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964d631c
编写于
7月 31, 2018
作者:
C
chenweihang
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feat: add unittest of memory usage
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python/paddle/fluid/tests/unittests/test_memory_usage.py
python/paddle/fluid/tests/unittests/test_memory_usage.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
paddle
import
paddle.fluid
as
fluid
import
contextlib
import
unittest
def
train_simulator
(
use_cuda
,
test_batch_size
=
10
):
if
test_batch_size
<=
0
:
raise
ValueError
(
"batch_size should be a positive integeral value, "
"but got batch_size={}"
.
format
(
test_batch_size
))
x
=
fluid
.
layers
.
data
(
name
=
'x'
,
shape
=
[
13
],
dtype
=
'float32'
)
y_predict
=
fluid
.
layers
.
fc
(
input
=
x
,
size
=
1
,
act
=
None
)
y
=
fluid
.
layers
.
data
(
name
=
'y'
,
shape
=
[
1
],
dtype
=
'float32'
)
cost
=
fluid
.
layers
.
square_error_cost
(
input
=
y_predict
,
label
=
y
)
avg_cost
=
fluid
.
layers
.
mean
(
cost
)
sgd_optimizer
=
fluid
.
optimizer
.
SGD
(
learning_rate
=
0.001
)
sgd_optimizer
.
minimize
(
avg_cost
)
train_reader
=
paddle
.
batch
(
paddle
.
reader
.
shuffle
(
paddle
.
dataset
.
uci_housing
.
train
(),
buf_size
=
500
),
batch_size
=
test_batch_size
)
place
=
fluid
.
CUDAPlace
(
0
)
if
use_cuda
else
fluid
.
CPUPlace
()
exe
=
fluid
.
Executor
(
place
)
lower_usage
,
upper_usage
,
unit
=
fluid
.
contrib
.
memory_usage
(
fluid
.
default_main_program
(),
batch_size
=
test_batch_size
)
print
(
"memory usage is about %.3f - %.3f %s"
%
(
lower_usage
,
upper_usage
,
unit
))
class
TestMemoryUsage
(
unittest
.
TestCase
):
def
test_cpu
(
self
):
with
self
.
program_scope_guard
():
train_simulator
(
use_cuda
=
False
)
def
test_cpu_with_unit_KB
(
self
):
with
self
.
program_scope_guard
():
train_simulator
(
use_cuda
=
False
,
test_batch_size
=
1000
)
def
test_cpu_with_unit_MB
(
self
):
with
self
.
program_scope_guard
():
train_simulator
(
use_cuda
=
False
,
test_batch_size
=
100000
)
def
test_cuda
(
self
):
with
self
.
program_scope_guard
():
train_simulator
(
use_cuda
=
True
)
@
contextlib
.
contextmanager
def
program_scope_guard
(
self
):
prog
=
fluid
.
Program
()
startup_prog
=
fluid
.
Program
()
scope
=
fluid
.
core
.
Scope
()
with
fluid
.
scope_guard
(
scope
):
with
fluid
.
program_guard
(
prog
,
startup_prog
):
yield
if
__name__
==
'__main__'
:
unittest
.
main
()
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