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pytensor
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22623909
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22623909
authored
7月 12, 2013
作者:
lamblin
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Merge pull request #1449 from nouiz/mpi
Add documentaiton about the MPI and load ops
上级
74068df6
d7c00a98
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
57 行增加
和
6 行删除
+57
-6
index.txt
doc/library/tensor/index.txt
+1
-0
io.txt
doc/library/tensor/io.txt
+25
-0
io.py
theano/tensor/io.py
+31
-6
没有找到文件。
doc/library/tensor/index.txt
浏览文件 @
22623909
...
...
@@ -24,3 +24,4 @@ They are grouped into the following sections:
signal/index
utils
extra_ops
io
doc/library/tensor/io.txt
0 → 100644
浏览文件 @
22623909
===================================================================
:mod:`tensor.io` -- Tensor IO Ops
===================================================================
.. module:: tensor.io
:platform: Unix, Windows
:synopsis: Tensor IO Ops
.. moduleauthor:: LISA
File operation
==============
- Load from disk with the function :func:`load <theano.tensor.io.load>` and its associated op :class:`LoadFromDisk <theano.tensor.io.LoadFromDisk>`
MPI operation
=============
- Non-blocking transfer: :func:`isend <theano.tensor.io.isend>` and :func:`irecv <theano.tensor.io.irecv>`.
- Blocking transfer: :func:`send <theano.tensor.io.send>` and :func:`recv <theano.tensor.io.recv>`
Details
=======
.. automodule:: theano.tensor.io
:members:
theano/tensor/io.py
浏览文件 @
22623909
...
...
@@ -23,7 +23,7 @@ class LoadFromDisk(Op):
self
.
broadcastable
=
broadcastable
if
mmap_mode
not
in
(
None
,
'c'
):
raise
ValueError
(
"The only supported values for mmap_mode "
"are None and 'c', got
%
s"
%
mmap_mode
)
"are None and 'c', got
%
s"
%
mmap_mode
)
self
.
mmap_mode
=
mmap_mode
self
.
_info
=
(
dtype
,
broadcastable
,
mmap_mode
)
...
...
@@ -46,12 +46,13 @@ class LoadFromDisk(Op):
result
=
numpy
.
load
(
path
,
mmap_mode
=
self
.
mmap_mode
)
if
result
.
dtype
!=
self
.
dtype
:
raise
TypeError
(
"Expected an array of type
%
s, got
%
s instead"
%
(
self
.
dtype
,
result
.
dtype
))
(
self
.
dtype
,
result
.
dtype
))
out
[
0
][
0
]
=
result
def
__str__
(
self
):
return
"Load{dtype:
%
s, broadcastable:
%
s, mmep:
%
s}"
%
self
.
_info
def
load
(
path
,
dtype
,
broadcastable
,
mmap_mode
=
None
):
"""
Load an array from an .npy file.
...
...
@@ -91,6 +92,7 @@ else:
comm
=
MPI
.
COMM_WORLD
mpi_enabled
=
True
class
MPIRecv
(
Op
):
"""
An operation to asynchronously receive an array to a remote host using MPI
...
...
@@ -104,9 +106,9 @@ class MPIRecv(Op):
def
__init__
(
self
,
source
,
tag
,
shape
,
dtype
):
self
.
source
=
source
self
.
tag
=
tag
self
.
tag
=
tag
self
.
shape
=
shape
self
.
dtype
=
numpy
.
dtype
(
dtype
)
# turn "float64" into numpy.float64
self
.
dtype
=
numpy
.
dtype
(
dtype
)
# turn "float64" into numpy.float64
self
.
broadcastable
=
(
False
,)
*
len
(
shape
)
self
.
_info
=
(
source
,
tag
,
shape
,
dtype
)
...
...
@@ -120,6 +122,7 @@ class MPIRecv(Op):
return
gof
.
Apply
(
self
,
[],
[
theano
.
Variable
(
Generic
()),
tensor
(
self
.
dtype
,
broadcastable
=
self
.
broadcastable
)])
def
perform
(
self
,
node
,
inp
,
out
):
data
=
numpy
.
zeros
(
self
.
shape
,
dtype
=
self
.
dtype
)
...
...
@@ -137,6 +140,7 @@ class MPIRecv(Op):
def
do_constant_folding
(
self
,
node
):
return
False
class
MPIRecvWait
(
Op
):
"""
An operation to wait on a previously received array using MPI
...
...
@@ -160,10 +164,11 @@ class MPIRecvWait(Op):
return
gof
.
Apply
(
self
,
[
request
,
data
],
[
tensor
(
data
.
dtype
,
broadcastable
=
data
.
broadcastable
)])
def
perform
(
self
,
node
,
inp
,
out
):
request
=
inp
[
0
]
data
=
inp
[
1
]
data
=
inp
[
1
]
request
.
wait
()
...
...
@@ -177,6 +182,7 @@ class MPIRecvWait(Op):
view_map
=
{
0
:
[
1
]}
class
MPISend
(
Op
):
"""
An operation to asynchronously Send an array to a remote host using MPI
...
...
@@ -190,7 +196,7 @@ class MPISend(Op):
def
__init__
(
self
,
dest
,
tag
):
self
.
dest
=
dest
self
.
tag
=
tag
self
.
tag
=
tag
self
.
_info
=
(
dest
,
tag
)
def
__eq__
(
self
,
other
):
...
...
@@ -216,6 +222,7 @@ class MPISend(Op):
def
__str__
(
self
):
return
"MPISend{dest:
%
d, tag:
%
d}"
%
self
.
_info
class
MPISendWait
(
Op
):
"""
An operation to wait on a previously sent array using MPI
...
...
@@ -247,18 +254,35 @@ class MPISendWait(Op):
def
__str__
(
self
):
return
"MPISendWait"
def
isend
(
var
,
dest
,
tag
):
"""
Non blocking send
"""
return
MPISend
(
dest
,
tag
)(
var
)
def
send
(
var
,
dest
,
tag
):
"""
blocking send
"""
return
MPISendWait
(
tag
)(
*
isend
(
var
,
dest
,
tag
))
def
irecv
(
shape
,
dtype
,
source
,
tag
):
"""
non-blocking receive
"""
return
MPIRecv
(
source
,
tag
,
shape
,
dtype
)()
def
recv
(
shape
,
dtype
,
source
,
tag
):
"""
blocking receive
"""
return
MPIRecvWait
(
tag
)(
*
irecv
(
shape
,
dtype
,
source
,
tag
))
# Ordering keys for scheduling
def
mpi_send_wait_key
(
a
):
""" Wait as long as possible on Waits, Start Send/Recvs early """
...
...
@@ -268,6 +292,7 @@ def mpi_send_wait_key(a):
return
-
1
return
0
def
mpi_tag_key
(
a
):
""" Break MPI ties by using the variable tag - prefer lower tags first """
if
isinstance
(
a
.
op
,
(
MPISend
,
MPIRecv
,
MPIRecvWait
,
MPISendWait
)):
...
...
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