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a424f5a0
编写于
6月 20, 2018
作者:
Y
yi.wu
浏览文件
操作
浏览文件
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电子邮件补丁
差异文件
polish reader op for test
上级
343c1957
变更
1
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Showing
1 changed file
with
65 addition
and
51 deletion
+65
-51
python/paddle/fluid/layers/io.py
python/paddle/fluid/layers/io.py
+65
-51
未找到文件。
python/paddle/fluid/layers/io.py
浏览文件 @
a424f5a0
...
...
@@ -259,7 +259,9 @@ def monkey_patch_reader_methods(reader):
return
reader
def
_copy_reader_var_
(
block
,
var
):
def
_copy_reader_var_
(
block
,
var
,
newname
=
None
):
if
newname
==
None
:
newname
=
var
.
name
new_var
=
block
.
create_var
(
name
=
var
.
name
,
type
=
core
.
VarDesc
.
VarType
.
READER
)
new_var
.
desc
.
set_shapes
(
var
.
desc
.
shapes
())
new_var
.
desc
.
set_dtypes
(
var
.
desc
.
dtypes
())
...
...
@@ -691,68 +693,80 @@ def load(out, file_path, load_as_fp16=None):
helper
.
append_op
(
type
=
"load"
,
inputs
=
{},
output
=
{
"Out"
:
out
},
args
=
attrs
)
def
get_test_program
(
filelist
,
test_program
=
None
,
startup_program
=
None
):
"""
Transpile current program to read test dataset if the program
is using reader ops like "open_files_op".
def
_is_reader_op
(
op
,
block
):
if
"Out"
in
op
.
output_names
:
reader_out
=
block
.
vars
[
op
.
output
(
"Out"
)[
0
]]
if
reader_out
.
type
==
core
.
VarDesc
.
VarType
.
READER
:
return
True
return
False
Args:
filelist (list): list of test file paths.
test_program (Program|None): program to run test/evaluation.
default use fluid.default_main_program()
startup_program (Program|None): startup program to change,
default use fluid.default_startup_program()
Returns:
Program: program for test
def
get_test_program
(
filelist
,
program
=
None
,
startup_program
=
None
):
"""
if
test_program
==
None
:
Transpile current train program to a program to read test dataset
if the program is using reader ops like "open_files_op".
"""
if
program
==
None
:
program
=
default_main_program
()
if
startup_program
==
None
:
startup_program
=
default_startup_program
()
# 1. find out the orignal reader var name
open_files_var
=
None
train_open_files_op
=
None
# open_files_var = None
# train_open_files_op = None
startup_reader_op_list
=
[]
for
op
in
startup_program
.
global_block
().
ops
:
if
op
.
type
==
"open_files"
:
train_open_files_op
=
op
open_files_var_name
=
op
.
output
(
"Out"
)[
0
]
open_files_var
=
startup_program
.
global_block
().
vars
[
open_files_var_name
]
# 2. add operator to startup to read open and read test data files
test_startup_var
=
startup_program
.
global_block
().
create_var
(
name
=
open_files_var
.
name
+
"_test"
)
print
(
"creating openfiles for test reader: "
,
train_open_files_op
.
attrs
)
startup_program
.
global_block
().
append_op
(
type
=
'open_files'
,
outputs
=
{
'Out'
:
[
test_startup_var
]},
attrs
=
{
'shape_concat'
:
train_open_files_op
.
attrs
[
"shape_concat"
],
'lod_levels'
:
train_open_files_op
.
attrs
[
"lod_levels"
],
'ranks'
:
train_open_files_op
.
attrs
[
"ranks"
],
'file_names'
:
filelist
,
'thread_num'
:
train_open_files_op
.
attrs
[
"thread_num"
],
'buffer_size'
:
train_open_files_op
.
attrs
[
"buffer_size"
]
})
dtypes
=
[
convert_np_dtype_to_dtype_
(
dt
)
for
dt
in
[
"float32"
,
"int64"
]]
test_startup_var
.
desc
.
set_dtypes
(
dtypes
)
test_startup_var
.
persistable
=
True
_copy_reader_var_
(
default_main_program
().
global_block
(),
test_startup_var
)
if
_is_reader_op
(
op
,
startup_program
.
global_block
()):
startup_reader_op_list
.
append
(
op
)
if
len
(
startup_reader_op_list
)
==
0
:
return
program
root_reader_op
=
startup_reader_op_list
[
0
]
# 2. add operators to startup to read open and read test data files
for
op
in
startup_reader_op_list
:
orig_var_name
=
op
.
output
(
"Out"
)[
0
]
orig_var
=
startup_program
.
global_block
().
vars
[
orig_var_name
]
new_test_var
=
_copy_reader_var_
(
startup_program
.
global_block
(),
orig_var
,
newname
=
orig_var_name
+
"_test"
)
# for open_files like operators have no input.
inputs
=
None
if
"UnderlyingReader"
in
op
.
input_names
:
orig_input_var_name
=
op
.
input
(
"UnderlyingReader"
)[
0
]
orig_input_var
=
startup_program
.
global_block
().
vars
[
orig_input_var_name
]
new_input_var
=
_copy_reader_var_
(
startup_program
.
global_block
(),
orig_input_var
,
newname
=
orig_input_var_name
+
"_test"
)
inputs
=
{
"UnderlyingReader"
:
new_input_var
}
test_op
=
startup_program
.
global_block
().
append_op
(
type
=
op
.
type
,
inputs
=
inputs
,
outputs
=
{
'Out'
:
[
new_test_var
]},
attrs
=
op
.
attrs
)
# root reader op's filelist attr for read test files
if
op
.
type
==
root_reader_op
.
type
:
test_op
.
set_attr
(
"file_names"
,
filelist
)
if
op
.
type
==
"create_multi_pass_reader"
:
test_op
.
set_attr
(
"pass_num"
,
1
)
# 3. rename reader vars in inference program to different name
# to avoid read from train data.
program
.
global_block
().
rename_var
(
open_files_var
.
name
,
test_startup_var
.
name
)
origname
=
root_reader_op
.
output
(
"Out"
)[
0
]
newname
=
origname
+
"_test"
program
.
global_block
().
rename_var
(
str
(
origname
),
str
(
newname
))
for
op
in
program
.
global_block
().
ops
:
if
"Out"
in
op
.
output_names
:
op_out_var_name
=
op
.
output
(
"Out"
)[
0
]
op_out_var
=
program
.
global_block
().
vars
[
op_out_var_name
]
if
op_out_var
.
type
==
core
.
VarDesc
.
VarType
.
READER
:
newname
=
op_out_var
.
name
+
"_test"
program
.
global_block
().
rename_var
(
op_out_var
.
name
,
newname
)
if
_is_reader_op
(
op
,
program
.
global_block
()):
origname
=
op
.
output
(
"Out"
)[
0
]
newname
=
origname
+
"_test"
program
.
global_block
().
rename_var
(
str
(
origname
),
str
(
newname
))
if
op
.
type
==
"create_multi_pass_reader"
:
op
.
set_attr
(
"pass_num"
,
1
)
...
...
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