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43926959
编写于
9月 01, 2018
作者:
Y
yi.wu
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python/paddle/fluid/transpiler/details/program_utils.py
python/paddle/fluid/transpiler/details/program_utils.py
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python/paddle/fluid/transpiler/details/program_utils.py
浏览文件 @
43926959
...
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@@ -39,3 +39,136 @@ def find_op_by_output_arg(block, arg_name):
if
arg_name
in
op
.
output_arg_names
:
return
index
return
-
1
def
get_indent_space
(
indent
,
space_num
=
4
):
ret
=
""
for
i
in
range
(
0
,
indent
*
space_num
):
ret
+=
" "
return
ret
def
variable_to_code
(
var
):
"""
Get readable codes of fluid variable.
Args:
var: A fluid operator.
Returns:
string: The formatted string.
"""
if
var
.
type
==
core
.
VarDesc
.
VarType
.
SELECTED_ROWS
or
var
.
type
==
core
.
VarDesc
.
VarType
.
LOD_TENSOR
:
var_str
=
"{name} : fluid.{type}.shape{shape}.astype({dtype})"
.
\
format
(
i
=
"{"
,
e
=
"}"
,
name
=
var
.
name
,
type
=
var
.
type
,
shape
=
var
.
shape
,
dtype
=
var
.
dtype
)
else
:
var_str
=
"{name} : fluid.{type})"
.
\
format
(
i
=
"{"
,
e
=
"}"
,
name
=
var
.
name
,
type
=
var
.
type
)
if
type
(
var
)
==
paddle
.
fluid
.
framework
.
Parameter
:
if
var
.
trainable
:
var_str
=
"trainable parameter "
+
var_str
else
:
var_str
=
"parameter "
+
var_str
else
:
var_str
=
"var "
+
var_str
if
var
.
persistable
:
var_str
=
"persist "
+
var_str
return
var_str
def
op_to_code
(
op
):
"""
Get readable codes of fluid operator.
Args:
op: A fluid operator.
Returns:
string: The foramtted string.
"""
outputs_str
=
"{"
for
i
in
range
(
0
,
len
(
op
.
output_names
)):
outputs_str
+=
"{name}="
.
format
(
name
=
op
.
output_names
[
i
])
o
=
op
.
output
(
op
.
output_names
[
i
])
outputs_str
+=
"{value}"
.
format
(
value
=
o
)
if
i
!=
len
(
op
.
output_names
)
-
1
:
outputs_str
+=
", "
outputs_str
+=
"}"
inputs_str
=
"{"
for
i
in
range
(
0
,
len
(
op
.
input_names
)):
inputs_str
+=
"{name}="
.
format
(
name
=
op
.
input_names
[
i
])
o
=
op
.
input
(
op
.
input_names
[
i
])
inputs_str
+=
"{value}"
.
format
(
value
=
o
)
if
i
!=
len
(
op
.
input_names
)
-
1
:
inputs_str
+=
", "
inputs_str
+=
"}"
attrs_str
=
""
for
i
in
range
(
0
,
len
(
op
.
attr_names
)):
name
=
op
.
attr_names
[
i
]
attr_type
=
op
.
desc
.
attr_type
(
name
)
if
attr_type
==
core
.
AttrType
.
BLOCK
:
a
=
"{name} = block[{value}]"
.
format
(
name
=
name
,
type
=
attr_type
,
value
=
op
.
block_attr_id
(
name
))
attrs_str
+=
a
continue
if
attr_type
==
core
.
AttrType
.
BLOCKS
:
a
=
"{name} = blocks{value}"
.
format
(
name
=
name
,
type
=
attr_type
,
value
=
op
.
blocks_attr_ids
(
name
))
attrs_str
+=
a
continue
a
=
"{name} = {value}"
.
format
(
name
=
name
,
type
=
attr_type
,
value
=
op
.
desc
.
attr
(
name
))
attrs_str
+=
a
if
i
!=
len
(
op
.
attr_names
)
-
1
:
attrs_str
+=
", "
if
outputs_str
!=
"{}"
:
op_str
=
"{outputs} = {op_type}(inputs={inputs}, {attrs})"
.
\
format
(
outputs
=
outputs_str
,
op_type
=
op
.
type
,
inputs
=
inputs_str
,
attrs
=
attrs_str
)
else
:
op_str
=
"{op_type}(inputs={inputs}, {attrs})"
.
\
format
(
op_type
=
op
.
type
,
inputs
=
inputs_str
,
attrs
=
attrs_str
)
return
op_str
def
block_to_code
(
block
,
block_idx
):
indent
=
0
print
(
"{0}{1} // block {2}"
.
format
(
get_indent_space
(
indent
),
'{'
,
block_idx
))
indent
+=
1
# sort all vars
all_vars
=
sorted
(
block
.
vars
.
iteritems
(),
key
=
lambda
x
:
x
[
0
])
for
var
in
all_vars
:
print
(
"{}{}"
.
format
(
get_indent_space
(
indent
),
variable_to_code
(
var
[
1
])))
if
len
(
all_vars
)
>
0
:
print
(
""
)
for
op
in
block
.
ops
:
print
(
"{}{}"
.
format
(
get_indent_space
(
indent
),
op_to_code
(
op
)))
indent
-=
1
print
(
"{0}{1}"
.
format
(
get_indent_space
(
indent
),
'}'
))
def
program_to_code
(
prog
):
"""
Print readable codes of fluid program.
Args:
prog : A fluid program.
An example result like bellow:
https://github.com/PaddlePaddle/Paddle/pull/12673
"""
block_idx
=
0
for
block
in
prog
.
blocks
:
block_to_code
(
block
,
block_idx
)
block_idx
+=
1
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