78 lines
2.2 KiB
Python
78 lines
2.2 KiB
Python
|
# Copyright The PyTorch Lightning team.
|
||
|
#
|
||
|
# Licensed under the Apache License, Version 2.0 (the "License");
|
||
|
# you may not use this file except in compliance with the License.
|
||
|
# You may obtain a copy of the License at
|
||
|
#
|
||
|
# http://www.apache.org/licenses/LICENSE-2.0
|
||
|
#
|
||
|
# Unless required by applicable law or agreed to in writing, software
|
||
|
# distributed under the License is distributed on an "AS IS" BASIS,
|
||
|
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||
|
# See the License for the specific language governing permissions and
|
||
|
# limitations under the License.
|
||
|
"""Enumerated utilities"""
|
||
|
from enum import Enum
|
||
|
from typing import Union
|
||
|
|
||
|
|
||
|
class LightningEnum(str, Enum):
|
||
|
""" Type of any enumerator with allowed comparison to string invariant to cases. """
|
||
|
|
||
|
@classmethod
|
||
|
def from_str(cls, value: str) -> 'LightningEnum':
|
||
|
statuses = [status for status in dir(cls) if not status.startswith('_')]
|
||
|
for st in statuses:
|
||
|
if st.lower() == value.lower():
|
||
|
return getattr(cls, st)
|
||
|
return None
|
||
|
|
||
|
def __eq__(self, other: Union[str, Enum]) -> bool:
|
||
|
other = other.value if isinstance(other, Enum) else str(other)
|
||
|
return self.value.lower() == other.lower()
|
||
|
|
||
|
|
||
|
class AMPType(LightningEnum):
|
||
|
"""Type of Automatic Mixed Precission used for training.
|
||
|
|
||
|
>>> # you can math the type with string
|
||
|
>>> AMPType.APEX == 'apex'
|
||
|
True
|
||
|
"""
|
||
|
APEX = 'apex'
|
||
|
NATIVE = 'native'
|
||
|
|
||
|
|
||
|
class DistributedType(LightningEnum):
|
||
|
""" Define type of ditributed computing.
|
||
|
|
||
|
>>> # you can math the type with string
|
||
|
>>> DistributedType.DDP == 'ddp'
|
||
|
True
|
||
|
>>> # which is case invariant
|
||
|
>>> DistributedType.DDP2 == 'DDP2'
|
||
|
True
|
||
|
"""
|
||
|
DP = 'dp'
|
||
|
DDP = 'ddp'
|
||
|
DDP2 = 'ddp2'
|
||
|
DDP_SPAWN = 'ddp_spawn'
|
||
|
HOROVOD = 'horovod'
|
||
|
|
||
|
|
||
|
class DeviceType(LightningEnum):
|
||
|
""" Define Device type byt its nature - acceleatrors.
|
||
|
|
||
|
>>> DeviceType.CPU == DeviceType.from_str('cpu')
|
||
|
True
|
||
|
>>> # you can math the type with string
|
||
|
>>> DeviceType.GPU == 'GPU'
|
||
|
True
|
||
|
>>> # which is case invariant
|
||
|
>>> DeviceType.TPU == 'tpu'
|
||
|
True
|
||
|
"""
|
||
|
CPU = 'CPU'
|
||
|
GPU = 'GPU'
|
||
|
TPU = 'TPU'
|