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Shashank Suhas
seminar-breakout
Commits
2b4ec72e
Commit
2b4ec72e
authored
Mar 23, 2019
by
Yuxin Wu
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improve find_library
parent
25bf4336
Changes
3
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3 changed files
with
100 additions
and
48 deletions
+100
-48
tensorpack/tfutils/common.py
tensorpack/tfutils/common.py
+24
-47
tensorpack/utils/concurrency.py
tensorpack/utils/concurrency.py
+1
-1
tensorpack/utils/utils.py
tensorpack/utils/utils.py
+75
-0
No files found.
tensorpack/tfutils/common.py
View file @
2b4ec72e
...
@@ -5,14 +5,12 @@ from collections import defaultdict
...
@@ -5,14 +5,12 @@ from collections import defaultdict
from
six.moves
import
map
from
six.moves
import
map
from
tabulate
import
tabulate
from
tabulate
import
tabulate
import
os
import
os
import
re
import
sys
import
sys
import
tensorflow
as
tf
import
tensorflow
as
tf
from
..compat
import
tfv1
from
..compat
import
tfv1
from
..utils.argtools
import
graph_memoized
from
..utils.argtools
import
graph_memoized
from
..utils.concurrency
import
subproc_call
from
..utils.utils
import
find_library_full_path
as
find_library
from
..utils
import
change_env
from
..utils.nvml
import
NVMLContext
from
..utils.nvml
import
NVMLContext
from
..libinfo
import
__git_version__
from
..libinfo
import
__git_version__
...
@@ -174,7 +172,8 @@ def collect_env_info():
...
@@ -174,7 +172,8 @@ def collect_env_info():
data
.
append
((
"Tensorpack"
,
__git_version__
))
data
.
append
((
"Tensorpack"
,
__git_version__
))
data
.
append
((
"TensorFlow"
,
tfv1
.
VERSION
+
"/"
+
tfv1
.
GIT_VERSION
))
data
.
append
((
"TensorFlow"
,
tfv1
.
VERSION
+
"/"
+
tfv1
.
GIT_VERSION
))
data
.
append
((
"TF Compiler Version"
,
tfv1
.
COMPILER_VERSION
))
data
.
append
((
"TF Compiler Version"
,
tfv1
.
COMPILER_VERSION
))
data
.
append
((
"TF CUDA support"
,
tf
.
test
.
is_built_with_cuda
()))
has_cuda
=
tf
.
test
.
is_built_with_cuda
()
data
.
append
((
"TF CUDA support"
,
has_cuda
))
try
:
try
:
from
tensorflow.python.framework
import
test_util
from
tensorflow.python.framework
import
test_util
...
@@ -188,49 +187,27 @@ def collect_env_info():
...
@@ -188,49 +187,27 @@ def collect_env_info():
except
Exception
:
except
Exception
:
pass
pass
def
find_library_with_ldconfig
(
ldconfig
,
lib
):
if
has_cuda
:
# Read sonames from ldconfig: may not be accurate
data
.
append
((
"Nvidia Driver"
,
find_library
(
"nvidia-ml"
)))
# similar to from ctypes.util import find_library, but with full path
data
.
append
((
"CUDA"
,
find_library
(
"cudart"
)))
expr
=
r'\s+(lib
%
s\.[^\s]+)\s+\(.*=>\s+(.*)'
%
(
re
.
escape
(
lib
))
data
.
append
((
"CUDNN"
,
find_library
(
"cudnn"
)))
res
=
re
.
search
(
expr
,
ldconfig
)
data
.
append
((
"NCCL"
,
find_library
(
"nccl"
)))
if
not
res
:
return
None
# List devices with NVML
else
:
data
.
append
(
ret
=
res
.
group
(
2
)
(
"CUDA_VISIBLE_DEVICES"
,
return
os
.
path
.
realpath
(
ret
)
os
.
environ
.
get
(
"CUDA_VISIBLE_DEVICES"
,
str
(
None
))))
try
:
try
:
devs
=
defaultdict
(
list
)
with
change_env
(
'LC_ALL'
,
'C'
),
change_env
(
'LANG'
,
'C'
):
with
NVMLContext
()
as
ctx
:
ldconfig
,
ret
=
subproc_call
(
"ldconfig -p"
)
for
idx
,
dev
in
enumerate
(
ctx
.
devices
()):
assert
ret
==
0
devs
[
dev
.
name
()]
.
append
(
str
(
idx
))
ldconfig
=
ldconfig
.
decode
(
'utf-8'
)
for
devname
,
devids
in
devs
.
items
():
def
find_library
(
x
):
data
.
append
(
return
find_library_with_ldconfig
(
ldconfig
,
x
)
(
"GPU "
+
","
.
join
(
devids
),
devname
))
except
Exception
:
except
Exception
:
data
.
append
((
"GPU"
,
"Not found with NVML"
))
from
ctypes.util
import
find_library
data
.
append
((
"CUDA"
,
find_library
(
"cudart"
)))
data
.
append
((
"CUDNN"
,
find_library
(
"cudnn"
)))
data
.
append
((
"NCCL"
,
find_library
(
"nccl"
)))
# List devices with NVML
data
.
append
(
(
"CUDA_VISIBLE_DEVICES"
,
os
.
environ
.
get
(
"CUDA_VISIBLE_DEVICES"
,
str
(
None
))))
try
:
devs
=
defaultdict
(
list
)
with
NVMLContext
()
as
ctx
:
for
idx
,
dev
in
enumerate
(
ctx
.
devices
()):
devs
[
dev
.
name
()]
.
append
(
str
(
idx
))
for
devname
,
devids
in
devs
.
items
():
data
.
append
(
(
"GPU "
+
","
.
join
(
devids
)
+
" Model"
,
devname
))
except
Exception
:
pass
# Other important dependencies
# Other important dependencies
try
:
try
:
...
...
tensorpack/utils/concurrency.py
View file @
2b4ec72e
...
@@ -238,7 +238,7 @@ def start_proc_mask_signal(proc):
...
@@ -238,7 +238,7 @@ def start_proc_mask_signal(proc):
def
subproc_call
(
cmd
,
timeout
=
None
):
def
subproc_call
(
cmd
,
timeout
=
None
):
"""
"""
Execute a command with timeout, and return
both STDOUT/STDERR.
Execute a command with timeout, and return
STDOUT and STDERR
Args:
Args:
cmd(str): the command to execute.
cmd(str): the command to execute.
...
...
tensorpack/utils/utils.py
View file @
2b4ec72e
...
@@ -4,6 +4,7 @@
...
@@ -4,6 +4,7 @@
import
inspect
import
inspect
import
numpy
as
np
import
numpy
as
np
import
re
import
os
import
os
import
sys
import
sys
from
contextlib
import
contextmanager
from
contextlib
import
contextmanager
...
@@ -11,6 +12,7 @@ from datetime import datetime, timedelta
...
@@ -11,6 +12,7 @@ from datetime import datetime, timedelta
from
tqdm
import
tqdm
from
tqdm
import
tqdm
from
.
import
logger
from
.
import
logger
from
.concurrency
import
subproc_call
__all__
=
[
'change_env'
,
__all__
=
[
'change_env'
,
'get_rng'
,
'get_rng'
,
...
@@ -216,3 +218,76 @@ def get_tqdm(*args, **kwargs):
...
@@ -216,3 +218,76 @@ def get_tqdm(*args, **kwargs):
""" Similar to :func:`tqdm.tqdm()`,
""" Similar to :func:`tqdm.tqdm()`,
but use tensorpack's default options to have consistent style. """
but use tensorpack's default options to have consistent style. """
return
tqdm
(
*
args
,
**
get_tqdm_kwargs
(
**
kwargs
))
return
tqdm
(
*
args
,
**
get_tqdm_kwargs
(
**
kwargs
))
def
find_library_full_path
(
name
):
"""
Similar to `from ctypes.util import find_library`, but try
to return full path if possible.
"""
from
ctypes.util
import
find_library
if
os
.
name
==
"posix"
and
sys
.
platform
==
"darwin"
:
# on Mac, ctypes already returns full path
return
find_library
(
name
)
def
_use_proc_maps
(
name
):
"""
Find so from /proc/pid/maps
Only works with libraries that has already been loaded.
But this is the most accurate method -- it finds the exact library that's being used.
"""
procmap
=
os
.
path
.
join
(
'/proc'
,
str
(
os
.
getpid
()),
'maps'
)
if
not
os
.
path
.
isfile
(
procmap
):
return
None
with
open
(
procmap
,
'r'
)
as
f
:
for
line
in
f
:
line
=
line
.
strip
()
.
split
(
' '
)
sofile
=
line
[
-
1
]
basename
=
os
.
path
.
basename
(
sofile
)
if
'lib'
+
name
+
'.so'
in
basename
:
if
os
.
path
.
isfile
(
sofile
):
return
os
.
path
.
realpath
(
sofile
)
# The following two methods come from https://github.com/python/cpython/blob/master/Lib/ctypes/util.py
def
_use_ld
(
name
):
"""
Find so with `ld -lname -Lpath`.
It will search for files in LD_LIBRARY_PATH, but not in ldconfig.
"""
cmd
=
"ld -t -l{} -o {}"
.
format
(
name
,
os
.
devnull
)
ld_lib_path
=
os
.
environ
.
get
(
'LD_LIBRARY_PATH'
,
''
)
for
d
in
ld_lib_path
.
split
(
':'
):
cmd
=
cmd
+
" -L "
+
d
result
,
ret
=
subproc_call
(
cmd
+
'|| true'
)
expr
=
r'[^\(\)\s]*lib
%
s\.[^\(\)\s]*'
%
re
.
escape
(
name
)
res
=
re
.
search
(
expr
,
result
.
decode
(
'utf-8'
))
if
res
:
res
=
res
.
group
(
0
)
if
not
os
.
path
.
isfile
(
res
):
return
None
return
os
.
path
.
realpath
(
res
)
def
_use_ldconfig
(
name
):
"""
Find so in `ldconfig -p`.
It does not handle LD_LIBRARY_PATH.
"""
with
change_env
(
'LC_ALL'
,
'C'
),
change_env
(
'LANG'
,
'C'
):
ldconfig
,
ret
=
subproc_call
(
"ldconfig -p"
)
ldconfig
=
ldconfig
.
decode
(
'utf-8'
)
if
ret
!=
0
:
return
None
expr
=
r'\s+(lib
%
s\.[^\s]+)\s+\(.*=>\s+(.*)'
%
(
re
.
escape
(
name
))
res
=
re
.
search
(
expr
,
ldconfig
)
if
not
res
:
return
None
else
:
ret
=
res
.
group
(
2
)
return
os
.
path
.
realpath
(
ret
)
if
sys
.
platform
.
startswith
(
'linux'
):
return
_use_proc_maps
(
name
)
or
_use_ld
(
name
)
or
_use_ldconfig
(
name
)
or
find_library
(
name
)
return
find_library
(
name
)
# don't know what to do
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