Search is not available for this dataset
text
stringlengths
75
104k
def create_server(self, server): """ Create a server and its storages based on a (locally created) Server object. Populates the given Server instance with the API response. 0.3.0: also supports giving the entire POST body as a dict that is directly serialised into JSON. Refer t...
def modify_server(self, UUID, **kwargs): """ modify_server allows updating the server's updateable_fields. Note: Server's IP-addresses and Storages are managed by their own add/remove methods. """ body = dict() body['server'] = {} for arg in kwargs: i...
def get_server_data(self, UUID): """ Return '/server/uuid' data in Python dict. Creates object representations of any IP-address and Storage. """ data = self.get_request('/server/{0}'.format(UUID)) server = data['server'] # Populate subobjects IPAddresse...
def feed(f, limit=25): """ Pull a feed :param f: feed name (eg: csirtgadgetes/correlated) :param limit: return value limit (default 25) :return: Feed dict """ if '/' not in f: raise ValueError('feed name must be formatted like: ' 'csirtgadgets/scanners') ...
def indicator_create(f, i): """ Create an indicator in a feed :param f: feed name (eg: wes/test) :param i: indicator dict (eg: {'indicator': 'example.com', 'tags': ['ssh'], 'description': 'this is a test'}) :return: dict of indicator """ if '/' not in f: raise ValueError('feed na...
def convert_from_file(file): """ Reads the content of file in IDX format, converts it into numpy.ndarray and returns it. file is a file-like object (with read() method) or a file name. """ if isinstance(file, six_string_types): with open(file, 'rb') as f: return _internal_con...
def _internal_convert(inp): """ Converts file in IDX format provided by file-like input into numpy.ndarray and returns it. """ ''' Converts file in IDX format provided by file-like input into numpy.ndarray and returns it. ''' # Read the "magic number" - 4 bytes. try: mn ...
def convert_to_file(file, ndarr): """ Writes the contents of the numpy.ndarray ndarr to file in IDX format. file is a file-like object (with write() method) or a file name. """ if isinstance(file, six_string_types): with open(file, 'wb') as fp: _internal_write(fp, ndarr) else...
def convert_to_string(ndarr): """ Writes the contents of the numpy.ndarray ndarr to bytes in IDX format and returns it. """ with contextlib.closing(BytesIO()) as bytesio: _internal_write(bytesio, ndarr) return bytesio.getvalue()
def _internal_write(out_stream, arr): """ Writes numpy.ndarray arr to a file-like object (with write() method) in IDX format. """ if arr.size == 0: raise FormatError('Cannot encode empty array.') try: type_byte, struct_lib_type = _DATA_TYPES_NUMPY[str(arr.dtype)] except Key...
def fetch_access_token_by_client_credentials(self): ''' There are three ways to let you start using KKBOX's Open/Partner API. The first way among them is to generate a client credential to fetch an access token to let KKBOX identify you. It allows you to access public data from K...
def get_OS_UUID(cls, os): """ Validate Storage OS and its UUID. If the OS is a custom OS UUID, don't validate against templates. """ if os in cls.templates: return cls.templates[os] uuid_regexp = '^[0-9a-z]{8}-[0-9a-z]{4}-[0-9a-z]{4}-[0-9a-z]{4}-[0-9a-z]{12}...
def execute(self, requests, resp_generator, *args, **kwargs): ''' Calls the resp_generator for all the requests in parallel in an asynchronous way. ''' result_futures = [self.executor_pool.submit(resp_generator, req, *args, **kwargs) for req in requests] resp = [res_future.re...
def execute(self, requests, resp_generator, *args, **kwargs): ''' Calls the resp_generator for all the requests in sequential order. ''' return [resp_generator(request) for request in requests]
def setup_logging(args): """ Sets up basic logging :param args: ArgParse arguments :return: nothing. sets logger up globally """ loglevel = logging.WARNING if args.verbose: loglevel = logging.INFO if args.debug: loglevel = logging.DEBUG console = logging.StreamHandl...
def get_ip(self, address): """ Get an IPAddress object with the IP address (string) from the API. e.g manager.get_ip('80.69.175.210') """ res = self.get_request('/ip_address/' + address) return IPAddress(cloud_manager=self, **res['ip_address'])
def get_ips(self): """ Get all IPAddress objects from the API. """ res = self.get_request('/ip_address') IPs = IPAddress._create_ip_address_objs(res['ip_addresses'], cloud_manager=self) return IPs
def attach_ip(self, server, family='IPv4'): """ Attach a new (random) IPAddress to the given server (object or UUID). """ body = { 'ip_address': { 'server': str(server), 'family': family } } res = self.request('POST...
def modify_ip(self, ip_addr, ptr_record): """ Modify an IP address' ptr-record (Reverse DNS). Accepts an IPAddress instance (object) or its address (string). """ body = { 'ip_address': { 'ptr_record': ptr_record } } res = ...
def new(self, user, name, description=None): """ Creates a new Feed object :param user: feed username :param name: feed name :param description: feed description :return: dict """ uri = self.client.remote + '/users/{0}/feeds'.format(user) data = ...
def delete(self, user, name): """ Removes a feed :param user: feed username :param name: feed name :return: true/false """ uri = self.client.remote + '/users/{}/feeds/{}'.format(user, name) resp = self.client.session.delete(uri) return resp.stat...
def index(self, user): """ Returns a list of Feeds from the API :param user: feed username :return: list Example: ret = feed.index('csirtgadgets') """ uri = self.client.remote + '/users/{0}/feeds'.format(user) return self.client.get(uri)
def show(self, user, name, limit=None, lasttime=None): """ Returns a specific Feed from the API :param user: feed username :param name: feed name :param limit: limit the results :param lasttime: only show >= lasttime :return: dict Example: re...
def codenerix(request): ''' Codenerix CONTEXT ''' # Get values DEBUG = getattr(settings, 'DEBUG', False) VERSION = getattr(settings, 'VERSION', _('WARNING: No version set to this code, add VERSION contant to your configuration')) # Set environment return { 'DEBUG': DEBUG, ...
def build_object(self, obj): """Override django-bakery to skip profiles that raise 404""" try: build_path = self.get_build_path(obj) self.request = self.create_request(build_path) self.request.user = AnonymousUser() self.set_kwargs(obj) self.bu...
def make_schedule_row(schedule_day, slot, seen_items): """Create a row for the schedule table.""" row = ScheduleRow(schedule_day, slot) skip = {} expanding = {} all_items = list(slot.scheduleitem_set .select_related('talk', 'page', 'venue') .all()) for ...
def generate_schedule(today=None): """Helper function which creates an ordered list of schedule days""" # We create a list of slots and schedule items schedule_days = {} seen_items = {} for slot in Slot.objects.all().order_by('end_time', 'start_time', 'day'): day = slot.get_day() if ...
def get_context_data(self, **kwargs): """Allow adding a 'render_description' parameter""" context = super(ScheduleXmlView, self).get_context_data(**kwargs) if self.request.GET.get('render_description', None) == '1': context['render_description'] = True else: conte...
def get(self, request): """Create a iCal file from the schedule""" # Heavily inspired by https://djangosnippets.org/snippets/2223/ and # the icalendar documentation calendar = Calendar() site = get_current_site(request) calendar.add('prodid', '-//%s Schedule//%s//' % (sit...
def slug(request, url): """Look up a page by url (which is a tree of slugs)""" page = None if url: for slug in url.split('/'): if not slug: continue try: page = Page.objects.get(slug=slug, parent=page) except Page.DoesNotExist: ...
def build_object(self, obj): """Override django-bakery to skip pages marked exclude_from_static""" if not obj.exclude_from_static: super(ShowPage, self).build_object(obj)
def build_object(self, obj): """Override django-bakery to skip talks that raise 403""" try: super(TalkView, self).build_object(obj) except PermissionDenied: # We cleanup the directory created self.unbuild_object(obj)
def get_object(self, *args, **kwargs): '''Only talk owners can see talks, unless they've been accepted''' object_ = super(TalkView, self).get_object(*args, **kwargs) if not object_.can_view(self.request.user): raise PermissionDenied return object_
def render_to_response(self, *args, **kwargs): '''Canonicalize the URL if the slug changed''' if self.request.path != self.object.get_absolute_url(): return HttpResponseRedirect(self.object.get_absolute_url()) return super(TalkView, self).render_to_response(*args, **kwargs)
def delete(self, request, *args, **kwargs): """Override delete to only withdraw""" talk = self.get_object() talk.status = WITHDRAWN talk.save() revisions.set_user(self.request.user) revisions.set_comment("Talk Withdrawn") return HttpResponseRedirect(self.success_u...
def order_results_by(*fields): """A decorator that applies an ordering to the QuerySet returned by a function. """ def decorator(f): @functools.wraps(f) def wrapper(*args, **kw): result = f(*args, **kw) return result.order_by(*fields) return wrapper ...
def cache_result(cache_key, timeout): """A decorator for caching the result of a function.""" def decorator(f): cache_name = settings.WAFER_CACHE @functools.wraps(f) def wrapper(*args, **kw): cache = caches[cache_name] result = cache.get(cache_key) if...
def build_queryset(self): """Override django-bakery's build logic to fake pagination.""" paths = [(os.path.join(self.build_prefix, 'index.html'), {})] self.request = None queryset = self.get_queryset() paginator = self.get_paginator(queryset, self.get_paginate_by(queryset)) ...
def get_groups(self, gs=None, processed=[], initial=True): ''' <--------------------------------------- 12 columns ------------------------------------> <--- 6 columns ---> <--- 6 columns ---> ------------------------------------------ -----------...
def site_info(request): '''Expose the site's info to templates''' site = get_current_site(request) context = { 'WAFER_CONFERENCE_NAME': site.name, 'WAFER_CONFERENCE_DOMAIN': site.domain, } return context
def navigation_info(request): '''Expose whether to display the navigation header and footer''' if request.GET.get('wafer_hide_navigation') == "1": nav_class = "wafer-invisible" else: nav_class = "wafer-visible" context = { 'WAFER_NAVIGATION_VISIBILITY': nav_class, } retur...
def registration_settings(request): '''Expose selected settings to templates''' context = {} for setting in ( 'WAFER_SSO', 'WAFER_HIDE_LOGIN', 'WAFER_REGISTRATION_OPEN', 'WAFER_REGISTRATION_MODE', 'WAFER_TALKS_OPEN', 'WAFER_VIDEO_LICENS...
def profiles(self): ''' return the rolls this people is related with ''' limit = [] if self.is_admin(): limit.append(_("Administrator")) limit.sort() return limit
def matern_function(Xi, Xj, *args): r"""Matern covariance function of arbitrary dimension, for use with :py:class:`ArbitraryKernel`. The Matern kernel has the following hyperparameters, always referenced in the order listed: = ===== ==================================== 0 sigma prefactor ...
def _compute_k(self, tau): r"""Evaluate the kernel directly at the given values of `tau`. Parameters ---------- tau : :py:class:`Matrix`, (`M`, `D`) `M` inputs with dimension `D`. Returns ------- k : :py:class:`Array`, (`M`,) ...
def _compute_y(self, tau, return_r2l2=False): r"""Covert tau to :math:`y=2\nu\sum_i(\tau_i^2/l_i^2)`. Parameters ---------- tau : :py:class:`Matrix`, (`M`, `D`) `M` inputs with dimension `D`. return_r2l2 : bool, optional Set to True to return a tu...
def _compute_y_wrapper(self, *args): r"""Convert tau to :math:`y=\sqrt{2\nu\sum_i(\tau_i^2/l_i^2)}`. Takes `tau` as an argument list for compatibility with :py:func:`mpmath.diff`. Parameters ---------- tau[0] : scalar float First element of `tau`. ...
def _compute_dk_dy(self, y, n): r"""Evaluate the derivative of the outer form of the Matern kernel. Uses the general Leibniz rule to compute the n-th derivative of: .. math:: f(y) = \frac{2^{1-\nu}}{\Gamma(\nu)} y^{\nu/2} K_\nu(y^{1/2}) Par...
def _compute_dy_dtau(self, tau, b, r2l2): r"""Evaluate the derivative of the inner argument of the Matern kernel. Take the derivative of .. math:: y = 2 \nu \sum_i(\tau_i^2 / l_i^2) Parameters ---------- tau : :py:class:`Mat...
def _compute_dk_dtau_on_partition(self, tau, p): """Evaluate the term inside the sum of Faa di Bruno's formula for the given partition. Overrides the version from :py:class:`gptools.kernel.core.ChainRuleKernel` in order to get the correct behavior at the origin. Paramet...
def add_logging_parser(main_parser): "Build an argparse argument parser to parse the command line." main_parser.set_defaults(setup_logging=set_logging_level) verbosity_group = main_parser.add_mutually_exclusive_group(required=False) verbosity_group.add_argument( '--verbose', '-v', ...
def set_logging_level(args): "Computes and sets the logging level from the parsed arguments." root_logger = logging.getLogger() level = logging.INFO logging.getLogger('requests.packages.urllib3').setLevel(logging.WARNING) if "verbose" in args and args.verbose is not None: logging.getLogger('...
def check_auth(user): ''' Check if the user should or shouldn't be inside the system: - If the user is staff or superuser: LOGIN GRANTED - If the user has a Person and it is not "disabled": LOGIN GRANTED - Elsewhere: LOGIN DENIED ''' # Initialize authentication auth = None person = ...
def debug(self, msg): ''' Handle the debugging to a file ''' # If debug is not disabled if self.__debug is not False: # If never was set, try to set it up if self.__debug is None: # Check what do we have inside settings de...
def authenticate(self, *args, **kwargs): ''' Authenticate the user agains LDAP ''' # Get config username = kwargs.get("username", None) password = kwargs.get("password", None) # Check user in Active Directory (authorization == None if can not connect to Active D...
def get_or_create_user(self, username, password): ''' Get or create the given user ''' # Get the groups for this user info = self.get_ad_info(username, password) self.debug("INFO found: {}".format(info)) # Find the user try: user = User.objec...
def synchronize(self, user, info): ''' It tries to do a group synchronization if possible This methods should be redeclared by the developer ''' self.debug("Synchronize!") # Remove all groups from this user user.groups.clear() # For all domains found fo...
def set_hyperparams(self, new_params): """Sets the free hyperparameters to the new parameter values in new_params. Parameters ---------- new_params : :py:class:`Array` or other Array-like, (len(:py:attr:`self.free_params`),) New parameter values, ordered as dictated ...
def _compute_r2l2(self, tau, return_l=False): r"""Compute the anisotropic :math:`r^2/l^2` term for the given `tau`. Here, :math:`\tau=X_i-X_j` is the difference vector. Computes .. math:: \frac{r^2}{l^2} = \sum_i\frac{\tau_i^2}{l_{i}^{2}} Assume...
def enforce_bounds(self, v): """Set `enforce_bounds` for both of the kernels to a new value. """ self._enforce_bounds = v self.k1.enforce_bounds = v self.k2.enforce_bounds = v
def free_param_bounds(self): """Returns the bounds of the free hyperparameters. Returns ------- free_param_bounds : :py:class:`Array` Array of the bounds of the free parameters, in order. """ return scipy.concatenate((self.k1.free_param_bounds, self.k...
def free_param_names(self): """Returns the names of the free hyperparameters. Returns ------- free_param_names : :py:class:`Array` Array of the names of the free parameters, in order. """ return scipy.concatenate((self.k1.free_param_names, self.k2.fre...
def set_hyperparams(self, new_params): """Set the (free) hyperparameters. Parameters ---------- new_params : :py:class:`Array` or other Array-like New values of the free parameters. Raises ------ ValueError If the length o...
def _compute_dk_dtau(self, tau, n): r"""Evaluate :math:`dk/d\tau` at the specified locations with the specified derivatives. Parameters ---------- tau : :py:class:`Matrix`, (`M`, `D`) `M` inputs with dimension `D`. n : :py:class:`Array`, (`D`,) De...
def _compute_dk_dtau_on_partition(self, tau, p): """Evaluate the term inside the sum of Faa di Bruno's formula for the given partition. Parameters ---------- tau : :py:class:`Matrix`, (`M`, `D`) `M` inputs with dimension `D`. p : list of :py:class:`Array` ...
def _mask_cov_func(self, *args): """Masks the covariance function into a form usable by :py:func:`mpmath.diff`. Parameters ---------- *args : `num_dim` * 2 floats The individual elements of Xi and Xj to be passed to :py:attr:`cov_func`. """ # Have to ...
def constant(X, n, mu, hyper_deriv=None): """Function implementing a constant mean suitable for use with :py:class:`MeanFunction`. """ if (n == 0).all(): if hyper_deriv is not None: return scipy.ones(X.shape[0]) else: return mu * scipy.ones(X.shape[0]) else: ...
def mtanh(alpha, z): """Modified hyperbolic tangent function mtanh(z; alpha). Parameters ---------- alpha : float The core slope of the mtanh. z : float or array The coordinate of the mtanh. """ z = scipy.asarray(z) ez = scipy.exp(z) enz = 1.0 / ez return ((1...
def mtanh_profile(X, n, x0, delta, alpha, h, b, hyper_deriv=None): """Profile used with the mtanh function to fit profiles, suitable for use with :py:class:`MeanFunction`. Only supports univariate data! Parameters ---------- X : array, (`M`, 1) The points to evaluate at. n : ar...
def linear(X, n, *args, **kwargs): """Linear mean function of arbitrary dimension, suitable for use with :py:class:`MeanFunction`. The form is :math:`m_0 * X[:, 0] + m_1 * X[:, 1] + \dots + b`. Parameters ---------- X : array, (`M`, `D`) The points to evaluate the model at. n :...
def update_schedule_items(*args, **kw): """We save all the schedule items associated with this slot, so the last_update time is updated to reflect any changes to the timing of the slots""" slot = kw.pop('instance', None) if not slot: return for item in slot.scheduleitem_set.all(): ...
def make_diff(current, revision): """Create the difference between the current revision and a previous version""" the_diff = [] dmp = diff_match_patch() for field in (set(current.field_dict.keys()) | set(revision.field_dict.keys())): # These exclusions really should be configurable if f...
def compare_view(self, request, object_id, version_id, extra_context=None): """Actually compare two versions.""" opts = self.model._meta object_id = unquote(object_id) # get_for_object's ordering means this is always the latest revision. # The reversion we want to compare to ...
def comparelist_view(self, request, object_id, extra_context=None): """Allow selecting versions to compare.""" opts = self.model._meta object_id = unquote(object_id) current = get_object_or_404(self.model, pk=object_id) # As done by reversion's history_view action_list = ...
def grv(struct, position): ''' This function helps to convert date information for showing proper filtering ''' if position == 'year': size = 4 else: size = 2 if (struct[position][2]): rightnow = str(struct[position][0]).zfill(size) else: if position == 'year...
def _setup(self, request): ''' Entry point for this class, here we decide basic stuff ''' # Get details from self info = model_inspect(self) self._appname = getattr(self, 'appname', info['appname']) self._modelname = getattr(self, 'modelname', info['modelname']) ...
def get_template_names(self): ''' Build the list of templates related to this user ''' # Get user template template_model = getattr(self, 'template_model', "{0}/{1}_{2}".format(self._appname.lower(), self._modelname.lower(), self.get_template_names_key)) template_model_e...
def get_context_data(self, **kwargs): ''' Set a base context ''' # Call the base implementation first to get a context context = super(GenBase, self).get_context_data(**kwargs) # Update general context with the stuff we already calculated if hasattr(self, 'html_...
def dispatch(self, *args, **kwargs): ''' Entry point for this class, here we decide basic stuff ''' # Get if this class is working as only a base render and List funcionality shouldn't be enabled onlybase = getattr(self, "onlybase", False) # REST not available when only...
def get_queryset(self, raw_query=False): # Call the base implementation if not self.haystack: queryset = super(GenList, self).get_queryset() else: queryset = SearchQuerySet().models(self.model) # Optional tweak methods Mfields = None MlimitQ = Non...
def get_context_data(self, **kwargs): ''' Generic list view with validation included and object transfering support ''' # Call the base implementation first to get a context context = super(GenList, self).get_context_data(**kwargs) # Update general context with the stuff...
def get_context_json(self, context): ''' Return a base answer for a json answer ''' # Initialize answer answer = {} # Metadata builder answer['meta'] = self.__jcontext_metadata(context) # Filter builder answer['filter'] = self.__jcontext_filter(c...
def set_context_json(self, jsonquery): ''' Get a json parameter and rebuild the context back to a dictionary (probably kwargs) ''' # Make sure we are getting dicts if type(jsonquery) != dict: raise IOError("set_json_context() method can be called only with dictionari...
def dispatch(self, request, **kwargs): ''' Entry point for this class, here we decide basic stuff ''' # Check if this is a webservice request self.json_worker = (bool(getattr(self.request, "authtoken", False))) or (self.json is True) self.__authtoken = (bool(getattr(self...
def get_form(self, form_class=None): ''' Set form groups to the groups specified in the view if defined ''' formobj = super(GenModify, self).get_form(form_class) # Set requested group to this form selfgroups = getattr(self, "form_groups", None) if selfgroups: ...
def dispatch(self, request, **kwargs): ''' Entry point for this class, here we decide basic stuff ''' # Delete method must happen with POST not with GET if request.method == 'POST': # Check if this is a webservice request self.__authtoken = (bool(getattr(...
def dispatch(self, request, **kwargs): ''' Entry point for this class, here we decide basic stuff ''' # Check if this is a REST query to pusth the answer to responde in JSON if bool(self.request.META.get('HTTP_X_REST', False)): self.json = True # Check if th...
def get_filled_structure(self, subgroup=None): ''' method in charged of filling an structure containing the object fields values taking into account the 'group' attribute from the corresponding form object, which is necesary to fill the details form as it is configured in the 'gr...
def flatatt(attrs): """ Pilfered from `django.forms.utils`: Convert a dictionary of attributes to a single string. The returned string will contain a leading space followed by key="value", XML-style pairs. In the case of a boolean value, the key will appear without a value. Otherwise, the value ...
def _compute_k(self, tau): r"""Evaluate the kernel directly at the given values of `tau`. Parameters ---------- tau : :py:class:`Matrix`, (`M`, `D`) `M` inputs with dimension `D`. Returns ------- k : :py:class:`Array`, (`M`,) ...
def _compute_dk_dy(self, y, n): """Evaluate the derivative of the outer form of the RQ kernel. Parameters ---------- y : :py:class:`Array`, (`M`,) `M` inputs to evaluate at. n : non-negative scalar int Order of derivative to compute. ...
def get_parent(self, directory): """ Given a directory name, return the Page representing it in the menu heirarchy. """ assert settings.PAGE_DIR.startswith('/') assert settings.PAGE_DIR.endswith('/') parents = directory[len(settings.PAGE_DIR):] page = No...
def wafer_sso_url(context, sso_method): ''' Return the correct URL to SSO with the given method. ''' request = context.request url = reverse(getattr(views, '%s_login' % sso_method)) if 'next' in request.GET: url += '?' + urlencode({'next': request.GET['next']}) return url
def authorize(args): """ Authorizes Coursera's OAuth2 client for using coursera.org API servers for a specific application """ oauth2_instance = oauth2.build_oauth2(args.app, args) oauth2_instance.build_authorizer() logging.info('Application "%s" authorized!', args.app)
def check_auth(args): """ Checks courseraoauth2client's connectivity to the coursera.org API servers for a specific application """ oauth2_instance = oauth2.build_oauth2(args.app, args) auth = oauth2_instance.build_authorizer() my_profile_url = ( 'https://api.coursera.org/api/externa...
def display_auth_cache(args): ''' Writes to the screen the state of the authentication cache. (For debugging authentication issues.) BEWARE: DO NOT email the output of this command!!! You must keep the tokens secure. Treat them as passwords. ''' oauth2_instance = oauth2.build_oauth2(args.app, ar...
def tanh_warp_arb(X, l1, l2, lw, x0): r"""Warps the `X` coordinate with the tanh model .. math:: l = \frac{l_1 + l_2}{2} - \frac{l_1 - l_2}{2}\tanh\frac{x-x_0}{l_w} Parameters ---------- X : :py:class:`Array`, (`M`,) or scalar float `M` locations to evaluate length sca...
def gauss_warp_arb(X, l1, l2, lw, x0): r"""Warps the `X` coordinate with a Gaussian-shaped divot. .. math:: l = l_1 - (l_1 - l_2) \exp\left ( -4\ln 2\frac{(X-x_0)^2}{l_{w}^{2}} \right ) Parameters ---------- X : :py:class:`Array`, (`M`,) or scalar float `M` locatio...
def tanh_warp(x, n, l1, l2, lw, x0): r"""Implements a tanh warping function and its derivative. .. math:: l = \frac{l_1 + l_2}{2} - \frac{l_1 - l_2}{2}\tanh\frac{x-x_0}{l_w} Parameters ---------- x : float or array of float Locations to evaluate the function at. n ...
def double_tanh_warp(x, n, lcore, lmid, ledge, la, lb, xa, xb): r"""Implements a sum-of-tanh warping function and its derivative. .. math:: l = a\tanh\frac{x-x_a}{l_a} + b\tanh\frac{x-x_b}{l_b} Parameters ---------- x : float or array of float Locations to evaluate the...