_HANDLER.register_module class SequenceParallelGradientHandler(BaseGradientHandler): """A helper class to handle all-reduce operations in a data parallel group. A all-reduce collective communication will be operated in :func:`handle_gradient` among a data parallel group. For better performance, it bucketizes the gradients of all parameters that are the same type to improve the efficiency of communication. """ def handle_gradient(self): """A method running a all-reduce operation in a data parallel group. """ if gpc.get_world_size(ParallelMode.SEQUENCE_DP) > 1: bucket_allreduce(param_list=self._model.parameters(), group=gpc.get_group(ParallelMode.SEQUENCE_DP))