text stringlengths 89 104k | code_tokens list | avg_line_len float64 7.91 980 | score float64 0 630 |
|---|---|---|---|
def get_outputs(self, merge_multi_context=True, begin=0, end=None):
"""Get outputs of the previous forward computation.
If begin or end is specified, return [begin, end)-th outputs,
otherwise return all outputs.
Parameters
----------
merge_multi_context : bool
... | [
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def iter_item_handles(self):
"""Return iterator over item handles."""
for abspath in self._ls_abspaths_with_cache(self._data_abspath):
try:
relpath = self._get_metadata_with_cache(abspath, "handle")
yield relpath
except IrodsNoMetaDataSetError:
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def webcam_detach(self, path):
"""Detaches the emulated USB webcam from the VM
in path of type str
The host path of the capture device to detach.
"""
if not isinstance(path, basestring):
raise TypeError("path can only be an instance of type basestring")
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def clear_knowledge_category(self):
"""Clears the knowledge category.
raise: NoAccess - ``Metadata.isRequired()`` or
``Metadata.isReadOnly()`` is ``true``
*compliance: mandatory -- This method must be implemented.*
"""
# Implemented from template for osid.resou... | [
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def format(self, record):
"""
Calls the standard formatter, but will indent all of the log messages
by our current indentation level.
"""
formatted = logging.Formatter.format(self, record)
formatted = "".join([
(" " * get_indentation()) + line
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def get_subnets_count(context, filters=None):
"""Return the number of subnets.
The result depends on the identity of the user making the request
(as indicated by the context) as well as any filters.
: param context: neutron api request context
: param filters: a dictionary with keys that are valid ... | [
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def _is_cp_helper(self, choi, atol, rtol):
"""Test if a channel is completely-positive (CP)"""
if atol is None:
atol = self._atol
if rtol is None:
rtol = self._rtol
return is_positive_semidefinite_matrix(choi, rtol=rtol, atol=atol) | [
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def clean():
"""Clear out any old screenshots"""
screenshot_dir = settings.SELENIUM_SCREENSHOT_DIR
if screenshot_dir and os.path.isdir(screenshot_dir):
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def make_user_agent(component=None):
""" create string suitable for HTTP User-Agent header """
packageinfo = pkg_resources.require("harvestingkit")[0]
useragent = "{0}/{1}".format(packageinfo.project_name, packageinfo.version)
if component is not None:
useragent += " {0}".format(component)
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def copy_dir(self, path):
"""
Recursively copy directory
"""
for directory in path:
if os.path.isdir(path):
full_path = os.path.join(self.archive_dir, directory.lstrip('/'))
logger.debug("Copying %s to %s", directory, full_path)
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def eval(self, cmd):
"""Evaluate a given command. The command is parsed and the output
returned as a list of lines (strings).
Raises a SCOCmdSyntaxError in case the command cannot be parsed.
Parameters
----------
cmd : strings
Command string
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def get_learning_curves(self, lc_extractor=extract_HBS_learning_curves, config_ids=None):
"""
extracts all learning curves from all run configurations
Parameters
----------
lc_extractor: callable
a function to return a list of learning_curves.
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def apply(self, X, ntree_limit=0):
"""Return the predicted leaf every tree for each sample.
Parameters
----------
X : array_like, shape=[n_samples, n_features]
Input features matrix.
ntree_limit : int
Limit number of trees in the prediction; defaults to ... | [
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def get_base_url(self, force_http=False):
""" Creates base URL path
:param force_http: `True` if HTTP base URL should be used and `False` otherwise
:type force_http: str
:return: base url string
:rtype: str
"""
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def delete_hit(self, hitid):
''' Delete HIT '''
if not self.connect_to_turk():
return False
try:
self.mtc.delete_hit(HITId=hitid)
except Exception, e:
print "Failed to delete of HIT %s. Make sure there are no "\
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def fits_region_objects_to_table(regions):
"""
Converts list of regions to FITS region table.
Parameters
----------
regions : list
List of `regions.Region` objects
Returns
-------
region_string : `~astropy.table.Table`
FITS region table
Examples
--------
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def _generate_range_queries(self, fieldnames, operator_value_pairs):
"""Generates ElasticSearch range queries.
Args:
fieldnames (list): The fieldnames on which the search is the range query is targeted on,
operator_value_pairs (dict): Contains (range_operator, value) pairs.
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def get_iterator_from_config(config: dict, data: dict):
"""Create iterator (from config) for specified data."""
iterator_config = config['dataset_iterator']
iterator: Union[DataLearningIterator, DataFittingIterator] = from_params(iterator_config,
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def _compute_ratio(top, bot):
""" Make a map that is the ratio of two maps
"""
data = np.where(bot.data > 0, top.data / bot.data, 0.)
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def parse_config(self):
"""
Parse the xml file with remote servers and discover resources on each found server.
"""
tree = ElementTree.parse(self.file_xml)
root = tree.getroot()
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def return_file_objects(connection, container, prefix='database'):
"""Given connecton and container find database dumps
"""
options = []
meta_data = objectstore.get_full_container_list(
connection, container, prefix='database')
env = ENV.upper()
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def normalizeGlyphNote(value):
"""
Normalizes Glyph Note.
* **value** must be a :ref:`type-string`.
* Returned value is an unencoded ``unicode`` string
"""
if not isinstance(value, basestring):
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def delete_plat_operator(operator, auth, url):
"""
Function to set the password of an existing operator
:param operator: str Name of the operator account
:param auth: requests auth object #usually auth.creds from auth pyhpeimc.auth.class
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def load_csv(file, shape=None, normalize=False):
"""
Load CSV file.
:param file: CSV file.
:type file: file like object
:param shape : data array is reshape to this shape.
:type shape: tuple of int
:return: numpy array
"""
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def readInstance(self, key, makeGlyphs=True, makeKerning=True, makeInfo=True):
""" Read a single instance element.
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def list_of_objects_from_api(url):
'''
API only serves 20 pages by default
This fetches info on all of items and return them as a list
Assumption: limit of API is not less than 20
'''
response = requests.get(url)
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def set_error(self, code, msg, data=None):
"""
Set an error on this request, which will prevent request execution.
Should only be called from "pre" hook methods. If called from a post hook, this
operation will be ignored.
:Parameters:
code
Integer error co... | [
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def getPixmap(page, matrix = None, colorspace = csRGB, clip = None,
alpha = True):
"""Create pixmap of page.
Args:
matrix: Matrix for transformation (default: Identity).
colorspace: (str/Colorspace) rgb, rgb, gray - case ignored, default csRGB.
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def docker(gandi, vm, args):
"""
Manage docker instance
"""
if not [basedir for basedir in os.getenv('PATH', '.:/usr/bin').split(':')
if os.path.exists('%s/docker' % basedir)]:
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def columns_by_index(self) -> Dict[str, List[Well]]:
"""
Accessor function used to navigate through a labware by column name.
With indexing one can treat it as a typical python dictionary.
To access row A for example,
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def update_payload(self, fields=None):
"""Reset ``errata_id`` from DB ID to ``errata_id``."""
payload = super(ContentViewFilterRule, self).update_payload(fields)
if 'errata_id' in payload:
if not hasattr(self.errata, 'errata_id'):
self.errata = self.errata.read()
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def render_field(field):
"""
渲染字段验证代码
:param field:
:type field: django.forms.Field
:return:
"""
field = field.field if isinstance(field, forms.BoundField) else field
validators = {}
def no_compare_validator():
return not ('lessThan' in validators or 'greaterThan' in valida... | [
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def display_hook(prompt, session, context, matches, longest_match_len):
# type: (str, ShellSession, BundleContext, List[str], int) -> None
"""
Displays the available services matches and the service details
:param prompt: Shell prompt string
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def madmedianrule(a):
"""Outlier detection based on the MAD-median rule.
Parameters
----------
a : array-like
Input array.
Returns
-------
outliers: boolean (same shape as a)
Boolean array indicating whether each sample is an outlier (True) or
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def get_patch_from_uid(self, uid):
"""
Returns the patch with given uid.
:param uid: Patch uid.
:type uid: unicode
:return: Patch.
:rtype: Patch
"""
for name, patch in self:
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def window(iterable, size=2, cast=tuple):
# type: (Iterable, int, Callable) -> Iterable
"""
Yields iterms by bunch of a given size, but rolling only one item
in and out at a time when iterating.
>>> list(window([1, 2, 3]))
[(1, 2), (2, 3)]
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def delete_pre_shared_key(self, endpoint_name, **kwargs): # noqa: E501
"""Remove a pre-shared key. # noqa: E501
Remove a pre-shared key. **Example usage:** ``` curl -H \"authorization: Bearer ${API_TOKEN}\" -X DELETE https://api.us-east-1.mbedcloud.com/v2/device-shared-keys/my-endpoint-0001 ``` #... | [
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... | 62.333333 | 38.52381 |
def dpt_groups_pseudotime(adata, color_map=None, palette=None, show=None, save=None):
"""Plot groups and pseudotime."""
pl.figure()
pl.subplot(211)
timeseries_subplot(adata.obs['dpt_groups'].cat.codes,
time=adata.obs['dpt_order'].values,
color=np.asarray(ada... | [
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def ping(self):
""" Notify the queue that this task is still active. """
if self.finished is not None:
raise AlreadyFinished()
with self._db_conn() as conn:
success = conn.query('''
UPDATE %s
SET
last_contact=%%(now)s,
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def from_array(array):
"""
Deserialize a new VideoNote from a given dictionary.
:return: new VideoNote instance.
:rtype: VideoNote
"""
if array is None or not array:
return None
# end if
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async def is_ready(self):
"""Check if the multi-environment has been fully initialized.
This calls each slave environment managers' :py:meth:`is_ready` and
checks if the multi-environment itself is ready by calling
:py:meth:`~creamas.mp.MultiEnvironment.check_ready`.
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def cmd(self):
"""
The command below covers most cases, if you need
someting more complex subclass this.
"""
cmd = (
[self.compiler_binary] +
self.flags +
['-U'+x for x in self.undef] +
['-D'+x for x in self.define] +
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def __ProcessHttpResponse(self, method_config, http_response, request):
"""Process the given http response."""
if http_response.status_code not in (http_client.OK,
http_client.CREATED,
http_client.NO_CONTENT):
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def reportSuspiciousClient(self, clientName: str, reason):
"""
Report suspicion on a client and add it to this node's blacklist.
:param clientName: name of the client to report suspicion on
:param reason: the reason for suspicion
"""
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def ensure_dir_exists(directory):
"Creates local directories if they don't exist."
if directory.startswith('gs://'):
return
if not os.path.exists(directory):
dbg("Making dir {}".format(directory))
os.makedirs(directory, exist_ok=True) | [
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def ReadAPIAuditEntries(self,
username=None,
router_method_names=None,
min_timestamp=None,
max_timestamp=None,
cursor=None):
"""Returns audit entries stored in the database."""
quer... | [
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def melt(self, plot=False):
"""
Find and merge groups of polygons in the surface that meet the
following criteria:
* Are coplanars.
* Are contiguous.
* The result is convex.
This method is very useful at reducing the num... | [
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def request(self, method, url, access_token=None, **kwargs):
"""
向微信服务器发送请求
:param method: 请求方法
:param url: 请求地址
:param access_token: access token 值, 如果初始化时传入 conf 会自动获取, 如果没有传入则请提供此值
:param kwargs: 附加数据
:return: 微信服务器响应的 JSON 数据
"""
access_token =... | [
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def hold(name, seconds):
'''
Wait for a given period of time, then fire a result of True, requiring
this state allows for an action to be blocked for evaluation based on
time
USAGE:
.. code-block:: yaml
hold_on_a_moment:
timer.hold:
- seconds: 30
'''
ret ... | [
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def get_project_root():
""" Determine location of `tasks.py`."""
try:
tasks_py = sys.modules['tasks']
except KeyError:
return None
else:
return os.path.abspath(os.path.dirname(tasks_py.__file__)) | [
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def index_to_loc(self, index):
"""Convert a 1D index location to the 2D location on the plotting grid
"""
sz = int(self.shape[0] * self.shape[1])
idxs = np.array([i for i in range(sz)], dtype=int).reshape(self.shape)
args = np.argwhere(idxs == index)
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def thread_exception(self, raised_exception):
""" Callback for handling exception, that are raised inside :meth:`.WThreadTask.thread_started`
:param raised_exception: raised exception
:return: None
"""
print('Thread execution was stopped by the exception. Exception: %s' % str(raised_exception))
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def dispatch(self, *args, **kwargs):
"""This decorator sets this view to have restricted permissions."""
return super(StrainDelete, self).dispatch(*args, **kwargs) | [
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def _ipopo_class_field_property(name, value, methods_prefix):
# type: (str, Any, str) -> property
"""
Sets up an iPOPO field property, using Python property() capabilities
:param name: The property name
:param value: The property default value
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def findarp(device=None,
interface=None,
mac=None,
ip=None,
display=_DEFAULT_DISPLAY): # pylint: disable=invalid-name
'''
Search for entries in the ARP tables using the following mine functions:
- net.arp
Optional arguments:
device
Return i... | [
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def find_experiment_export(app_id):
"""Attempt to find a zipped export of an experiment with the ID provided
and return its path. Returns None if not found.
Search order:
1. local "data" subdirectory
2. user S3 bucket
3. Dallinger S3 bucket
"""
# Check locally first
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def mapToPixel(mX, mY, geoTransform):
"""Convert map coordinates to pixel coordinates based on geotransform
Accepts float or NumPy arrays
GDAL model used here - upper left corner of upper left pixel for mX, mY (and in GeoTransform)
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mX = np.asarray(mX)
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def extendedboldqc(auth, label, scan_ids=None, project=None, aid=None):
'''
Get ExtendedBOLDQC data as a sequence of dictionaries.
Example:
>>> import yaxil
>>> import json
>>> auth = yaxil.XnatAuth(url='...', username='...', password='...')
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def table_create(self, remove_existing=False):
"""Creates all tables.
"""
for engine in self.engines():
tables = self._get_tables(engine, create_drop=True)
logger.info('Create all tables for %s', engine)
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self.metadata.create_all(engine, ta... | [
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def populations_diff_coeff(particles, populations):
"""Diffusion coefficients of the two specified populations.
"""
D_counts = particles.diffusion_coeff_counts
if len(D_counts) == 1:
pop_sizes = [pop.stop - pop.start for pop in populations]
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def _transport_interceptor(self, callback):
"""Takes a callback function and returns a function that takes headers and
messages and places them on the main service queue."""
def add_item_to_queue(header, message):
queue_item = (
Priority.TRANSPORT,
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def set_last_position(self, last_position):
"""
Called from the manager, it is in charge of updating the last position of data commited
by the writer, in order to have resume support
"""
if last_position is None:
self.last_position = {}
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def _maybe_create_resources(logging_task: Task = None):
"""Use heuristics to decide to possibly create resources"""
def log(*args):
if logging_task:
logging_task.log(*args)
else:
util.log(*args)
def should_create_resources():
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def inverse_deriv(self, z):
'''
Derivative of the inverse of the negative binomial transform
Parameters
-----------
z : array-like
Usually the linear predictor for a GLM or GEE model
Returns
-------
g^(-1)'(z) : array
The value of... | [
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def buildDPList(self):
"""Builds list of data products."""
updated = False
dps = []
itemlist = self.getItemDPList()
# first remove all items marked for removal, in case their names clash with new or renamed items
for item, dp in itemlist:
item._policy = item._... | [
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def scalar_term(self, st):
"""Return a _ScalarTermS or _ScalarTermU from a string, to perform text and HTML substitutions"""
if isinstance(st, binary_type):
return _ScalarTermS(st, self._jinja_sub)
elif isinstance(st, text_type):
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def download_bundle_view(self, request, pk):
"""A view that allows the user to download a certificate bundle in PEM format."""
return self._download_response(request, pk, bundle=True) | [
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def in_path(self, new_path, old_path=None):
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def prepare_c3(data: Union[List[Tuple[str, int]], Mapping[str, int]],
y_axis_label: str = 'y',
x_axis_label: str = 'x',
) -> str:
"""Prepares C3 JSON for making a bar chart from a Counter
:param data: A dictionary of {str: int} to display as bar chart
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async def on_ctcp_version(self, by, target, contents):
""" Built-in CTCP version as some networks seem to require it. """
import pydle
version = '{name} v{ver}'.format(name=pydle.__name__, ver=pydle.__version__)
self.ctcp_reply(by, 'VERSION', version) | [
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def get_sari_score(source_ids, prediction_ids, list_of_targets,
max_gram_size=4, beta_for_deletion=0):
"""Compute the SARI score for a single prediction and one or more targets.
Args:
source_ids: a list / np.array of SentencePiece IDs
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def standings(self):
"""Returns a DataFrame containing standings information."""
doc = self.get_sub_doc('standings')
east_table = doc('table#divs_standings_E')
east_df = pd.DataFrame(sportsref.utils.parse_table(east_table))
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def _get_log(self, limit=None):
"""Read log entries into a list of dictionaries."""
self.ui.pushbuffer()
commands.log(self.ui, self.repo, limit=limit, date=None, rev=None, user=None)
res = self.ui.popbuffer().strip()
logList = []
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def unapply(self):
"""Reset the current configuration to the previous state."""
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def itermerged(self):
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def _get_buffers(self, job_id: str) -> Dict[str, np.ndarray]:
"""
Return the decoded result buffers for particular job_id.
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def _get_manifest_list(self, image):
"""try to figure out manifest list"""
if image in self.manifest_list_cache:
return self.manifest_list_cache[image]
manifest_list = get_manifest_list(image, image.registry,
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def hex_timestamp_to_datetime(hex_timestamp):
"""Converts hex timestamp to a datetime object.
>>> hex_timestamp_to_datetime('558BBCF9')
datetime.datetime(2015, 6, 25, 8, 34, 1)
>>> hex_timestamp_to_datetime('0x558BBCF9')
datetime.datetime(2015, 6, 25, 8, 34, 1)
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def serialize(self):
"""Return string representation for VCF"""
if self.mate_chrom is None:
remote_tag = "."
else:
if self.within_main_assembly:
mate_chrom = self.mate_chrom
else:
mate_chrom = "<{}>".format(self.mate_chrom)
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def is_instance_avg_req_latency_too_high(self, inst_id):
"""
Return whether the average request latency of an instance is
greater than the acceptable threshold
"""
avg_lat, avg_lat_others = self.getLatencies()
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def get_fact(state, host, name):
'''
Wrapper around ``get_facts`` returning facts for one host or a function
that does.
'''
# Expecting a function to return
if callable(getattr(FACTS[name], 'command', None)):
def wrapper(*args):
fact_data = get_facts(state, name, args=args, ... | [
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def print_preview(self):
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from qtpy.QtPrintSupport import QPrintPreviewDialog
editor = self.get_current_editor()
printer = Printer(mode=QPrinter.HighResolution,
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def _update_params(self):
"""
update params from response data
"""
if self.data.get('title'):
self.params['title'] = self.data.get('title')
if self.data.get('pageid'):
self.params['pageid'] = self.data.get('pageid')
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def check_csrf_token():
"""Checks that token is correct, aborting if not"""
if request.method in ("GET",): # not exhaustive list
return
token = request.form.get("csrf_token")
if token is None:
app.logger.warning("Expected CSRF Token: not present")
abort(400)
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def bandpass(self, flow, fhigh, gpass=2, gstop=30, fstop=None, type='iir',
filtfilt=True, **kwargs):
"""Filter this `TimeSeries` with a band-pass filter.
Parameters
----------
flow : `float`
lower corner frequency of pass band
fhigh : `float`
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def id_to_did(did_id, method='op'):
"""Return an Ocean DID from given a hex id."""
if isinstance(did_id, bytes):
did_id = Web3.toHex(did_id)
# remove leading '0x' of a hex string
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def ip_addrs(interface=None, include_loopback=False, cidr=None, type=None):
'''
Returns a list of IPv4 addresses assigned to the host.
interface
Only IP addresses from that interface will be returned.
include_loopback : False
Include loopback 127.0.0.1 IPv4 address.
cidr
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def get_record(self, record_num):
"""
Get a Record by record number.
@type record_num: int
@param record_num: The record number of the the record to fetch.
@rtype Record or None
@return The record request by record number, or None if the
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def parse_date(my_date):
"""Parse a date into canonical format of datetime.dateime.
:param my_date: Either datetime.datetime or string in
'%Y-%m-%dT%H:%M:%SZ' format.
~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-~-
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def rank_all(self,roots,optimize=False):
"""Computes rank of all vertices.
add provided roots to rank 0 vertices,
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def add_class(self, cssclass):
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def aggregate(self, aggregates=None, drilldowns=None, cuts=None,
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"""Main aggregation function. This is used to compute a given set of
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def register_ipcluster(data):
"""
The name is a unique id that keeps this __init__ of ipyrad distinct
from interfering with other ipcontrollers. Run statements are wrapped
so that ipcluster will be killed on exit.
"""
## check if this pid already has a running cluster
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def toPandas(self):
"""
Returns the contents of this :class:`DataFrame` as Pandas ``pandas.DataFrame``.
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def _plugin_name(self, path):
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"(",
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"name"
] | 36.4 | 10.4 |
def lookup_prefix(self, prefix, timestamp=timestamp_now):
"""
Returns lookup data of a Prefix
Args:
prefix (string): Prefix of a Amateur Radio callsign
timestamp (datetime, optional): datetime in UTC (tzinfo=pytz.UTC)
Returns:
dict: Dictionary contai... | [
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... | 30.722222 | 25.574074 |
def iter_python_modules(tile):
"""Iterate over all python products in the given tile.
This will yield tuples where the first entry is the path to the module
containing the product the second entry is the appropriate
import string to include in an entry point, and the third entry is
the entry point ... | [
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... | 39.885714 | 23.4 |
def fcontext_policy_absent(name, filetype='a', sel_type=None, sel_user=None, sel_level=None):
'''
.. versionadded:: 2017.7.0
Makes sure an SELinux file context policy for a given filespec
(name), filetype and SELinux context type is absent.
name
filespec of the file or directory. Regex syn... | [
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... | 34.122807 | 22.649123 |
def _add_header(self):
"""Add email header info."""
self.message["From"] = self.from_
self.message["Subject"] = self.subject
if self.to:
self.message["To"] = self.list_to_string(self.to)
if self.cc:
self.message["Cc"] = self.list_to_string(self.cc)
... | [
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... | 38.8 | 15.2 |
def doprinc(data):
"""
Gets principal components from data in form of a list of [dec,inc] data.
Parameters
----------
data : nested list of dec, inc directions
Returns
-------
ppars : dictionary with the principal components
dec : principal directiion declination
inc : ... | [
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"# for rec in data:",
"# dir=[]",
"# for c in rec: dir.append(c)",
"# cart= (dir2... | 27.035714 | 16.428571 |
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