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def safe_print(ustring, errors=, **kwargs): encoding = sys.stdout.encoding or if sys.version_info[0] == 3: print(ustring, **kwargs) else: bytestr = ustring.encode(encoding, errors=errors) print(bytestr, **kwargs)
Safely print a unicode string
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def summarize(self, **kwargs): import pandas as pd colnames = ["fname", "wall_time", "cpu_time", "mpi_nprocs", "omp_nthreads", "mpi_rank"] frame = pd.DataFrame(columns=colnames) for i, timer in enumerate(self.timers()): frame = frame.append({k: getattr(timer, k) for...
Return pandas DataFrame with the most important results stored in the timers.
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def cholesky(A, sparse=True, verbose=True): if SKSPIMPORT: A = sp.sparse.csc_matrix(A) try: F = spcholesky(A) P = sp.sparse.lil_matrix(A.shape) p = F.P() P[np.arange(len(p)), p] = 1 L = F.L() L =...
Choose the best possible cholesky factorizor. if possible, import the Scikit-Sparse sparse Cholesky method. Permutes the output L to ensure A = L.H . L otherwise defaults to numpy's non-sparse version Parameters ---------- A : array-like array to decompose sparse : boolean, defaul...
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def invalidate_cache(self, obj=None, queryset=None, extra=None, force_all=False): if self.cache_manager: if queryset != None: force_all = True self.cache_manager.invalidate_cache(self.model, instance=obj, ...
Method that should be called by all tiggers to invalidate the cache for an item(s). Should be overriden by inheriting classes to customize behavior.
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def solveConsRepAgent(solution_next,DiscFac,CRRA,IncomeDstn,CapShare,DeprFac,PermGroFac,aXtraGrid): s problem (i.e. previous iteration). DiscFac : float Intertemporal discount factor for future utility. CRRA : float Coefficient of relative risk aversion. IncomeDstn : [np.array] A...
Solve one period of the simple representative agent consumption-saving model. Parameters ---------- solution_next : ConsumerSolution Solution to the next period's problem (i.e. previous iteration). DiscFac : float Intertemporal discount factor for future utility. CRRA : float ...
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def get_by(self, field, value): firmwares = self.get_all() matches = [] for item in firmwares: if item.get(field) == value: matches.append(item) return matches
Gets the list of firmware baseline resources managed by the appliance. Optional parameters can be used to filter the list of resources returned. The search is case-insensitive. Args: field: Field name to filter. value: Value to filter. Returns: list...
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def _buildTraitCovar(self, trait_covar_type=, rank=1, fixed_trait_covar=None, jitter=1e-4): assert trait_covar_type in [, , , , , , , , ], if trait_covar_type==: cov = FreeFormCov(self.P, jitter=jitter) elif trait_covar_type==: assert fixed_trait_covar is not N...
Internal functions that builds the trait covariance matrix using the LIMIX framework Args: trait_covar_type: type of covaraince to use. Default 'freeform'. possible values are rank: rank of a possible lowrank component (default 1) fixed_trait_covar: PxP matr...
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def normalize_val(val): if is_unicode(val) and val.isdigit(): return int(val) elif isinstance(val, list): return .join(val) elif val is None: return return val
Normalize JSON/YAML derived values as they pertain to Vault resources and comparison operations
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def message_user(self, username, domain, subject, message): kwargs = { : message, : domain, : % (username, domain), } if self.api_version <= (14, 7):
Currently use send_message_chat and discard subject, because headline messages are not stored by mod_offline.
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def text_list_to_colors(names): Dnames = np.zeros( (len(names), len(names)) ) for i in range(len(names)): for j in range(len(names)): Dnames[i,j] = 1 - 2.0 * levenshtein(names[i], names[j]) / float(len(names[i]+names[j])) pca = sklearn.decomposition.PCA(n_components = 1) ...
Generates a list of colors based on a list of names (strings). Similar strings correspond to similar colors.
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def remove_task_db(self, fs_id): sql = self.cursor.execute(sql, [fs_id, ]) self.check_commit()
ๅฐ†ไปปๅŠกไปŽๆ•ฐๆฎๅบ“ไธญๅˆ ้™ค
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def eqy(ql, qs, ns=None,): return CONN.ExecQuery(QueryLanguage=ql, Query=qs, namespace=ns)
*New in pywbem 0.12* This function is a wrapper for :meth:`~pywbem.WBEMConnection.ExecQuery`. Execute a query in a namespace. Parameters: ql (:term:`string`): Name of the query language used in the `qs` parameter, e.g. "DMTF:CQL" for CIM Query Language, and "WQL" for WBEM Query...
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def dpsi2_dtheta(self, dL_dpsi2, Z, mu, S, target): self._psi_computations(Z, mu, S) d_var = 2.*self._psi2 / self.variance d_length = -2.*self._psi2[:, :, :, None] * (self._psi2_Zdist_sq * self._psi2_denom + self._psi2_mudist_sq + S[:, None, None, :] * self.inv_lengthscale2) / ...
Shape N,num_inducing,num_inducing,Ntheta
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def set_pixel_spacing(hdr, spacing): r warnings.warn(, category=DeprecationWarning) set_voxel_spacing(hdr, spacing)
r"""Depreciated synonym of `~medpy.io.header.set_voxel_spacing`.
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def function(self): if not hasattr(self,): function = self.model.lambdify(self.expression, self.all_variables, **self.lambdify_options) self._function = lambda *x: function(*(x + self.fixed_values)) return self._function
The function passed to the `fit_function` specified in `scipy_data_fitting.Fit.options`, and used by `scipy_data_fitting.Fit.pointspace` to generate plots, etc. Its number of arguments and their order is determined by items 1, 2, and 3 as listed in `scipy_data_fitting.Fit.all_variables`. ...
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def _remove_hlink(self): hlink = self._hlink if hlink is None: return rId = hlink.rId if rId: self.part.drop_rel(rId) self._element.remove(hlink)
Remove the a:hlinkClick or a:hlinkHover element, including dropping any relationship it might have.
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def is_none(entity, prop, name): "bool: True if the value of a property is None." return is_not_empty(entity, prop, name) and getattr(entity, name) is None
bool: True if the value of a property is None.
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def compute_column_width_and_height(self): if not self.rows: return for row in self.rows: max_row_height = max((len(cell.get_cell_lines()) for cell in row.columns)) if row.columns else 1 for cell in row.columns: cell.height ...
compute and set the column width for all colls in the table
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def justify(clr, argd): methodmap = { : clr.ljust, : clr.rjust, : clr.center, } for flag in methodmap: if argd[flag]: if argd[flag] in (, ): val = get_terminal_size(default=(80, 35))[0] else: val = try_int(argd[flag...
Justify str/Colr based on user args.
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def build_html(): source = AjaxDataSource(data_url=, polling_interval=INTERVAL, method=) p = figure(plot_height=400, title=, sizing_mode=, tools="xpan,xwheel_zoom,xbox_zoom,reset", x_ax...
Build the html, to be served by IndexHandler
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def main(self, function): captured = self.command(function) self.default_command = captured.__name__ return captured
Decorator to define the main function of the experiment. The main function of an experiment is the default command that is being run when no command is specified, or when calling the run() method. Usually it is more convenient to use ``automain`` instead.
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def retrieve_import_alias_mapping(names_list): import_alias_names = dict() for alias in names_list: if alias.asname: import_alias_names[alias.asname] = alias.name return import_alias_names
Creates a dictionary mapping aliases to their respective name. import_alias_names is used in module_definitions.py and visit_Call
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def primary_keys_full(cls): mapper = cls.__mapper__ return [ mapper.get_property_by_column(column) for column in mapper.primary_key ]
Get primary key properties for a SQLAlchemy cls. Taken from marshmallow_sqlalchemy
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def extract_all(zipfile, dest_folder): z = ZipFile(zipfile) print(z) z.extract(dest_folder)
reads the zip file, determines compression and unzips recursively until source files are extracted
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def rename_tier(self, id_from, id_to): childs = self.get_child_tiers_for(id_from) self.tiers[id_to] = self.tiers.pop(id_from) self.tiers[id_to][2][] = id_to for child in childs: self.tiers[child][2][] = id_to
Rename a tier. Note that this renames also the child tiers that have the tier as a parent. :param str id_from: Original name of the tier. :param str id_to: Target name of the tier. :throws KeyError: If the tier doesnt' exist.
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def update_iscsi_settings(self, iscsi_data): self._conn.patch(self.path, data=iscsi_data)
Update iscsi data :param data: default iscsi config data
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def groups_kick(self, room_id, user_id, **kwargs): return self.__call_api_post(, roomId=room_id, userId=user_id, kwargs=kwargs)
Removes a user from the private group.
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def mac_address_table_aging_time_conversational_time_out(self, **kwargs): config = ET.Element("config") mac_address_table = ET.SubElement(config, "mac-address-table", xmlns="urn:brocade.com:mgmt:brocade-mac-address-table") aging_time = ET.SubElement(mac_address_table, "aging-time") ...
Auto Generated Code
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def get(self, request, *args, **kwargs): try: context = self.get_context_data(**kwargs) except exceptions.NotAvailable: exceptions.handle(request) self.set_workflow_step_errors(context) return self.render_to_response(context)
Handler for HTTP GET requests.
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def instruction_list_to_easm(instruction_list: list) -> str: result = "" for instruction in instruction_list: result += "{} {}".format(instruction["address"], instruction["opcode"]) if "argument" in instruction: result += " " + instruction["argument"] result += "\n" ...
Convert a list of instructions into an easm op code string. :param instruction_list: :return:
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def schedule_to_array(schedule, events, slots): array = np.zeros((len(events), len(slots)), dtype=np.int8) for item in schedule: array[events.index(item.event), slots.index(item.slot)] = 1 return array
Convert a schedule from schedule to array form Parameters ---------- schedule : list or tuple of instances of :py:class:`resources.ScheduledItem` events : list or tuple of :py:class:`resources.Event` instances slots : list or tuple of :py:class:`resources.Slot` instances ...
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def calculate_integral(self, T1, T2): r if T2 < T1: flipped = True T1, T2 = T2, T1 else: flipped = False if self.n == 1: dH = (Zabransky_cubic_integral(T2, *self.coeff_sets[0]) - Zabransk...
r'''Method to compute the enthalpy integral of heat capacity from `T1` to `T2`. Analytically integrates across the piecewise spline as necessary. Parameters ---------- T1 : float Initial temperature, [K] T2 : float Final temperature, ...
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def file_data(self): return { : self._file_content, : self._group_data.get(), : self._group_data.get(), }
Return Group file (only supported for Document and Report).
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def bool(cls, must=None, should=None, must_not=None, minimum_number_should_match=None, boost=None): mustshouldmustshouldshouldminimum_number_should_matchmust_notmust_notminimum_number_should_matchboostkimchyboolshouldtermuserkimchy instance = cls(bool={}) if must is not None: instanc...
http://www.elasticsearch.org/guide/reference/query-dsl/bool-query.html A query that matches documents matching boolean combinations of other queris. The bool query maps to Lucene BooleanQuery. It is built using one of more boolean clauses, each clause with a typed occurrence. The occurrence types are: '...
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def configure_profile(msg_type, profile_name, data, auth): with jsonconfig.Config("messages", indent=4) as cfg: write_data(msg_type, profile_name, data, cfg) write_auth(msg_type, profile_name, auth, cfg) print("[+] Configuration entry for <" + profile_name + "> created.") print("[+] Co...
Create the profile entry. Args: :msg_type: (str) message type to create config entry. :profile_name: (str) name of the profile entry :data: (dict) dict values for the 'settings' :auth: (dict) auth parameters
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def base64url_decode(input): rem = len(input) % 4 if rem > 0: input += b * (4 - rem) return base64.urlsafe_b64decode(input)
Helper method to base64url_decode a string. Args: input (str): A base64url_encoded string to decode.
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def delete(self, uid): try: record = resource_db[uid].copy() except KeyError: return self.response_factory.not_found(errors=[]) del resource_db[uid] return self.response_factory.ok(data=record)
Example DELETE method.
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def load(controller=None, filename="", name=None, rsrc=None): "Create the GUI objects defined in the resource (filename or python struct)" if not filename and not rsrc: if isinstance(controller, types.ClassType): mod_dict = util.get_class_module_dict(controller) eli...
Create the GUI objects defined in the resource (filename or python struct)
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def _save_namepaths_bids_derivatives(self, f, tag, save_directory, suffix=None): file_name = f.split()[-1].split()[0] if tag != : tag = + tag if suffix: file_name, _ = drop_bids_suffix(file_name) save_name = file_name + tag save_name += ...
Creates output directory and output name Paramters --------- f : str input files, includes the file bids_suffix tag : str what should be added to f in the output file. save_directory : str additional directory that the output file should go in...
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def _get_config_type(cla55: type) -> Optional[str]: if cla55 == torch.nn.RNN: return "rnn" elif cla55 == torch.nn.LSTM: return "lstm" elif cla55 == torch.nn.GRU: return "gru" for subclass_dict in Registrable._registry.values(): for name, subclass in subclass_di...
Find the name (if any) that a subclass was registered under. We do this simply by iterating through the registry until we find it.
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def _set_policy(self, v, load=False): if hasattr(v, "_utype"): v = v._utype(v) try: t = YANGDynClass(v,base=YANGListType("policyname",policy.policy, yang_name="policy", rest_name="policy", parent=self, is_container=, user_ordered=False, path_helper=self._path_helper, yang_keys=, extensions={u: ...
Setter method for policy, mapped from YANG variable /rbridge_id/maps/policy (list) If this variable is read-only (config: false) in the source YANG file, then _set_policy is considered as a private method. Backends looking to populate this variable should do so via calling thisObj._set_policy() directly...
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def _get_benchmark_handler(self, last_trade, freq=): return LiveBenchmark( last_trade, frequency=freq).surcharge_market_data \ if utils.is_live(last_trade) else None
Setup a custom benchmark handler or let zipline manage it
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def browseprofile(profilelog): print() try: browser = ProfileBrowser(profilelog) print >> browser.stream, "Welcome to the profile statistics browser. Type help to get started." browser.cmdloop() print >> browser.stream, "Goodbye." except KeyboardInterrupt...
Browse interactively a profile log in console
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def _init_metadata(self): self._choices_metadata = { : Id(self.my_osid_object_form._authority, self.my_osid_object_form._namespace, ), : , : , : True, : False, : False, ...
stub
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def fmt_text(text, bg = None, fg = None, attr = None, plain = False): if not plain: if fg is not None: text = TEXT_FORMATING[][fg] + text if bg is not None: text = TEXT_FORMATING[][bg] + text if attr is not None: text =...
Apply given console formating around given text.
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def find_root(self): node = self while node.parent is not None: node = node.parent return node
Finds the outermost context.
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async def get(self, request): ticket = await self.get_ticket(request) if ticket is None: return None try: now = time.time() fields = self._ticket.validate(ticket, self._get_ip(request), now) if (self._reissue_ti...
Gets the user_id for the request. Gets the ticket for the request using the get_ticket() function, and authenticates the ticket. Args: request: aiohttp Request object. Returns: The userid for the request, or None if the ticket is not authenticated.
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def spare_disk(self, disk_xml=None): spare_disk = {} disk_types = set() for filer_disk in disk_xml: disk_types.add(filer_disk.find().text) if not filer_disk.find().text == : continue disk_type = filer_disk.find().text if...
Number of spare disk per type. For example: storage.ontap.filer201.disk.SATA
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def get_resource(self, path): response = self._http_request(path) try: return response.json() except ValueError: raise exception.ServiceException("Invalid service response.")
Getting the required information from the API.
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def scan_full(self, regex, return_string=True, advance_pointer=True): regex = get_regex(regex) self.match = regex.match(self.string, self.pos) if not self.match: return if advance_pointer: self.pos = self.match.end() if return_string: ...
Match from the current position. If `return_string` is false and a match is found, returns the number of characters matched. >>> s = Scanner("test string") >>> s.scan_full(r' ') >>> s.scan_full(r'test ') 'test ' >>> s.pos 5 ...
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def _lambert_ticks(ax, ticks, tick_location, line_constructor, tick_extractor): outline_patch = sgeom.LineString(ax.outline_patch.get_path().vertices.tolist()) axis = find_side(outline_patch, tick_location) n_steps = 30 extent = ax.get_extent(ccrs.PlateCarree()) _ticks = [] for t in ticks: ...
Get the tick locations and labels for an axis of a Lambert Conformal projection.
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def rpc_reply(id: Union[str, int], result: Optional[object], warnings: Optional[List[Warning]] = None) -> rpcq.messages.RPCReply: warnings = warnings or [] return rpcq.messages.RPCReply( jsonrpc=, id=id, result=result, warnings=[rpc_warning(warning) for warnin...
Create RPC reply :param str|int id: Request ID :param result: Result :param warnings: List of warnings to attach to the message :return: JSON RPC formatted dict
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def _combine_qc_samples(samples): by_bam = collections.defaultdict(list) for data in [utils.to_single_data(x) for x in samples]: batch = dd.get_batch(data) or dd.get_sample_name(data) if not isinstance(batch, (list, tuple)): batch = [batch] batch = tuple(batch) b...
Combine split QC analyses into single samples based on BAM files.
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def fetch_from(self, year: int, month: int): self.raw_data = [] self.data = [] today = datetime.datetime.today() for year, month in self._month_year_iter(month, year, today.month, today.year): self.raw_data.append(self.fetcher.fetch(year, month, self.sid)) ...
Fetch data from year, month to current year month data
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def read_until_eof(self) -> bool: if self.read_eof(): return True self._stream.save_context() while not self.read_eof(): self._stream.incpos() return self._stream.validate_context()
Consume all the stream. Same as EOF in BNF.
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def _get_9q_square_qvm(name: str, noisy: bool, connection: ForestConnection = None, qvm_type: str = ) -> QuantumComputer: topology = nx.convert_node_labels_to_integers(nx.grid_2d_graph(3, 3)) return _get_qvm_with_topology(name=name, connection=connection, ...
A nine-qubit 3x3 square lattice. This uses a "generic" lattice not tied to any specific device. 9 qubits is large enough to do vaguely interesting algorithms and small enough to simulate quickly. :param name: The name of this QVM :param connection: The connection to use to talk to external services ...
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def add_atoms_linearly(self, start_atom, end_atom, new_atoms, jitterbug = 0.2): atom_name_map = { : , : , : , : , } assert(start_atom.residue.chain == end_atom.residue.chain) chain_id = start_atom.residue.chain ...
A low-level function which adds new_atoms between start_atom and end_atom. This function does not validate the input i.e. the calling functions are responsible for ensuring that the insertion makes sense. Returns the PDB file content with the new atoms added. These atoms are given fresh serial nu...
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def _inplace_subset_var(self, index): adata_subset = self[:, index].copy() self._init_as_actual(adata_subset, dtype=self._X.dtype)
Inplace subsetting along variables dimension. Same as ``adata = adata[:, index]``, but inplace.
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def add_result(self, result): if self._active_jobs == 0: return self._results.add(result) self._active_jobs -= 1 if self._active_jobs == 0: self._done()
Adds the result of a completed job to the result list, then decrements the active job count. If the job set is already complete, the result is simply discarded instead.
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def get_gene_modification_language(identifier_qualified: ParserElement) -> ParserElement: gmod_identifier = MatchFirst([ identifier_qualified, gmod_default_ns, ]) return gmod_tag + nest( Group(gmod_identifier)(IDENTIFIER) )
Build a gene modification parser.
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def add_ordered_combo_item( combo, text, data=None, count_selected_features=None, icon=None): if count_selected_features is not None: text += + tr().format( count=count_selected_features) + size = combo.count() for combo_index in range(0, size): item_text = combo.i...
Add a combo item ensuring that all items are listed alphabetically. Although QComboBox allows you to set an InsertAlphabetically enum this only has effect when a user interactively adds combo items to an editable combo. This we have this little function to ensure that combos are always sorted alphabeti...
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def parse_eprocess(self, eprocess_data): Name = eprocess_data[][][] PID = eprocess_data[][][] PPID = eprocess_data[][][] return {: Name, : PID, : PPID}
Parse the EProcess object we get from some rekall output
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def multilingual(request): codes = sorted(get_language_code_list()) return {: codes, : [(c, LANG_DICT.get(c, c)) for c in codes], : get_default_language_code(), : settings.ADMIN_MEDIA_PREFIX}
Returns context variables containing information about available languages.
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def config(data_folder=settings.data_folder, logs_folder=settings.logs_folder, imgs_folder=settings.imgs_folder, cache_folder=settings.cache_folder, use_cache=settings.use_cache, log_file=settings.log_file, log_console=settings.log_console, lo...
Configure osmnx by setting the default global vars to desired values. Parameters --------- data_folder : string where to save and load data files logs_folder : string where to write the log files imgs_folder : string where to save figures cache_folder : string wh...
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def _create_user( self, username, email, short_name, full_name, institute, password, is_admin, **extra_fields): person = self.model( username=username, email=email, short_name=short_name, full_name=full_name, is_admin=is_admin, ...
Creates a new active person.
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def _iterparse(xmlfile): try: return ET.iterparse(xmlfile, events=("start-ns", )) except TypeError: return ET.iterparse(xmlfile, events=(b"start-ns", ))
Avoid bug in python 3.{2,3}. See http://bugs.python.org/issue9257. :param xmlfile: XML file or file-like object
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def graph_to_laplacian(G, normalized=True): try: import networkx as nx if isinstance(G, nx.Graph): if normalized: return nx.normalized_laplacian_matrix(G) else: return nx.laplacian_matrix(G) except ImportError: pass try: ...
Converts a graph from popular Python packages to Laplacian representation. Currently support NetworkX, graph_tool and igraph. Parameters ---------- G : obj Input graph normalized : bool Whether to use normalized Laplacian. Normalized and unnormalized Laplacians capture ...
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def _state_invalid(self): for statemanager, conditions in self.statetransition.transitions.items(): current_state = getattr(self.obj, statemanager.propname) if conditions[] is None: state_valid = True else: mstate = conditions[].get(cu...
If the state is invalid for the transition, return details on what didn't match :return: Tuple of (state manager, current state, label for current state)
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def _find_scc(self): self._num_scc, self._scc_proj = \ csgraph.connected_components(self.csgraph, connection=)
Set ``self._num_scc`` and ``self._scc_proj`` by calling ``scipy.sparse.csgraph.connected_components``: * docs.scipy.org/doc/scipy/reference/sparse.csgraph.html * github.com/scipy/scipy/blob/master/scipy/sparse/csgraph/_traversal.pyx ``self._scc_proj`` is a list of length `n` that assign...
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def reset(cls): cls.stats = StatContainer() cls.parentMap = {} cls.containerMap = {} cls.subId = 0 for stat in gc.get_objects(): if isinstance(stat, Stat): stat._aggregators = {}
Resets the static state. Should only be called by tests.
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def off_datastream(self, datastream): url = + str(datastream) + response = self.http.post(url,"") return response
To turn off datastream :param datastream: string
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def drop_indexes(self): self.__database.client._purge_index(self.__database.name, self.__name) self.drop_index("*")
Drops all indexes on this collection. Can be used on non-existant collections or collections with no indexes. Raises OperationFailure on an error. .. note:: The :attr:`~pymongo.collection.Collection.write_concern` of this collection is automatically applied to this operation when us...
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def load(text, match=None): if text is None: return None text = text.strip() if len(text) == 0: return None nametable = { : [], : {} } if(sys.version_info < (3, 0, 0) and isinstance(text, unicode)): text = text.encode() root = XML(text) items = [root] ...
This function reads a string that contains the XML of an Atom Feed, then returns the data in a native Python structure (a ``dict`` or ``list``). If you also provide a tag name or path to match, only the matching sub-elements are loaded. :param text: The XML text to load. :type text: ``strin...
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def add_attribute(self, ont_id: str, ctrl_acct: Account, attributes: Attribute, payer: Account, gas_limit: int, gas_price: int) -> str: if not isinstance(ctrl_acct, Account) or not isinstance(payer, Account): raise SDKException(ErrorCode.require_acct_params) pu...
This interface is used to send a Transaction object which is used to add attribute. :param ont_id: OntId. :param ctrl_acct: an Account object which indicate who will sign for the transaction. :param attributes: a list of attributes we want to add. :param payer: an Account object which i...
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def simplify_basic(drawing, process=False, **kwargs): if any(i.__class__.__name__ != for i in drawing.entities): log.debug() return drawing cache = copy.deepcopy(drawing._cache) vertices_new = collections.deque() entities_new = collections.deque() ...
Merge colinear segments and fit circles. Parameters ----------- drawing: Path2D object, will not be modified. Returns ----------- simplified: Path2D with circles.
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def genotypesPhenotypesGenerator(self, request): compoundId = datamodel.PhenotypeAssociationSetCompoundId.parse( request.phenotype_association_set_id) dataset = self.getDataRepository().getDataset(compoundId.dataset_id) phenotypeAssociationSet = dataset.getPhenotype...
Returns a generator over the (phenotypes, nextPageToken) pairs defined by the (JSON string) request
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def compare(s1, s2, **kwargs): if s1 is None or s2 is None: if s1 == s2: return 1.0 return 0.0 try: return NGram([s1], **kwargs).search(s2)[0][1] except IndexError: return 0.0
Compares two strings and returns their similarity. :param s1: first string :param s2: second string :param kwargs: additional keyword arguments passed to __init__. :return: similarity between 0.0 and 1.0. >>> from ngram import NGram >>> NGram.compare('spa', 'spam') ...
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def main( gpu:Param("GPU to run on", str)=None ): gpu = setup_distrib(gpu) n_gpus = num_distrib() path = url2path(URLs.CIFAR) ds_tfms = ([*rand_pad(4, 32), flip_lr(p=0.5)], []) workers = min(16, num_cpus()//n_gpus) data = ImageDataBunch.from_folder(path, valid=, ds_tfms=ds_tfms, bs=512//n_g...
Distrubuted training of CIFAR-10. Fastest speed is if you run as follows: python -m fastai.launch train_cifar.py
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def __getListMetaInfo(self, inferenceElement): fieldMetaInfo = [] inferenceLabel = InferenceElement.getLabel(inferenceElement) for inputFieldMeta in self.__inputFieldsMeta: if InferenceElement.getInputElement(inferenceElement): outputFieldMeta = FieldMetaInfo( name=inputFieldMe...
Get field metadata information for inferences that are of list type TODO: Right now we assume list inferences are associated with the input field metadata
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def refetch_fields(self, missing_fields): db_fields = self.mongokat_collection.find_one({"_id": self["_id"]}, fields={k: 1 for k in missing_fields}) self._fetched_fields += tuple(missing_fields) if not db_fields: return for k, v in db_fields.items(): s...
Refetches a list of fields from the DB
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def loads(s, cls=BinaryQuadraticModel, vartype=None): return load(s.split(), cls=cls, vartype=vartype)
Load a COOrdinate formatted binary quadratic model from a string.
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def underscores_to_camelcase(argument): result = previous_was_underscore = False for char in argument: if char != : if previous_was_underscore: result += char.upper() else: result += char previous_was_underscore = char == ret...
Converts a camelcase param like the_new_attribute to the equivalent camelcase version like theNewAttribute. Note that the first letter is NOT capitalized by this function
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def get_fn(elev, name=None): gcs = elev.grid_coordinates coords = [gcs.LLC.lat, gcs.LLC.lon, gcs.URC.lat, gcs.URC.lon] return get_fn_from_coords(coords, name)
Determines the standard filename for a given GeoTIFF Layer. Parameters ----------- elev : GdalReader.raster_layer A raster layer from the GdalReader object. name : str (optional) An optional suffix to the filename. Returns ------- fn : str The standard <filename>_<na...
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async def _verkey_for(self, target: str) -> str: LOGGER.debug(, target) rv = target if rv is None or not ok_did(rv): return rv
Given a DID, retrieve its verification key, looking in wallet, then pool. Given a verification key or None, return input. Raise WalletState if the wallet is closed. Given a recipient DID not in the wallet, raise AbsentPool if the instance has no pool or ClosedPool if its pool is closed. ...
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def parse(content, *args, **kwargs): global MECAB_PYTHON3 if not in kwargs and MECAB_PYTHON3 and in globals(): return MeCab.Tagger(*args).parse(content) else: return run_mecab_process(content, *args, **kwargs)
Use mecab-python3 by default to parse JP text. Fall back to mecab binary app if needed
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def get_posix(self, i): index = i.index value = [] try: c = next(i) if c != : raise ValueError() else: value.append(c) c = next(i) if c == : value.append(c) ...
Get POSIX.
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def repeat(self, count=2): try: return self.__class__(.join(( str(self), self.last_code() * (count - 1), ))) except TypeError as ex: raise TypeError( .format(count) ...
Repeat the last control code a number of times. Returns a new Control with this one's data and the repeated code.
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def shell(): "Open a shell" from gui.tools.debug import Shell shell = Shell() shell.show() return shell
Open a shell
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def filter(self, table, cg_snapshots, filter_string): query = filter_string.lower() return [cg_snapshot for cg_snapshot in cg_snapshots if query in cg_snapshot.name.lower()]
Naive case-insensitive search.
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def put (self, ch): if isinstance(ch, bytes): ch = self._decode(ch) self.put_abs (self.cur_r, self.cur_c, ch)
This puts a characters at the current cursor position.
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def print_summary(graph, tails, node_id_map): heads = get_heads(tails) heights = get_heights(tails) max_height = max(heights) common_height, block_ids_at_common_height = get_common_height(tails) lags = get_lags(heights, max_height) common_ancestor = graph.root divergences = get_div...
Print out summary and per-node comparison data.
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def sendSMS_multi(self, CorpNum, Sender, Contents, Messages, reserveDT, adsYN=False, UserID=None, RequestNum=None): return self.sendMessage("SMS", CorpNum, Sender, , , Contents, Messages, reserveDT, adsYN, UserID, RequestNum)
๋‹จ๋ฌธ ๋ฌธ์ž๋ฉ”์‹œ์ง€ ๋‹ค๋Ÿ‰์ „์†ก args CorpNum : ํŒ๋นŒํšŒ์› ์‚ฌ์—…์ž๋ฒˆํ˜ธ Sender : ๋ฐœ์‹ ์ž๋ฒˆํ˜ธ (๋™๋ณด์ „์†ก์šฉ) Contents : ๋ฌธ์ž ๋‚ด์šฉ (๋™๋ณด์ „์†ก์šฉ) Messages : ๊ฐœ๋ณ„์ „์†ก์ •๋ณด ๋ฐฐ์—ด reserveDT : ์˜ˆ์•ฝ์ „์†ก์‹œ๊ฐ„ (ํ˜•์‹. yyyyMMddHHmmss) UserID : ํŒ๋นŒํšŒ์› ์•„์ด๋”” RequestNum : ์ „์†ก์š”์ฒญ๋ฒˆํ˜ธ ...
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def get_bounce_dump(bounce_id, api_key=None, secure=None, test=None, **request_args): s id. Get the id with :func:`get_bounces`. :param api_key: Your Postmark API key. Required, if `test` is not `True`. :param secure: Use the https scheme for the Postmark API. Defaults to `True` ...
Get the raw email dump for a single bounce. :param bounce_id: The bounce's id. Get the id with :func:`get_bounces`. :param api_key: Your Postmark API key. Required, if `test` is not `True`. :param secure: Use the https scheme for the Postmark API. Defaults to `True` :param test: Use the Postmar...
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def enable_events(self): if self.annot is not None and self.parent.channels.groups: self.action[].setEnabled(True) self.action[].setEnabled(True) self.action[].setEnabled(True) else: self.action[].setEnabled(False) self.action[].setEna...
enable slow wave and spindle detection if both annotations and channels are active.
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def tie_weights(self): if self.sample_softmax > 0: if self.config.tie_weight: self.out_layer.weight = self.transformer.word_emb.weight else: if self.config.tie_weight: for i in range(len(self.crit.out_layers)): ...
Run this to be sure output and input (adaptive) softmax weights are tied
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def get_status(self): url = self.base_url + try: r = requests.get(url, timeout=10) return r.json() except RequestException as err: raise Client.ClientError(err)
Query the device status. Returns JSON of the device internal state
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def decode_body(cls, header, f): assert header.packet_type == MqttControlPacketType.unsuback decoder = mqtt_io.FileDecoder(mqtt_io.LimitReader(f, header.remaining_len)) packet_id, = decoder.unpack(mqtt_io.FIELD_PACKET_ID) if header.remaining_len != decoder.num_bytes_consumed: ...
Generates a `MqttUnsuback` packet given a `MqttFixedHeader`. This method asserts that header.packet_type is `unsuback`. Parameters ---------- header: MqttFixedHeader f: file Object with a read method. Raises ------ DecodeError ...
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def get_bucket_lifecycle(self, bucket): details = self._details( method=b"GET", url_context=self._url_context(bucket=bucket, object_name="?lifecycle"), ) d = self._submit(self._query_factory(details)) d.addCallback(self._parse_lifecycle_config) re...
Get the lifecycle configuration of a bucket. @param bucket: The name of the bucket. @return: A C{Deferred} that will fire with the bucket's lifecycle configuration.
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def open(self, path, mode=): entry = self.find(path) if entry is None: if mode == : raise ValueError("stream does not exists: %s" % path) entry = self.create_dir_entry(path, , None) else: if not entry.isfile(): raise ...
Open stream, returning ``Stream`` object
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def value_to_string(self, obj): statefield = self.to_python(self.value_from_object(obj)) return statefield.state.name
Convert a field value to a string. Returns the state name.