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def nlsq_fit(x, y, dy, func, params_init, verbose=False, **kwargs): """Perform a non-linear least squares fit Inputs: x: one-dimensional numpy array of the independent variable y: one-dimensional numpy array of the dependent variable dy: absolute error (square root of the variance) of t...
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def sofia_process_text(): """Process text with Sofia and return INDRA Statements.""" if request.method == 'OPTIONS': return {} response = request.body.read().decode('utf-8') body = json.loads(response) text = body.get('text') auth = body.get('auth') sp = sofia.process_text(text, auth...
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def prepare_inventory(self): """ Prepares the inventory default under ``private_data_dir`` if it's not overridden by the constructor. """ if self.inventory is None: self.inventory = os.path.join(self.private_data_dir, "inventory")
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def _querystring(self): """Additional keyword arguments""" kw = {"studyoid": self.studyoid} if self.location_oid is not None: kw["locationoid"] = self.location_oid return kw
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def setBatchSize(self, val): """ Sets the value of :py:attr:`batchSize`. """ self._paramMap[self.batchSize] = val pythonBigDL_method_name = "setBatchSize" + self.__class__.__name__ callBigDlFunc(self.bigdl_type, pythonBigDL_method_name, self.value, val) return sel...
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def _get_cron_cmdstr(path, user=None): ''' Returns a format string, to be used to build a crontab command. ''' if user: cmd = 'crontab -u {0}'.format(user) else: cmd = 'crontab' return '{0} {1}'.format(cmd, path)
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def metapolicy(self, permitted): """ Sets metapolicy to ``permitted``. (only applicable to master policy files). Acceptable values correspond to those listed in Section 3(b)(i) of the crossdomain.xml specification, and are also available as a set of constants defined in this modu...
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def create_game( self, map_name, bot_difficulty=sc_pb.VeryEasy, bot_race=sc_common.Random, bot_first=False): """Create a game, one remote agent vs the specified bot. Args: map_name: The map to use. bot_difficulty: The difficulty of the bot to play against. bot_ra...
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def _get_workflow_with_uuid_or_name(uuid_or_name, user_uuid): """Get Workflow from database with uuid or name. :param uuid_or_name: String representing a valid UUIDv4 or valid Workflow name. Valid name contains only ASCII alphanumerics. Name might be in format 'reana.workflow.123' with arbitra...
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def rotate(self, angle, center=None): """Rotate the shape, in-place. Parameters ---------- angle : float Angle to rotate, in radians counter-clockwise. center : array-like, optional Point about which to rotate. If not passed, the center of the...
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def compute(self, gsim, num_events, seed=None): """ :param gsim: a GSIM instance :param num_events: the number of seismic events :param seed: a random seed or None :returns: a 32 bit array of shape (num_imts, num_sites, num_events) and two arrays with shap...
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def get_modules(self, type_name): '''Getting modules by type name. Parameters ---------- type_name : string Type name of the modules to be returned. Returns ------- List of modules of given type name else empty list. ''' modules = [] ...
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def fetch(self): """ Fetch a SyncListItemInstance :returns: Fetched SyncListItemInstance :rtype: twilio.rest.preview.sync.service.sync_list.sync_list_item.SyncListItemInstance """ params = values.of({}) payload = self._version.fetch( 'GET', ...
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def add_head(self, *args, **kwargs): """ Shortcut for add_route with method HEAD """ return self.add_route(hdrs.METH_HEAD, *args, **kwargs)
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def get_families_by_ids(self, *args, **kwargs): """Pass through to provider FamilyLookupSession.get_families_by_ids""" # Implemented from kitosid template for - # osid.resource.BinLookupSession.get_bins_by_ids catalogs = self._get_provider_session('family_lookup_session').get_families_by...
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def new_multiifo_output_list_opt(self, opt, ifos, analysis_time, extension, tags=None, store_file=None, use_tmp_subdirs=False): """ Add an option that determines a list of outputs from multiple detectors. Files will be supplie...
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def encode_varint_1(num): """ Encode an integer to a varint presentation. See https://developers.google.com/protocol-buffers/docs/encoding?csw=1#varints on how those can be produced. Arguments: num (int): Value to encode Returns: bytearray: Encoded presentation of i...
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def add_job(session, command_line, name = 'job', dependencies = [], array = None, exec_dir=None, log_dir = None, stop_on_failure = False, **kwargs): """Helper function to create a job, add the dependencies and the array jobs.""" job = Job(command_line=command_line, name=name, exec_dir=exec_dir, log_dir=log_dir, arr...
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def add_cut(problem, indicators, bound, Constraint): """ Add an integer cut to the problem. Ensure that the same solution involving these indicator variables cannot be found by enforcing their sum to be less than before. Parameters ---------- problem : optlang.Model Specific optlan...
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def datatype(self, value): """ Args: value (string): 'uint8', 'uint16', 'uint64' Raises: ValueError """ self._datatype = self.validate_datatype(value) self._cutout_ready = True
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def start(self): """ Starts this VMware VM. """ if self.status == "started": return if (yield from self.is_running()): raise VMwareError("The VM is already running in VMware") ubridge_path = self.ubridge_path if not ubridge_path or not o...
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def CheckForeignKeysWrapper(conn): """Migration wrapper that checks foreign keys. Note that this may raise different exceptions depending on the underlying database API. """ yield cur = conn.cursor() cur.execute('PRAGMA foreign_key_check') errors = cur.fetchall() if errors: ...
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def get_unicode_str(obj): """Makes sure obj is a unicode string.""" if isinstance(obj, six.text_type): return obj if isinstance(obj, six.binary_type): return obj.decode("utf-8", errors="ignore") return six.text_type(obj)
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def __get_segment_types(self, element): """ given a <segment> or <group> element, returns its segment type and the segment type of its parent (i.e. its dominating node) Parameters ---------- element : ??? etree Element Returns ------- segment_typ...
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async def metrics(self, offs, size=None): ''' Yield metrics rows starting at offset. Args: offs (int): The index offset. size (int): The maximum number of records to yield. Yields: ((int, dict)): An index offset, info tuple for metrics. ''' ...
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def get_avatar(self): """Gets the asset. return: (osid.repository.Asset) - the asset raise: IllegalState - ``has_avatar()`` is ``false`` raise: OperationFailed - unable to complete request *compliance: mandatory -- This method must be implemented.* """ # Imple...
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def quiet_reset_backend(self, reset_interps=True): """ Doesn't update plots or logger or any visable data but resets all measurement data, hierarchy data, and optionally resets intepretations. Parameters ---------- reset_interps : bool to tell the function to res...
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def arc(pRA, pDecl, sRA, sDecl, mcRA, lat): """ Returns the arc of direction between a Promissor and Significator. It uses the generic proportional semi-arc method. """ pDArc, pNArc = utils.dnarcs(pDecl, lat) sDArc, sNArc = utils.dnarcs(sDecl, lat) # Select meridian and arcs to b...
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def _cmp_key(self, obj=None): """Comparison key for sorting results from all linters. The sort should group files and lines from different linters to make it easier for refactoring. """ if not obj: obj = self line_nr = int(obj.line_nr) if obj.line_nr else 0 ...
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def activate(self, engine): """ Activates the Component. :param engine: Engine to attach the Component to. :type engine: QObject :return: Method success. :rtype: bool """ LOGGER.debug("> Activating '{0}' Component.".format(self.__class__.__name__)) ...
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def _setup_sentry_client(context): """Produce and configure the sentry client.""" # get_secret will be deprecated soon dsn = os.environ.get("SENTRY_DSN") try: client = raven.Client(dsn, sample_rate=SENTRY_SAMPLE_RATE) client.user_context(_sentry_context_dict(context)) return cli...
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def ext_pillar(minion_id, pillar, # pylint: disable=W0613 command): # pylint: disable=W0613 ''' Read in the generated libvirt keys ''' key_dir = os.path.join( __opts__['pki_dir'], 'libvirt', minion_id) cacert = os.path.join(__opts__...
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def end_step(self, lineno, timestamp=None, result_code=None): """Fill in the current step's summary and update the state to show the current step has ended.""" self.state = self.STATES['step_finished'] step_errors = self.sub_parser.get_artifact() step_error_count = len(step_errors) ...
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def make_g2p_id(self): """ Make an association id for phenotypic associations that is defined by: source of association + (Annot subject) + relationship + phenotype/disease + environment + start stage + end stage :return: """ ...
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async def _handle_response(self, response: aiohttp.client_reqrep.ClientResponse, await_final_result: bool) -> dict: """ Handles the response returned from the CloudStack API. Some CloudStack API are implemented asynchronous, which means that the API call returns just a job id. The actually expec...
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def bytes(num, check_result=False): """ Returns num bytes of cryptographically strong pseudo-random bytes. If checkc_result is True, raises error if PRNG is not seeded enough """ if num <= 0: raise ValueError("'num' should be > 0") buf = create_string_buffer(num) result = libcry...
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def full_task(self, token_id, presented_pronunciation, pronunciation, pronunciation_probability, warn=True, default=True): """Provide the prediction of the full task. This function is used to predict the probability of a given pronunciation being reported for a given token. :...
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async def stations(self, city: str, state: str, country: str) -> list: """Return a list of supported stations in a city.""" data = await self._request( 'get', 'stations', params={ 'city': city, 'state': state, 'country':...
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def format(self, source): """Specifies the input data source format. :param source: string, name of the data source, e.g. 'json', 'parquet'. >>> df = spark.read.format('json').load('python/test_support/sql/people.json') >>> df.dtypes [('age', 'bigint'), ('name', 'string')] ...
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def run(self): """ Run dbt for the query, based on the graph. """ self._runtime_initialize() if len(self._flattened_nodes) == 0: logger.warning("WARNING: Nothing to do. Try checking your model " "configs and model specification args") ...
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def get_scan_parameters_table_from_meta_data(meta_data_array, scan_parameters=None): '''Takes the meta data array and returns the scan parameter values as a view of a numpy array only containing the parameter data . Parameters ---------- meta_data_array : numpy.ndarray The array with the scan pa...
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def create_firewall_rule(protocol, action, profile=None, **kwargs): ''' Creates a new firewall rule CLI Example: .. code-block:: bash salt '*' neutron.create_firewall_rule protocol action tenant_id=TENANT_ID name=NAME description=DESCRIPTION ip_version=IP_VERSION ...
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def pdf(cls, uuid): """Return a PDF of the invoice identified by the UUID This is a raw string, which can be written to a file with: ` with open('invoice.pdf', 'w') as invoice_file: invoice_file.write(recurly.Invoice.pdf(uuid)) ` """ url = ur...
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def publishing_prepare_published_copy(self, draft_obj): """ Prepare published copy of draft prior to saving it """ # We call super here, somewhat perversely, to ensure this method will # be called on publishable subclasses if implemented there. mysuper = super(PublishingModel, self) ...
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async def _get_twitter_configuration(self): """ create a ``twitter_configuration`` attribute with the response of the endpoint https://api.twitter.com/1.1/help/configuration.json """ api = self['api', general.twitter_api_version, ".json", general.twitte...
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def evaluate(self, env): """Evaluate the symbol in the environment, returning a Unicode string. """ if self.ident in env.values: # Substitute for a value. return env.values[self.ident] else: # Keep original text. return self.origina...
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def makeRequest(self, requestId, request, expectResponse=True): """ Send a request to our broker via our self.proto KafkaProtocol object. Return a deferred which will fire when the reply matching the requestId comes back from the server, or, if expectResponse is False, then retu...
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def _get_collection_for_user(self, collection_id, user): """Check that collection exists and user has `add` permission.""" collection_query = Collection.objects.filter(pk=collection_id) if not collection_query.exists(): raise exceptions.ValidationError('Collection id does not exist')...
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def to(self, to): """ [Edge-only] especifica el destino del lado """ if self._type.lower() != 'edge': raise ValueError('Cannot set From/To to non-edge objects') self._to = to return self
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def get_system_uptime_output_show_system_uptime_hours(self, **kwargs): """Auto Generated Code """ config = ET.Element("config") get_system_uptime = ET.Element("get_system_uptime") config = get_system_uptime output = ET.SubElement(get_system_uptime, "output") show_...
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def initialize_connection(self): # noqa: E501 pylint:disable=too-many-statements, too-many-branches """Initialize a socket to a Chromecast, retrying as necessary.""" tries = self.tries if self.socket is not None: self.socket.close() self.socket = None # Make su...
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def is_overlapping_viewport(self, hotspot, xy): """ Checks to see if the hotspot at position ``(x, y)`` is (at least partially) visible according to the position of the viewport. """ l1, t1, r1, b1 = calc_bounds(xy, hotspot) l2, t2, r2, b2 = calc_bounds(self._posi...
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def collection_items(self, collection_name, **kwargs): """ implements Requirement 17 (/req/core/fc-op) @type collection_name: string @param collection_name: name of collection @type bbox: list @param bbox: list of minx,miny,maxx,maxy @type time: string @p...
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def check_compound_consistency(database, solver, exchange=set(), zeromass=set()): """Yield each compound in the database with assigned mass Each compound will be assigned a mass and the number of compounds having a positive mass will be approximately maximized. This is a...
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def update_model_snapshot(self, job_id, snapshot_id, body, params=None): """ `<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-update-snapshot.html>`_ :arg job_id: The ID of the job to fetch :arg snapshot_id: The ID of the snapshot to update :arg body: The mode...
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def _getTrafficClassAndFlowLabel(self): """Page 6, draft feb 2011 """ if self.tf == 0x0: return (self.tc_ecn << 6) + self.tc_dscp, self.flowlabel elif self.tf == 0x1: return (self.tc_ecn << 6), self.flowlabel elif self.tf == 0x2: return (self.tc_ecn <<...
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def get_lib_module_dict(self): """Load the 'lib' directory as a python module, so it can be used to provide functions for rowpipe transforms. This only works filesystem packages""" from importlib import import_module if not self.ref: return {} u = parse_app_url(se...
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def label_absent(name, node=None, apiserver_url=None): ''' .. versionadded:: 2016.3.0 Delete label to the current node CLI Example: .. code-block:: bash salt '*' k8s.label_absent hw/disktype salt '*' k8s.label_absent hw/disktype kube-node.cluster.local http://kube-master.cluster....
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def _join_paragraphs(cls, lines, use_indent=False, leading_blanks=False, trailing_blanks=False): """Join adjacent lines together into paragraphs using either a blank line or indent as separator.""" curr_para = [] paragraphs = [] for line in lines: if use_indent: ...
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def plot(self, flip=False, ax_channels=None, ax=None, *args, **kwargs): """ {_gate_plot_doc} """ if ax == None: ax = pl.gca() if ax_channels is not None: flip = self._find_orientation(ax_channels) if flip: vert = [v[::-1] for v in self...
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def get_stp_mst_detail_output_msti_port_admin_edge(self, **kwargs): """Auto Generated Code """ config = ET.Element("config") get_stp_mst_detail = ET.Element("get_stp_mst_detail") config = get_stp_mst_detail output = ET.SubElement(get_stp_mst_detail, "output") msti...
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def translate(to_translate, to_language="auto", from_language="auto"): """Returns the translation using google translate you must shortcut the language you define (French = fr, English = en, Spanish = es, etc...) if not defined it will detect it or use english by default Example: print(translat...
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def hash_footnote_reference(text, hashes, markdown_obj): """Hashes a footnote [^id] reference This function converts footnote styles: text here[^id] Footnotes can be defined anywhere in the Markdown text. """ footnotes = markdown_obj.footnotes numbers = {f: i+1 for i, f in enumerate(f...
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def get_configuration(basename='scriptabit.cfg', parents=None): """Parses and returns the program configuration options, taken from a combination of ini-style config file, and command line arguments. Args: basename (str): The base filename. parents (list): A list of ArgumentParser objec...
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def __with_argument(node, value): """Modifies the flags in value if the node contains an Argument.""" arguments = node.getElementsByTagName('Argument') if arguments: logging.debug('Found argument within %s', value['name']) value['flags'] = vsflags(VSFlags.UserValueIgnored, VSFlags.Continue)
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def transcribe(model_path, corpus): """ Applies a trained model to untranscribed data in a Corpus. """ exp_dir = prep_exp_dir() model = get_simple_model(exp_dir, corpus) model.transcribe(model_path)
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def _processCheckAuthResponse(self, response, server_url): """Process the response message from a check_authentication request, invalidating associations if requested. """ is_valid = response.getArg(OPENID_NS, 'is_valid', 'false') invalidate_handle = response.getArg(OPENID_NS, '...
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def document_agents(p): """ Document agents in AIKIF (purpose and intent) """ p.comment('agent.py', 'base agent class') p.comment('run_agents.py', 'Top level function to run the agents') p.comment('agent_image_metadata.py', 'agent to collect file picture metadata') p.comment('agent_lear...
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def predictor(enc_flat, action, lstm_states, pred_depth, reuse=False, scope_prefix='', hparams=None): """LSTM predictor network.""" with tf.variable_scope(scope_prefix + 'predict', reuse=reuse): enc_final_size = enc_flat.get_sh...
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def validate_utterance(self, utterance): """ Validate the given utterance and return a list of uncovered segments (start, end). """ uncovered_segments = [] if self.label_list_idx in utterance.label_lists.keys(): start = 0 end = utterance.duration ...
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def exists(Name, region=None, key=None, keyid=None, profile=None): ''' Given a rule name, check to see if the given rule exists. Returns True if the given rule exists and returns False if the given rule does not exist. CLI example:: salt myminion boto_cloudwatch_event.exists myevent regio...
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def add(self, agent_id, media_type, media_file): """ 新增其它类型永久素材 详情请参考 https://qydev.weixin.qq.com/wiki/index.php?title=%E4%B8%8A%E4%BC%A0%E6%B0%B8%E4%B9%85%E7%B4%A0%E6%9D%90 :param agent_id: 企业应用的id :param media_type: 媒体文件类型,分别有图片(image)、语音(voice)、视频(video)普通文件(file) ...
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def _JRAxiIntegrand(r,E,L,pot): """The J_R integrand""" return nu.sqrt(2.*(E-potentialAxi(r,pot))-L**2./r**2.)
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def install_except_hook(except_hook=_hooks.except_hook): """ Install an except hook that will show the crash report dialog when an unhandled exception has occured. :param except_hook: except_hook function that will be called on the main thread whenever an unhandled exception occured. The functi...
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def get_action(self, action_id): """Returns a specific Action by its ID. Args: action_id (int): id of action """ return Action.get_object( api_token=self.token, action_id=action_id )
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def _drop_nodes_from_errorpaths(self, _errors, dp_items, sp_items): """ Removes nodes by index from an errorpath, relatively to the basepaths of self. :param errors: A list of :class:`errors.ValidationError` instances. :param dp_items: A list of integers, pointing at the nodes to dr...
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def process_data(name=None): '''Fetch the current process local data dictionary. If ``name`` is not ``None`` it returns the value at``name``, otherwise it return the process data dictionary ''' ct = current_process() if not hasattr(ct, '_pulsar_local'): ct._pulsar_local = {} loc = c...
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def libvlc_media_library_new(p_instance): '''Create an new Media Library object. @param p_instance: the libvlc instance. @return: a new object or NULL on error. ''' f = _Cfunctions.get('libvlc_media_library_new', None) or \ _Cfunction('libvlc_media_library_new', ((1,),), class_result(MediaLi...
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def facets_area(self): """ Return an array containing the area of each facet. Returns --------- area : (len(self.facets),) float Total area of each facet (group of faces) """ # avoid thrashing the cache inside a loop area_faces = self.area_faces...
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def process_action(self, request, queryset): """ Deletes the object(s). Successful deletes are logged. Returns a 'render redirect' to the result of the `get_done_url` method. If a ProtectedError is raised, the `render` method is called with message explaining the error a...
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def vcs_virtual_ip_address_address(self, **kwargs): """Auto Generated Code """ config = ET.Element("config") vcs = ET.SubElement(config, "vcs", xmlns="urn:brocade.com:mgmt:brocade-vcs") virtual = ET.SubElement(vcs, "virtual") ip = ET.SubElement(virtual, "ip") addr...
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def restore_descriptor(self, converted_descriptor): """Restore descriptor rom BigQuery """ # Convert fields = [] for field in converted_descriptor['fields']: field_type = self.restore_type(field['type']) resfield = { 'name': field['name'],...
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def print_variant(variant, include, exclude): """Print a vcf variant Parameters ---------- variant: cyvcf2.Variant include: tuple set of strings with info fields that should be included include: tuple set of strings with info fields that should be included """ if inc...
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def pack(self): ''' Make ApptRec json/msgpack-friendly ''' reqdictf = {k.name.lower(): v for (k, v) in self.reqdict.items()} incunitf = None if self.incunit is None else self.incunit.name.lower() return (reqdictf, incunitf, self.incval)
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def _read(**kwargs): """Read csv file from local disk. Args: filepath_or_buffer: The filepath of the csv file. We only support local files for now. kwargs: Keyword arguments in pandas.read_csv """ pd_obj = BaseFactory.read_csv(**kwargs) # This happens when...
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def _hash_url(self, url): """ Hash the URL to an md5sum. """ if isinstance(url, six.text_type): url = url.encode('utf-8') return hashlib.md5(url).hexdigest()
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def load(self, file_locations=[], **kwargs): """ Loads the file_locations into the triplestores args: file_locations: list of tuples to load [('vocabularies', [list of vocabs to load]) ('directory', '/directory/path') ('filepath'...
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def get_parents(): """Return sorted list of names of packages without dependants.""" distributions = get_installed_distributions(user_only=ENABLE_USER_SITE) remaining = {d.project_name.lower() for d in distributions} requirements = {r.project_name.lower() for d in distributions for r...
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def Ry(rads: Union[float, sympy.Basic]) -> YPowGate: """Returns a gate with the matrix e^{-i Y rads / 2}.""" pi = sympy.pi if protocols.is_parameterized(rads) else np.pi return YPowGate(exponent=rads / pi, global_shift=-0.5)
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def get_model(self): """ Returns the fitted bayesian model Example ---------- >>> from pgmpy.readwrite import BIFReader >>> reader = BIFReader("bif_test.bif") >>> reader.get_model() <pgmpy.models.BayesianModel.BayesianModel object at 0x7f20af154320> ...
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def health(args): """ Health FireCloud Server """ r = fapi.health() fapi._check_response_code(r, 200) return r.content
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def depth(self): """Return the circuit depth. Returns: int: the circuit depth Raises: DAGCircuitError: if not a directed acyclic graph """ if not nx.is_directed_acyclic_graph(self._multi_graph): raise DAGCircuitError("not a DAG") depth...
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def build_from_issue_comment(gh_token, body): """Create a WebhookMetadata from a comment added to an issue. """ if body["action"] in ["created", "edited"]: github_con = Github(gh_token) repo = github_con.get_repo(body['repository']['full_name']) issue = repo.get_issue(body['issue']['...
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def Or(a: Bool, b: Bool) -> Bool: """Create an or expression. :param a: :param b: :return: """ union = a.annotations + b.annotations return Bool(z3.Or(a.raw, b.raw), annotations=union)
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def show_help(fd=sys.stdout): ''' Convenience wrapper around binwalk.core.module.Modules.help. @fd - An object with a write method (e.g., sys.stdout, sys.stderr, etc). Returns None. ''' with Modules() as m: fd.write(m.help())
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def network_lopf(network, snapshots=None, solver_name="glpk", solver_io=None, skip_pre=False, extra_functionality=None, solver_logfile=None, solver_options={}, keep_files=False, formulation="angles", ptdf_tolerance=0., free_memory={},extra_postprocessing=None): """...
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def merge(self, pdf_files, output): """Merge list of PDF files to a single PDF file.""" if self.method is 'pypdf3': return self.pypdf3(pdf_files, output) else: return self.pdfrw(pdf_files, output)
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def overhang(self, tile): """ Get the left and right absolute overflow -- the amount of box overhanging `tile`, can be viewed as self \\ tile (set theory relative complement, but in a bounding sense) """ ll = np.abs(amin(self.l - tile.l, aN(0, dim=self.dim))) rr =...
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def _generate_one_fake(self, schema): """ Recursively traverse schema dictionary and for each "leaf node", evaluate the fake value Implementation: For each key-value pair: 1) If value is not an iterable (i.e. dict or list), evaluate the fake data (base case) 2) I...
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def get_uncond_agent(agent): """Construct the unconditional state of an Agent. The unconditional Agent is a copy of the original agent but without any bound conditions and modification conditions. Mutation conditions, however, are preserved since they are static. """ agent_uncond = ist.Agent(_n...
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