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44,900 | cloudnull/turbolift | turbolift/worker.py | Worker.run_manager | def run_manager(self, job_override=None):
"""The run manager.
The run manager is responsible for loading the plugin required based on
what the user has inputted using the parsed_command value as found in
the job_args dict. If the user provides a *job_override* the method
will at... | python | def run_manager(self, job_override=None):
"""The run manager.
The run manager is responsible for loading the plugin required based on
what the user has inputted using the parsed_command value as found in
the job_args dict. If the user provides a *job_override* the method
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44,901 | stephantul/somber | somber/components/initializers.py | range_initialization | def range_initialization(X, num_weights):
"""
Initialize the weights by calculating the range of the data.
The data range is calculated by reshaping the input matrix to a
2D matrix, and then taking the min and max values over the columns.
Parameters
----------
X : numpy array
The i... | python | def range_initialization(X, num_weights):
"""
Initialize the weights by calculating the range of the data.
The data range is calculated by reshaping the input matrix to a
2D matrix, and then taking the min and max values over the columns.
Parameters
----------
X : numpy array
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44,902 | stephantul/somber | somber/base.py | Base.fit | def fit(self,
X,
num_epochs=10,
updates_epoch=None,
stop_param_updates=dict(),
batch_size=1,
show_progressbar=False,
show_epoch=False,
refit=True):
"""
Fit the learner to some data.
Parameters
... | python | def fit(self,
X,
num_epochs=10,
updates_epoch=None,
stop_param_updates=dict(),
batch_size=1,
show_progressbar=False,
show_epoch=False,
refit=True):
"""
Fit the learner to some data.
Parameters
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44,903 | stephantul/somber | somber/base.py | Base._init_weights | def _init_weights(self,
X):
"""Set the weights and normalize data before starting training."""
X = np.asarray(X, dtype=np.float64)
if self.scaler is not None:
X = self.scaler.fit_transform(X)
if self.initializer is not None:
self.weights = ... | python | def _init_weights(self,
X):
"""Set the weights and normalize data before starting training."""
X = np.asarray(X, dtype=np.float64)
if self.scaler is not None:
X = self.scaler.fit_transform(X)
if self.initializer is not None:
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44,904 | stephantul/somber | somber/base.py | Base._pre_train | def _pre_train(self,
stop_param_updates,
num_epochs,
updates_epoch):
"""Set parameters and constants before training."""
# Calculate the total number of updates given early stopping.
updates = {k: stop_param_updates.get(k, num_epochs) * up... | python | def _pre_train(self,
stop_param_updates,
num_epochs,
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"""Set parameters and constants before training."""
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44,905 | stephantul/somber | somber/base.py | Base.fit_predict | def fit_predict(self,
X,
num_epochs=10,
updates_epoch=10,
stop_param_updates=dict(),
batch_size=1,
show_progressbar=False):
"""First fit, then predict."""
self.fit(X,
... | python | def fit_predict(self,
X,
num_epochs=10,
updates_epoch=10,
stop_param_updates=dict(),
batch_size=1,
show_progressbar=False):
"""First fit, then predict."""
self.fit(X,
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44,906 | stephantul/somber | somber/base.py | Base.fit_transform | def fit_transform(self,
X,
num_epochs=10,
updates_epoch=10,
stop_param_updates=dict(),
batch_size=1,
show_progressbar=False,
show_epoch=False):
"""First fit, ... | python | def fit_transform(self,
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44,907 | stephantul/somber | somber/base.py | Base._update_params | def _update_params(self, constants):
"""Update params and return new influence."""
for k, v in constants.items():
self.params[k]['value'] *= v
influence = self._calculate_influence(self.params['infl']['value'])
return influence * self.params['lr']['value'] | python | def _update_params(self, constants):
"""Update params and return new influence."""
for k, v in constants.items():
self.params[k]['value'] *= v
influence = self._calculate_influence(self.params['infl']['value'])
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44,908 | stephantul/somber | somber/base.py | Base._create_batches | def _create_batches(self, X, batch_size, shuffle_data=True):
"""
Create batches out of a sequence of data.
This function will append zeros to the end of your data to ensure that
all batches are even-sized. These are masked out during training.
"""
if shuffle_data:
... | python | def _create_batches(self, X, batch_size, shuffle_data=True):
"""
Create batches out of a sequence of data.
This function will append zeros to the end of your data to ensure that
all batches are even-sized. These are masked out during training.
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44,909 | stephantul/somber | somber/base.py | Base._propagate | def _propagate(self, x, influences, **kwargs):
"""Propagate a single batch of examples through the network."""
activation, difference_x = self.forward(x)
update = self.backward(difference_x, influences, activation)
# If batch size is 1 we can leave out the call to mean.
if update... | python | def _propagate(self, x, influences, **kwargs):
"""Propagate a single batch of examples through the network."""
activation, difference_x = self.forward(x)
update = self.backward(difference_x, influences, activation)
# If batch size is 1 we can leave out the call to mean.
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44,910 | stephantul/somber | somber/base.py | Base._check_input | def _check_input(self, X):
"""
Check the input for validity.
Ensures that the input data, X, is a 2-dimensional matrix, and that
the second dimension of this matrix has the same dimensionality as
the weight matrix.
"""
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"""
Check the input for validity.
Ensures that the input data, X, is a 2-dimensional matrix, and that
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"""
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44,911 | stephantul/somber | somber/base.py | Base.transform | def transform(self, X, batch_size=100, show_progressbar=False):
"""
Transform input to a distance matrix by measuring the L2 distance.
Parameters
----------
X : numpy array.
The input data.
batch_size : int, optional, default 100
The batch size to... | python | def transform(self, X, batch_size=100, show_progressbar=False):
"""
Transform input to a distance matrix by measuring the L2 distance.
Parameters
----------
X : numpy array.
The input data.
batch_size : int, optional, default 100
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44,912 | stephantul/somber | somber/base.py | Base.predict | def predict(self, X, batch_size=1, show_progressbar=False):
"""
Predict the BMU for each input data.
Parameters
----------
X : numpy array.
The input data.
batch_size : int, optional, default 100
The batch size to use in prediction. This may affec... | python | def predict(self, X, batch_size=1, show_progressbar=False):
"""
Predict the BMU for each input data.
Parameters
----------
X : numpy array.
The input data.
batch_size : int, optional, default 100
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44,913 | stephantul/somber | somber/base.py | Base.quantization_error | def quantization_error(self, X, batch_size=1):
"""
Calculate the quantization error.
Find the the minimum euclidean distance between the units and
some input.
Parameters
----------
X : numpy array.
The input data.
batch_size : int
... | python | def quantization_error(self, X, batch_size=1):
"""
Calculate the quantization error.
Find the the minimum euclidean distance between the units and
some input.
Parameters
----------
X : numpy array.
The input data.
batch_size : int
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44,914 | stephantul/somber | somber/base.py | Base.load | def load(cls, path):
"""
Load a SOM from a JSON file saved with this package.
Parameters
----------
path : str
The path to the JSON file.
Returns
-------
s : cls
A som of the specified class.
"""
data = json.load(... | python | def load(cls, path):
"""
Load a SOM from a JSON file saved with this package.
Parameters
----------
path : str
The path to the JSON file.
Returns
-------
s : cls
A som of the specified class.
"""
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44,915 | stephantul/somber | somber/base.py | Base.save | def save(self, path):
"""Save a SOM to a JSON file."""
to_save = {}
for x in self.param_names:
attr = self.__getattribute__(x)
if type(attr) == np.ndarray:
attr = [[float(x) for x in row] for row in attr]
elif isinstance(attr, types.FunctionTyp... | python | def save(self, path):
"""Save a SOM to a JSON file."""
to_save = {}
for x in self.param_names:
attr = self.__getattribute__(x)
if type(attr) == np.ndarray:
attr = [[float(x) for x in row] for row in attr]
elif isinstance(attr, types.FunctionTyp... | [
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44,916 | cloudnull/turbolift | turbolift/authentication/utils.py | get_authversion | def get_authversion(job_args):
"""Get or infer the auth version.
Based on the information found in the *AUTH_VERSION_MAP* the authentication
version will be set to a correct value as determined by the
**os_auth_version** parameter as found in the `job_args`.
:param job_args: ``dict``
:returns:... | python | def get_authversion(job_args):
"""Get or infer the auth version.
Based on the information found in the *AUTH_VERSION_MAP* the authentication
version will be set to a correct value as determined by the
**os_auth_version** parameter as found in the `job_args`.
:param job_args: ``dict``
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44,917 | cloudnull/turbolift | turbolift/authentication/utils.py | V1Authentication.get_headers | def get_headers(self):
"""Setup headers for authentication request."""
try:
return {
'X-Auth-User': self.job_args['os_user'],
'X-Auth-Key': self.job_args['os_apikey']
}
except KeyError as exp:
raise exceptions.AuthenticationPro... | python | def get_headers(self):
"""Setup headers for authentication request."""
try:
return {
'X-Auth-User': self.job_args['os_user'],
'X-Auth-Key': self.job_args['os_apikey']
}
except KeyError as exp:
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44,918 | cloudnull/turbolift | turbolift/authentication/utils.py | OSAuthentication.auth_request | def auth_request(self, url, headers, body):
"""Perform auth request for token."""
return self.req.post(url, headers, body=body) | python | def auth_request(self, url, headers, body):
"""Perform auth request for token."""
return self.req.post(url, headers, body=body) | [
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44,919 | cloudnull/turbolift | turbolift/authentication/utils.py | OSAuthentication.parse_reqtype | def parse_reqtype(self):
"""Return the authentication body."""
if self.job_args['os_auth_version'] == 'v1.0':
return dict()
else:
setup = {
'username': self.job_args.get('os_user')
}
# Check if any prefix items are set. A prefix s... | python | def parse_reqtype(self):
"""Return the authentication body."""
if self.job_args['os_auth_version'] == 'v1.0':
return dict()
else:
setup = {
'username': self.job_args.get('os_user')
}
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44,920 | cloudnull/turbolift | turbolift/executable.py | execute | def execute():
"""This is the run section of the application Turbolift."""
if len(sys.argv) <= 1:
raise SystemExit(
'No Arguments provided. use [--help] for more information.'
)
# Capture user arguments
_args = arguments.ArgumentParserator(
arguments_dict=turbolift.... | python | def execute():
"""This is the run section of the application Turbolift."""
if len(sys.argv) <= 1:
raise SystemExit(
'No Arguments provided. use [--help] for more information.'
)
# Capture user arguments
_args = arguments.ArgumentParserator(
arguments_dict=turbolift.... | [
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44,921 | Clivern/PyLogging | pylogging/storage.py | TextStorage.write | def write(self, log_file, msg):
""" Append message to .log file """
try:
with open(log_file, 'a') as LogFile:
LogFile.write(msg + os.linesep)
except:
raise Exception('Error Configuring PyLogger.TextStorage Class.')
return os.path.isfile(log_file) | python | def write(self, log_file, msg):
""" Append message to .log file """
try:
with open(log_file, 'a') as LogFile:
LogFile.write(msg + os.linesep)
except:
raise Exception('Error Configuring PyLogger.TextStorage Class.')
return os.path.isfile(log_file) | [
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44,922 | Clivern/PyLogging | pylogging/storage.py | TextStorage.read | def read(self, log_file):
""" Read messages from .log file """
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""" Read messages from .log file """
if os.path.isdir(os.path.dirname(log_file)) and os.path.isfile(log_file):
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44,923 | stephantul/somber | somber/components/utilities.py | Scaler.fit | def fit(self, X):
"""
Fit the scaler based on some data.
Takes the columnwise mean and standard deviation of the entire input
array.
If the array has more than 2 dimensions, it is flattened.
Parameters
----------
X : numpy array
Returns
... | python | def fit(self, X):
"""
Fit the scaler based on some data.
Takes the columnwise mean and standard deviation of the entire input
array.
If the array has more than 2 dimensions, it is flattened.
Parameters
----------
X : numpy array
Returns
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44,924 | stephantul/somber | somber/components/utilities.py | Scaler.transform | def transform(self, X):
"""Transform your data to zero mean unit variance."""
if not self.is_fit:
raise ValueError("The scaler has not been fit yet.")
return (X-self.mean) / (self.std + 10e-7) | python | def transform(self, X):
"""Transform your data to zero mean unit variance."""
if not self.is_fit:
raise ValueError("The scaler has not been fit yet.")
return (X-self.mean) / (self.std + 10e-7) | [
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44,925 | cloudnull/turbolift | turbolift/clouderator/utils.py | stupid_hack | def stupid_hack(most=10, wait=None):
"""Return a random time between 1 - 10 Seconds."""
# Stupid Hack For Public Cloud so it is not overwhelmed with API requests.
if wait is not None:
time.sleep(wait)
else:
time.sleep(random.randrange(1, most)) | python | def stupid_hack(most=10, wait=None):
"""Return a random time between 1 - 10 Seconds."""
# Stupid Hack For Public Cloud so it is not overwhelmed with API requests.
if wait is not None:
time.sleep(wait)
else:
time.sleep(random.randrange(1, most)) | [
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44,926 | cloudnull/turbolift | turbolift/clouderator/utils.py | time_stamp | def time_stamp():
"""Setup time functions
:returns: ``tuple``
"""
# Time constants
fmt = '%Y-%m-%dT%H:%M:%S.%f'
date = datetime.datetime
date_delta = datetime.timedelta
now = datetime.datetime.utcnow()
return fmt, date, date_delta, now | python | def time_stamp():
"""Setup time functions
:returns: ``tuple``
"""
# Time constants
fmt = '%Y-%m-%dT%H:%M:%S.%f'
date = datetime.datetime
date_delta = datetime.timedelta
now = datetime.datetime.utcnow()
return fmt, date, date_delta, now | [
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44,927 | cloudnull/turbolift | turbolift/clouderator/utils.py | unique_list_dicts | def unique_list_dicts(dlist, key):
"""Return a list of dictionaries which are sorted for only unique entries.
:param dlist:
:param key:
:return list:
"""
return list(dict((val[key], val) for val in dlist).values()) | python | def unique_list_dicts(dlist, key):
"""Return a list of dictionaries which are sorted for only unique entries.
:param dlist:
:param key:
:return list:
"""
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44,928 | cloudnull/turbolift | turbolift/clouderator/utils.py | quoter | def quoter(obj):
"""Return a Quoted URL.
The quote function will return a URL encoded string. If there is an
exception in the job which results in a "KeyError" the original
string will be returned as it will be assumed to already be URL
encoded.
:param obj: ``basestring``
:return: ``str``... | python | def quoter(obj):
"""Return a Quoted URL.
The quote function will return a URL encoded string. If there is an
exception in the job which results in a "KeyError" the original
string will be returned as it will be assumed to already be URL
encoded.
:param obj: ``basestring``
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44,929 | cloudnull/turbolift | turbolift/methods/clone.py | CloneRunMethod.start | def start(self):
"""Clone objects from one container to another.
This method was built to clone a container between data-centers while
using the same credentials. The method assumes that an authentication
token will be valid within the two data centers.
"""
LOG.info('Cl... | python | def start(self):
"""Clone objects from one container to another.
This method was built to clone a container between data-centers while
using the same credentials. The method assumes that an authentication
token will be valid within the two data centers.
"""
LOG.info('Cl... | [
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44,930 | cloudnull/turbolift | turbolift/authentication/auth.py | authenticate | def authenticate(job_args):
"""Authentication For Openstack API.
Pulls the full Openstack Service Catalog Credentials are the Users API
Username and Key/Password.
Set a DC Endpoint and Authentication URL for the OpenStack environment
"""
# Load any authentication plugins as needed
job_arg... | python | def authenticate(job_args):
"""Authentication For Openstack API.
Pulls the full Openstack Service Catalog Credentials are the Users API
Username and Key/Password.
Set a DC Endpoint and Authentication URL for the OpenStack environment
"""
# Load any authentication plugins as needed
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44,931 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging.getConfig | def getConfig(self, key):
""" Get a Config Value """
if hasattr(self, key):
return getattr(self, key)
else:
return False | python | def getConfig(self, key):
""" Get a Config Value """
if hasattr(self, key):
return getattr(self, key)
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44,932 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging.addFilter | def addFilter(self, filter):
""" Register Custom Filter """
self.FILTERS.append(filter)
return "FILTER#{}".format(len(self.FILTERS) - 1) | python | def addFilter(self, filter):
""" Register Custom Filter """
self.FILTERS.append(filter)
return "FILTER#{}".format(len(self.FILTERS) - 1) | [
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44,933 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging.addAction | def addAction(self, action):
""" Register Custom Action """
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return "ACTION#{}".format(len(self.ACTIONS) - 1) | python | def addAction(self, action):
""" Register Custom Action """
self.ACTIONS.append(action)
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44,934 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging.removeFilter | def removeFilter(self, filter):
""" Remove Registered Filter """
filter = filter.split('#')
del self.FILTERS[int(filter[1])]
return True | python | def removeFilter(self, filter):
""" Remove Registered Filter """
filter = filter.split('#')
del self.FILTERS[int(filter[1])]
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44,935 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging.removeAction | def removeAction(self, action):
""" Remove Registered Action """
action = action.split('#')
del self.ACTIONS[int(action[1])]
return True | python | def removeAction(self, action):
""" Remove Registered Action """
action = action.split('#')
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44,936 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging.info | def info(self, msg):
""" Log Info Messages """
self._execActions('info', msg)
msg = self._execFilters('info', msg)
self._processMsg('info', msg)
self._sendMsg('info', msg) | python | def info(self, msg):
""" Log Info Messages """
self._execActions('info', msg)
msg = self._execFilters('info', msg)
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44,937 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging.warning | def warning(self, msg):
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44,938 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging.error | def error(self, msg):
""" Log Error Messages """
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msg = self._execFilters('error', msg)
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44,939 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging.critical | def critical(self, msg):
""" Log Critical Messages """
self._execActions('critical', msg)
msg = self._execFilters('critical', msg)
self._processMsg('critical', msg)
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""" Log Critical Messages """
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44,940 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging.log | def log(self, msg):
""" Log Normal Messages """
self._execActions('log', msg)
msg = self._execFilters('log', msg)
self._processMsg('log', msg)
self._sendMsg('log', msg) | python | def log(self, msg):
""" Log Normal Messages """
self._execActions('log', msg)
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44,941 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging._processMsg | def _processMsg(self, type, msg):
""" Process Debug Messages """
now = datetime.datetime.now()
# Check If Path not provided
if self.LOG_FILE_PATH == '':
self.LOG_FILE_PATH = os.path.dirname(os.path.abspath(__file__)) + '/'
# Build absolute Path
log_file = se... | python | def _processMsg(self, type, msg):
""" Process Debug Messages """
now = datetime.datetime.now()
# Check If Path not provided
if self.LOG_FILE_PATH == '':
self.LOG_FILE_PATH = os.path.dirname(os.path.abspath(__file__)) + '/'
# Build absolute Path
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44,942 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging._configMailer | def _configMailer(self):
""" Config Mailer Class """
self._MAILER = Mailer(self.MAILER_HOST, self.MAILER_PORT)
self._MAILER.login(self.MAILER_USER, self.MAILER_PWD) | python | def _configMailer(self):
""" Config Mailer Class """
self._MAILER = Mailer(self.MAILER_HOST, self.MAILER_PORT)
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44,943 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging._sendMsg | def _sendMsg(self, type, msg):
""" Send Alert Message To Emails """
if self.ALERT_STATUS and type in self.ALERT_TYPES:
self._configMailer()
self._MAILER.send(self.MAILER_FROM, self.ALERT_EMAIL, self.ALERT_SUBJECT, msg) | python | def _sendMsg(self, type, msg):
""" Send Alert Message To Emails """
if self.ALERT_STATUS and type in self.ALERT_TYPES:
self._configMailer()
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44,944 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging._execFilters | def _execFilters(self, type, msg):
""" Execute Registered Filters """
for filter in self.FILTERS:
msg = filter(type, msg)
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""" Execute Registered Filters """
for filter in self.FILTERS:
msg = filter(type, msg)
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44,945 | Clivern/PyLogging | pylogging/pylogging.py | PyLogging._execActions | def _execActions(self, type, msg):
""" Execute Registered Actions """
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action(type, msg) | python | def _execActions(self, type, msg):
""" Execute Registered Actions """
for action in self.ACTIONS:
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44,946 | cloudnull/turbolift | turbolift/__init__.py | auth_plugins | def auth_plugins(auth_plugins=None):
"""Authentication plugins.
Usage, Add any plugin here that will serve as a rapid means to
authenticate to an OpenStack environment.
Syntax is as follows:
>>> __auth_plugins__ = {
... 'new_plugin_name': {
... 'os_auth_url': 'https://localhost... | python | def auth_plugins(auth_plugins=None):
"""Authentication plugins.
Usage, Add any plugin here that will serve as a rapid means to
authenticate to an OpenStack environment.
Syntax is as follows:
>>> __auth_plugins__ = {
... 'new_plugin_name': {
... 'os_auth_url': 'https://localhost... | [
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44,947 | cloudnull/turbolift | turbolift/utils.py | check_basestring | def check_basestring(item):
"""Return ``bol`` on string check item.
:param item: Item to check if its a string
:type item: ``str``
:returns: ``bol``
"""
try:
return isinstance(item, (basestring, unicode))
except NameError:
return isinstance(item, str) | python | def check_basestring(item):
"""Return ``bol`` on string check item.
:param item: Item to check if its a string
:type item: ``str``
:returns: ``bol``
"""
try:
return isinstance(item, (basestring, unicode))
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44,948 | stephantul/somber | somber/sequential.py | SequentialMixin.predict_distance | def predict_distance(self, X, batch_size=1, show_progressbar=False):
"""Predict distances to some input data."""
X = self._check_input(X)
X_shape = reduce(np.multiply, X.shape[:-1], 1)
batched = self._create_batches(X, batch_size, shuffle_data=False)
activations = []
... | python | def predict_distance(self, X, batch_size=1, show_progressbar=False):
"""Predict distances to some input data."""
X = self._check_input(X)
X_shape = reduce(np.multiply, X.shape[:-1], 1)
batched = self._create_batches(X, batch_size, shuffle_data=False)
activations = []
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44,949 | stephantul/somber | somber/sequential.py | SequentialMixin.generate | def generate(self, num_to_generate, starting_place):
"""Generate data based on some initial position."""
res = []
activ = starting_place[None, :]
index = activ.__getattribute__(self.argfunc)(1)
item = self.weights[index]
for x in range(num_to_generate):
activ ... | python | def generate(self, num_to_generate, starting_place):
"""Generate data based on some initial position."""
res = []
activ = starting_place[None, :]
index = activ.__getattribute__(self.argfunc)(1)
item = self.weights[index]
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44,950 | stephantul/somber | somber/sequential.py | RecursiveMixin.forward | def forward(self, x, **kwargs):
"""
Perform a forward pass through the network.
The forward pass in recursive som is based on a combination between
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"""
Perform a forward pass through the network.
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x : numpy array
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44,951 | stephantul/somber | somber/sequential.py | RecursiveMixin.load | def load(cls, path):
"""
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You can use this function to load weights of other SOMs.
If there are no context weights, they will be set to 0.
Parameters
----------
path : str
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"""
Load a recursive SOM from a JSON file.
You can use this function to load weights of other SOMs.
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path : str
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44,952 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions._return_base_data | def _return_base_data(self, url, container, container_object=None,
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"""Return headers and a parsed url.
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:param container:
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44,953 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions._chunk_putter | def _chunk_putter(self, uri, open_file, headers=None):
"""Make many PUT request for a single chunked object.
Objects that are processed by this method have a SHA256 hash appended
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Objects that are processed by this method have a SHA256 hash appended
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44,954 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions._putter | def _putter(self, uri, headers, local_object=None):
"""Place object into the container.
:param uri:
:param headers:
:param local_object:
"""
if not local_object:
return self.http.put(url=uri, headers=headers)
with open(local_object, 'rb') as f_open... | python | def _putter(self, uri, headers, local_object=None):
"""Place object into the container.
:param uri:
:param headers:
:param local_object:
"""
if not local_object:
return self.http.put(url=uri, headers=headers)
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44,955 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions._header_poster | def _header_poster(self, uri, headers):
"""POST Headers on a specified object in the container.
:param uri: ``str``
:param headers: ``dict``
"""
resp = self.http.post(url=uri, body=None, headers=headers)
self._resp_exception(resp=resp)
return resp | python | def _header_poster(self, uri, headers):
"""POST Headers on a specified object in the container.
:param uri: ``str``
:param headers: ``dict``
"""
resp = self.http.post(url=uri, body=None, headers=headers)
self._resp_exception(resp=resp)
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44,956 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions._obj_index | def _obj_index(self, uri, base_path, marked_path, headers, spr=False):
"""Return an index of objects from within the container.
:param uri:
:param base_path:
:param marked_path:
:param headers:
:param spr: "single page return" Limit the returned data to one page
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"""Return an index of objects from within the container.
:param uri:
:param base_path:
:param marked_path:
:param headers:
:param spr: "single page return" Limit the returned data to one page
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44,957 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions._list_getter | def _list_getter(self, uri, headers, last_obj=None, spr=False):
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:param uri:
:param headers:
:return list:
:param spr: "single page return" Limit the returned data to one page
:type spr: ``bol``
"""
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"""Get a list of all objects in a container.
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:param headers:
:return list:
:param spr: "single page return" Limit the returned data to one page
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44,958 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions._resp_exception | def _resp_exception(self, resp):
"""If we encounter an exception in our upload.
we will look at how we can attempt to resolve the exception.
:param resp:
"""
message = [
'Url: [ %s ] Reason: [ %s ] Request: [ %s ] Status Code: [ %s ]. ',
resp.url,
... | python | def _resp_exception(self, resp):
"""If we encounter an exception in our upload.
we will look at how we can attempt to resolve the exception.
:param resp:
"""
message = [
'Url: [ %s ] Reason: [ %s ] Request: [ %s ] Status Code: [ %s ]. ',
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44,959 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions.list_items | def list_items(self, url, container=None, last_obj=None, spr=False):
"""Builds a long list of objects found in a container.
NOTE: This could be millions of Objects.
:param url:
:param container:
:param last_obj:
:param spr: "single page return" Limit the returned data t... | python | def list_items(self, url, container=None, last_obj=None, spr=False):
"""Builds a long list of objects found in a container.
NOTE: This could be millions of Objects.
:param url:
:param container:
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44,960 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions.update_object | def update_object(self, url, container, container_object, object_headers,
container_headers):
"""Update an existing object in a swift container.
This method will place new headers on an existing object or container.
:param url:
:param container:
:param con... | python | def update_object(self, url, container, container_object, object_headers,
container_headers):
"""Update an existing object in a swift container.
This method will place new headers on an existing object or container.
:param url:
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44,961 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions.container_cdn_command | def container_cdn_command(self, url, container, container_object,
cdn_headers):
"""Command your CDN enabled Container.
:param url:
:param container:
"""
headers, container_uri = self._return_base_data(
url=url,
container=con... | python | def container_cdn_command(self, url, container, container_object,
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"""Command your CDN enabled Container.
:param url:
:param container:
"""
headers, container_uri = self._return_base_data(
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44,962 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions.put_container | def put_container(self, url, container, container_headers=None):
"""Create a container if it is not Found.
:param url:
:param container:
"""
headers, container_uri = self._return_base_data(
url=url,
container=container,
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:param container:
"""
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44,963 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions.put_object | def put_object(self, url, container, container_object, local_object,
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44,964 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions.get_items | def get_items(self, url, container, container_object, local_object):
"""Get an objects from a container.
:param url:
:param container:
"""
headers, container_uri = self._return_base_data(
url=url,
container=container,
container_object=contain... | python | def get_items(self, url, container, container_object, local_object):
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:param container:
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44,965 | cloudnull/turbolift | turbolift/clouderator/actions.py | CloudActions.delete_items | def delete_items(self, url, container, container_object=None):
"""Deletes an objects in a container.
:param url:
:param container:
"""
headers, container_uri = self._return_base_data(
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44,966 | stephantul/somber | somber/ng.py | Ng._get_bmu | def _get_bmu(self, activations):
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44,967 | stephantul/somber | somber/ng.py | Ng._calculate_influence | def _calculate_influence(self, influence_lambda):
"""Calculate the ranking influence."""
return np.exp(-np.arange(self.num_neurons) / influence_lambda)[:, None] | python | def _calculate_influence(self, influence_lambda):
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44,968 | stephantul/somber | somber/plsom.py | PLSom._update_params | def _update_params(self, constants):
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self.params['r']['value'] = max([self.params['r']['value'],
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epsilon = constants / self.params['r']['value']
influence = self... | python | def _update_params(self, constants):
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44,969 | jbasko/pytest-random-order | random_order/shuffler.py | _shuffle_items | def _shuffle_items(items, bucket_key=None, disable=None, seed=None, session=None):
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Shuffles a list of `items` in place.
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44,970 | jbasko/pytest-random-order | random_order/bucket_types.py | bucket_type_key | def bucket_type_key(bucket_type):
"""
Registers a function that calculates test item key for the specified bucket type.
"""
def decorator(f):
@functools.wraps(f)
def wrapped(item, session):
key = f(item)
if session is not None:
for handler in se... | python | def bucket_type_key(bucket_type):
"""
Registers a function that calculates test item key for the specified bucket type.
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44,971 | bitpay/bitpay-python | bitpay/client.py | Client.unsigned_request | def unsigned_request(self, path, payload=None):
"""
generic bitpay usigned wrapper
passing a payload will do a POST, otherwise a GET
"""
headers = {"content-type": "application/json", "accept": "application/json", "X-accept-version": "2.0.0"}
try:
if payload:
response = requests.po... | python | def unsigned_request(self, path, payload=None):
"""
generic bitpay usigned wrapper
passing a payload will do a POST, otherwise a GET
"""
headers = {"content-type": "application/json", "accept": "application/json", "X-accept-version": "2.0.0"}
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44,972 | nutechsoftware/alarmdecoder | examples/rf_device.py | main | def main():
"""
Example application that watches for an event from a specific RF device.
This feature allows you to watch for events from RF devices if you have
an RF receiver. This is useful in the case of internal sensors, which
don't emit a FAULT if the sensor is tripped and the panel is armed ... | python | def main():
"""
Example application that watches for an event from a specific RF device.
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44,973 | nutechsoftware/alarmdecoder | examples/rf_device.py | handle_rfx | def handle_rfx(sender, message):
"""
Handles RF message events from the AlarmDecoder.
"""
# Check for our target serial number and loop
if message.serial_number == RF_DEVICE_SERIAL_NUMBER and message.loop[0] == True:
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"""
Handles RF message events from the AlarmDecoder.
"""
# Check for our target serial number and loop
if message.serial_number == RF_DEVICE_SERIAL_NUMBER and message.loop[0] == True:
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44,974 | nutechsoftware/alarmdecoder | alarmdecoder/event/event.py | EventHandler.fire | def fire(self, *args, **kwargs):
"""Fire event and call all handler functions
You can call EventHandler object itself like e(*args, **kwargs) instead of
e.fire(*args, **kwargs).
"""
for func in self._getfunctionlist():
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"""Fire event and call all handler functions
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44,975 | nutechsoftware/alarmdecoder | examples/serialport.py | main | def main():
"""
Example application that opens a serial device and prints messages to the terminal.
"""
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"""
Example application that opens a serial device and prints messages to the terminal.
"""
try:
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44,976 | nutechsoftware/alarmdecoder | alarmdecoder/devices/socket_device.py | SocketDevice._init_ssl | def _init_ssl(self):
"""
Initializes our device as an SSL connection.
:raises: :py:class:`~alarmdecoder.util.CommError`
"""
if not have_openssl:
raise ImportError('SSL sockets have been disabled due to missing requirement: pyopenssl.')
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Initializes our device as an SSL connection.
:raises: :py:class:`~alarmdecoder.util.CommError`
"""
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44,977 | phuijse/P4J | P4J/periodogram.py | periodogram.get_best_frequencies | def get_best_frequencies(self):
"""
Returns the best n_local_max frequencies
"""
return self.freq[self.best_local_optima], self.per[self.best_local_optima] | python | def get_best_frequencies(self):
"""
Returns the best n_local_max frequencies
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44,978 | phuijse/P4J | P4J/periodogram.py | periodogram.finetune_best_frequencies | def finetune_best_frequencies(self, fresolution=1e-5, n_local_optima=10):
"""
Computes the selected criterion over a grid of frequencies
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44,979 | nutechsoftware/alarmdecoder | alarmdecoder/messages/lrr/system.py | LRRSystem.update | def update(self, message):
"""
Updates the states in the primary AlarmDecoder object based on
the LRR message provided.
:param message: LRR message object
:type message: :py:class:`~alarmdecoder.messages.LRRMessage`
"""
# Firmware version < 2.2a.8.6
if me... | python | def update(self, message):
"""
Updates the states in the primary AlarmDecoder object based on
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44,980 | nutechsoftware/alarmdecoder | alarmdecoder/messages/lrr/system.py | LRRSystem._handle_cid_message | def _handle_cid_message(self, message):
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Handles ContactID LRR events.
:param message: LRR message object
:type message: :py:class:`~alarmdecoder.messages.LRRMessage`
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status = self._get_event_status(message)
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"""
Handles ContactID LRR events.
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44,981 | nutechsoftware/alarmdecoder | alarmdecoder/messages/lrr/system.py | LRRSystem._get_event_status | def _get_event_status(self, message):
"""
Retrieves the boolean status of an LRR message.
:param message: LRR message object
:type message: :py:class:`~alarmdecoder.messages.LRRMessage`
:returns: Boolean indicating whether the event was triggered or restored.
"""
... | python | def _get_event_status(self, message):
"""
Retrieves the boolean status of an LRR message.
:param message: LRR message object
:type message: :py:class:`~alarmdecoder.messages.LRRMessage`
:returns: Boolean indicating whether the event was triggered or restored.
"""
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44,982 | nutechsoftware/alarmdecoder | alarmdecoder/devices/serial_device.py | SerialDevice.find_all | def find_all(pattern=None):
"""
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:param pattern: pattern to search for when retrieving serial ports
:type pattern: string
:returns: list of devices
:raises: :py:class:`~alarmdecoder.util.CommError`
"""
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... | python | def find_all(pattern=None):
"""
Returns all serial ports present.
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:raises: :py:class:`~alarmdecoder.util.CommError`
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44,983 | nutechsoftware/alarmdecoder | alarmdecoder/messages/panel_message.py | Message._parse_message | def _parse_message(self, data):
"""
Parse the message from the device.
:param data: message data
:type data: string
:raises: :py:class:`~alarmdecoder.util.InvalidMessageError`
"""
match = self._regex.match(str(data))
if match is None:
raise ... | python | def _parse_message(self, data):
"""
Parse the message from the device.
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:raises: :py:class:`~alarmdecoder.util.InvalidMessageError`
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44,984 | nutechsoftware/alarmdecoder | alarmdecoder/messages/panel_message.py | Message.parse_numeric_code | def parse_numeric_code(self, force_hex=False):
"""
Parses and returns the numeric code as an integer.
The numeric code can be either base 10 or base 16, depending on
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:param force_hex: force the numeric code to be processed as base 16.
:type ... | python | def parse_numeric_code(self, force_hex=False):
"""
Parses and returns the numeric code as an integer.
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44,985 | dottedmag/pychm | chm/chm.py | CHMFile.LoadCHM | def LoadCHM(self, archiveName):
'''Loads a CHM archive.
This function will also call GetArchiveInfo to obtain information
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'''
if self.filename is not None:
self.CloseC... | python | def LoadCHM(self, archiveName):
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44,986 | dottedmag/pychm | chm/chm.py | CHMFile.CloseCHM | def CloseCHM(self):
'''Closes the CHM archive.
This function will close the CHM file, if it is open. All variables
are also reset.
'''
if self.filename is not None:
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sel... | python | def CloseCHM(self):
'''Closes the CHM archive.
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44,987 | dottedmag/pychm | chm/chm.py | CHMFile.GetTopicsTree | def GetTopicsTree(self):
'''Reads and returns the topics tree.
This auxiliary function reads and returns the topics tree file
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'''
if self.topics is None:
return None
if self.topics:
res, ui = chmlib.chm_resolve_object... | python | def GetTopicsTree(self):
'''Reads and returns the topics tree.
This auxiliary function reads and returns the topics tree file
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'''
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return None
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44,988 | dottedmag/pychm | chm/chm.py | CHMFile.GetIndex | def GetIndex(self):
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44,989 | dottedmag/pychm | chm/chm.py | CHMFile.ResolveObject | def ResolveObject(self, document):
'''Tries to locate a document in the archive.
This function tries to locate the document inside the archive. It
returns a tuple where the first element is zero if the function
was successful, and the second is the UnitInfo for that document.
The... | python | def ResolveObject(self, document):
'''Tries to locate a document in the archive.
This function tries to locate the document inside the archive. It
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was successful, and the second is the UnitInfo for that document.
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44,990 | dottedmag/pychm | chm/chm.py | CHMFile.RetrieveObject | def RetrieveObject(self, ui, start=-1, length=-1):
'''Retrieves the contents of a document.
This function takes a UnitInfo and two optional arguments, the first
being the start address and the second is the length. These define
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'''
... | python | def RetrieveObject(self, ui, start=-1, length=-1):
'''Retrieves the contents of a document.
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44,991 | dottedmag/pychm | chm/chm.py | CHMFile.Search | def Search(self, text, wholewords=0, titleonly=0):
'''Performs full-text search on the archive.
The first parameter is the word to look for, the second
indicates if the search should be for whole words only, and
the third parameter indicates if the search should be
restricted to ... | python | def Search(self, text, wholewords=0, titleonly=0):
'''Performs full-text search on the archive.
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44,992 | dottedmag/pychm | chm/chm.py | CHMFile.GetEncoding | def GetEncoding(self):
'''Returns a string that can be used with the codecs python package
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returned.'''
if self.encoding:
vals = string.split... | python | def GetEncoding(self):
'''Returns a string that can be used with the codecs python package
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44,993 | nutechsoftware/alarmdecoder | examples/socket_example.py | main | def main():
"""
Example application that opens a device that has been exposed to the network
with ser2sock or similar serial-to-IP software.
"""
try:
# Retrieve an AD2 device that has been exposed with ser2sock on localhost:10000.
device = AlarmDecoder(SocketDevice(interface=(HOSTNAM... | python | def main():
"""
Example application that opens a device that has been exposed to the network
with ser2sock or similar serial-to-IP software.
"""
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# Retrieve an AD2 device that has been exposed with ser2sock on localhost:10000.
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44,994 | nutechsoftware/alarmdecoder | alarmdecoder/messages/expander_message.py | ExpanderMessage._parse_message | def _parse_message(self, data):
"""
Parse the raw message from the device.
:param data: message data
:type data: string
:raises: :py:class:`~alarmdecoder.util.InvalidMessageError`
"""
try:
header, values = data.split(':')
address, channel... | python | def _parse_message(self, data):
"""
Parse the raw message from the device.
:param data: message data
:type data: string
:raises: :py:class:`~alarmdecoder.util.InvalidMessageError`
"""
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header, values = data.split(':')
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:param data: message data
:type data: string
:raises: :py:class:`~alarmdecoder.util.InvalidMessageError` | [
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44,995 | nutechsoftware/alarmdecoder | alarmdecoder/messages/lrr/events.py | get_event_description | def get_event_description(event_type, event_code):
"""
Retrieves the human-readable description of an LRR event.
:param event_type: Base LRR event type. Use LRR_EVENT_TYPE.*
:type event_type: int
:param event_code: LRR event code
:type event_code: int
:returns: string
"""
descript... | python | def get_event_description(event_type, event_code):
"""
Retrieves the human-readable description of an LRR event.
:param event_type: Base LRR event type. Use LRR_EVENT_TYPE.*
:type event_type: int
:param event_code: LRR event code
:type event_code: int
:returns: string
"""
descript... | [
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:param event_type: Base LRR event type. Use LRR_EVENT_TYPE.*
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:param event_code: LRR event code
:type event_code: int
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44,996 | nutechsoftware/alarmdecoder | alarmdecoder/messages/lrr/events.py | get_event_source | def get_event_source(prefix):
"""
Retrieves the LRR_EVENT_TYPE corresponding to the prefix provided.abs
:param prefix: Prefix to convert to event type
:type prefix: string
:returns: int
"""
source = LRR_EVENT_TYPE.UNKNOWN
if prefix == 'CID':
source = LRR_EVENT_TYPE.CID
eli... | python | def get_event_source(prefix):
"""
Retrieves the LRR_EVENT_TYPE corresponding to the prefix provided.abs
:param prefix: Prefix to convert to event type
:type prefix: string
:returns: int
"""
source = LRR_EVENT_TYPE.UNKNOWN
if prefix == 'CID':
source = LRR_EVENT_TYPE.CID
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44,997 | nutechsoftware/alarmdecoder | alarmdecoder/decoder.py | AlarmDecoder.send | def send(self, data):
"""
Sends data to the `AlarmDecoder`_ device.
:param data: data to send
:type data: string
"""
if self._device:
if isinstance(data, str):
data = str.encode(data)
# Hack to support unicode under Python 2.x
... | python | def send(self, data):
"""
Sends data to the `AlarmDecoder`_ device.
:param data: data to send
:type data: string
"""
if self._device:
if isinstance(data, str):
data = str.encode(data)
# Hack to support unicode under Python 2.x
... | [
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:param data: data to send
:type data: string | [
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44,998 | nutechsoftware/alarmdecoder | alarmdecoder/decoder.py | AlarmDecoder.get_config_string | def get_config_string(self):
"""
Build a configuration string that's compatible with the AlarmDecoder configuration
command from the current values in the object.
:returns: string
"""
config_entries = []
# HACK: This is ugly.. but I can't think of an elegant way... | python | def get_config_string(self):
"""
Build a configuration string that's compatible with the AlarmDecoder configuration
command from the current values in the object.
:returns: string
"""
config_entries = []
# HACK: This is ugly.. but I can't think of an elegant way... | [
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:returns: string | [
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44,999 | nutechsoftware/alarmdecoder | alarmdecoder/decoder.py | AlarmDecoder.fault_zone | def fault_zone(self, zone, simulate_wire_problem=False):
"""
Faults a zone if we are emulating a zone expander.
:param zone: zone to fault
:type zone: int
:param simulate_wire_problem: Whether or not to simulate a wire fault
:type simulate_wire_problem: bool
"""
... | python | def fault_zone(self, zone, simulate_wire_problem=False):
"""
Faults a zone if we are emulating a zone expander.
:param zone: zone to fault
:type zone: int
:param simulate_wire_problem: Whether or not to simulate a wire fault
:type simulate_wire_problem: bool
"""
... | [
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:param zone: zone to fault
:type zone: int
:param simulate_wire_problem: Whether or not to simulate a wire fault
:type simulate_wire_problem: bool | [
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