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pytensor
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9f5cd455
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9f5cd455
authored
2月 02, 2008
作者:
james@mackie
浏览文件
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电子邮件补丁
差异文件
first serious attempt at handling compiled code and blas using environment variables
上级
50da7310
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
77 行增加
和
39 行删除
+77
-39
TODO
TODO
+0
-5
core.py
core.py
+77
-34
没有找到文件。
TODO
deleted
100644 → 0
浏览文件 @
50da7310
- optimize a**2 -> sqr(a)
- add __getitem__ to NumpyR (including derivative) by storing the integer / slice object
core.py
浏览文件 @
9f5cd455
import
os
# for building the location of the .omega/omega_compiled cache directory
import
sys
# for adding the inline code cache to the include path
import
platform
#
import
os
import
sys
...
...
@@ -45,18 +46,74 @@ literals_id_db = weakref.WeakValueDictionary()
# see TRAC(#31)
default_input_scalar_dtype
=
'float64'
# BLAS Support
# These should be used by dependent modules to link blas functions.
# - used by dot(), gemm()
_blas_headers
=
[
'"/home/bergstra/cvs/lgcm/omega/cblas.h"'
]
_blas_libs
=
[
'mkl'
,
'm'
]
def
_constant
(
f
):
"""Return a function that always returns its first call value
"""
def
rval
(
*
args
,
**
kwargs
):
if
not
hasattr
(
f
,
'rval'
):
f
.
rval
=
f
(
*
args
,
**
kwargs
)
return
f
.
rval
return
rval
@_constant
def
_blas_headers
():
"""Return a list of strings which should be #include-ed into C files.
Default: [''], but environment variable OMEGA_CBLAS_H overrides this.
"""
envvar
=
os
.
getenv
(
'OMEGA_CBLAS_H'
)
if
envvar
is
None
:
return
[]
else
:
return
[
envvar
]
@_constant
def
_blas_libs
():
"""Return a list of libraries against which an Op's object file should be
linked to benefit from a BLAS implementation.
Default: ['mkl','m'], but environment variable OMEGA_BLAS_LDFLAGS overrides this.
"""
if
os
.
getenv
(
'OMEGA_BLAS_LDFLAGS'
):
return
os
.
getenv
(
'OMEGA_BLAS_LDFLAGS'
)
.
split
()
else
:
return
[
'mkl'
,
'm'
]
@_constant
def
_compile_dir
():
"""Return the directory in which scipy.weave should store code objects.
If the environment variable OMEGA_COMPILEDIR is set, its value is returned.
If not, a directory of the form $HOME/.omega/compiledir_<platform Id>.
As a test, this function touches the file __init__.py in the returned
directory, and raises OSError if there's a problem.
A directory coming from OMEGA_COMPILEDIR is not created automatically, but
a directory in $HOME/.omega is created automatically.
This directory is appended to the sys.path search path before being
returned, if the touch was successful.
"""
if
os
.
getenv
(
'OMEGA_COMPILEDIR'
):
cachedir
=
os
.
getenv
(
'OMEGA_COMPILEDIR'
)
else
:
# use (and possibly create) a default code cache location
platform_id
=
platform
.
platform
()
+
'-'
+
platform
.
processor
()
cachedir
=
os
.
path
.
join
(
os
.
getenv
(
'HOME'
),
'.omega'
,
'compiledir_'
+
platform_id
)
if
not
os
.
access
(
cachedir
,
os
.
R_OK
|
os
.
W_OK
):
#this may raise a number of problems, I think all of which are serious.
os
.
makedirs
(
cachedir
,
7
<<
6
)
cachedir_init
=
cachedir
+
'/__init__.py'
touch
=
os
.
system
(
'touch '
+
cachedir_init
)
if
touch
:
raise
OSError
(
'touch
%
s returned
%
i'
%
(
cachedir_init
,
touch
))
if
cachedir
not
in
sys
.
path
:
sys
.
path
.
append
(
cachedir
)
return
cachedir
# WEAVE CACHE
#_home_omega = os.path.join(os.getenv('HOME'), '.omega')
_home_omega
=
os
.
path
.
join
(
'/home/bergstra/.omega'
)
_compiled
=
'omega_compiled'
_home_omega_compiled
=
os
.
path
.
join
(
_home_omega
,
_compiled
)
sys
.
path
.
append
(
_home_omega
)
# J - is this a good idea??
def
input
(
x
):
#NB:
...
...
@@ -269,8 +326,8 @@ class omega_op(gof.PythonOp):
instantiate
.
customize
.
add_library
(
lib
)
mod
.
add_function
(
instantiate
)
mod
.
compile
(
location
=
_
home_omega_compiled
)
module
=
__import__
(
"
%
s
.
%
s"
%
(
_compiled
,
module_name
),
{},
{},
[
module_name
])
mod
.
compile
(
location
=
_
compile_dir
()
)
module
=
__import__
(
"
%
s
"
%
(
module_name
),
{},
{},
[
module_name
])
def
creator
():
return
module
.
instantiate
(
*
[
x
.
data
for
x
in
self
.
inputs
+
self
.
outputs
])
...
...
@@ -648,6 +705,9 @@ class NumpyR(gof.PythonR):
def
__copy__
(
self
):
return
array_copy
(
self
)
#def __getitem__(self, item): return get_slice(self, item)
#def __getslice__(self, item): return get_slice(self, item)
def
wrap_producer
(
f
):
class
producer
(
omega_op
):
...
...
@@ -1034,9 +1094,9 @@ class dot(omega_op):
shape
=
(
x
[
2
][
0
],
y
[
2
][
1
])
return
(
numpy
.
ndarray
,
upcast
(
x
[
1
],
y
[
1
]),
shape
)
def
c_headers
(
self
):
return
_blas_headers
return
_blas_headers
()
def
c_libs
(
self
):
return
_blas_libs
return
_blas_libs
()
def
c_impl
((
_x
,
_y
),
(
_z
,
)):
return
blas_code
.
gemm_xyz
(
''
,
'1.0'
,
'0.0'
)
...
...
@@ -1070,9 +1130,9 @@ class gemm(omega_op, inplace):
def
alloc
(
self
,
except_list
):
self
.
outputs
[
0
]
.
data
=
self
.
inputs
[
0
]
.
data
def
c_headers
(
self
):
return
_blas_headers
return
_blas_headers
()
def
c_libs
(
self
):
return
_blas_libs
return
_blas_libs
()
def
c_impl
((
_zin
,
_a
,
_x
,
_y
,
_b
),
(
_z
,)):
check_ab
=
"""
{
...
...
@@ -1221,7 +1281,6 @@ pow_scalar_r_inplace = pow_scalar_r.inplace_version()
pow_scalar_r_inplace
.
set_impl
(
tensor_scalar_impl
(
numpy
.
ndarray
.
__ipow__
))
## Others ##
class
minmax
(
elemwise
):
...
...
@@ -1260,7 +1319,6 @@ class fill(elemwise):
ifill
=
fill
.
inplace_version
()
class
sum
(
elemwise
):
impl
=
numpy
.
sum
def
grad
(
x
,
gz
):
...
...
@@ -1272,20 +1330,6 @@ class sum(elemwise):
def
c_foreach
((
x_i
,
),
(
sum
,
)):
return
"sump[0] += x_i;"
## Array slicing ##
class
get_slice
(
omega_op
,
view
):
def
grad
(
x
,
gz
):
raise
NotImplementedError
()
def
impl
(
x
,
dims
):
return
x
.
__getitem__
(
*
dims
)
# class set_slice(omega_op, inplace):
# def impl(x, dims):
# x.__setitem__(*dims)
# return x
add
=
scalar_switch
(
add_elemwise
,
add_scalar
,
add_scalar
)
add_inplace
=
scalar_switch
(
add_elemwise_inplace
,
add_scalar_inplace
)
...
...
@@ -1303,4 +1347,3 @@ pow = scalar_switch(pow_elemwise, pow_scalar_r, pow_scalar_l)
pow_inplace
=
scalar_switch
(
pow_elemwise_inplace
,
pow_scalar_r_inplace
)
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