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def unpack(iter): """ Input: List of multiple comma seperated values as string. Returns: list of unique values from the string. """ unique = [] for i in iter: unique.extend(i.split(',')) return list(set(unique))
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import torch def get_device() -> torch.device: """ Checks if cuda is available. If available, use cuda by default, else use cpu. Returns ------- Device to be used. """ return torch.device("cuda" if torch.cuda.is_available() else "cpu")
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def _sqlite_strata_conditions(df, dtypes, n=1): """Given a dataframe where columns are merge_cols and rows are unique value combinations that appear as aggregation strata, return a list of strings which constitute valid SQLite conditional statements. Parameters ---------- df : pandas.core.frame...
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def build_quota_table(old_quotas, updated_quotas): """Construct the table of updated quotas for insertion into the email""" QUOTA_FORMAT = "{quota:>25} |{old_value:>10} |{new_value:>10}" headers = QUOTA_FORMAT.format(quota='QUOTA ', old_value='OLD VALUE', new_v...
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def generate_power_sets(sample_list): """Generate all possible subsets from the `sample_list`. Parameters ---------- sample_list : [int] Returns ------- [[int]] All possible subsets """ num_of_combinations = pow(2, len(sample_list)) all_sets = [] for elemen...
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from typing import Counter def ransom_note(magazine, ransom): """ Determines if the magazine contains words to write the ransom note """ magazine_multiset = Counter(magazine) note_multiset = Counter(ransom) multiset_diff = note_multiset - magazine_multiset return len(multiset_diff) == 0
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def coord_to_index_(coord, map_obj): """ Converts atomic residue coordinates into map indices :param coord: coordinate in angstrom :param map_obj: map object :return: float indices """ return coord[2] / map_obj.voxel_size[2] - map_obj.origin[2] / map_obj.voxel_size[2] - map_obj.n_start[2], \...
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import torch def compute_angles( conformer: torch.Tensor, atom_indices: torch.Tensor, ) -> torch.Tensor: """Computes the angles [rad] between each atom triplet specified by the ``atom_indices``. Returns: A tensor of the valence angles. """ if len(atom_indices) == 0: retur...
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def isSequence(sequence): """**Determine whether sequence is a sequence**.""" try: sequence[0:-1] return True except TypeError: return False
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import json def read(filename): """Import json TOUGH input file. Parameters ---------- filename : str Input file name. Returns ------- dict TOUGH input parameters. """ def to_int(data): """Return dict with integer keys instead of strings.""" ...
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import re def node_name_from_match(match): """ Takes a match identifier (which includes the matched annotation name) and returns the node name. This can take a single string or a list of strings as argument. >>> m = node_name_from_match("tiger::cat::topcorpus/subcorpus/doc1#n2") >>> m == "topcorpus/...
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def from_pb_tags(pb_tags): """Creates a ``dict`` from ``ProtoTags``. Args: pb_tags (ProtoTags): The ``ProtoTags`` instance to be converted. Returns: dict """ if list(pb_tags.tags): return {tags.key: tags.value for tags in pb_tags.tags} else: return {}
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def inch2point(inch, dpi=72.0): """ Inch to point converter. :param inch: the length in unit inch :type inch: double :return: number of points corresponding to :param:`inch` :rtype: integer """ return int(dpi * inch)
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def get_relationships_between(subj, obj): """Get the set of relationships between two cuds objects. :param subj: The subject :type subj: Cuds :param obj: The object :type obj: Cuds :return: The set of relationships between subject and object. :rtype: Set[Type[Relationship]] """ resu...
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def split_group(group): """ Converts a list of objects splitted by "|" into a list. The complication comes from the fact that we do not want to use other group's "|" to split this one. Meaning (a|(b|c)|e) should be splitted into ['a', '(b|c)', 'e']. Warning, this function supposes that there is no p...
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def trim_item(item): """Trims unnecessary fields in the track item""" track = item['track'] if 'album' in track: to_delete = ['album_type', 'available_markets', 'external_urls', 'href', 'images', 'uri'] for key in to_delete: try: del track['al...
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import requests import json def get_market(id): """ Query the PredictIt API to get the details of a particular market given the market's ID. """ market = requests.request( 'GET', "https://www.predictit.org/api/marketdata/markets/%d" % id) return json.loads(market.content)
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import hashlib def hexdigest(strval: str) -> str: """hexdigest of a string, using blake2b""" h = hashlib.blake2b(digest_size=20) h.update(bytes(strval, "utf-8")) return h.hexdigest()
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import math def arg(number: complex) -> float: """Calculate arg function of a complex number.""" return math.atan2(number.imag, number.real)
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def _format_links(link_x): """ Format links part :param link_x: list, which has several dicts in it :return: formatted string """ try: pairs = "" for _dict in link_x: pairs += _dict['rel'] + '-> ' + _dict['href'] + '\n' return pairs[:-1] except Exception:...
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def default_grouping(datasets, date_field=None): """ Heuristic for default boxplot grouping """ if datasets > 20 and date_field: # Group all data by year return "year" elif datasets > 10 or not date_field: # Compare series but don't break down by year return "series" ...
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import re def read_cmake_cache(cache_path): """ Read a CMakeCache.txt file, returning a dict name -> value """ with open(cache_path, "r") as fp: lines = fp.readlines() res = dict() for line in lines: if line.startswith("//"): continue if line.startswith("#"...
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def genera_info(nom_classe: str, nom_funcio: str, params: dict) -> dict: """ Retorna diccionari amb informació per depurar errors. Args: nom_classe (str): Nom de la classe. nom_funcio (str): Nom de la funció. params (dict): Paràmetres. Returns: dict: Diccionari amb info...
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def parse_summary_string( summary_string ): """ Parses the summary string from vvtest output, such as Summary: pass=0, fail=1, diff=0, timeout=0, notdone=0, notrun=1, skip=0 Returns dictionary of these names to their values. """ valD = {} for spec in summary_string.split(): sp...
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def find_word_boundaries(string): """ Given a string, such as "my lights are off", return a tuple:: 0: a list containing all word boundaries in tuples (start(inclusive), end(exclusive)): [(0, 2), (3, 9), (10, 13), (14, 17)] 1: a set of all start positions: set[(0, 3, 10, 14)] ...
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import re def text_reformat(text): """lowercase without punctuation""" return re.sub(r'[^\w\s]', '', text.lower())
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def without(s, w): """Remove all in str w from string s""" l = list(s) for i in w: l.remove(i) return "".join(l)
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def get_labels(decode_steps): """Returns labels dict given DecodeSteps.""" return dict( target_action_types=decode_steps.action_types, target_action_ids=decode_steps.action_ids)
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import shlex def format_cli_args(cli_args): """ Formats cli_args as list if they're string. """ if isinstance(cli_args, str): return shlex.split(cli_args) return cli_args
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def get_hostgroups_id(cfg): """Get writer and reader hostgroup id's """ writer_hostgroup_id = int(cfg.get('galera', 'writer_hostgroup_id')) reader_hostgroup_id = int(cfg.get('galera', 'reader_hostgroup_id')) return writer_hostgroup_id, reader_hostgroup_id
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def bowers(v, obp, u, start_idx, a, b, vmax, end_idx=None): """ Compute pressure using Bowers equation. Parameters ---------- v : 1-d ndarray velocity array whose unit is m/s. obp : 1-d ndarray Overburden pressure whose unit is Pa. v0 : float, optional the velocity o...
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def filter_hosts_by_initiators(hosts, initiators): """Filter hosts by given list of initiators. :param hosts: list of PowerStore host objects :param initiators: list of initiators :return: PowerStore hosts list """ hosts_names_found = set() for host in hosts: for initiator in host[...
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def is_sorted(lyst): """ This function test if a list is sorted and returns true if it is """ result = True for num in range(1, len(lyst)): if lyst[num-1] > lyst[num]: result = False return result
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def close_under_modulus(a, b, abs_diff, modulus): """ Determines whether the absolute difference between a and b is less than abs_diff under modulus. For example, if a = -5, b = 13, and modulus = 12, their difference is 6 under the modulus, so this function will return True when abs_diff >= ...
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def CommaJoin(names): """Nicely join a set of identifiers. @param names: set, list or tuple @return: a string with the formatted results """ return ", ".join([str(val) for val in names])
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def load_wav_scp(wav_scp_file): """ return dictionary { rec: wav_rxfilename } """ lines = [line.strip().split(None, 1) for line in open(wav_scp_file)] return {x[0]: x[1] for x in lines}
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def check_game_state(current_word: str, hangman_state: int) -> bool: """Check if there are any _ left in the word or if hangman_state >= 9. Args: current_word (str): The current state of the word that the user sees. hangman_state (int): The state of the hangman. Returns: bool: True...
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def manu_year_cisco(value: str): """Calculates manufacture date from Cisco SN""" date = int(value[3:5]) return f"{date + 1996}"
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def A11_2_d11(A11, SRM_ratio=4.04367): """ Convert Abundance to Delta notation. Default SRM_ratio is NIST951 11B/10B """ return ((A11 / (1 - A11)) / SRM_ratio - 1) * 1000
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def chunk(L, n): """Split an iterable into n-item chunks.""" return zip(*[iter(L)] * n)
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import logging def _infill_variable(cruncher_i, req_variable, leader_i, to_fill_i, **kwargs): """ A function used to iterate the actual crunching if the data doesn't already exist. Parameters ---------- cruncher_i : :obj: silicone cruncher the initiated silicone cruncher to use for the...
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from datetime import datetime def datetime_to_str(dt: datetime) -> str: """ Converts a date in datetime format to string format. Parameters ---------- dt : datetime Represents a datetime in datetime format. Returns ------- str Represents a datetime in string format "%...
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def bytes_to_text(s, encoding): """ Convert bytes objects to strings, using the given encoding. Illegally encoded input characters are replaced with Unicode "unknown" codepoint (\ufffd). Return any non-bytes objects without change. """ if isinstance(s, bytes): return str(s, encoding...
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from typing import Optional def _filter_key(k: str) -> Optional[str]: """Returns None if key k should be omitted; otherwise returns the (possibly modified) key.""" if k.startswith("return_"): return None elif k.endswith("_max") or k.endswith("_min"): return None else: k = k.rep...
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def read_counter(path): """ Read the value of a counter :param path: filesystem path to the counter :return: the current count """ with open(path, "r") as fd: return int(fd.read())
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import random import string def make_random_string(length=10): """ Makes a random alphanumeric string of some length Args: length (int, optional): Length of the random string to return. Defaults to 10. Returns: str: Random alphanumeric string of the specified length. """ ...
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def get_split_oris(comp="DoriA"): """ get_split_oris() Returns Gabor frames values split for orientation comparisons, if applicable. Optional args: - comp (str): type of comparison default: "DoriA" Returns - split_oris (bool or list): List of Gabor f...
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from typing import Union from pathlib import Path import re def package_version(path: Union[str, Path]) -> str: """ Parse the version from specified file, assumed to be a versioner module. Args: path: The path of the file to parse. Returns: The parsed version file. Raises: ...
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def _extract_file_info(git_commit_files): """ Given the raw file paths payload from the raw Git commit payload, this function produces a list of modified file paths object :param git_commit_files: raw file paths payload from the raw Git commit payload :return a list of processed file path dict objects ...
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import time def query(query, database, workgroup, athena_client, max_checks=30): """Executes an Athena query, waits for success or failure, and returns the first page of the query results. Waits up to max_checks * 10 seconds for the query to complete before raising. """ resp = athena_client.start...
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import itertools def create_segfrac(connector, segfrac, seasons, hours): """ Generates the "SegFrac" table for the Temoa database. This table defines what fraction of a year is represented by each time slice. Parameters ---------- connector : sqlite3 connection object Used to conn...
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import json def load_dict_from_json(filename): """ Loads a python dictionary from a json file :param filename: full filename to json file from which to load the config :return: dictionary object with content from the json file """ with open(filename, 'r') as f: loaded_dict = json.load(...
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import re def wrap_long_text(text: str, length: int = 70) -> str: """Word-wrap plain text to maximum of length columns. :param text: text to wrap :param length: maximum columns :return: wrapped text """ return "\n".join( line.strip() for line in re.findall(r".{1,%d}(?:\s+|$)" % length...
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def count_sightings(json_obj): """ Returns a count of the number of sightings per word in corpus Args: json_obj (dict). Returns: int: The return value. """ try: return int(json_obj["number_of_sightings"]) except KeyError: return 0
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def verify_newp_info(in_dict): """ Verify in_dict contains the correct keys and data {"patient_id": 1, # usually this would be the patient MRN "attending_email": "dr_user_id@yourdomain.com", "patient_age": 50, # in years} """ for key in ("patient_id", "attending_email", "patient_age"): ...
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def get_next_url(soup): """Get the url for retrieve next articles.""" try: return soup.select('.load-more button')[0]['data-url'] except: return None
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def get_list_item(list, index): """Get item of list without the risk of an error being thrown""" if 0 <= index < len(list): return list[index] else: return None
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def _vector_table(point_set): """Computes a vector table for given point set. Vector table tells the distance of each point in the point set to all other points in the point set. Args: point_set: The point set to compute the vector table from Returns: A dictionary with origin point as key, and the list of t...
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async def create_access_token( app, identity, user_claims=None, role=None, fresh=False, expires_delta=None ): """ Create a new access token. :param app: A Sanic application from request object :param identity: The identity of this token, which can be any data that is json seria...
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def get_maximum_length(bounds): """ Calculate the maximum length of the side bounding box. """ if len(bounds) != 6: return None return max([bounds[i] - bounds[i - 1] for i in range(1, len(bounds), 2)])
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def _normalize_number(number, intmax): """ Return 0.0 <= number <= 1.0 or None if the number is invalid. """ if isinstance(number, float) and 0.0 <= number <= 1.0: return number elif isinstance(number, int) and 0 <= number <= intmax: return number / intmax return None
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def divmult(n: int, m: int = 2) -> int: """ Checks how many times n is divisible by m. Returns -1 if n=0 @author = Joel :param n: Numerator :param m: Denominator :return: Multiplicity """ if n < 0: raise ValueError('Only non-negative integers are supported for n.') elif n =...
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import math def rotationsmatrix(phi): """ rotation matrix. phi is degrees, positive phi rotates CW """ phi = math.radians(phi) return [[math.cos(phi), 1 * math.sin(phi)], [-1 * math.sin(phi), math.cos(phi)]]
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def harris(f, sigma2, **kwargs): """ one-side Harris spectra, adopted in Austrilia code Args: f (1d-ndarray): freqency, unit: Hz sigma2 (float): variance, (Iu * vz) ** 2 **kwargs: spectrum propeteries v10 (float): mean wind speed at 10m height, unit: m/s """ v10 = kwarg...
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def list_to_commas(list_of_args) -> str: """ Converts a list of items to a comma separated list. If ``list_of_args`` is not a list, just return it back :param list_of_args: List of items :return: A string representing a comma separated list. """ if isinstance(list_of_args, list): re...
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def _uuid_for_part(model, part_name, is_rels = None): """Returns the uuid for the named part.""" if part_name is None: return None if is_rels is None: is_rels = part_name.endswith('.rels') if is_rels: return model.rels_forest[part_name][0] return model.parts_forest[part_name...
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def default_str(expr): """The default printer for expressions. Simply call the to_string method. Arguments: - `expr`: an expression """ return expr.to_string()
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def get_time_weights(cube): """Compute the weighting of the time axis. Parameters ---------- cube: iris.cube.Cube input cube. Returns ------- numpy.array Array of time weights for averaging. """ time = cube.coord('time') coord_dims = cube.coord_dims('time') ...
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def isprime(i): """ input: 1, a positive integer i > 1 returns True if i is a prime number, False otherwise """ if i > 1: count = 0 for z in range(2,i+1): if (i % z) == 0: count +=1 if count > 1: return False if count ...
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def lyambda_fact_top(m_distrib, R): """ Calculates the the factor of masstransfer. Parameters ---------- m_distrib : float The distribution coefficient, [dismensionless] R : float The reflux number, [dismensionless] Returns ------- lyambda_fact_top : float The...
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def clip(x, lowest, highest): """Return x clipped to the range [lowest..highest].""" return max(lowest, min(x, highest))
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import hashlib def hash_file(dgst, path): """Generate a dgst hash from file path""" h = hashlib.new(dgst) with open(path, 'rb') as file: for chunk in iter(lambda: file.read(4096), b""): h.update(chunk) return h.digest()
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def parse_line(line): """ Parse a line in the auth event dataset. This data represents authentication events collected from individual Windows-based desktop computers, servers, and Active Directory servers. Each event is on a separate line in the form of "time, source user@domain,destination u...
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def find(cond, iterator): """ Returns the first value that matches f otherwise Returns None. """ for i in iterator: if cond(i): return i return None
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from typing import Union def atmospeheres_to_bars(atm: float, unit: str) -> Union[float, str]: """ This function converts atm to bar Wikipedia reference: https://en.wikipedia.org/wiki/Standard_atmosphere_(unit) Wikipedia reference: https://en.wikipedia.org/wiki/Bar_(unit) >>> atmospeheres_to_bars...
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def example_func(param1, param2): """Example function with types documented in the docstring Args: param1 (int): The first parameter param2 (str): The second parameter Returns: bool: The return value. True for success, False otherwise. """ print(param1) print(p...
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import logging def calc_duration(time): """This calculates the time duration of the ECG data. The time duration is found by subtracting the first time value from the last time value. Args: time (list): list of time values for the ECG data Returns: float : duration of ECG data in...
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import itertools def CreateTextOutputPermutations(text, inputs): """Creates permutations of |text| filled with the contents of |inputs|. Some output ordering is not guaranteed, so this acts as a way to generate all possible outputs instead of manually listing them. Args: text: A string containing a sing...
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def _check(isdsAppliance, serverID, action): """ Check if serverID one of these acceptable values: directoryserver directoryadminserver directorywat directoryintegrator directoryintegratorscimtarget scimservice Note: only directoryserver supports "startconfig...
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def parse_midi_input(midi_key_presses): """Takes in a list of MidiKeyPress objects, returns the notes, ordered by time pressed.""" midi_key_presses.sort(key=lambda x: x.time) return [x.note for x in midi_key_presses if x.velocity > 0]
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def state_to_str(state, n_qubits=4, ket=True): """ takes a state as a number, and returns the string specifying ket=True draws angle brackts around the string """ # "state" is not the right term here ... binary_str = bin(state)[2:].zfill(n_qubits) if ket: binary_str = '|'+binary_str+'>'...
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def get_component_aliases(*args): """ Returns aliases for variables in the properties of Components (TendencyComponent, DiagnosticComponent, Stepper, and ImplicitTendencyComponent objects). If multiple aliases are present for the same variable, the following properties have priority in descending o...
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from typing import List def get_fillings(sandwich: List) -> List: """Given a sandwich, return the ingredients.""" return sandwich[1:-1]
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import math def get_velocities(pitch_vel_l, pitch_vel_r, roll_vel_l, roll_vel_r, pitch, roll): """ Returns an estimated bot velocity :param pitch_vel_l: Left pitch motor velocity :param pitch_vel_r: Right pitch motor velocity :param roll_vel_l: Left roll motor velocity :param roll_vel_r: Right...
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def resource_str(resource_obj): """ Return a human readable string identifying the resource object, for messages. """ res_class = resource_obj.properties['class'] if res_class == 'cpc': res_str = "CPC '{}'".format(resource_obj.name) elif res_class in ('partition', 'logical-partition'...
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import re def findDat(paths): """Guesses the .dat file from a list of filenames""" return [path for path in paths if re.search('/FirmwareData_([^/]+)\.dat$', path)][0]
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from typing import Optional from typing import Union def parse_positive_integer(s: 'Optional[Union[str, int]]') -> 'Optional[int]': """Parse a positive integer from a string representation. Args: s: string representation of a positive integer, or just an integer Returns: the parsed integ...
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def define_parameters(**parameters): """Get a list of parameters to pass to AWS boto call.""" params = [] for key, value in parameters.items(): param = dict(ParameterKey=key, ParameterValue=value) params.append(param) return params
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def collect_summary(cols): """Select the summary sentences that are matched with a given section into an array of sentences""" section_idx, matched_summaries = cols.section_idx, cols.matched_summaries collected_summary = [t for (t, s_idx) in matched_summaries if s_idx == section_idx] return collected_su...
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def get_aws_partition(context): """ Get aws partition @param context: the context of the event @return: current account partition """ return context.invoked_function_arn.split(":")[1]
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def cut_up_url(url): """ Input: A URL string consistent w/ runbritain.com. Here is an ex) https://www.runbritainrankings.com/results/results.aspx?meetingid=201320&pagenum=1 Output: Unique ID int for a particular race, which is how I cross-reference GPS info with race info """ flag = ...
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def ft_to_toplevel(fasttext_lbl): """Example: '__label__STEM.Technology' -> 'STEM'""" return fasttext_lbl.replace('__label__','').split('.')[0]
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def default_authority(request): """ Return the value of the h.authority config settings. Falls back on returning request.domain if h.authority isn't set. """ return request.registry.settings.get("h.authority", request.domain)
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def get_icon(event_type): """ This function returns an icon path based on event_type :param event_type: the event type used to specify an icon """ if event_type == 'AUTOMATIC ALARM': return 'Google Maps Markers/blue_MarkerA.png' elif event_type == 'EMS': return 'Google Maps Marke...
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import math def outlierCleaner(predictions, ages, net_worths): """ Clean away the 10% of points that have the largest residual errors (difference between the prediction and the actual net worth). Return a list of tuples named cleaned_data where each tuple is of the form (...
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def get_model_attribute(model, attribute_name, cuda_device): """ Getter function for both CPU and GPU. Parameters ____________________ model: MultiTaskModel object, attribute_name: str Returns -------------------- The attribute object from the model....
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import functools def lazy_property(function): """Decorator which adds lazy evaluation to the function and cashing the result. Parameters ---------- function : callable The function that should be evaluated only once and providing the result that gets cached. Returns ------- ...
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def compute_checksum(byte_seq): """Compute and return the checksum of the `byte_seq` packet. The checksum is the value of the last byte of each packet. It is used to prevent transmission errors of packets. Checksums are computed as follow:: Checksum = ~(dynamixel_id + length + data1 + ... + da...
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import requests def fetch_latest_pypi_version(project): """ Return the latest version of the given project from PyPi. """ return requests.get("https://pypi.python.org/pypi/%s/json" % project).json().get("info", {}).get("version", "")
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def url(path): """Generate a Markdown link for a file/folder""" urlable = path.as_posix().replace("/", "").replace(".", "").lower() if path.is_dir(): return f"`{path.name}`" return f"[`{path.name}`](#{urlable})"
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