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pycodegen
pystencils
Commits
b23348ce
Commit
b23348ce
authored
5 years ago
by
Stephan Seitz
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WIP: Add test_jacobi_fixed_field_size_gpu
parent
bec1010f
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!53
Compile CUDA using the LLVM backend
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pystencils_tests/test_jacobi_llvm.py
+31
-1
31 additions, 1 deletion
pystencils_tests/test_jacobi_llvm.py
with
31 additions
and
1 deletion
pystencils_tests/test_jacobi_llvm.py
+
31
−
1
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b23348ce
import
numpy
as
np
import
numpy
as
np
from
pystencils
import
Assignment
,
Field
from
pystencils
import
Assignment
,
Field
,
show_code
from
pystencils.llvm
import
create_kernel
,
make_python_function
from
pystencils.llvm
import
create_kernel
,
make_python_function
from
pystencils.llvm.llvmjit
import
generate_and_jit
from
pystencils.llvm.llvmjit
import
generate_and_jit
...
@@ -30,6 +30,32 @@ def test_jacobi_fixed_field_size():
...
@@ -30,6 +30,32 @@ def test_jacobi_fixed_field_size():
np
.
testing
.
assert_almost_equal
(
error
,
0.0
)
np
.
testing
.
assert_almost_equal
(
error
,
0.0
)
def
test_jacobi_fixed_field_size_gpu
():
size
=
(
30
,
20
)
src_field_llvm
=
np
.
random
.
rand
(
*
size
)
src_field_py
=
np
.
copy
(
src_field_llvm
)
dst_field_llvm
=
np
.
zeros
(
size
)
dst_field_py
=
np
.
zeros
(
size
)
f
=
Field
.
create_from_numpy_array
(
"
f
"
,
src_field_llvm
)
d
=
Field
.
create_from_numpy_array
(
"
d
"
,
dst_field_llvm
)
jacobi
=
Assignment
(
d
[
0
,
0
],
(
f
[
1
,
0
]
+
f
[
-
1
,
0
]
+
f
[
0
,
1
]
+
f
[
0
,
-
1
])
/
4
)
ast
=
create_kernel
([
jacobi
],
target
=
'
gpu
'
)
print
(
show_code
(
ast
))
for
x
in
range
(
1
,
size
[
0
]
-
1
):
for
y
in
range
(
1
,
size
[
1
]
-
1
):
dst_field_py
[
x
,
y
]
=
0.25
*
(
src_field_py
[
x
-
1
,
y
]
+
src_field_py
[
x
+
1
,
y
]
+
src_field_py
[
x
,
y
-
1
]
+
src_field_py
[
x
,
y
+
1
])
jit
=
generate_and_jit
(
ast
)
jit
(
'
kernel
'
,
dst_field_llvm
,
src_field_llvm
)
error
=
np
.
sum
(
np
.
abs
(
dst_field_py
-
dst_field_llvm
))
np
.
testing
.
assert_almost_equal
(
error
,
0.0
)
def
test_jacobi_variable_field_size
():
def
test_jacobi_variable_field_size
():
size
=
(
3
,
3
,
3
)
size
=
(
3
,
3
,
3
)
f
=
Field
.
create_generic
(
"
f
"
,
3
)
f
=
Field
.
create_generic
(
"
f
"
,
3
)
...
@@ -52,3 +78,7 @@ def test_jacobi_variable_field_size():
...
@@ -52,3 +78,7 @@ def test_jacobi_variable_field_size():
kernel
()
kernel
()
error
=
np
.
sum
(
np
.
abs
(
dst_field_py
-
dst_field_llvm
))
error
=
np
.
sum
(
np
.
abs
(
dst_field_py
-
dst_field_llvm
))
np
.
testing
.
assert_almost_equal
(
error
,
0.0
)
np
.
testing
.
assert_almost_equal
(
error
,
0.0
)
if
__name__
==
"
__main__
"
:
test_jacobi_fixed_field_size_gpu
()
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