from colossalai.tensor import ComputePattern, ProcessGroup, ShardSpec, distspec from .colo_module import ColoModule class ColoEmbedding(ColoModule): def __init__(self): super(ColoEmbedding, self).__init__() self._register_shard_params(['weight']) def register(self, compute_pattern, pg: ProcessGroup): if not compute_pattern in self._allowed_patterns: if ComputePattern.TP1D == compute_pattern: self._set_TP1D(pg) def _set_TP1D(self, pg: ProcessGroup): # TP1D Row Linear _compute_pattern = ComputePattern.TP1D self._register_allowed_patterns( compute_pattern=_compute_pattern, dist_specs={ 'weight': ShardSpec([0], [pg.tp_world_size()]), }, mode='row', ) # TP1D Col Linear self._register_allowed_patterns( compute_pattern=_compute_pattern, dist_specs={ 'weight': ShardSpec([-1], [pg.tp_world_size()]), }, mode='col', ) self._set_default(compute_pattern=_compute_pattern, target_mode='row')