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Python

# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# 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.
from torch import nn
class CachedModule(nn.Module):
def __init__(self, block, select_cache_step_func) -> None:
super().__init__()
self.block = block
self.select_cache_step_func = select_cache_step_func
self.cur_step = 0
self.cached_results = None
self.enabled = True
def __getattr__(self, name):
try:
return super().__getattr__(name)
except AttributeError:
return getattr(self.block, name)
def if_cache(self):
return self.select_cache_step_func(self.cur_step) and self.enabled
def enable_cache(self):
self.enabled = True
def disable_cache(self):
self.enabled = False
self.cur_step = 0
def forward(self, *args, **kwargs):
if not self.if_cache():
self.cached_results = self.block(*args, **kwargs)
if self.enabled:
self.cur_step += 1
return self.cached_results