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3694fd5c
编写于
7月 19, 2018
作者:
T
Tao Luo
提交者:
GitHub
7月 19, 2018
浏览文件
操作
浏览文件
下载
差异文件
Merge pull request #12109 from emailweixu/cpu_only
Fixed unittests for WITH_GPU=OFF and WITH_DISTRIBUTE=OFF build
上级
a8f09314
264e8305
变更
20
显示空白变更内容
内联
并排
Showing
20 changed file
with
111 addition
and
27 deletion
+111
-27
paddle/fluid/inference/analysis/CMakeLists.txt
paddle/fluid/inference/analysis/CMakeLists.txt
+5
-1
paddle/fluid/pybind/pybind.cc
paddle/fluid/pybind/pybind.cc
+5
-9
paddle/fluid/pybind/recordio.cc
paddle/fluid/pybind/recordio.cc
+11
-1
python/paddle/dataset/mnist.py
python/paddle/dataset/mnist.py
+8
-2
python/paddle/fluid/tests/book/high-level-api/recognize_digits/test_recognize_digits_conv.py
...-level-api/recognize_digits/test_recognize_digits_conv.py
+2
-1
python/paddle/fluid/tests/book/test_recognize_digits.py
python/paddle/fluid/tests/book/test_recognize_digits.py
+3
-0
python/paddle/fluid/tests/book/test_word2vec.py
python/paddle/fluid/tests/book/test_word2vec.py
+1
-1
python/paddle/fluid/tests/unittests/CMakeLists.txt
python/paddle/fluid/tests/unittests/CMakeLists.txt
+11
-4
python/paddle/fluid/tests/unittests/test_beam_search_decode_op.py
...addle/fluid/tests/unittests/test_beam_search_decode_op.py
+2
-0
python/paddle/fluid/tests/unittests/test_conv2d_transpose_op.py
.../paddle/fluid/tests/unittests/test_conv2d_transpose_op.py
+8
-0
python/paddle/fluid/tests/unittests/test_conv3d_transpose_op.py
.../paddle/fluid/tests/unittests/test_conv3d_transpose_op.py
+8
-0
python/paddle/fluid/tests/unittests/test_parallel_executor_fetch_feed.py
...luid/tests/unittests/test_parallel_executor_fetch_feed.py
+5
-2
python/paddle/fluid/tests/unittests/test_parallel_executor_mnist.py
...dle/fluid/tests/unittests/test_parallel_executor_mnist.py
+7
-0
python/paddle/fluid/tests/unittests/test_parallel_executor_seresnext.py
...fluid/tests/unittests/test_parallel_executor_seresnext.py
+4
-0
python/paddle/fluid/tests/unittests/test_parallel_executor_test_while_train.py
...ests/unittests/test_parallel_executor_test_while_train.py
+7
-4
python/paddle/fluid/tests/unittests/test_print_op.py
python/paddle/fluid/tests/unittests/test_print_op.py
+2
-0
python/paddle/fluid/tests/unittests/test_profiler.py
python/paddle/fluid/tests/unittests/test_profiler.py
+6
-0
python/paddle/fluid/tests/unittests/test_sequence_softmax_op.py
.../paddle/fluid/tests/unittests/test_sequence_softmax_op.py
+2
-0
python/paddle/fluid/tests/unittests/test_softmax_op.py
python/paddle/fluid/tests/unittests/test_softmax_op.py
+6
-0
python/paddle/v2/dataset/mnist.py
python/paddle/v2/dataset/mnist.py
+8
-2
未找到文件。
paddle/fluid/inference/analysis/CMakeLists.txt
浏览文件 @
3694fd5c
...
...
@@ -19,10 +19,14 @@ function (inference_analysis_test TARGET)
set
(
multiValueArgs SRCS
)
cmake_parse_arguments
(
analysis_test
"
${
options
}
"
"
${
oneValueArgs
}
"
"
${
multiValueArgs
}
"
${
ARGN
}
)
set
(
mem_opt
""
)
if
(
WITH_GPU
)
set
(
mem_opt
"--fraction_of_gpu_memory_to_use=0.5"
)
endif
()
cc_test
(
${
TARGET
}
SRCS
"
${
analysis_test_SRCS
}
"
DEPS analysis
ARGS --inference_model_dir=
${
PYTHON_TESTS_DIR
}
/book/word2vec.inference.model
--fraction_of_gpu_memory_to_use=0.5
)
ARGS --inference_model_dir=
${
PYTHON_TESTS_DIR
}
/book/word2vec.inference.model
${
mem_opt
}
)
set_tests_properties
(
${
TARGET
}
PROPERTIES DEPENDS test_word2vec
)
endif
(
WITH_TESTING
)
endfunction
(
inference_analysis_test
)
...
...
paddle/fluid/pybind/pybind.cc
浏览文件 @
3694fd5c
...
...
@@ -248,15 +248,11 @@ PYBIND11_PLUGIN(core) {
#endif
})
.
def
(
"rows"
,
[](
SelectedRows
&
self
)
{
#ifndef PADDLE_WITH_CUDA
return
self
.
rows
();
#else
auto
rows
=
self
.
rows
();
std
::
vector
<
int64_t
>
new_rows
;
new_rows
.
reserve
(
rows
.
size
());
std
::
copy
(
rows
.
begin
(),
rows
.
end
(),
std
::
back_inserter
(
new_rows
));
return
new_rows
;
#endif
});
py
::
class_
<
Variable
>
(
m
,
"Variable"
,
R"DOC(Variable Class.
...
...
paddle/fluid/pybind/recordio.cc
浏览文件 @
3694fd5c
...
...
@@ -30,7 +30,9 @@ class RecordIOWriter {
public:
RecordIOWriter
(
const
std
::
string
&
filename
,
recordio
::
Compressor
compressor
,
size_t
max_num_record
)
:
stream_
(
filename
),
writer_
(
&
stream_
,
compressor
,
max_num_record
)
{}
:
closed_
(
false
),
stream_
(
filename
),
writer_
(
&
stream_
,
compressor
,
max_num_record
)
{}
void
AppendTensor
(
const
framework
::
LoDTensor
&
tensor
)
{
tensors_
.
push_back
(
tensor
);
...
...
@@ -47,9 +49,17 @@ class RecordIOWriter {
PADDLE_ENFORCE
(
tensors_
.
empty
());
writer_
.
Flush
();
stream_
.
close
();
closed_
=
true
;
}
~
RecordIOWriter
()
{
if
(
!
closed_
)
{
Close
();
}
}
private:
bool
closed_
;
std
::
vector
<
framework
::
LoDTensor
>
tensors_
;
std
::
ofstream
stream_
;
recordio
::
Writer
writer_
;
...
...
python/paddle/dataset/mnist.py
浏览文件 @
3694fd5c
...
...
@@ -68,8 +68,14 @@ def reader_creator(image_filename, label_filename, buffer_size):
for
i
in
xrange
(
buffer_size
):
yield
images
[
i
,
:],
int
(
labels
[
i
])
finally
:
try
:
m
.
terminate
()
except
:
pass
try
:
l
.
terminate
()
except
:
pass
return
reader
...
...
python/paddle/fluid/tests/book/high-level-api/recognize_digits/test_recognize_digits_conv.py
浏览文件 @
3694fd5c
...
...
@@ -14,6 +14,7 @@
from
__future__
import
print_function
import
argparse
import
paddle.fluid
as
fluid
import
paddle.fluid.core
as
core
import
paddle
import
sys
import
numpy
...
...
@@ -134,4 +135,4 @@ def main(use_cuda):
if
__name__
==
'__main__'
:
# for use_cuda in (False, True):
main
(
use_cuda
=
True
)
main
(
use_cuda
=
core
.
is_compiled_with_cuda
()
)
python/paddle/fluid/tests/book/test_recognize_digits.py
浏览文件 @
3694fd5c
...
...
@@ -13,6 +13,7 @@
# limitations under the License.
from
__future__
import
print_function
import
paddle.fluid.core
as
core
import
math
import
os
import
sys
...
...
@@ -257,6 +258,8 @@ def inject_test_method(use_cuda, parallel, nn_type, combine):
def
inject_all_tests
():
for
use_cuda
in
(
False
,
True
):
if
use_cuda
and
not
core
.
is_compiled_with_cuda
():
continue
for
parallel
in
(
False
,
True
):
for
nn_type
in
(
'mlp'
,
'conv'
):
inject_test_method
(
use_cuda
,
parallel
,
nn_type
,
True
)
...
...
python/paddle/fluid/tests/book/test_word2vec.py
浏览文件 @
3694fd5c
...
...
@@ -245,7 +245,7 @@ def inject_test_method(use_cuda, is_sparse, is_parallel):
is_sparse
=
is_sparse
,
is_parallel
=
is_parallel
)
if
use_cuda
and
is_sparse
:
if
(
not
fluid
.
core
.
is_compiled_with_cuda
()
or
use_cuda
)
and
is_sparse
:
fn
=
__impl__
else
:
# skip the other test when on CI server
...
...
python/paddle/fluid/tests/unittests/CMakeLists.txt
浏览文件 @
3694fd5c
...
...
@@ -12,6 +12,11 @@ endif(NOT WITH_MKLDNN)
if
(
NOT WITH_DISTRIBUTE
)
list
(
REMOVE_ITEM TEST_OPS test_recv_op
)
list
(
REMOVE_ITEM TEST_OPS test_dist_transpiler
)
list
(
REMOVE_ITEM TEST_OPS test_simple_dist_transpiler
)
list
(
REMOVE_ITEM TEST_OPS test_listen_and_serv_op
)
LIST
(
REMOVE_ITEM TEST_OPS test_dist_mnist
)
LIST
(
REMOVE_ITEM TEST_OPS test_dist_word2vec
)
endif
(
NOT WITH_DISTRIBUTE
)
list
(
REMOVE_ITEM TEST_OPS test_seq_concat_op
)
# FIXME(helin): https://github.com/PaddlePaddle/Paddle/issues/8290
...
...
@@ -47,9 +52,11 @@ foreach(TEST_OP ${TEST_OPS})
py_test_modules
(
${
TEST_OP
}
MODULES
${
TEST_OP
}
)
endforeach
(
TEST_OP
)
py_test_modules
(
test_warpctc_op MODULES test_warpctc_op ENVS FLAGS_warpctc_dir=
${
WARPCTC_LIB_DIR
}
SERIAL
)
py_test_modules
(
test_dist_train MODULES test_dist_train SERIAL
)
if
(
WITH_DISTRIBUTE
)
py_test_modules
(
test_dist_train MODULES test_dist_train SERIAL
)
set_tests_properties
(
test_listen_and_serv_op PROPERTIES TIMEOUT 20
)
set_tests_properties
(
test_dist_mnist PROPERTIES TIMEOUT 180
)
set_tests_properties
(
test_dist_word2vec PROPERTIES TIMEOUT 180
)
endif
()
py_test_modules
(
test_parallel_executor_crf MODULES test_parallel_executor_crf SERIAL
)
py_test_modules
(
test_parallel_executor_fetch_feed MODULES test_parallel_executor_fetch_feed SERIAL
)
set_tests_properties
(
test_listen_and_serv_op PROPERTIES TIMEOUT 20
)
set_tests_properties
(
test_dist_mnist PROPERTIES TIMEOUT 180
)
set_tests_properties
(
test_dist_word2vec PROPERTIES TIMEOUT 180
)
python/paddle/fluid/tests/unittests/test_beam_search_decode_op.py
浏览文件 @
3694fd5c
...
...
@@ -100,6 +100,8 @@ class TestBeamSearchDecodeOp(unittest.TestCase):
np
.
array_equal
(
np
.
array
(
sentence_scores
),
expected_data
))
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestBeamSearchDecodeOpGPU
(
TestBeamSearchDecodeOp
):
def
setUp
(
self
):
self
.
scope
=
core
.
Scope
()
...
...
python/paddle/fluid/tests/unittests/test_conv2d_transpose_op.py
浏览文件 @
3694fd5c
...
...
@@ -191,12 +191,16 @@ class TestWithDilation(TestConv2dTransposeOp):
# ------------ test_cudnn ------------
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestCUDNN
(
TestConv2dTransposeOp
):
def
init_op_type
(
self
):
self
.
use_cudnn
=
True
self
.
op_type
=
"conv2d_transpose"
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestCUDNNWithPad
(
TestWithPad
):
def
init_test_case
(
self
):
self
.
pad
=
[
1
,
1
]
...
...
@@ -212,6 +216,8 @@ class TestCUDNNWithPad(TestWithPad):
self
.
op_type
=
"conv2d_transpose"
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestCUDNNWithStride
(
TestWithStride
):
def
init_test_case
(
self
):
self
.
pad
=
[
1
,
1
]
...
...
@@ -227,6 +233,8 @@ class TestCUDNNWithStride(TestWithStride):
self
.
op_type
=
"conv2d_transpose"
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestCUDNNWithGroups
(
TestWithGroups
):
def
init_test_case
(
self
):
self
.
pad
=
[
1
,
1
]
...
...
python/paddle/fluid/tests/unittests/test_conv3d_transpose_op.py
浏览文件 @
3694fd5c
...
...
@@ -197,12 +197,16 @@ class TestWithDilation(TestConv3dTransposeOp):
# ------------ test_cudnn ------------
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestCUDNN
(
TestConv3dTransposeOp
):
def
init_op_type
(
self
):
self
.
use_cudnn
=
True
self
.
op_type
=
"conv3d_transpose"
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestCUDNNWithPad
(
TestWithPad
):
def
init_test_case
(
self
):
self
.
pad
=
[
1
,
1
,
1
]
...
...
@@ -218,6 +222,8 @@ class TestCUDNNWithPad(TestWithPad):
self
.
op_type
=
"conv3d_transpose"
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestCUDNNWithStride
(
TestWithStride
):
def
init_test_case
(
self
):
self
.
pad
=
[
1
,
1
,
1
]
...
...
@@ -233,6 +239,8 @@ class TestCUDNNWithStride(TestWithStride):
self
.
op_type
=
"conv3d_transpose"
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestCUDNNWithGroups
(
TestWithGroups
):
def
init_test_case
(
self
):
self
.
pad
=
[
1
,
1
,
1
]
...
...
python/paddle/fluid/tests/unittests/test_parallel_executor_fetch_feed.py
浏览文件 @
3694fd5c
...
...
@@ -15,6 +15,7 @@
import
paddle.dataset.flowers
as
flowers
import
math
import
paddle.fluid
as
fluid
import
paddle.fluid.core
as
core
import
unittest
import
numpy
as
np
import
paddle
...
...
@@ -92,6 +93,7 @@ class TestFetchOp(unittest.TestCase):
train_inputs
.
append
(
tst_reader_iter
.
next
())
os
.
environ
[
'CPU_NUM'
]
=
str
(
4
)
if
core
.
is_compiled_with_cuda
():
self
.
parallel_exe
(
train_inputs
,
seed
=
1
,
use_cuda
=
True
)
self
.
parallel_exe
(
train_inputs
,
seed
=
1
,
use_cuda
=
False
)
...
...
@@ -137,6 +139,7 @@ class TestFeedParallel(unittest.TestCase):
def
test_feed_op
(
self
):
os
.
environ
[
'CPU_NUM'
]
=
str
(
4
)
if
core
.
is_compiled_with_cuda
():
self
.
parallel_exe
(
use_cuda
=
True
,
seed
=
1
)
self
.
parallel_exe
(
use_cuda
=
False
,
seed
=
1
)
...
...
python/paddle/fluid/tests/unittests/test_parallel_executor_mnist.py
浏览文件 @
3694fd5c
...
...
@@ -14,6 +14,7 @@
from
parallel_executor_test_base
import
TestParallelExecutorBase
import
paddle.fluid
as
fluid
import
paddle.fluid.core
as
core
import
numpy
as
np
import
paddle
import
paddle.dataset.mnist
as
mnist
...
...
@@ -102,6 +103,8 @@ class TestMNIST(TestParallelExecutorBase):
MNIST_RECORDIO_FILE
,
reader
,
feeder
)
def
check_simple_fc_convergence
(
self
,
use_cuda
,
use_reduce
=
False
):
if
use_cuda
and
not
core
.
is_compiled_with_cuda
():
return
self
.
check_network_convergence
(
simple_fc_net
,
use_cuda
=
use_cuda
)
self
.
check_network_convergence
(
simple_fc_net
,
use_cuda
=
use_cuda
,
allow_op_delay
=
True
)
...
...
@@ -126,6 +129,8 @@ class TestMNIST(TestParallelExecutorBase):
self
.
check_simple_fc_convergence
(
False
,
True
)
def
check_simple_fc_parallel_accuracy
(
self
,
use_cuda
,
use_reduce
=
False
):
if
use_cuda
and
not
core
.
is_compiled_with_cuda
():
return
img
=
np
.
zeros
(
shape
=
[
32
,
784
],
dtype
=
'float32'
)
label
=
np
.
ones
(
shape
=
[
32
,
1
],
dtype
=
'int64'
)
single_first_loss
,
single_last_loss
=
self
.
check_network_convergence
(
...
...
@@ -159,6 +164,8 @@ class TestMNIST(TestParallelExecutorBase):
self
.
check_simple_fc_parallel_accuracy
(
False
,
True
)
def
check_batchnorm_fc_convergence
(
self
,
use_cuda
,
use_reduce
=
False
):
if
use_cuda
and
not
core
.
is_compiled_with_cuda
():
return
self
.
check_network_convergence
(
fc_with_batchnorm
,
use_cuda
=
use_cuda
)
img
=
np
.
zeros
(
shape
=
[
32
,
784
],
dtype
=
'float32'
)
label
=
np
.
ones
(
shape
=
[
32
,
1
],
dtype
=
'int64'
)
...
...
python/paddle/fluid/tests/unittests/test_parallel_executor_seresnext.py
浏览文件 @
3694fd5c
...
...
@@ -16,6 +16,7 @@ import paddle.fluid as fluid
import
paddle.fluid.layers.ops
as
ops
from
paddle.fluid.initializer
import
init_on_cpu
from
paddle.fluid.layers.learning_rate_scheduler
import
_decay_step_counter
import
paddle.fluid.core
as
core
from
parallel_executor_test_base
import
TestParallelExecutorBase
import
unittest
import
math
...
...
@@ -140,6 +141,9 @@ class TestResnet(TestParallelExecutorBase):
use_reduce
=
False
,
iter
=
20
):
if
use_cuda
and
not
core
.
is_compiled_with_cuda
():
return
os
.
environ
[
'CPU_NUM'
]
=
str
(
4
)
def
_cosine_decay
(
learning_rate
,
step_each_epoch
,
epochs
=
120
):
...
...
python/paddle/fluid/tests/unittests/test_parallel_executor_test_while_train.py
浏览文件 @
3694fd5c
...
...
@@ -13,6 +13,7 @@
# limitations under the License.
import
paddle.fluid
as
fluid
import
paddle.fluid.core
as
core
import
numpy
as
np
import
unittest
import
os
...
...
@@ -92,6 +93,7 @@ class ParallelExecutorTestingDuringTraining(unittest.TestCase):
def
test_parallel_testing
(
self
):
build_strategy
=
fluid
.
BuildStrategy
()
build_strategy
.
reduce_strategy
=
fluid
.
BuildStrategy
.
ReduceStrategy
.
AllReduce
if
core
.
is_compiled_with_cuda
():
self
.
check_network_convergence
(
use_cuda
=
True
,
build_strategy
=
build_strategy
)
self
.
check_network_convergence
(
...
...
@@ -100,6 +102,7 @@ class ParallelExecutorTestingDuringTraining(unittest.TestCase):
def
test_parallel_testing_with_new_strategy
(
self
):
build_strategy
=
fluid
.
BuildStrategy
()
build_strategy
.
reduce_strategy
=
fluid
.
BuildStrategy
.
ReduceStrategy
.
Reduce
if
core
.
is_compiled_with_cuda
():
self
.
check_network_convergence
(
use_cuda
=
True
,
build_strategy
=
build_strategy
)
self
.
check_network_convergence
(
...
...
python/paddle/fluid/tests/unittests/test_print_op.py
浏览文件 @
3694fd5c
...
...
@@ -56,6 +56,8 @@ class TestPrintOpCPU(unittest.TestCase):
return_numpy
=
False
)
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestPrintOpGPU
(
TestPrintOpCPU
):
def
setUp
(
self
):
self
.
place
=
core
.
CUDAPlace
(
0
)
...
...
python/paddle/fluid/tests/unittests/test_profiler.py
浏览文件 @
3694fd5c
...
...
@@ -79,12 +79,18 @@ class TestProfiler(unittest.TestCase):
pass_acc_calculator
.
add
(
value
=
acc
,
weight
=
b_size
)
pass_acc
=
pass_acc_calculator
.
eval
()
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"profiler is enabled only with GPU"
)
def
test_cpu_profiler
(
self
):
self
.
net_profiler
(
'CPU'
)
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"profiler is enabled only with GPU"
)
def
test_cuda_profiler
(
self
):
self
.
net_profiler
(
'GPU'
)
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"profiler is enabled only with GPU"
)
def
test_all_profiler
(
self
):
self
.
net_profiler
(
'All'
,
'/tmp/profile_out'
)
with
open
(
'/tmp/profile_out'
,
'r'
)
as
f
:
...
...
python/paddle/fluid/tests/unittests/test_sequence_softmax_op.py
浏览文件 @
3694fd5c
...
...
@@ -61,6 +61,8 @@ class TestSequenceSoftmaxOp(OpTest):
# ----------------cudnn Sequencesoftmax----------------
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestSequenceSoftmaxCUDNNOp
(
TestSequenceSoftmaxOp
):
def
init_op_type
(
self
):
self
.
use_cudnn
=
True
...
...
python/paddle/fluid/tests/unittests/test_softmax_op.py
浏览文件 @
3694fd5c
...
...
@@ -63,11 +63,15 @@ class TestSoftmaxOp(OpTest):
self
.
check_grad
([
"X"
],
"Out"
,
max_relative_error
=
0.01
)
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestSoftmaxCUDNNOp
(
TestSoftmaxOp
):
def
init_kernel_type
(
self
):
self
.
use_cudnn
=
True
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestSoftmaxFP16Op
(
TestSoftmaxOp
):
def
init_kernel_type
(
self
):
self
.
dtype
=
np
.
float16
...
...
@@ -79,6 +83,8 @@ class TestSoftmaxFP16Op(TestSoftmaxOp):
self
.
check_output_with_place
(
place
,
atol
=
1e-3
)
@
unittest
.
skipIf
(
not
core
.
is_compiled_with_cuda
(),
"core is not compiled with CUDA"
)
class
TestSoftmaxFP16CUDNNOp
(
TestSoftmaxOp
):
def
init_kernel_type
(
self
):
self
.
use_cudnn
=
True
...
...
python/paddle/v2/dataset/mnist.py
浏览文件 @
3694fd5c
...
...
@@ -68,8 +68,14 @@ def reader_creator(image_filename, label_filename, buffer_size):
for
i
in
xrange
(
buffer_size
):
yield
images
[
i
,
:],
int
(
labels
[
i
])
finally
:
try
:
m
.
terminate
()
except
:
pass
try
:
l
.
terminate
()
except
:
pass
return
reader
...
...
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