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def to_base36(value): """Returns a base36 version of an integer""" buf = [] while value: value, i = divmod(value, 36) buf.append(u'0123456789abcdefghijklmnopqrstuvwxyz'[i]) return u''.join(reversed(buf)) or u'0'
def type_to_str(t, separator=":"): """convert a type, e.g. a class to its unique module name. Constructed by default as: PATH_TO_MODULE:CLASS_NAME """ return f"{t.__module__}{separator}{t.__name__}"
def _fullname_to_url(fullname): """For forked projects, fullname is 'forks/user/...' but URL is 'fork/user/...'. This is why we can't have nice things. """ if fullname.startswith("forks/"): fullname = fullname.replace("forks", "fork", 1) return fullname
def normalize_config(config, prefix='boto3.', **kwargs): """ :type config: dict :type prefix: str :rtype: dict """ prefix_len = len(prefix) normalized = dict([(k[prefix_len:], v) for k, v in config.items() if k.startswith(prefix) and v]) normalized.update(kwargs) ...
def columns(expansion='') -> tuple: """ Column information for the parser to use when deciding how to split and structure the incoming data. Returns: tuple: Number of channels + column name pairs, otherwise () """ mapping = { '2a03': (5, ['pulse1', 'pulse2', 'triangle', 'noi...
def ParetoCdf(x, alpha, xmin): """Evaluates CDF of the Pareto distribution with parameters alpha, xmin.""" if x < xmin: return 0 return 1 - pow(x / xmin, -alpha)
def float_to_htk_int(string): """ Converts a string representing a floating point number to an integer (time in 100ns units)... """ try: return int(round(float(string)*10000000)) except: print(string) raise
def flatten_dict(obj, previous_key=None): """Flatten a nested dictionary with keys as obj1.obj2... and so on""" result = {} for k, v in obj.items(): if not isinstance(v, dict): key = f"{previous_key}.{k}" if previous_key is not None else k result.update({key: v}) else...
def _make_cmd(*args): """Normalize args list that may contain empty values or tuples. Flatten tuples and lists in the args list and remove any values that are None or the empty string. :param args: :return: processed list of command arguments """ cmd = [] for a in args: if type...
def time_(milliseconds: int) -> str: """Inputs time in milliseconds, to get beautified time, as string""" seconds, milliseconds = divmod(int(milliseconds), 1000) minutes, seconds = divmod(seconds, 60) hours, minutes = divmod(minutes, 60) days, hours = divmod(hours, 24) tmp = ((str(days) + " ...
def lstdct2dctlst(lst): """List of dictionaries -> dict of lists.""" keys = lst[0].keys() result = {k: [] for k in keys} for item in lst: for k, v in item.items(): result[k].append(v) return result
def format_title(title): """ Format title for reST. reST requires header text to have an underline at least as long as the text. """ underline = "=" * len(title) return f"{title}\n{underline}"
def sort_dict(item): """ Sort nested dict https://gist.github.com/gyli/f60f0374defc383aa098d44cfbd318eb """ return { k: sort_dict(v) if isinstance(v, dict) else v for k, v in sorted(item.items()) }
def derive_fabs_awarding_sub_tier(row, office_list): """ Derives the awarding sub tier agency code if it wasn't provided and can be derived from the office code. Args: row: the dataframe row to derive the awarding sub tier agency code for office_list: A dictionary of sub tier codes ...
def multiplication(a, b): """ Multiplication modulo 2^16 + 1 , where tha all-zero word (0x0000) in inputs is interpreted as 2^16, and 2^16 in output is interpreted as the all-zero word (0x0000) :param a: <int> :param b: <int> :return: result: <int> """ # Assert statements are a...
def _range_string_to_set(range_str): """Convert a range encoding in a string to a set.""" if '..' in range_str: range_start, range_end = range_str.split('..') range_start = int(range_start, 16) range_end = int(range_end, 16) return set(range(range_start, range_end+1)) else: ...
def set_rc_params(usetex=False): """ Set the rcParams that will be used in all the plots. """ rc_params = { #"axes.prop_cycle": cycler('color', # ['#1b9e77','#d95f02','#7570b3', # '#e7298a','#66a61e','#e6ab02', # '#a6761d','#666666']), "axes.labelsize"...
def bin2str(s1): """ Convert a binary string to corresponding ASCII string """ for i in s1: assert i == "0" or i == "1" bin_list = [int(s1[i:i+8], 2) for i in range(0, len(s1), 8)] for i in bin_list: assert i < 256 bin_list = [chr(i) for i in bin_list] return "".join(bin_list)
def nested_get(dic, keys): """ Address a nested dict with a list of keys to fetch a value. This is functionaly similar to the standard functools.reduce() method employing dict.get, but this returns 'bad_path' if the path does not exist. This is because we need to differentiate between an existin...
def _to_int(string): """Convert a one element byte string to int for python 2 support.""" if isinstance(string, str): return ord(string[0]) else: return string
def lerp(a, b, i): """Linearly interpolates from a to b Args: a: (float) The value to interpolate from b: (float) The value to interpolate to i: (float) Interpolation factor Returns: float: Interpolation result """ return a + (b-a)*i
def _get_upload_headers(user_agent): """Get the headers for an upload request. :type user_agent: str :param user_agent: The user-agent for requests. :rtype: dict :returns: The headers to be used for the request. """ return { 'Accept': 'application/json', 'Accept-Encoding': ...
def desc(x): """Transform Data Helper Function.""" return " ".join([i["value"] for i in x])
def flatten(d, parent_key='', sep='$'): """ Flattens a nested dict. Source: http://stackoverflow.com/questions/6027558/ >>> d = {'id':1, 'pre':{'ogg':'x', 'mp3':'y'}} >>> sorted(flatten(d).items()) [('id', 1), ('pre$mp3', 'y'), ('pre$ogg', 'x')] """ items = [] for k, v in d.items(): ...
def fchr(char): """ Print a fancy character :param char: the shorthand character key :type char: str :return: a fancy character :rtype: str """ return { 'PP': chr(10003), 'FF': chr(10005), 'SK': chr(10073), '>>': chr(12299) }.get(char, '...
def get_max_values(iterable): """Return the max values of the iterable.""" max_values = [] max_v = max(iterable) ACCEPTABLE_DIFFERENCE = 1 # hyperparameter for iter in iterable: difference = max_v - iter squared_difference = difference*difference if squared_difference < ACC...
def normURL(path): """Normalizes a URL path, like os.path.normpath. Acts on a URL independent of operating system environment. """ if not path: return initialslash = path[0] == '/' lastslash = path[-1] == '/' comps = path.split('/') newcomps = [] for comp in comps: i...
def database_info(connection): """ Parse an SQL string of the format: database_type://user:password@address:/database mysql://dbadmin:password@10.0.0.1/nova """ db = {} conn = connection.partition(':') if conn[1] != ':': return None db['type'] = conn[0] conn = con...
def _nav_conf(lst, bp=None): """ Shortcut for configuration navigation bars. Parameters ---------- lst : list List of tuples like (Display name, route name, {url arguments}). bp : str, optional The name of blueprint that the routes passed belong to. If omitted, a bluepr...
def translate(parsed): """ translate a tuple (mod, args) to a string """ if isinstance(parsed, tuple): return '%s(%s)' % (parsed[0], ', '.join(map(translate, parsed[1]))) else: return parsed
def clip(value, minimum=-float("inf"), maximum=float("inf")): """Clips a value to a certain range Arguments: value {float} -- Value to clip Keyword Arguments: minimum {float} -- Minimum value output can take (default: {-float("inf")}) maximum {fl...
def coding_problem_04(array): """ Given an array of integers, find the first missing positive integer in linear time and constant space. You can modify the input array in-place. Example: >>> coding_problem_04([3, 4, -1, 1]) 2 >>> coding_problem_04([1, 2, 0]) 3 >>> coding_problem_04(...
def temperature_over_total_temperature( mach, gamma=1.4 ): """ Gives T/T_t, the ratio of static temperature to total temperature. Args: mach: Mach number [-] gamma: The ratio of specific heats. 1.4 for air across most temperature ranges of interest. """ return (1 + (...
def _mode_array_map(mode_key, approx): """Return the mode_array in pycbc format for requested mode Parameters ---------- mode_key: int/str Mode key e.g. 22/'22'. approx: str Waveform approximant. Returns ------- mode_array: list pesummary.gw.waveform.fd_waveform...
def sexToDec (sexv, ra = False, delimiter = ':'): """sexToDec. Args: sexv: ra: delimiter: """ # Note that the approach below only works because there are only two colons # in a sexagesimal representation. degrees = 0 minutes = 0 seconds = 0 decimalDegrees = None sg...
def _format_value(value): """Convert to a string or be very visibly wrong. """ try: val_str = repr(value) except Exception: val_str = "<could not convert to string>" return val_str
def cast(val): """ Cast a value from a string to one of: [int, float, str, List[int], List[float], List[str]] Args: val (str): The value to cast. Returns: object: The casted value. """ val = str(val.strip()) if val.strip("[]") != val: return [cast(elem) for ele...
def _n2x(n): """ convert decimal into base 26 number-character :param n: :return: """ numerals='ABCDEFGHIJKLMNOPQRSTUVWXYZ' b=26 if n<=b: return numerals[n-1] else: pre=_n2x((n-1)//b) return pre+numerals[n%b-1]
def curve_area(x_array, y_array, switch_idx, switch_state): """ It truncates the curve space according the current switch_state. """ if switch_state == 0: x_array_reduced = x_array[:switch_idx] y_array_reduced = y_array[:switch_idx] else: x_array_reduced = x_array[switch_idx ...
def add_stub2connaddr(pack, stub): """ add stub into connaddr """ return pack | (stub << 32)
def _parse_style_str(s): """ Take an SVG 'style' attribute string like 'stroke:none;fill:black' and parse it into a dictionary like {'stroke' : 'none', 'fill' : 'black'}. """ styledict = {} if s : # parses L -> R so later keys overwrite earlier ones for keyval in s.split(';'): ...
def mean(numbers): """ Returns the arithmetic mean of a numeric list. see: http://mail.python.org/pipermail/python-list/2004-December/294990.html """ return float(sum(numbers)) / float(len(numbers))
def get_result_item(data, fields, fields_dict: dict = {}, filter_isset: bool = False) -> dict: """ :param data: dict or object withs function get(field_name) :param fields: list or set :param fields_dict: dict { alias: field_name } :return: dict """ result = {} # function getter field fr...
def yaml_padding_from_line(line: str) -> int: """Calculate number of spaces required to create a YAML multiline string. eg: line='foo: bar' -> 2 line=' foo: bar' -> 4 """ last_c = None padding = 0 for i, c in enumerate(line): if i == 0 and c != ' ': padding ...
def get_lat_long(row): """Get latitude and longitude.""" return row["coordinates"]
def cipher(text, shift, encrypt=True): """ Encrypts or decrypts a text using Caesar cipher. Parameters ---------- text: str A string that is to be encrypted or decrypted shift: int The number of positions that the text is shifted by encrypt: bool A boolean that state...
def intersection(list1, list2): """Intersection of two lists, returns the common elements in both lists. Args: list1 (list): A list of elements. list2 (list): A list of elements. Returns: result_list (list): A list with the common elements. Examples: >>> intersection([1,2...
def mod_inverse(a, n): """Return the inverse of a mod b >>> mod_inverse(42, 2017) 1969 """ b = n if abs(b) == 0: return (1, 0, a) x1, x2, y1, y2 = 0, 1, 1, 0 while abs(b) > 0: q, r = divmod(a, b) x = x2 - q * x1 y = y2 - q * y1 a, b, x2, x1, y2,...
def read_parameters(job): """Return the parameters of the job in a format that is valid for using as ``**kwargs``""" parameters = job["parameters"] or {} py_parameters = {k.replace("-", "_"): v for k, v in parameters.items()} return py_parameters
def _exists(index, nx, ny): """ Checks whether an index exists an array :param index: 2D index tuple :return: true if lower than tuple, false otherwise """ return (0 <= index[0] < nx) and (0 <= index[1] < ny)
def _labels_to_reverse_name(labels, ip_type): """ Convert a list of octets (IPv4) or nibbles (IPv6) to a reverse domain name """ name = '.'.join(list(reversed(labels))) name += '.in-addr.arpa' if ip_type == '4' else '.ip6.arpa' return name
def is_set(val): """ Returns True iff this is a "set-like" type """ return isinstance(val, (frozenset, set))
def charidx(c): """Return the array index of the given letter. Assumes 'A' <= c <= 'Z' """ return ord(c) - ord('A')
def flop_bothtrsm(n, k): """# of + and * for both lower and upper trsms, one with unit diag, of nxn matrix with k vectors.""" return (2*n**2 - n)*k
def _apply(func, *args, **kwargs): """ Apply a maybe-function to positional and named arguments. The result is ``func(*args, **kwargs)`` if ``callable(func)``, otherwise ``func``. :param func: A value that is optionally callable. :param args: The positional arguments passed to ``func``, if it is c...
def reverse_commits(fuchsia_commits_for_integration): """ Convert a map of "integration_revs -> [fuchsia_revs]" to "fuchsia_revs -> integration_revs". """ fuchsia_rev_to_integration = {} for integ, fuch_revs in fuchsia_commits_for_integration.items(): for f in fuch_revs: fuch...
def split_labels(labels): """Just split a string of labels into a list.""" return labels.split(",")
def two_fer(name=None) -> str: """ Return specific formatted information string based on presence of parameter. :param name: String (name) to format new returned string with. :return: Formatted string. """ return f"One for {name if name else 'you'}, one for me."
def adjustNumberInRange(x: float) -> float: """Adjust number into range (0,100)""" if x <= 0: return 1e-12 if x >= 100: return 100 - 1e-12 return x
def fx(vx0, n): """ Computed by hand """ if n>= vx0: return vx0*(vx0+1)/2 else: return n*(2*vx0 + 1 -n) / 2
def get_volumes(raw_input): """ Parse the sizes of storage volume 'volume' """ volumes = raw_input.strip().split("\n") volumes.pop(0) # delete the header output = {} for volume in volumes: device, size, used, available, percent, mountpoint = \ volume.split() output[mountp...
def largest_number_possible(iterable): """ Largest_number is defined as the largest number formed by arranging the elements of the iterable :param iterable: It is of type list or tuple accepting only non-negative integers :return: The largest number possibly formed from the given iterable ...
def value_of_card(card: str) -> int: """Determine the scoring value of a card. :param card: str - given card. :return: int - value of a given card. 'J', 'Q', 'K' = 10; 'A' = 1; numerical value otherwise. """ if card in ("J", "Q", "K"): return 10 if card == "A": return 1 re...
def reveal(ch, answer): """ This function will reveal the positions of the letter that is in the answer. :param ch: str, the characters that are in the answer :param answer: str, the word to be guessed :return: str, the revealed word after each guessing """ ans = '' for i in range(le...
def parse_scoped_selector(scoped_selector): """Parse scoped selector.""" # Conver Macro (%scope/name) to (scope/name/macro.value) if scoped_selector[0] == '%': if scoped_selector.endswith('.value'): err_str = '{} is invalid cannot use % and end with .value' raise ValueError(err_str.format(scoped_s...
def main( argv ): """ Script execution entry point """ # return success return 0
def fscore(precision, recall, beta=1): """Computes the F score. The F score is the weighted harmonic mean of precision and recall. This is useful for multi-label classification, where input samples can be classified as sets of labels. By only using accuracy (precision) a model would achiev...
def _create_edge_label(v1_label: str, v2_label: str, is_directed: bool) -> str: """Creates a consistent string representation of an :term:`edge`. This function is used instead of `edge.create_edge_label` to avoid circular dependencies. Args: v1_label: The first vertex label of the edge. ...
def _(text): """ AllanC OH MY GOD!!!!!!!!! I PRAY THIS IS SHORT TERM!!!!! REALLY!!!! This is copy and pasted from the admin_scripts translation - it cant be imported because it is outside the lib folder REMOVE THIS HACK!! PLEASE!! PLEASE!!! """ words = [ ("contents", "content")...
def _joinregexes(regexps): """gather multiple regular expressions into a single one""" return b'|'.join(regexps)
def second_smallest(numbers): """Find second smallest element of numbers.""" m1, m2 = float('inf'), float('inf') for x in numbers: if x <= m1: m1, m2 = x, m1 elif x < m2: m2 = x return m2
def ensure_list(v): """ Returns v if v is list; returns [v] otherwise """ if type(v) == list: return v return [v]
def testCaseStatusToBootstrapClass(value, arg): """ Translates the test case status value to the appropriate class to trigger the right color highlighting :param arg: the boolean value of test_case_include_flag """ if not arg: return 'info' else: translations = { 'NE...
def magic(target, actual, passed): """Wanna some magics?""" target_to_date = int(passed * target) return [ target, actual, target - actual, # Actual remain target_to_date, target - target_to_date, # Target to date remain target_to_date - actual...
def dedent(line, indent): """Dedents a line by specified amount. Args: line (str): The line to check. indent (int): The length of indent to remove. Returns: str: The dedented line. """ return line[indent:]
def is_nat_f(n): """Predicate determining if a string is a natural number""" return str.isdigit(n)
def get_launch_args(argv, separator=':='): """ Get the list of launch arguments passed on the command line. Return a dictionary of key value pairs for launch arguments passed on the command line using the format 'key{separator}value'. This will process every string in the argv list. NOTE: all ...
def remove_empty_values(list_with_empty_values: list) -> list: """ Remove empty values from list: .. code-block:: python >>> lst = ["A", "T", "R", "", 3, None] >>> list_to_dict(lst) ["A", "T", "R", 3] Args: list_with_empty_values (list): List with empty values Retu...
def _resolve_dotted_attribute(obj, attr): """Resolves a dotted attribute name to an object. Raises an AttributeError if any attribute in the chain starts with a '_'. """ for i in attr.split('.'): if i.startswith('_'): raise AttributeError( 'attempt to access private ...
def decibels_to_gain(decibels: float): """ Change unit from decibels to gains. Args: decibels: value in decibels. Returns: value in gains. """ return 10 ** (decibels / 20)
def remove_debian_default_epoch(version): """ Remove the default epoch from a Debian ``version`` string. """ return version and version.replace("0:", "")
def return_scalar(string): """ Return scalar if input string can transform to a scalar Can not deal with too large number (float) """ try: scalar = float(string) return scalar except ValueError: return string
def crc(line): """Calculate the cyclic redundancy check (CRC) for a string Parameters ---------- line : str, characters to calculate crc Returns ------- crc : str, in hex notation """ crc = ord(line[0:1]) for n in range(1, len(line)-1): crc = crc ^ ord(line[n:n+1]) r...
def remap_vertex(vertex, symmetry): """ Remap a go board coordinate according to a symmetry. """ assert vertex >= 0 and vertex < 361 x = vertex % 19 y = vertex // 19 if symmetry >= 4: x, y = y, x symmetry -= 4 if symmetry == 1 or symmetry == 3: x = 19 - x - 1 ...
def distance ( a , b ) : """ Distance in ULPS between two (floating point) numbers. It is assumed here that size(long)==size(double) for underlying C-library! Example ------- >>> a = ... >>> b = ... >>> print distance ( a , b ) """ if a == b : return 0 elif a > b : retu...
def get_filename(fh): """Try to get the `name` attribute from file-like objects. If it fails (fh=cStringIO.StringIO(), fh=StringIO.StringIO(), fh=gzip.open(), ...), then return a dummy name.""" try: name = fh.name except AttributeError: name = 'object_%s_pwtools_dummy_filename' %str(...
def add_names_to_metadata_dict(metadata_dictionary, list_of_area_names): """Adds area names to metadata dictionary""" for image_name in metadata_dictionary.keys(): for area_name in list_of_area_names: if area_name in image_name: metadata_dictionary[image_name]['area_name'] = ...
def to_proper_degrees(theta): """ Converts theta (degrees) to be within -180 and 180. """ if theta > 180 or theta < -180: theta = theta % 180 return theta
def MI(n: int): """nxn identity matrix""" return [[1 if i==j else 0 for i in range(n)] for j in range(n)]
def get_y(pair): """Gets y in a pair.""" y = pair[1] return y
def shell_escape_single_quote (command): """Escape single quotes for use in a shell single quoted string Explanation: (1) End first quotation which uses single quotes. (2) Start second quotation, using double-quotes. (3) Quoted character. (4) End second quotation, using double-quotes. (5) S...
def elemental_index_to_nodal_index(index): """ elemental_index_to_nodal_index converts an elemental index to a nodal one - elements exist in centroids formed by the nodal mesh :param index: elemental index :return: nodal index """ return tuple(i + 0.5 for i in index)
def get_width_and_height_from_size(x): """Obtain height and width from x. Args: x (int, tuple or list): Data size. Returns: size: A tuple or list (H,W). """ if isinstance(x, int): return x, x if isinstance(x, list) or isinstance(x, tuple): return x else: ...
def preprocess(x, LPAREN="(", RPAREN=")"): """ Parameters ---------- x: str or list[str] LPAREN: str, default "(" RPAREN: str, default ")" Returns ------- list[str] """ if isinstance(x, list): x = " ".join(x) sexp = x.replace(LPAREN, " %s " % LPAREN).replace(RPAR...
def read_file(path): """Reads a file and returns the data as a string.""" output = "" try: # If we could not open then we simply return "" as the output with open(path, "r") as content: output = content.read() except: pass return output
def format_input(string: str) -> str: """Format input to be used.""" return string.replace("r/", "").lower()
def get_age_breakdown(members): """This function will retrieve all the ages of the members, and return the number of adults, seniors, children, infants, and the total number of family members. """ infants = 0 children = 0 adults = 0 seniors = 0 for member in members: if member.age < 2: infants = inf...
def is_collection(v): """ Decide if a variable contains multiple values and therefore can be iterated, discarding strings (single strings can also be iterated, but shouldn't qualify) """ # The 2nd clause is superfluous in Python 2, but (maybe) not in Python 3 # Therefore we use 'str' instead...
def _glue_prefix_box(prefix, box, indent_width=None): """Concatenate strings with proper indentation.""" lines = box.split("\n") if indent_width is None: prefix_lines = prefix.split("\n") indent_width = len(prefix_lines[-1]) indent = indent_width * " " res_lines = [prefix + lines[0]]...
def _validate_data_format(data_format): """Verify correctness of `data_format` argument.""" data_format_ = str(data_format).upper() if data_format_ in {'NHWC', 'NCHW'}: return data_format_ raise ValueError( 'Argument data_format="{}" not recognized; must be one of ' '{{"NHWC", "NCHW"}} (case ins...