## @package scope
# Module caffe2.python.scope
import contextlib
import threading
from past.builtins import basestring
from caffe2.proto import caffe2_pb2
# The name scope and device scope when creating a new operator.
_NAMESCOPE_SEPARATOR = '/'
_threadlocal_scope = threading.local()
def CurrentNameScope():
global _threadlocal_scope
if not hasattr(_threadlocal_scope, "namescope"):
_threadlocal_scope.namescope = ''
return _threadlocal_scope.namescope
def CurrentDeviceScope():
global _threadlocal_scope
if not hasattr(_threadlocal_scope, "devicescope"):
_threadlocal_scope.devicescope = None
return _threadlocal_scope.devicescope
@contextlib.contextmanager
def NameScope(prefix, reset=False):
global _threadlocal_scope
assert isinstance(prefix, basestring) or prefix is None, \
"NameScope takes in a string as its argument."
old_scope = CurrentNameScope()
prefix = prefix + _NAMESCOPE_SEPARATOR if prefix else ''
if reset:
_threadlocal_scope.namescope = prefix
else:
_threadlocal_scope.namescope = _threadlocal_scope.namescope + prefix
try:
yield
finally:
assert _threadlocal_scope.namescope.endswith(prefix), \
"The namescope variable is changed from outside NameScope() calls."
_threadlocal_scope.namescope = old_scope
@contextlib.contextmanager
def DeviceScope(scope, node_name=None):
new_scope = caffe2_pb2.DeviceOption()
if scope:
assert isinstance(scope, caffe2_pb2.DeviceOption), \
"DeviceScope takes in a caffe2_pb2.DeviceOption as its argument."
new_scope.CopyFrom(scope)
else:
assert node_name, "At least one argument should be non-null in DeviceScope"
# rewrite node_name if it is explicitly given
if node_name:
new_scope.node_name = node_name
global _threadlocal_scope
old_scope = CurrentDeviceScope()
# nested scope should inherit the node_name if it is not explicitly set
if old_scope and old_scope.HasField('node_name') and \
not new_scope.HasField('node_name'):
new_scope.node_name = old_scope.node_name
# nested scope should inherit the extra_info and merged it with new extra_info
if old_scope and hasattr(old_scope, 'extra_info'):
new_scope.extra_info.extend(old_scope.extra_info)
new_scope.extra_info.sort()
_threadlocal_scope.devicescope = new_scope
try:
yield
finally:
assert _threadlocal_scope.devicescope == new_scope, \
"The device scope is changed from outside DeviceScope() calls."
_threadlocal_scope.devicescope = old_scope
@contextlib.contextmanager
def EmptyNameScope():
"""
Allow users to 'disable' the name scope behaviour.
This sets the CurrentNameScope() to None, so that the field is
not set in CreateOperator(...), etc.
"""
old_scope = CurrentNameScope()
try:
_threadlocal_scope.namescope = ''
yield
finally:
_threadlocal_scope.namescope = old_scope
return
@contextlib.contextmanager
def EmptyDeviceScope():
"""
Allow users to 'disable' the device scope behaviour (so it can be
controlled at a NetDef::DeviceOption level, not overridden at
OperatorDef::DeviceOption level).
This sets the CurrentDeviceScope() to None, so that the field is
not set in CreateOperator(...), etc.
"""
old_scope = CurrentDeviceScope()
try:
_threadlocal_scope.devicescope = None
yield
finally:
_threadlocal_scope.devicescope = old_scope
return