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pytensor
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fc809d59
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fc809d59
authored
5月 11, 2015
作者:
--global
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Add theano flag to control output preallocation in scan
上级
e76fb8d9
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
19 行增加
和
5 行删除
+19
-5
scan_op.py
theano/scan_module/scan_op.py
+11
-3
scan_opt.py
theano/scan_module/scan_opt.py
+8
-2
没有找到文件。
theano/scan_module/scan_op.py
浏览文件 @
fc809d59
...
...
@@ -86,6 +86,11 @@ AddConfigVar('scan.allow_gc',
"Allow/disallow gc inside of Scan (default: False)"
,
BoolParam
(
False
))
AddConfigVar
(
'scan.allow_output_prealloc'
,
"Allow/disallow memory preallocation for outputs inside of scan "
"(default: False)"
,
BoolParam
(
True
))
class
Scan
(
PureOp
):
def
__init__
(
self
,
...
...
@@ -185,12 +190,14 @@ class Scan(PureOp):
optimizer
=
mode_instance
.
provided_optimizer
,
linker
=
mode_instance
.
linker
.
clone
(
allow_gc
=
self
.
allow_gc
))
# Now that scan has its mode instance, we activate optimization
# Now that scan has its mode instance, if memory pre-allocation is
# activated for the outputs, we activate the optimization
# add_no_output_from_inplace in this mode instance. This will prevent
# Scan from producing outputs by means of inplace operations and
# therefore allow it to pre-allocate memory storage for the outputs,
# avoiding needless copies.
self
.
mode_instance
=
self
.
mode_instance
.
including
(
if
theano
.
config
.
scan
.
allow_output_prealloc
:
self
.
mode_instance
=
self
.
mode_instance
.
including
(
"add_no_output_from_inplace"
)
if
not
hasattr
(
self
,
'name'
)
or
self
.
name
is
None
:
...
...
@@ -717,7 +724,8 @@ class Scan(PureOp):
self
.
n_sit_sot
+
self
.
n_nit_sot
)
wrapped_inputs
=
[
Param
(
x
,
borrow
=
False
)
for
x
in
self
.
inputs
]
wrapped_outputs
=
[
Out
(
x
,
borrow
=
True
)
for
x
in
borrow_outputs
=
theano
.
config
.
scan
.
allow_output_prealloc
wrapped_outputs
=
[
Out
(
x
,
borrow
=
borrow_outputs
)
for
x
in
self
.
outputs
[:
slices
]]
wrapped_outputs
+=
self
.
outputs
[
slices
:]
profile
=
None
...
...
theano/scan_module/scan_opt.py
浏览文件 @
fc809d59
...
...
@@ -1236,12 +1236,18 @@ class ScanSaveMem(gof.Optimizer):
# tap needed don't occupy the sample place in the
# circular buffer. For now, this only needs to be done
# for mitsots and sitsots (because mitmots are not
# currently supported by the mechanism).
# currently supported by the mechanism) and only if
# the pre-allocation mechanism is activated.
prealloc_outs
=
theano
.
config
.
scan
.
allow_output_prealloc
first_mitsot_idx
=
node
.
op
.
n_mit_mot
last_sitsot_idx
=
(
node
.
op
.
n_mit_mot
+
node
.
op
.
n_mit_sot
+
node
.
op
.
n_sit_sot
-
1
)
if
(
i
>=
first_mitsot_idx
and
i
<=
last_sitsot_idx
):
preallocable_output
=
(
i
>=
first_mitsot_idx
and
i
<=
last_sitsot_idx
)
if
(
prealloc_outs
and
preallocable_output
):
pval
=
select_max
(
nw_steps
-
start
+
init_l
[
i
],
init_l
[
i
]
+
1
)
else
:
...
...
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