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a3539845
编写于
8月 13, 2018
作者:
M
minqiyang
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
Polish python code style
上级
e7c7cbaa
变更
11
隐藏空白更改
内联
并排
Showing
11 changed file
with
55 addition
and
43 deletion
+55
-43
python/paddle/dataset/cifar.py
python/paddle/dataset/cifar.py
+7
-3
python/paddle/dataset/movielens.py
python/paddle/dataset/movielens.py
+2
-1
python/paddle/fluid/compat.py
python/paddle/fluid/compat.py
+4
-3
python/paddle/fluid/executor.py
python/paddle/fluid/executor.py
+3
-2
python/paddle/fluid/layers/detection.py
python/paddle/fluid/layers/detection.py
+4
-6
python/paddle/fluid/tests/book/high-level-api/image_classification/cifar10_small_test_set.py
...-level-api/image_classification/cifar10_small_test_set.py
+5
-3
python/paddle/fluid/tests/unittests/test_compat.py
python/paddle/fluid/tests/unittests/test_compat.py
+10
-7
python/paddle/fluid/tests/unittests/test_gru_op.py
python/paddle/fluid/tests/unittests/test_gru_op.py
+2
-1
python/paddle/fluid/tests/unittests/test_operator_desc.py
python/paddle/fluid/tests/unittests/test_operator_desc.py
+3
-2
python/paddle/fluid/tests/unittests/test_pool3d_op.py
python/paddle/fluid/tests/unittests/test_pool3d_op.py
+12
-12
python/paddle/fluid/transpiler/memory_optimization_transpiler.py
...paddle/fluid/transpiler/memory_optimization_transpiler.py
+3
-3
未找到文件。
python/paddle/dataset/cifar.py
浏览文件 @
a3539845
...
@@ -47,21 +47,25 @@ CIFAR100_MD5 = 'eb9058c3a382ffc7106e4002c42a8d85'
...
@@ -47,21 +47,25 @@ CIFAR100_MD5 = 'eb9058c3a382ffc7106e4002c42a8d85'
def
reader_creator
(
filename
,
sub_name
,
cycle
=
False
):
def
reader_creator
(
filename
,
sub_name
,
cycle
=
False
):
def
read_batch
(
batch
):
def
read_batch
(
batch
):
data
=
batch
[
six
.
b
(
'data'
)]
data
=
batch
[
six
.
b
(
'data'
)]
labels
=
batch
.
get
(
six
.
b
(
'labels'
),
batch
.
get
(
six
.
b
(
'fine_labels'
),
None
))
labels
=
batch
.
get
(
six
.
b
(
'labels'
),
batch
.
get
(
six
.
b
(
'fine_labels'
),
None
))
assert
labels
is
not
None
assert
labels
is
not
None
for
sample
,
label
in
six
.
moves
.
zip
(
data
,
labels
):
for
sample
,
label
in
six
.
moves
.
zip
(
data
,
labels
):
yield
(
sample
/
255.0
).
astype
(
numpy
.
float32
),
int
(
label
)
yield
(
sample
/
255.0
).
astype
(
numpy
.
float32
),
int
(
label
)
def
reader
():
def
reader
():
with
tarfile
.
open
(
filename
,
mode
=
'r'
)
as
f
:
with
tarfile
.
open
(
filename
,
mode
=
'r'
)
as
f
:
names
=
[
each_item
.
name
for
each_item
in
f
if
sub_name
in
each_item
.
name
]
names
=
[
each_item
.
name
for
each_item
in
f
if
sub_name
in
each_item
.
name
]
while
True
:
while
True
:
for
name
in
names
:
for
name
in
names
:
if
six
.
PY2
:
if
six
.
PY2
:
batch
=
pickle
.
load
(
f
.
extractfile
(
name
))
batch
=
pickle
.
load
(
f
.
extractfile
(
name
))
else
:
else
:
batch
=
pickle
.
load
(
f
.
extractfile
(
name
),
encoding
=
'bytes'
)
batch
=
pickle
.
load
(
f
.
extractfile
(
name
),
encoding
=
'bytes'
)
for
item
in
read_batch
(
batch
):
for
item
in
read_batch
(
batch
):
yield
item
yield
item
if
not
cycle
:
if
not
cycle
:
...
...
python/paddle/dataset/movielens.py
浏览文件 @
a3539845
...
@@ -215,7 +215,8 @@ def max_job_id():
...
@@ -215,7 +215,8 @@ def max_job_id():
Get the maximum value of job id.
Get the maximum value of job id.
"""
"""
__initialize_meta_info__
()
__initialize_meta_info__
()
return
six
.
moves
.
reduce
(
__max_job_id_impl__
,
list
(
USER_INFO
.
values
())).
job_id
return
six
.
moves
.
reduce
(
__max_job_id_impl__
,
list
(
USER_INFO
.
values
())).
job_id
def
movie_categories
():
def
movie_categories
():
...
...
python/paddle/fluid/compat.py
浏览文件 @
a3539845
...
@@ -23,6 +23,7 @@ __all__ = [
...
@@ -23,6 +23,7 @@ __all__ = [
'get_exception_message'
,
'get_exception_message'
,
]
]
# str and bytes related functions
# str and bytes related functions
def
to_literal_str
(
obj
,
encoding
=
'utf-8'
,
inplace
=
False
):
def
to_literal_str
(
obj
,
encoding
=
'utf-8'
,
inplace
=
False
):
"""
"""
...
@@ -181,10 +182,10 @@ def round(x, d=0):
...
@@ -181,10 +182,10 @@ def round(x, d=0):
# The official walkaround of round in Python3 is incorrect
# The official walkaround of round in Python3 is incorrect
# we implement accroding this answer: https://www.techforgeek.info/round_python.html
# we implement accroding this answer: https://www.techforgeek.info/round_python.html
if
x
>
0.0
:
if
x
>
0.0
:
p
=
10
**
d
p
=
10
**
d
return
float
(
math
.
floor
((
x
*
p
)
+
math
.
copysign
(
0.5
,
x
)))
/
p
return
float
(
math
.
floor
((
x
*
p
)
+
math
.
copysign
(
0.5
,
x
)))
/
p
elif
x
<
0.0
:
elif
x
<
0.0
:
p
=
10
**
d
p
=
10
**
d
return
float
(
math
.
ceil
((
x
*
p
)
+
math
.
copysign
(
0.5
,
x
)))
/
p
return
float
(
math
.
ceil
((
x
*
p
)
+
math
.
copysign
(
0.5
,
x
)))
/
p
else
:
else
:
return
math
.
copysign
(
0.0
,
x
)
return
math
.
copysign
(
0.0
,
x
)
...
@@ -208,6 +209,7 @@ def floor_division(x, y):
...
@@ -208,6 +209,7 @@ def floor_division(x, y):
"""
"""
return
x
//
y
return
x
//
y
# exception related functions
# exception related functions
def
get_exception_message
(
exc
):
def
get_exception_message
(
exc
):
"""
"""
...
@@ -225,4 +227,3 @@ def get_exception_message(exc):
...
@@ -225,4 +227,3 @@ def get_exception_message(exc):
return
exc
.
message
return
exc
.
message
else
:
else
:
return
str
(
exc
)
return
str
(
exc
)
python/paddle/fluid/executor.py
浏览文件 @
a3539845
...
@@ -320,8 +320,9 @@ class Executor(object):
...
@@ -320,8 +320,9 @@ class Executor(object):
# append fetch_operators
# append fetch_operators
if
not
has_fetch_operators
(
global_block
,
fetch_list
,
fetch_var_name
):
if
not
has_fetch_operators
(
global_block
,
fetch_list
,
fetch_var_name
):
for
i
,
var
in
enumerate
(
fetch_list
):
for
i
,
var
in
enumerate
(
fetch_list
):
assert
isinstance
(
var
,
Variable
)
or
isinstance
(
var
,
six
.
text_type
),
(
assert
isinstance
(
var
,
Variable
)
or
isinstance
(
"Wrong type for fetch_list[%s]: %s"
%
(
i
,
type
(
var
)))
var
,
six
.
text_type
),
(
"Wrong type for fetch_list[%s]: %s"
%
(
i
,
type
(
var
)))
global_block
.
append_op
(
global_block
.
append_op
(
type
=
'fetch'
,
type
=
'fetch'
,
inputs
=
{
'X'
:
[
var
]},
inputs
=
{
'X'
:
[
var
]},
...
...
python/paddle/fluid/layers/detection.py
浏览文件 @
a3539845
...
@@ -1104,9 +1104,8 @@ def multi_box_head(inputs,
...
@@ -1104,9 +1104,8 @@ def multi_box_head(inputs,
mbox_loc
=
nn
.
transpose
(
mbox_loc
,
perm
=
[
0
,
2
,
3
,
1
])
mbox_loc
=
nn
.
transpose
(
mbox_loc
,
perm
=
[
0
,
2
,
3
,
1
])
new_shape
=
[
new_shape
=
[
mbox_loc
.
shape
[
0
],
mbox_loc
.
shape
[
0
],
mbox_loc
.
shape
[
1
]
*
mbox_loc
.
shape
[
2
]
*
mbox_loc
.
shape
[
1
]
*
mbox_loc
.
shape
[
2
]
*
cpt
.
floor_division
(
mbox_loc
.
shape
[
3
],
4
),
cpt
.
floor_division
(
mbox_loc
.
shape
[
3
],
4
),
4
4
]
]
mbox_loc_flatten
=
nn
.
reshape
(
mbox_loc
,
shape
=
new_shape
)
mbox_loc_flatten
=
nn
.
reshape
(
mbox_loc
,
shape
=
new_shape
)
mbox_locs
.
append
(
mbox_loc_flatten
)
mbox_locs
.
append
(
mbox_loc_flatten
)
...
@@ -1121,9 +1120,8 @@ def multi_box_head(inputs,
...
@@ -1121,9 +1120,8 @@ def multi_box_head(inputs,
stride
=
stride
)
stride
=
stride
)
conf_loc
=
nn
.
transpose
(
conf_loc
,
perm
=
[
0
,
2
,
3
,
1
])
conf_loc
=
nn
.
transpose
(
conf_loc
,
perm
=
[
0
,
2
,
3
,
1
])
new_shape
=
[
new_shape
=
[
conf_loc
.
shape
[
0
],
conf_loc
.
shape
[
0
],
conf_loc
.
shape
[
1
]
*
conf_loc
.
shape
[
2
]
*
conf_loc
.
shape
[
1
]
*
conf_loc
.
shape
[
2
]
*
cpt
.
floor_division
(
conf_loc
.
shape
[
3
],
num_classes
),
cpt
.
floor_division
(
conf_loc
.
shape
[
3
],
num_classes
),
num_classes
num_classes
]
]
conf_loc_flatten
=
nn
.
reshape
(
conf_loc
,
shape
=
new_shape
)
conf_loc_flatten
=
nn
.
reshape
(
conf_loc
,
shape
=
new_shape
)
mbox_confs
.
append
(
conf_loc_flatten
)
mbox_confs
.
append
(
conf_loc_flatten
)
...
...
python/paddle/fluid/tests/book/high-level-api/image_classification/cifar10_small_test_set.py
浏览文件 @
a3539845
...
@@ -45,15 +45,17 @@ CIFAR10_MD5 = 'c58f30108f718f92721af3b95e74349a'
...
@@ -45,15 +45,17 @@ CIFAR10_MD5 = 'c58f30108f718f92721af3b95e74349a'
def
reader_creator
(
filename
,
sub_name
,
batch_size
=
None
):
def
reader_creator
(
filename
,
sub_name
,
batch_size
=
None
):
def
read_batch
(
batch
):
def
read_batch
(
batch
):
data
=
batch
[
six
.
b
(
'data'
)]
data
=
batch
[
six
.
b
(
'data'
)]
labels
=
batch
.
get
(
six
.
b
(
'labels'
),
batch
.
get
(
six
.
b
(
'fine_labels'
),
None
))
labels
=
batch
.
get
(
six
.
b
(
'labels'
),
batch
.
get
(
six
.
b
(
'fine_labels'
),
None
))
assert
labels
is
not
None
assert
labels
is
not
None
for
sample
,
label
in
six
.
moves
.
zip
(
data
,
labels
):
for
sample
,
label
in
six
.
moves
.
zip
(
data
,
labels
):
yield
(
sample
/
255.0
).
astype
(
numpy
.
float32
),
int
(
label
)
yield
(
sample
/
255.0
).
astype
(
numpy
.
float32
),
int
(
label
)
def
reader
():
def
reader
():
with
tarfile
.
open
(
filename
,
mode
=
'r'
)
as
f
:
with
tarfile
.
open
(
filename
,
mode
=
'r'
)
as
f
:
names
=
[
each_item
.
name
for
each_item
in
f
names
=
[
if
sub_name
in
each_item
.
name
]
each_item
.
name
for
each_item
in
f
if
sub_name
in
each_item
.
name
]
batch_count
=
0
batch_count
=
0
for
name
in
names
:
for
name
in
names
:
...
...
python/paddle/fluid/tests/unittests/test_compat.py
浏览文件 @
a3539845
...
@@ -63,7 +63,6 @@ class TestCompatible(unittest.TestCase):
...
@@ -63,7 +63,6 @@ class TestCompatible(unittest.TestCase):
for
i
in
l2
:
for
i
in
l2
:
self
.
assertTrue
(
isinstance
(
i
,
unicode
))
self
.
assertTrue
(
isinstance
(
i
,
unicode
))
# check list types, inplace
# check list types, inplace
l
=
[
""
]
l
=
[
""
]
l2
=
cpt
.
to_literal_str
(
l
,
inplace
=
True
)
l2
=
cpt
.
to_literal_str
(
l
,
inplace
=
True
)
...
@@ -272,7 +271,6 @@ class TestCompatible(unittest.TestCase):
...
@@ -272,7 +271,6 @@ class TestCompatible(unittest.TestCase):
for
i
in
l2
:
for
i
in
l2
:
self
.
assertTrue
(
isinstance
(
i
,
bytes
))
self
.
assertTrue
(
isinstance
(
i
,
bytes
))
# check list types, inplace
# check list types, inplace
l
=
[
""
]
l
=
[
""
]
l2
=
cpt
.
to_bytes
(
l
,
inplace
=
True
)
l2
=
cpt
.
to_bytes
(
l
,
inplace
=
True
)
...
@@ -461,30 +459,35 @@ class TestCompatible(unittest.TestCase):
...
@@ -461,30 +459,35 @@ class TestCompatible(unittest.TestCase):
exception_message
=
"test_message"
exception_message
=
"test_message"
self
.
assertRaises
(
AssertionError
,
cpt
.
get_exception_message
,
None
)
self
.
assertRaises
(
AssertionError
,
cpt
.
get_exception_message
,
None
)
if
six
.
PY2
:
if
six
.
PY2
:
self
.
assertRaises
(
AttributeError
,
cpt
.
get_exception_message
,
exception_message
)
self
.
assertRaises
(
AttributeError
,
cpt
.
get_exception_message
,
exception_message
)
try
:
try
:
raise
RuntimeError
(
exception_message
)
raise
RuntimeError
(
exception_message
)
except
Exception
as
e
:
except
Exception
as
e
:
self
.
assertEqual
(
exception_message
,
cpt
.
get_exception_message
(
e
))
self
.
assertEqual
(
exception_message
,
cpt
.
get_exception_message
(
e
))
self
.
assertIsNotNone
(
e
)
self
.
assertIsNotNone
(
e
)
try
:
try
:
raise
Exception
(
exception_message
)
raise
Exception
(
exception_message
)
except
Exception
as
e
:
except
Exception
as
e
:
self
.
assertEqual
(
exception_message
,
cpt
.
get_exception_message
(
e
))
self
.
assertEqual
(
exception_message
,
cpt
.
get_exception_message
(
e
))
self
.
assertIsNotNone
(
e
)
self
.
assertIsNotNone
(
e
)
if
six
.
PY3
:
if
six
.
PY3
:
try
:
try
:
raise
RuntimeError
(
exception_message
)
raise
RuntimeError
(
exception_message
)
except
Exception
as
e
:
except
Exception
as
e
:
self
.
assertEqual
(
exception_message
,
cpt
.
get_exception_message
(
e
))
self
.
assertEqual
(
exception_message
,
cpt
.
get_exception_message
(
e
))
self
.
assertIsNotNone
(
e
)
self
.
assertIsNotNone
(
e
)
try
:
try
:
raise
Exception
(
exception_message
)
raise
Exception
(
exception_message
)
except
Exception
as
e
:
except
Exception
as
e
:
self
.
assertEqual
(
exception_message
,
cpt
.
get_exception_message
(
e
))
self
.
assertEqual
(
exception_message
,
cpt
.
get_exception_message
(
e
))
self
.
assertIsNotNone
(
e
)
self
.
assertIsNotNone
(
e
)
...
...
python/paddle/fluid/tests/unittests/test_gru_op.py
浏览文件 @
a3539845
...
@@ -39,7 +39,8 @@ class TestGRUOp(OpTest):
...
@@ -39,7 +39,8 @@ class TestGRUOp(OpTest):
for
i
in
range
(
len
(
seq_lens
)):
for
i
in
range
(
len
(
seq_lens
)):
seq_starts
.
append
(
seq_starts
[
-
1
]
+
seq_lens
[
i
])
seq_starts
.
append
(
seq_starts
[
-
1
]
+
seq_lens
[
i
])
sorted_seqs
=
sorted
(
sorted_seqs
=
sorted
(
list
(
range
(
len
(
seq_lens
))),
key
=
functools
.
cmp_to_key
(
lambda
x
,
y
:
seq_lens
[
y
]
-
seq_lens
[
x
]))
list
(
range
(
len
(
seq_lens
))),
key
=
functools
.
cmp_to_key
(
lambda
x
,
y
:
seq_lens
[
y
]
-
seq_lens
[
x
]))
num_batch
=
seq_lens
[
sorted_seqs
[
0
]]
num_batch
=
seq_lens
[
sorted_seqs
[
0
]]
for
batch_idx
in
range
(
num_batch
):
for
batch_idx
in
range
(
num_batch
):
idx_in_seq
=
[]
idx_in_seq
=
[]
...
...
python/paddle/fluid/tests/unittests/test_operator_desc.py
浏览文件 @
a3539845
...
@@ -36,8 +36,9 @@ class TestOperator(unittest.TestCase):
...
@@ -36,8 +36,9 @@ class TestOperator(unittest.TestCase):
block
.
append_op
(
type
=
"no_such_op"
)
block
.
append_op
(
type
=
"no_such_op"
)
self
.
assertFail
()
self
.
assertFail
()
except
ValueError
as
a_err
:
except
ValueError
as
a_err
:
self
.
assertEqual
(
cpt
.
get_exception_message
(
a_err
),
self
.
assertEqual
(
"Operator
\"
no_such_op
\"
has not been registered."
)
cpt
.
get_exception_message
(
a_err
),
"Operator
\"
no_such_op
\"
has not been registered."
)
def
test_op_desc_creation
(
self
):
def
test_op_desc_creation
(
self
):
program
=
Program
()
program
=
Program
()
...
...
python/paddle/fluid/tests/unittests/test_pool3d_op.py
浏览文件 @
a3539845
...
@@ -29,14 +29,14 @@ def max_pool3D_forward_naive(x,
...
@@ -29,14 +29,14 @@ def max_pool3D_forward_naive(x,
if
global_pool
==
1
:
if
global_pool
==
1
:
ksize
=
[
D
,
H
,
W
]
ksize
=
[
D
,
H
,
W
]
D_out
=
(
D
-
ksize
[
0
]
+
2
*
paddings
[
0
]
+
strides
[
0
]
-
1
D_out
=
(
D
-
ksize
[
0
]
+
2
*
paddings
[
0
]
+
strides
[
0
]
-
1
)
//
strides
[
0
]
+
1
if
ceil_mode
else
(
H
-
ksize
[
0
]
+
2
*
)
//
strides
[
0
]
+
1
if
ceil_mode
else
(
paddings
[
0
])
//
strides
[
0
]
+
1
H
-
ksize
[
0
]
+
2
*
paddings
[
0
])
//
strides
[
0
]
+
1
H_out
=
(
H
-
ksize
[
1
]
+
2
*
paddings
[
1
]
+
strides
[
1
]
-
1
H_out
=
(
H
-
ksize
[
1
]
+
2
*
paddings
[
1
]
+
strides
[
1
]
-
1
)
//
strides
[
1
]
+
1
if
ceil_mode
else
(
W
-
ksize
[
1
]
+
2
*
)
//
strides
[
1
]
+
1
if
ceil_mode
else
(
paddings
[
1
])
//
strides
[
1
]
+
1
W
-
ksize
[
1
]
+
2
*
paddings
[
1
])
//
strides
[
1
]
+
1
W_out
=
(
W
-
ksize
[
2
]
+
2
*
paddings
[
2
]
+
strides
[
2
]
-
1
W_out
=
(
W
-
ksize
[
2
]
+
2
*
paddings
[
2
]
+
strides
[
2
]
-
1
)
//
strides
[
2
]
+
1
if
ceil_mode
else
(
W
-
ksize
[
2
]
+
2
*
)
//
strides
[
2
]
+
1
if
ceil_mode
else
(
paddings
[
2
])
//
strides
[
2
]
+
1
W
-
ksize
[
2
]
+
2
*
paddings
[
2
])
//
strides
[
2
]
+
1
out
=
np
.
zeros
((
N
,
C
,
D_out
,
H_out
,
W_out
))
out
=
np
.
zeros
((
N
,
C
,
D_out
,
H_out
,
W_out
))
for
k
in
range
(
D_out
):
for
k
in
range
(
D_out
):
d_start
=
np
.
max
((
k
*
strides
[
0
]
-
paddings
[
0
],
0
))
d_start
=
np
.
max
((
k
*
strides
[
0
]
-
paddings
[
0
],
0
))
...
@@ -63,14 +63,14 @@ def avg_pool3D_forward_naive(x,
...
@@ -63,14 +63,14 @@ def avg_pool3D_forward_naive(x,
if
global_pool
==
1
:
if
global_pool
==
1
:
ksize
=
[
D
,
H
,
W
]
ksize
=
[
D
,
H
,
W
]
D_out
=
(
D
-
ksize
[
0
]
+
2
*
paddings
[
0
]
+
strides
[
0
]
-
1
D_out
=
(
D
-
ksize
[
0
]
+
2
*
paddings
[
0
]
+
strides
[
0
]
-
1
)
//
strides
[
0
]
+
1
if
ceil_mode
else
(
H
-
ksize
[
0
]
+
2
*
)
//
strides
[
0
]
+
1
if
ceil_mode
else
(
paddings
[
0
])
//
strides
[
0
]
+
1
H
-
ksize
[
0
]
+
2
*
paddings
[
0
])
//
strides
[
0
]
+
1
H_out
=
(
H
-
ksize
[
1
]
+
2
*
paddings
[
1
]
+
strides
[
1
]
-
1
H_out
=
(
H
-
ksize
[
1
]
+
2
*
paddings
[
1
]
+
strides
[
1
]
-
1
)
//
strides
[
1
]
+
1
if
ceil_mode
else
(
W
-
ksize
[
1
]
+
2
*
)
//
strides
[
1
]
+
1
if
ceil_mode
else
(
paddings
[
1
])
//
strides
[
1
]
+
1
W
-
ksize
[
1
]
+
2
*
paddings
[
1
])
//
strides
[
1
]
+
1
W_out
=
(
W
-
ksize
[
2
]
+
2
*
paddings
[
2
]
+
strides
[
2
]
-
1
W_out
=
(
W
-
ksize
[
2
]
+
2
*
paddings
[
2
]
+
strides
[
2
]
-
1
)
//
strides
[
2
]
+
1
if
ceil_mode
else
(
W
-
ksize
[
2
]
+
2
*
)
//
strides
[
2
]
+
1
if
ceil_mode
else
(
paddings
[
2
])
//
strides
[
2
]
+
1
W
-
ksize
[
2
]
+
2
*
paddings
[
2
])
//
strides
[
2
]
+
1
out
=
np
.
zeros
((
N
,
C
,
D_out
,
H_out
,
W_out
))
out
=
np
.
zeros
((
N
,
C
,
D_out
,
H_out
,
W_out
))
for
k
in
range
(
D_out
):
for
k
in
range
(
D_out
):
d_start
=
np
.
max
((
k
*
strides
[
0
]
-
paddings
[
0
],
0
))
d_start
=
np
.
max
((
k
*
strides
[
0
]
-
paddings
[
0
],
0
))
...
...
python/paddle/fluid/transpiler/memory_optimization_transpiler.py
浏览文件 @
a3539845
...
@@ -259,9 +259,9 @@ class ControlFlowGraph(object):
...
@@ -259,9 +259,9 @@ class ControlFlowGraph(object):
# Rename the var to the cache var already with
# Rename the var to the cache var already with
# memory allocated in order to reuse the memory.
# memory allocated in order to reuse the memory.
_rename_arg_
(
self
.
_ops
,
x
,
cache_var
,
begin_idx
=
i
)
_rename_arg_
(
self
.
_ops
,
x
,
cache_var
,
begin_idx
=
i
)
self
.
_program
.
block
(
block_desc
.
id
).
var
(
cpt
.
to_literal_str
(
self
.
_program
.
block
(
block_desc
.
id
).
var
(
x
)).
desc
=
self
.
_find_var
(
block_desc
,
cache_var
,
cpt
.
to_literal_str
(
x
)).
desc
=
self
.
_find_var
(
is_forward
)
block_desc
,
cache_var
,
is_forward
)
self
.
_update_graph
(
x
,
cache_var
,
begin_idx
=
i
)
self
.
_update_graph
(
x
,
cache_var
,
begin_idx
=
i
)
break
break
...
...
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