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testgroup
pytensor
Commits
06f3b03b
提交
06f3b03b
authored
1月 26, 2016
作者:
Frederic Bastien
浏览文件
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电子邮件补丁
差异文件
profile_memory now print the peak if we disable inplace
上级
4a0add8e
隐藏空白字符变更
内嵌
并排
正在显示
1 个修改的文件
包含
40 行增加
和
16 行删除
+40
-16
profiling.py
theano/compile/profiling.py
+40
-16
没有找到文件。
theano/compile/profiling.py
浏览文件 @
06f3b03b
...
...
@@ -738,14 +738,16 @@ class ProfileStats(object):
max_sum_size
=
0
# statistics with the old and new order
stats_old
=
[[
0
,
0
,
0
],
[
0
,
0
,
0
],
0
,
0
]
stats_new
=
[[
0
,
0
,
0
],
[
0
,
0
,
0
],
0
,
0
]
stats
=
[[[
0
,
0
,
0
],
[
0
,
0
,
0
],
0
,
0
],
# old, with dmap
[[
0
,
0
,
0
],
[
0
,
0
,
0
],
0
,
0
],
# old, without dmap
[[
0
,
0
,
0
],
[
0
,
0
,
0
],
0
,
0
],
# new, with dmap
[[
0
,
0
,
0
],
[
0
,
0
,
0
],
0
,
0
]]
# new, without dmap
# track min peak memory usage
min_max_peak
=
0
min_peak_time
=
0
def
count_running_memory
(
order
,
fgraph
,
nodes_mem
):
def
count_running_memory
(
order
,
fgraph
,
nodes_mem
,
ignore_dmap
=
False
):
"""
Calculate memory with specific node order.
...
...
@@ -795,7 +797,10 @@ class ProfileStats(object):
for
var
in
node
.
outputs
:
compute_map
[
var
][
0
]
=
1
idx
=
0
dmap
=
getattr
(
node
.
op
,
'destroy_map'
,
None
)
if
ignore_dmap
:
dmap
=
None
else
:
dmap
=
getattr
(
node
.
op
,
'destroy_map'
,
None
)
vmap
=
getattr
(
node
.
op
,
'view_map'
,
None
)
val
=
nodes_mem
[
node
]
...
...
@@ -1086,14 +1091,6 @@ class ProfileStats(object):
# It mean that after executing the node,
# the corresponding variable can be gc.
old_running_memory
=
count_running_memory
(
order
,
fgraph
,
nodes_mem
)
new_order
=
fgraph
.
profile
.
node_executed_order
# A list of new executed node order
new_running_memory
=
count_running_memory
(
new_order
,
fgraph
,
nodes_mem
)
# Store the max of some stats by any function in this profile.
max_sum_size
=
max
(
max_sum_size
,
sum_size
)
def
compute_max_stats
(
running_memory
,
stats
):
...
...
@@ -1126,8 +1123,16 @@ class ProfileStats(object):
max_node_memory_saved_by_view
,
max_node_memory_saved_by_inplace
)
stats_old
=
compute_max_stats
(
old_running_memory
,
stats_old
)
stats_new
=
compute_max_stats
(
new_running_memory
,
stats_new
)
new_order
=
fgraph
.
profile
.
node_executed_order
# A list of new executed node order
for
i
,
(
ord
,
ignore_dmap
)
in
enumerate
([(
order
,
False
),
(
order
,
True
),
(
new_order
,
False
),
(
new_order
,
True
)]):
running_memory
=
count_running_memory
(
ord
,
fgraph
,
nodes_mem
,
ignore_dmap
=
ignore_dmap
)
stats
[
i
]
=
compute_max_stats
(
running_memory
,
stats
[
i
])
# Config: whether print min memory peak
if
config
.
profiling
.
min_peak_memory
:
...
...
@@ -1148,11 +1153,11 @@ class ProfileStats(object):
(
max_node_memory_size
,
max_running_max_memory_size
,
max_node_memory_saved_by_view
,
max_node_memory_saved_by_inplace
)
=
stats
_old
max_node_memory_saved_by_inplace
)
=
stats
[
0
]
(
new_max_node_memory_size
,
new_max_running_max_memory_size
,
new_max_node_memory_saved_by_view
,
new_max_node_memory_saved_by_inplace
)
=
stats
_new
new_max_node_memory_saved_by_inplace
)
=
stats
[
2
]
print
(
"(Sparse variables are ignored)"
,
file
=
file
)
print
(
"(For values in brackets, it's for linker = c|py"
,
file
=
file
)
...
...
@@ -1182,8 +1187,27 @@ class ProfileStats(object):
new_max_running_max_memory_size
[
2
]
/
1024.
)),
int
(
round
(
max_running_max_memory_size
[
2
]
/
1024.
)))),
file
=
file
)
(
new_max_node_memory_size
,
new_max_running_max_memory_size
,
new_max_node_memory_saved_by_view
,
new_max_node_memory_saved_by_inplace
)
=
stats
[
3
]
print
(
" Max if linker=cvm(default) and disable inplace:
%
dKB (
%
dKB)"
%
(
int
(
round
(
new_max_running_max_memory_size
[
0
]
/
1024.
)),
int
(
round
(
max_running_max_memory_size
[
0
]
/
1024.
))),
file
=
file
)
print
(
" CPU:
%
dKB (
%
dKB)"
%
((
int
(
round
(
new_max_running_max_memory_size
[
1
]
/
1024.
)),
int
(
round
(
max_running_max_memory_size
[
1
]
/
1024.
)))),
file
=
file
)
print
(
" GPU:
%
dKB (
%
dKB)"
%
((
int
(
round
(
new_max_running_max_memory_size
[
2
]
/
1024.
)),
int
(
round
(
max_running_max_memory_size
[
2
]
/
1024.
)))),
file
=
file
)
print
(
"---"
,
file
=
file
)
(
new_max_node_memory_size
,
new_max_running_max_memory_size
,
new_max_node_memory_saved_by_view
,
new_max_node_memory_saved_by_inplace
)
=
stats
[
2
]
if
min_max_peak
:
print
(
" Minimum peak from all valid apply node order is "
"
%
dKB(took
%.3
fs to compute)"
%
...
...
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