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pytensor
Commits
a9498af7
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a9498af7
authored
9月 19, 2011
作者:
David Warde-Farley
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差异文件
Merge pull request #48 from nouiz/fix_pydotprint
Fix pydotprint with ProfileMode
上级
d97431c4
a21d8a43
隐藏空白字符变更
内嵌
并排
正在显示
2 个修改的文件
包含
36 行增加
和
23 行删除
+36
-23
printing.py
theano/printing.py
+27
-22
test_printing.py
theano/tests/test_printing.py
+9
-1
没有找到文件。
theano/printing.py
浏览文件 @
a9498af7
...
...
@@ -382,7 +382,8 @@ pprint.assign(lambda pstate, r: hasattr(pstate, 'target') and pstate.target is n
pp
=
pprint
# colors not used: orange, amber#FFBF00, purple, pink,
# used by default: green, blue, grey, red
default_colorCodes
=
{
'GpuFromHost'
:
'red'
,
'HostFromGpu'
:
'red'
,
'Scan'
:
'yellow'
,
...
...
@@ -391,13 +392,12 @@ default_colorCodes = {'GpuFromHost' : 'red',
'Elemwise'
:
'#FFAABB'
,
'Subtensor'
:
'#FFAAFF'
}
def
pydotprint
(
fct
,
outfile
=
None
,
compact
=
True
,
format
=
'png'
,
with_ids
=
False
,
high_contrast
=
True
,
cond_highlight
=
None
,
colorCodes
=
None
,
max_label_size
=
50
,
scan_graphs
=
False
,
var_with_name_simple
=
False
var_with_name_simple
=
False
,
print_output_file
=
True
):
"""
print to a file in png format the graph of op of a compile theano fct.
...
...
@@ -428,17 +428,21 @@ def pydotprint(fct, outfile=None,
we will print only the variable name.
Otherwise, we concatenate the type to the var name.
In the graph, box are an Apply Node(the execution of an op) and ellipse are variable.
If variable have name they are used as the text(if multiple var have the same name, they will be merged in the graph).
Otherwise, if the variable is constant, we print the value and finaly we print the type + an uniq number to don't have multiple var merged.
We print the op of the apply in the Apply box with a number that represent the toposort order of application of those Apply.
If an Apply have more then 1 input, print add a label to the edge that in the index of the inputs.
green ellipses are inputs to the graph
blue ellipses are outputs of the graph
grey ellipses are var generated by the graph that are not output and are not used.
red ellipses are transfer to/from the gpu.
op with those name GpuFromHost, HostFromGpu
In the graph, ellipses are Apply Nodes (the execution of an op)
and boxes are variables. If variables have names they are used as
text (if multiple vars have the same name, they will be merged in
the graph). Otherwise, if the variable is constant, we print its
value and finally we print the type + a unique number to prevent
multiple vars from being merged. We print the op of the apply in
the Apply box with a number that represents the toposort order of
application of those Apply. If an Apply has more than 1 input, we
label each edge between an input and the Apply node with the
input's index.
green boxes are inputs to the graph
blue boxes are outputs of the graph
grey boxes are vars generated by the graph that are not outputs and are not used
red ellipses are transfers from/to the gpu (ops with names GpuFromHost, HostFromGpu)
"""
if
colorCodes
is
None
:
colorCodes
=
default_colorCodes
...
...
@@ -450,7 +454,7 @@ def pydotprint(fct, outfile=None,
if
isinstance
(
fct
,
Function
):
mode
=
fct
.
maker
.
mode
fct_env
=
fct
.
maker
.
env
if
not
isinstance
(
mode
,
ProfileMode
)
or
not
mode
.
fct_call
.
has_key
(
fct
):
if
not
isinstance
(
mode
,
ProfileMode
)
or
not
mode
.
profile_stats
.
has_key
(
fct
):
mode
=
None
elif
isinstance
(
fct
,
gof
.
Env
):
mode
=
None
...
...
@@ -542,14 +546,14 @@ def pydotprint(fct, outfile=None,
return
apply_name_cache
[
node
]
prof_str
=
''
if
mode
:
time
=
mode
.
apply_time
.
get
((
topo
.
index
(
node
),
node
)
,
0
)
time
=
mode
.
profile_stats
[
fct
]
.
apply_time
.
get
(
node
,
0
)
#second, % total time in profiler, %fct time in profiler
if
mode
.
local_time
[
0
]
==
0
:
if
mode
.
local_time
==
0
:
pt
=
0
else
:
pt
=
time
*
100
/
mode
.
local_time
[
0
]
if
mode
.
fct_call
[
fct
]
==
0
:
else
:
pt
=
time
*
100
/
mode
.
local_time
if
mode
.
profile_stats
[
fct
]
.
fct_callcount
==
0
:
pf
=
0
else
:
pf
=
time
*
100
/
mode
.
fct_call_time
[
fct
]
else
:
pf
=
time
*
100
/
mode
.
profile_stats
[
fct
]
.
fct_call_time
prof_str
=
' (
%.3
fs,
%.3
f
%%
,
%.3
f
%%
)'
%
(
time
,
pt
,
pf
)
applystr
=
str
(
node
.
op
)
.
replace
(
':'
,
'_'
)
applystr
+=
prof_str
...
...
@@ -659,7 +663,8 @@ def pydotprint(fct, outfile=None,
outfile
+=
'.'
+
format
g
.
write
(
outfile
,
prog
=
'dot'
,
format
=
format
)
print
'The output file is available at'
,
outfile
if
print_output_file
:
print
'The output file is available at'
,
outfile
if
scan_graphs
:
scan_ops
=
[(
idx
,
x
)
for
idx
,
x
in
enumerate
(
fct_env
.
toposort
())
if
isinstance
(
x
.
op
,
theano
.
scan_module
.
scan_op
.
Scan
)]
path
,
fn
=
os
.
path
.
split
(
outfile
)
...
...
theano/tests/test_printing.py
浏览文件 @
a9498af7
...
...
@@ -29,7 +29,7 @@ def test_pydotprint_cond_highlight():
theano
.
theano_logger
.
removeHandler
(
orig_handler
)
theano
.
theano_logger
.
addHandler
(
new_handler
)
try
:
theano
.
printing
.
pydotprint
(
f
,
cond_highlight
=
True
)
theano
.
printing
.
pydotprint
(
f
,
cond_highlight
=
True
,
print_output_file
=
False
)
finally
:
theano
.
theano_logger
.
addHandler
(
orig_handler
)
theano
.
theano_logger
.
removeHandler
(
new_handler
)
...
...
@@ -37,6 +37,14 @@ def test_pydotprint_cond_highlight():
assert
s
.
getvalue
()
==
'pydotprint: cond_highlight is set but there is no IfElse node in the graph
\n
'
def
test_pydotprint_profile
():
"""Just check that pydotprint does not crash with ProfileMode."""
A
=
tensor
.
matrix
()
f
=
theano
.
function
([
A
],
A
+
1
,
mode
=
'ProfileMode'
)
theano
.
printing
.
pydotprint
(
f
,
print_output_file
=
False
)
def
test_min_informative_str
():
""" evaluates a reference output to make sure the
min_informative_str function works as intended """
...
...
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