mirror of https://github.com/hpcaitech/ColossalAI
21 lines
750 B
Python
21 lines
750 B
Python
from colossalai.registry import GRADIENT_HANDLER
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from ._base_gradient_handler import BaseGradientHandler
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@GRADIENT_HANDLER.register_module
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class ZeROGradientHandler(BaseGradientHandler):
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"""A helper class to handle all-reduce operations in a data parallel group.
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A all-reduce collective communication will be operated in
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:func:`handle_gradient` among a data parallel group.
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This class is specialized with ZeRO optimization.
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Args:
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model (Module): Model where the gradients accumulate.
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optimizer (Optimizer): Optimizer for updating the parameters.
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"""
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def handle_gradient(self):
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"""A method running a all-reduce operation in a data parallel group.
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"""
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self._optimizer.sync_grad()
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