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74f7aff3
编写于
2月 11, 2018
作者:
C
chengduoZH
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add unit test
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python/paddle/v2/fluid/tests/object_detection/test_prior_boxes.py
...addle/v2/fluid/tests/object_detection/test_prior_boxes.py
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python/paddle/v2/fluid/tests/object_detection/test_prior_boxes.py
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# Copyright (c) 2018 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.
from
__future__
import
print_function
import
numpy
as
np
import
paddle.v2.fluid
as
fluid
import
paddle.v2.fluid.layers.detection
as
detection
import
paddle.v2.fluid.core
as
core
import
unittest
def
prior_box_output
(
data_shape
):
images
=
fluid
.
layers
.
data
(
name
=
'pixel'
,
shape
=
data_shape
,
dtype
=
'float32'
)
conv1
=
fluid
.
layers
.
conv2d
(
input
=
images
,
num_filters
=
3
,
filter_size
=
3
,
stride
=
2
,
use_cudnn
=
False
)
conv2
=
fluid
.
layers
.
conv2d
(
input
=
conv1
,
num_filters
=
3
,
filter_size
=
3
,
stride
=
2
,
use_cudnn
=
False
)
conv3
=
fluid
.
layers
.
conv2d
(
input
=
conv2
,
num_filters
=
3
,
filter_size
=
3
,
stride
=
2
,
use_cudnn
=
False
)
conv4
=
fluid
.
layers
.
conv2d
(
input
=
conv3
,
num_filters
=
3
,
filter_size
=
3
,
stride
=
2
,
use_cudnn
=
False
)
conv5
=
fluid
.
layers
.
conv2d
(
input
=
conv4
,
num_filters
=
3
,
filter_size
=
3
,
stride
=
2
,
use_cudnn
=
False
)
box
,
var
=
detection
.
prior_boxes
(
inputs
=
[
conv1
,
conv2
,
conv3
,
conv4
,
conv5
,
conv5
],
image
=
images
,
min_ratio
=
20
,
max_ratio
=
90
,
# steps=[8, 16, 32, 64, 100, 300],
aspect_ratios
=
[[
2.
],
[
2.
,
3.
],
[
2.
,
3.
],
[
2.
,
3.
],
[
2.
],
[
2.
]],
base_size
=
300
,
offset
=
0.5
,
flip
=
True
,
clip
=
True
)
return
box
,
var
def
main
(
use_cuda
):
if
use_cuda
:
# prior_box only support CPU.
return
box
,
var
=
prior_box_output
(
data_shape
=
[
3
,
224
,
224
])
place
=
fluid
.
CUDAPlace
(
0
)
if
use_cuda
else
fluid
.
CPUPlace
()
exe
=
fluid
.
Executor
(
place
)
exe
.
run
(
fluid
.
default_startup_program
())
batch
=
[
128
]
for
i
in
range
(
1
):
# print("iteration : %d" % i)
x
=
np
.
random
.
random
(
batch
+
data_shape
).
astype
(
"float32"
)
tensor_x
=
core
.
LoDTensor
()
tensor_x
.
set
(
x
,
place
)
box
,
var
=
exe
.
run
(
fluid
.
default_main_program
(),
feed
=
{
'pixel'
:
tensor_x
},
fetch_list
=
[
box
,
var
])
box_arr
=
np
.
array
(
box
)
var_arr
=
np
.
array
(
var
)
assert
box_arr
.
shape
[
1
]
==
4
assert
var_arr
.
shape
[
1
]
==
4
assert
box_arr
.
shape
[
0
]
==
var_arr
.
shape
[
0
]
class
TestFitALine
(
unittest
.
TestCase
):
def
test_cpu
(
self
):
with
self
.
program_scope_guard
():
main
(
use_cuda
=
False
)
def
test_cuda
(
self
):
with
self
.
program_scope_guard
():
main
(
use_cuda
=
True
)
if
__name__
==
'__main__'
:
unittest
.
main
()
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