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def wait_duration(attempt): """ Calculate the wait time based on the number of past attempts. The time grows exponentially with the attempts up to a maximum of 10 seconds. Args: attempt: Current count of reconnection attempts. Returns: int: The number of seconds to wait before next a...
def calculateSubstringsLengthK(s, k): """ Return substrings of size k in s """ substrings, index = [], 0 while index + k <= len(s): substrings.append(s[index : index + k]) index += k return substrings
def calculate_thermal_diffusivity(thermal_conductivity, density, specific_heat_capacity): """ Returns thermal diffusivity from thermal conductivity. alpha = k/(rho*c_p) :param thermal_conductivity: :param density: :param specific_heat_capacity: :return: """ diffusivity = thermal_cond...
def from_pixel(x, y, n): """Converts a NxN pixel position to a (-1..1, -1..1) complex number.""" return complex(2.0 * x / n - 1.0, 2.0 * y / n - 1.0)
def check_parallel_results(results, op): """Function used to check the results of run_parallel. NOTE: This function was originally located in the shell module of swift_build_support and should eventually be replaced with a better parallel implementation. """ fail_count = 0 if results is No...
def build_subtree(node, deps, known_nodes=None): """Build the deps subtree of a given task.""" if known_nodes is None: known_nodes = set() subtree = {} known_nodes.add(node) for t in deps[node]: if t not in known_nodes: subtree[t] = {} known_nodes.add(t) f...
def upper(value): # Only one argument. """Converts a string into all lowercase How to Use {{ value|lower|lower|.... }} """ return value.upper()
def subclasses(cls): """Get all child classes of `cls` not including `cls`, transitively.""" assert isinstance(cls, type), "cls is not a class, type: {}".format( type(cls) ) children = set(cls.__subclasses__()) return children.union(*map(subclasses, children))
def wrap_tuple(unwrapped): """ Wraps any non-tuple types in a tuple """ return (unwrapped if isinstance(unwrapped, tuple) else (unwrapped,))
def make_anagram_1(a, b): """Using a dictionary: O(n_a+n_b) time""" count_dict = {} for n in a: if n in count_dict.keys(): count_dict[n] +=1 else: count_dict[n] = 1 for n in b: if n in count_dict.keys(): count_dict[n] -=1 else: ...
def create_points_for_rectangle(x, y, width, height): """Simple helper function to create points for a rectangle Arguments: x {int} -- [description] y {int} -- [description] width {int} -- [description] height {int} -- [description] Returns: [int] ...
def opposite_sub_simplex(simplex, sub_simplex): """ Get the opposite sub simplex of a given sub simplex in a simplex. The opposite sub simplex of a sub simplex f in a simplex T is the simplex consisting of all the vertices of T not in f. :param simplex: Simplex defined by a list of vertex indices....
def count_ways_recursive(n: int, m: int) -> int: """ """ if n == 0 or m == 0: return 0 if n == 1 or m == 1: return 1 return count_ways_recursive(n - 1, m) + count_ways_recursive(n, m - 1)
def coord_map_forward_1d(coord, x_step = 1, x_shift = 0, mode = 'linear'): """ Maps input coordinate (1D, value) to output coordinate given parameters step (m) and shift (b) for linear transformation y = m * x + b Intended to map meshgrid output arrays back to spatial coordinates. """ ...
def isJob(obj): """Returns true of the object is a job, false if not @return: If the object is a job @rtype: bool""" return obj.__class__.__name__ in ["Job", "NestedJob"]
def get_value_from_json(json_dict, sensor_type, group, tool): """Return the value for sensor_type from the JSON.""" if group not in json_dict: return None if sensor_type in json_dict[group]: if sensor_type == "target" and json_dict[sensor_type] is None: return 0 return j...
def expose_header(header, response): """ Add a header name to Access-Control-Expose-Headers to allow client code to access that header's value """ exposedHeaders = response.get('Access-Control-Expose-Headers', '') exposedHeaders += f', {header}' if exposedHeaders else header response['Access-Con...
def plural(word, count=2): """ Return the plural version the word if there is more than one count, otherwise return as is.""" if count > 1: if word.endswith('sh'): return word + 'es' else: return word + 's' else: return word
def split_into_chunks(lista, split_dims): """ Split a list into evenly sized chunks. The last chunk will be smaller if the original list length is not divisible by 'split_dims'. :param lista: List to be split. :param split_dims: Length of each split chunk. """ aux_list = [] # For item i in a ra...
def least_significant_digit(number): """Find out how many digits of precision a number has. Parameters ---------- number: float The number. """ number_string = str(number) if ('.' in number_string): print(number_string) print(number_string.partition('.')) pri...
def normalise(value: float, current_min: float, current_max: float, intended_min: float, intended_max: float) -> float: """ Function used to normalise a value to fit within a given range, knowing its actual range. Uses standard MinMax normalisation. :param value: Value to be normalised :param curr...
def frame_error_rate_calculation(n_suc, n_tot): """ Calculates the frame error rate given a success rate from the decoding stage. If no frame was successfully decoded, the protocol is aborted. :param n_suc: The number of frames that was successfully decoded. :param n_tot: The total number of frames....
def get_or_default(mapping, key, default_func=lambda: 'UNK'): """Get a key or call a func if not found in dict Notes: - UNK = unknown """ try: return mapping[key] except KeyError: return default_func()
def overlap(start1, end1, start2, end2): """Does the range (start1, end1) overlap with (start2, end2)?""" # https://nedbatchelder.com/blog/201310/range_overlap_in_two_compares.html if start1 > end1: start1, end1 = end1, start1 if start2 > end2: start2, end2 = end2, start2 return end1...
def is_leap(year): """Returns True iff the given year number represents a leap year.""" return year % 400 == 0 or(year % 4 == 0 and year % 400 != 0)
def get_domain_from_fqdn(url: str) -> str: """Input a fqdn and get only the domain name back Arguments: url STR -- url string of a domain. Eg. http://stackoverflow.com:8080/some/folder?test=/questions/9626535/get-domain-name-from-url Returns: STR -- domain name in str format. Eg. stackover...
def cdp_file_output(in_seq_name1, in_seq_name2, ref, nt, ext): """ Generate output file name :param in_seq_name1: sample name/s (str) :param in_seq_name2: sample name/s (str) :param ref: reference name (str) :param nt: aligned read length (int) :param ext: extension (ie. csv or pdf) :ret...
def escape_decode(data, errors='strict'): """None """ l = len(data) i = 0 res = [] while i < l: if data[i] == '\\': i += 1 if i >= l: raise ValueError("Trailing \\ in string") else: if data[i] == '\\': ...
def all_conditions_nominal(conditions): """ Checks whether all conditions are nominal If no conditions are specified, assume nominal """ if not conditions: return True return all([c.nominal for c in conditions])
def flatten_config(config, sep='--', prefix=None): """ >>> flatten_config({'a': 1, 'b': {'c': {'d': 4, 'e': [5, 6]}}}) {'a': 1, 'b--c--d': 4, 'b--c--e': [5, 6]} """ result = {} for key, value in config.items(): key = key if prefix is None else f'{prefix}{sep}{key}' if isinstance(...
def chain_to_quadratic(chain, target_adjacency, chain_strength): """Determine the quadratic biases that induce the given chain. Args: chain (set/list/tuple): The variables that make up a chain. target_adjacency (dict/:class:`networkx.Graph`): The adjacency dict of the t...
def isclose(a, b, rel_tol=1e-9, abs_tol=0.0): """Reimplementation of math.isclose() as it does not exist in Micropython.""" return abs(a-b) <= max( rel_tol * max(abs(a), abs(b)), abs_tol )
def help(title, url=None) -> str: """Creat help badge Args: title: help text url: url to open in new tab (optional) Returns: HTML formatted help badge """ if url is not None: return f'<a title="{title}" href="{url}" target="_blank"><span class="badge pull-right" sty...
def get_lost_guesses(guessed_letter, secret_word): """ Calculates the number of guesses lost from a guess according to the secret_word. :param guessed_letter: The letter the player guessed. :type guessed_letter: str :param secret_word: The secret word that the player needs to guess. :type s...
def get_translated(translation, lang=None): """Get a specific translation from a TranslatedString.""" # If we don't find the requested language, return this lang = lang or "EN" if not translation: # If empty, return. return None for t in translation: if t.language == lang: ...
def validate_scale_factors(value, _): """Validate the `validate_scale_factors` input.""" if value and len(value) < 3: return 'need at least 3 scaling factors.'
def gasKgKgDryToMoist(q,qh2o): """ Take Kg/Kg dry air to Kg/Kg moist air. """ r = q/(1+qh2o) return r
def sub(a, b): """ Subtrahiert die beiden Matrizen a, b komponentenweise. Gibt das Resultat der Subtraktion als neue Matrix c aus. """ n = len(a) c = [[0 for j in range(n)] for i in range(n)] for i in range(n): for j in range(n): c[i][j] = a[i][j] - b[i][j] return c
def remove_indent(s): """Remove indention of paragraph.""" s = "\n".join(i.lstrip() for i in s.splitlines()) return s
def get_totals(path_sha_loc): """Returns: total numbers of files, commits, LoC for files in `path_sha_loc` """ all_commits = set() total_loc = 0 for sha_loc in path_sha_loc.values(): all_commits.update(sha_loc.keys()) total_loc += sum(sha_loc.values()) return len(path_sha_loc), ...
def _transform_volumes(volumes): """Transform volume mapping from list to dict regconized by docker lib """ dict_volume = {} for volume in volumes: # Example format: # /var/tmp:/dest_var_tmp:rw => { # /var/tmp': { # 'bind': '/dest_var_tmp', # ...
def _ismissing(val): """Return True if a value is None, greater than 90.0, or less than -90. This function is used to check for invalid latitude values. Args: val (numeric): A numeric value. Returns: :obj:`bool`: True if the value is None, greater than 90.0, ...
def makeSortedGlyphLists(glyphList, fdGlyphDict): """ Returns a list containing lists of glyph names (one for each FDDict). glyphList: list of all glyph names in the font fdGlyphDict: {'a': [2, 1], 'negative': [1, 2], '.notdef': [0, 0]} keys: glyph names values: [FDDi...
def urlify(string): """ replace spaces with '+' """ string = string.strip() return string.replace(' ', '+')
def kilometers_to_miles(km): """ Convert from units of kilometers to miles PARAMETERS ---------- km: float A distance value in units of kilometers RETURNS ------- miles: float A distance value in units of miles """ #convert km to miles: return km*0.621371
def _get_tensor_name(node_name, output_slot): """Get tensor name given node name and output slot index. Parameters ---------- node_name : str Name of the node that outputs the tensor, as a string. output_slot : str Output slot index of the tensor, as an integer. Returns --...
def remove_puncatuation(review_str:str)->str: """remove puncatuation of a string """ import re return re.sub(r'[^\w\s]', '', review_str)
def num_mapper(nums, suggested_num_chunks): """ text: to be divided suggested_num_chunks: suggested number of chunks typically equal to num of cores """ chunk_size = max(len(nums) // suggested_num_chunks, 1) return [nums[i:i+chunk_size] for i in range(0, len(nums), ch...
def removelatex(string): """ Remove the latex $ symbols from a unit string Parameters ---------- string : str String containing latex math mode $ delimiters Returns ------- string : str Input string with $ delimiters removed """ if '$' in string: string ...
def flatten(stack, separator='-', prefix=''): """ Will return a one-level dictionary of all stack keys seperated by '-' matched to their concluding value. Example: data_key-data-no_filter-x_key-y_key-view_key : View.View (This is straight from stackoverflow.com) """ return {prefix + separator + ...
def is_power2(num): """Check if is a power of 2.""" return num != 0 and ((num & (num - 1)) == 0)
def get_column_ids(): """Get a list of log file column ids.""" columns_ids = [ 'T_experiment', 'T_loop', 'received', 'sent', 'lost', 'relative_loss', 'data_received', 'latency_min (ms)', 'latency_max (ms)', 'latency_mean (ms)', 'latency_variance (ms)', 'pub_loop_res_min (ms)', 'p...
def string_of_items(dic): """ Return a string containing all keys of a dictionary, separated by a comma (Helper function for structure inlining) :param dic: dictionary [key=string: value=string] :return: string constructed of the dictionaries' keys """ s = '' for k, v in dic.items(): ...
def str_cvt_upper(s): """konversi kecil->besar""" return s.upper()
def worker_to_cmd(is_gpu: bool, worker: int) -> str: """Returns a the bash command to run a worker job. Args: is_gpu (bool): True if worker is a gpu worker false if cpu worker worker (int): The worker id, this is the GPU id for gpu workers Returns: A string containing the bash comm...
def calculate_time(time_sec): """convert time in secs to days hours minutes and seconds""" days = time_sec // (3600 * 24) hours = time_sec % (3600 * 24) // 3600 minutes = time_sec % 3600 // 60 seconds = time_sec % 60 return ('{} days {} hours {} minutes {} seconds'.format(int(days),int(hou...
def calculate_EMA(prev_EMA, price, multiplier): """ Returning the EMA for t time """ return (price - prev_EMA) * multiplier + prev_EMA
def str_artists(artists): """Generate a pretty string from multiple artists (a list) from Spotify.""" artist_string = '' for artist in artists: artist_string += artist["name"] + ', ' artist_string = artist_string.rstrip(', ') return artist_string
def relu(x): """ ReLU activation function """ return x * (x > 0)
def city_info(request): """Return an OpenWeatherMap API city location.""" return { '_id': 6434841, 'name': 'Montcuq', 'country': 'FR', 'zip_code': 46800, 'coord': { 'lon': 1.21667, 'lat': 44.333328 } }
def _get_rule_delta_code_comment( delta_seconds: int, scope: str, ) -> str: """Create the comment that explains how the ZoneRule delta_code[_encoded] was calculated. """ delta_minutes = delta_seconds // 60 if scope == 'extended': return f"(deltaMinutes={delta_minutes})/15 + 4" el...
def mapping_given(a1, a2, b1, b2): """Returns function to translate b's coords to a's coords, assuming a1=b1 and a2=b2.""" # How do we translate the line between b1->b2 into a1->a2 style? adiff = [y - x for x, y in zip(a1, a2)] bdiff = [y - x for x, y in zip(b1, b2)] if 3 != len(set([abs(ad) for ad...
def _unpack_field(examples, field): """Get all values of examples under the specified field. Parameters ---------- examples : iterable An iterable of objects. field : str The field for value retrieval. Returns ------- list A list of values. """ return [e...
def remove_last_entry_from_path( path: str): """ - Use this to remove the last entry from a path. :param path: Initial path. :return: New path with the last entry removed. """ splitted = path.split('/') new_path = '' for index in range(len(splitted) - 1): new_path += ...
def get_flood_risk_rating(num): """Converts an integer value of a flood risk rating to the rating it represents - low (0/1), moderate (2), high (3), severe (4)""" if num == 0 or num == 1: return "Low" if num == 2: return "Moderate" if num == 3: return "High" if num == 4...
def parse_hosts(hosts): """ Parses a comma delimited string of hosts. Ex. localhost:9200,localhost:9201,localhost:9202 :param str hosts The hosts string. :return List An Elasticsearch list of hosts. """ return hosts.split(',')
def _curve_data_extrator_time(sigObjs): """ Extracts data from all curves from each SignalObj. Parameter (default), (type): ----------------------------- * sigObj (), (list): a list with SignalObjs for curve data extraction Return (type): -------------- * curveDat...
def find_indexes(lst, item): """Find the index of a character (or characters) in a list""" start_at = -1 locs = [] while True: try: loc = lst.index(item, start_at + 1) except ValueError: break else: locs.append(loc) start_at = loc ...
def convert_dir_regex_to_dir_prefix_regex(dir_regex): """ The patterns used to match directory names (and file names) are allowed to match a prefix of the name. This 'feature' was unintentional, but is being retained for compatibility. This means that a regex that matches a directory name can't be...
def can_combine(element1, element2): """ Return True if elements e1 and e2 can be combined per the rules of the game. """ if element1 > element2: element1, element2 = element2, element1 if 1 <= element1 <= 5: return element1 == element2 or element2 == 5 if element1 == 6: return ...
def conv(value, detectlimit): """Convert a value into something that gets returned""" # Careful here, we need to keep missing values for a later replacement if value is None or value == "": return None if value in ["n/a", "did not collect"]: return None if value.startswith("<"): ...
def get_rounds(number): """ :param number: int - current round number. :return: list - current round and the two that follow. """ num_list = [number, (number+1), (number+2)] return num_list
def bulk_structural_analysis(class_name, list, x) : """ @param list : a list of tuple (class function name, class function description) @rtype : a list of strings related to the findings """ formatted_str = [] for method_name, description in list : structural_analysis_results = x.tainted_packages.search_m...
def my_sum1(n): """ >>> my_sum1(10) 55.0 """ return (1/2)*n*(n + 1)
def macTolist(hexMac): """ converts hex MAC string to list :param hexMax: MAC address to convert (string) :returns: list of MAC address integers """ return [int(i,16) for i in hexMac.split('-')]
def check_prefixes(parsed, expected_prefixes): """Make sure each rank has the expected prefix""" for name, prefix in zip(parsed, expected_prefixes): try: obs, level_name = name.split('__', 1) except ValueError: return False if obs != prefix: return Fa...
def get_local_file_name(cur_key): """ Return the local file name for a given cost usage report key. If an assemblyID is present in the key, it will prepend it to the filename. Args: cur_key (String): reportKey value from manifest file. example: With AssemblyID: /koku/20180701-2...
def manhattan_infinity(obj1, obj2): """ Manhattan measure, under L_infinity standard, used in competitive learning mode. d(x, w_i) = \max_{j} (x_j - w_{ij}) """ return max(map(lambda obj: obj[0] - obj[1], zip(obj1, obj2)))
def fwd_slash(file_path): """Ensure that all slashes are '/' Args: file_path (st|Path): The path to force '/' Returns: (str): Formatted path """ return str(file_path).replace("\\", "/")
def cmp(a,b): """3-way comparison like the cmp operator in perl""" if a is None: a = '' if b is None: b = '' return (a > b) - (a < b)
def isBinAvailableInPath(name: str): """Check whether `name` is on PATH and marked as executable.""" from shutil import which return which(name) is not None
def reverse_orient(orient): """Reverse orientation.""" if not orient: return orient hours = 12.0 - float(orient.replace(',', '.')) if hours == 12.0: hours = 0.0 return "{0:0.1f}".format(hours).replace('.', ',')
def infer_object_package(obj): """ Infer the package that defines this object. """ module = obj.__class__.__module__ return module.split('.')[0]
def iou(box1, box2): """Compute the Intersection-Over-Union of two given boxes. Args: box1: array of 4 elements [cx, cy, width, height]. box2: same as above Returns: iou: a float number in range [0, 1]. iou of the two boxes. """ lr = min(box1[0]+0.5*box1[2], box2[0]+0.5*box2[2]) - \ max(box...
def file_path_name(file_path, data_frame): """ Returns the file path name. Parameters: ------ file_path: (str) the name of the file path data_frame: (str) the name of the dataframe Returns: ------- The fill filepath name: (str) """ texts = file_path + data_frame +...
def init_record(msg): """Initialize a TaskRecord based on a request.""" header = msg['header'] return { 'msg_id' : header['msg_id'], 'header' : header, 'content': msg['content'], 'metadata': msg['metadata'], 'buffers': msg['buffers'], 'submitted': header['date...
def _no_tiebreak(winners, n=1): """ Given an iterable of possibly tied `winners`, return None if there are more than `n` tied. """ if len(winners) <= n: return winners else: return [None]
def _is_builtin(obj): """Check if an object need not be converted.""" return isinstance(obj, (float, int, str, bool))
def large_straight(dice): """Score the given roll in the 'Large Straight' category. """ if sorted(dice) == [2, 3, 4, 5, 6]: return sum(dice) else: return 0
def _parse_record(record, entry_map): """Parses a list of string fields into a dictionary of integers.""" if not record: return {} try: return { key: int(record[idx]) for idx, key in entry_map } except IndexError: return {}
def address_of(item): """ Given an attribute access, return the string address of that attribute: test = proxy('pCube1') address_of(test.tx) >> 'pCube1.tx' if <item> is a string, it's returned unchanged.returned This function is primarily useful for mixing more elaborate f...
def largest_odd_times(L): """ Assumes L is a non-empty list of ints Returns the largest element of L that occurs an odd number of times in L. If no such element exists, returns None """ # Andrey Tymofeiuk: Sometimes double mistake leads to peculiar right result dict_collect = {} ...
def _deep_tuple(x): """Converts nested `tuple`, `list`, or `dict` to nested `tuple`.""" if hasattr(x, 'keys'): return _deep_tuple(tuple(x.items())) elif isinstance(x, (list, tuple)): return tuple(map(_deep_tuple, x)) return x
def get_param_value(name_param, list_of_results): """list of results is a list of lmfit ``ModelResult``.""" values = [] stderrs = [] for result in list_of_results: values.append(result.params[name_param].value) return values
def undirect(edge): """Normalize edges so that an edge and its reverse compare equal. For multigraph edges, assume that edge indices correspond. """ return (*sorted(edge[:2]), *edge[2:])
def fuzzy_row_key(rdata, col): """ Lookup correct index using closest col name. If the col has trailing Nones, these are ignored return -- key """ # Todo: Normalize rdata first try: # Remove trailing Nones. col = col[:col.index(None)] except ValueError: # No ...
def _filter_type_list(chromecast_list, type_name): """Get all chromecasts with cast_type equals to type_name""" is_type = lambda cc: cc.device.cast_type == type_name return tuple(filter(is_type, chromecast_list))
def map_ind(x): """Map the abbreviated names for the industries to their full name. Parameters ---------- x : str row in the disruption dataframe. Returns ------- x : str mapped abbrevation to full name for the specific row in the disruption dataframe. """ ind_map ...
def check_path(path): """Check if path ends with a slash ('/'). Else, it adds a slash. The function also creates the directory if it does not existing. Parameters ---------- path : str A path Returns ------- path : str A functional path """ from os import ...
def polynomiale(a : int, b : int, c : int, d : int, x : int) -> int: """Retourne la valeur de a*x^3 + b*x^2 + c*x + d """ return (a*x*x*x + b*x*x + c*x + d)