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def make_window(x, y, xmin, ymin, windowsize): """ Create a window for writing a child tile to a parent output tif """ if x < xmin or y < ymin: raise ValueError("Indices can't be smaller than origin") row = (y - ymin) * windowsize col = (x - xmin) * windowsize return ( (...
def resolve(name, env): """ Resolve the value assigned to NAME by ENV, possibly via chained bindings """ t = name while t in env: t = env[t] return t
def missing_3mers(three_mers, vec_dict): """Checks that the 3mers are in the model""" missing = [x for x in three_mers if x not in list(vec_dict.keys())] return missing
def __convex__hull(points): """Computes the convex hull of a set of 2D points. Input: an iterable sequence of (x, y) pairs representing the points. Output: a list of vertices of the convex hull in counter-clockwise order, starting from the vertex with the lexicographically smallest coordinates. ...
def deepmerge(source, destination): """Found at https://stackoverflow.com/a/20666342/435004""" for key, value in source.items(): if isinstance(value, dict): # get node or create one node = destination.setdefault(key, {}) deepmerge(value, node) else: ...
def split_list_by_n(l, n): """Split a list into lists of size n. Args: l: List of stuff. n: Size of new lists. Returns: list: List of lists each of size n derived from l. """ n = max(1, n) return list(l[i:i+n] for i in range(0, len(l), n))
def filter_listing(listing, property_name, allowed_values, dict_representation=True): """ Removes items from the result of a listing fn if a property does not comply with a given value. Parameters ---------- setupid_setup : dict of dicts or objects, representing openml objects as obtai...
def manhattan_distance(xy_a, xy_b): """ Number of steps between two squares allowing only up, down, left and right steps. """ x_a, y_a = xy_a x_b, y_b = xy_b return abs(x_a-x_b) + abs(y_a-y_b)
def hex_rgb(argument): """Convert the argument string to a tuple of integers. """ h = argument.lstrip("#") num_digits = len(h) if num_digits == 3: return ( int(h[0], 16), int(h[1], 16), int(h[2], 16), ) elif num_digits == 4: return ( ...
def isglobalelement(domains): """ Check whether all domains are negations.""" for domain in domains.split(","): if domain and not domain.startswith("~"): return False return True
def _split_line(line): """Split line into leading whitespace, list of words, and trailing whitespace.""" return line[:-len(line.lstrip())], line.split(), line[len(line.rstrip()):]
def add_metadata_defaults(md): """Central location for defaults for algorithm inputs. """ defaults = {"batch": None, "phenotype": ""} for k, v in defaults.items(): if k not in md: md[k] = v return md
def fun(arg1: int) -> str: # comment """AI is creating summary for fun :param arg1: [description] :type arg1: int :raises FileExistsError: [description] :return: [description] :rtype: str """ if arg1 > 1: raise FileExistsError() # comment return "abc"
def normalize_metric_name(name): """ Makes the name conform to common naming conventions and limitations: * The result will start with a letter. * The result will only contain alphanumerics, underscores, and periods. * The result will be lowercase. * The result will not exceed 2...
def _merge_mappings(*args): """Merges a sequence of dictionaries and/or tuples into a single dictionary. If a given argument is a tuple, it must have two elements, the first of which is a sequence of keys and the second of which is a single value, which will be mapped to from each of the keys in the sequen...
def get_property_identities_dict(property_identities_tag, inclusion_test=None): """ Reads in a propertyIdentities tag and converts it to a dictionary of property identities :param lxml._Element property_identities_tag: a tag containing propertyIdentities, or None :param lambda inclusion_test: a test fo...
def to_camel_case(string: str): """Returns a CamelCase version of the string and removes some characters (see source code)""" string = string.title() remove = ["_", " ", ".", "-", ":", "@", "#", "!", "?", "(", ")", "[", "]", "{", "}", "/", "\\", ",", "=", ">", "<", "|"] string = string.tra...
def cyclic_partition(partition, sep="", captions=None): """Display a partition in cyclic form. If the matrix has n nodes, then the partition should be given as a list of n integers between 0 and k-1, where k is the number of merged nodes (number of equivalence classes). Such a partition representat...
def largest(max) -> int: """ Returns the highest number fizzbuzz wihtin the max limit, if there is none, return -1 """ while max >0: if max % 3 == 0 and max % 5 == 0: return max max-= 1 return -1
def diff_object_types_histograms(new_histo, old_histo): """ Returns a new histogram that is the difference of it inputs """ all_keys = set(new_histo.keys()).union(old_histo.keys()) dd = {k: new_histo[k] - old_histo[k] for k in all_keys if new_histo[k] - old_histo[k] != 0} return dd
def multiply(expression): """multiplication calculation :param expression: string e.g. "1024*1024*50" :return: integer """ value = 1 for n in expression.split('*'): value *= int(n) return value
def diff(a, b): """Returns a new list of the differences between a and b""" return set(b).difference(set(a))
def str_to_felt(text): """Convert from string to felt.""" b_text = bytes(text, "ascii") return int.from_bytes(b_text, "big")
def filter_list(list_data, min_index): """Filter list by index.""" return list(filter(lambda r: r[0] >= min_index, list_data))
def is_http_url(filepath): """Determine if the given path is a http(s) URL.""" return filepath.startswith("http://") or filepath.startswith("https://")
def asbool(v, default=False): """ Convert v to a boolean value """ if isinstance(v, bool): return v try: return bool(int(v)) except ValueError: v = str(v).lower() if v in ("true", "true", "yes", "ok"): return True if v in ("false", "no"): ...
def _default_es_levels(print_keyword_dct): """ ? """ es_model = {'geo': print_keyword_dct['geolvl']} es_model['harm'] = print_keyword_dct['geolvl'] es_model['ene'] = print_keyword_dct['geolvl'] es_model['sym'] = print_keyword_dct['geolvl'] es_model['tors'] = ( print_keyword_dct['geol...
def format_attributes(callable, *args): """ Format the results of *callable* in the format expected by Graphviz. """ value = callable(*args) if not value: return "" else: parts = [] for k in sorted(value): parts.append(f"{k}={value[k]}") return f"...
def formatInterval(secs, fmt): """Format an interval of length secs seconds according to format string fmt. fmt may contain labeled references {h}, {m} and {s} for hours, minutes and seconds. e.g. fmt = '{h:d}:{m:02d}:{s:02d}'""" try: secs = int(secs) except (TypeError, ValueError): ...
def _get_object_description(target): """Return a string describing the *target*""" if isinstance(target, list): data = "<list, length {}>".format(len(target)) elif isinstance(target, dict): data = "<dict, length {}>".format(len(target)) else: data = target return data
def get_int(string, min=0, max=99999): """ Converts a string into an integer with an optional min and max range. ... Parameters --- string: string a numeric string min: integer a number less than or equal to the requested number max: ar...
def left_to_right_check(input_line: str, pivot: int): """ Check row-wise visibility from left to right. Return True if number of building from the left-most hint is visible looking to the right, False otherwise. input_line - representing board row. pivot - number on the left-most hint of the in...
def chunks(l, n): """splits list l into chunks of size n Parameters ---------- l : list list of well names n : int number of wells available per cell line Returns ------- wells_per_line : list of lists lenght of the list equals number of cell lines """ n =...
def catchments_with_station(stations): """ Returns a set of all catchments monitored by 'stations'. """ catchment_list = [] for station in stations: catchment_list.append(station.catchment) return set(catchment_list)
def _scipy_distribution_positional_args_from_dict(distribution, params): """Helper function that returns positional arguments for a scipy distribution using a dict of parameters. See the `cdf()` function here https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.beta.html#Methods\ to see a...
def snake_to_pascal(snake_case: str) -> str: """Return a PascalCase version of a snake_case name. Arguments: snake_case: the string to turn into PascalCase. """ snake_case = snake_case.lower() return snake_case.replace("_", " ").title().replace(" ", "")
def altCase(text: str): """ Returns an Alternate Casing of the `text`. """ return "".join( [ words.upper() if index % 2 else words.lower() for index, words in enumerate(text) ] )
def bord(c): """In Python2, one calls ord(buf[i]) to get the i-th byte of a bytestring. In Python3, buf[i] already returns an int. Call bord(buf[i]) to achieve portability.""" if isinstance(c, int): return c return ord(c)
def newArr(arr): """ MapReduce: O(n^2) 1. Map: construct the Map with Key is each element and Value is the array 2. Reduce: product all element of Value except the key """ result = [] hashmap = {} for i in arr: hashmap[i] = arr for key, value in hashmap.items(): ...
def slave_entry(slave, programs, filesystems): """ Template tag {% slave_entry slave programms %} is used to display a single slave. Arguments --------- slave: Slave object programs: Array of programs Returns ------- A context which maps the slave object to slave an...
def join_path(keys): """ This function joins a list of keys into a dot seperated path. The advantage of this function over a simple '.'.join(keys) is that it handles backslash escaping so that keys can contain dot characters. """ chars = [] for i, key in enumerate(keys): if i != 0: chars.append('.') for c...
def beale(x, y): """ Beale's function (see https://en.wikipedia.org/wiki/Test_functions_for_optimization). Has a global _minimum_ of 0 at x=3, y=0.5. """ a = (1.5 - x + x * y)**2 b = (2.25 - x + x * y * y)**2 c = (2.625 - x + x * y * y * y)**2 return a + b + c
def dispatch(split, *funcs): """takes a tuple of items and delivers each item to a different function /--> item1 --> double(item1) -----> \ / \ split ----> item2 --> triple(item2) -----> _OUTPUT \\ / ...
def is_blank_line(line): """Returns true if the given line is blank. We consider a line to be blank if the line is empty or consists of only white spaces. Args: line: A line of a string. Returns: True, if the given line is blank. """ return not line or line.isspace()
def prettySeconds(seconds): """Convert seconds in hours, minutes and seconds. Returns ------- hours, minutes, seconds : (float, float, float) """ is_negative = seconds < 0 seconds = abs(seconds) hours = seconds // 3600 minutes = (seconds // 60) % 60 secs = seconds - minutes *...
def linear(stiffness): """ Defines the stiffness for a linear elastic material. Args: stiffness(float) : Bulk modulus of the material in Pascal for SAENO Simulation (see [Steinwachs,2015]) """ return {'K_0': stiffness, 'D_0': 1e30, 'L_S': 1e30, 'D_S': 1e30}
def spiral_copy(inputMatrix): """ Returns the elements of a 2D array in clockwise order. Parameters: inputMatrix: List[List[int]] Returns: List[int] ^ row index (moving through a col) | | | ...
def init_changes_since_stats(stats, commit, changes): """Initialize stats related to changes since previous bugfix Parameters ---------- stats : Statistics for each commit / bug report, to be saved as CSV and/or to generate summary of overall statistics of bug reports and the re...
def partition_with_intervals(remaining_length, proper_partitions_only=False): """ Generates all possible partitions of a thing of length `remaining`. :param proper_partitions_only: If True, the trivial partition of an interval with itself will be excluded. :param remaining_length: """ # We use this to denote a p...
def assemble_url(league_id: int) -> str: """Assemble the ranking HTML's URL for the league with that ID.""" template = ( 'http://www.basketball-bund.net/public/tabelle.jsp' '?print=1' '&viewDescKey=sport.dbb.views.TabellePublicView/index.jsp_' '&liga_id={:d}' ) return te...
def errToX(x, y=None, dx=None, dy=None): """ calculate error of x**2 :param x: float value :param dx: float value """ if dx is None: dx = 0 return dx
def euler_problem_9(n=1000): """ A Pythagorean triplet is a set of three natural numbers, a < b < c, for which, a^2 + b^2 = c^2 For example, 3^2 + 4^2 = 9 + 16 = 25 = 5^2. There exists exactly one Pythagorean triplet for which a + b + c = 1000. Find the product abc. """ import math ...
def _repair_year(s1, s2, y1, y2, year): """takes two strings differing only by year, and replaces their years (which must be 4-digit) with a new one""" ys1 = "%04d" % y1 ys2 = "%04d" % y2 ys = "%d" % year t = "" i = 0 while True: f = s1.find(ys1, i) if f == -1: br...
def maestro_api_error(error): """Wraps an error value in zkAPI format.""" if type(error) == tuple: error = list(error) if type(error) != list: error = [error] if len(error) == 0: error = ['INTERNAL_ERROR', 'Empty list given to maestro_api_error'] return { "Status": "Failure"...
def extract_lower_k_bits(integer, k): """ Converts integer into a binary representation. Then extracts the lower k bits and convert it back to integer. """ binary = '{:032b}'.format(integer & 0xffffffff) start = len(binary) - k end = len(binary) lower_bits = binary[start:end] lower_bits_integer = int(...
def parse_value(input_string, parse_function, default_value=0): """Parse input values.""" result = default_value try: result = parse_function(input_string) except ValueError as e: print( "Exception parsing '{}': " "".format(input_string), e ) ...
def recover_link(entity_name): """Recover the entity link given the entity name""" pos = entity_name.rfind("_(") if pos > 0: return entity_name[:pos] return entity_name
def message_to_oscsysexpayload(message): """Convert a sysex message into an OSC payload string. """ return message.hex().replace(' ', '')
def csFriendCircles_FLAGS(friendships): """ Args: friendships: list[list] result count: int """ # set a counter count count = 0 # the length of friends N = len(friendships) # start them off as False == not seen seen = [False] * N def visit(c...
def validate_sortkind(kind): """Define valid sorting algorithm names.""" valid_kind_names = ["quicksort", "mergesort", "heapsort", "stable"] # Chek if string if not isinstance(kind, str): raise TypeError( "Kind: Sorting name must be a string. " "Got instead type {}".form...
def _add_parens(required, text): """ Add parens around a license expression if `required` is True, otherwise return `text` unmodified. """ return "({})".format(text) if required else text
def erb(f): """Equivalent rectangular bandwidth formula""" return 24.7+0.108*f
def _udev_rule(vid, pid=None, *args): """ Helper function that return udev rules """ rule = "" if pid: rule = 'SUBSYSTEMS=="usb", ATTRS{idVendor}=="%s", ATTRS{idProduct}=="%s", TAG+="uaccess", RUN{builtin}+="uaccess"' % (vid, pid) else: rule = 'SUBSYSTEMS=="usb", ATTRS{idVendor}=="%s...
def get_dhcp_server(network=None, asset=[]): """Return IP address of DHCP server based on network or asset. Args: network: string, white, green or blue asset: string, asset name Return: dhcp_server: string, IP address """ if network == 'blue' or asset[:1] == 'b': dhcp_server = '172.16.2.10'...
def get_texts(pain, search_results): """Return list of all texts associated with pain in search_results dict. search_results is of the form: {'yellowjacket': [google search url, [[link text, url, page text] for each search result], ...} """ texts = [ result[2] for result in search_results[pa...
def buildParameters(obj, validList): """ >>> class TestClass(object): ... pass >>> testClass = TestClass() >>> testClass.a = 1 >>> testClass.b = "2" >>> testClass.c = 3 >>> testClass.d = True >>> buildParameters(testClass, ["a", "b"]) ['--a', u'1', '--b', u'2'] >>> testCla...
def is_cell_free(line, col, grid): """ Checks whether a cell is free. Does not throw if the indices are out of bounds. These cases return as free. """ # Negative indices are "legal", but we treat them as out of bounds. if line < 0 or col < 0: return True try: return grid[line][...
def get_object_classes(predictions, confidence): """ Get a list of the unique object classes predicted. """ classes = [pred['label'] for pred in predictions if float(pred['confidence']) >= confidence] return set(classes)
def names_parameters_computation(parameters): """Names of each combination computation. Extraction of names information from parameters information.""" perturbations_info, format_info, models_info = parameters[:3] samplings_info, scorer_info = parameters[3:] pert_names, format_names, model_names = [...
def standardized_api_list(component): """ Convert result dict to list just to have standardized API """ keyword = 'componentResults' if (not isinstance(component, dict) or keyword not in component or not component[keyword]): return component # Remove reference, ...
def tldSorting(subdomainList): """ This function will sort all the items within the list in dictionary order. Parameters ------- subdomainList: list List of subdomains found from content. Returns -------- list a list of subdomains. """ localsortedlist = list()...
def list2dict(basedict, field): """ generates a dict from list by splitting up the key value pairs seperated by = :param basedict: dict to work on :param field: field in dict to work on :return: fixed dict """ list_from_dict = basedict[field] basedict[field] = {} for info_list in ...
def nullstring_dict(returnedTags): """Convert list to nullstring dict""" return {_: "" for _ in returnedTags}
def unflatten(master): """ :param dict master: a multilevel dictionary :return: a unflattened dictionary :rtype: dict Unflattens a single-level dictionary a multilevel into one so that:: {'foo.bar.a': 1, 'foo.bar.b': True, 'foo.bar.a': 1, } would become:: ...
def det(c,num): """ c:character and num :r or real number, takes a character and a number ,then returns character that belongs to c's list(given character ' lsit) using num for example we give it "a" and 2 then returns c """ flag=0 l2=['a','b','c'] gl2=['A','B','C'] l3=['d','e','f']...
def image_person_object_factory(image_id, person_id): """Cook up a fake imageperson json object from given ids.""" personimage = { 'image_id': image_id, 'person_id': person_id } return personimage
def bool_2_int(value): """Convert boolean to 0 or 1 Required for eg. /json.htm?type=command&param=makefavorite&idx=IDX&isfavorite=FAVORITE Args: value (bool) Returns: 1 if True, else 0 """ if isinstance(value, bool): return int(value) else: return 0
def pipe(x, *f): """ Pipe Operator >>> pipe(range(5, 0, -1), reversed, list) [1, 2, 3, 4, 5] >>> pipe([3, 2, 2, 4, 5, 1], sorted, set) {1, 2, 3, 4, 5} """ if not f: return x return pipe(f[0](x), *f[1:])
def create_diatomic_molecule_geometry(species1, species2, bond_length): """Create a molecular geometry for a diatomic molecule. Args: species1 (str): Chemical symbol of the first atom, e.g. 'H'. species2 (str): Chemical symbol of the second atom. bond_length (float): bond distance. ...
def how_many_days(month_number): """Returns the number of days in a month. WARNING: This function doesn't account for leap years! """ days_in_month = [31,28,31,30,31,30,31,31,30,31,30,31] month_index = month_number - 1 return days_in_month[month_index]
def find_map( fn, itr, not_found=None, nothing=(None, False), ): """\ Like `find()`, but returns first value returned by `predicate` that is not `False` or `None`. >>> find_map( ... lambda dct: dct.get('z'), ... ({'x': 1}, {'y': 2}, {'z': 3}), ... ) 3 """ ...
def accumulate(lst, start=0): """compute sum of `lst`.""" return sum(lst, start)
def rgb(r, g, b, divide_by=255.0): """Convenience function: return colour in [0, 1].""" return (r/divide_by, g/divide_by, b/divide_by)
def strip_space(string): """Remove spaces from string :argument string: target string :type string: str :returns str """ return string.replace(' ', '')
def _extract_field(query): """Extract field name, e.g. 'updateShipment' from a query like mutation { updateShipment(id: 1) { state } } Only works for queries that have arguments (and hence a '(' right after the operation name). """ return query.split("{")[1].split("(")[0].strip()
def call_sig(args, kwargs): """Generates a function-like signature of function called with certain parameters. Args: args: *args kwargs: **kwargs Returns: A string that contains parameters in parentheses like the call to it. """ arglist = [repr(x) for x in args] arglist...
def bioconductor_experiment_data_url(package, pkg_version, bioc_version): """ Constructs a url for an experiment data package tarball Parameters ---------- package : str Case-sensitive Bioconductor package name pkg_version : str Bioconductor package version bioc_version : ...
def force_unlist(anything): """ Returns the first element of a list, only if it is a list. Useful for turning [x] into x. Args: [Anything] Returns: Anything """ if isinstance(anything, list): return anything[0] return anything
def get_edge_names_from_indices(mesh, indices): """ Given a list of edge indices and a mesh, this will return a list of edge names. The names are built in a way that cmds.select can select them. """ found = [] for index in indices: name = '%s.e[%s]' % (mesh, index...
def deltas(xs): """Computes the differences between the elements of a sequence of integers. >>> deltas([-1, 0, 1]) [1, 1] >>> deltas([1, 1, 2, 3, 5, 8, 13]) [0, 1, 1, 2, 3, 5] @param xs: A sequence of integers. @type xs: C{list} @return: A list of differences between consecutive eleme...
def calc_bfdp(bf, prior): """ Calculate BFDP for a single gene per Wakefield, AJHG, 2007 """ # Wakefield phrases prior as probability of no effect, so we need to invert prior = 1 - prior po = prior / (1 - prior) bftpo = bf * po bfdp = bftpo / (1 + bftpo) return bfdp
def get_query_cls_name( with_pagination: bool, with_filtering: bool, with_sorting: bool, ) -> str: """Get query class name. :param with_pagination: have pagination :param with_filtering: have filtering :param with_sorting: have sorting :return: class name """ cls_name = 'QueryO'...
def match_record(partial_record, records): """ Parameters ---------- partial_record : dict Partial record to match against records. records : list of dict Records to search for a match. Returns ------- record : dict The first record matching the partial record, ...
def dot_reverse(dot): """Reverse bracket notation. Args: dot: Bracket notation. Return: reversed (string): Reversed bracket notation. """ return dot[::-1].replace('(', '/').replace(')', '(').replace('/', ')')
def instantiate_classes(module_classes, class_instances={}): """instantiate specific class.""" # print("module_classes", module_classes) # create a Object Instance from Class for class_name, class_obj in module_classes.items(): if class_name not in class_instances: class_instances[cl...
def create_pattern_neighbors(width, n_states=2): """ This is a private function that returns the weights for calculating an unique number for each different neighborhood pattern in a random Boolean network. Parameters ---------- width : int Neighborhood size. n_states : int Number of discrete...
def reply_is_success(reply: dict): """ Predicate to check if `reply` is a dict and contains the key-value pair "status" = "success" @param reply A python dict @return True if the dict contains "status" = "success" """ return ( reply and type(reply) is dict and reply.g...
def _property_name_to_values(entities): """Returns a a mapping of entity property names to a list of their values. For example: _property_name_to_values([{'cat': 5, 'dog': 10}, {'dog': 15, 'mouse': 'happy'}]) => {'cat': [5], 'dog': [10, 15], 'mouse': ['happy']} Args: en...
def defaultargs(options): """Produce a dictionary of default arguments from a list of options tuples Parameter tuple[] - (flag, default, docstring) tuples describing each flag Return dict - {flag: default} for each option in input """ config = {} for longname, default, d...
def get_link_name(key, number): """Return formatted link name over enumerated links.""" return '{}#{}'.format(key, str(number+1))