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2020-04-06 20:44:29 +08:00

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Python

from __future__ import absolute_import
import sys
import os
import json
import importlib
from . import backend
from .set_default_backend import set_default_backend
_enabled_apis = set()
def _gen_missing_api(api, mod_name):
def _missing_api(*args, **kwargs):
raise ImportError('API "%s" is not supported by backend "%s".'
' You can switch to other backends by setting'
' the DGLBACKEND environment.' % (api, mod_name))
return _missing_api
def load_backend(mod_name):
print('Using backend: %s' % mod_name, file=sys.stderr)
mod = importlib.import_module('.%s' % mod_name, __name__)
thismod = sys.modules[__name__]
for api in backend.__dict__.keys():
if api.startswith('__'):
# ignore python builtin attributes
continue
if api == 'data_type_dict':
# load data type
if api not in mod.__dict__:
raise ImportError('API "data_type_dict" is required but missing for'
' backend "%s".' % (mod_name))
data_type_dict = mod.__dict__[api]()
for name, dtype in data_type_dict.items():
setattr(thismod, name, dtype)
# override data type dict function
setattr(thismod, 'data_type_dict', data_type_dict)
setattr(thismod,
'reverse_data_type_dict',
{v: k for k, v in data_type_dict.items()})
# log backend name
setattr(thismod, 'backend_name', mod_name)
else:
# load functions
if api in mod.__dict__:
_enabled_apis.add(api)
setattr(thismod, api, mod.__dict__[api])
else:
setattr(thismod, api, _gen_missing_api(api, mod_name))
def get_preferred_backend():
config_path = os.path.join(os.path.expanduser('~'), '.dgl', 'config.json')
backend_name = None
if "DGLBACKEND" in os.environ:
backend_name = os.getenv('DGLBACKEND')
elif os.path.exists(config_path):
with open(config_path, "r") as config_file:
config_dict = json.load(config_file)
backend_name = config_dict.get('backend', '').lower()
if (backend_name in ['tensorflow', 'mxnet', 'pytorch']):
return backend_name
else:
print("DGL backend not selected or invalid. "
"Assuming PyTorch for now.", file=sys.stderr)
set_default_backend('pytorch')
return 'pytorch'
load_backend(get_preferred_backend())
def is_enabled(api):
"""Return true if the api is enabled by the current backend.
Parameters
----------
api : str
The api name.
Returns
-------
bool
True if the API is enabled by the current backend.
"""
return api in _enabled_apis