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from dateutil.tz import tzlocal, gettz def to_system_time(dt): """ Converts a timezone aware datetime object to an object to be used in the messagebus scheduler :param dt: datetime object to convert :return: timezone aware datetime object that can be scheduled """ tz = tzlocal() if dt.tzi...
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import torch def to_gpu(x): """Move `x` to cuda device. Args: x (tensor) Returns: torch.Variable """ x = x.contiguous() if torch.cuda.is_available(): x = x.cuda(non_blocking=True) return torch.autograd.Variable(x)
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import math def floor_with_place(value, keep_decimal_place): """ 無條件捨去小數點後 N 位 Args: value(float): 數值 keep_decimal_place(2): 要保留到小數點第幾位, e.g 2,表示保留到第二位,後面的位數則無條件捨去 """ scale_value = math.floor(value * pow(10, keep_decimal_place)) result = scale_value / pow(10, keep_decimal_place) return result
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def ci_equals(left, right): """Check is @left string is case-insensative equal to @right string. :returns: left.lower() == right.lower() if @left and @right is str. Or left == right in other case. """ if isinstance(left, str) and isinstance(right, str): return left.lower() == right.lower() ...
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def get_trig_val(abs_val: int, max_unit: int, abs_limit: int) -> int: """Get the corresponding trigger value to a specific limit. This evenly devides the value so that the more you press the trigger, the higher the output value. abs_val - The current trigger value max_unit - The maximum value to re...
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def transpose(g): """Fonction qui, à l'aide d'une grille sous forme de liste contenant des listes, retourne une nouvelle grille pour laquelle on a inversé les colonnes et les lignes de la grille d'origine. Paramètre(s): - g list: Grille à transposer sous la forme de liste de liste. La liste parente...
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import random def complete(subjects, seed=None): """ Create a randomization list using complete randomization. Complete randomization randomly shuffles a list of group labels. This ensures that the resultant list is retains the exact balance desired. This randomization is done in place. Args: ...
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def str_to_int(num_str): """ Converts string into number. Parameters: num_str: a string to be converted into number Returns: numeric value of the string representing the number """ if num_str.lower().startswith('0x'): return int(num_str[2:], 16) return int(num_str...
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from typing import List def scale_prev_up_to_1(prev_vals: List[float], fraction: float): """ Apply a percentage to the previous value, saturating at one or zero """ val = prev_vals[-1] * fraction if val > 1: return 1 elif val < 0: return 0 else: return val
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def manhattan_distance(start, end): """Calculate the Manhattan distance from a start point to an end point""" return abs(end.x - start.x) + abs(end.y - start.y)
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def parse_alignment(alignment): """ Parses an alignment string. Alignment strings are composed of space separated graphemes, with optional parentheses for suppressed or non-mandatory material. The material between parentheses is kept. Parameters ---------- alignment : str The a...
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def highlight_single_token(token): """Highlight a single token with ^.""" return {token.start_row: " " * token.start_col + "^" * len(token.string)}
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def voter_notification_settings_update_doc_template_values(url_root): """ Show documentation about voterNotificationSettingsUpdate """ required_query_parameter_list = [ { 'name': 'api_key', 'value': 'string (from post, cookie, or get (in that order))', # b...
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import re def parse_gitmodules(input_text): """Parse a .gitmodules file and return a list of all the git submodules defined inside of it. Each list item is 2-tuple with: - submodule name (string) - submodule variables (dictionary with variables as keys and their values) The input should be a ...
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def is_clockwise(vertices): """ Returns whether a list of points describing a polygon are clockwise or counterclockwise. is_clockwise(Point list) -> bool Parameters ---------- vertices : a list of points that form a single ring Examples -------- >>> is_clockwise([Point((0, 0)), Point...
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import yaml def yaml_from_dict(dictionary): """convert a Python dictionary to YAML""" return yaml.dump(dictionary)
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def _GetOrAddArgGroup(parser, help_text): """Create a new arg group or return existing group with given help text.""" for arg in parser.arguments: if arg.is_group and arg.help == help_text: return arg return parser.add_argument_group(help_text)
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import re def parse_show_arp(raw_result): """ Parse the 'show arp' command raw output. :param str raw_result: vtysh raw result string. :rtype: dict :return: The parsed result of the show arp command in a \ dictionary of the form. Returns None if no arp found or \ empty dictionary: ...
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def quote(s: str) -> str: """ Quotes the '"' and '\' characters in a string and surrounds with "..." """ return '"' + s.replace('\\', '\\\\').replace('"', '\\"') + '"'
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import re def remove_structure_definitions(data): """ Remove lines of code that aren't representative of LLVM-IR "language" and shouldn't be used for training the embeddings :param data: input data as a list of files where each file is a list of strings :return: input data with non-representative ...
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def normalise_list( l: list, d: int, f: int = 1, ) -> list: """Normalise a list according to a given displacement Parameters ---------- l : list The list of values n : int, optional The displacement, by default 0 Returns ------- list The normalis...
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def assert_time_of_flight_is_positive(tof): """ Checks if time of flight is positive. Parameters ---------- tof: float Time of flight. """ if tof <= 0: raise ValueError("Time of flight must be positive!") else: return True
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def int2mac(integer, upper=False): """ Convert a integer value into a mac address :param integer: Integer value of potential mac address :param upper: True if you want get address with uppercase :return: String mac address in format AA:BB:CC:DD:EE:FF """ def format_int(): return zip...
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def filter_phrases(input_str, filter_list): """ Filters out phrases/words from the input string :param input_str: String to be processed. :return: string with phrases from filter_list removed. """ for phrase in filter_list: input_str = input_str.replace(phrase,'') return input_str
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def build_mpi_call_str(task_specs,common_options,format_opts=None,runner='mpiexec'): """Summary Args: task_specs (list): List of strings, each containing an MPI task description, eg e.g: ['-n {nrunners} python3 awrams.module.example {pickle_file}'] common_options ...
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def get_channel_dim(input_tensor, data_format='INVALID'): """Returns the number of channels in the input tensor.""" shape = input_tensor.get_shape().as_list() assert data_format != 'INVALID' assert len(shape) == 4 if data_format == 'NHWC': return int(shape[3]) elif data_format == 'NCHW': return int(...
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def index_of_square(square): """ Index of square Args: square (String): Square in chess notation e.g. f7 Returns: Int: Index of square in bitboard """ line = ord(square[0].lower()) - ord('a') row = int(square[1]) idx = 8 * (row - 1) + line return idx
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def _check_attribute(obj, attr, typ, allow_none=False): """Check that a given attribute attr exists in the object obj and is of type typ. Optionally, allow the attribute to be None. """ if not hasattr(obj, attr): return False val = getattr(obj, attr) return isinstance(val, typ) or (allo...
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def join(func): """Decorator that joins characters of a returned sequence into a string.""" return lambda *args: ''.join(func(*args))
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def divide(value, divisor): """ Divide value by divisor """ v = float(value) d = float(divisor) return v / d
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import warnings def datastream_does_not_exist_warning(sensor_type, operation): """Warn about not existing datastreams.""" message = 'The datastream "{}" does not exist for the current session.\ The performed operation "{}" will have not effect'.format( sensor_type, operation ) return warn...
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def getWAMP(rawEMGSignal, threshold): """ Wilson or Willison amplitude is a measure of frequency information. It is a number of time resulting from difference between the EMG signal of two adjoining segments, that exceed a threshold.:: WAMP = sum( f(|x[i] - x[i+1]|)) for n = 1 --> n-1 ...
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def fileGroupName(filePath): """ Get the group file name. foo.0080 would return foo """ return filePath.split('.')[0]
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def _min_filter(path_data, min_genes, min_transcripts): """ Return `True` is path_data has more than min_genes and min_transcripts. """ if min_genes > 1: if len(path_data.Genes) < min_genes: return False if min_transcripts > 1: if len(path_data.Transcripts) < min_transcri...
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def InvertDictionary(origin_dict): """Invert the key value mapping in the origin_dict. Given an origin_dict {'key1': {'val1', 'val2'}, 'key2': {'val1', 'val3'}, 'key3': {'val3'}}, the returned inverted dict will be {'val1': {'key1', 'key2'}, 'val2': {'key1'}, 'val3': {'key2', 'key3'}} Args: origin_dict:...
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from typing import List import re def split(sentence: str) -> List[str]: """ Split a string by groups of letters, groups of digits, and groups of punctuation. Spaces are not returned. """ return re.findall(r"[\d]+|[^\W\d_]+|[^\w\s]+", sentence)
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def get_user_name(email: str) -> str: """Returns username part of email, if valid email is provided.""" if "@" in email: return email.split("@")[0] return email
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from typing import List def rotate_right(sequence: List[int]) -> List[int]: """ Shifts the elements in the sequence to the right, so that the last element of the sequence becomes the first. >>> rotate_right([1,2,3,4,5]) [5, 1, 2, 3, 4] >>> rotate_right([1]) [1] >>> rotate_right([]) []...
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import itertools def get_all_combinations(elements): """ get all combinations for a venn diagram from a list of elements""" result = [] n = len(elements) for i in range(n): idx = n - i result.append(list(set(itertools.combinations(elements, idx)))) return result
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def calc_theta_int_inc(theta_int_ini, delta_theta_int_inc): """ Eq. (1) in [prEN 15316-2:2014] :param theta_int_ini: temperature [C] :type theta_int_ini: double :param delta_theta_int_inc: temperature [C] :type delta_theta_int_inc: double :return: sum of temperatures [C] :rtyp...
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from typing import Sequence def evaluate_poly(poly: Sequence[float], x: float) -> float: """Evaluate a polynomial f(x) at specified point x and return the value. Arguments: poly -- the coeffiecients of a polynomial as an iterable in order of ascending degree x -- the point at which to eva...
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from typing import Optional import html def unescape_string(value: Optional[str]) -> Optional[str]: """Perform HTML unescape on value.""" if value is None: return value return html.unescape(str(value))
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def split(target_name): """Split a target name. Returns a tuple "(build_module, name)". The split is on the first `:`. Extra `:` are considered part of the name. """ return target_name.split(':', 1)
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def validate(config): """ Validate the beacon configuration """ # Configuration for aix_account beacon should be a dictionary if not isinstance(config, dict): return False, "Configuration for aix_account beacon must be a dict." if "user" not in config: return ( False,...
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def calc_closest_point_w_linestr(point, linestr): """ Calculate closest point between shapely LineString and Point. Parameters ---------- point : object Shapely point object linestr : object Shapely LineString object Returns ------- closest_point : object Sh...
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def _compute_time(index, align_type, timings): """Compute start and end time of utterance. Adapted from https://github.com/lumaku/ctc-segmentation Args: index: frame index value align_type: one of ["begin", "end"] Return: start/end time of utterance in seconds """ mid...
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import math def lcc_simp(seq): """Local Composition Complexity (LCC) for a sequence. seq - an unambiguous DNA sequence (a string or Seq object) Returns the Local Composition Complexity (LCC) value for the entire sequence (as a float). Reference: Andrzej K Konopka (2005) Sequence Complexity ...
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from typing import List def right(lst: List[int], idx: int) -> int: """Return right heap child.""" right_idx = idx * 2 + 2 if right_idx < len(lst): return right_idx else: return -1
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def get_temp_dir(app_name): """Get the temporary directory for storing fab deploy artifacts. Args: app_name: a string representing the app name Returns: a string representing path to tmp dir """ return '/tmp/.fab-deploy-{}'.format(app_name)
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def command( *args ): """ Returns the command as a string joining the given arguments. Arguments with embedded spaces are double quoted, as are empty arguments. """ cmd = '' for s in args: if cmd: cmd += ' ' if not s or ' ' in s: cmd += '"'+s+'"' else: ...
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def find_nearest(dataframes, x, npoints=5): """ Function that will take a list of dataframes, and return slices of the dataframes containing a specified number of closest points. """ nearest = [ df.loc[(df["Frequency"] - x).abs().argsort()[:npoints]] for df in dataframes ...
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def threept_center(x1, x2, x3, y1, y2, y3): """ Calculates center coordinate of a circle circumscribing three points Parameters -------------- x1: `double` First x-coordinate x2: `double` Second x-coordinate x3: `double` Third y-coordinate y1: `double` ...
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def _clean_name(name): """Strip surrounding whitespace.""" return name.strip()
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import calendar def short_month(i, zero_based=False): """ Looks up the short name of a month with an index. :param i: Index of the month to lookup. :param zero_based: Indicates whether the index starts from 0. :returns: The short name of the month for example Jan. >>> from dautils import ts ...
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def delete_double_undervotes(tally): """ Delete all double undervotes from a ballot dictionary tally If a double undervote occurs, delete it and all subsequent positions from ballot. Args: dictionary {tally}: dictionary mapping ballots to nonnegative reals Returns: dictionary ...
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from typing import List def parse_timeseries( timeseries_str, time_input_unit="minute", time_output_unit="second" ) -> List[List[float]]: """Create a list of 2-list [timestep (seconds), value (mm/hour)].""" if not timeseries_str: return [[]] output = [] for line in timeseries_str.split(): ...
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def authz_query(authz, field='collection_id'): """Generate a search query filter from an authz object.""" # Hot-wire authorization entirely for admins. if authz.is_admin: return {'match_all': {}} collections = authz.collections(authz.READ) if not len(collections): return {'match_none...
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def mul(a, b): """return the multiply of a and b""" return a * b
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def _solve_expx_x_logx(tau, tol, kernel, ln, max_steps=10): """Solves the equation log(pi/tau) = pi/2 * exp(x) - x - log(x) approximately using Newton's method. The approximate solution is guaranteed to overestimate. """ # Initial guess x = kernel.log(2 / kernel.pi * ln(kernel.pi / tau)) ...
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import json def json_from_text(text_file): """JSON to dictionary from text file.""" tmp = open(text_file, "r") data = json.load(tmp) return data
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def student_ranking (student_scores, student_names): """Organize the student's rank, name, and grade information in ascending order. :param student_scores: list of scores in descending order. :param student_names: list of names in descending order by exam score. :return: list of strings in format ["...
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def find_heuristic_position(child_partition): """ This function finds the starting position of different heuristics in a combined game payoff matrix. :param child_partition: :return: """ position = {} i = 0 for method in child_partition: position[method] = (i, i+child_partition[m...
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import time import random def _custom_libname(filetype, salt_len=2): """ Choose a custom name for library file Format: filetype: file extensiion cur_time: current time salt: salt_len number of digits <cur_time>_<salt>.<filetype> Args: filety...
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def to_bytes(obj): """Convert object to bytes""" if isinstance(obj, bytes): return obj if isinstance(obj, str): return obj.encode('utf-8') return str(obj).encode('utf-8')
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def IsPureVirtual(fname): """ Returns true if a header file is a pure virtual (no implementation) Pure virtual header files are designated as such by the phrase "Pure virtual" at the first line Input: fname - File name """ f = open(fname) fl = f.readline() f.close() return f...
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def _compose2(f, g): """Compose 2 callables""" return lambda *args, **kwargs: f(g(*args, **kwargs))
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import hashlib def get_md5_hash(value): """Returns the md5 hash object for the given value""" return hashlib.md5(value.lower().encode("utf-8"))
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def cap(value: float, minimum: float, maximum: float) -> float: """Caps the value at given minumum and maximum. Arguments: value {float} -- The value being capped. minimum {float} -- Smallest value. maximum {float} -- Largest value. Returns: float -- The capped value or the...
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import re def partial_path_match(path1, path2, kwarg_re=r'\{.*\}'): """Validates if path1 and path2 matches, ignoring any kwargs in the string. We need this to ensure we can match Swagger patterns like: /foo/{id} against the observed pyramid path /foo/1 :param path1: path of a url ...
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def compute_checksum(datafile): """Checksum is the sum of the differences between the minimum and maximum value on each line of a tab delimited data file. """ checksum = 0 with open(datafile, 'rb') as f: for line in f: # Remove trailing newline, split on tabs nums...
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def comp_length(self): """Compute the length of the line Parameters ---------- self : Segment A Segment object Returns ------- length: float lenght of the line [m] Raises ------ PointSegmentError Call Segment.check() """ self.check() z1 =...
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def is_filtered(variant): """Returns True if variant has a non-PASS filter field, or False otherwise.""" return bool(variant.filter) and any( f not in {'PASS', '.'} for f in variant.filter)
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def subhourly_energy_delivered_rule(mod, prj, tmp): """ If no subhourly_energy_delivered_rule is specified in an operational type module, the default subhourly energy delivered is 0. """ return 0
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def gini_index(data, feature_name): """ Calculates the gini index of the feature with the given name. :param data: the data to analyze :param feature_name: the name of the feature to anlyze :return: the gini index of the specified feature """ gini_index = 1 for value_count in data...
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def sum_stats(stats_data): """ Summarize the bounces, complaints, delivery attempts and rejects from a list of datapoints. """ t_bounces = 0 t_complaints = 0 t_delivery_attempts = 0 t_rejects = 0 for dp in stats_data: t_bounces += dp['Bounces'] t_complaints += dp['Com...
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def epdir(episode: int) -> str: """ Returns the episode folder name given an episode number. :param episode: The episode number :return: A formatted string of the episode folder name. """ return f"ep{episode}"
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def logistic_map(pop, rate): """ Define the equation for the logistic map. Arguments --------- pop: float current population value at time t rate: float growth rate parameter values Returns ------- float scalar result of logistic map at time t+1 """ ...
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import socket def open_port(host=''): """ Return a probably-open port There is a chance that this port will be taken by the operating system soon after returning from this function. """ # http://stackoverflow.com/questions/2838244/get-open-tcp-port-in-python s = socket.socket(socket.AF_INET, ...
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import math def eq2gal(ra,dec): """ Convert Equatorial coordinates to Galactic Coordinates in the epch J2000. Keywords arguments: ra -- Right Ascension (in radians) dec -- Declination (in radians) Return a tuple (l, b): l -- Galactic longitude (in radians) b -- Galactic latitude (in radians) """ # RA(rad...
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def lpad(s, l): """ add spaces to the beginning of s until it is length l """ s = str(s) return " "*max(0, (l - len(s))) + s
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def sort_cells_closest(start_cell, cells): """ Description: Returns a sorted list of cells by 'closest' based on the given start cell Args: start_cell (tuple): Coordinates (x, y) of the reference cell cells (list): List of (x, y) tuples that are the cells to compare Returns: ...
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def _SplitStep(user_name): """Given a user name for a step, split it into the individual pieces. Examples: _SplitStep('Transform/Step') = ['Transform', 'Step'] _SplitStep('Read(gs://Foo)/Bar') = ['Read(gs://Foo)', 'Bar'] Args: user_name: The full user_name of the step. Returns: A list repres...
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from typing import Union from typing import List def _get_error_list(_errors: dict) -> Union[List, None]: """ This method return a list of errors, if any exists :param _errors: Dict of errors :return: List of errors or None """ errors = [] for err in _errors: errors.append({ ...
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def format_commands(commands): """ This function format the input commands and removes the prepend white spaces for command lines having 'set' or 'delete' and it skips empty lines. :param commands: :return: list of commands """ return [ line.strip() if line.split()[0] in ("set", "del...
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import re def _validateStart(value, match): """ Make sure that the characters preceding an ISBN number do not invalidate the match. The match is considered to be invalid if it is preceded by any alphanumeric character. :param value: String that was being searched :param match: MatchObject ret...
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import operator def array_combine(a, b, op=operator.and_, func=lambda x: x): """ Returns op(func(a), func(b)) if a and b are both not None; if one is None, then returns func() on the non-None array; if both are None, then returns None. """ if a is not None and b is not None: return op(func...
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def serializer_workbook_path() -> str: """ Path to excel workbook used by serializer tests. """ return 'tests/data/serializer/test.xlsx'
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def dic_value(input_dic, key, default=None): """ Returns the value from the dic. If input_dic is not a dict, or there is no such key, then returns default """ if isinstance(input_dic, dict): value = input_dic.get(key, default) else: value = default return value
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def list_dict(l): """ return a dictionary with all items of l being the keys of the dictionary """ d = {} for i in l: d[i]=None return d
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def train_and_test_partition(inputs, targets, train_part, test_part): """ Splits a data matrix (or design matrix) and associated targets into train and test parts. parameters ---------- inputs - a 2d numpy array whose rows are the data points, or can be a design matrix, where rows are t...
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import struct def parse_hdr(data): """ Parse L2CAP packet 0 1 2 3 4 5 6 7 0 1 2 3 4 5 6 7 0 1 2 3 4 5 6 7 0 1 2 3 4 5 6 7 ----------------------------------------------------------------- | length | channel id | -------------------------------------...
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import re def get_capitalization_pattern(word, beginning_of_sentence=False): """Return the type of capitalization for the string. Parameters ---------- word : str The word whose capitalization is determined. beginning_of_sentence : Optional[bool] True if the word appears at the be...
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def readout_tbinfo(line): """ Builds the dict for tb info from line provided by qemu """ split = line.split("|") tb = {} tb["id"] = int(split[0], 0) tb["size"] = int(split[1], 0) tb["ins_count"] = int(split[2], 0) tb["num_exec"] = int(split[3], 0) tb["assembler"] = split[4].repla...
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from typing import Any from pathlib import Path def tmp_path(tmpdir: Any) -> Path: """Convert py.path.Local() to Path() objects.""" return Path(tmpdir.strpath)
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import random def random_range(n, total): """Return a randomly chosen list of n positive integers summing to total. Each such list is equally likely to occur.""" dividers = sorted(random.sample(range(1, total), n - 1)) return [a - b for a, b in zip(dividers + [total], [0] + dividers)]
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def file_to_list(file): """Take each line of a file, strip it, and append to a list""" return [line.strip() for line in open(file)]
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def override(cls): """Decorator for documenting method overrides. Args: cls: The superclass that provides the overridden method. If this cls does not actually have the method, an error is raised. Examples: >>> from ray.rllib.policy import Policy >>> class TorchPolicy(Po...
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import imp def create_module(problem_data): """Creates a new module for storing compiled code. Parameters ---------- problem_data - dict Problem data dictionary Returns ------- New module for holding compiled code """ problem_name = problem_data['problem_name'] module...
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import torch def transform_homogeneous(matrices, vertices): """Applies batched 4x4 homogenous matrix transformations to 3-D vertices. The vertices are input and output as as row-major, but are interpreted as column vectors multiplied on the right-hand side of the matrices. More explicitly, this funct...
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def no_cleanup(value, args): """Default cleanup function, returns the unchanged value.""" return value
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