from .colo_module import ColoModule from colossalai.tensor import ComputePattern, distspec, ProcessGroup, ShardSpec class ColoLinear(ColoModule): def __init__(self): super(ColoLinear, self).__init__() self._register_shard_params(['weight', 'bias']) 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): # TP1D Row Linear _compute_pattern = ComputePattern.TP1D self._register_allowed_patterns( compute_pattern=_compute_pattern, dist_specs={ 'weight': ShardSpec([-1], [pg.tp_world_size()]), 'bias': None }, mode='row', ) # TP1D Col Linear self._register_allowed_patterns( compute_pattern=_compute_pattern, dist_specs={ 'weight': ShardSpec([0], [pg.tp_world_size()]), 'bias': ShardSpec([0], [pg.tp_world_size()]) }, mode='col', ) self._set_default(compute_pattern=_compute_pattern, target_mode='row')