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def digits_increase(num): """boolean test for number whose digits increase from left to right. Arg: num: the number to test. expecting a six-digit number. Returns: boolean """ output = True digits = [int(i) for i in str(num)] for i, dig in enumerate(digits[:-1]): if...
def slugify_province(prov): """ Province name to slug i.e. lowercase, and spaces to dashes. """ return prov.replace(' ', '-').lower()
def discrete_escape(trace, msg): """ :param trace: a partial trace :param msg: the message at a pyro primitive site :returns: boolean decision value Utility function that checks if a sample site is discrete and not already in a trace. Used by EscapePoutine to decide whether to do a nonlocal ex...
def _dict_deep_merge(a, b, path=None): """ Merges dict(b) into dict(a) """ if path is None: path = [] for key in b: if key in a: if isinstance(a[key], dict) and isinstance(b[key], dict): _dict_deep_merge(a[key], b[key], path + [str(key)]) elif ...
def get_ratings_tuple(entry): """ Parse a line in the ratings dataset Args: entry (str): a line in the ratings dataset in the form of UserID::MovieID::Rating::Timestamp Returns: tuple: (UserID, MovieID, Rating) """ items = entry.split('::') return int(items[0]), int(items[1]), fl...
def trim_args(kwds): """Gets rid of args with value of None, as well as select keys.""" reject_key = ("type", "types", "configure") reject_val = (None, ()) kwargs = { k: v for k, v in kwds.items() if k not in reject_key and v not in reject_val } for k, v in kwargs.items(): if k i...
def search_list(in_list, item): """Search for property in the input data Parameters ---------- in_list : list list of all the available properties item : str name of the property to search Returns ------- list list of index of the searched property """ r...
def has_isolated_transposition(source, image): """Check whether a, b exist, with a -> b and b -> a""" f = dict(zip(source, image)) for s, i in zip(source, image): if f[i] == s: return True return False
def is_leaf(cluster_): """a cluster is a leaf if it has length 1""" return len(cluster_) == 1
def wrap(value, wrapper='"'): """Jinja2 map filter to wrap list items in a string on both sides. E.g.: ['a', 'b', 'c'] -> ['"a"', '"b"', '"c"'] """ return wrapper + value + wrapper
def _add_slash_suffix(meta_value): """Add slash as the suffix is missing""" if meta_value and not meta_value.endswith("/"): return "{0}/".format(meta_value) return meta_value
def INT_CARTINDEX(am, i, j): """Returns offset index for cartesian function. #define INT_CARTINDEX(am,i,j) (((i) == (am))? 0 : (((((am) - (i) + 1)*((am) - (i)))>>1) + (am) - (i) - (j))) """ return 0 if (i == am) else ((((am - i + 1) * (am - i)) >> 1) + am - i - j)
def plugin_is_valid(plugin): """Determine whether or not plug-in `plugin` is valid Arguments: plugin (Plugin): Plug-in to assess """ if not plugin: return False return True
def mean(data): """Return the sample arithmetic mean of data.""" n = len(data) if n < 1: raise ValueError('mean requires at least one data point') return sum(data)/float(n)
def dicom_age_in_years(age_string): """Helper function to extract DICOM age into float Parameters ---------- age_string : str The age string as defined in the DICOM standard, see http://dicom.nema.org/medical/dicom/current/output/chtml/part05/sect_6.2.html Returns ------- f...
def hex_to_int(str_hex: str) -> int: """ Convert 0xdead1234 into integer """ return int(str_hex[2:], 16)
def Percentile2(scores, percentile_rank): """Computes the value that corresponds to a given percentile rank. Slightly more efficient. """ scores.sort() index = percentile_rank * (len(scores)-1) // 100 return scores[index]
def combine_from_pair(bit_765, bit_43210): """Store diacritics code (values 0-6) & letter code (values 1-26) in one byte-sized code. """ code = (bit_765 << 5) + bit_43210 return code
def extract_values(json_array, key): """ Obtain all values for a key in the JSON (dict) array """ return [item[key] for item in json_array]
def concat_numbers(n: int, m: int) -> int: """Concatenates two non-negative integers in base 10. Args: n: The non-negative integer that will be prepended to ``m``. m: The non-negative integer that will be appended to ``n``. Returns: An integer containing all base-10 digits of ``n``...
def action_from_trinary_to_env(action) -> int: """ Maps trinary model output to int action understandable by env """ assert action in (0, 1, 2), f'Wrong action: {action}' return { 0: 0, 1: 2, 2: 5 }[action]
def createElementXML(name,type,prefix='xsd'): """ Function used for the creation of xml elements. """ return '<%s:element name="%s" type="%s:%s"/>'%(prefix,name,prefix,type)
def POS(POSInt): """Returns 'F' if position indicator is present. The AllSportCG sends a * in a specific position to indicate which team has posession, and this changes that character to an 'F'. Using font Mattbats, F is a football.""" POSText = "" if POSInt == 42: POSText = "F" return(POSText)
def convertBack(x, y, w, h): #================================================================ # 2.Purpose : Converts center coordinates to rectangle coordinates #================================================================ """ :param: x, y = midpoint of bbox w, h = width, height of t...
def to_singular(name): """Convert the name to singular if it is plural This just trims a trailing 's', if found. """ return name[:-1] if name.endswith("s") else name
def some_complex_restriction(N): """I have no clue what this does but it returns a bool""" A = sum([1/x for x in range(int(N)) if x != 0]) return A + N**0.5 > 2*N
def createListForComboBox(dictionary, maxLength): """creating list for adding dictionary to combo box""" finished = [] for key in dictionary: if key == '': finished.append('') else: finished.append(key + ' : ' + ' ' * (maxLength - len(key)) + str(dictionary[key])) ...
def hyphen_range(s): """ Takes a range in form of "a-b" and generate a list of numbers between a and b inclusive. Also accepts comma separated ranges like "a-b,c-d,f" will build a list which will include Numbers from a to b, a to d and f""" s="".join(s.split())#removes white space r=set() for x ...
def filter_data(d_to_filt, names_to_include): """ Filters telemetry data :param d_to_filt: Unfiltered telemetry data :param names_to_include: list of names to include :return: filter event list """ data = [] for t in d_to_filt: if 'character' in t and t['character']['name'] in na...
def get_method_attr(method, cls, attr_name, default = False): """Look up an attribute on a method/ function. If the attribute isn't found there, looking it up in the method's class, if any. """ Missing = object() value = getattr(method, attr_name, Missing) if value is Missing and cls is not...
def vfunc(t=0, z=0, y=0, x=0): """A function that returns a linear combination of coordinates """ return 1.13*x + 2.35*y + 3.24*z - 0.65*t
def Udrift(amp,gAbs,c,d): """Calculates the 2nd order Stokes drift for a linear mode Parameters ---------- amp : float Description: Wave amplitude gAbs : float Magnitude of gravitational acceleration c : float Wave celerity d : float Water depth Return...
def trim_lib_name(platform, lib_name): """ Trim the libname if it meets certain platform criteria :param platform: The platform key to base the trim decision on :param libname: The libname to conditionally trim :return: """ if platform.startswith('win_x64'): return lib_name if no...
def _to_household_ids(in_file_paths): """ COUNTRY,YEAR,SERIALNO,PERSONS,puma_id, HHTYPE,PERNUM,place_id,SYNTHETIC_HID,longitude, latitude """ hid_column = 8 hids = set() for in_file_path in in_file_paths: with open(in_file_path, 'r') as fin: print('reading', in_file_p...
def intHexString(n, length, sep=4): """Convert an integer to a dotted hex representation. Args: n (int): integer to convert length (int): number of hex bytes sep (int): dot seperator length Returns: The hex string representation. """ hstr = '' hlen = len...
def get_key_by_value(dict_, value): """Return key by value.""" for key, val in dict_.items(): if value == val: return key return None
def get_qname(uri, name): """ Returns a fully qualified name from URI and local part. If any argument has boolean value `False` or if the name is already a fully qualified name, returns the *name* argument. :param uri: namespace URI :param name: local or qualified name :return: string or the na...
def permutations_without_dups(string): """ 8.7. Permutations without Dups: Write a method to compute all permutations of a string of unique characters. Complexity: O(n^3) """ def expand_perms(y, xs): out = [] for x in xs: for i in range(len(x) + 1): copy ...
def strip_quotes(s): """Trim white space and, if necessary, quote characters from s.""" s = s.strip() # Strip quotation mark characters from quoted strings. if len(s) >= 3 and s[0] == '"' and s[-1] == '"': s = s[1:-1] return s
def argpad(arg, n, default=None): """Pad/crop list so that its length is ``n``. Parameters ---------- arg : scalar or iterable Input argument(s) n : int Target length default : optional Default value to pad with. By fefault, replicate the last value Returns ----...
def sum_pair(numbers, sum_to): """ Naive approach with double for loop over unsorted numbers array Complexity: O(n2) """ for n1 in numbers: for n2 in numbers: if n1 + n2 == sum_to: return True return False
def calc_crc16(data): """Calc byte string CRC16""" s = 0 if len(data) % 2 == 1: data += chr(0) for i in range(0, len(data), 2): if type(data[i]) is str: s += ord(data[i]) + (ord(data[i + 1]) << 8) else: s += data[i] + (data[i + 1] << 8) s &= 0xfff...
def sqrt(number): """ Calculate the floored square root of a number Args: number(int): Number to find the floored squared root Returns: int: Floored Square Root """ # Handle non-integer inputs try: int(number) except ValueError: return None # Handle n...
def analyzeConnectivity(map, key): """ Analyze the connectivity of a given map using the key value. Parameters map: The map to analyze (dict) key: The key value (variable) Returns list: A list of connected values to the key (list) """ list = [] ...
def SCALAR_LINEAR_INTERPOLATOR(t0, v0, t1, v1, tt): """ Good intepolator if our values can be added, subtracted, multiplied and divided """ return v0 + (tt - t0) * (t1 - t0) / (v1 - v0)
def Force_Gravity(mass_ship, altitude): """Calculates the force of gravity acting on the ship at altitude in meters Args: mass_ship (float): The mass of the ship at timestep i. altitude (float): The altitude of the rocket above Mean Sea level Returns: force_gravity (float): Calculate...
def replace_last(source_string, replace_what, replace_with): """ Function that replaces the last ocurrence of a string in a word :param source_string: the source string :type source_string: str :param replace_what: the substring to be replaced :type replace_what: str :param ...
def mk_range(name, startnum, endnum, chain=None, color='gray70'): """Generate the PyMol code to display a colorized region.""" return """ color %(color)s, %(name)s and resi %(snum)s-%(enum)s %(chain)s """ % { 'name': name, 'snum': startnum, 'enum': endnum, 'chain': ...
def dictkeyclean(d): """Convert all keys of the dict 'd' to (ascii-)strings. :Raises: UnicodeEncodeError """ new_d = {} for (k, v) in d.items(): new_d[str(k)] = v return new_d
def confopt_int(confstr, default=None): """Check and return a valid integer.""" ret = default try: ret = int(confstr) except Exception: pass return ret
def clean_message(message): """ (str) -> str Return a message that only includes uppercase alphabetical characters. >>> clean_message('good morning') 'GOODMORNING' >>> clean_message('1975 commercial') 'COMMERCIAL' """ new_message = '' for char in message: if char.isalpha()...
def alpha_enumerate(message): """ Enumerate only alphabetical chars """ enumerated = [] num = 0 for c in message: if c.isalpha(): enumerated.append((num, c)) num += 1 else: enumerated.append((-1, c)) return enumerated
def column(matrix, i): """Returns i-th column from two-dimensional list matrix """ return [row[i] for row in matrix]
def lon2txt(lon, fmt='%g'): """ Format the longitude number with degrees. :param lon: longitude :param fmt: :return: :Examples: >>> lon2txt(135) '135\N{DEGREE SIGN}E' >>> lon2txt(-30) '30\N{DEGREE SIGN}W' >>> lon2txt(250) '110\N{DEGREE SIGN}W' """ lon = (lon ...
def round_down(value, base): """ Round `value` down to the nearest multiple of `base`. Expects `value` and `base` to be non-negative. """ return int(value - (value % base))
def line_intersection(m1, b1, m2, b2): """find (x, y) of point intersection of two lines""" if m1 is None and m2 is None: return all if abs(b1 - b2) < 0.001 else None if m1 is None: return b1, m2 * b1 + b2 elif m2 is None: return b2, m1 * b2 + b1 elif abs(m1 - m2) < 0...
def index_per_user(user, request): """Show this user's albums.""" return dict( target_user=user, )
def compute_iou(bboxA, bboxB): """ Computes the intersection over union between two bounding boxes. Arguments: bboxA, bboxB: Bounding Boxes Returns: iou (float): intersection over union between bboxA and bboxB """ # find coordinates of intersecting rectangle xA = max(bboxA[0], ...
def partition(xs, key): """Split xs by key, returning a list of matching elements and a list of non-matching elements. xs -- list -- items to partition key -- f(x) -> bool -- partitioning function returns -- (list, list) -- matches & non-matches """ matches, not_matches = [], [] for x...
def p_wrap(content): """wrap string in a <p> tag""" return "<p>%s</p>" % content
def sort_by_val_return_str(d): """ Takes a dict, sorts it by the value, and returns the string with key:value in reverse order by value """ string = "" for u in sorted(d.items(), key=lambda x:x[1], reverse=True): string += " {}:{}".format(u[0], u[1]) return string
def _countNumberOfAparitions(array, number): """Number of aparitions of a number in an array Parameters ---------- array : array of numbers number : number to search for Returns ------- aparaitions : int Number of aparitions of the number in the given array """ ...
def delete_trailing_number(line): """Deletes trailing number from a line. WARNING: does not preserve internal whitespace when a number is removed! (converts each whitespace run to a single space). Returns the original line if it didn't end in a number. """ pieces = line.split() try: ...
def remove_common_path_at_beginning(path1, path2): """ Removes path that is similar on both given paths at the beginning of both of them :param path1: str :param path2: str :return: str """ path2 = path2 or '' value = path2.find(path1) sub_part = None if value > -1 and value =...
def noamwd_decay(step, warmup_steps, model_size, rate, decay_steps, start_step=0): """Learning rate schedule optimized for huge batches""" return (model_size ** (-0.5) * min(step ** (-0.5), step * warmup_steps**(-1.5)) * rate ** (max(step - start_step + decay_steps, 0) // decay_steps))
def filter_out_empty_dict_entries(dict_to_filter): """ Filter out entries in a given dict that correspond to empty values. At the moment this is empty lists, dicts and None :param dict_to_filter: dict to filter :returns: dict without empty entries """ EMPTY_VALUES = (None, [], {}) re...
def has_file_allowed_extension(filename, extensions): """Checks if a file is an allowed extension. Args: filename (string): path to a file extensions (iterable of strings): extensions to consider (lowercase) Returns: bool: True if the filename ends with one of given extensions ...
def is_mol_end(a: str, b: str) -> bool: """Determine if `a` and `b` are both tokens within a molecule (Used by the `group_with` function). Returns False whenever either `a` or `b` is a molecule delimeter (`.` or `>>`)""" no_dot = (a != ".") and (b != ".") no_arrow = (a != ">>") and (b != ">>") no_p...
def _convert_github_url_to_api(url): """Convert github html url to api url""" url = url.split('/') # urls are always forward slash regardless of OS user, repo, branch, dirpath = url[3], url[4], url[6], url[7:] dirpath = '/'.join(dirpath) return branch, 'https://api.github.com/repos/%s/%s/contents/%...
def match_keyword(token, keywords): """ Checks if the given token represents one of the given keywords """ if not token: return False if not token.is_keyword: return False return token.value.upper() in keywords
def cooking(s): """ Returns the HTML encoded version of the given ASCII string. """ htmlCodes = ( ('&', '&amp;'), ("'", '&#39;'), ('"', '&quot;'), ('>', '&gt;'), ('<', '&lt;'), (' ', '&nbsp;'), ('\n', '<br>') ) ...
def validate_list(value): """ Validate a list input. Parameters: value (any): Input value Returns: boolean: True if value is a list """ return isinstance(value, list)
def wnid_str_to_int(str_wnid): """ string wnid to integer wnid""" return int(str_wnid[1:].lstrip('0'))
def json_value_available(o, k): """ Check out o[k]. :param o: object :param k: key :return: boolean """ try: o[k] return True except KeyError: return False
def get_expanse_exposure_context(data): """ provides custom context information from the Expanse Exposure API """ def exposure_to_obj(exposure): return { "ExposureType": exposure['exposureType'], "BusinessUnit": exposure['businessUnit']['name'], "Ip": exposur...
def parse_address(address): """Create a tuple containing a string giving the address, and an integer port number. """ base, port = address.split(':') return (base, int(port))
def to_json(record, fields) -> dict: """Convert a record with its fields to a dictionary.""" dct = {} for field in fields: dct[field] = record[field] return dct
def _len_arg(typ): """Returns the length of the arguments to the given type.""" try: return len(typ.__args__) except AttributeError: # For Any type, which takes no arguments. return 0
def isa(value, target): """True if value is a target via ==, issubclass, or isinstance""" # equality if value == target: return True # instance vs type if issubclass(type(value), type): if issubclass(type(target), type): # pragma: no cover return issubclass(value, targe...
def aresubclasses(subclasses, superclasses): """ Takes two lists; checks if each element of the first list is a subclass of the corresponding element in the second list. `subclasses`: sequence of ``type`` A list of potential subclasses. `superclasses`: sequence of ``type`` A list o...
def lower_keys(mapping): """ Return a new ``mapping`` modified such that all keys are lowercased strings. Fails with an Exception if a key is not a string-like obect. Perform this operation recursively on nested mapping and lists. For example:: >>> lower_keys({'baZ': 'Amd64', 'Foo': {'Bar': {'A...
def fizzbuzz(n): """Return the FizzBuzz string of a number.""" if n % 15 == 0: return 'FizzBuzz' elif n % 3 == 0: return 'Fizz' elif n % 5 == 0: return 'Buzz' return str(n)
def merge_dict(d1, d2): """ :type d1: dict :type d2: dict """ merged_d = d1.copy() merged_d.update(d2) return merged_d
def _scope_name_deduplication(key, scope_names, memo) -> list: """ Scope name deduplication. Args: key (str): Module name. scope_names (list): Scope names. memo (dict): Memo to record module name. Returns: list, renamed scope name. """ result = [] if key not...
def polym_2(params,x): """params: [0]: cuaratic coeff; [1]: linear coeff. [2]: function value at x=0""" f = params[0] * (x ** 2) + params[1] * x + params[2] return f
def fmt_n(large_number): """ Formats a large number with thousands separator, for printing and logging. Param large_number (int) like 1_000_000_000 Returns (str) like '1,000,000,000' """ return f"{large_number:,.0f}"
def is_fq_local_branch(ref): """Return True if a Git reference is a fully qualified local branch. Return False otherwise. Usage example: >>> is_fq_local_branch("refs/heads/master") True >>> is_fq_local_branch("refs/remotes/origin/master") False >>> is_fq_local_bra...
def is_equal(x, y, tolerance=0.000001): """ Checks if 2 float values are equal withing a given tolerance :param x: float, first float value to compare :param y: float, second float value to compare :param tolerance: float, comparison tolerance :return: bool """ return abs(x - y) < toler...
def get_plot_dict_p_s(ch_var): """Returns a dictionary of key parameters for plotting based on varied component.""" d = {} # polyelectrolyte density varied if ch_var == 'p': d = {'ch_var':'p', 'ch_fix':'s', 'order':[0,1], 'name_var':'Polymer'} # salt density varied elif ch_var == 's': ...
def invert_map(dic): """ Inverts map. Raises ValueError if map is not invertible. """ inv = {v: k for k, v in dic.items()} if len(inv) != len(dic): raise ValueError("map not invertible!") return inv
def check_disqualified_strings(input_str, list_of_disqualified_str): """ Given an str input_str and a list of str list_of_disqualified_str the function check_disqualified_strings returns true iff none of the strings in list_of_disqualified_str is part of the input_str """ return_bool = True ...
def iif(condition, true_value, false_value=None): """ "Inline If" : an ``if`` statement as a function. Examples: >>> from atelier.utils import iif >>> print("Hello, %s world!" % iif(1+1==2, "real", "imaginary")) Hello, real world! >>> iif(True, "true") 'true' >>> iif(False, "true")...
def filesize(value): """ Return human-readable filesize string. Adapted from https://djangosnippets.org/snippets/1866/ """ if value is None: return '-' if value < 512000: value = value / 1024.0 ext = 'kb' elif value < 4194304000: value = value / 1048576.0 ...
def countBits(n): """ count_bits == PEP8 (forced mixedCase by CodeWars) """ return '{:b}'.format(n).count('1')
def _ccw(a, b, c): """Test if the points a, b, c are in counterclockwise order.""" return (c[1] - a[1]) * (b[0] - a[0]) > (b[1] - a[1]) * (c[0] - a[0])
def _is_cglc(fname): """Check if a filename can be a CGLC raster.""" if len(fname.split("_")) != 8: return False if not fname.lower().endswith(".tif") or "_ProbaV_LC100_" not in fname: return False return True
def merge_dicts(src: dict, dest: dict): """ Merge src dict into dest dict. """ for key, value in src.items(): if isinstance(value, dict): # Get node or create one node = dest.setdefault(key, {}) if node is None: dest[key] = value el...
def meep_vertices(points, z): """ Converts a list of 2D points into a meep vertices array. """ points_str = [ 'mp.Vector3({}, {}, {})'.format(x, y, z) for x, y in points ] return "[" + ",".join(points_str) + "]"
def strictly_decreasing(py_list): """ check if elements of a list are strictly decreasing. """ return all(x > y for x, y in zip(py_list, py_list[1:]))
def _google_filter(items: list) -> list: """ Take list of dictionaries of items and return \ only ``title``, ``link``, ``snippet`` keys from them. Args: `items`: the list of dictionaries of links that has to be filtered. Returns: `list`: the list of dictionaries of links with \ ...