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# Copyright (c) 2022 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 paddlers
from rs_models.test_model import TestModel
__all__ = ['TestFarSegModel', 'TestFactSegModel']
class TestSegModel(TestModel):
DEFAULT_HW = (512, 512)
def check_output(self, output, target):
self.assertIsInstance(output, list)
self.check_output_equal(len(output), len(target))
for o, t in zip(output, target):
if isinstance(o, list):
self.check_output(o, t)
else:
o = o.numpy()
self.check_output_equal(o.shape, t.shape)
def set_inputs(self):
def _gen_data(specs):
for spec in specs:
c = spec.get('in_channels', 3)
yield self.get_randn_tensor(c)
self.inputs = _gen_data(self.specs)
def set_targets(self):
def _gen_data(specs):
for spec in specs:
c = spec.get('num_classes', 2)
yield [self.get_zeros_array(c)]
self.targets = _gen_data(self.specs)
class TestFarSegModel(TestSegModel):
MODEL_CLASS = paddlers.rs_models.seg.FarSeg
def set_specs(self):
base_spec = dict(in_channels=3, num_classes=2)
self.specs = [
base_spec,
dict(in_channels=6, num_classes=10),
dict(**base_spec,
backbone='resnet18',
backbone_pretrained=False),
dict(**base_spec,
fpn_out_channels=128,
fsr_out_channels=64,
decoder_out_channels=32),
dict(**base_spec, scale_aware_proj=False)
] # yapf: disable
def set_targets(self):
self.targets = [[self.get_zeros_array(2)], [self.get_zeros_array(10)],
[self.get_zeros_array(2)], [self.get_zeros_array(2)],
[self.get_zeros_array(2)]]
class TestFactSegModel(TestSegModel):
MODEL_CLASS = paddlers.rs_models.seg.FactSeg
def set_specs(self):
base_spec = dict(in_channels=3, num_classes=2)
self.specs = [
base_spec,
dict(in_channels=6, num_classes=10),
dict(**base_spec,
backbone='resnet50',
backbone_pretrained=False)
] # yapf: disable
def set_targets(self):
self.targets = [[self.get_zeros_array(2)], [self.get_zeros_array(10)],
[self.get_zeros_array(2)]]