text stringlengths 89 104k | code_tokens list | avg_line_len float64 7.91 980 | score float64 0 630 |
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def reorderbydf(df2,df1):
"""
Reorder rows of a dataframe by other dataframe
:param df2: input dataframe
:param df1: template dataframe
"""
df3=pd.DataFrame()
for idx,row in df1.iterrows():
df3=df3.append(df2.loc[idx,:])
return df3 | [
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def _create_descriptor_from_property_definition(self, class_name, property_definition,
class_name_to_definition):
"""Return a PropertyDescriptor corresponding to the given OrientDB property definition."""
name = property_definition['name']
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def save_anonymous_gist(title, files):
"""
October 21, 2015
title = the gist title
files = {
'spam.txt' : {
'content': 'What... is the air-speed velocity of an unladen swallow?'
}
# ..etc...
}
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def sort_flavor_list(request, flavors, with_menu_label=True):
"""Utility method to sort a list of flavors.
By default, returns the available flavors, sorted by RAM usage (ascending).
Override these behaviours with a ``CREATE_INSTANCE_FLAVOR_SORT`` dict
in ``local_settings.py``.
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def tf_step(self, x, iteration, conjugate, residual, squared_residual):
"""
Iteration loop body of the conjugate gradient algorithm.
Args:
x: Current solution estimate $x_t$.
iteration: Current iteration counter $t$.
conjugate: Current conjugate $c_t$.
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def transform(self, X):
"""
Return this basis applied to X.
Parameters
----------
X: ndarray
of shape (N, d) of observations where N is the number of samples,
and d is the dimensionality of X.
Returns
-------
ndarray:
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def _build_authorization_request_url(
self,
response_type,
state=None
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"""Form URL to request an auth code or access token.
Parameters
response_type (str)
Only 'code' (Authorization Code Grant) supported at this time
state (str)
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def publish(self, **kwargs):
r"""
Publishes state information.
:Keyword Arguments:
* *topic* (``string``) --
[REQUIRED]
The name of the MQTT topic.
* *payload* (``bytes or seekable file-like object``) --
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def destroy(self, request, project, pk=None):
"""
Delete a note entry
"""
try:
note = JobNote.objects.get(id=pk)
note.delete()
return Response({"message": "Note deleted"})
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def hook(self, addr, hook=None, length=0, kwargs=None, replace=False):
"""
Hook a section of code with a custom function. This is used internally to provide symbolic
summaries of library functions, and can be used to instrument execution or to modify
control flow.
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def ProcessNewBlock(self, block):
"""
Processes a block on the blockchain. This should be done in a sequential order, ie block 4 should be
only processed after block 3.
Args:
block: (neo.Core.Block) a block on the blockchain.
"""
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def readline(self, size=-1):
"""Read one line delimited by '\n' from the file.
A trailing newline character is kept in the string. It may be absent when a
file ends with an incomplete line. If the size argument is non-negative,
it specifies the maximum string size (counting the newline) to return.
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def inverse(self, name=None):
"""Returns a `sonnet` module to compute inverse affine transforms.
The function first assembles a network that given the constraints of the
current AffineGridWarper and a set of input parameters, retrieves the
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def upload_dir(bucket_name, path_prefix, source_dir,
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surrogate_key=None,
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def addobject(bunchdt, data, commdct, key, theidf, aname=None, **kwargs):
"""add an object to the eplus model"""
obj = newrawobject(data, commdct, key)
abunch = obj2bunch(data, commdct, obj)
if aname:
namebunch(abunch, aname)
data.dt[key].append(obj)
bunchdt[key].append(abunch)
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def classical(group, src_filter, gsims, param, monitor=Monitor()):
"""
Compute the hazard curves for a set of sources belonging to the same
tectonic region type for all the GSIMs associated to that TRT.
The arguments are the same as in :func:`calc_hazard_curves`, except
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def get_fields_class(self, class_name):
"""
Return all fields of a specific class
:param class_name: the class name
:type class_name: string
:rtype: a list with :class:`EncodedField` objects
"""
l = []
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def create_args(line, namespace):
""" Expand any meta-variable references in the argument list. """
args = []
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def ilx_conv(graph, prefix, ilx_start):
""" convert a set of temporary identifiers to ilx and modify the graph in place """
to_sub = set()
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def _load_data(path):
"""
Loads data from a directory.
Returns tuple (config_dict, wordlists).
Raises Exception on failure (e.g. if data is corrupted).
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def _replace_series_name(seriesname, replacements):
"""Performs replacement of series name.
Allow specified replacements of series names in cases where default
filenames match the wrong series, e.g. missing year gives wrong answer,
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def embed_code_links(app, exception):
"""Embed hyperlinks to documentation into example code"""
if exception is not None:
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# XXX: also at the time of writing this fixes make html-noplot
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def isprime(n):
"""Check the number is prime value. if prime value returns True, not False."""
n = abs(int(n))
if n < 2:
return False
if n == 2:
return True
if not n & 1:
return False
# 在一般领域, 对正整数n, 如果用2 到 sqrt(n) 之间所有整数去除, 均无法整除, 则n为质数.
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def get_user(self, request):
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return active user or ``None``
"""
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def synonym(name):
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Utility function mimicking the behavior of the old SA synonym function
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def get_all_client_tags(self, params=None):
"""
Get all client tags
This will iterate over all pages until it gets all elements.
So if the rate limit exceeded it will throw an Exception and you will get nothing
:param params: search params
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def _get_dataset(dataset_name, dataset_prefix=None,
data_dir=None, default_paths=None,
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""" Create if necessary and returns data directory of given dataset.
data_dir: str
Path of the data directory. Used to force data storage in
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def bulk_insert_extras(dialect_name: str,
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Writes bulk ``INSERT`` preamble (start=True) or end (start=False).
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def _make_event(self, event_type, code, value):
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secs, msecs = convert_timeval(time.time())
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def from_samples_bqm(cls, samples_like, bqm, **kwargs):
"""Build a SampleSet from raw samples using a BinaryQuadraticModel to get energies and vartype.
Args:
samples_like:
A collection of raw samples. 'samples_like' is an extension of NumPy's array_like.
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def run_webhook(self, webhook_url, **options):
"""
Convenience method for running bots in webhook mode
:Example:
>>> if __name__ == '__main__':
>>> bot.run_webhook(webhook_url="https://yourserver.com/webhooktoken")
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"op... | 36.16 | 21.28 |
def dump(self, id, path):
""" Dump the profile into path, id is the RDD id """
if not os.path.exists(path):
os.makedirs(path)
stats = self.stats()
if stats:
p = os.path.join(path, "rdd_%d.pstats" % id)
stats.dump_stats(p) | [
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def append(self, filename_in_zip, file_contents):
'''
Appends a file with name filename_in_zip and contents of
file_contents to the in-memory zip.
'''
# Set the file pointer to the end of the file
self.in_memory_zip.seek(-1, io.SEEK_END)
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def plain(self, markup):
""" Strips Wikipedia markup from given text.
This creates a "plain" version of the markup,
stripping images and references and the like.
Does some commonsense maintenance as well,
like collapsing multiple spaces.
If you specified... | [
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def resolve_resource_refs(self, input_dict, supported_resource_refs):
"""
Resolve resource references within a GetAtt dict.
Example:
{ "Fn::GetAtt": ["LogicalId.Property", "Arn"] } => {"Fn::GetAtt": ["ResolvedLogicalId", "Arn"]}
Theoretically, only the first element of ... | [
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def _on_text_changed(self):
""" Adjust dirty flag depending on editor's content """
if not self._cleaning:
ln = TextHelper(self).cursor_position()[0]
self._modified_lines.add(ln) | [
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def find(self, other):
"""Return an interable of elements that overlap other in the tree."""
iset = self._iset
l = binsearch_left_start(iset, other[0] - self._maxlen, 0, len(iset))
r = binsearch_right_end(iset, other[1], 0, len(iset))
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def from_iso(cls, iso):
"""Retrieve the first datacenter id associated to an ISO."""
result = cls.list({'sort_by': 'id ASC'})
dc_isos = {}
for dc in result:
if dc['iso'] not in dc_isos:
dc_isos[dc['iso']] = dc['id']
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def main(arguments, output=None, testing_mode=None):
"""
Entry point parses command-line arguments, runs the specified EC2 API
method and prints the response to the screen.
@param arguments: Command-line arguments, typically retrieved from
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@param output: Optionally, a stream to... | [
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def planetType(temperature, mass, radius):
""" Returns the planet type as 'temperatureType massType'
"""
if mass is not np.nan:
sizeType = planetMassType(mass)
elif radius is not np.nan:
sizeType = planetRadiusType(radius)
else:
return None
return '{0} {1}'.format(plane... | [
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def _registerUnit(self, uName, unit):
"""
Register unit object on interface level object
"""
nameAvailabilityCheck(self, uName, unit)
assert unit._parent is None
unit._parent = self
unit._name = uName
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def format_args(self):
"""Get the arguments formatted as string.
:returns: The formatted arguments.
:rtype: str
"""
result = []
if self.args:
result.append(
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def Filter(self):
"""Filter parsed data to create derived fields."""
if not self.desc:
self.short_desc = ''
return
for i in range(len(self.desc)): # replace full path with name
if self.desc[i].find(self.executable) >= 0:
self.desc[i] = self.desc[i].replace(self.executable, self.... | [
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def getParameter(self, paramName):
"""Get parameter value"""
(setter, getter) = self._getParameterMethods(paramName)
if getter is None:
import exceptions
raise exceptions.Exception(
"getParameter -- parameter name '%s' does not exist in region %s of type %s"
% (paramName, sel... | [
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def _make_context_immutable(context):
"""Best effort attempt at turning a properly formatted context
(either a string, dict, or array of strings and dicts) into an
immutable data structure.
If we get an array, make it immutable by creating a tuple; if we get
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... | 34.25 | 17.4 |
def _time_regex_match(regex: str,
utterance: str,
char_offset_to_token_index: Dict[int, int],
map_match_to_query_value: Callable[[str], List[int]],
indices_of_approximate_words: Set[int]) -> Dict[str, List[int]]:
r"""
Given ... | [
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def html(self):
"""
Render those properties as html
:return:
"""
return """
<div class="property"><i>{name}</i><br/>
<pre>{value}</pre></div>
""".format(name=tag.text(self.name), value=tag.text(self.value)) | [
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def spread(symbol, token='', version=''):
'''This returns an array of effective spread, eligible volume, and price improvement of a stock, by market.
Unlike volume-by-venue, this will only return a venue if effective spread is not ‘N/A’. Values are sorted in descending order by effectiveSpread.
Lower effect... | [
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] | 48.423077 | 39.115385 |
def hydrate_spawned_files(self, exported_files_mapper, filename, data_id):
"""Pop the given file's map from the exported files mapping.
:param exported_files_mapper: The dict of file mappings this
process produced.
:param filename: The filename to format and remove from the
... | [
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def should_include_node(ctx, directives):
# type: (ExecutionContext, Optional[List[Directive]]) -> bool
"""Determines if a field should be included based on the @include and
@skip directives, where @skip has higher precidence than @include."""
# TODO: Refactor based on latest code
if directives:
... | [
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def _align_bags(predicted: List[Set[str]], gold: List[Set[str]]) -> List[float]:
"""
Takes gold and predicted answer sets and first finds a greedy 1-1 alignment
between them and gets maximum metric values over all the answers
"""
f1_scores = []
for gold_index, gold_item in enumerate(gold):
... | [
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def add_tk_widget(self, tk_widget, grid=None, align=None, visible=True, enabled=None, width=None, height=None):
"""
Adds a tk widget into a guizero container.
:param tkinter.Widget tk_widget:
The Container (App, Box, etc) the tk widget will belong too.
:param List grid:
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def load_words(self, words):
""" Load a list of words from which to generate a word frequency list
Args:
words (list): The list of words to be loaded """
self._dictionary.update([word.lower() for word in words])
self._update_dictionary() | [
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def _get_basic_term(self, C, rup, dists):
"""
Compute and return basic form, see page 1030.
"""
# Fictitious depth calculation
if rup.mag > 5.:
c4m = C['c4']
elif rup.mag > 4.:
c4m = C['c4'] - (C['c4']-1.) * (5. - rup.mag)
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def assets(self, asset_code=None, asset_issuer=None, cursor=None, order='asc', limit=10):
"""This endpoint represents all assets. It will give you all the assets
in the system along with various statistics about each.
See the documentation below for details on query parameters that are
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def getOutput(self):
"""
Returns the combined output of stdout and stderr
"""
output = self.stdout
if self.stdout:
output += '\r\n'
output += self.stderr
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def add_new_resource(self):
"""Handle add new resource requests.
"""
parameters_widget = [
self.parameters_scrollarea.layout().itemAt(i) for i in
range(self.parameters_scrollarea.layout().count())][0].widget()
parameter_widgets = [
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def get_query_parameters(config_parameters, date_time=datetime.datetime.now()):
""" Merge the given parameters with the airflow macros. Enables macros (like '@_ds') in sql.
Args:
config_parameters: The user-specified list of parameters in the cell-body.
date_time: The timestamp at which the paramet... | [
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def p_user_add_link(self):
'''
user add link.
'''
if self.check_post_role()['ADD']:
pass
else:
return False
post_data = self.get_post_data()
post_data['user_name'] = self.get_current_user()
cur_uid = tools.get_uudd(2)
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def render(self, display):
"""Renders the bar on the display"""
# the bar
bar_rect = pygame.Rect(0, 0, self.width, self.height // 3)
bar_rect.center = self.center
display.fill(self.bg_color, bar_rect)
# the cursor
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def leave(self):
"""
Leave the MUC.
"""
fut = self.on_exit.future()
def cb(**kwargs):
fut.set_result(None)
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self.on_exit.connect(cb)
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def present(name, acl_type, acl_name='', perms='', recurse=False, force=False):
'''
Ensure a Linux ACL is present
name
The acl path
acl_type
The type of the acl is used for it can be 'user' or 'group'
acl_name
The user or group
perms
Set the permissions eg.: ... | [
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def subject_name(self):
"""
Get the subject name consistently
:rtype str
:return: The Subject ID for the subject
.. note::
* If the `SubjectKeyType` is `SubjectUUID` then the subject name lives in the `mdsol:SubjectName` attribute
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def from_array(array):
"""
Deserialize a new PreCheckoutQuery from a given dictionary.
:return: new PreCheckoutQuery instance.
:rtype: PreCheckoutQuery
"""
if array is None or not array:
return None
# end if
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def act(self):
"""
Power on action
"""
g = get_root(self).globals
g.clog.debug('Power on pressed')
if execCommand(g, 'online'):
g.clog.info('ESO server online')
g.cpars['eso_server_online'] = True
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def add_tandems(mcscanfile, tandemfile):
"""
add tandem genes to anchor genes in mcscan file
"""
tandems = [f.strip().split(",") for f in file(tandemfile)]
fw = must_open(mcscanfile+".withtandems", "w")
fp = must_open(mcscanfile)
seen =set()
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def load_data_and_labels():
"""Loads MR polarity data from files, splits the data into words and generates labels.
Returns split sentences and labels.
"""
# download dataset
get_chinese_text()
# Load data from files
positive_examples = list(codecs.open("./data/pos.txt", "r", "utf-8").readli... | [
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def remove_listener(self, listener):
"""Remove the given listener from the wrapped client.
:param listener: A listener previously passed to :meth:`add_listener`.
"""
internal_listener = self._internal_listeners.pop(listener)
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def parse_document(graph: BELGraph,
enumerated_lines: Iterable[Tuple[int, str]],
metadata_parser: MetadataParser,
) -> None:
"""Parse the lines in the document section of a BEL script."""
parse_document_start_time = time.time()
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def _build_pcollection(self, pipeline, folder, split):
"""Generate examples as dicts."""
beam = tfds.core.lazy_imports.apache_beam
split_type = self.builder_config.split_type
filename = os.path.join(folder, "{}.tar.gz".format(split_type))
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def _check_response_for_request_errors(self):
"""
Override this in each service module to check for errors that are
specific to that module. For example, invalid tracking numbers in
a Tracking request.
"""
if self.response.HighestSeverity == "ERROR":
for noti... | [
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async def step(self):
""" EXPERIMENTAL: Change self._client.game_step during the step function to increase or decrease steps per second """
result = await self._execute(step=sc_pb.RequestStep(count=self.game_step))
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def clear(self) -> None:
"""Resets all headers and content for this response."""
self._headers = httputil.HTTPHeaders(
{
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def process_object(obj):
"Hook to process the object currently being displayed."
invalid_options = OptsMagic.process_element(obj)
if invalid_options: return invalid_options
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def use_default_iou_values(self, state):
"""
Sets if this device uses the default IOU image values.
:param state: boolean
"""
self._use_default_iou_values = state
if state:
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def get_irregular_edge_by_vertex(graph, vertex):
"""
Loops over all edges that are incident to supplied vertex and return a first irregular edge
in "no repeat" scenario such irregular edge can be only one for any given supplied vertex
"""
for edge in graph.get_edges_by_vertex(vertex):
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def cloud_add_bt_task(cookie, tokens, source_url, save_path, selected_idx,
file_sha1='', vcode='', vcode_input=''):
'''新建一个BT类的离线下载任务, 包括magent磁链.
source_path - BT种子所在的绝对路径
save_path - 下载的文件要存放到的目录
selected_idx - BT种子中, 包含若干个文件, 这里, 来指定要下载哪些文件,
从1开始计数.
f... | [
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def GetSecurityToken(self, username, password):
"""
Grabs a security Token to authenticate to Office 365 services
"""
url = 'https://login.microsoftonline.com/extSTS.srf'
body = """
<s:Envelope xmlns:s="http://www.w3.org/2003/05/soap-envelope"
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def load_blotter_args(blotter_name=None, logger=None):
""" Load running blotter's settings (used by clients)
:Parameters:
blotter_name : str
Running Blotter's name (defaults to "auto-detect")
logger : object
Logger to be use (defaults to Blotter's)
:Returns:
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def EncryptPrivateKey(self, decrypted):
"""
Encrypt the provided plaintext with the initialized private key.
Args:
decrypted (byte string): the plaintext to be encrypted.
Returns:
bytes: the ciphertext.
"""
aes = AES.new(self._master_key, AES.MOD... | [
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def apply_cut(self, cm):
"""Return a modified connectivity matrix with all connections that are
severed by this cut removed.
Args:
cm (np.ndarray): A connectivity matrix.
"""
# Invert the cut matrix, creating a matrix of preserved connections
inverse = np.log... | [
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def _handle_actiondefinefunction2(self, _):
"""Handle the ActionDefineFunction2 action."""
obj = _make_object("ActionDefineFunction2")
obj.FunctionName = self._get_struct_string()
obj.NumParams = unpack_ui16(self._src)
obj.RegisterCount = unpack_ui8(self._src)
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def _update_cache(self):
"""
If one of the original registries was changed. Update our merged
version.
"""
expected_version = (
tuple(r._version for r in self.registries) +
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def add_media(dest, media):
"""
Optimized version of django.forms.Media.__add__() that doesn't create new objects.
"""
if django.VERSION >= (2, 2):
dest._css_lists += media._css_lists
dest._js_lists += media._js_lists
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def all_agents(stmts):
"""Return a list of all of the agents from a list of statements.
Only agents that are not None and have a TEXT entry are returned.
Parameters
----------
stmts : list of :py:class:`indra.statements.Statement`
Returns
-------
agents : list of :py:class:`indra.stat... | [
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def mb_handler(self, args):
'''Handler for mb command'''
if len(args) == 1:
raise InvalidArgument('No s3 bucketname provided')
self.validate('cmd|s3', args)
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def flatpages_link_list(request):
"""
Returns a HttpResponse whose content is a Javascript file representing a
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"""
from django.contrib.flatpages.models import FlatPage
link_list = [(page.title, page.url) for page in FlatPage.objects.all()]
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def build_job_configs(self, args):
"""Hook to build job configurations
"""
job_configs = {}
ttype = args['ttype']
(sim_targets_yaml, sim) = NAME_FACTORY.resolve_targetfile(args)
targets = load_yaml(sim_targets_yaml)
base_config = dict(ttype=ttype,
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def dbmin50years(self, value=None):
""" Corresponds to IDD Field `dbmin50years`
50-year return period values for minimum extreme dry-bulb temperature
Args:
value (float): value for IDD Field `dbmin50years`
Unit: C
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def set(self, key, value, key_length=0):
"""Set value to key-value
Params:
<str> key
<int> value
<int> key_length
Return:
<int> key_value
"""
if key_length < 1:
key_length = len(key)
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def to_python(self, value):
"""
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{'type': <geometry_type>, 'geometry': <raw_geometry>}
"""
if not value or isinstance(value, BaseGeometry):
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def make_request(parameters):
"""Submit a getfeature request to DataBC WFS and return features
"""
r = requests.get(bcdata.WFS_URL, params=parameters)
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def job_start(job_backend, trainer, keras_callback):
"""
Starts the training of a job. Needs job_prepare() first.
:type job_backend: JobBackend
:type trainer: Trainer
:return:
"""
job_backend.set_status('STARTING')
job_model = job_backend.get_job_model()
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def can_connect_passwordless(hostname):
"""
Ensure that current host can SSH remotely to the remote
host using the ``BatchMode`` option to prevent a password prompt.
That attempt will error with an exit status of 255 and a ``Permission
denied`` message or a``Host key verification failed`` message.
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"getLogger",
"(",
... | 41.185185 | 19.481481 |
def read_config(file_name):
"""
Read YAML file with configuration and pointers to example data.
Args:
file_name (str): Name of the file, where the configuration is stored.
Returns:
dict: Parsed and processed data (see :func:`_process_config_item`).
Example YAML file::
html... | [
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"# create... | 27.4 | 19.8 |
def _is_a_url(input_element):
"""
-----
Brief
-----
Auxiliary function responsible for checking if the input is a string that contains an url.
-----------
Description
-----------
Some biosignalsnotebooks functions support a remote access to files. In this situation it is
importa... | [
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"# [Statements to be executed if signal_handler is a url]",
"if",
"any",
"(",
"mark",
"in",
"input_element",
"for",
"mar... | 31.473684 | 28.578947 |
def pagination_data(self, max_number_of_links=7):
'''Returns a generator of tuples (string, page_number, clickable),
where `string` is the text of the html link, `page_number` is
the number of the page the link points to, and `clickable` is
a boolean indicating whether the link is clicka... | [
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"'Max number of links must be odd, was %r.'",
... | 40.555556 | 17.822222 |
def render_summary(self, include_title=True):
"""Render the traceback for the interactive console."""
title = ''
frames = []
classes = ['traceback']
if not self.frames:
classes.append('noframe-traceback')
if include_title:
if self.is_syntax_error:... | [
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"'noframe-t... | 34.83871 | 19 |
def create(cls, scheduled_analysis, tags=None, json_report_objects=None, raw_report_objects=None, additional_metadata=None, analysis_date=None):
"""
Create a new report.
For convenience :func:`~mass_api_client.resources.scheduled_analysis.ScheduledAnalysis.create_report`
of class :class... | [
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"analysis_date",
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"ta... | 52.740741 | 34.222222 |
def builtin_lookup(name):
"""lookup a name into the builtin module
return the list of matching statements and the astroid for the builtin
module
"""
builtin_astroid = MANAGER.ast_from_module(builtins)
if name == "__dict__":
return builtin_astroid, ()
try:
stmts = builtin_astr... | [
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"stmts",
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"builtin_astroid",
... | 30.615385 | 15.307692 |
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