import torch from colossalai.legacy.registry import OPHOOKS from . import BaseOpHook @OPHOOKS.register_module class ShardParamHook(BaseOpHook): """ A hook to process sharded param before and after FWD and BWD operator executing. """ def __init__(self): super().__init__() def niter(self): return self._niter def pre_fwd_exec(self, module: torch.nn.Module, *args): for param in module.parameters(): assert hasattr(param, 'ca_attr') param.ca_attr.gather() param.data = param.ca_attr.payload() def post_fwd_exec(self, module: torch.nn.Module, *args): for param in module.parameters(): assert hasattr(param, 'ca_attr') param.ca_attr.shard() param.data = param.ca_attr.payload() def pre_bwd_exec(self, module: torch.nn.Module, input, output): for param in module.parameters(): assert hasattr(param, 'ca_attr') param.ca_attr.gather() param.data = param.ca_attr.payload() def post_bwd_exec(self, module: torch.nn.Module, input): for param in module.parameters(): assert hasattr(param, 'ca_attr') param.ca_attr.shard() param.data = param.ca_attr.payload() def pre_iter(self): pass def post_iter(self): pass