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mindspore/tests/ut/python/optimizer/test_recompute.py

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# Copyright 2021 Huawei Technologies Co., Ltd
#
# 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.
# ============================================================================
import mindspore.context as context
import mindspore.nn as nn
context.set_context(mode=context.GRAPH_MODE)
recompute_prefix = 'recompute_'
class Net(nn.Cell):
def __init__(self):
super(Net, self).__init__()
self.pool = nn.MaxPool2d(kernel_size=2, stride=2)
def construct(self, input_x):
output = self.pool(input_x)
return output
def test_set_recompute_true():
net = Net()
net.pool.recompute()
assert net.pool.get_scope() == recompute_prefix
def test_set_recompute_false():
net = Net()
net.pool.recompute(False)
assert net.pool.get_scope() is None
def test_set_recompute_true_twice():
net = Net()
net.pool.recompute()
net.pool.recompute()
assert net.pool.get_scope() == recompute_prefix
def test_set_recompute_false_twice():
net = Net()
net.pool.recompute(False)
net.pool.recompute(False)
assert net.pool.get_scope() is None
def test_reset_recompute1():
net = Net()
net.pool.recompute(True)
net.pool.recompute(False)
assert net.pool.get_scope() == ""
def test_reset_recompute2():
net = Net()
net.pool.recompute(False)
net.pool.recompute(True)
assert net.pool.get_scope() == recompute_prefix
def test_set_scope_and_set_recompute_repeatedly():
net = Net()
net.pool.recompute(True)
assert net.pool.get_scope() == recompute_prefix
net.pool.recompute(False)
assert net.pool.get_scope() == ""
net.pool.recompute(True)
assert net.pool.get_scope() == recompute_prefix
net.pool.recompute(False)
assert net.pool.get_scope() == ""