This commit is contained in:
Nicola Demo
2024-08-05 17:34:34 +02:00
parent 686b557144
commit 5245a0b68c
19 changed files with 483 additions and 173 deletions

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""" Module for PINA Torch Optimizer """
import torch
try:
from torch.optim.lr_scheduler import LRScheduler # torch >= 2.0
except ImportError:
from torch.optim.lr_scheduler import (
_LRScheduler as LRScheduler,
) # torch < 2.0
from ..utils import check_consistency
from .optimizer_interface import Optimizer
from .scheduler_interface import Scheduler
class TorchScheduler(Scheduler):
def __init__(self, scheduler_class, **kwargs):
check_consistency(scheduler_class, LRScheduler, subclass=True)
self.scheduler_class = scheduler_class
self.kwargs = kwargs
def hook(self, optimizer):
check_consistency(optimizer, Optimizer)
self.scheduler_instance = self.scheduler_class(
optimizer.optimizer_instance, **self.kwargs
)