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def min_latitude(coordinates): """ This function returns the minimum value of latitude of a list with tuples [(lat, lon), (lat, lon)]. :param coordinates: list list with tuples. Each tuple has coordinates float values. ...
def get_marker(label): """Set custom markers for scatter plots here""" if 'Depth' in label: marker = 'o' elif 'A*' in label: marker = '*' elif 'Beam' in label: marker = 'x' elif 'Random' in label: marker = 'D' #should be last lest it picks up on random increments else: marker = 'H' return ma...
def f_list_dim(testlist, dim=0): """ Utility function: tests if testlist is a list and how many dimensions it has returns -1 if it is no list at all, 0 if list is empty and otherwise the dimensions of it. All elements must be equal""" if isinstance(testlist, list): if testlist == []: ...
def _get_new_shape(name, shape, num_heads): """Checks whether a variable requires reshape by pattern matching.""" if "attention/attention_output/kernel" in name: return tuple([num_heads, shape[0] // num_heads, shape[1]]) if "attention/attention_output/bias" in name: return shape patterns = [ ...
def lists_diff(list1, list2): """ Get the difference of two list and remove None values. >>> list1 = ["a", None, "b", "c"] >>> list2 = [None, "b", "d", "e"] >>> list(filter(None.__ne__, set(list1) - set(list2))) ['c', 'a'] """ return list(filter(None.__ne__, set(list1) - set(list2)))
def to_readable(o, fields, translated): """ Convert object properties to nice title readable """ res = {} if o: for f in fields: if o.get(f): if translated.get(f): res[translated.get(f)] = o.get(f) else: res[...
def replace_plus_minus(string): """Replace the + symbol to %2B for url. Parameters ---------- string: A string Returns ------- string: A reformatted string. """ return str(string).replace('-', '%2D').replace('+', '%2B')
def _rankine_to_kelvin(SI): # type: (bool) -> float """converts K -> R""" if SI: factor = 5 / 9. else: factor = 1. return factor
def calc_tpr_protected(actual, predicted, sensitive, unprotected_vals, positive_pred, is_tnr=False): """ Returns P(C=YES|Y=YES, sensitive=privileged) and P(C=YES|Y=YES, sensitive=not privileged) in that order where C is the predicited classification and where all not privileged values are considered equ...
def _parse_name(name): """ Parse the name of an ensemble prediction """ components = name.split('_') assert len(components) == 2, 'Name does not follow the convention of type_userdefined, such as point_alice or distribution_bob123' assert components[0] in ['point', 'distribution', 'interval', 'quan...
def gen_overlay_dirs(environment, region): """Generate possible overlay directories.""" return [ # Give preference to explicit environment-region dirs "%s-%s" % (environment, region), # Fallback to environment name only environment ]
def filter_matches_distance(matches, dist_threshold): """ Filter matched features from two images by distance between the best matches Arguments: match -- list of matched features from two images dist_threshold -- maximum allowed relative distance between the best matches, (0.0, 1.0) Returns:...
def make_uppercase_title(title_words): """make the title uppercase >>> make_uppercase_title(["This", "translation", "app", "helps", "professionals", "traveling", "in", "China", "and", "Japan"]) ['THIS', 'TRANSLATION', 'APP', 'HELPS', 'PROFESSIONALS', 'TRAVELING', 'IN', 'CHINA', 'AND', 'JAPAN'] """ ...
def _to_set(obj): """ Given an object wrap it in a set """ try: return set(obj) except TypeError: if obj is None: return set() return set((obj,))
def bucket_fill(matrix: list, start: tuple, target: int)-> list: """the classics """ # define valid functions row, column = start base = matrix[row][column] def valid(node): row, column = node if not 0 <= row < len(matrix) or not 0 <= column < len(matrix[0]): return False ...
def what_versions_sync(pg_versions, gh_versions, pg_versions_gh): """ versions to add, update, delete. """ to_add = gh_versions - pg_versions to_update = pg_versions_gh & gh_versions to_delete = pg_versions_gh - gh_versions return to_add, to_update, to_delete
def print_part_format(d, config, print_part=None): """ :param dict d: item dict. :param list config: print config. :param str print_part: which part from config to add to formatted string. :return str: formatted string. """ config_dict = dict() keys_list = list() for config_item in c...
def generate_primes(upper_limit, k): """ Takes upper limit and number of primes as argument. Generates prime numbers by sieve of erothesus method """ numbers = [0] * (upper_limit - 1) for i in range(2, int(upper_limit ** 0.5) + 1 + 1): prod = 2 * i while prod <= upper_limit: ...
def filter_true(argument): """ Return the predicate value of given item and the item itself. :param tuple argument: Argument consists of predicate function and item iteself. >>> filter_true((lambda x: x <= 5, 5)) ... True, 5 >>> filter_true((lambda x: x > 100, 1) ...
def none_are_none(*args) -> bool: """ Return True if no args are None. """ return not any([arg is None for arg in args])
def has_global(node, name): """ check whether node has name in its globals list """ return hasattr(node, "globals") and name in node.globals
def parse_line_number(proto_dir, message_name, files): """ Parses the *.proto files to see on what line number the message appears. """ for file in files: with open(proto_dir + '/' + file) as data_file: content = data_file.read() lines = content.split('\n') message_...
def convert_boot_type (boot_type): """ Convert a next boot type parameter to the string that needs to be passed to system functions. :param boot_type: The boot type parameter passed to the command. If this is None, no conversion is performed. :return The string identifier for the boot typ...
def sample_sequentials(sequential_keys, exp, idx): """ Samples sequentially from the "from" values specified in each key of the experimental configuration which have sample == "sequential" Unlike `cartesian` sampling, `sequential` sampling iterates *independently* over each keys Args: se...
def __add_concordance_counts(x, y): """ Adds two tuples. For example. :math:`x + y = (x_d + y_d, x_t_{xy} + y_t_{xy}, x_t_x + y_t_x, x_t_y + y_t_y, x_c + y_c, x_n + y_n)` :param x: Tuple (d, t_xy, t_x, t_y, c, n). :param y: Tuple (d, t_xy, t_x, t_y, c, n). :return: Tuple (d, t_xy, t_x, t_y, c,...
def getErrorPage(errorcode, msg = ""): """\ Get the HTML associated with an (integer) error code. """ if errorcode == 400: return { "statuscode" : "400", "data" : u"<html>\n<title>400 Bad Request</title>\n<body style='background-color: black; color: white;'>\n<...
def parse_single_alignment(string, reverse=False, one_indexed=False): """ Parses a single alignment point :param string: String representing a single alignment point, e.g. '1-42' :param reverse: if to reverse the alignments from src-tgt to tgt-src :param one_indexed: if the position of first word in...
def split_type_line(type_line): """Splits the comment with the type annotation into parts for argument and return types. For example, for an input of: # type: (Tensor, torch.Tensor) -> Tuple[Tensor, Tensor] This function will return: ("(Tensor, torch.Tensor)", "Tuple[Tensor, Tensor]") ...
def first_existing(dictionary, keys): """Get the value of the first key in keys that is in the dictionary.""" try: return next(k for k in keys if k in dictionary) except StopIteration: raise KeyError("None of %s is in dict!" % keys)
def split_str(str): """ Splits strings Taken from: https://stackoverflow.com/a/57109577 Parameters ---------- str String to separate (duh!) Returns ------- res_arr: list List of new strings """ ref_dict = {'\x07':'a', '\x08':'b', '\x0C':'f', '\n...
def get_row_indices(all_headers, to_keep): """get the indices of each row""" row_indices = [] for outer_header in to_keep: if isinstance(outer_header, str): row_index = all_headers.index(outer_header) if row_index > -1: row_indices.append(row_index) el...
def qcollide(Aleft, Aright, Bleft, Bright): """ optimised for speed. """ # quickest rejections first; if Aright < Bleft: return False if Aleft > Bright: return False if Aleft <= Bright and Aright >= Bright: return True # Bright point is within A, collision if A...
def is_even(i): """ This is a docstring, in here we describe what the function does, the input it takes and the return value :param i: a positive int :return: returns True if i is even, otherwise False """ # Notice indentation and how it tells us what expressions belong inside the function's bo...
def format_version(major, minor, patch, prerelease=None, build=None): """Format a version according to the Semantic Versioning specification :param int major: the required major part of a version :param int minor: the required minor part of a version :param int patch: the required patch part of a versi...
def FindPosition(point, points): """Determines the position of point in the vector points""" if point < points[0]: return -1 for i in range(len(points) - 1): if point < points[i + 1]: return i return len(points)
def pymatmul(matrix_a, matrix_b): """ Implements the dot product between two matrix :param matrix_a: first matrix :param matrix_b: second matrix :return: matrix product """ return [(a * b) for a, b in zip(matrix_a, matrix_b)]
def queue_manager(user, extension, action): """queuejoin:queueleave:queuepause:queueunpause:queuetrain""" data = {} # if action == 'queuejoin': # data = backend.add_to_queue( # agent="SIP/%s" % (extension), # queue='Q718874580', # member_name=user.get_full_name()...
def get_column_from_description(column_dict, description): """Returns the column index matching a substring of description""" index = [value for key, value in column_dict.items() if description in key][0] if index is None: return else: return index
def ERR_NOOPERHOST(sender, receipient, message): """ Error Code 491 """ return "ERROR from <" + sender + ">: " + message
def replace_oov_words_by_unk(tokenized_sentences, vocabulary, unknown_token="<unk>"): """ Replace words not in the given vocabulary with '<unk>' token. Args: tokenized_sentences: List of lists of strings vocabulary: List of strings that we will use unknown_token: A string repres...
def calc_wmr(BMR, PAL): """Total requirement depending on PAL = physical activity level""" return BMR * (PAL - 1)
def turns(a, b): """ Finds minimum turns in a dimension where a is the minimum coordinate, and b is the maximum coordinate, and the teacher is at the origin. """ if a >= 0 or b <= 0: return (max(abs(a), abs(b)) + 1) // 2 else: t = min(abs(a), abs(b)) return t + turns(a + ...
def split_url_and_query(url): """Split the query from the url""" try: index = url.index('?') except ValueError: return url, "" query = url[index + 1:] url = url[:index] return url, query
def undulating(number): """ Returns True if number is undulating """ if number < 100: return False number = str(number) for idx in range(len(number)-2): if number[idx] != number[idx+2]: return False return True
def path_info_split(path_info): """ Splits off the first segment of the path. Returns (first_part, rest_of_path). first_part can be None (if PATH_INFO is empty), '' (if PATH_INFO is '/'), or a name without any /'s. rest_of_path can be '' or a string starting with /. """ if not path_info:...
def IsPrimeNumber(x): """ Adjust a number is or not a prime. Args: x: the designated number for adjust. Returns: if x is prime then True, else False. """ if x <= 0: return 'x should be more than 0.' for i in range(2, x): if x % i == 0: return False ...
def get_vnics_from_devices(devices): """Obtain vnic information.""" vnics = None if (devices and hasattr(devices, "VirtualDevice")): vnics = [] devices = devices.VirtualDevice for device in devices: if (device.__class__.__name__ in ("VirtualEthernetCard", ...
def _has_package(mod): """ :param mod: Module object. Can be any of the multiple types used to represent a module, we just check for a __package__ attribute. :type mod: ``Any`` :return: If given module has a valid __package__ attribute. :rtype: ``bool`` """ return hasattr(mod, "__pac...
def norm(value_string): """ Normalize the string value in an RTE pair's C{value} or C{entailment} attribute. """ valdict = {"TRUE": 1, "FALSE": 0, "YES": 1, "NO": 0} return valdict[value_string.upper()]
def init(width, height, seed): """ initialize universe """ universe = [[]]*width for x in range(0, height): universe[x] = [False]*width for coord in seed: universe[coord[0]][coord[1]] = True return universe
def is_word(word): """check whether it is an English word.""" for item in list(word): if item not in 'qwertyuiopasdfghjklzxcvbnm': return False return True
def clean_extension(extension): """Return a cleaned-up extension - only applies for JPEG.""" extension_converter = {'jpeg': 'jpg'} return extension_converter.get(extension, extension)
def part1(polymer): """ React the polymer and return length """ reduced = False while not reduced: i = 0 reduced = True while i < len(polymer)-1: if polymer[i].lower() == polymer[i+1].lower() and polymer[i] != polymer[i+1]: polymer.pop(i+1) ...
def _getitem_list_list(items, keys): """Ugly but efficient extraction of multiple values from a list of items. Keys are contained in a list. """ filtered = [] for item in items: row = [] for key in keys: try: row.append(item[key]) except ...
def get_js(js, **kwargs): """Get the specified JS code.""" link = kwargs.get('link', False) encoding = kwargs.get('encoding', 'utf-8') if link: return '<script type="text/javascript" charset="%s" src="%s"></script>\n' % (encoding, js) else: return '<script type="text/javascript">\n...
def revision(instance): """Returns the etcd :class:`Revision` of an object used with a :class:`Session`. If the object is currently *unattached* -- which means it was not retrieved from the database with :meth:`Session.get` -- this function returns :obj:`None`. Args: instance (object): Obje...
def find_c(side1, side2, side3): """ Takes three side lengths an returns the largest :param side1: int or float :param side2: int or float :param side3: int or float :return: int or float """ list = [side1, side2, side3] list.sort() return list[-1]
def get_param(item_id, params): """Method to get param.""" try: param = params[item_id] if item_id in params else '' except Exception: return None else: return param
def find_closest_positive_divisor(a, b): """Return non-trivial integer divisor (bh) of (a) closest to (b) in abs(b-bh) such that a % bh == 0""" assert a>0 and b>0 if a<=b: return a for k in range(0, a-b+1): bh = b + k if bh>1 and a % bh == 0: return bh bh = b ...
def fibonacci(n): """ Return the n_th Fibonnaci number $F_n$. The Fibonacci sequence starts 0, 1, 1, 2, 3, 5, 8, ..., and is defined as $F_n = F_{n-1} + F_{n-2}.$ """ fibs = [0, 1] for i in range(2, n+1): fibs.append(fibs[i-1] + fibs[i-2]) return fibs[n]
def remove_duplicate_QUBO(QUBO_storage): """ De-duplicates the QUBO storage list Parameters ---------- QUBO_storage : list List of QUBOs (each QUBO is a dictionary). Returns ------- unique : list de-duplicated list. """ unique = [] for a in QUBO_storage: ...
def _sorted_data(lb_node_pairs): """ Return HTTP request body to be sent to RCv3 load_balancer_pools/nodes API from list of (lb_id, node_id) tuples. The returned list is sorted to allow easier testing with predictability. :param list lb_node_pairs: List of (lb_id, node_id) tuples :return: List ...
def normalize_url(url): """ It seems some URLs have an empty query string. This function removes the trailing '?' """ url = url.rstrip('?') if not url.startswith("http://"): url = ''.join(("http://", url)) return url
def clean_generic(text: str) -> str: """ Cleans text without affecting semiotic classes. Args: text: string Returns: cleaned string """ text = text.strip() text = text.lower() return text
def getPrimaryRucioReplica(matched_replicas, replicas): """ Return a replica with a proper rucio path """ sfn = "" # start with the matched replicas list for replica in matched_replicas: if "/rucio/" in replica: # here 'replica' is a string sfn = replica break # sea...
def fresh_operation(op_id): """Create a default operation object.""" operation = {'path': '', 'headers': {}, 'header_params': {}, 'path_params': {}, 'query_params': {}, 'params': {}, 'files': None, 'form_data': None, 'json': None, 'id': op_id, 'dl_path': None, ...
def _resource_id_from_record_tuple(record): """Extract resource_id from HBase tuple record """ return record[0]['resource_id']
def py_to_val(pyval): """Convert python value to ovs-vsctl value argument""" if isinstance(pyval, bool): return 'true' if pyval is True else 'false' elif pyval == '': return '""' else: return pyval
def fate_table(tracks): """ Create a fate table of all of the tracks. This is used by the MATLAB exporter. """ fate_table = {} for t in tracks: if t.fate_label not in fate_table.keys(): fate_table[t.fate_label] = [t.ID] else: fate_table[t.fate_label].append(t...
def extract_intersection_wkts(intersection): """ Given a intersection dict return the segment wkts """ return intersection['segmentStrings'][0][0]
def is_string(val): """ To check if a variable is a string in the HTML templates. """ return isinstance(val, str)
def gain_com(exp, num, value): """Change the pmt gain in a job. Return a list with parts for the cam command. """ return [ ("cmd", "adjust"), ("tar", "pmt"), ("num", str(num)), ("exp", str(exp)), ("prop", "gain"), ("value", str(value)), ]
def ImpliedArguments(fn): """! @brief Check for keyword-only arguments with no default value. """ try: co = fn.__code__ except AttributeError: return () if co.co_kwonlyargcount == 0: return () else: kwonlyargs = co.co_varnames[co.co_argcount:co.co_a...
def int_float(n): """ Cast to int if there are no decimals. """ return int(n) if n == int(n) else n
def _coerce_to_bytes(data): """ Encoding data """ if not isinstance(data, bytes) and hasattr(data, 'encode'): data = data.encode('utf-8') # Don't bail out with an exception if data is None return data if data is not None else b''
def center_dydx_3(x0, x1, x2, y0, y1, y2): """ Return... :param x0: :param x1: :param x2: :param y0: :param y1: :param y2: :return: the three-point finite-difference derivative at x1. """ return (y0 * ((x1 - x2) / ((x0 - x1) * (x0 - x2))) + y1 * ...
def pip_install(package, prefix="sudo", verify=True, verification_command=None): """ Install a Python package using pip. :type package: string :param package: The package to install. :type prefix: string :param prefix: prefix of the pip command. It is 'sudo' by default. :type...
def is_verb_tag(nltk_pos_tag): """ Returns True iff the given nltk pos tag is a verb. """ return nltk_pos_tag.startswith("V")
def _fix_params(params): """For v1 api -- True is True but False is a string""" for key, val in params.items(): if val is False or str(val).lower() == 'false': params[key] = 'False' elif str(val).lower() == 'true': params[key] = True return params
def find_tts(prices): """Returns a list containing the buy day, sell day and resulting profit - finds the best days on which to buy and sell.""" buyday = 0 sellday = 0 profit = 0 for x in range(len(prices)): for y in range(x+1, len(prices)): if prices[x] < prices [y]: ...
def UTh_ppm2molg(U,Th): """ Convert concentrations of U and Th from ppm to mol/g Parameters ---------- U : float U concentration (ppm) Th : float Th concentration (ppm) Returns ------- U238_molg : float U238 (mol/g) U235_molg : float U235 (mol/g)...
def parse_arguments_to_com(args): """ Turns the list of argv arguments that is send to a com process (by the editor) into appropriate list of strings and lists (of topics). It is up to the node's start_exec function to create a list of argv that can be properly parsed. :param args: The argv ret...
def _to_skybell_level(level): """Convert the given Safegate Pro light level (0-255) to Skybell (0-100).""" return int((level * 100) / 255)
def track_length(value): """Converts track length specified in seconds into a pretty string.""" seconds = int(value) minutes, seconds = divmod(seconds, 60) return '%i:%02i' % (minutes, seconds)
def hcf(num1, num2): """ Find the highest common factor of 2 numbers num1: The first number to find the hcf for num2: The second number to find the hcf for """ if num1 > num2: smaller = num2 else: smaller = num1 for i in range(1, smaller + 1): if ((nu...
def status(s_dirt, s_hungry, s_mood): """Parameters: s_dirt, s_hungry, s_mood zet de waardes gelijk aan 0 als deze kleiner zijn dan 0. Deze functie controleert of de variabelen altijd boven de 0 zijn.""" if s_dirt < 0: s_dirt = 0 elif s_hungry < 0: s_hung...
def sort_keys(times): """ Function to sort the times """ sorted_times = [] for t in times: year = t.year month = t.month date = "{}.{}".format(month, year) if date in sorted_times: continue else: sorted_times.append(date) return sor...
def level_to_exp(level): """ Convert level to equivalent total EXP. Formula: EXP := Sigma(1000 * i, 1, n) Using Gauss's formula, this is 1000 * n(1+n)/2. """ return 500 * level * (1 + level)
def prod(numbers): """ Find the product of a sequence :param numbers: Sequence of numbers :return: Their product """ ret = 1 for number in numbers: ret *= number return ret
def strip(value: str) -> str: """ Strip flanking whitespace from the passed string. Used to coerce values in Cerberus validators. :param value: the string to strip :return: the stripped string """ return value.strip()
def get_column_separator(input_): """ Return the column separator """ """ This logic needs to be improved """ if input_.count('|') > input_.count('\t'): return '|' return '\t'
def _reconstruct_sent(parsed_sentence): """Reconstruct sentence from CoreNLP tokens - raw sentence text isn't retained by CoreNLP after sentence splitting and processing Args: parsed_sentence (dict): Object containing CoreNLP output Returns: str: original sentence """ sent = "" ...
def is_ok_url(url: str): """ Check doc url is valid """ ng_list = [ "aws-sdk-php", "AWSAndroidSDK", "AWSiOSSDK", "AWSJavaScriptSDK", "AWSJavaSDK", "awssdkrubyrecord", "encryption-sdk", "mobile-sdk", "pythonsdk", "powershell"...
def _format_date(pdb_date): """Converts dates from DD-Mon-YY to YYYY-MM-DD format.""" date = "" year = int(pdb_date[7:]) if year < 50: century = 2000 else: century = 1900 date = str(century + year) + "-" all_months = [ "xxx", "Jan", "Feb", "Mar...
def to_weight(fitness, m=100, b=1): """Convert from fitness score to probability weighting""" return int(round(fitness*m + b))
def _reversedict(d: dict) -> dict: """ Internal helper for generating reverse mappings; given a dictionary, returns a new dictionary with keys and values swapped. """ return {value: key for key, value in d.items()}
def linear_threshold_reward(distance, threshold, coefficient): """ Linear reward with respect to distance, cut of at threshold. :param distance: current distance to the goal :param threshold: maximum distance at which some bonus is given :param coefficient: NEGATIVE --> slope of the linear bonus ...
def compDictMaps(base=10): """ task 0.5.25 dict. comprehension that maps each integer in the reange between the provided base to the list of three digits that represents each integer """ return {i:v for i,v in enumerate([[x, y, z] for x in range(base) for y in range(base) for z in range(ba...
def get_new_index_name(index_name, reindex_suffix): """Get New Index Name.""" new_index_name = index_name + reindex_suffix return new_index_name.lower()
def build_match_tree(abbreviation_list): """ Build the tree used to look up abbreviations """ match_tree = {} for word, abbreviation in abbreviation_list: tree_node = match_tree for letter in word[:-1]: if letter not in tree_node: tree_node[letter] = {} ...