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def GetNewIssueStarrers(cnxn, services, issue_id, merge_into_iid): """Get starrers of current issue who have not starred the target issue.""" source_starrers = services.issue_star.LookupItemStarrers(cnxn, issue_id) target_starrers = services.issue_star.LookupItemStarrers( cnxn, merge_into_iid) return set(...
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def computeF(V_max, rho_max, rho): """Computes flux F=V*rho Parameters ---------- V_max : float Maximum allowed velocity rho : array of floats Array with density of cars at every point x rho_max: float Maximum allowed car density Returns ------- ...
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def get_atomic_number(molecule, atom_index): """Get the atomic number of an atom for a specified index. Returns the atomic number of the atom present at index atom_index. Parameters ---------- molecule : Molecule The molecule to which the atom belongs. atom_index : int Index of...
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def uri_sort_key(uri): """return a sort key for the given URI, based on whether it represents the primary work in the record""" if uri.startswith('http://urn.fi/URN:NBN:fi:bib:me:'): priority = int(uri[-2:]) # last two digits are 00 for the primary work, 01+ for other works mentioned else: p...
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def _from_stdin(prompt, default=None): """ Read from stdin, if default is not set to None, some input is expected. Parameters ---------- prompt: str The stdin prompt. default: Default value. Returns ------- value read """ while True: return_val =...
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def get_ticket_detail(tickets): """ Iterate over ticket details from response. :param tickets: ticket details from the response. :return: List of ticket details which include required fields from resp. """ return [{ 'TicketNumber': ticket.get('ticketNumber', ''), 'TicketStatus':...
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def _get_local_cache_repo_path(repo_ctx): """ Return a default local path to clone the repository into else return the cache_directory attribute if supplied (default location: $HOME/.git-cache/<repo-name>) Args: repo_ctx: Repository context of the calling rule Returns: ...
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def _get_col_that_is_primary(common_cols, featuregroups): """ Helper method that returns the column among a shared column between featuregroups that is most often marked as 'primary' in the hive schema. Args: :common_cols: the list of columns shared between all featuregroups :featuregro...
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def ordinal_suffix(n): """The ordinal suffix of integer *n* as a string.""" if n % 100 in [11, 12, 13]: return 'th' else: return {1: 'st', 2: 'nd', 3: 'rd'}.get(n % 10, 'th')
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def get_dims(slices): """Given a set of slices, gets number of pixels along x,y,z of reconstructed volumetric image.""" ds = next(iter(slices)) #Takes an arbitrary element of slices x_count = ds.Rows y_count = ds.Columns z_count = len(slices) return (x_count,y_count,z_count)
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from typing import List def pessimistic_aggregation(alternative_assessment: List[int]) -> int: """ Aggregates the assessments of an alternative, using the minimum as aggregation function. Args: alternative_assessment: A list of integers, representing the assessments made of an alternative by a gr...
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import math def complexLog(value, base = math.e): """Computes the log of a complex number.""" mag = (value*value.conjugate()).real**.5 tan_theta = value.imag/value.real theta = math.atan(tan_theta)/math.log(base, math.e) return complex(math.log(mag, base), theta)
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def team_sign(team: int) -> int: """Gives the sign for a calculation based on team. Arguments: team {int} -- 0 if Blue, 1 if Orange. Returns: int -- 1 if Blue, -1 if Orange """ return 1 if team == 0 else -1
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def _get_pt_to_obj(cvt_archive): """Creates a dict from centroid index to objective value in a CVTArchive.""" data = cvt_archive.as_pandas(include_solutions=False) pt_to_obj = {} for row in data.itertuples(): # row.index is the centroid index. The dataframe index is row.Index. pt_to_obj[...
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def apply(func, args, kwargs): """ a helper method that applies args and kwargs to given function and gets the result. :param function func: function to be used. :param tuple args: function positional arguments. :param dict kwargs: function keyword arguments. :returns: function result """ ...
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def _get_translated_node(target_node, target_dom_to_doc_dom): """Convenience function to get node corresponding to 'target_node' and to assign the tail text of 'target_node' to this node.""" dom_node = target_dom_to_doc_dom[target_node] dom_node.tail = target_node.tail return dom_node
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def tree_child(tree, cname): """Locate a descendant subtree named cname using breadth-first search and return it. If no such subtree exists, return None.""" for st in tree.iter_subtrees_topdown(): if (st.data == cname): return st return None
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def explicit_transform(tarinfo): """ Reject files with 'bar' anywhere in their path """ if 'bar' in tarinfo.name: return False else: return tarinfo
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def _Append(text): """Inserts a space to text if it is not empty and returns it.""" if not text: return '' if text[-1].isspace(): return text return ' ' + text
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def dict_recursive_update(existing_dict: dict, new_dict: dict): """ Recursively add values from new_dict to existing_dict. :param existing_dict: existing dict to be updated :param new_dict: new values to enter if an existing value does not already exist. :return: udpated dict """ for key, va...
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def sort_list_by_keys(values, sort_keys): """ Sorts list values by a second list sort_keys e.g. given ["a","c","b"], [1, 3, 2], returns ["a", "b", "c"] Args: values: a list of values to be sorted sort_keys: a list of keys to sort values by Returns: list of values, sorte...
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import torch def get_traversals( vec: torch.Tensor, dim_i: int, min_value: float, max_value: float, n_samples: int ) -> torch.Tensor: """Given a single 1dim vector, get a batch of 1dim vectors by traversing `dim_i`th dimension of `vec` linearly, from `min_value` to `max...
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def leftshift(x, c): """ Left shift the number x by c bytes.""" return x << c
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import torch def generate_softmax_labels(rois, keyps, label_h, label_w): """ Arguments: rois (FloatTensor): [R, 4] keyps (FloatTensor): [R, K, 3], (x, y, v) label_w, label_h (int): label size Returns: labels (LongTensor): [R, K] """ assert (rois.shape[0] == keyps.s...
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from typing import Optional import binascii def crc32(path) -> Optional[int]: """ Compute the CRC-32 checksum of the given *path*, consistent with checksums stored in a ZIP file. Returns None if *path* does not exist. """ if path.exists(): crc = 0 # Directories always return ...
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def ar_to_vaf(ar): """ Convert AR to VAF. VAF (variant allele frequency) = V-AF AR (allele ratio) = V-AF / WT-AF V-AF + WT-AF = 100 (%) Args: ar (float): AR to convert. Returns: VAF (float) """ return ar/(ar + 1) * 100
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import torch from typing import Tuple def pack_right_padded_seq(seqs: torch.Tensor, lengths: torch.Tensor, device: str) -> Tuple[torch.Tensor, torch.Tensor]: """ Function for packing a right-padded sequence, inspired by the functionality of torch.nn.utils.rnn.pack_padded_sequence. Instead of relying o...
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def reward_lives_left(lives_left): """Returns rewards for number of lives left after beating the game.""" return lives_left + 1
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def clean_attrib(value): """Cleans up value string. Removes any trailing '_0' that randomly show up Args: value (str): attrib value to clean Returns: str: cleaned attribute value """ clean_value = value if value.endswith("_0"): clean_value = clean_value.strip('_0')...
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def _remove_nones(**kwargs): """ Removes any kwargs whose values are `None`. """ final = kwargs.copy() for k in kwargs: if kwargs[k] is None: final.pop(k) return final
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import re def get_xml_attrib(el, key): """Gets an Element attribute value without regard to namespace. Returns: Value of given key or None. """ for k in el.attrib.keys(): if key == re.sub("^{.*}", "", k): return el.attrib[k]
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def _merge_dicts(*dicts): """Merge any number of dictionaries, some of which may be None.""" final = {} for dict in dicts: if dict is not None: final.update(dict) return final
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from typing import Optional import re import click def validate_version_string(ctx, param, value: Optional[str]) -> Optional[str]: """ Callback for click commands that checks that version string is valid """ if value is None: return None version_pattern = re.compile(r"\d+(?:\.\d+)+") ...
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def list_policies(iot_client, old_certificate_arn): """ Creates a list of all the policies attached to the old certificate :param iot_client: the boto client to connect and execute IoT APIs :param old_certificate_arn: the old certificate arn :return: list of policies """ policy_list = []...
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from datetime import datetime def execution_time(func): """Decorator to print in console the execution time of the 'func' function passed.""" def wrapper(*args, **kwargs): t0 = datetime.now() res = func(*args, **kwargs) t1 = datetime.now() print(f"\nExecution time of '{func.__n...
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def args_from_constants(constants): """ >>> c = { ... "proof_of_work_nonce_size": 8, ... "nonce_length": 32, ... "max_anon_ops_per_block": 132, ... "max_operation_data_length": 32768, ... "max_proposals_per_delegate": 20, ... "max_micheline_node_count": 50000, ...
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def get_description_value(obj): """ Returns object description from LLDB value. :param lldb.SBValue obj: LLDB value object. :return: Object description from LLDB value. :rtype: str | None """ desc = None if obj is None else obj.GetObjectDescription() if desc == "<nil>": desc = N...
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import pathlib import json def get_archiver_index(config, archiver): """ Get the contents of the archiver index file. :param config: The configuration :type config: :class:`wily.config.WilyConfig` :param archiver: The name of the archiver type (e.g. 'git') :type archiver: ``str`` ...
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def clean_get_table(df): """Default table cleaner for get_table()""" return df
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def is_natural_number(number, include_zero: bool = False) -> bool: """ Returns True if `number` is the natural number. Args: number : an integer number to be checked. include_zero (bool, optional): A flag to swith to include 0 in the natural numbers. Defaults to Fals...
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def exclude_keys(d, keys): """Return a new dictionary excluding all `keys`.""" return {k: v for k, v in d.items() if k not in keys}
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from typing import Dict from typing import Any from typing import Tuple def global_average_precision_score( y_true: Dict[Any, Any], y_pred: Dict[Any, Tuple[Any, float]] ) -> float: """ Compute Global Average Precision score (GAP) Parameters ---------- y_true : Dict[Any, Any] Dictionary...
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def get_tag(commands): """Generates a preprocessor tag from a set of grid commands.""" # Extra line break prevents unclosed paragraphs in markdown HTML output return "\n<!--grid:%s-->" % ';'.join([str(cmd) for cmd in commands])
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def flatten_dictionary(nested_dict, separator): """Flattens a nested dictionary. New keys are concatenations of nested keys with the `separator` in between. """ flat_dict = {} for key, val in nested_dict.items(): if isinstance(val, dict): new_flat_dict = flatten_dictionary(val,...
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def _gnurl(clientID): """ Helper function to form URL to Gracenote service """ clientIDprefix = clientID.split('-')[0] return 'https://c' + clientIDprefix + '.web.cddbp.net/webapi/xml/1.0/'
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def hasManyOccurencies(elt, listx): """Find if a point has many similar occurences in a list. This function is based on a threshold by default it is 80%. Args: elt: One element of the list. listx: The list of elements Returns: True if it is a very frequent element, False other...
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def run_test(cfg, init_state): """ Run an execution given initial values for variables. Arguments: cfg -- control flow graph of the input program init_state -- a test Returns: path -- path of the execution state -- state after execution """ state = init...
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def get_platform_folder_to_keyword_map(ctx): """ Get the cached map of platforms to their PAL platform folder and keyword, so we can attempt to search for platform-specific 3rd party fragments to combine with the input config file :param ctx: Context :return: Map of platform names to their keyword ...
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def tree_search(states, goal_reached, get_successors, combine_states): """ Given some initial states, explore a state space until reaching the goal. `states` should be a list of initial states (which can be anything). `goal_reached` should be a predicate, where `goal_reached(state)` returns `True` ...
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def add_args_to_parser(arg_list, parser): """ Adds arguments from one of the argument lists above to a passed-in arparse.ArgumentParser object. Formats helpstrings according to the defaults, but does NOT set the actual argparse defaults (*important*). Args: arg_list (list) : A list of the s...
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def updateTracker(idx,newChar,tracker,force=False): """Set final sequence value by column index if 'None'. Optionally force overwrite of previously updated base.""" if tracker[idx].base and force: # Note: Add alert when overwriting a previously set base tracker[idx] = tracker[idx]._replace(base=newChar) elif n...
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def strSQLite(string): """ Sanitizes input for SQLite TEXT fields by converting to string and replacing each single quote (') with two single quotes ('') """ return str(string).replace(r"'", "''")
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def inherit_docs(original): """A decorator that copies the docstring from a function to the decorated one""" def wrapper(target): target.__doc__ = original.__doc__ return target return wrapper
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def forecast_error(y, y_predicted): """Calculate the forecast error in a regression model. Parameters ---------- y : array-like of shape = number_of_outputs Represent the target values. y_predicted : array-like of shape = number_of_outputs Target values predicted by the model. ...
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import yaml def read_yaml(fname): """Read a YAML file and return a list of Python dictionaries, one for each document in the YAML file.""" stream = open(fname, 'r') docs = [doc for doc in yaml.safe_load_all(stream)] return docs
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def win_check(hidden_word, guessed_letters): """ hidden_word: string, the hidden word to guess guessed_letters: list, with all letters user have used return: boolean, True if all letters of hidden_word exist in guessed_letters otherwise False """ for letter in hidden_word: if letter not ...
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import torch def macro_double_soft_f1(y, y_hat): """Compute the macro soft F1-score as a cost (average 1 - soft-F1 across all labels). Use probability values instead of binary predictions. This version uses the computation of soft-F1 for both positive and negative class for each label. Args: ...
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def sumAvailable(value): """Sum available_in_bytes over all partitions.""" result = [x['available_in_bytes'] for x in value] return sum(result)
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def is_palindrome(n, base=10): """ Is the given number n a palindrome in the given base? """ if base == 10: n_str = str(n) elif base == 2: n_str = "{0:b}".format(n) else: raise RuntimeError("Only 2 and 10 bases supported") for i in range(len(n_str) // 2): ...
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def find_place(lines, size_x): """ Finds the highest place at the left for a panel with size_x :param lines: :param size_x: :return: line with row, col, len """ for line in lines: if line['len'] >= size_x: return line
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import re def normalize(s): """ Normalize a string """ return re.sub('[^a-z0-9_]', '_', re.sub('[()]', '', s.lower()))
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import warnings def _log_warnings_postprocess(response): """Logs warnings contained within the x-wf-warnings response header.""" # NOTE: .initial_metadata() will block. for key, value in response.initial_metadata(): if key == "x-wf-warnings": warnings.warn(value) return response
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import re def process_token(token: str): """Makes sure a given token is valid for usage within the Discord API. Args: token (:class:`str`): The token to be processed. Returns: :class:`str`: The modified, adapted token. Examples: .. testsetup:: from serpcord.util...
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def if_exception_type(*exception_types): """Creates a predicate to check if the exception is of a given type. Args: exception_types (Sequence[:func:`type`]): The exception types to check for. Returns: Callable[Exception]: A predicate that returns True if the provided ...
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def remove_extra_space( text: str, ) -> str: """To remove extra space in a given text. Parameters ---------- text : str The text to clean. Returns ------- str returns text after removing all redundant spaces. Examples -------- >>> from SkillNer.cleaner impo...
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from typing import List def count_failed_students(student_scores: List[int]) -> int: """ :param student_scores: list of integer student scores. :return: integer count of student scores at or below 40. """ return len(list(filter(lambda x: x <= 40, student_scores)))
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def add_bda(base_config): """Add BDA to config file with hard-coded parameter values.""" bda_config = """ bda: max_decorr: 0 pre_fs_int_time: !dimensionful value: 0.1 units: s corr_FoV_angle: !dimensionful value: 20 units: deg max_time: !dimensionful value...
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def getbitlen(bint): """ Returns the number of bits encoding an integer """ if bint == 0: # Zero is encoded on one bit return 1 else: return int(bint).bit_length()
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from typing import Dict import torch def dictionary_to_device(dictionary: Dict, device: torch.device): """Move dictionary values to a torch device, if they support it. :param dictionary: Dictionary, whose values are to be moved to the torch device. :param device: torch device :return: Dictionary, wit...
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import math def determine_num_particles(pack_frac, num_vertices): """Return the number of model particles to be created based on the packing fraction""" num_particles = num_vertices * pack_frac num_particles = int(math.ceil(num_particles)) return num_particles
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def functions_in(module): """ Create a dictionary of the functions in a module Parameters ---------- module : Module module to run on. Returns ------- dict """ return {name: f for name, f in module.__dict__.items() if callable(f)}
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def reverse_2nd(vec): """Do time-reversal on numpy array of form `B x T` :param vec: vector to time-reverse :return: Time-reversed vector """ return vec[:, ::-1]
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def GetPatchMetadata(patch_dict): """Gets the patch's metadata. Args: patch_dict: A dictionary that has the patch metadata. Returns: A tuple that contains the metadata values. """ # Get the metadata values of a patch if possible. start_version = patch_dict.get('start_version', 0) end_version = ...
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def get_suite_name(nodeid): """Return suitename from nodeid string. Args: nodeid(str): pytest.Item nodeid string Returns: str: test suite name """ names = nodeid.split("::") names[0] = names[0].replace("/", '.') names = [x.replace(".py", "") for x in names if x != "()"] ...
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def min_sec(secs): """ Takes an epoch timestamp and returns string of minutes:seconds. :param secs: Timestamp (in seconds) >>> import time >>> start = time.time() # Wait a few seconds >>> finish = time.time() >>> min_sec(finish - start) '0:11' """ secs = int(secs) ...
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def get_number_of_images(body_response): """ Returns the number of images in the list. :param body_response: Parsed response (Python dic). List of images :return: Length of list """ return len(body_response['images'])
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def char_to_bin(char: str) -> str: """This creates a string representing the binary value of the character. Parameters: ----------- char: string: A single character. Returns: -------- binary: string: The 8-bit binary representation of the character. """ binary = bi...
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def is_indicator(item_type): """Return whether or not the given item_type is an indicator.""" indicator_types = [ 'address', 'emailaddress', 'file', 'host', 'url', 'asn', 'cidr', 'mutex', 'registry key', 'user agent' ] retur...
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from typing import Tuple def parse(args: Tuple[str, str, str, str, str]) -> Tuple[str, str, str]: """Parser for rd rs rt format instructions.""" return (args[2], args[3], args[4])
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def list_daily_cases(list_of_cumulative_cases): """ Given a list of cumulative cases, this function makes and returns a list of daily cases. """ daily_list = [0] for i in range(1, len(list_of_cumulative_cases)): N_daily_case = list_of_cumulative_cases[i] - list_of_cumulative_cases[i - 1...
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def is_user_inputs_populated(user_prefs): """ Takes a dictionary of user preferences and returns a Boolean whether all inputs are filled. """ return all(value != '' or value != 'No preference' for value in user_prefs.values())
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from typing import Mapping def get_keys_for_dict(d): """ Get all (possibly nested) keys in a dictionary """ out = [] for k, v in d.items(): out.append(k) if isinstance(v, Mapping): out += get_keys_for_dict(v) return out
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def average(values): """calculates average from a list""" try: return float(sum(values) / len(values)) except ZeroDivisionError: return 0
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def _parse_action_removals(actions): """ Separates the combined list of keys to remove into webhooks and emails. """ flattened = list({x for sublist in actions for x in sublist}) emails = [] webhooks = [] for item in flattened: if item.startswith('http://') or item.startswith('https://'): ...
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import requests from bs4 import BeautifulSoup def get_soup(link): """Gets soup from a given website.""" res = requests.get(link) soup = BeautifulSoup(res.text, "html.parser") return soup
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def get_package_name_and_type(package, known_extensions): """Return package name and type. Package type must exists in known_extensions list. Otherwise None is returned. >>> extensions = ['tar.gz', 'zip'] >>> get_package_name_and_type('underscored_name.zip', extensions) ('underscored_name', 'z...
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def merge(d1, d2, merge_fn): """ Merges two dictionaries, non-destructively, combining values on duplicate keys as defined by the optional merge function. The default behavior replaces the values in d1 with corresponding values in d2. Examples: >>> d1 {'a': 1, 'c': 3, 'b': 2} >>> ...
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def _perp(t: tuple) -> tuple: """ Obtain the point whose corresponding vector is perpendicular to t. Parameters ---------- t : tuple Point (x, y) Returns ------- tuple: (-y, x) """ return -t[1], t[0]
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def solve_me_first(num1: int, num2: int): """Calculate the sum of two numbers.""" return num1 + num2
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import math def cint(num): """ Returns ceiling of number as type integer :param num: input number :returns: integer ceil number """ return int(math.ceil(num))
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import hashlib def create_key(notification): """Create the key for status_keys from notification in: notification return: the key """ key = notification.host key += '/' key += notification.plugin if notification.plugin_instance: key += '-' key += notification.plug...
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def zero_cross_down(values, start=0, end=-1): """ Returns the indexes of the values so that values[i] > 0 and values[i+1] < 0 params: - values: list of values to consider - start: index of the first value to consider - end: index of the last value to consider (can be < 0) """ ...
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def get_set_intersection(list_i, list_j): """ Get the intersection set Parameters ---------- list_i, list_j: list two generic lists Returns ------- intersection_set: set the intersection of list_i and list_j """ set_i = set(list_i) set_j = set(list_j) interse...
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def delete_user_defined_app_address_map( self, ip_start: int, ip_end: int, ) -> bool: """Delete specific user defined application group based on address map .. list-table:: :header-rows: 1 * - Swagger Section - Method - Endpoint * - applicationDefini...
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def getMutationIDs(data): """ Function to get uniques mutation IDs from COSMIC data Arguments: data = dataframe containing COSMIC data Returns: list of unique mutation IDs """ return list(set(data["Mutation ID"]))
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def AmOppCreditParts(exact, e87521, num, c00100, CR_AmOppRefundable_hc, CR_AmOppNonRefundable_hc, c10960, c87668): """ Applies a phaseout to the Form 8863, line 1, American Opportunity Credit amount, e87521, and then applies the 0.4 refundable rate. Logic corresponds to Form 8863, P...
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def is_string_integer(string: str): """ This function takes in a character value and checks if it is a valid integer. All entries must be strings of length 1 :param string: the string to be analyzed :type string: str :return: true or false, depending on if the character is a valid integer ...
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import torch import math def attention(query, key, value, atten_mask=None): """ Compute Scaled Dot Product Atten should: d_q == d_k, len_v == len_q, atten_mask.shape equal to scores or can be broadcast :param query: (batch_size, n_heads, len_q, d_q) :param key: (batch_size, n_heads, len_k, d_q) ...
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def compute_pad(image_shape, kernel_size, enforce_odd=True): """Computes a padding length for a given image shape and kernel. Args: image_shape: A tuple or list of 2 integers. kernel_size: A positive integer. enforce_odd: A boolean indicating whether the padding should result in an image with odd...
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def valid_field_in_tree(arch): """A `tree` must have `string` attribute and an immediate node of `tree` view must be `field` or `button`.""" if arch.xpath('//tree[not (@string)]'): return False for child in arch.xpath('/tree/child::*'): if child.tag not in ('field', 'button'): re...
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