File size: 2,993 Bytes
09a3fa9 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 | # Copyright (c) OpenMMLab. All rights reserved.
from typing import Optional, Union
from mmengine.registry import HOOKS
from .hook import Hook
DATA_BATCH = Optional[Union[dict, tuple, list]]
@HOOKS.register_module()
class ParamSchedulerHook(Hook):
"""A hook to update some hyper-parameters in optimizer, e.g., learning rate
and momentum."""
priority = 'LOW'
def after_train_iter(self,
runner,
batch_idx: int,
data_batch: DATA_BATCH = None,
outputs: Optional[dict] = None) -> None:
"""Call step function for each scheduler after each iteration.
Args:
runner (Runner): The runner of the training process.
batch_idx (int): The index of the current batch in the train loop.
data_batch (dict or tuple or list, optional): Data from dataloader.
In order to keep this interface consistent with other hooks,
we keep ``data_batch`` here.
outputs (dict, optional): Outputs from model.
In order to keep this interface consistent with other hooks, we
keep ``data_batch`` here.
"""
def step(param_schedulers):
assert isinstance(param_schedulers, list)
for scheduler in param_schedulers:
if not scheduler.by_epoch:
scheduler.step()
if runner.param_schedulers is None:
return
if isinstance(runner.param_schedulers, list):
step(runner.param_schedulers)
elif isinstance(runner.param_schedulers, dict):
for param_schedulers in runner.param_schedulers.values():
step(param_schedulers)
else:
raise TypeError(
'runner.param_schedulers should be list of ParamScheduler or '
'a dict containing list of ParamScheduler, '
f'but got {runner.param_schedulers}')
def after_train_epoch(self, runner) -> None:
"""Call step function for each scheduler after each epoch.
Args:
runner (Runner): The runner of the training process.
"""
def step(param_schedulers):
assert isinstance(param_schedulers, list)
for scheduler in param_schedulers:
if scheduler.by_epoch:
scheduler.step()
if runner.param_schedulers is None:
return
if isinstance(runner.param_schedulers, list):
step(runner.param_schedulers)
elif isinstance(runner.param_schedulers, dict):
for param_schedulers in runner.param_schedulers.values():
step(param_schedulers)
else:
raise TypeError(
'runner.param_schedulers should be list of ParamScheduler or '
'a dict containing list of ParamScheduler, '
f'but got {runner.param_schedulers}')
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