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testgroup
pytensor
Commits
848ce199
提交
848ce199
authored
6月 12, 2023
作者:
Ricardo Vieira
提交者:
Ricardo Vieira
6月 13, 2023
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差异文件
Detect cases where `boolean_indexing_set_or_inc` does not apply
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0fced9aa
显示空白字符变更
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
jax.py
pytensor/tensor/rewriting/jax.py
+5
-3
test_subtensor.py
tests/link/jax/test_subtensor.py
+14
-2
没有找到文件。
pytensor/tensor/rewriting/jax.py
浏览文件 @
848ce199
...
@@ -20,9 +20,11 @@ def boolean_indexing_set_or_inc(fgraph, node):
...
@@ -20,9 +20,11 @@ def boolean_indexing_set_or_inc(fgraph, node):
"""
"""
op
=
node
.
op
op
=
node
.
op
x
=
node
.
inputs
[
0
]
[
x
,
y
,
cond
]
=
node
.
inputs
y
=
node
.
inputs
[
1
]
cond
=
node
.
inputs
[
2
]
# This rewrite only works when `y` is a scalar, so it can broadcast to the shape of x[cond]
if
y
.
type
.
ndim
>
0
:
return
if
not
isinstance
(
cond
,
TensorVariable
):
if
not
isinstance
(
cond
,
TensorVariable
):
return
return
...
...
tests/link/jax/test_subtensor.py
浏览文件 @
848ce199
...
@@ -5,7 +5,10 @@ import pytensor.tensor as at
...
@@ -5,7 +5,10 @@ import pytensor.tensor as at
from
pytensor.configdefaults
import
config
from
pytensor.configdefaults
import
config
from
pytensor.graph.fg
import
FunctionGraph
from
pytensor.graph.fg
import
FunctionGraph
from
pytensor.tensor
import
subtensor
as
at_subtensor
from
pytensor.tensor
import
subtensor
as
at_subtensor
from
pytensor.tensor.rewriting.jax
import
boolean_indexing_sum
from
pytensor.tensor.rewriting.jax
import
(
boolean_indexing_set_or_inc
,
boolean_indexing_sum
,
)
from
tests.link.jax.test_basic
import
compare_jax_and_py
from
tests.link.jax.test_basic
import
compare_jax_and_py
...
@@ -216,7 +219,7 @@ def test_jax_IncSubtensor_boolean_indexing_reexpressible():
...
@@ -216,7 +219,7 @@ def test_jax_IncSubtensor_boolean_indexing_reexpressible():
This test ensures that `AdvancedIncSubtensor` `Op`s with boolean indexing is
This test ensures that `AdvancedIncSubtensor` `Op`s with boolean indexing is
replaced with an equivalent `Switch` `Op`, using the
replaced with an equivalent `Switch` `Op`, using the
`
jax_
boolean_indexing_set_of_inc` rewrite.
`boolean_indexing_set_of_inc` rewrite.
JAX forces users to re-express this logic manually, so this is an
JAX forces users to re-express this logic manually, so this is an
improvement over its user interface.
improvement over its user interface.
...
@@ -237,3 +240,12 @@ def test_jax_IncSubtensor_boolean_indexing_reexpressible():
...
@@ -237,3 +240,12 @@ def test_jax_IncSubtensor_boolean_indexing_reexpressible():
assert
isinstance
(
out_at
.
owner
.
op
,
at_subtensor
.
AdvancedIncSubtensor
)
assert
isinstance
(
out_at
.
owner
.
op
,
at_subtensor
.
AdvancedIncSubtensor
)
out_fg
=
FunctionGraph
([
x_at
],
[
out_at
])
out_fg
=
FunctionGraph
([
x_at
],
[
out_at
])
compare_jax_and_py
(
out_fg
,
[
x_np
])
compare_jax_and_py
(
out_fg
,
[
x_np
])
def
test_boolean_indexing_set_or_inc_not_applicable
():
"""Test that `boolean_indexing_set_or_inc` does not return an invalid replacement in cases where it doesn't apply."""
x
=
at
.
vector
(
"x"
)
mask
=
at
.
as_tensor
(
x
)
>
0
out
=
at_subtensor
.
set_subtensor
(
x
[
mask
],
[
0
,
1
,
2
])
fg
=
FunctionGraph
([
x
],
[
out
])
assert
boolean_indexing_set_or_inc
.
transform
(
fg
,
fg
.
outputs
[
0
]
.
owner
)
is
None
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