wehub-resource-sync
32 lines
1009 B
Python
32 lines
1009 B
Python
# Copyright (c) ModelScope Contributors. All rights reserved.
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import types
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from typing import TYPE_CHECKING
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from .base import TrainerCallback
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if TYPE_CHECKING:
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from swift.trainers import Trainer, TrainingArguments
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class AdaloraCallback(TrainerCallback):
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def __init__(self, args: 'TrainingArguments', trainer: 'Trainer'):
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super().__init__(args, trainer)
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self.global_step = 0
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self.args = args
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# offload original_modules to cpu, to save memory
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def on_train_begin(self, _args, state, control, **kwargs):
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model = kwargs['model']
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model.peft_config['default'].total_step = state.max_steps
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def zero_grad(_self, *args, **kwargs):
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_self.update_and_allocate(self.global_step + 1)
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_self._zero_grad(*args, **kwargs)
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model._zero_grad = model.zero_grad
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model.zero_grad = types.MethodType(zero_grad, model)
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def on_step_end(self, _args, state, control, **kwargs):
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self.global_step = state.global_step
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