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def cancel(self, job_ids): """Cancel jobs specified by a list of job ids. Parameters ---------- list of str List of identifiers of jobs which should be canceled. Returns ------- list of bool For each entry, True if the cancel operation is...
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def generator(ngf, nc, no_bias=True, fix_gamma=True, eps=1e-5 + 1e-12, z_dim=100, activation='sigmoid'): '''The genrator is a CNN which takes 100 dimensional embedding as input and reconstructs the input image given to the encoder ''' BatchNorm = mx.sym.BatchNorm rand = mx.sym.Variable('rand') ...
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def adjustChildren(self, delta, secs=False): """ Shifts the children for this item by the inputed number of days. :param delta | <int> """ if self.adjustmentsBlocked('children'): return if self.itemStyle() != self.ItemStyle....
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def outer_left_join(self, join_streamlet, window_config, join_function): """Return a new Streamlet by left join_streamlet with this streamlet """ from heronpy.streamlet.impl.joinbolt import JoinStreamlet, JoinBolt join_streamlet_result = JoinStreamlet(JoinBolt.OUTER_LEFT, window_config, ...
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def _postprocess(self, x, out=None): """Return the post-processed version of ``x``. C2C: use ``tmp_f`` (C2C operation) R2C: use ``tmp_f`` (C2C operation) HALFC: use ``tmp_f`` (C2C operation) The result is stored in ``out`` if given, otherwise in a temporary or a new arr...
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def migrateProvPre010(self, newslab): ''' Check for any pre-010 provstacks and migrate those to the new slab. ''' did_migrate = self._migrate_db_pre010('prov', newslab) if not did_migrate: return self._migrate_db_pre010('provs', newslab)
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def features(sentence, i): """Features for i'th token in sentence. Currently baseline named-entity recognition features, but these can easily be changed to do POS tagging or chunking. """ word = sentence[i] yield "word:{}" + word.lower() if word[0].isupper(): yield "CAP" if ...
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def setup(self): """Method runs the plugin""" if self.dry_run is not True: self.client = self._get_client() self._disable_access_key()
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def get_verba_link_for_schedule(self, schedule): """ Returns a link to verba. The link varies by campus and schedule. Multiple calls to this with the same schedule may result in different urls. """ dao = Book_DAO() url = self.get_verba_url(schedule) res...
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def json_error_formatter(body, status, title, environ): """A json_formatter for webob exceptions.""" body = webob.exc.strip_tags(body) status_code = int(status.split(None, 1)[0]) error_dict = { 'status': status_code, 'title': title, 'detail': body } return {'errors': [err...
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def get_batch_children(self): """ Retrieves batch child tasks for this task if its a batch task. :return: Collection instance. :raises SbError if task is not a batch task. """ if not self.batch: raise SbgError("This task is not a batch task.") return s...
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def fetch_logs_from_host(hostname, install_path, prefix, logs, directory, pattern): """ Static method Copies logs from specified host on the specified install path :Parameter hostname the remote host from where we need to fetch the logs :Parameter install_path path where the app is installed :Parameter...
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def _bounds_dist(self, p): """Get the lower and upper bound distances. Negative is bad.""" prob = self.problem lb_dist = (p - prob.variable_bounds[0, ]).min() ub_dist = (prob.variable_bounds[1, ] - p).min() if prob.bounds.shape[0] > 0: const = prob.inequalities.dot(...
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def compute_agreement_score(num_matches, num1, num2): """ Agreement score is used as a criteria to match unit1 and unit2. """ denom = num1 + num2 - num_matches if denom == 0: return 0 return num_matches / denom
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def _positionalArgumentKeyValueList(self, originalConstructorExpectedArgList, syntheticMemberList, argTuple): """Transforms args tuple to a dictionary mapping argument names to values using or...
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def _analyzeDontMeasure(self, chunkSize, willMeasureLater, *sinks): """ Figure out the best diffs to use to reach all our required volumes. """ nodes = [None] height = 1 def sortKey(node): if node is None: return None return (node.intermediate, s...
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def build_message(self, checker): """Builds the checker's error message to report""" solution = ' (%s)' % checker.solution if self.with_solutions else '' return '{} {}{}'.format(checker.code, checker.msg, solution)
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def from_conf(cls, path=None, **overrides): '''Initialize instance from YAML configuration file, writing updates (only to keys, specified by "conf_update_keys") back to it.''' from onedrive import portalocker import yaml if path is None: path = cls.conf_path_default log.debug('Using default state-file...
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def _is_reference(bpe): """Return True if the element is an entity reference.""" if isinstance(bpe, _bp('ProteinReference')) or \ isinstance(bpe, _bpimpl('ProteinReference')) or \ isinstance(bpe, _bp('SmallMoleculeReference')) or \ isinstance(bpe, _bpimpl('SmallMoleculeReference')) or \ ...
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def clip(obj, lower=0, upper=127): """ Return a copy of the object with piano-roll(s) clipped by a lower bound and an upper bound specified by `lower` and `upper`, respectively. Parameters ---------- lower : int or float The lower bound to clip the piano-roll. Default to 0. upper : ...
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def remove_custom_field_setting(self, project, params={}, **options): """Remove a custom field setting on the project. Parameters ---------- project : {Id} The project to associate the custom field with [data] : {Object} Data for the request - [custom_field] : {Id} Th...
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def timeout_selecting(self): """Timeout of selecting on SELECTING state. Not specifiyed in [:rfc:`7844`]. See comments in :func:`dhcpcapfsm.DHCPCAPFSM.timeout_request`. """ logger.debug('C2.1: T In %s, timeout receiving response to select.', self.current_st...
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def get_firewall_rules(self, server): """ Return all FirewallRule objects based on a server instance or uuid. """ server_uuid, server_instance = uuid_and_instance(server) url = '/server/{0}/firewall_rule'.format(server_uuid) res = self.get_request(url) return [ ...
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def is_address_executable_and_writeable(self, address): """ Determines if an address belongs to a commited, writeable and executable page. The page may or may not have additional permissions. Looking for writeable and executable pages is important when exploiting a software vuln...
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def blink(self, status): """Turn blink cursor visibility on/off""" self._display_control = ByteUtil.apply_flag(self._display_control, Command.BLINKING_ON, status) self.command(self._display_control)
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def removePoint(self, point, preserveCurve=False): """ Remove the point from the contour. point can be a point object or an index. If ``preserveCurve`` is set to ``True`` an attempt will be made to preserve the shape of the curve if the environment supports that functiona...
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def diff(compiled_requirements, installed_dists): """ Calculate which packages should be installed or uninstalled, given a set of compiled requirements and a list of currently installed modules. """ requirements_lut = {r.link or key_from_req(r.req): r for r in compiled_requirements} satisfied =...
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def not_implemented(self, context, **response_kwargs): ''' If DEBUG: raise NotImplemented Exception. If not, raise 404. :raises:`django.http.Http404` if production environment. :raises:`NotImplementedError` if ``settings.DEBUG`` is True ''' if settings.DEBUG: ...
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def device_product_str(self, indent): """Convenience to string method. """ s = "Vendor: {}\n".format(self.vendor) s += indent + "Product: {}\n".format((self.product and product_map[self.product]) or "Unknown") s += indent + "Version: {}\n".format(self.version) return s
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def _wait_fd(conn, read=True): '''Wait for an event on file descriptor ``fd``. :param conn: file descriptor :param read: wait for a read event if ``True``, otherwise a wait for write event. This function must be invoked from a coroutine with parent, therefore invoking it from the main gree...
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def get_results_sig(self): """Get significant results.""" # Only print results when uncorrected p-value < this value. print("{N:7,} of {M:,} results have uncorrected P-values <= {PVAL}=pval\n".format( N=sum(1 for r in self.results_all if r.p_uncorrected < self.args.pval), ...
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def scan(self): '''Metascript that calls other scripts to tune the FE. Parameters ---------- cfg_name : string Name of the config to be created. This config holds the tuning results. target_threshold : int The target threshold value in PlsrDAC. ...
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def _validate(self, val: list, log: Optional[Logger] = None) -> Tuple[bool, List[str]]: """ Determine whether val is a valid instance of this array :returns: Success indicator and error list """ errors = [] if not isinstance(val, list): errors.append(f"{self._variable_name}:...
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def _validate_allowed_settings(self, application_id, application_config, allowed_settings): """Confirm only allowed settings are present.""" for setting_key in application_config.keys(): if setting_key not in allowed_settings: raise ImproperlyConfigured( "Platform {}, app {} does not support the settin...
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def start(client, container, interactive=True, stdout=None, stderr=None, stdin=None, **kwargs): """ Present the PTY of the container inside the current process. This is just a wrapper for PseudoTerminal(client, container).start() """ PseudoTerminal(client, container, interactive=interactive, stdou...
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def vfolders(access_key): ''' List and manage virtual folders. ''' fields = [ ('Name', 'name'), ('Created At', 'created_at'), ('Last Used', 'last_used'), ('Max Files', 'max_files'), ('Max Size', 'max_size'), ] if access_key is None: q = 'query { vf...
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def on_step_begin(self, step, logs): """ Print metrics if interval is over """ if self.step % self.interval == 0: if len(self.episode_rewards) > 0: metrics = np.array(self.metrics) assert metrics.shape == (self.interval, len(self.metrics_names)) ...
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def get_file_hash(filename): '''find the SHA256 hash string of a file ''' hasher = hashlib.sha256() with open(filename, "rb") as f: for chunk in iter(lambda: f.read(4096), b""): hasher.update(chunk) return hasher.hexdigest()
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def calculate(cls, calc, formula_reg, data_reg, out_reg, timestep=None, idx=None): """ Execute calculation :param calc: calculation, with formula, args and return keys :type calc: dict :param formula_reg: Registry of formulas. :type formula_reg: :class:...
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def parse_schema_string(schema_string): """ Load and return a PySchema class from an avsc string """ if isinstance(schema_string, str): schema_string = schema_string.decode("utf8") schema_struct = json.loads(schema_string) return AvroSchemaParser().parse_schema_struct(schema_struct)
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def compress_and_upload(data, compressed_file, s3_path, multipart_chunk_size_mb=500, method='gz', delete=False, access_key=None, secret_key=None): ''' Compresses data and uploads to S3. S3 upload uses ``s3cmd``, so you must either: 1) Manually configure ``s3cmd`` prior to use (typically using ...
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def hbold(*content, sep=' '): """ Make bold text (HTML) :param content: :param sep: :return: """ return _md(quote_html(_join(*content, sep=sep)), symbols=MD_SYMBOLS[4])
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def squared_error(y, y_pred): """Calculates the sum of the squared differences between target and prediction. Parameters: ----------- y : vector, shape (n_samples,) The target values. y_pred : vector, shape (n_samples,) The predicted values. Returns: -------- error...
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def register(self, model=None, include_fields=[], exclude_fields=[], mapping_fields={}): """ Register a model with auditlog. Auditlog will then track mutations on this model's instances. :param model: The model to register. :type model: Model :param include_fields: The fields to...
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def start_watching(self): """ Begins watching etcd for changes. """ # Don't create a new watcher thread if we already have one running if self.watcher and self.watcher.is_alive(): return # Create a new watcher thread and start it self.watcher = Watcher() self...
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def _compute(self): """Compute y min and max and y scale and set labels""" x_len = self._len y_len = self._order self._box.xmax = x_len self._box.ymax = y_len self._x_pos = [n / 2 for n in range(1, 2 * x_len, 2)] self._y_pos = [n / 2 for n in reversed(range(1, 2 ...
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def lookUpFieldType(field_type): """ Converts the ArcGIS REST field types to Python Types Input: field_type - string - type of field as string Output: Python field type as string """ if field_type == "esriFieldTypeDate": return "DATE" elif field_type == "esr...
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def authenticate(self): """ Indicate to the client that it needs to authenticate via a 401. """ if request.headers.get('Authorization') or request.args.get('access_token'): realm = 'Bearer realm="%s", error="invalid_token"' % __package__ else: realm = 'Bea...
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def get_self_uri(self, content_type): "return the first self uri with the content_type" try: return [self_uri for self_uri in self.self_uri_list if self_uri.content_type == content_type][0] except IndexError: return None
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def _prm_make_description(self, data, fullname): """ Returns a description dictionary for pytables table creation""" def _convert_lists_and_tuples(series_of_data): """Converts lists and tuples to numpy arrays""" if isinstance(series_of_data[0], (list, t...
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def _table_arg_to_table_ref(value, default_project=None): """Helper to convert a string or Table to TableReference. This function keeps TableReference and other kinds of objects unchanged. """ if isinstance(value, six.string_types): value = TableReference.from_string(value, default_project=defa...
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def get_webhook(self, **kwargs): # noqa: E501 """Check callback URL # noqa: E501 Shows the current callback URL if it exists. **Example usage:** curl -X GET https://api.us-east-1.mbedcloud.com/v2/notification/callback -H 'authorization: Bearer {api-key}' # noqa: E501 This method makes...
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def string_match(self, datastring, findstring, flags=None): """ Returns position of findstring in datastring or None if not found. Flags is a list of strings. Supported strings are: * "MATCH_CASE": The case has to match for valid find * "WHOLE_WORD": The word has to be surround...
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def compile_pattern_list(self, patterns): '''This compiles a pattern-string or a list of pattern-strings. Patterns must be a StringType, EOF, TIMEOUT, SRE_Pattern, or a list of those. Patterns may also be None which results in an empty list (you might do this if waiting for an EOF or TIM...
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def iter_left_col_tcs(self): """Generate each `a:tc` element in leftmost column of range.""" col_idx = self._left for tr in self._tbl.tr_lst[self._top:self._bottom]: yield tr.tc_lst[col_idx]
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def align_to_target(self, target_term_doc_mat): ''' Parameters ---------- target_term_doc_mat : TermDocMatrix Returns ------- PriorFactory ''' self.priors = self.priors[target_term_doc_mat.get_terms()].fillna(0) return self
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def text_entry(self, ucs, name): """ Display a single column segment row describing ``(ucs, name)``. :param ucs: target unicode point character string. :param name: name of unicode point. :rtype: unicode """ style = self.screen.style if len(name) > style....
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def create(ctx, to, amount, symbol, secret, hash, account, expiration): """ Create an HTLC contract """ ctx.blockchain.blocking = True tx = ctx.blockchain.htlc_create( Amount(amount, symbol), to, secret, hash_type=hash, expiration=expiration, account=accou...
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def on_train_begin(self, epoch:int, **kwargs:Any)->None: "Initialize the schedulers for training." res = {'epoch':self.start_epoch} if self.start_epoch is not None else None self.start_epoch = ifnone(self.start_epoch, epoch) self.scheds = [p.scheds for p in self.phases] self.opt ...
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def _Execute(self, funcname, *args, **kwargs): """Send an RPC request to the gdb-internal python. Blocks for 3 seconds by default and returns any results. Args: funcname: the name of the function to call. *args: the function's arguments. **kwargs: Only the key 'wait_for_completion' is ins...
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def value(self): ''' Return the counter value Returns: long: The counter value ''' (counter_type, value) = win32pdh.GetFormattedCounterValue( self.handle, win32pdh.PDH_FMT_DOUBLE) self.type = counter_type return value
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def validation_tween_factory(handler, registry): """Pyramid tween for performing validation. Note this is very simple -- it validates requests, responses, and paths while delegating to the relevant matching view. """ settings = load_settings(registry) route_mapper = registry.queryUtility(IRoute...
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def flat_matches(self, key): """ Yield all 'value' targets, without priority """ for val in self.dispatch(key): for el in val: yield el[1] # only value, no priority return
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def request(self, path, method='GET', params=None, type=REST_TYPE): """Builds a request, gets a response and decodes it.""" response_text = self._get_http_client(type).request(path, method, params) if not response_text: return response_text response_json = json.loads(respon...
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def iter_follower_file(fname): """ Iterator from a file of follower information and return a tuple of screen_name, follower ids. File format is: <iso timestamp> <screen_name> <follower_id1> <follower_ids2> ... """ with open(fname, 'rt') as f: for line in f: parts = line.split() ...
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def save_package_contents(self, root, team, owner, pkgname): """ Saves the in-memory contents to a file in the local package repository. """ assert isinstance(root, RootNode) instance_hash = hash_contents(root) pkg_path = self.package_path(team, owner, pkgname) ...
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def _set_metadata(self): """ Internal helper to set metadata attributes. """ meta = QueryDbMeta() with self._engine.connect() as conn: meta.bind = conn meta.reflect() self._meta = meta # Set an inspect attribute, whose subattributes ...
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def same_guid(post, parameter=DEFAULT_SIMILARITY_TIMESPAN): '''Skip posts with exactly same GUID. Parameter: comparison timespan, seconds (int, 0 = inf, default: {0}).''' from feedjack.models import Post if isinstance(parameter, types.StringTypes): parameter = int(parameter.strip()) similar = Post.objects.filtere...
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def server(name='proxy-server', headers_middleware=None, server_software=None, **kwargs): '''Function to Create a WSGI Proxy Server.''' if headers_middleware is None: headers_middleware = [x_forwarded_for] wsgi_proxy = ProxyServerWsgiHandler(headers_middleware) kwargs['server_software...
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def reassemble(self, blueprint, fields, documents): """ Reassemble the given set of fields for a list of pre-assembed documents. NOTE: Reassembly is done in place, since the data you send the method should be JSON type safe, if you need to retain the existing document it is reco...
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def transform_data(self, project, logstore, config, from_time, to_time=None, to_client=None, to_project=None, to_logstore=None, shard_list=None, batch_size=None, compress=None, cg_name=None, c_name=None, ...
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async def send(self, request: ClientRequest, **config: Any) -> AsyncClientResponse: """Send the request using this HTTP sender. Will pre-load the body into memory to be available with a sync method. pass stream=True to avoid this behavior. """ result = await self._session.reques...
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def distance(latitude_1, longitude_1, latitude_2, longitude_2): """ Distance between two points. """ coef = mod_math.cos(latitude_1 / 180. * mod_math.pi) x = latitude_1 - latitude_2 y = (longitude_1 - longitude_2) * coef return mod_math.sqrt(x * x + y * y) * ONE_DEGREE
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def substitute_environ(self): """ Substitute environment variables into settings. """ for attr_name in dir(self): if attr_name.startswith('_') or attr_name.upper() != attr_name: continue orig_value = getattr(self, attr_name) is_require...
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def user_info(self, verbose=False): ''' Get information about the currently authenticated user http://docs.opsview.com/doku.php?id=opsview4.6:restapi#user_information ''' url = '{}/{}'.format(self.rest_url, 'user') return self.__auth_req_get(url, verbose=verbose)
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def encoded_words_to_text(self, in_encoded_words: str): """Pull out the character set, encoding, and encoded text from the input encoded words. Next, it decodes the encoded words into a byte string, using either the quopri module or base64 module as determined by the encoding. Finally, i...
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def create_fw(self, tenant_id, data): """Top level routine called when a FW is created. """ try: return self._create_fw(tenant_id, data) except Exception as exc: LOG.error("Failed to create FW for device native, tenant " "%(tenant)s data %(data)s Exc...
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def Size(self): """ Get the total size in bytes of the object. Returns: int: size. """ s = super(Block, self).Size() + GetVarSize(self.Transactions) return s
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def send(self, msg): """send message to client.""" assert isinstance(msg, str), "String is required" if self._debug: log.info("outgoing message: %s, %s", self.id, str(msg)[:200]) if self.state != STATE_OPEN: return self._feed(FRAME_MESSAGE, msg)
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def _generate_main_files_header(notebook_object, notebook_title="Notebook Title", notebook_description="Notebook Description"): """ Internal function that is used for generation of the 'MainFiles' notebooks header. ---------- Parameters ---------- notebook_object...
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def isdir(path, message): """ Raise an exception if the given directory does not exist. :param path: The path to a directory to be tested :param message: A custom message to report in the exception :raises: FileNotFoundError """ if not os.path.isdir(path): raise FileNotFoundError( ...
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def print_row_failures(failing_items, verbose=False, outfile_name=None): """ Take output from get_row_failures (DataFrame), and output it to stdout, an outfile, or both. """ if outfile_name: outfile = open(outfile_name, "w") outfile.write("\t".join(["name", "row_number", "problem_typ...
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def username_user_password(self, **kwargs): """Auto Generated Code """ config = ET.Element("config") username = ET.SubElement(config, "username", xmlns="urn:brocade.com:mgmt:brocade-aaa") name_key = ET.SubElement(username, "name") name_key.text = kwargs.pop('name') ...
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def blank(columns=1, name=None): """ Creates the grammar for a blank field. These are for constant empty strings which should be ignored, as they are used just as fillers. :param columns: number of columns, which is the required number of whitespaces :param name: name for the field :re...
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def reference_id_from_html(html): """\ Extracts the cable's reference identifier from the provided HTML string. `html` The HTML page of the cable. """ m = _REFERENCE_ID_FROM_HTML_PATTERN.search(html) if m: return m.group(1) raise ValueError("Cannot extract the cable's refere...
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def can_execute(self): """True if we can execute the callback.""" return not self._disabled and all(dep.status == dep.node.S_OK for dep in self.deps)
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def get_config_from_package(package): """ Breaks a package string in module and class. :param package: A package string. :return: A config dict with class and module. """ package_x = package.split('.') package_conf = {} package_conf['class'] = package_x[-1] package_conf['module'] = '.'....
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def write_tables(fname, table_names=None, prefix=None, compress=False, local=False): """ Writes tables to a pandas.HDFStore file. Parameters ---------- fname : str File name for HDFStore. Will be opened in append mode and closed at the end of this function. table_names: list of ...
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def append_records(self, owner, id, stream_id, body, **kwargs): """ Append records to a stream. This endpoint appends JSON data to a stream associated with a dataset. Streams don't need to be created before you can append data to it. They will be created on-demand, the first time they are used. ...
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def up_by_name(*filters, local_dir=".", remote_dir=DEFAULT_REMOTE_DIR, count=1): """Sync files whose filename attribute is highest in alphanumeric order""" remote_files = command.map_files_raw(remote_dir=remote_dir) local_files = list_local_files(*filters, local_dir=local_dir) greatest = sorted(local_fi...
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def secondary_query(self, query, mongo_query, secondary_filter=None): """Creates a secondary query object based on secondary parameters specified by user Args: query(dict): a dictionary of query filters specified by the users mongo_query(dict): the query that is goin...
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def get_nearest_site(self, latitude=None, longitude=None): """ Deprecated. This function returns nearest Site object to the specified coordinates. """ warning_message = 'This function is deprecated. Use get_nearest_forecast_site() instead' warn(warning_message, Deprecati...
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def fill_form_field(self, field_name, field_value): """Fills given field with given value :param field_name: name of field to fill :param field_value: value with which to fill field """ self.browser.execute_script( "document.getElementsByName(\"" + str( ...
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def run_docker(self, commands): """Run App in Docker Container. Args: commands (dict): A dictionary of the CLI commands. Returns: int: The exit code of the subprocess command. """ try: import docker except ImportError: pri...
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def Exists(self, maxSearchSeconds: float = 5, searchIntervalSeconds: float = SEARCH_INTERVAL, printIfNotExist: bool = False) -> bool: """ maxSearchSeconds: float searchIntervalSeconds: float Find control every searchIntervalSeconds seconds in maxSearchSeconds seconds. Return bool...
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def iplot(figure,validate=True,sharing=None,filename='', online=None,asImage=False,asUrl=False,asPlot=False, dimensions=None,display_image=True,**kwargs): """ Plots a figure in IPython, creates an HTML or generates an Image figure : figure Plotly figure to be charted validate : bool If True then all va...
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def approximate_eig(self, epsilon=1e-6): """ Compute low-rank approximation of the eigenvalue decomposition of target matrix. If spd is True, the decomposition will be conducted while ensuring that the spectrum of `A_k^{-1}` is positive. Parameters ---------- epsilon : float, o...
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def clear_cached_authc_info(self, identifier): """ When cached credentials are no longer needed, they can be manually cleared with this method. However, account credentials may be cached with a short expiration time (TTL), making the manual clearing of cached credentials an alte...
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def has_changed(self, field): """Returns ``True`` if field has changed from currently saved value""" if not self.instance.pk: return True elif field in self.saved_data: return self.previous(field) != self.get_field_value(field) else: raise FieldError('...
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def _merge(left, right, path=None, conflict=_Conflict.error): """ Merges values in place from *right* into *left*. :param left: mapping to merge into :param right: mapping to merge from :param path: `list` of keys processed before (used for error reporting only, should only need to be provi...
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