def _new_from_args(cls, parsed_args, *args, **params):
silent = params.pop("_silent", False)
args_info = _get_info(cls)
prefix_ = _get_prefix(cls)
# params = dict()
for arg_name, arg_info in args_info.iteritems():
prefixed_arg_name = prefix_ + arg_name
if hasattr(parsed_args, prefixed_arg_name):
val = getattr(parsed_args, prefixed_arg_name)
if val is not None:
if arg_info["mapper"]:
params[arg_name] = arg_info["mapper"](val)
else:
params[arg_name] = val
if not silent:
print colorize("using argument %s with value %s" % (arg_name, val), "yellow")
return cls(*args, **params)
def set_seed(seed):
global seed_
seed_ = seed
import lasagne
random.seed(seed)
np.random.seed(seed)
lasagne.random.set_rng(np.random.RandomState(seed))
print (colorize("using seed %s" % (str(seed)), "green"))
def set_seed(seed):
global seed_
seed_ = seed
import lasagne
random.seed(seed)
np.random.seed(seed)
lasagne.random.set_rng(np.random.RandomState(seed))
print((
colorize(
'using seed %s' % (str(seed)),
'green'
)
))
def set_seed(seed):
seed %= 4294967294
global seed_
seed_ = seed
import lasagne
random.seed(seed)
np.random.seed(seed)
lasagne.random.set_rng(np.random.RandomState(seed))
try:
import tensorflow as tf
tf.set_random_seed(seed)
except Exception as e:
print(e)
print((colorize('using seed %s' % (str(seed)), 'green')))
def log(s, with_prefix=True, with_timestamp=True, color=None):
out = s
if with_prefix:
out = _prefix_str + out
if with_timestamp:
now = datetime.datetime.now(dateutil.tz.tzlocal())
timestamp = now.strftime('%Y-%m-%d %H:%M:%S.%f %Z')
out = "%s | %s" % (timestamp, out)
if color is not None:
out = colorize(out, color)
if not _log_tabular_only:
# Also log to stdout
print(out)
for fd in list(_text_fds.values()):
fd.write(out + '\n')
fd.flush()
sys.stdout.flush()
def log(s, with_prefix=True, with_timestamp=True, color=None):
out = s
if with_prefix:
out = _prefix_str + out
if with_timestamp:
now = datetime.datetime.now(dateutil.tz.tzlocal())
timestamp = now.strftime('%Y-%m-%d %H:%M:%S.%f %Z')
out = "%s | %s" % (timestamp, out)
if color is not None:
out = colorize(out, color)
if not _log_tabular_only:
# Also log to stdout
print(out)
for fd in list(_text_fds.values()):
fd.write(out + '\n')
fd.flush()
sys.stdout.flush()
def set_seed(seed):
seed %= 4294967294
global seed_
seed_ = seed
import lasagne
random.seed(seed)
np.random.seed(seed)
lasagne.random.set_rng(np.random.RandomState(seed))
try:
import tensorflow as tf
tf.set_random_seed(seed)
except Exception as e:
print(e)
print((
colorize(
'using seed %s' % (str(seed)),
'green'
)
))
def _new_from_args(cls, parsed_args, *args, **params):
silent = params.pop("_silent", False)
args_info = _get_info(cls)
prefix_ = _get_prefix(cls)
# params = dict()
for arg_name, arg_info in args_info.items():
prefixed_arg_name = prefix_ + arg_name
if hasattr(parsed_args, prefixed_arg_name):
val = getattr(parsed_args, prefixed_arg_name)
if val is not None:
if arg_info['mapper']:
params[arg_name] = arg_info['mapper'](val)
else:
params[arg_name] = val
if not silent:
print(
colorize(
"using argument %s with value %s" %
(arg_name, val), "yellow"))
return cls(*args, **params)
def log(self, message, color=None):
if color is not None:
message = console.colorize(message, color)
logger.log(self.log_prefix + message)