wehub-resource-sync
60 lines
2.0 KiB
Python
60 lines
2.0 KiB
Python
# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
|
|
#
|
|
# 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 unittest
|
|
|
|
from test_case_base import (
|
|
TestCaseBase,
|
|
test_instruction_translator_cache_context,
|
|
)
|
|
|
|
import paddle
|
|
from paddle.vision.models.resnet import resnet18
|
|
|
|
|
|
def resnet_call(x: paddle.Tensor, net: paddle.nn.Layer):
|
|
return net(x)
|
|
|
|
|
|
class TestResNet(TestCaseBase):
|
|
def test_resnet_eval(self):
|
|
x = paddle.rand((10, 3, 224, 224))
|
|
net = resnet18(pretrained=False)
|
|
net.eval()
|
|
with test_instruction_translator_cache_context() as ctx:
|
|
self.assert_results(resnet_call, x, net)
|
|
self.assertEqual(ctx.translate_count, 1)
|
|
self.assert_results(resnet_call, x, net) # cache hit
|
|
self.assertEqual(ctx.translate_count, 1)
|
|
net.train()
|
|
self.assert_results(resnet_call, x, net) # cache miss
|
|
self.assertEqual(ctx.translate_count, 2)
|
|
|
|
def test_resnet_train(self):
|
|
x = paddle.rand((10, 3, 224, 224))
|
|
net = resnet18(pretrained=False)
|
|
net.train()
|
|
with test_instruction_translator_cache_context() as ctx:
|
|
self.assert_results(resnet_call, x, net)
|
|
self.assertEqual(ctx.translate_count, 1)
|
|
self.assert_results(resnet_call, x, net) # cache hit
|
|
self.assertEqual(ctx.translate_count, 1)
|
|
net.eval()
|
|
self.assert_results(resnet_call, x, net) # cache miss
|
|
self.assertEqual(ctx.translate_count, 2)
|
|
|
|
|
|
if __name__ == "__main__":
|
|
unittest.main()
|