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def removeNonAscii(s): """ Useful utilitiy to fix up, e.g. email files""" # http://stackoverflow.com/questions/1342000/how-to-replace-non-ascii-characters-in-string return "".join(i for i in s if ord(i) < 128)
def count_digit(n, digit): """Return how many times digit appears in n. >>> count_digit(55055, 5) 4 >>> count_digit(1231421, 1) 3 >>> count_digit(12, 3) 0 """ if n ==0: return 0 if n % 10 == digit : return count_digit(n//10,digit) + 1 else: return cou...
def get_decoded_sent(text, predictions): """ Decodes the tokenized text and returns the sentence with predicted words. Args: text (str): Original text submitted by user. predictions (list): List of predicted words. Returns: str: Input sentence containing predicted words. "...
def tail(tup): """Implement `tail`.""" return tup[1:]
def func(beta, x): """ Just a linear function. Used by odr_fit but can use on its own. :param beta: Array [intercept, gradient] :param x: independent variable (generally x) """ # Expression of the line that we want to fit to the data y = beta[0] + beta[1] * x return y
def squared_error(y, t, scale=0.5): """Return the scaled squared error. Note that the error is not averaged, i.e. it does not compute the mean squared error. Args: y (list): Actual outputs. 1 dimensional. t (list): Target outputs. Same dimensions as `y`. Returns: list: Scaled s...
def distance(str1, str2): """ func: calculate levenshtein distance between two strings. :param str1: string1 :param str2: string2 :return: distance """ m, n = len(str1) + 1, len(str2) + 1 matrix = [[0] * n for _ in range(m)] matrix[0][0] = 0 for i in range(1, m): matrix[i...
def is_inside_interval(point, m, t): """Returns: true if point is bigger than m-t and less than m+t""" return point >= m - t and point <= m + t
def addDictionaries(d1,d2): """ Add the elements of two dictionaries. Missing entries treated as zero. """ lsum = [( key, d1[key]+d2[key]) for key in d1 if key in d2] lsum += [( key, d1[key]) for key in d1 if key not in d2] lsum += [( key, d2[key]) for key in d2 if key...
def greatest_common_divisor(a, b): """ Calculate Greatest Common Divisor (GCD). >>> greatest_common_divisor(24, 40) 8 """ return b if a == 0 else greatest_common_divisor(b % a, a)
def frange(start: float, end: float, step: float = .01): """Customized range version for floats to two decimal places""" values = list() counter = start while counter <= end: values.append(round(counter, 2)) counter += step values.append(round(counter, 2)) return values
def keyExists(myDict, key): """Returns True or False if 'key' is in 'myDict'""" return key in list(myDict.keys())
def get_day(d, m, y, leap): """ Calculator method Uses the algorithm to find the day :return: Day corresponding to the DD-MM-YYYY date :rtype: str """ # Initializing the mappings dd = {0: 'Sunday', 1: 'Monday', 2: 'Tuesday', 3: 'Wednesday', 4: 'Thursday', 5: 'Friday', 6: 'Saturday'} # 1800-1899: Friday, 1...
def sumsq(data, start=0): """Return the sum of the squares of a sequence of numbers. >>> sumsq([2.25, 4.5, -0.5, 1.0]) 26.5625 If optional argument start is given, it is added to the sequence. If the sequence is empty, start (defaults to 0) is returned. """ return sum((x*x for x in data), ...
def calculate_abs_power(panel_array): """ Calculate absolute power of a given panel array""" non_zero_panels = list(filter(lambda x: x != 0 , panel_array)) product = 1 for x in non_zero_panels: product *= x return abs(product)
def categories_to_columns(categories, prefix_sep = ' is '): """contructs and returns the categories_col dict from the categories_dict""" categories_col = {} for k, v in categories.items(): val = [k + prefix_sep + vi for vi in v] categories_col[k] = val return categories_col
def _get_dim_size(start, stop, step): """Given start, stop, and stop, calculate the number of elements of this slice.""" assert step != 0 if step > 0: assert start < stop dim_size = (stop - start - 1) // step + 1 else: assert stop < start dim_size = (start - stop - 1)...
def pentagon_n(n): """Returns the nth pentagon number""" return int(n * (3 * n - 1) / 2)
def get_gauss_job_type(setting_dict): """ Check the job type according to the setting_dict Args: setting_dict (str): A dict containing setting generated from parse_gauss_options Returns: (str): A str represents the job type """ # Check if composi...
def json_or_yaml(filename): """ This function would be obsolete when pyyaml supports yaml 1.2 With yaml 1.2 pyyaml can also read json files :return: """ import re from pathlib import Path commas = re.compile(r',(?=(?![\"]*[\s\w\?\.\"\!\-\_]*,))(?=(?![^\[]*\]))') """ Find all com...
def modsplit(module): """Split module into submodules.""" return tuple(module.split("."))
def parse_metadata(section): """Given the first part of a slide, returns metadata associated with it.""" metadata = {} metadata_lines = section.split('\n') for line in metadata_lines: colon_index = line.find(':') if colon_index != -1: key = line[:colon_index].strip() ...
def lucas_mod(n, mod): """ Compute n-th element of the Fibonacci sequence. """ x, y = 0, 1 # U_n, U_{n+1}, n=0 for b in bin(n)[2:]: x, y = ((y - x) * x + x * y) % mod, (x * x + y * y) % mod # double if b == "1": x, y = y, (x + y) % mod # add return x
def fullname(_o): """return fqn of this module""" # _o.__module__ + "." + _o.__class__.__qualname__ is an example in # this context of H.L. Mencken's "neat, plausible, and wrong." # Python makes no guarantees as to whether the __module__ special # attribute is defined, so we take a more circumspect...
def invert_dict(d): """Inverts a dictionary, returning a map from val to a list of keys. If the mapping key->val appears in d, then in the new dictionary val maps to a list that includes key. d: dict Returns: dict """ inverse = {} for key in d: val = d[key] inverse.setdef...
def sanitize_file_name(filename): """ Replaces unsafe symbols in filenames Args: filename (str): file name """ filename = filename.replace(' ', '_') filename = filename.replace("'", "") filename = filename.replace('"', '') return filename
def getPersonRecordId(record): """Returns a fairly unique person record identifier. May not be absolutely unique. """ return "{}_{}_{}_{}_{}".format( record['year'], record['record_number'], record['parish'], record['first_name'], record['last_name'])
def create_has_sentiments_present_vector(vector1, vector2): """ Create a short vector. If the the vectors are not equal to zero it returns [1,1], if either of the vectors are equal to zero it will return a zero for that vector. For example, if vector1 is a zero vector, but vector2 has values, the fu...
def flatten_list(lobj): """ Recursively flattens a list :param lobj: List to flatten :type lobj: list :rtype: list For example: >>> import putil.misc >>> putil.misc.flatten_list([1, [2, 3, [4, 5, 6]], 7]) [1, 2, 3, 4, 5, 6, 7] """ ret = [] for item in lob...
def count_fn(true_fn_flags, ground_truth_classes, class_code): """ Count how many true FN are left in true_fn_flags for class given by class_code Args true_fn_flags: list of flags that are left 1 if ground truth has not been detected at all ground_truth_classes: list of classes correspondin...
def poly(br_score): """ Calculate weighted break score """ return 1/(1+br_score)
def recursive_fibonacii(x): """assumes x an int >= 0 returns Fibonacci of x""" if x == 0 or x == 1: return 1 else: return recursive_fibonacii(x-1) + recursive_fibonacii(x-2)
def coord_translate_axis_origin(vertices): """Translates the vertices to the origin (0, 0, 0)""" #Finding minimum value of x,y,z minx = min(i[0] for i in vertices) miny = min(i[1] for i in vertices) minz = min(i[2] for i in vertices) #Calculating new coordinates translated_x = [i[0]-minx fo...
def quick_sort(arr): """ Breaks down array into smaller sections then swaps subsections into order uses local partition() and sub_quick_sort(), which assumes whole array should be sorted """ def partition(arr, low, high): i = low - 1 pivot = arr[high] for j in range(...
def turn_off_last_bit(S): """ Turns off the rightmost 1-bit in a word, producing 0 if none. By product, the position of toggled 1-bit is returned, -1 if none. Examples ======== When a 1-bit is present: >>> S, b = turn_off_last_bit(0b1011000) >>> bin(S) '0b1010000' >>> b 3 ...
def text_to_word_sequence(text, filters='!"#$%&()*+,-./:;<=>?@[\\]^_`{|}~\t\n', lower=True, split=" ") -> list: """ Convert text to word list :param text: test list :param filters: filter rules, filter all punctuation marks, tabs, newlines, etc. by default :param lower: whether to convert text to lowerc...
def trade_params(classification, trade_flow, year, origin, destination, product): """ Return a dictionary of parameters for requesting trade data and visualizations. Args: classification (str): specifies which product classification to use (e.g. 'hs92', 'hs96', 'hs0...
def imgtype2ext(typ): """Converts an image type given by imghdr.what() to a file extension.""" if typ == 'jpeg': return 'jpg' if typ is None: raise Exception('Cannot detect image type') return typ
def calc_speed_coefficient(thrust, total_mass): """ Calculate a ships maximum speed multipler for the server speed limit The maximum speed a ship can achieve on a server is a combination of the thrust:mass ratio of the ship and the server speed limit. This function returns a cofficient between 0.5 and ...
def _strip_result(context_features): """Keep only the latest instance of each keyword. Arguments context_features (iterable): context features to check. """ stripped = [] processed = [] for feature in context_features: keyword = feature['data'][0][1] if keyword not in pro...
def create_sim_props(k, phase): """Create simulation properties for planet. Parameters ---------- k : integer The Radial Velocity semiamplitude. phase : list Orbital phase of the object orbiting the star. Returns ------- dictionary Dictionary containing RV Semi....
def clamp(value, smallest, largest): """Return `value` if in bounds else returns the exceeded bound""" return max(smallest, min(value, largest))
def normalizeTextCase(text): """ Normalize the text casing. """ return text.lower()
def _make_args(cmd, opts, os_opts, separator='-', flags=None, cmd_args=None): """ Construct command line arguments for given options. """ args = [""] flags = flags or [] for k, v in opts.items(): arg = "--" + k.replace("_", "-") args = args + [arg, v] for k, v in os_opts.item...
def _interpolate(a, b, fraction): """Returns the point at the given fraction between a and b, where 'fraction' must be between 0 and 1. """ return a + (b - a)*fraction;
def strip(s, color=False): """strip(s, color=False) -> str Strips the : from the start of a string and optionally also strips all colors if color is True. """ if len(s) > 0: if s[0] == ":": s = s[1:] if color: s = s.replace("\x01", "") s = s.replace("\x0...
def indices_for_prop_level_3d(prop_level: int, start_point: tuple) -> set: """ Returns the indices at a given propagation level away from start_point in 3D """ x, y, z = start_point indices = set([]) # Will double add corners, but no worries because we use a set for i in range(-prop_leve...
def open_data(filename): """open the data in a file (no need for an exact extension)""" return open(filename).read()
def high_entropy_passphrases_v2(s): """Check whether a sequece is a valid passphrase.""" mmap = {} for word in s.split(' '): k = ''.join(list(sorted(word))) if k not in mmap: mmap[k] = 0 mmap[k] += 1 if mmap[k] > 1: return False return True
def parse_cookies_str(cookies): """ parse cookies str to dict :param cookies: cookies str :type cookies: str :return: cookie dict :rtype: dict """ cookie_dict = {} for record in cookies.split(";"): key, value = record.strip().split("=", 1) cookie_dict[key] = value ...
def appendToNewListAndReturnList(sequenceObject, element): """Return new list with one item (specified by elelement) appended""" #newList = copy_module.deepcopy(list) newList = list(sequenceObject) newList.append(element) return newList
def to_list(x): """ Function to convert a list of list of elements to list of elements :param x: list of list of objects :return: list of objects """ return [a for b in x for a in b]
def flatten(list): """ Flattens a list of lists into a list.""" return [item for sublist in list for item in sublist]
def get_total_timings(results, env, overhead_time): """ Sum all timings and put their totals in the env """ total_framework_time = 0 total_strategy_time = 0 total_compile_time = 0 total_verification_time = 0 total_kernel_time = 0 if results: for result in results: if 'fra...
def _unbool(element, true=object(), false=object()): """ A hack to make True and 1 and False and 0 unique for _uniq. """ if element is True: return true elif element is False: return false return element
def is_empty_line(line: str) -> bool: """ Determines whether a line is empty or not. """ return len(line) == 0 or line.isspace()
def join_nargs_arg(arg_value): """ Joins nargs argument values and returns a single array containing all the individual values. If the arg_value is not a list or a list of lists, the arg_value is returned. This function exists to handle the legacy syntax where arguments used "append" over ...
def undunder_keys(_dict): """Returns dict with the dunder keys converted back to nested dicts eg:: >>> undunder_keys({'a': 'hello', 'b__c': 'world'}) {'a': 'hello', 'b': {'c': 'world'}} :param _dict : (dict) flat dict :rtype : (dict) nested dict """ def f(key, value): ...
def build_source_url(username, repository): """ Create valid GitHub url for a user's repository. :param str username: username of the repository owner :param str repository: name of the target repository """ base_url = 'https://github.com/{username}/{repository}' return base_url.format(user...
def flatten(iterable, tr_func=None, results=None): """Flatten a list of list with any level. If tr_func is not None, it should be a one argument function that'll be called on each final element. :rtype: list >>> flatten([1, [2, 3]]) [1, 2, 3] """ if results is None: results = ...
def get_lat_long(rec): """ Parameters ---------- rec : dict Audio recording record. Returns ------- Tuple of (latitude,longtidue) as floats. Return (None,None) is error or missing """ try: lat = rec["location"]["lat"] long = rec["location"]["ln...
def set_bits(register, value, index, length=1): """ Set selected bits in register and return new value :param register: Input register value :type register: int :param value: Bits to write to register :type value: int :param index: Start index (from right) :type index: int :param le...
def add_digits(s): """Assumes s is a string of digits Returns the sum of the digits in s""" val = 0 for c in s: val += int(c) return val
def validate_search_inputs(row_id, search_column, search_value): """Function that determines if row_id, search_column and search_value are defined correctly""" return_value = { "valid": True, "msg": None } a_search_var_defined = True if search_column or search_value else False if r...
def parse_message(message): """ !meme [meme name]; [(optional) text1]; [(optional) text2] """ args = [] template, top, bot = '', '', '' try: args = message.split('!meme')[1].split(';') print(args) cnt = len(args) if cnt >= 1: template = args[0].lst...
def a2idx(j, n=None): """Return integer after making positive and validating against n.""" if type(j) is not int: try: j = j.__index__() except AttributeError: raise IndexError("Invalid index a[%r]" % (j,)) if n is not None: if j < 0: j += n ...
def dict2overview_list(d): """Convert an overview dict to a list based on its keys.""" result = [0, 0, 0, 0] for key in d: if 'num_posts' in key: result[0] = d[key] if 'num_' in key and 'post' not in key: result[1] = d[key] if 'per' in key: result[...
def generate_bounds_for_fragments(x_size, y_size, move_size, image_dimension): """ Generate bounds for fragments, for an image of arbitrary size Inputs: x_size - width of the image y_size - height of the image move_size - pixels to move (horizontally and vertically) between each ste...
def print_list(normal_list): """ :param normal_list: A normal Python list :return: List items in a SQL command """ sql_list = str(normal_list)[1:-1] # Add quotes around each item within the list return(sql_list)
def create_element(type, props=None, *children): """ Convenience function to create a dictionary to represent a virtual DOM node. Intended for use inside ``Widget._render_dom()``. The content of the widget may be given as a series/list of child nodes (virtual or real), and strings. Strings are converte...
def is_if_then(tokens): """:note: we assume single-line if have been transformed in preprocessing step.""" return tokens[0:1+1] == ["if","("]
def fib_1_recursive(n): """ Solution: Brute force recursive solution. Complexity: Description: Number of computations can be represented as a binary tree has height of n. Time: O(2^n) """ if n < 0: raise ValueError('input must be a positive whole number') if n in [0, 1]: return n return fib_1_recursi...
def last_updated_cell(i): """Make and return the last_updated cell at Column E.""" return "E{}".format(str(i))
def lie_bracket(element_1, element_2): """ Unfolds a Lie bracket. It is assumed that the second element is homogeneous (the bracket grows to the left). Returns a string encoding the result of unfolding: each addend is represented as a sequence of indeces (which are separated by '.'), the addends are sep...
def get_area(coords): """Returns area of blank space""" return (coords[1][0] - coords[0][0] + 1)*(coords[1][1] - coords[0][1] + 1)
def euclidean_area(poly, precision=6): """ An implementation of Green's theorem, an algorithm to calculate area of a closed polgon. This works for convex and concave polygons that do not intersect oneself whose vertices are described by ordered pairs. https://gist.github.com/rob-murray/11245628 ...
def int_to_hex_str(value, length=2): """ Convert an integer to a hex string. Args: value (int): The value to be converted length (int): The number of characters of the output string. Default: 2 """ # Make sure 'length' is of even length if length % 2 != 0: length += 1 # G...
def lr_schedule(epoch): """Learning Rate Schedule Learning rate is scheduled to be reduced after 80, 120, 160, 180 epochs. Called automatically every epoch as part of callbacks during training. # Arguments epoch (int): The number of epochs # Returns lr (float32): learning rate ...
def calc_absorption(_SystemFrequency_, _SpeedOfSound_, _Salinity_, _Temperature_, _XdcrDepth_): """ Calculate the water absorption. :param _SystemFrequency_: System frequency :param _SpeedOfSound_: Speed of Sound m/s :param _Salinity_: Salinity in ppt. :param _Temperature_: Water Temperature in...
def is_prime(num): """ This function checks whether the input natural number larger than 1 is a prime number. :param num: :return: boolean """ i = 2 while i ** 2 <= num: if num % i == 0: return False i += 1 return True
def next_pow2(x): """Find the closest pow of 2 that is great or equal or x, based on shift_bit_length Parameters ---------- x : int A positive number Returns ------- _ : int The cloest integer that is greater or equal to input x. """ if x < 0: raise At...
def is_valid_svd_string(ein_string: str) -> bool: """ Check the input ein_string is properly formatted for use in svd_flex Args: ein_string: See svd_flex for formatting restrictions Returns: is_valid: True if the format is valid, false otherwise """ # Parse ein_string into in...
def get_location(metadata): """Get location from ip context metadata.""" city = metadata["city"] country = metadata["country"] country_code = metadata["country_code"] location = [] if city: location.append("{},".format(city)) if country: location.append(country) if count...
def normalize_value(value): """Convert empty string to None""" if value == '': value = None return value
def create_add_message(event): """ Generates a add message that is broad-casted to all market data subscribers. """ message = {} message.update({'message-type': 'A'}) message.update({'timestamp': event['timestamp']}) message.update({'order-number': event['order_id']}) if event['side'] == 'bid': message.upd...
def get_matlab_prefix(filename: str) -> str: """ Returns the prefix of MatLab files, which sometimes have multiple "." characters in their filenames. """ return ".".join(filename.split(".")[:-2])
def rotate(string, n): """Rotate characters in a string. Expects string and n (int) for number of characters to move. """ pref: str = '' suf: str = '' for pos in range(len(string)): if n < 0: if (len(string) + n) <= pos: pref += string[pos] els...
def nfact(n: int) -> int: """ >>> nfact(5) 120 """ if n == 0: return 1 return n*nfact(n-1)
def snake_to_camelcase(name: str) -> str: """Convert snake-case string to camel-case string.""" return "".join(n.capitalize() for n in name.split("_"))
def getValidKeywords(kw, func): """ returns a dictionary containing the keywords arguments (in a list?) valid for a function. Parameters ---------- kw : (check) (check) func : (check) (check) Returns ------- filename : str Path to the audio example file included ...
def build_dummy_module_call(group_name, fifo_name, module_in, PE_ids): """Build the call of the dummy module Parameters ---------- group_name: str fifo_name: str module_in: int PE_ids: list """ dir_str = "out" if module_in == 0 else "in" lines = [] lines.append("\n") li...
def pprettyprint(parsedxml): """pretty printer mainly for testing""" st = bytes if type(parsedxml) is st: return parsedxml (name, attdict, textlist, extra) = parsedxml if not attdict: attdict={} attlist = [] for k in attdict.keys(): v = attdict[k] attlist.append("%s=%...
def get_resized_size(org_h, org_w, long_size=513): """get_resized_size""" if org_h > org_w: new_h = long_size new_w = int(1.0 * long_size * org_w / org_h) else: new_w = long_size new_h = int(1.0 * long_size * org_h / org_w) return new_h, new_w
def parse_enum_constant(enum_constant_or_name, enum_type): """ Return the enumerated constant corresponding to 'enum_constant_or_name', which can be either this constant or a its name (string). """ if isinstance(enum_constant_or_name, enum_type): return enum_constant_or_name else: ...
def sort_vms_by_total_disksize(vms): """ sort vms by disk size from adding up the sizes of their attached disks """ return sorted(vms, key=lambda vm: vm.get_total_disksize(), reverse=True)
def clearStaticTunnelTemplate(user): """ Generates ASA configuration to clear static IP allocation for users. :param user: username ids that has a unique address pool and tunnel group :type user: str :return: configuration for the ASA :rtype: str """ config = "" ...
def eval_amount(item, namespace): """Evaluate expressions within the "amount" field of the item. WARNING: not safe for use with untrusted input! """ if isinstance(item, dict) and isinstance(item.get("amount"), str): amount = eval(item["amount"], {}, dict(namespace)) return {**item, "amo...
def resp_to_string(resp): """Convert a resp (from the requests lib) to a string.""" if resp is None: return "<resp is None!>" msg = "\n----------------- Request -----------------" msg += "\n[{2}] {0} {1}".format( resp.request.method, resp.request.url, resp.status_code, ) for k, v...
def _elevation_color(elevation, sea_level=1.0): """ Calculate color based on elevation :param elevation: :return: """ color_step = 1.5 if sea_level is None: sea_level = -1 if elevation < sea_level/2: elevation /= sea_level return 0.0, 0.0, 0.75 + 0.5 * elevation ...
def time_str_fixer(timestr): """ timestr : str output rval : str if year is 2006, hysplit trajectory output writes year as single digit 6. This must be turned into 06 to be read properly. """ if isinstance(timestr, str): temp = timestr.split() year = str(int(temp[0])).zf...