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icometrix/dicom2nifti
dicom2nifti/common.py
https://github.com/icometrix/dicom2nifti/blob/1462ae5dd979fa3f276fe7a78ceb9b028121536f/dicom2nifti/common.py#L638-L660
def validate_slice_increment(dicoms): """ Validate that the distance between all slices is equal (or very close to) :param dicoms: list of dicoms """ first_image_position = numpy.array(dicoms[0].ImagePositionPatient) previous_image_position = numpy.array(dicoms[1].ImagePositionPatient) inc...
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Validate that the distance between all slices is equal (or very close to) :param dicoms: list of dicoms
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python
train
55.782609
marrow/mongo
marrow/mongo/core/trait/collection.py
https://github.com/marrow/mongo/blob/2066dc73e281b8a46cb5fc965267d6b8e1b18467/marrow/mongo/core/trait/collection.py#L70-L82
def bind(cls, target): """Bind a copy of the collection to the class, modified per our class' settings. The given target (and eventual collection returned) must be safe within the context the document sublcass being bound is constructed within. E.g. at the module scope this binding must be thread-safe. """ ...
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Bind a copy of the collection to the class, modified per our class' settings. The given target (and eventual collection returned) must be safe within the context the document sublcass being bound is constructed within. E.g. at the module scope this binding must be thread-safe.
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python
train
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L3296-L3493
def unpack(self, column_name_prefix = "X", column_types=None, na_value=None, limit=None): """ Convert an SArray of list, array, or dict type to an SFrame with multiple columns. `unpack` expands an SArray using the values of each list/array/dict as elements in a new SFrame of mul...
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Convert an SArray of list, array, or dict type to an SFrame with multiple columns. `unpack` expands an SArray using the values of each list/array/dict as elements in a new SFrame of multiple columns. For example, an SArray of lists each of length 4 will be expanded into an SFrame of 4 c...
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python
train
37.156566
JoelBender/bacpypes
samples/ReadPropertyMultiple25.py
https://github.com/JoelBender/bacpypes/blob/4111b8604a16fa2b7f80d8104a43b9f3e28dfc78/samples/ReadPropertyMultiple25.py#L43-L181
def do_read(self, args): """read <addr> ( <objid> ( <prop> [ <indx> ] )... )...""" args = args.split() if _debug: ReadPropertyMultipleConsoleCmd._debug("do_read %r", args) try: i = 0 addr = args[i] i += 1 read_access_spec_list = [] ...
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read <addr> ( <objid> ( <prop> [ <indx> ] )... )...
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python
train
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etcher-be/epab
epab/cmd/_release.py
https://github.com/etcher-be/epab/blob/024cde74d058281aa66e6e4b7b71dccbe803b1c1/epab/cmd/_release.py#L23-L36
def _clean(): """ Cleans up build dir """ LOGGER.info('Cleaning project directory...') folders_to_cleanup = [ '.eggs', 'build', f'{config.PACKAGE_NAME()}.egg-info', ] for folder in folders_to_cleanup: if os.path.exists(folder): LOGGER.info('\tremov...
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Cleans up build dir
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python
train
25.571429
wummel/linkchecker
linkcheck/bookmarks/safari.py
https://github.com/wummel/linkchecker/blob/c2ce810c3fb00b895a841a7be6b2e78c64e7b042/linkcheck/bookmarks/safari.py#L34-L49
def find_bookmark_file (): """Return the bookmark file of the Default profile. Returns absolute filename if found, or empty string if no bookmark file could be found. """ if sys.platform != 'darwin': return u"" try: dirname = get_profile_dir() if os.path.isdir(dirname): ...
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Return the bookmark file of the Default profile. Returns absolute filename if found, or empty string if no bookmark file could be found.
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python
train
30.125
ellethee/argparseinator
argparseinator/utils.py
https://github.com/ellethee/argparseinator/blob/05e9c00dfaa938b9c4ee2aadc6206f5e0918e24e/argparseinator/utils.py#L156-L171
def has_argument(arg, arguments): """ Verifica se ci sono argument con la classe. """ try: if not isinstance(arguments, list): arguments = arguments.__arguments__ for idx, (args, kwargs) in enumerate(arguments): arg_name = kwargs.get( 'dest', args[...
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Verifica se ci sono argument con la classe.
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python
train
30.875
morepath/more.jwtauth
more/jwtauth/main.py
https://github.com/morepath/more.jwtauth/blob/1c3c5731612069a092e44cf612641c05edf1f083/more/jwtauth/main.py#L335-L352
def get_jwt(self, request): """Extract the JWT token from the authorisation header of the request. Returns the JWT token or None, if the token cannot be extracted. :param request: request object. :type request: :class:`morepath.Request` """ try: authorizatio...
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Extract the JWT token from the authorisation header of the request. Returns the JWT token or None, if the token cannot be extracted. :param request: request object. :type request: :class:`morepath.Request`
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python
train
32.555556
dcaune/perseus-lib-python-common
majormode/perseus/utils/rdbms.py
https://github.com/dcaune/perseus-lib-python-common/blob/ba48fe0fd9bb4a75b53e7d10c41ada36a72d4496/majormode/perseus/utils/rdbms.py#L426-L479
def acquire_connection(settings, tag=None, logger_name=None, auto_commit=False): """ Return a connection to a Relational DataBase Management System (RDBMS) the most appropriate for the service requesting this connection. @param settings: a dictionary of connection properties:: ...
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Return a connection to a Relational DataBase Management System (RDBMS) the most appropriate for the service requesting this connection. @param settings: a dictionary of connection properties:: { None: { 'rdbms_hostname': "...", ...
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python
train
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gsi-upm/soil
examples/pubcrawl/pubcrawl.py
https://github.com/gsi-upm/soil/blob/a3ea434f237f039c3cadbc2e0a83ae626d77b818/examples/pubcrawl/pubcrawl.py#L43-L53
def exit(self, pub_id, *node_ids): '''Agents will notify the pub they want to leave''' try: pub = self['pubs'][pub_id] except KeyError: raise ValueError('Pub {} is not available'.format(pub_id)) for node_id in node_ids: node = self.get_agent(node_id) ...
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Agents will notify the pub they want to leave
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python
train
37.818182
fastai/fastai
fastai/vision/image.py
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L409-L414
def rle_encode(img:NPArrayMask)->str: "Return run-length encoding string from `img`." pixels = np.concatenate([[0], img.flatten() , [0]]) runs = np.where(pixels[1:] != pixels[:-1])[0] + 1 runs[1::2] -= runs[::2] return ' '.join(str(x) for x in runs)
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Return run-length encoding string from `img`.
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python
train
44
basho/riak-python-client
riak/transports/http/connection.py
https://github.com/basho/riak-python-client/blob/91de13a16607cdf553d1a194e762734e3bec4231/riak/transports/http/connection.py#L101-L115
def _security_auth_headers(self, username, password, headers): """ Add in the requisite HTTP Authentication Headers :param username: Riak Security Username :type str :param password: Riak Security Password :type str :param headers: Dictionary of headers :...
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Add in the requisite HTTP Authentication Headers :param username: Riak Security Username :type str :param password: Riak Security Password :type str :param headers: Dictionary of headers :type dict
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python
train
37.466667
pybel/pybel
src/pybel/struct/filters/node_filters.py
https://github.com/pybel/pybel/blob/c8a7a1bdae4c475fa2a8c77f3a9a5f6d79556ca0/src/pybel/struct/filters/node_filters.py#L84-L86
def count_passed_node_filter(graph: BELGraph, node_predicates: NodePredicates) -> int: """Count how many nodes pass a given set of node predicates.""" return sum(1 for _ in filter_nodes(graph, node_predicates=node_predicates))
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Count how many nodes pass a given set of node predicates.
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python
train
77.333333
thombashi/SimpleSQLite
simplesqlite/core.py
https://github.com/thombashi/SimpleSQLite/blob/b16f212132b9b98773e68bf7395abc2f60f56fe5/simplesqlite/core.py#L595-L623
def update(self, table_name, set_query, where=None): """Execute an UPDATE query. Args: table_name (|str|): Table name of executing the query. set_query (|str|): ``SET`` clause for the update query. where (|arg_where_type| , optional): ...
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Execute an UPDATE query. Args: table_name (|str|): Table name of executing the query. set_query (|str|): ``SET`` clause for the update query. where (|arg_where_type| , optional): ``WHERE`` clause for the update query. ...
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python
train
34.275862
bretth/woven
woven/webservers.py
https://github.com/bretth/woven/blob/ec1da7b401a335f43129e7115fe7a4d145649f1e/woven/webservers.py#L277-L284
def webserver_list(): """ list of webserver packages """ p = set(get_packages()) w = set(['apache2','gunicorn','uwsgi','nginx']) installed = p & w return list(installed)
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list of webserver packages
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python
train
23.75
genomoncology/related
src/related/fields.py
https://github.com/genomoncology/related/blob/be47c0081e60fc60afcde3a25f00ebcad5d18510/src/related/fields.py#L259-L274
def UUIDField(default=NOTHING, required=False, repr=True, cmp=True, key=None): """ Create new UUID field on a model. :param default: any value :param bool required: whether or not the object is invalid if not provided. :param bool repr: include this field should appear in object's repr. :param ...
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python
train
46.875
globus/globus-cli
globus_cli/parsing/shared_options.py
https://github.com/globus/globus-cli/blob/336675ff24da64c5ee487243f39ae39fc49a7e14/globus_cli/parsing/shared_options.py#L664-L753
def server_add_and_update_opts(*args, **kwargs): """ shared collection of options for `globus transfer endpoint server add` and `globus transfer endpoint server update`. Accepts a toggle to know if it's being used as `add` or `update`. usage: >>> @server_add_and_update_opts >>> def command...
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shared collection of options for `globus transfer endpoint server add` and `globus transfer endpoint server update`. Accepts a toggle to know if it's being used as `add` or `update`. usage: >>> @server_add_and_update_opts >>> def command_func(subject, port, scheme, hostname): >>> ... ...
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python
train
33.144444
SoCo/SoCo
soco/snapshot.py
https://github.com/SoCo/SoCo/blob/671937e07d7973b78c0cbee153d4f3ad68ec48c6/soco/snapshot.py#L255-L274
def _save_queue(self): """Save the current state of the queue.""" if self.queue is not None: # Maximum batch is 486, anything larger will still only # return 486 batch_size = 400 total = 0 num_return = batch_size # Need to get all ...
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Save the current state of the queue.
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python
train
43.55
numenta/nupic
src/nupic/algorithms/anomaly_likelihood.py
https://github.com/numenta/nupic/blob/5922fafffdccc8812e72b3324965ad2f7d4bbdad/src/nupic/algorithms/anomaly_likelihood.py#L648-L684
def _anomalyScoreMovingAverage(anomalyScores, windowSize=10, verbosity=0, ): """ Given a list of anomaly scores return a list of averaged records. anomalyScores is assumed to be a list of records of the form: ...
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Given a list of anomaly scores return a list of averaged records. anomalyScores is assumed to be a list of records of the form: [datetime.datetime(2013, 8, 10, 23, 0), 6.0, 1.0] Each record in the returned list list contains: [datetime, value, averagedScore] *Note:* we only average the ano...
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python
valid
31.702703
yakupadakli/python-unsplash
unsplash/stat.py
https://github.com/yakupadakli/python-unsplash/blob/6e43dce3225237e1b8111fd475fb98b1ea33972c/unsplash/stat.py#L21-L29
def month(self): """ Get the overall Unsplash stats for the past 30 days. :return [Stat]: The Unsplash Stat. """ url = "/stats/month" result = self._get(url) return StatModel.parse(result)
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Get the overall Unsplash stats for the past 30 days. :return [Stat]: The Unsplash Stat.
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python
train
26.333333
jeffh/rpi_courses
rpi_courses/sis_parser/features.py
https://github.com/jeffh/rpi_courses/blob/c97176f73f866f112c785910ebf3ff8a790e8e9a/rpi_courses/sis_parser/features.py#L32-L52
def semester_feature(catalog, soup): """The year and semester information that this xml file hold courses for. """ raw = _text(soup.findAll('h3')).split('\n')[1] match = RE_SEMESTER_RANGE.match(raw) catalog.year = int(match.group('year')) #month_mapping = {'Spring': 1, 'Summer': 5, 'Fall': 9} ...
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The year and semester information that this xml file hold courses for.
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python
train
40.571429
mitsei/dlkit
dlkit/primordium/locale/types/time.py
https://github.com/mitsei/dlkit/blob/445f968a175d61c8d92c0f617a3c17dc1dc7c584/dlkit/primordium/locale/types/time.py#L70-L100
def get_type_data(name): """Return dictionary representation of type. Can be used to initialize primordium.type.primitives.Type """ name = name.upper() if name in CELESTIAL_TIME_TYPES: namespace = 'time' domain = 'Celestial Time Systems' time_name = CELESTIAL_TIME_TYPES[nam...
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Return dictionary representation of type. Can be used to initialize primordium.type.primitives.Type
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python
train
30.419355
carpedm20/fbchat
fbchat/_client.py
https://github.com/carpedm20/fbchat/blob/f480d68b5773473e6daba7f66075ee30e8d737a8/fbchat/_client.py#L941-L1003
def fetchThreadInfo(self, *thread_ids): """ Get threads' info from IDs, unordered .. warning:: Sends two requests if users or pages are present, to fetch all available info! :param thread_ids: One or more thread ID(s) to query :return: :class:`models.Thread` objects...
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Get threads' info from IDs, unordered .. warning:: Sends two requests if users or pages are present, to fetch all available info! :param thread_ids: One or more thread ID(s) to query :return: :class:`models.Thread` objects, labeled by their ID :rtype: dict :raises: ...
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python
train
38.396825
morpframework/morpfw
morpfw/authn/pas/user/view.py
https://github.com/morpframework/morpfw/blob/803fbf29714e6f29456482f1cfbdbd4922b020b0/morpfw/authn/pas/user/view.py#L60-L89
def process_login(context, request): """Authenticate username and password and log in user""" username = request.json['username'] password = request.json['password'] # Do the password validation. user = context.authenticate(username, password) if not user: @request.after def adj...
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Authenticate username and password and log in user
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python
train
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Azure/azure-event-hubs-python
azure/eventhub/common.py
https://github.com/Azure/azure-event-hubs-python/blob/737c5f966557ada2cf10fa0d8f3c19671ae96348/azure/eventhub/common.py#L217-L236
def body_as_str(self, encoding='UTF-8'): """ The body of the event data as a string if the data is of a compatible type. :param encoding: The encoding to use for decoding message data. Default is 'UTF-8' :rtype: str or unicode """ data = self.body ...
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The body of the event data as a string if the data is of a compatible type. :param encoding: The encoding to use for decoding message data. Default is 'UTF-8' :rtype: str or unicode
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python
train
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pyviz/holoviews
holoviews/plotting/bokeh/element.py
https://github.com/pyviz/holoviews/blob/ae0dd2f3de448b0ca5e9065aabd6ef8d84c7e655/holoviews/plotting/bokeh/element.py#L519-L539
def _set_active_tools(self, plot): "Activates the list of active tools" for tool in self.active_tools: if isinstance(tool, util.basestring): tool_type = TOOL_TYPES[tool] matching = [t for t in plot.toolbar.tools if isinstance(t, too...
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python
train
47.52381
bykof/billomapy
billomapy/billomapy.py
https://github.com/bykof/billomapy/blob/a28ba69fd37654fa145d0411d52c200e7f8984ab/billomapy/billomapy.py#L4165-L4177
def update_template(self, template_id, template_dict): """ Updates a template :param template_id: the template id :param template_dict: dict :return: dict """ return self._create_put_request( resource=TEMPLATES, billomat_id=template_id, ...
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Updates a template :param template_id: the template id :param template_dict: dict :return: dict
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python
train
27
globus/globus-cli
globus_cli/commands/endpoint/server/delete.py
https://github.com/globus/globus-cli/blob/336675ff24da64c5ee487243f39ae39fc49a7e14/globus_cli/commands/endpoint/server/delete.py#L64-L105
def server_delete(endpoint_id, server): """ Executor for `globus endpoint server show` """ client = get_client() mode = _detect_mode(server) # list (even if not necessary) in order to make errors more consistent when # mode='id' endpoint, server_list = get_endpoint_w_server_list(endpoi...
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Executor for `globus endpoint server show`
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python
train
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numenta/nupic
src/nupic/database/connection.py
https://github.com/numenta/nupic/blob/5922fafffdccc8812e72b3324965ad2f7d4bbdad/src/nupic/database/connection.py#L212-L235
def _createDefaultPolicy(cls): """ [private] Create the default database connection policy instance Parameters: ---------------------------------------------------------------- retval: The default database connection policy instance """ logger = _getLogger(cls) logger.debug( ...
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[private] Create the default database connection policy instance Parameters: ---------------------------------------------------------------- retval: The default database connection policy instance
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python
valid
36.583333
radjkarl/imgProcessor
imgProcessor/measure/SNR/SNR_hinken.py
https://github.com/radjkarl/imgProcessor/blob/7c5a28718f81c01a430152c60a686ac50afbfd7c/imgProcessor/measure/SNR/SNR_hinken.py#L8-L44
def SNR_hinken(imgs, bg=0, roi=None): ''' signal-to-noise ratio (SNR) as mean(images) / std(images) as defined in Hinken et.al. 2011 (DOI: 10.1063/1.3541766) works on unloaded images no memory overload if too many images are given ''' mean = None M = len(imgs) if bg is...
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signal-to-noise ratio (SNR) as mean(images) / std(images) as defined in Hinken et.al. 2011 (DOI: 10.1063/1.3541766) works on unloaded images no memory overload if too many images are given
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python
train
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pypa/pipenv
pipenv/patched/notpip/_internal/utils/misc.py
https://github.com/pypa/pipenv/blob/cae8d76c210b9777e90aab76e9c4b0e53bb19cde/pipenv/patched/notpip/_internal/utils/misc.py#L295-L310
def renames(old, new): # type: (str, str) -> None """Like os.renames(), but handles renaming across devices.""" # Implementation borrowed from os.renames(). head, tail = os.path.split(new) if head and tail and not os.path.exists(head): os.makedirs(head) shutil.move(old, new) head, ...
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train
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limpyd/redis-limpyd
limpyd/indexes.py
https://github.com/limpyd/redis-limpyd/blob/3c745dde1390a0bd09690b77a089dcc08c6c7e43/limpyd/indexes.py#L827-L847
def remove(self, *args): """Remove the instance tied to the field for the given "value" (via `args`) from the index For the parameters, see ``BaseIndex.remove`` Notes ----- This method calls the ``unstore`` method that should be overridden in subclasses to remove data f...
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Remove the instance tied to the field for the given "value" (via `args`) from the index For the parameters, see ``BaseIndex.remove`` Notes ----- This method calls the ``unstore`` method that should be overridden in subclasses to remove data from the index sorted-set key
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python
train
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gatagat/lap
lap/lapmod.py
https://github.com/gatagat/lap/blob/c2b6309ba246d18205a71228cdaea67210e1a039/lap/lapmod.py#L273-L341
def lapmod(n, cc, ii, kk, fast=True, return_cost=True, fp_version=FP_DYNAMIC): """Solve sparse linear assignment problem using Jonker-Volgenant algorithm. n: number of rows of the assignment cost matrix cc: 1D array of all finite elements of the assignement cost matrix ii: 1D array of indice...
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Solve sparse linear assignment problem using Jonker-Volgenant algorithm. n: number of rows of the assignment cost matrix cc: 1D array of all finite elements of the assignement cost matrix ii: 1D array of indices of the row starts in cc. The following must hold: ii[0] = 0 and ii[n+1] = len(cc). ...
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python
train
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JosuaKrause/quick_server
quick_server/quick_server.py
https://github.com/JosuaKrause/quick_server/blob/55dc7c5fe726a341f8476f749fe0f9da156fc1cb/quick_server/quick_server.py#L1189-L1202
def log_request(self, code='-', size='-'): """Logs the current request.""" print_size = getattr(thread_local, 'size', -1) if size != '-': size_str = ' (%s)' % size elif print_size >= 0: size_str = self.log_size_string(print_size) + ' ' else: si...
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Logs the current request.
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python
train
39.642857
cdeboever3/cdpybio
cdpybio/star.py
https://github.com/cdeboever3/cdpybio/blob/38efdf0e11d01bc00a135921cb91a19c03db5d5c/cdpybio/star.py#L786-L838
def make_logs_df(fns, define_sample_name=None): """Make pandas DataFrame from multiple STAR Log.final.out files. Parameters ---------- fns : string List of paths to Log.final.out files. define_sample_name : function that takes string as input Function mapping filename to sample nam...
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Make pandas DataFrame from multiple STAR Log.final.out files. Parameters ---------- fns : string List of paths to Log.final.out files. define_sample_name : function that takes string as input Function mapping filename to sample name. For instance, you may have the sample name i...
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python
train
35.037736
samirelanduk/quickplots
quickplots/series.py
https://github.com/samirelanduk/quickplots/blob/59f5e6ff367b2c1c24ba7cf1805d03552034c6d8/quickplots/series.py#L164-L174
def remove_data_point(self, x, y): """Removes the given data point from the series. :param x: The numerical x value of the data point to be removed. :param y: The numerical y value of the data point to be removed. :raises ValueError: if you try to remove the last data point from\ ...
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Removes the given data point from the series. :param x: The numerical x value of the data point to be removed. :param y: The numerical y value of the data point to be removed. :raises ValueError: if you try to remove the last data point from\ a series.
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python
train
42.545455
carpedm20/fbchat
fbchat/_client.py
https://github.com/carpedm20/fbchat/blob/f480d68b5773473e6daba7f66075ee30e8d737a8/fbchat/_client.py#L108-L118
def _generatePayload(self, query): """Adds the following defaults to the payload: __rev, __user, __a, ttstamp, fb_dtsg, __req """ payload = self._payload_default.copy() if query: payload.update(query) payload["__req"] = str_base(self._req_counter, 36) ...
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Adds the following defaults to the payload: __rev, __user, __a, ttstamp, fb_dtsg, __req
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python
train
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PyCQA/pyflakes
pyflakes/checker.py
https://github.com/PyCQA/pyflakes/blob/232cb1d27ee134bf96adc8f37e53589dc259b159/pyflakes/checker.py#L1091-L1097
def isDocstring(self, node): """ Determine if the given node is a docstring, as long as it is at the correct place in the node tree. """ return isinstance(node, ast.Str) or (isinstance(node, ast.Expr) and isinstance(node.value, ast.Str...
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Determine if the given node is a docstring, as long as it is at the correct place in the node tree.
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python
train
45.142857
geopy/geopy
geopy/units.py
https://github.com/geopy/geopy/blob/02c838d965e76497f3c3d61f53808c86b5c58224/geopy/units.py#L24-L32
def radians(degrees=0, arcminutes=0, arcseconds=0): """ TODO docs. """ if arcminutes: degrees += arcminutes / arcmin(degrees=1.) if arcseconds: degrees += arcseconds / arcsec(degrees=1.) return math.radians(degrees)
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TODO docs.
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python
train
27.444444
IAMconsortium/pyam
pyam/core.py
https://github.com/IAMconsortium/pyam/blob/4077929ca6e7be63a0e3ecf882c5f1da97b287bf/pyam/core.py#L1334-L1338
def _aggregate(df, by): """Aggregate `df` by specified column(s), return indexed `pd.Series`""" by = [by] if isstr(by) else by cols = [c for c in list(df.columns) if c not in ['value'] + by] return df.groupby(cols).sum()['value']
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python
train
48.2
IAMconsortium/pyam
pyam/plotting.py
https://github.com/IAMconsortium/pyam/blob/4077929ca6e7be63a0e3ecf882c5f1da97b287bf/pyam/plotting.py#L188-L205
def read_shapefile(fname, region_col=None, **kwargs): """Read a shapefile for use in regional plots. Shapefiles must have a column denoted as "region". Parameters ---------- fname : string path to shapefile to be read by geopandas region_col : string, default None if provided, r...
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Read a shapefile for use in regional plots. Shapefiles must have a column denoted as "region". Parameters ---------- fname : string path to shapefile to be read by geopandas region_col : string, default None if provided, rename a column in the shapefile to "region"
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python
train
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nschloe/colorio
experiments/new-cs.py
https://github.com/nschloe/colorio/blob/357d6001b3cf30f752e23726bf429dc1d1c60b3a/experiments/new-cs.py#L423-L458
def apply_M(self, ax, ay): """Linear operator that converts ax, ay to abcd. """ jac = numpy.array( [[self.dx.dot(ax), self.dy.dot(ax)], [self.dx.dot(ay), self.dy.dot(ay)]] ) # jacs and J are of shape (2, 2, k). M must be of the same shape and # contain the re...
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Linear operator that converts ax, ay to abcd.
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python
train
34.916667
metagriffin/morph
morph/__init__.py
https://github.com/metagriffin/morph/blob/907f169b0155712c466d3aac29f0907d0f36b443/morph/__init__.py#L95-L111
def tolist(obj, flat=True, split=True): ''' Returns `obj` as a list: if it is falsy, returns an empty list; if it is a string and `split` is truthy, then it is split into substrings using Unix shell semantics; if it is sequence-like, a list is returned optionally flattened if `flat` is truthy (see :func:`fl...
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Returns `obj` as a list: if it is falsy, returns an empty list; if it is a string and `split` is truthy, then it is split into substrings using Unix shell semantics; if it is sequence-like, a list is returned optionally flattened if `flat` is truthy (see :func:`flatten`).
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python
train
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choderalab/pymbar
pymbar/timeseries.py
https://github.com/choderalab/pymbar/blob/69d1f0ff680e9ac1c6a51a5a207ea28f3ed86740/pymbar/timeseries.py#L632-L736
def subsampleCorrelatedData(A_t, g=None, fast=False, conservative=False, verbose=False): """Determine the indices of an uncorrelated subsample of the data. Parameters ---------- A_t : np.ndarray A_t[t] is the t-th value of timeseries A(t). Length is deduced from vector. g : float, optional...
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Determine the indices of an uncorrelated subsample of the data. Parameters ---------- A_t : np.ndarray A_t[t] is the t-th value of timeseries A(t). Length is deduced from vector. g : float, optional if provided, the statistical inefficiency g is used to subsample the timeseries -- othe...
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python
train
42.209524
attm2x/m2x-python
m2x/v2/metadata.py
https://github.com/attm2x/m2x-python/blob/df83f590114692b1f96577148b7ba260065905bb/m2x/v2/metadata.py#L39-L55
def update_metadata(self, params): """ Generic method for a resource's Update Metadata endpoint. Example endpoints: * `Update Device Metadata <https://m2x.att.com/developer/documentation/v2/device#Update-Device-Metadata>`_ * `Update Distribution Metadata <https://m2x.att.com/developer/documentation/v2...
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Generic method for a resource's Update Metadata endpoint. Example endpoints: * `Update Device Metadata <https://m2x.att.com/developer/documentation/v2/device#Update-Device-Metadata>`_ * `Update Distribution Metadata <https://m2x.att.com/developer/documentation/v2/distribution#Update-Distribution-Metadata>...
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python
test
45.176471
Nachtfeuer/pipeline
spline/application.py
https://github.com/Nachtfeuer/pipeline/blob/04ca18c4e95e4349532bb45b768206393e1f2c13/spline/application.py#L130-L160
def run(self, definition): """Processing the pipeline.""" self.logger.info("Running with Python %s", sys.version.replace("\n", "")) self.logger.info("Running on platform %s", platform.platform()) self.logger.info("Current cpu count is %d", multiprocessing.cpu_count()) self.logger...
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python
train
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sci-bots/mpm
mpm/api.py
https://github.com/sci-bots/mpm/blob/a69651cda4b37ee6b17df4fe0809249e7f4dc536/mpm/api.py#L94-L124
def _remove_broken_links(): ''' Remove broken links in `<conda prefix>/etc/microdrop/plugins/enabled/`. Returns ------- list List of links removed (if any). ''' enabled_dir = MICRODROP_CONDA_PLUGINS.joinpath('enabled') if not enabled_dir.isdir(): return [] broken_li...
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Remove broken links in `<conda prefix>/etc/microdrop/plugins/enabled/`. Returns ------- list List of links removed (if any).
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python
train
27.451613
gwastro/pycbc
pycbc/workflow/core.py
https://github.com/gwastro/pycbc/blob/7a64cdd104d263f1b6ea0b01e6841837d05a4cb3/pycbc/workflow/core.py#L926-L940
def add_multiifo_output_list_opt(self, opt, outputs): """ Add an option that determines a list of outputs from multiple detectors. Files will be supplied as --opt ifo1:input1 ifo2:input2 ..... """ # NOTE: Here we have to use the raw arguments functionality as the ...
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python
train
42.266667
quora/qcore
qcore/asserts.py
https://github.com/quora/qcore/blob/fa5cd438eea554db35fd29cbc8dfbde69f09961c/qcore/asserts.py#L104-L130
def assert_eq(expected, actual, message=None, tolerance=None, extra=None): """Raises an AssertionError if expected != actual. If tolerance is specified, raises an AssertionError if either - expected or actual isn't a number, or - the difference between expected and actual is larger than the tolerance. ...
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Raises an AssertionError if expected != actual. If tolerance is specified, raises an AssertionError if either - expected or actual isn't a number, or - the difference between expected and actual is larger than the tolerance.
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python
train
38
funilrys/PyFunceble
PyFunceble/production.py
https://github.com/funilrys/PyFunceble/blob/cdf69cbde120199171f7158e1c33635753e6e2f5/PyFunceble/production.py#L477-L520
def _update_setup_py(self): """ Update :code:`setup.py` so that it always have the right name. """ # We initiate the path to the file we have to filter. setup_py_path = PyFunceble.CURRENT_DIRECTORY + "setup.py" if self.is_dev_version(): # The current version...
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Update :code:`setup.py` so that it always have the right name.
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python
test
36.977273
Erotemic/utool
utool/util_cplat.py
https://github.com/Erotemic/utool/blob/3b27e1f4e6e6fb23cd8744af7b7195b57d99e03a/utool/util_cplat.py#L1075-L1104
def get_flops(): """ # DOESNT WORK """ from sys import stdout from re import compile filename = "linpack.out" fpnum = r'\d+\.\d+E[+-]\d\d' fpnum_1 = fpnum + r' +' pattern = compile(r'^ *' + fpnum_1 + fpnum_1 + fpnum_1 + r'(' + fpnum + r') +' + fpnum_1 + fpnum + r' *\n$') speeds = [0.0, ...
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# DOESNT WORK
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python
train
29.866667
mitsei/dlkit
dlkit/services/commenting.py
https://github.com/mitsei/dlkit/blob/445f968a175d61c8d92c0f617a3c17dc1dc7c584/dlkit/services/commenting.py#L526-L534
def get_books(self): """Pass through to provider BookLookupSession.get_books""" # Implemented from kitosid template for - # osid.resource.BinLookupSession.get_bins_template catalogs = self._get_provider_session('book_lookup_session').get_books() cat_list = [] for cat in c...
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Pass through to provider BookLookupSession.get_books
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python
train
49.444444
pysal/giddy
giddy/markov.py
https://github.com/pysal/giddy/blob/13fae6c18933614be78e91a6b5060693bea33a04/giddy/markov.py#L811-L830
def summary(self, file_name=None): """ A summary method to call the Markov homogeneity test to test for temporally lagged spatial dependence. To learn more about the properties of the tests, refer to :cite:`Rey2016a` and :cite:`Kang2018`. """ class_names = ["C%d...
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A summary method to call the Markov homogeneity test to test for temporally lagged spatial dependence. To learn more about the properties of the tests, refer to :cite:`Rey2016a` and :cite:`Kang2018`.
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python
train
37.6
bachya/pyflunearyou
pyflunearyou/cdc.py
https://github.com/bachya/pyflunearyou/blob/16a2f839c8df851e925e010a6b5c5708386febac/pyflunearyou/cdc.py#L58-L67
async def status_by_state(self, state: str) -> dict: """Return the CDC status for the specified state.""" data = await self.raw_cdc_data() try: info = next((v for k, v in data.items() if state in k)) except StopIteration: return {} return adjust_status(i...
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Return the CDC status for the specified state.
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python
train
31.5
konstantint/PassportEye
passporteye/mrz/image.py
https://github.com/konstantint/PassportEye/blob/b32afba0f5dc4eb600c4edc4f49e5d49959c5415/passporteye/mrz/image.py#L328-L343
def read_mrz(file, save_roi=False, extra_cmdline_params=''): """The main interface function to this module, encapsulating the recognition pipeline. Given an image filename, runs MRZPipeline on it, returning the parsed MRZ object. :param file: A filename or a stream to read the file data from. :param...
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python
train
43.5
StackStorm/pybind
pybind/slxos/v17s_1_02/mpls_state/rsvp/sessions/psbs/__init__.py
https://github.com/StackStorm/pybind/blob/44c467e71b2b425be63867aba6e6fa28b2cfe7fb/pybind/slxos/v17s_1_02/mpls_state/rsvp/sessions/psbs/__init__.py#L2844-L2867
def _set_session_style(self, v, load=False): """ Setter method for session_style, mapped from YANG variable /mpls_state/rsvp/sessions/psbs/session_style (session-reservation-style) If this variable is read-only (config: false) in the source YANG file, then _set_session_style is considered as a private ...
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Setter method for session_style, mapped from YANG variable /mpls_state/rsvp/sessions/psbs/session_style (session-reservation-style) If this variable is read-only (config: false) in the source YANG file, then _set_session_style is considered as a private method. Backends looking to populate this variable sho...
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python
train
95.916667
softlayer/softlayer-python
SoftLayer/managers/hardware.py
https://github.com/softlayer/softlayer-python/blob/9f181be08cc3668353b05a6de0cb324f52cff6fa/SoftLayer/managers/hardware.py#L616-L639
def reflash_firmware(self, hardware_id, ipmi=True, raid_controller=True, bios=True): """Reflash hardware firmware. This will cause the server to be unavailable for ~60 minutes. The firmware will ...
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python
train
39.958333
idlesign/django-siteprefs
siteprefs/toolbox.py
https://github.com/idlesign/django-siteprefs/blob/3d6bf5e64220fe921468a36fce68e15d7947cf92/siteprefs/toolbox.py#L183-L193
def unpatch_locals(depth=3): """Restores the original values of module variables considered preferences if they are still PatchedLocal and not PrefProxy. """ for name, locals_dict in traverse_local_prefs(depth): if isinstance(locals_dict[name], PatchedLocal): locals_dict[name] =...
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Restores the original values of module variables considered preferences if they are still PatchedLocal and not PrefProxy.
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python
valid
35.636364
OpenKMIP/PyKMIP
kmip/core/messages/payloads/signature_verify.py
https://github.com/OpenKMIP/PyKMIP/blob/b51c5b044bd05f8c85a1d65d13a583a4d8fc1b0e/kmip/core/messages/payloads/signature_verify.py#L323-L381
def write(self, output_stream, kmip_version=enums.KMIPVersion.KMIP_1_0): """ Write the data encoding the SignatureVerify request payload to a stream. Args: output_stream (stream): A data stream in which to encode object data, supporting a write method; usuall...
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Write the data encoding the SignatureVerify request payload to a stream. Args: output_stream (stream): A data stream in which to encode object data, supporting a write method; usually a BytearrayStream object. kmip_version (KMIPVersion): An enumer...
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python
test
34.813559
lmjohns3/theanets
theanets/layers/base.py
https://github.com/lmjohns3/theanets/blob/79db9f878ef2071f2f576a1cf5d43a752a55894a/theanets/layers/base.py#L148-L154
def input_size(self): '''Size of layer input (for layers with one input).''' shape = self.input_shape if shape is None: raise util.ConfigurationError( 'undefined input size for layer "{}"'.format(self.name)) return shape[-1]
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Size of layer input (for layers with one input).
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python
test
39.714286
google/grr
grr/client_builder/grr_response_client_builder/build.py
https://github.com/google/grr/blob/5cef4e8e2f0d5df43ea4877e9c798e0bf60bfe74/grr/client_builder/grr_response_client_builder/build.py#L872-L1000
def MakeDeployableBinary(self, template_path, output_path): """This will add the config to the client template and create a .rpm.""" rpmbuild_binary = "/usr/bin/rpmbuild" if not os.path.exists(rpmbuild_binary): logging.error("rpmbuild not found, unable to repack client.") return with utils...
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This will add the config to the client template and create a .rpm.
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python
train
37.844961
synw/dataswim
dataswim/charts/__init__.py
https://github.com/synw/dataswim/blob/4a4a53f80daa7cd8e8409d76a19ce07296269da2/dataswim/charts/__init__.py#L83-L96
def sbar_(self, stack_index=None, label=None, style=None, opts=None, options={}): """ Get a stacked bar chart """ self.opts(dict(stack_index=stack_index, color_index=stack_index)) try: if stack_index is None: self.err(self.sbar_, "Please provide a stack index parameter") options["stack_index"] ...
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Get a stacked bar chart
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python
train
36
twisted/vertex
vertex/q2q.py
https://github.com/twisted/vertex/blob/feb591aa1b9a3b2b8fdcf53e4962dad2a0bc38ca/vertex/q2q.py#L1134-L1158
def _write(self, body, id): """ Respond to a WRITE command, sending some data over a virtual channel created by VIRTUAL. The answer is simply an acknowledgement, as it is simply meant to note that the write went through without errors. An occurrence of I{Write} on the wire, tog...
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Respond to a WRITE command, sending some data over a virtual channel created by VIRTUAL. The answer is simply an acknowledgement, as it is simply meant to note that the write went through without errors. An occurrence of I{Write} on the wire, together with the response generated by thi...
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python
train
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ryanvarley/ExoData
exodata/astroclasses.py
https://github.com/ryanvarley/ExoData/blob/e0d3652117214d2377a707d6778f93b7eb201a41/exodata/astroclasses.py#L645-L657
def isTransiting(self): """ Checks the the istransiting tag to see if the planet transits. Note that this only works as of catalogue version ee12343381ae4106fd2db908e25ffc537a2ee98c (11th March 2014) where the istransiting tag was implemented """ try: isTransiting = self.par...
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Checks the the istransiting tag to see if the planet transits. Note that this only works as of catalogue version ee12343381ae4106fd2db908e25ffc537a2ee98c (11th March 2014) where the istransiting tag was implemented
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python
train
36.384615
glue-viz/glue-vispy-viewers
glue_vispy_viewers/extern/vispy/util/event.py
https://github.com/glue-viz/glue-vispy-viewers/blob/54a4351d98c1f90dfb1a557d1b447c1f57470eea/glue_vispy_viewers/extern/vispy/util/event.py#L375-L389
def disconnect(self, callback=None): """Disconnect a callback from this emitter. If no callback is specified, then *all* callbacks are removed. If the callback was not already connected, then the call does nothing. """ if callback is None: self._callbacks = [] ...
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Disconnect a callback from this emitter. If no callback is specified, then *all* callbacks are removed. If the callback was not already connected, then the call does nothing.
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python
train
39.066667
bububa/pyTOP
pyTOP/packages/requests/utils.py
https://github.com/bububa/pyTOP/blob/1e48009bcfe886be392628244b370e6374e1f2b2/pyTOP/packages/requests/utils.py#L166-L178
def randombytes(n): """Return n random bytes.""" # Use /dev/urandom if it is available. Fall back to random module # if not. It might be worthwhile to extend this function to use # other platform-specific mechanisms for getting random bytes. if os.path.exists("/dev/urandom"): f = open("/de...
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Return n random bytes.
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python
train
36.461538
inveniosoftware-attic/invenio-utils
invenio_utils/url.py
https://github.com/inveniosoftware-attic/invenio-utils/blob/9a1c6db4e3f1370901f329f510480dd8df188296/invenio_utils/url.py#L123-L130
def get_safe_redirect_target(arg='next'): """Get URL to redirect to and ensure that it is local.""" for target in request.args.get(arg), request.referrer: if not target: continue if is_local_url(target): return target return None
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Get URL to redirect to and ensure that it is local.
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python
train
34.25
sbg/sevenbridges-python
sevenbridges/meta/transformer.py
https://github.com/sbg/sevenbridges-python/blob/f62640d1018d959f0b686f2dbe5e183085336607/sevenbridges/meta/transformer.py#L22-L35
def to_project(project): """Serializes project to id string :param project: object to serialize :return: string id """ from sevenbridges.models.project import Project if not project: raise SbgError('Project is required!') elif isinstance(project, Proje...
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Serializes project to id string :param project: object to serialize :return: string id
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python
train
35.071429
ThreatConnect-Inc/tcex
tcex/tcex_ti/mappings/tcex_ti_mappings.py
https://github.com/ThreatConnect-Inc/tcex/blob/dd4d7a1ef723af1561687120191886b9a2fd4b47/tcex/tcex_ti/mappings/tcex_ti_mappings.py#L150-L164
def create(self): """ Creates the Indicator/Group/Victim or Security Label given Owner Args: """ if not self.can_create(): self._tcex.handle_error(905, [self.type]) response = self.tc_requests.create(self.api_type, self.api_sub_type, self._data, self.owner) ...
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Creates the Indicator/Group/Victim or Security Label given Owner Args:
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python
train
30.666667
FactoryBoy/factory_boy
factory/django.py
https://github.com/FactoryBoy/factory_boy/blob/edaa7c7f5a14065b229927903bd7989cc93cd069/factory/django.py#L179-L185
def _create(cls, model_class, *args, **kwargs): """Create an instance of the model, and save it to the database.""" if cls._meta.django_get_or_create: return cls._get_or_create(model_class, *args, **kwargs) manager = cls._get_manager(model_class) return manager.create(*args,...
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Create an instance of the model, and save it to the database.
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python
train
46.285714
SHTOOLS/SHTOOLS
pyshtools/shclasses/shtensor.py
https://github.com/SHTOOLS/SHTOOLS/blob/9a115cf83002df2ddec6b7f41aeb6be688e285de/pyshtools/shclasses/shtensor.py#L1510-L1594
def plot_eigh(self, colorbar=True, cb_orientation='vertical', tick_interval=[60, 60], minor_tick_interval=[20, 20], xlabel='Longitude', ylabel='Latitude', axes_labelsize=9, tick_labelsize=8, show=True, fname=None, **kwargs): """ Plo...
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Plot the two eigenvalues and maximum absolute value eigenvalue of the horizontal tensor. Usage ----- x.plot_eigh([tick_interval, minor_tick_interval, xlabel, ylabel, colorbar, cb_orientation, cb_label, axes_labelsize, tick_labelsize, show, fname...
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python
train
43.435294
robotpy/pyfrc
docs/conf.py
https://github.com/robotpy/pyfrc/blob/7672ea3f17c8d4b702a9f18a7372d95feee7e37d/docs/conf.py#L146-L172
def process_child(node): """This function changes class references to not have the intermediate module name by hacking at the doctree""" # Edit descriptions to be nicer if isinstance(node, sphinx.addnodes.desc_addname): if len(node.children) == 1: child = node.children[0] ...
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This function changes class references to not have the intermediate module name by hacking at the doctree
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python
train
36.555556
cimm-kzn/CGRtools
CGRtools/containers/common.py
https://github.com/cimm-kzn/CGRtools/blob/15a19b04f6e4e1d0dab8e0d32a0877c7f7d70f34/CGRtools/containers/common.py#L128-L135
def environment(self, atom): """ pairs of (bond, atom) connected to atom :param atom: number :return: list """ return tuple((bond, self._node[n]) for n, bond in self._adj[atom].items())
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pairs of (bond, atom) connected to atom :param atom: number :return: list
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python
train
28.375
saltstack/salt
salt/utils/stringutils.py
https://github.com/saltstack/salt/blob/e8541fd6e744ab0df786c0f76102e41631f45d46/salt/utils/stringutils.py#L594-L609
def camel_to_snake_case(camel_input): ''' Converts camelCase (or CamelCase) to snake_case. From https://codereview.stackexchange.com/questions/185966/functions-to-convert-camelcase-strings-to-snake-case :param str camel_input: The camelcase or CamelCase string to convert to snake_case :return str ...
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Converts camelCase (or CamelCase) to snake_case. From https://codereview.stackexchange.com/questions/185966/functions-to-convert-camelcase-strings-to-snake-case :param str camel_input: The camelcase or CamelCase string to convert to snake_case :return str
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python
train
37.5625
fabiocaccamo/django-maintenance-mode
maintenance_mode/http.py
https://github.com/fabiocaccamo/django-maintenance-mode/blob/008221a6b8a687667c2480fa799c7a4228598441/maintenance_mode/http.py#L68-L204
def need_maintenance_response(request): """ Tells if the given request needs a maintenance response or not. """ try: view_match = resolve(request.path) view_func = view_match[0] view_dict = view_func.__dict__ view_force_maintenance_mode_off = view_dict.get( ...
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Tells if the given request needs a maintenance response or not.
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python
train
29.635036
brainiak/brainiak
brainiak/isc.py
https://github.com/brainiak/brainiak/blob/408f12dec2ff56559a26873a848a09e4c8facfeb/brainiak/isc.py#L1237-L1383
def timeshift_isc(data, pairwise=False, summary_statistic='median', n_shifts=1000, tolerate_nans=True, random_state=None): """Circular time-shift randomization for one-sample ISC test For each voxel or ROI, compute the actual ISC and p-values from a null distribution of ISCs where respon...
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Circular time-shift randomization for one-sample ISC test For each voxel or ROI, compute the actual ISC and p-values from a null distribution of ISCs where response time series are first circularly shifted by random intervals. If pairwise, apply time-shift randomization to each subjects and compute pai...
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python
train
42.952381
alex-kostirin/pyatomac
atomac/ldtpd/value.py
https://github.com/alex-kostirin/pyatomac/blob/3f46f6feb4504315eec07abb18bb41be4d257aeb/atomac/ldtpd/value.py#L30-L50
def verifyscrollbarvertical(self, window_name, object_name): """ Verify scrollbar is vertical @param window_name: Window name to type in, either full name, LDTP's name convention, or a Unix glob. @type window_name: string @param object_name: Object name to type in, eithe...
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Verify scrollbar is vertical @param window_name: Window name to type in, either full name, LDTP's name convention, or a Unix glob. @type window_name: string @param object_name: Object name to type in, either full name, LDTP's name convention, or a Unix glob. @type object...
[ "Verify", "scrollbar", "is", "vertical" ]
python
valid
33.285714
HPENetworking/PYHPEIMC
pyhpeimc/plat/device.py
https://github.com/HPENetworking/PYHPEIMC/blob/4fba31827573587e03a6233c7db60f188038c8e5/pyhpeimc/plat/device.py#L780-L829
def set_inteface_up(ifindex, auth, url, devid=None, devip=None): """ function takest devid and ifindex of specific device and interface and issues a RESTFUL call to "undo shut" the specified interface on the target device. :param devid: int or str value of the target device :param devip: ipv4 addr...
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function takest devid and ifindex of specific device and interface and issues a RESTFUL call to "undo shut" the specified interface on the target device. :param devid: int or str value of the target device :param devip: ipv4 address of the target devices :param ifindex: int or str value of the target...
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python
train
34.86
gbowerman/azurerm
examples/delete_rg.py
https://github.com/gbowerman/azurerm/blob/79d40431d3b13f8a36aadbff5029888383d72674/examples/delete_rg.py#L9-L38
def main(): '''Main routine.''' # check for single command argument if len(sys.argv) != 2: sys.exit('Usage: python ' + sys.argv[0] + ' rg_name') rgname = sys.argv[1] # if in Azure cloud shell, authenticate using the MSI endpoint if 'ACC_CLOUD' in os.environ and 'MSI_ENDPOINT' in os.env...
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Main routine.
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python
train
38.033333
Nike-Inc/cerberus-python-client
cerberus/client.py
https://github.com/Nike-Inc/cerberus-python-client/blob/ef38356822e722fcb6a6ed4a1b38a5b493e753ae/cerberus/client.py#L587-L601
def _get_all_secret_version_ids(self, secure_data_path, limit=None): """ Convenience function that returns a generator that will paginate over the secret version ids secure_data_path -- full path to the key in the safety deposit box limit -- Default(100), limits how many records to be re...
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Convenience function that returns a generator that will paginate over the secret version ids secure_data_path -- full path to the key in the safety deposit box limit -- Default(100), limits how many records to be returned from the api at once.
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python
train
51.4
saltstack/salt
salt/modules/match.py
https://github.com/saltstack/salt/blob/e8541fd6e744ab0df786c0f76102e41631f45d46/salt/modules/match.py#L258-L285
def pcre(tgt, minion_id=None): ''' Return True if the minion ID matches the given pcre target minion_id Specify the minion ID to match against the target expression .. versionadded:: 2014.7.0 CLI Example: .. code-block:: bash salt '*' match.pcre '.*' ''' if minio...
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Return True if the minion ID matches the given pcre target minion_id Specify the minion ID to match against the target expression .. versionadded:: 2014.7.0 CLI Example: .. code-block:: bash salt '*' match.pcre '.*'
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python
train
25.25
axltxl/m2bk
m2bk/log.py
https://github.com/axltxl/m2bk/blob/980083dfd17e6e783753a946e9aa809714551141/m2bk/log.py#L112-L120
def msg_err(message): """ Log an error message :param message: the message to be logged """ to_stdout(" !!! {message}".format(message=message), colorf=red, bold=True) if _logger: _logger.error(message)
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Log an error message :param message: the message to be logged
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python
train
25.111111
peri-source/peri
peri/opt/optimize.py
https://github.com/peri-source/peri/blob/61beed5deaaf978ab31ed716e8470d86ba639867/peri/opt/optimize.py#L1228-L1231
def calc_grad(self): """The gradient of the cost w.r.t. the parameters.""" residuals = self.calc_residuals() return 2*np.dot(self.J, residuals)
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The gradient of the cost w.r.t. the parameters.
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python
valid
41
sloria/pypi-cli
pypi_cli.py
https://github.com/sloria/pypi-cli/blob/beb007bf2bdd285209876ce2758982b5d8b54d5d/pypi_cli.py#L451-L456
def min_version(self): """Version with the fewest downloads.""" data = self.version_downloads if not data: return (None, 0) return min(data.items(), key=lambda item: item[1])
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Version with the fewest downloads.
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python
train
35.5
sanger-pathogens/Fastaq
pyfastaq/sequences.py
https://github.com/sanger-pathogens/Fastaq/blob/2c775c846d2491678a9637daa320592e02c26c72/pyfastaq/sequences.py#L237-L248
def add_insertions(self, skip=10, window=1, test=False): '''Adds a random base within window bases around every skip bases. e.g. skip=10, window=1 means a random base added somwhere in theintervals [9,11], [19,21] ... ''' assert 2 * window < skip new_seq = list(self.seq) for i in range(l...
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Adds a random base within window bases around every skip bases. e.g. skip=10, window=1 means a random base added somwhere in theintervals [9,11], [19,21] ...
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python
valid
48.083333
radjkarl/imgProcessor
imgProcessor/camera/flatField/vignettingFromRandomSteps.py
https://github.com/radjkarl/imgProcessor/blob/7c5a28718f81c01a430152c60a686ac50afbfd7c/imgProcessor/camera/flatField/vignettingFromRandomSteps.py#L169-L197
def error(self, nCells=15): ''' calculate the standard deviation of all fitted images, averaged to a grid ''' s0, s1 = self.fits[0].shape aR = s0 / s1 if aR > 1: ss0 = int(nCells) ss1 = int(ss0 / aR) else: ss...
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calculate the standard deviation of all fitted images, averaged to a grid
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python
train
29.689655
ranaroussi/ezibpy
ezibpy/utils.py
https://github.com/ranaroussi/ezibpy/blob/1a9d4bf52018abd2a01af7c991d7cf00cda53e0c/ezibpy/utils.py#L204-L207
def order_to_dict(order): """Convert an IBPy Order object to a dict containing any non-default values.""" default = Order() return {field: val for field, val in vars(order).items() if val != getattr(default, field, None)}
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Convert an IBPy Order object to a dict containing any non-default values.
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python
train
57.5
GoogleCloudPlatform/compute-image-packages
packages/python-google-compute-engine/google_compute_engine/boto/compute_auth.py
https://github.com/GoogleCloudPlatform/compute-image-packages/blob/53ea8cd069fb4d9a1984d1c167e54c133033f8da/packages/python-google-compute-engine/google_compute_engine/boto/compute_auth.py#L50-L57
def _GetGsScopes(self): """Return all Google Storage scopes available on this VM.""" service_accounts = self.watcher.GetMetadata(metadata_key=self.metadata_key) try: scopes = service_accounts[self.service_account]['scopes'] return list(GS_SCOPES.intersection(set(scopes))) if scopes else None ...
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Return all Google Storage scopes available on this VM.
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python
train
43.5
siznax/wptools
wptools/query.py
https://github.com/siznax/wptools/blob/100eaea585c34aa9ad87a9eda8982bb4898f6ec9/wptools/query.py#L370-L392
def wikidata(self, title, wikibase=None): """ Returns Wikidata query string """ self.domain = 'www.wikidata.org' self.uri = self.wiki_uri(self.domain) query = self.WIKIDATA.substitute( WIKI=self.uri, ENDPOINT=self.endpoint, LANG=self.v...
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Returns Wikidata query string
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python
train
29.521739
saltstack/salt
salt/cli/daemons.py
https://github.com/saltstack/salt/blob/e8541fd6e744ab0df786c0f76102e41631f45d46/salt/cli/daemons.py#L130-L190
def prepare(self): ''' Run the preparation sequence required to start a salt master server. If sub-classed, don't **ever** forget to run: super(YourSubClass, self).prepare() ''' super(Master, self).prepare() try: if self.config['verify_env']: ...
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Run the preparation sequence required to start a salt master server. If sub-classed, don't **ever** forget to run: super(YourSubClass, self).prepare()
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python
train
41.868852
aiogram/aiogram
aiogram/types/user.py
https://github.com/aiogram/aiogram/blob/2af930149ce2482547721e2c8755c10307295e48/aiogram/types/user.py#L48-L58
def locale(self) -> babel.core.Locale or None: """ Get user's locale :return: :class:`babel.core.Locale` """ if not self.language_code: return None if not hasattr(self, '_locale'): setattr(self, '_locale', babel.core.Locale.parse(self.language_cod...
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Get user's locale :return: :class:`babel.core.Locale`
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python
train
32.909091
scheibler/khard
khard/khard.py
https://github.com/scheibler/khard/blob/0f69430c2680f1ff5f073a977a3c5b753b96cc17/khard/khard.py#L567-L593
def load_address_books(names, config, search_queries): """Load all address books with the given names from the config. :param names: the address books to load :type names: list(str) :param config: the config instance to use when looking up address books :type config: config.Config :param search...
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Load all address books with the given names from the config. :param names: the address books to load :type names: list(str) :param config: the config instance to use when looking up address books :type config: config.Config :param search_queries: a mapping of address book names to search queries ...
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python
test
42.111111
RRZE-HPC/kerncraft
kerncraft/models/roofline.py
https://github.com/RRZE-HPC/kerncraft/blob/c60baf8043e4da8d8d66da7575021c2f4c6c78af/kerncraft/models/roofline.py#L62-L161
def calculate_cache_access(self): """Apply cache prediction to generate cache access behaviour.""" self.results = {'misses': self.predictor.get_misses(), 'hits': self.predictor.get_hits(), 'evicts': self.predictor.get_evicts(), 'ver...
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Apply cache prediction to generate cache access behaviour.
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python
test
49.01
DLR-RM/RAFCON
source/rafcon/utils/execution_log.py
https://github.com/DLR-RM/RAFCON/blob/24942ef1a904531f49ab8830a1dbb604441be498/source/rafcon/utils/execution_log.py#L78-L302
def log_to_collapsed_structure(execution_history_items, throw_on_pickle_error=True, include_erroneous_data_ports=False, full_next=False): """ Collapsed structure means that all history items belonging to the same state execution are merged together into one object (e.g. CallIt...
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Collapsed structure means that all history items belonging to the same state execution are merged together into one object (e.g. CallItem and ReturnItem of an ExecutionState). This is based on the log structure in which all Items which belong together have the same run_id. The collapsed items hold input as ...
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python
train
55.528889
assemblerflow/flowcraft
flowcraft/generator/recipe.py
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/recipe.py#L528-L561
def brew_innuendo(args): """Brews a given list of processes according to the recipe Parameters ---------- args : argparse.Namespace The arguments passed through argparser that will be used to check the the recipe, tasks and brew the process Returns ------- str The f...
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Brews a given list of processes according to the recipe Parameters ---------- args : argparse.Namespace The arguments passed through argparser that will be used to check the the recipe, tasks and brew the process Returns ------- str The final pipeline string, ready for ...
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python
test
27.029412
onnx/onnxmltools
onnxmltools/convert/sparkml/_parse.py
https://github.com/onnx/onnxmltools/blob/d4e4c31990fc2d9fd1f92139f497d360914c9df2/onnxmltools/convert/sparkml/_parse.py#L15-L37
def _get_variable_for_input(scope, input_name, global_inputs, output_dict): ''' Find the corresponding Variable for a given raw operator (model) name The variable is either supplied as graph/global inputs or has been generated as output by previous ops :param input_name: :param global_inputs: :p...
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Find the corresponding Variable for a given raw operator (model) name The variable is either supplied as graph/global inputs or has been generated as output by previous ops :param input_name: :param global_inputs: :param output_dict: :return:
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python
train
32.521739
redhat-cip/python-dciclient
dciclient/v1/shell_commands/purge.py
https://github.com/redhat-cip/python-dciclient/blob/a4aa5899062802bbe4c30a075d8447f8d222d214/dciclient/v1/shell_commands/purge.py#L29-L87
def purge(context, resource, force): """purge(context, resource, force) Purge soft-deleted resources. >>> dcictl purge --resource remotecis """ resources = ['components', 'topics', 'tests', 'teams', 'feeders', 'remotecis', 'jobs', 'files', 'users', 'products'] l_resources = ...
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purge(context, resource, force) Purge soft-deleted resources. >>> dcictl purge --resource remotecis
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python
train
40.40678
jsocol/pystatsd
statsd/client/base.py
https://github.com/jsocol/pystatsd/blob/006a86394c44ff71e6e8e52529daa3c0fdcc93fb/statsd/client/base.py#L37-L39
def decr(self, stat, count=1, rate=1): """Decrement a stat by `count`.""" self.incr(stat, -count, rate)
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Decrement a stat by `count`.
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python
train
39
gwastro/pycbc-glue
pycbc_glue/ligolw/utils/process.py
https://github.com/gwastro/pycbc-glue/blob/a3e906bae59fbfd707c3ff82e5d008d939ec5e24/pycbc_glue/ligolw/utils/process.py#L204-L209
def doc_includes_process(xmldoc, program): """ Return True if the process table in xmldoc includes entries for a program named program. """ return program in lsctables.ProcessTable.get_table(xmldoc).getColumnByName(u"program")
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Return True if the process table in xmldoc includes entries for a program named program.
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python
train
37.666667
thombashi/pytablewriter
pytablewriter/writer/text/_jsonlines.py
https://github.com/thombashi/pytablewriter/blob/52ea85ed8e89097afa64f137c6a1b3acdfefdbda/pytablewriter/writer/text/_jsonlines.py#L32-L48
def write_table(self): """ |write_table| with `Line-delimited JSON(LDJSON) <https://en.wikipedia.org/wiki/JSON_streaming#Line-delimited_JSON>`__ /NDJSON/JSON Lines format. :raises pytablewriter.EmptyHeaderError: If the |headers| is empty. :Example: :ref:`exam...
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|write_table| with `Line-delimited JSON(LDJSON) <https://en.wikipedia.org/wiki/JSON_streaming#Line-delimited_JSON>`__ /NDJSON/JSON Lines format. :raises pytablewriter.EmptyHeaderError: If the |headers| is empty. :Example: :ref:`example-jsonl-writer`
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python
train
31.411765