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def normalize(name): """ We normalize directory names to fix some name misalignments in vad/snr data, unzipped data, and the original meta-data jsons. Examples: - SNR has typical format of `.../1000things_1807_librivox_wav/1000things_00_fowler.wav`, when the correspoding meta-data is in `10...
def get_data_ranges(bin_path, chunk_size): """Get ranges (x,y,z) for chunks to be stitched together in volume Arguments: bin_path {list} -- binary paths to tif files chunk_size {list} -- 3 ints for original tif image dimensions Returns: x_range {list} -- x-coord int bounds for volum...
def fix_compile(remove_flags): """ Monkey-patch compiler to allow for removal of default compiler flags. """ import distutils.ccompiler def _fix_compile(self, sources, output_dir=None, macros=None, include_dirs=None, debug=0, extra_preargs=None, extra_postargs=None, depends=None): ...
def join_filters(*filters): """Joins multiple filters""" return "[in]{}[out]".format("[out];[out]".join(i for i in filters if i))
def _handleTextNotes(s): """Split text::notes strings.""" ssplit = s.split('::', 1) if len(ssplit) == 1: return s return u'%s<notes>%s</notes>' % (ssplit[0], ssplit[1])
def decode_state(state_id, vert_num, al_size): """Converts integer id to state. Can also be applied to np.array with multiple state ids. """ return [(state_id // (al_size ** j)) % al_size for j in range(vert_num)]
def parse_paths_as_list(arg): """ Allow singular path string or list of path strings :param arg: This could be a string... or it could be a list of strings! Who knows what could happen? :return: List of strings """ invalid_argument = False if type(arg) is str: arg = [arg] elif ...
def _calculate_f1(tp, fp, fn): """Calculate f1.""" return tp * 2.0, (tp * 2.0 + fn + fp)
def stripPunc(sent): """Strips punctuation from list of words""" puncList = [".",";",":","!","?","/","\\",",","#","@","$","&",")","(","\""] for punc in puncList: sent = sent.replace(punc,'') return sent
def _reverse_bytes(mac): """Helper method to reverse bytes order. mac -- bytes to reverse """ ba = bytearray(mac) ba.reverse() return bytes(ba)
def walk_through_dict( dictionary, end_fn, max_depth=None, _trace=None, _result=None, **kwargs ): """Runs a function at a given level in a nested dictionary. If `max_depth` is unspecified, `end_fn()` will be run whenever the recursion encounters an object other than a dictionary. Parameters --...
def triangleType(a,b,c): """Categorize tree sides of a triangle into equilateral, unequal sided or isosceled. Args: a; int; Side a of the Triangle b; int; Side b of the Triangle c; int; Side c of the Triangle Returns: str; String of the category """ if a == b == c:...
def merge(l1: list, l2: list): """Merge two sorted lists into a single sorted list.""" l = [None] * (len(l1) + len(l2)) i, j = 0, 0 while i < len(l1) and j < len(l2): if l1[i] < l2[j]: l[i + j] = l1[i] i += 1 else: l[i + j] = l2[j] j += ...
def convert_bytes(num): """ Converts bytes to human readable format. """ for x in ['bytes', 'KB', 'MB', 'GB', 'TB']: if num < 1024.0: return "%3.1f %s" % (num, x) num /= 1024.0
def _is_list(item): """Check whether the type is list""" return isinstance(item, list)
def IS(x, lower, upper, alp): """Interval score. Parameters ---------- x: lower: upper: alp: Returns ------- ndarray """ return (upper - lower) + 2.0 / alp * (lower - x) * (x < lower) + 2.0 / alp * (x - upper) * (x > upper)
def _structure_parent_category(_parent_id, _payload): """This function structures the portion of the payload for the parent category. .. versionadded:: 2.5.0 :param _parent_id: The ID of the parent category (if applicable) :type _parent_id: str, None :param _payload: The partially constructed payl...
def get_unique_id(serial_number: str, key: str) -> str: """Get a unique entity name.""" return f"{serial_number}-{key}"
def clamp(val: float, minimum: float = 0.0, maximum: float = 1.0) -> float: """ Fix value between min an max""" if val < minimum: return minimum if val > maximum: return maximum return val
def linear_search(arr, item): """ Searches for an item in a given list and returns True or False depending if the item is found args: arr: list, item: any type """ for i in arr: if i == item: return True return False
def __sbiw_rd_i(op): """ Decode and return the 'Rd' and 'immediate' arguments of a SBIW opcode """ AVR_SBIW_RD_MASK = 0x0030 AVR_SBIW_CONST_MASK = 0x00CF imm_part = op & AVR_SBIW_CONST_MASK imm = ((imm_part >> 2) & 0x30) | (imm_part & 0xF) # rd_part is 2 bits and indicates r24, 26, 28,...
def fix_id(raw_data: dict) -> dict: """Fix known errors in station ids like superfluous spaces.""" if not raw_data: return raw_data for station in raw_data: if "_id" not in station: continue station["_id"] = station["_id"].replace(" ", "") for module in station...
def find_cdr_exception( cdr_exceptions, orig_device_name=None, dest_device_name=None, orig_cause_value=None, dest_cause_value=None, ): """For given list of CDRException, find & return first CDRException for given device & cause (optional), else return None. Parameters, orig or dest r...
def check_slash(path): """ Make sure that a slash terminates the string """ if path[-1] == "/": return path else: return path + "/"
def find_max_index(val, arr, exc=None): """Return index of max element in an array not larger than `val`, excluding index `exc` if provided >>> find_max_index(1, [1, 2, 3]) 0 >>> find_max_index(2, [1, 2, 3, 4]) 1 >>> find_max_index(0, [1, 2, 3, 4]) -1 >>> find_max_index(5, [1, 2, 3,...
def drop_dupes(sequence): """Drop duplicate elements from a list or other sequence. C.f. https://stackoverflow.com/a/7961390 """ orig_type = type(sequence) return orig_type(list(dict.fromkeys(sequence)))
def inner_product(L1, L2): """ Take the inner product of the frequency maps. """ result = 0. for word1, count1 in L1: for word2, count2 in L2: if word1 == word2: result += count1 * count2 return result
def rounddown_100(x): """ Project: 'ICOS Carbon Portal' Created: Tue May 07 09:00:00 2019 Last Changed: Tue May 07 09:00:00 2019 Version: 1.0.0 Author(s): Karolina Description: Function that takes a number as input and ...
def link_in_path(link, node_list): """ This function checks if the given link is in the path defined by this node list. Works with undirected graphs so checks both link orientations. Parameters ---------- link : tuple a link expressed in a node pair tuple node_li...
def formatTuples(tuples): """ Renders a list of 2-tuples into a column-aligned string format. tuples (list of (any, any): The list of tuples to render. Returns: A new string ready for printing. """ if not tuples: return "" tuples = [(str(x), str(y)) for (x, y) in tuples] width...
def is_place_id(location): """ Checks whether or not the city lookup can be cast to an int, representing a OWM Place ID """ try: int(location) return True except (TypeError, ValueError): return False
def add_to_hierarchy(collection,triple): """Add TRIPLE to COLLECTION.""" # Comments will illustrate adding the triple # {'a' : {'b' : ['d']}} # to an existing collection with various possible features top=collection.get(triple[0]) if (top): med=top.get(triple[1]) # we see: {'a' ...
def clean_street_name(name, mapping): """This function takes a string and a mapping dictionary and return a string of a curated street name found in the boston_massachusetts.osm This is a modification from https://classroom.udacity.com/nanodegrees/nd002/parts/0021345404/modules/316820862075461/lessons/...
def daysBetweenDates(year1, month1, day1, year2, month2, day2): """Returns the number of days between year1/month1/day1 and year2/month2/day2. Assumes inputs are valid dates in Gregorian calendar, and the first date is not after the second.""" month = month2 year = year2 day = day2 ...
def EITCamount(basic_frac, phasein_rate, earnings, max_amount, phaseout_start, agi, phaseout_rate): """ Returns EITC amount given specified parameters. English parameter names are used in this function because the EITC formula is not available on IRS forms or in IRS instructions; the ...
def compute_2(x, offset=1): """Compute by looping and checking ahead.""" y = 0 x2 = x + x[:offset] # Lists are concatenated, but they take memory for i in range(len(x)): if x2[i] == x2[i+offset]: y += int(x2[i]) return y
def version_tuple(ver): """Convert a version string to a tuple containing ints. Parameters ---------- ver : str Returns ------- ver_tuple : tuple Length 3 tuple representing the major, minor, and patch version. """ split_ver = ver.split(".") while len(sp...
def _num_to_list(num, length): """ 258, 2 -> [1,2] :param int num: :param int length: :rtype: list """ output = [] for l in range(length): output = [int((num >> 8*l) & 0xff)]+output return output
def Keck_distortion(measured_wave, cutoff=10000.): """Telescope dependent distortion function for the Keck sample.""" slope1 = .0600 intercept1 = -100 slope2 = .160 intercept2 = -1500 if measured_wave < cutoff: return measured_wave * slope1 + intercept1 else: return measured_...
def check_not_finished_board(board): """ list -> bool Check if skyscraper board is not finished, i.e., '?' present on the game board. Return True if finished, False otherwise. >>> check_not_finished_board(['***21**', '4?????*', '4?????*', \ '*?????5', '*?????*', '*?????*', '*2*1***']) False ...
def escape_html(text: str) -> str: """Replaces all angle brackets with HTML entities.""" return text.replace('<', '&lt;').replace('>', '&gt;')
def register_actions(cls): """ Registers all marked methods in the agent class :param cls: Agent Subclass of Agent containing methods decorated with @action """ for name, method in cls.__dict__.items(): if hasattr(method, "_register_action"): cls._actions[name] = method return c...
def get_file_contents(f): """returns contents of file as str""" data = "" try: with open(f, "r") as open_file: data = open_file.read() except Exception as e: print(e) finally: return data
def factorial(n): """Compute factorial of n, n!""" if n <= 1: return 1 return n * factorial(n-1)
def auto_ext_from_metadata(metadata): """Script extension from kernel information""" auto_ext = metadata.get('language_info', {}).get('file_extension') if auto_ext == '.r': return '.R' return auto_ext
def is_localhost(host): """Verifies if the connection is local Parameters ---------- host : str The requesting host, in general self.request.headers['host'] Returns ------- bool True if local request """ localhost = ('localhost', '127.0.0.1') return host.startsw...
def import_string(path: str): """ Path must be module.path.ClassName >>> cls = import_string('sentry.models.Group') """ if "." not in path: return __import__(path) module_name, class_name = path.rsplit(".", 1) module = __import__(module_name, {}, {}, [class_name]) try: ...
def anchorfree(anchor=5, free=7, start=1, stop=100, step=1): """ Return a list of strings consisting of either the number, the phrase "anchor", "free" or "WOW" when the number is divisible by anchor, free or both. :param anchor: return "anchor" when number is divisible by this :param free: retu...
def list_neighbors(current_row, current_col, grid): """ Args: current_row: Current row of the animal current_col: Current column of the animal grid: The grid Returns: List of all position tuples that are around the current position, without including positions outside the ...
def encode_int(i): """Encode an integer for a bytes database.""" return bytes(str(i), "utf-8")
def p_a2(npsyns, ninputs): """ Probability of selecting one input given ninputs and npsyns attempts. This uses a binomial distribution. @param npsyns: The number of proximal synapses. @param ninputs: The number of inputs. @return: The computed probability. """ p = 1. / ninputs return npsyn...
def calculate_iou(gt, pr, form='pascal_voc') -> float: """Calculates the Intersection over Union. Args: gt: (np.ndarray[Union[int, float]]) coordinates of the ground-truth box pr: (np.ndarray[Union[int, float]]) coordinates of the prdected box form: (str) gt/pred coordinates format ...
def return_other_zones(zones, index): """return all other zones not assigned to uav to make as a no fly zone""" copy = zones copy.pop(index) return copy
def should_run(config): """ Checks if canary tests should run. """ if "canaries" in config["bootstrap"] and config["bootstrap"]["canaries"] == "none": return False if "canaries" in config["test_control"] and config["test_control"]["canaries"] == "none": return False return True
def to_bool(answer, default): """ Converts user answer to boolean """ answer = str(answer).lower() default = str(default).lower() if answer and answer in "yes": return True return False
def health_summary(builds): """Summarise the health of a project based on builds. Arguments: builds (:py:class:`list`): List of builds. Returns: :py:class:`str`: The health summary. """ for build in builds: if build['outcome'] in {Outcome.PASSED}: return 'ok' ...
def represents_int(s: str) -> bool: """Checks if a string s represents an int. Args: s: string Returns: boolean, whether string represents an integer value """ try: int(s) return True except ValueError: return False
def points_match(par_before, par_after): """ Do points match? """ return (par_before.get("latitude", None) == par_after.get("latitude", None) and par_before.get("longitude", None) == par_after.get("longitude", None) )
def indent(lines, amount, ch=' '): """indent the lines in a string by padding each one with proper number of pad characters""" padding = amount * ch return padding + ('\n'+padding).join(lines.split('\n'))
def _flows_finished(pgen_grammar, stack): """ if, while, for and try might not be finished, because another part might still be parsed. """ for dfa, newstate, (symbol_number, nodes) in stack: if pgen_grammar.number2symbol[symbol_number] in ('if_stmt', 'while_stmt', ...
def generate_query(query_tuples): """ Builds a query from a list of tuples. :param List query_tuples: Lists of tuples to build query item. :return: SQL compatible query as a string. """ # prepend ID and date items master_query = ("ID integer PRIMARY KEY ASC NOT NULL," "d...
def prod_double(x, y, param_0): """ Product :param x: :param y: :param param_0: :return: """ return x * y * param_0
def parse_megawatt_value(val): """Turns values like "5,156MW" and "26MW" into 5156 and 26 respectively.""" return int(val.replace(',', '').replace('MW', ''))
def group_split(items, group_size): """Split a list into groups of a given size""" it = iter(items) return list(zip(*[it] * group_size))
def endswith(value, arg): """Usage {% if value|endswith:"arg" %}""" if value: return value.endswith(arg) return False
def DeltaAngle(a, b): """ Calculates the shortest difference between two given angles given in degrees. Parameters ---------- a : float Input a b : float Input b """ return abs(a - b) % 360
def concatenate_unique(la, lb): """Add all the elements of `lb` to `la` if they are not there already. The elements added to `la` maintain ordering with respect to `lb`. Args: la: List of Python objects. lb: List of Python objects. Returns: `la`: The list `la` with missing elements from `lb`. ""...
def calculate(expr: str) -> int: """Evaluate 'expr', which contains only non-negative integers, {+,-,*,/} operators and empty spaces.""" plusOrMinus = {'+': lambda x, y: x + y , '-': lambda x, y: x - y} mulOrDiv = {'*': lambda x, y: x * y , '/': lambda x, y: x // y} ...
def convert_string(s): """ Converts a string to the appropriate type, either a float type or a int type Parameters ---------- s : string The string that should be converted Returns ------- float or int : The numerical representation of "s...
def NormalizeRegEx(regEx): """NormalizeRegEx(regEx) -> str Escapes the special characters in a regular expression so it can be compiled properly. arguments: parent string of the regular expression where special characters are not escaped returns: ...
def shorten(thelist, maxlen, shorten): """ If thelist has more elements than maxlen, remove elements to make it of size maxlen. The parameter shorten is a string which can be one of left, right, both or middle and specifies where to remove elements. :param thelist: the list to shorten :param max...
def rm_spaces(filename): """ Replaces all spaces with underscores in a filename. """ return filename.replace(' ', '_')
def _geoserver_endpoints(workspace, layer): """Form GeoServer WMS/WFS endpoints. Parameters: workspace (str): GeoServer workspace layer (str): Layer name Returns: (dict) The GeoServer layer endpoints. """ return { "wms": '{0}/wms?service=WMS&request=GetMap&layers={0...
def _formatElement(element, count, index, lastSeparator): """Format an element from a sequence. This only prepends a separator for the last element and wraps each element with single quotes. Parameters ---------- element : object Current element. count : int Total number of...
def get_data_center(hostname): """Guess data center from Keeper server hostname hostname(str): The hostname component of the Keeper server URL Returns one of "EU", "US", "US GOV", or "AU" """ if hostname.endswith('.eu'): data_center = 'EU' elif hostname.endswith('.com'): data_ce...
def parse_time_cmd(s): """ Convert timing info from `time` into float seconds. E.g. parse_time('0m0.000s') -> 0.0 """ s = s.strip() mins, _, secs = s.partition('m') mins = float(mins) secs = float(secs.rstrip('s')) return mins * 60.0 + secs
def hexdump(data, offset, size): """Return hexdump string of given data in isobuster format.""" def ascii_print(c): return chr(c) if 32 <= c <= 127 else "." dump = "" for i in range(size // 0x10): line_offset = offset + i * 0x10 line_data = data[line_offset: line_offset + 0x10] ...
def contain_zh(text): """ Check if string contains chinese char """ for c in text: if '\u4e00' <= c <= '\u9fa5': return True return False
def key_pem(cert_prefix): """This is the key entry of a self-signed local cert""" return cert_prefix + '/server.key'
def format_info(variant, variant_type="snv", nr_cases=None, add_freq=False): """Format the info field for SNV variants Args: variant(dict) variant_type(str): snv or sv nr_cases(int) Returns: vcf_info(str): A VCF formated info field """ observations = variant.get("o...
def _ivc_to_model_input(ivc, actual_yield, burst_height): """This function converts an International Visibility Code [1-9] into the numbers used in the Soviet thermal impulse model.""" if ivc == 9: return 1 else: groundburst = 10 - ivc if ivc == 3 or ivc == 2: groundburst...
def fuzz(val): """ A fuzzer for json data """ if isinstance(val, int): return val + 7 if isinstance(val, str): return "FUZ" + val + "ZY" if isinstance(val, list): return ["Q(*.*)Q"] + [fuzz(x) for x in val] + ["P(*.*)p"] if isinstance(val, dict): fuzzy = {x: fuzz(y) f...
def volume(iterable): """ Computes the volume of an iterable. :arg iterable: Any python iterable, including a :class:`Dims` object. :returns: The volume of the iterable. This will return 1 for empty iterables, as a scalar has an empty shape and the volume of a tensor with empty shape is 1. """ ...
def GetQNNSquareLoss(labelValues, predictionValues): """ Get the Square loss function """ lossValue = 0 for label, prediction in zip(labelValues, predictionValues): lossValue = lossValue + (label - prediction) ** 2 lossValue = lossValue / len(labelValues) return lossValue
def _handle_string(val): """ Replaces Comments: and any newline found. Input is a cell of type 'string'. """ return val.replace('Comments: ', '').replace('\r\n', ' ')
def win_check(riddle): """ Check whether user have get the whole word. :param riddle: str, user's guess :return win: int, 0 = no any un-found alphabet """ win = 0 for i in range(len(riddle)): # check whether any character other than alphabet exist if str.isalpha(riddle[i]): ...
def str_committees_header(committees, winning=False): """ nicely format a header for a list of committees, stating how many committees there are winning: write "winning committee" instead of "committee" """ output = "" if committees is None or len(committees) < 1: if winning: ...
def _create_rest_error_output(error_message, error_code): """creates rest service error output""" response = { "success": "false", "data": {}, "error": { "code": error_code, "message": error_message } } return response
def penalize_off_pulse(genotype, weight=20): """fitness function handling off pulse notes Args: genotype ((int, int)[]): list of tuples (pitch, dur) representing genotype of a chromosome weight (int, optional): Defaults at 20. Defines penalty/reward rate Returns: int: aggr...
def is_transition_allowed(constraint_type: str, from_tag: str, to_tag: str): """ Given a constraint type and strings ``from_tag`` and ``to_tag`` that represent the origin and destination of the transition, return whether the transition is allowed under...
def try_integer(s) -> int: """Attempts to convert some input into an integer""" try: return int(s) except ValueError: return s
def cipher(text, shift, encrypt=True): """ Encrypt (decrypt) a text (ciphertext) into ciphertext (text) :param text: The plaintext or ciphertext :param shift: The shift that encrypts the text :param encrypt: True for encryption, False for decryption :return: ciphertext or plaintext >>> plai...
def add_app(INSTALLED_APPS, app, prepend=False, append=True): """ add app to installed_apps """ if app not in INSTALLED_APPS: if prepend: return (app,) + INSTALLED_APPS else: return INSTALLED_APPS + (app,) return INSTALLED_APPS
def rawtext(s): """Compile raw text to the appropriate instruction.""" if "\n" in s: return ("rawtextColumn", (s, len(s) - (s.rfind("\n") + 1))) else: return ("rawtextOffset", (s, len(s)))
def decimal_to_any(decimal: int , base: int) -> str: """Convert a positive integer to another base as str.""" if not isinstance(decimal , int): raise TypeError("You must enter integer value") if not 2 <= base <= 32: raise ValueError("base must be between 2 and 36") def getChar(num: int...
def sum_squared(x): """ Return the sum of the squared elements Parameters ---------- x (list): List of numbers Return ------ ss (float): sum of the squared """ ss = sum(map(lambda i : i * i, x)) # ss = sum([i**2 for i in x]) return ss
def vect3_dot(u, v): """ u.v, dot (scalar) product. u, v (3-tuple): 3d vectors return (float): dot product """ return u[0] * v[0] + u[1] * v[1] + u[2] * v[2]
def K(x, y): """ Converts K/control codes to bytes Does not result in 8b10b data; requires explicit encoding. See the USB3 / PCIe specifications for more information. """ return (y << 5) | x
def pad_middle(seq, desired_length): """ Pad the middle of a sequence with gaps so that it is a desired length. Fail assertion if it's already longer than `desired_length`. """ seq_len = len(seq) assert seq_len <= desired_length pad_start = seq_len // 2 pad_len = desired_length - seq_len...
def iid_divide(data, g): """divide list data among g groups each group has either int(len(data)/g) or int(len(data)/g)+1 elements returns a list of groups.""" num_elems = len(data) group_size = int(len(data) / g) num_big_groups = num_elems - g * group_size num_small_groups = g - num_big_groups ...