| """ | 
 | :mod:`torch.optim` is a package implementing various optimization algorithms. | 
 |  | 
 | Most commonly used methods are already supported, and the interface is general | 
 | enough, so that more sophisticated ones can also be easily integrated in the | 
 | future. | 
 | """ | 
 |  | 
 | from .adadelta import Adadelta | 
 | from .adagrad import Adagrad | 
 | from .adam import Adam | 
 | from .adamw import AdamW | 
 | from .sparse_adam import SparseAdam | 
 | from .adamax import Adamax | 
 | from .asgd import ASGD | 
 | from .sgd import SGD | 
 | from .radam import RAdam | 
 | from .rprop import Rprop | 
 | from .rmsprop import RMSprop | 
 | from .optimizer import Optimizer | 
 | from .nadam import NAdam | 
 | from .lbfgs import LBFGS | 
 | from . import lr_scheduler | 
 | from . import swa_utils | 
 |  | 
 | del adadelta | 
 | del adagrad | 
 | del adam | 
 | del adamw | 
 | del sparse_adam | 
 | del adamax | 
 | del asgd | 
 | del sgd | 
 | del radam | 
 | del rprop | 
 | del rmsprop | 
 | del optimizer | 
 | del nadam | 
 | del lbfgs |