autodl-projects/lib/layers/super_module.py
2021-03-18 18:32:26 +08:00

43 lines
1.1 KiB
Python

#####################################################
# Copyright (c) Xuanyi Dong [GitHub D-X-Y], 2021.01 #
#####################################################
import abc
import torch.nn as nn
from enum import Enum
class SuperRunMode(Enum):
"""This class defines the enumerations for Super Model Running Mode."""
FullModel = "fullmodel"
Default = "fullmodel"
class SuperModule(abc.ABCMeta, nn.Module):
"""This class equips the nn.Module class with the ability to apply AutoDL."""
def __init__(self):
super(SuperModule, self).__init__()
self._super_run_type = SuperRunMode.default
@abc.abstractmethod
def abstract_search_space(self):
raise NotImplementedError
@property
def super_run_type(self):
return self._super_run_type
@abc.abstractmethod
def forward_raw(self, *inputs):
raise NotImplementedError
def forward(self, *inputs):
if self.super_run_type == SuperRunMode.FullModel:
return self.forward_raw(*inputs)
else:
raise ModeError(
"Unknown Super Model Run Mode: {:}".format(self.super_run_type)
)