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pytensor
Commits
a035ef7a
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a035ef7a
authored
2月 18, 2010
作者:
gdesjardins
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差异文件
Changed interface of incsubtensor (removed set_instead_of_inc parameter) and
instead created setsubtensor function. Also added python and rst documentation.
上级
af804be5
隐藏空白字符变更
内嵌
并排
正在显示
3 个修改的文件
包含
36 行增加
和
7 行删除
+36
-7
basic.txt
doc/library/tensor/basic.txt
+5
-2
basic.py
theano/tensor/basic.py
+24
-3
test_incsubtensor.py
theano/tensor/tests/test_incsubtensor.py
+7
-2
没有找到文件。
doc/library/tensor/basic.txt
浏览文件 @
a035ef7a
...
@@ -610,9 +610,12 @@ row of a matrix x:
...
@@ -610,9 +610,12 @@ row of a matrix x:
>>> x[T.arange(c.shape[0]), c]
>>> x[T.arange(c.shape[0]), c]
Index-assignment is *not* supported.
Index-assignment is *not* supported.
If you want to do something like ``a[5]
If you want to do something like ``a[5] = b`` or ``a[5]+=b``, see :func:`setsubtensor`
.
= b`` or ``a[5]+=b``, see :func:`setsubtensor` and :func:`incsubtensor` below
.
.. autofunction:: theano.tensor.basic.setsubtensor
.. autofunction:: theano.tensor.basic.incsubtensor
.. _tensor_operator_support:
.. _tensor_operator_support:
...
...
theano/tensor/basic.py
浏览文件 @
a035ef7a
...
@@ -2260,10 +2260,31 @@ class SubtensorPrinter:
...
@@ -2260,10 +2260,31 @@ class SubtensorPrinter:
pprint
.
assign
(
lambda
pstate
,
r
:
r
.
owner
and
isinstance
(
r
.
owner
.
op
,
Subtensor
),
SubtensorPrinter
())
pprint
.
assign
(
lambda
pstate
,
r
:
r
.
owner
and
isinstance
(
r
.
owner
.
op
,
Subtensor
),
SubtensorPrinter
())
def
setsubtensor
(
x
,
y
,
idx_list
,
inplace
=
False
):
"""
setsubtensor is meant to replicate the following numpy behaviour: x[i,j,k] = y
:param x: symbolic variable for the lvalue of = operation
:param y: symbolic variable for the rvalue of = operation
:param idx_list: tuple of length x.dim, containing indices with which to index x.
:param inplace: boolean to declare whether the operation is in place or not (False unless
called from within an optimization)
:Details: idx_list can be a tuple containing a mixture of numeric constants, symbolic
scalar values and standard numpy slice objects. i.e:
idx_list=(1,2,3), idx_list=(1,b,3) where b is an iscalar variable,
idx_list=(slice(start,stop,step),b,3) equivalent to x[start:stop:step, b, 3]
"""
the_op
=
IncSubtensor
(
idx_list
,
inplace
,
True
)
return
the_op
(
x
,
y
,
*
Subtensor
.
collapse
(
idx_list
,
lambda
entry
:
isinstance
(
entry
,
Variable
)))
def
incsubtensor
(
x
,
y
,
idx_list
,
inplace
=
False
):
"""
incsubtensor is meant to replicate the following numpy behaviour: x[i,j,k] += y
def
incsubtensor
(
x
,
y
,
idx_list
,
inplace
=
False
,
set_instead_of_inc
=
False
):
:see: theano.tensor.basic.setsubtensor
the_op
=
IncSubtensor
(
idx_list
,
inplace
,
set_instead_of_inc
)
"""
the_op
=
IncSubtensor
(
idx_list
,
inplace
,
False
)
return
the_op
(
x
,
y
,
*
Subtensor
.
collapse
(
idx_list
,
lambda
entry
:
isinstance
(
entry
,
Variable
)))
return
the_op
(
x
,
y
,
*
Subtensor
.
collapse
(
idx_list
,
lambda
entry
:
isinstance
(
entry
,
Variable
)))
class
IncSubtensor
(
Op
):
class
IncSubtensor
(
Op
):
...
...
theano/tensor/tests/test_incsubtensor.py
浏览文件 @
a035ef7a
...
@@ -28,8 +28,13 @@ class Test_incsubtensor(unittest.TestCase):
...
@@ -28,8 +28,13 @@ class Test_incsubtensor(unittest.TestCase):
sl2
=
slice
(
sl2_end
)
sl2
=
slice
(
sl2_end
)
for
do_set
in
[
False
,
True
]:
for
do_set
in
[
False
,
True
]:
a_incremented
=
T
.
incsubtensor
(
a
,
increment
,
[
sl1
,
sl2
],
set_instead_of_inc
=
do_set
)
f
=
theano
.
function
([
a
,
increment
,
sl2_end
],
a_incremented
)
if
do_set
:
resut
=
T
.
setsubtensor
(
a
,
increment
,
[
sl1
,
sl2
])
else
:
resut
=
T
.
incsubtensor
(
a
,
increment
,
[
sl1
,
sl2
])
f
=
theano
.
function
([
a
,
increment
,
sl2_end
],
resut
)
val_a
=
N
.
ones
((
5
,
5
))
val_a
=
N
.
ones
((
5
,
5
))
val_inc
=
2.3
val_inc
=
2.3
...
...
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