mirror of https://github.com/hpcaitech/ColossalAI
[booster] add warning for torch fsdp plugin doc (#3833)
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@ -3,10 +3,10 @@ from typing import Callable, Iterable, Iterator, List, Optional, Tuple, Union
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import torch
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import torch.nn as nn
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import warnings
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from packaging import version
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from torch.distributed import ProcessGroup
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if version.parse(torch.__version__) >= version.parse('1.12.0'):
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from torch.distributed.fsdp import FullStateDictConfig
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from torch.distributed.fsdp import FullyShardedDataParallel as FSDP
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@ -202,6 +202,11 @@ class TorchFSDPPlugin(DPPluginBase):
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# wrap the model with PyTorch FSDP
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fsdp_model = TorchFSDPModel(model, device_id=torch.cuda.current_device(), **self.fsdp_kwargs)
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if len(optimizer.param_groups) > 1:
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warnings.warn(
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'TorchFSDPPlugin does not support optimizer that use multi param groups. The results may not be as expected if used.'
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)
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optimizer.__init__(fsdp_model.parameters(), **optimizer.defaults)
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if not isinstance(optimizer, FSDPOptimizerWrapper):
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@ -62,8 +62,11 @@ More details can be found in [Pytorch Docs](https://pytorch.org/docs/main/genera
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### Torch FSDP Plugin
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> ⚠ This plugin is not available when torch version is lower than 1.12.0.
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> ⚠ This plugin does not support save/load sharded model checkpoint now.
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> ⚠ This plugin does not support optimizer that use multi params group.
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More details can be found in [Pytorch Docs](https://pytorch.org/docs/main/fsdp.html).
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{{ autodoc:colossalai.booster.plugin.TorchFSDPPlugin }}
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@ -62,8 +62,11 @@ Zero-2 不支持局部梯度累积。如果您坚持使用,虽然可以积累
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### Torch FSDP 插件
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> ⚠ 如果 torch 版本低于 1.12.0,此插件将不可用。
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> ⚠ 该插件现在还不支持保存/加载分片的模型 checkpoint。
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> ⚠ 该插件现在还不支持使用了multi params group的optimizer。
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更多详细信息,请参阅 [Pytorch 文档](https://pytorch.org/docs/main/fsdp.html).
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{{ autodoc:colossalai.booster.plugin.TorchFSDPPlugin }}
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