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def hook_get_load_data_query(table: str, current_date: str) -> str: """Returns the query to load the customer transactions. Here it is possible to filter just new customers or other customer groups. Args: table: A string representing the full path of the BQ table where the transactions are located. ...
def binary_search_iterative(arr: list, key) -> int: """Returns index of key in sorted arr if key is in arr, else -1. Implements: https://en.wikipedia.org/wiki/Binary_search_algorithm#Algorithm """ lo, hi = 0, len(arr) - 1 while lo <= hi: mid = (lo + hi) // 2 if arr[mid] == key: ...
def CheckToDelete(MasterStationList,data_files): """ Extract file names on server, and check if any which are not in master station list These already may not exist on the local system """ RemoteStations=[] for dfile in data_files: RemoteStations+=[dfile.filen.split('.')[0][:-5]] ...
def invert_dict(d): """Return a dictionary whose keys are the values of d, and whose values are lists of the corresponding keys of d """ inverse = dict() for key in d: val = d[key] inverse.setdefault(val,[]).append(key) return inverse
def parse_response(browse_nodes_response_list): """ The function parses Browse Nodes Response and creates a dict of BrowseNodeID to BrowseNode object :param browse_nodes_response_list: List of BrowseNodes in GetBrowseNodes response :return: Dict of BrowseNodeID to BrowseNode object """ mapped_re...
def canvas_rect(dw, dh): """Resizes a canvas dimensions so that it better fits on client browser.""" ar = dw / dh h = 400 if ar > 3 else 500 w_min = 300 w_max = 1000 w = int(ar * h) if w > w_max: w = w_max if w < w_min: w = w_min return ...
def latest(scores): """Get last added score. Args: scores: list of positive integers Returns: An integer representing the latest score """ return scores[-1]
def toGoatLatin(S): """ :type S: str :rtype: str """ count=1 sentences=S.split() for i in range(len(sentences)): if sentences[i][0].lower() in "aeiou": sentences[i]+="ma"+count*"a" else: sentences[i]=sentences[i][1:]+sentences[i][0]+'ma'+count*"a" count+=1 return " ".join(sentences)
def superset(alldicts): """ Returns dict containing all keys from the dicts contained in `alldicts` :param dict alldicts: a dictionary containing dictionaries""" superdict = {} for dict_ in alldicts.values(): superdict.update(dict_) return superdict
def truncate_text(text: str, limit: int = 256) -> str: """Truncate a given `text` if the `limit` is reached""" if limit <= 0: raise ValueError("limit must be greater than 0") return text[:limit] + "..." if len(text) > limit else text
def default_url_filter(url_list: list) -> list: """Filters out URLs that are to be queried. Args: url_list: List of URL with metadata dict object. Returns: List of URL with metadata dict object that need to be queried. """ ret_list = [] for cur_url in ur...
def calculate_percentages(counts): """ Given a list of (token, count) tuples, create a new list (token, count, percentage) where percentage is the percentage number of occurrences of this token compared to the total number of tokens. Arguments: counts (list of (str or unicode, int)): tuples...
def parse_weights(weights): """Parse loss weights from configuration setting. Args: weights: weights in configuration Return: a list where each element is the weight as float """ weights = weights.split(",") weights = [float(w) for w in weights] return weights
def format_session_uri(reana_server_url, path, access_token): """Format interactive session URI.""" return "{reana_server_url}{path}?token={access_token}".format( reana_server_url=reana_server_url, path=path, access_token=access_token)
def get_shapes(tensor5s): """Return shapes of a list of tensors""" return [t['shape'] for t in tensor5s]
def list_files_in_directory(path): """ Get a list of files within a given directory """ import glob return glob.glob(path + "/*")
def crc32_tab_rev(prev, crctab, byte): """ return next = crc32(prev, byte) crc32(p0,b0) ^ crc32(p1,b1) = crc32(p0^p1, b0^b1) """ return crctab[(prev^byte)&0xff] ^ (prev>>8)
def parse_colon_delimited_options(option_args): """Parses a key value from a string. Args: option_args: Key value string delimited by a color, ex: ("key:value") Returns: Return an array with the key as the first element and value as the second Raises: ValueError: If the key value option is ...
def verifica_punct(punct, linii, coloane): """Verifica daca un anumit punct se afla in interiorul imaginii """ return 0 <= punct[0] < linii and 0 <= punct[1] < coloane
def _humanize_time(amount, units): """Chopped and changed from http://stackoverflow.com/a/6574789/205832""" intervals = (1, 60, 60 * 60, 60 * 60 * 24, 604800, 2419200, 29030400) names = ( ("second", "seconds"), ("minute", "minutes"), ("hour", "hours"), ("day", "days"), ...
def _nearesthr(t=0): """Top of the hour nearest within 30 minutes""" hr=3600 d=t%hr if d<1800: hr=0 return t+hr-d
def normalize_alef_maksura_safebw(s): """Normalize all occurences of Alef Maksura characters to a Yeh character in a Safe Buckwalter encoded string. Args: s (:obj:`str`): The string to be normalized. Returns: :obj:`str`: The normalized string. """ return s.replace(u'Y', u'y')
def distance_steps(wire_coords, point): """Calculate the distance in steps for a wire to reach a point""" dist = 0 for coord in wire_coords: dist += 1 if coord == point: break return dist
def generate_id(list): """ Creates a unique ID for a new item to be added to the list""" return len(list) + 1
def group_by(resources, key): """Return a mapping of key value to resources with the corresponding value. Key may be specified as dotted form for nested dictionary lookup """ resource_map = {} parts = key.split('.') for r in resources: v = r for k in parts: v = v.get...
def forwardCost(item, problem, heuristic): """Find forward cost which is heuristic""" # heuristic None means null so return Zero if heuristic is None: return 0 return heuristic(item[0], problem)
def main(textlines, messagefunc, config): """ KlipChop func to to join lines together using the joiner character """ result = list(textlines()) count = len(result) result = config['joiner'].join(result) messagefunc(f'Joined {count} lines') return result
def _is_pair(obj): """Helper to test if something is a pair (2-tuple).""" return isinstance(obj, tuple) and len(obj) == 2
def find_missing_number(nums): """Returns the missing number from a sequence of unique integers in range [0..n] in O(n) time and space. The difference between consecutive integers cannot be more than 1. If the sequence is already complete, the next integer in the sequence will be returned. >>> find...
def _filter_unique(tuple_list): """For a list of tuples [(distance, value), ...] - filter out duplicate values. Args: tuple_list: List of tuples. (distance, value) """ added = set() ret = [] for distance, value in tuple_list: if not value in added: ret.append((di...
def int_parser(int_str: str) -> str: """Convert a numeric string to hex.""" return hex(int(int_str))
def unicode_unescape(value): """Convert escaped unicode and Python backslash values in str Args: value (str): contains escaped characters Returns: str: unescaped string """ if hasattr(value, 'decode'): # py2 return value.decode('string_escape') # py3 return v...
def indent_string(string: str, amount: int) -> str: """ Indent a string by a given number of spaces. Parameters ---------- string : str The string to indent. amount : int The number of spaces to indent by. Returns ------- str The indented string. """ ...
def _get_keyword(query): """ Calculate word len, used internally by is_begin_required :param query: query :return: keyword len, keyword """ query_len = len(query) word_len = 0 while (word_len < query_len) and query[word_len].isalpha(): word_len += 1 keyword = query[0:word_le...
def make_polynomial(coefficients: list) -> str: """Make a string polynomial from coefficients.""" polynomial = [] power = len(coefficients) - 1 # Create the polynomial for i, a in enumerate(coefficients): # If a is negative, add a minus sign between terms. if i != 0: if a...
def remove_translation_suffix(value, arg): """ Removes the '/de' component from page titles Args: value: arg: Returns: str: The title without a translation suffix """ if arg in value: return value.replace("/" + arg, "") return value
def build_metadata_from_setuptools_dict(metadata): """Build and return metadata from a setuptools dict. This is typically from package metadata. """ # based on warehouse and virtualenv examples # https://github.com/pypa/warehouse/blob/master/warehouse/templates/packaging/detail.html # https://g...
def xywh_to_xyxy(a): """ Converts a single box from XYWH to XYXY format a: box in XYWH coordinates """ return [a[0], a[1], a[0]+a[2]-1, a[1]+a[3]-1]
def extract_lists(source_data): """Extract each item from a nested list into one list. Takes a list which holds one list with a number of items. Extracts each item so that it is one item in one list. Returns a list with multiple items, from a list of one list. Args: source_data (list):...
def reduced_digest(digest_peaks): """ Create a reduced version of the digest with only the M-xx ions, to be used in the step of normalization of intensities """ output_dic = {} for key in digest_peaks: a = [x for x in digest_peaks[key][-1] if 'M-' in x.split("(")[0] or len(x.split("(")[0...
def rev(s): """concatenates inside out""" return len(s) != 0 and rev(s[1:]) + s[0] or s
def status_from_tag(tag: str = "info") -> str: """ Determine Bootstrap theme status/level from Django's Message.level_tag. """ status_map = { 'warning': 'warning', 'success': 'success', 'error': 'danger', 'debug': 'info', 'info': 'info', } return status_ma...
def get_trasnformed_dict(old_dict, transformation_dict): """ Returns a dictionary with the same values as old_dict, with the correlating key:value in transformation_dict :type old_dict: ``dict`` :param old_dict: Old dictionary to pull values from :type transformation_dict: ``dict``...
def calc_compression(word_size, time_series_len=24): """ Calculated according to 'Application of time series discretization using evolutionary programming for classification of precancerous cervical lesions' by H. Acosta-Mesa et al., 2014 :param word_size: wordsize chosen for the SAX algorithm. integer....
def clean_value(value): """ This gets run on every value """ value = value.lstrip(" ") # Remove leading whitespace if value=='NA': # Throw out NA's return '' return value
def on_off(image, w, h, threshold=128): """ Black and white (no greyscale) with a simple threshold. If the color is dark enough, the laser is on! """ result = [] for row in image: result_row = [] for pixel in row: # We draw black, so 255 is for dark pixels ...
def _find_slice_interval(f, x, u, D, r, w=1.0): """Return approximated interval under f at height u.""" a = x - r*w b = x + (1-r)*w a_out = [a] b_out = [b] if a < D[0]: a = D[0] a_out[-1]= a else: while f(a) > u: a -= w a_out.append(a) ...
def service_item(service, status, openapi, endpoints): """Function that sets the correct structure for service item If status=='OK' and openapi is empty then: * it is REST X-Road service that does not have a description; * endpoints array is empty. If status=='OK' and openapi is not empty then: ...
def urlnoencode(query): """Convert a sequence of two-element tuples or dictionary into a URL query string without url-encoding. """ output = [] arg = "%s=%s" if hasattr(query, "items"): # mapping objects query = list(query.items()) for k, val in query: output.append...
def DUMMY(_workflow, view): """Never takes any action.""" return {v: None for v in view}
def excel_column_label(n): """ Excel's column counting convention, counting from A at n=1 """ def inner(n): if n <= 0: return [] if not n: return [0] div, mod = divmod(n - 1, 26) return inner(div) + [mod] return "".join(chr(ord("A") + i) for i...
def hund_case_b_landau_g_factor(n, j, s, l, gs, gl): """ Hund case B Landau g-factor .. math:: g = g_s \\frac{J(J+1) + S(S+1) - N(N+1)}{2J(J+1)} + g_l \\Lambda \\frac{J(J+1) - S(S+1) + N(N+1)}{2JN(J+1)(N+1)} Parameters: n (float): N of level j (float): J of level ...
def removesuffix(self: str, suffix: str) -> str: """[util] remove suffix from a string XXX: use build-in method instead for Python 3.9: s.removesuffix(suffix) From https://www.python.org/dev/peps/pep-0616/ """ if suffix and self.endswith(suffix): return self[:-len(suffix)] els...
def has_flag(value: int, flag: int) -> bool: """ Checks if *flag* (or mask) is set in *value* :param value: The value to check in :param flag: The flag :returns: True if *flag* is set in *value*, false otherwise """ return value & flag == flag
def split(a, n): """ Splits an array into n arrays with an as-equal-as-possible distribution ex. an array with 42 elements split into 4 groups will """ k, m = divmod(len(a), n) return [x for x in (a[i * k + min(i, m):(i + 1) * k + min(i + 1, m)] for i in range(n))]
def remove_unused_Y(ar_iteration, dict_Y_predicted, dict_Y_to_remove): """Remove unused Y predictions of past AR iterations.""" list_idx_Y_to_remove = dict_Y_to_remove[ar_iteration] if list_idx_Y_to_remove is not None: for ldt in list_idx_Y_to_remove: del dict_Y_predicted[ldt] retur...
def square_area(side): """Returns the area of a square""" area = side ** 2 return area
def js_quote(string): """Prepare a string for use in a 'single quoted' JS literal.""" string = string.replace('\\', r'\\') string = string.replace('\'', r'\'') return string
def nand(bool1, bool2): """ Take two Boolean values bool1 and bool2 and return the specified Boolean values """ if bool1: if bool2: return False else: return True else: return True
def _get_two_lowest(matching_terms, counts): """Gets two lowest frequency matching terms Assumes that len(matching_terms) >= 2 Parameters ---------- matching_terms : {str} The set of matching words counts : {str: int} A dictionary of word counts for the text from which the chun...
def normalize_range(original_array, original_min, original_max, new_min, new_max): """ Normalizing data to a new range (e.g. to [-1, 1] or [1, 1]) :param original_array: input array :param original_min: current minimum (array, can be derived from a larger sample) :param original_max: current max (arra...
def quadratic_limb_darkening(mu, a_ld=0., b_ld=0.): """ Define quadratic limb darkening model with two params. """ return 1. - a_ld * (1. - mu) - b_ld * (1. - mu)**2
def flatten_value_in_nested_dict(nested_dict, key_path): """Flatten a value within a nested dict. eg. If nested_dict = {'outer-key': {'inner-key': 'inner-value'}} And key_path = 'outer-key.inner-value' Then result = {'outer-key: 'inner-value'} """ val = nested_dict for key i...
def sort(_list): """ Bubble Sorting algorithm :param _list: list of values to sort :return: sorted values """ for i in range(len(_list)): for j in range(len(_list) - 1, i, -1): if _list[j] < _list[j - 1]: _list[j], _list[j - 1] = _list[j - 1], _list[j] re...
def AND(bools): """Logical And.""" if False in bools: return False return True
def out_of_bounds(pt, shape): """ Returns True if point is in the bounds given by shape, False if not. Parameters ---------- pt : 2-tuple of ints Point to check if out of bounds. shape : 2-tuple of ints Bounds (assuming from 0 to the values given in this tuple). Returns : ...
def diamond(n): """Display a diamond made of *. Args: n: (int) Amount of *s in the middle row. Returns: Diamond shaped text. None if input n is invalid. """ if n <= 0 or n % 2 == 0: return None offset = int((n - 1)/2) # for i in range(offset + 1): # shap...
def getCallingCodes(phoneNumber): """ Returns the calling code for a phone number. () will be removed from calling codes for fixed lines Assuming that fixed lines do not have a calling code that is (140) """ if phoneNumber.startswith("140"): return "140" if ( phoneNumber....
def is_iterable(x): # https://stackoverflow.com/a/1952481/6605826 """Test if x is iterable""" try: iter(x) except TypeError: return False else: return True
def binary_search(array, element): """ Perform Binary Search by Iterative Method. :param array: Iterable of elements :param element: element to search :return: returns value of index of element (if found) else return None """ left = 0 right = len(array) - 1 while left <= right: ...
def split_host(srv): """ Split host:port notation, allowing for IPV6 """ if not srv: return None, None # IPV6 literal (with no port) if srv[-1] == "]": return srv, None out = srv.rsplit(":", 1) if len(out) == 1: # No port port = None else: try: ...
def refoldidx(SEPlib=True, swapXY=False): """ Theses are indexing corrections to set the spacings and origin witht the correct axes after refolding. """ if SEPlib: idx = (2,1,0) if swapXY: idx = (1,2,0) else: idx = (0,1,2) if swapXY: idx = (1,0...
def get_approving_reviewers(props): """Retrieves the reviewers that approved a CL from the issue properties with messages. Note that the list may contain reviewers that are not committer, thus are not considered by the CQ. """ return sorted( set( message['sender'] for message in props...
def filter_nc_files(path_list): """Given a list of paths, return only those that end in '.nc'""" return [p for p in path_list if p.suffix == '.nc']
def param_to_secopt(param): """Convert a parameter name to INI section and option. Split on the first dot. If not dot exists, return name as option, and None for section.""" sep = '.' sep_loc = param.find(sep) if sep_loc == -1: # no dot in name, skip it section = None opt...
def tokenize(chars): """ Convert a string of characters into a list of tokens. """ return chars.replace('(', ' ( ').replace(')', ' ) ').split()
def tile_coords_to_quadkey(x, y, zoom): """Create a quadkey from xyzoom coordinates for Bing-style tileservers.""" quadKey = '' for i in range(zoom, 0, -1): digit = 0 mask = 1 << (i - 1) if(x & mask) != 0: digit += 1 if(y & mask) != 0: digit += 2 ...
def get_ptype(proxy): """ :param proxy: https://124.0.0.1 :return: https """ return proxy.split(':')[0]
def convert_milliseconds(milliseconds): """ Takes in time in milliseconds and returns time in human readable format. """ hours = milliseconds // 3600000 leftover = milliseconds % 3600000 minutes = leftover // 60000 if minutes < 10: minutes = "0" + str(minutes) seconds = (lefto...
def xml_boolean(line, tag, namespace, default=False): """ Get bool value from etree element """ try: val = (line.find(namespace + tag).text) except: val = default if val=='false' or val=='0' or val=='False' or val==False or val==None: val=False else: val=True...
def sensor_number(status: int): """ >>> sensor_number(0b011) 'sensor #3' """ sensornum = status & 0b111 if sensornum == 0: return 'no sensor has error' elif sensornum <= 4: return f'sensor #{sensornum}' else: return 'reserved'
def bytes_to_human(size): """ Convert Bytes to more readable units """ units = [ 'B', 'kB', 'MB', 'GB', 'TB' ] unit_idx = 0 # Start with Bytes while unit_idx < len(units)-1: if size < 2048: break size /= 1024.0 unit_idx += 1 return size, units[unit_idx]
def events_bridge_region(previous, current, types, getter): """Used in trace.process_chunk to check for certain enter-leave event sequences""" return (getter(previous, 'region_type') in types and getter(previous, 'endpoint') == 'enter' and getter(current, 'region_type') in types ...
def read_numbers(line): """ This function reads the pp (purchase price) and ch (cash) float numbers from the input line. @param line -- Input line with the numbers @return -- (pp, ch) tuple with the read float numbers """ args = line.split(';') pp = float(args[0]) ch = float(args[1]) ...
def as_actor(input, actor) : """Takes input and actor, and returns [as <$actor>]$input[endas].""" if " " in actor : repla = "<%s>"%actor else : repla = actor return "[as %s]%s[endas]" % (repla, input)
def calc_starting_row(page_num, rows_per_page=10): """ Calculate a starting row for the Solr search results. We only retrieve one page at a time :param page_num: Current page number :param rows_per_page: number of rows per page :return: starting row """ page = 1 try: page = int(p...
def validate_src_dest(src, dest): """Check that at least one argument is a Dropbox URI.""" return src.startswith("dbx://") or dest.startswith("dbx://")
def get_set_bits_count(number: int) -> int: """ Count the number of set bits in a 32 bit integer >>> get_set_bits_count(25) 3 >>> get_set_bits_count(37) 3 >>> get_set_bits_count(21) 3 >>> get_set_bits_count(58) 4 >>> get_set_bits_count(0) 0 >>> get_set_bits_count(256)...
def square(x): """ square numpy array Args: x (ndarray): input array Returns: y (ndarray): output array """ y = x**2 return y
def replicaset_members(replicaset_document): """ Returns the members section of the MongoDB replicaset document """ return replicaset_document["members"]
def bubble_sort(L): """Implementation of bubble sort.""" n = len(L) if n < 2: return L for i in range(n - 1): is_sorted = True for j in range(n - i - 1): if L[j] > L[j + 1]: L[j], L[j + 1] = L[j + 1], L[j] is_sorted = False if i...
def round_up(address, align): """round_up(address, align) -> int Round up ``address`` to the nearest increment of ``align``. """ return (address+(align-1))&(~(align-1))
def class_fullname(cls): """Return the fullname of a class""" return cls.__module__ + "." + cls.__name__
def AnyList(list_cls): # noqa """ Use during testing to assert call value types as list. The function will return an instantiated class that is equal to any version of `list(cls)`, for example using string. >>> mock = MagicMock() >>> mock.func(["str"]) >>> mock.func.assert_cal...
def instance_tenancy(value): """ Property: VPC.InstanceTenancy """ valid = ["default", "dedicated"] if value not in valid: raise ValueError("InstanceTenancy needs to be one of %r" % valid) return value
def is_config_exist(cmp_cfg, test_cfg): """is configuration exist""" if not cmp_cfg or not test_cfg: return False return bool(test_cfg in cmp_cfg)
def hash_distance(left_hash, right_hash): """Compute the hamming distance between two hashes""" if len(left_hash) != len(right_hash): raise ValueError('Hamming distance requires two strings of equal length') return sum(map(lambda x: 0 if x[0] == x[1] else 1, zip(left_hash, right_hash)))
def parse_version_code(version_str, default_version_code=1.5): """ parser paddle fluid version code to float type :param version_str: :param default_version_code: :return: """ if version_str: v1 = version_str.split(".")[0:2] v_code_str = ".".join(v1) v_code = float(v_...
def mCVTC(molFrac, vTC, vV, fW, eps=1.0): """ mCVTC(molFrac, vTC, vV, fW, eps=1.0) multi-Component Vapor Thermal Conductivity in W/m/K Parameters: molFrac, list of mol fractions vTC, list of pure component vapor thermal conductivities (components ordered as in molFrac...
def count_displayed_calendars(calendars): """ @brief counts the number of displayed calendars @param calendars: A list of calendars (Google Calendars) @return Number of displayed calendars. For example, the user may have 7 separate calendars linked to the...