from colossalai.cluster import ProcessGroupMesh class MoeParallelInfo: """Moe parallelism information, storing parallel sizes and groups.""" def __init__(self, ep_inside: bool, ep_size: int, dp_size: int, pp_size: int = 1): """ init MoeParallelInfo with ep_size, dp_size and pp_size Args: ep_size (int): expert parallel size dp_size (int): data parallel (zero) size pp_size (int, optional): pipeline parallel size. Defaults to 1. ep_inside (bool, optional): Use ep inside dp if True, dp inside ep if False. Defaults to True. """ self.pp_size, self.dp_size, self.ep_size = pp_size, dp_size, ep_size if ep_inside: self.pp_axis, self.dp_axis, self.ep_axis = 0, 1, 2 self.pg = ProcessGroupMesh(self.pp_size, self.dp_size, self.ep_size) else: self.pp_axis, self.ep_axis, self.dp_axis = 0, 1, 2 self.pg = ProcessGroupMesh(self.pp_size, self.ep_size, self.dp_size) self.ep_group = self.pg.get_group_along_axis(self.ep_axis) self.ep_group_ranks = self.pg.get_ranks_in_group(self.ep_group) self.dp_group = self.pg.get_group_along_axis(self.dp_axis) self.dp_group_ranks = self.pg.get_ranks_in_group(self.dp_group) self.ep_rank = self.pg.coordinate(self.ep_axis) self.dp_rank = self.pg.coordinate(self.dp_axis)