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def _parse_boolean(value): """ Returns a boolean value corresponding to the given value. :param value: Any value :return: Its boolean value """ if not value: return False try: # Lower string to check known "false" value value = value.lower() return value not...
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def parameter_directmodel_extraction(pars): """Extraction of parameters from directmodel parameters.""" perts_info = [(e[0], e[2]) for e in pars[0]] format_pars = [(e[0], e[2]) for e in pars[1]] models_pars = [(e[0], e[2]) for e in pars[2]] sampling_pars = [(e[0], e[2]) for e in pars[3]] scorer_...
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def evaluate(model, x, y, add_metrics={}): """Evaluate model performance Args: model: Keras model x: model inputs y: model targets add_metrics: additional metrics Returns: A dictionary of type: <metric>: <value> """ keras_metrics = {name: metric ...
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def uniform_stress(F, A): """Returns stress assuming uniform distribution in cross section :param float F: Force :param float A: Cross section area :returns Stress :rtype: float """ return F / A
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def from_module(module_name): """ :samp:`Predicate for module-name detection.` :: f(cls) = cls.module_name == module_name :param module_name: the module-name in the detection :return: lambda for module-name detection """ return lambda cls: cls.__module__.startswith(module_name)
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from typing import Union def elapsed2string(tm: Union[int, float, str]) -> str: """Return elapsed time as friendly string representation Arguments: :param tm: (float|str): is a number of seconds :return str: A string with the number of minutes and hours represented """ if isinstan...
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def perm(lst): """ Returns a list of all permutations of lst.""" if len(lst) == 1: return [lst] result = [] for e in lst: without_e = [x for x in lst if x != e] sub_answer = perm(without_e) result.extend([[e] + sub for sub in sub_answer]) return result
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def tolist(item): """ tolist wraps a single value in a list, or converts the item to a list """ return item if type(item) == list else list(item)
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def round_next (x,step): """Rounds x up or down to the next multiple of step.""" if step == 0: return x x = round(x/step)*step # Avoid "negative zero" (-0.0), which is different from +0.0 by IEEE standard if x == 0: x = abs(x) return x
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def CalculateAverageMolWeight(mol): """ Calculation of average molecular weight. Note that not including H Parameters: mol: rdkit molecule Returns: AvgMolWeight: Average Molecular weight """ MolWeight = 0 for atom in mol.GetAtoms(): MolWeight = MolWeig...
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def search(value, node): """ Search for element in the linked list :param value: value to look for :param node: value of head node, start of list :return: bool: weather or not element is in the list """ if node is not None: # iterate through while valid nodes if node.value == value...
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def check_layer_state(fileContainer,layerName): """ Checks is layer "layerName" exists. Returns True if it exists, and False otherwise. """ for layer in fileContainer.layers: if layer.dxf.name == layerName: return True return False
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def geoPointInsideBox(p, edges): """ returns True only if p lies inside or on the sides of box """ y,x = p (y0,x0),(y1,x1) = edges if y0>y1: y0,y1 = y1,y0 if x0>x1: x0,x1 = x1,x0 return x0<=x<=x1 and y0<=y<=y1
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def to_lower(inp): """ Recursively convert inputs to lowercase strings, except if None. Parameters ---------- inp : str or list of str Object to be converted to lower. Returns ------- str, list or None """ if inp is None: return None if isinstance(inp, list...
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import itertools def limit(iterator, n=None): """Produce a limited stream of values from an iterator. If `n` is 0 or None, don't limit the iterator at all. :param iterator: An iterator of values. :param n: The maximum number of values to produce. :yield: The first (at most) `n` values from the i...
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def normalize_box(box,w,h): """ Input: [ymin, xmin,ymax,xmax] Output: normalized by width and height of image """ nbox = box.copy() nbox[:,0] = nbox[:,0]/h nbox[:,1] = nbox[:,1]/w nbox[:,2] = nbox[:,2]/h nbox[:,3] = nbox[:,3]/w return nbox
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import math def to_radian(degree: float) -> float: """ Args: degree(float): degre value to convert to radian Returns: float: radian value """ return degree * math.pi / 180.0
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def merge(a, b): """Shallow merge two dictionaries""" r = a.copy() r.update(b) return r
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def get_protocol(path: str) -> str: """Return fsspec filesystem protocol corresponding to path Args: path: local or remote path Returns: "file" unless "://" exists in path, in which case returns part of path preceding "://" """ if "://" in path: protocol = path.spli...
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def escape(keyword): """ Escape the backtick for keyword when generating an actual SQL. """ return keyword.replace('`', '``')
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def lcm(x, y): """Calculates least common multiple of two integers x and y.""" assert isinstance(x + y, int), 'Values must be integers!' lcm_value = x if x > y else y while lcm_value % x or lcm_value % y: lcm_value += 1 return lcm_value
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def get_csv_with_rev_path(csv_file): """Takes a csv file path and returns the name for a new version of the file, after addition of columns with info about reverse search results. """ return csv_file.rsplit('.', 1)[0] + '_1.csv'
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def index_name_if_in_list(name, name_list, suffix='', prefix=''): """ Find a unique name by adding an index to the name so it is unique within the given list. Parameters: name (str): Name name_list (iterable): List of names that the new name must differ from. suffix (str): The suffi...
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def Power_Calc(Vcell, i): """ Calculate power. :param Vcell: Vcell Voltage [V] :type Vcell : float :param i: cell load current [A] :type i : float :return: cell power [W] as float """ try: result = Vcell * i return result except TypeError: print( ...
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def bnds(val, lower, upper): """Make sure a value is between the bounds, or else it is None""" if val is None: return None if val < lower or val > upper: return None return val
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def get_scaled_action(action): """Get full action, scaled from [0, 1] to the maximum values allowed by the environment/simulator/car.""" # action = throttle, brake, steering min_steer = -1.0 max_steer = +1.0 return [action[0], action[1], (action[2]*(max_steer-min_steer))+min_...
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def get_nmods(mod_seq, mod_str="Oxidation"): """ Get the number of modifications. Args: mod_seq: str, modified sequence string mod_str: str, modification string to count Returns: int, number of mods seen in mod_seq """ return mod_seq.count(mod_str)
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import re import fnmatch def make_regex(pattern: str, algorithm: str) -> str: """ Transform a pattern to a regex pattern. Supported algorithms; - literal - wildcard - regex - regmatch :param pattern: The pattern to be transformed. :param algorithm: The algorithm...
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def multiple_shape(shape, stride): """ Given a shape (tuple), it returns the closest larger bounding box whose sides are multiple of stride """ return tuple((s + (stride - 1)) // stride * stride for s in shape)
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def binary_search(lst: list, n: int) -> int: """Search any element in a list using binary search and return its index or -1 Args:\n lst (list): List of elements n (int or any): element to find Returns:\n int: index of the element """ left_index = 0 right_index =...
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from urllib.error import HTTPError from urllib.request import urlopen def is_private(baseurl, package): """Tells if a given package (with a namespace) is public or private This function checks if a fully qualified package in the format ``<namespace>/<name>`` is publicly accessible. It does this by tryin...
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def callTieBreak(obj, trackSubset, totNumTracks, distanceRatio): """Calls tieBreak() for multiprocessing Parameters ---------- obj : btengine The current btengine object (self) Everything else same as btengine.tieBreak() """ return obj.tieBreak(trackSubset, totNumTracks, distanceRatio)
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def eh_posicao(pos): # universal -> booleano """ Indica se o argumento introduzido e uma posicao de um tabuleiro 3x3. Argumentos: pos - Argumento que sera analisado. Retorno: True - O argumento for uma posicao de um tabuleiro 3x3. False - O argumento nao e uma posicao de um t...
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def _get_python_object_str(item): """Returns the Python Object represented as a String (used in toString)""" return str(item)
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from typing import Set def print_calltree(calldict: dict): """Print a space-indented recursive tree. An asterisk after a name indicates the function has already been traversed. """ print('[+] Printing call tree with %d functions:' % len(calldict)) # It looks nicer to start from obvious entry poin...
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def id_or_nid(song_dict): """Equivalent to ``d.get('id') or d['nid']``. Uploaded songs have an id key, while AA tracks have a nid key, which can often be used interchangably. """ return song_dict.get('id') or song_dict['nid']
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import torch def bdiag_prod(M1, M2): """Computes matrix-matrix product of two block matrices containing only diagonal submatrices. Input shapes: (N2, P, N1), (N1, P, N3) Output shape: (N2, P, N3)""" assert M1.size(2)==M2.size(0), "Dimension 2 of M1 does not match dimension 0 of M2" asser...
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def update_c_tools_version(main, file): """ Update Version import """ if main.replace_in_file(file, "from conans.model.version import Version", "from conans.tools import Version"): main.output_result_update(title="Update 'Version' import") return True return False
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def get_mean(a, b): """ Find the mid point of two points Inputs: - a, b: floats Outputs: - the coordinate of the mid point: float """ return (a + b) / 2
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def tag_in_tags(entity, attribute, value): """ Return ``True`` if the provided entity has a tag of value in its tag list. """ return value in entity.tags
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def upper_first_letter(name): """Return name with first letter uppercased.""" if not name: return '' return name[0].upper() + name[1:]
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def check_prev_char(password, current_char_set): """Function to ensure that there are no consecutive UPPERCASE/lowercase/numbers/special-characters.""" index = len(password) if index == 0: return False else: prev_char = password[index - 1] if prev_char in current_char_set: ...
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def _split_ports_per_fabric(slot_grouping, fabric_data): """Splits the slots per fabric which are to be placed on the same VIOS. :param slot_grouping: The slots which are to be placed in the same vios Ex: [3, 6] Here the slots 3 and ...
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def mean(vector): """Calculates mean""" list_vector = list(vector) sum_vector = sum(list_vector) len_vector = float(len(list_vector)) mean_final = sum_vector/len_vector return(mean_final)
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def coffeelint_parser(stdout, stderr, previous_reports=None): """ Example summary line: ✗ Lint! » 98 errors and 0 warnings in 41 files """ lines = stdout.split('\n') summary_line = lines[-3].split(' ') total_errors = int(summary_line[3]) total_warnings = int(summary_line[6]) return {...
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def _generate_args_view(args, kwargs): """Generate a string representing the arguments given. All arguments and keyword arguments are separated by ", ". All keyword arguments are in the form name=value. :param args: a tuple containing the arguments :type args: tuple :param kwargs: a dict containing key/value pai...
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def named_capturing(pattern, name): """ generate a named capturing pattern :param pattern: an `re` pattern :type pattern: str :param name: a name for the capture :type name: str :rtype: str """ return r'(?P<{:s}>{:s})'.format(name, pattern)
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def is_checkpoint(block_number: int, epoch_length: int) -> bool: """ Return ``True`` if the given ``block_number`` is a checkpoint, otherwise ``False``. """ return block_number % epoch_length == 0
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def clean_data(data, missing_prop=0.25, max_stay=365): """Get rid of the columns where enough data is missing, and remove records that last too long or have any missing data.""" for col in data.columns: if data[col].isnull().sum() > missing_prop * len(data): data = data.drop(col, axis=1...
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def compose(*funclist): """ Returns the composition of a list of functions, where each function consumes the return value of the function that follows. In math terms, composing the functions f() :param funclist: List of functiosn [f0, f1, f2, f3, ... fn-1] :return: New function f(x) = f...
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import time def date_to_timestamp(date): """ Converts date instance to unix timestamp. :param datetime.date date: Date instance. :return: Unix timestamp. :rtype: int """ return int(time.mktime(date.timetuple()))
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def craft_url(word: str, locale: str, raw: bool = False) -> str: """Craft the *word* URL for the given *locale*.""" url = f"https://{locale}.wiktionary.org/w/index.php?title={word}" if raw: url += "&action=raw" return url
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import re def normalize(text): """ Normalizes the text by removing all punctuation and spaces as well as making the string completely lowercase. """ return re.sub(r'[^a-z0-9]+', '', text.lower())
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import logging def get_logger() -> logging.Logger: """Returns the endrpi logger.""" return logging.getLogger('endrpi')
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def get_package_link(config, pkg, os_name, os_code_name, os_arch): """ Get an informational link about a package. This function uses the package_dashboards configuration to attempt to create a URL to an information page regarding a package. If it is unsuccessful, the URL to the package itself is re...
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import inspect def parametrize(param_name, params): """Decorator for benchmarking over a set of parameters. Parameters ---------- param_name : str Parameter name. Must be one of the arguments of the decorated function. params : list[any] List of values to benchmark for the given p...
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import errno def parsettestcases(path): """read a .t test file, return a set of test case names If path does not exist, return an empty set. """ cases = [] try: with open(path, "rb") as f: for l in f: if l.startswith(b"#testcases "): cases.a...
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def checkIdenticalExistingVectors( newgraphs, vectors, v ): """ Checks if there exists a vector from 'vectors' corresponding to one of the graphs from 'newgraphs', that is equal to v (ie, checks if a vector equal to v has already been generated). If such vector exists, it returns True, and else it r...
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def add_intf_to_map(intf_map, bridge_or_bond, config_type, intf_index, lacp=False): """Adds an interface to the interface map, after performing validation interface_map has a specific structure. this method checks and inserts keys if they're missing for the bridge or interface being add...
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def get_match(match, index, default=''): """ Returns a value from match list for a given index. In the list is out of bounds `default` is returned. """ if index >= len(match): return default else: return match[index]
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def convective_heat_transfer_coefficient_simplified_summer(v_a: float) -> float: """ 対流熱伝達率[W/(m2・K)]の計算(簡易計算、夏期条件) :param v_a: 通気層の平均風速, m/s :return: 対流熱伝達率, W/(m2・K) """ return 4.113 * v_a + 1.844
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def bytes_to_str(byte_count): """pretty print string for bytes""" if byte_count > 1024 * 1024 * 1024: return str(int(byte_count / 1024 / 1024 / 1024)) + "GiB" if byte_count > 1024 * 1024: return str(int(byte_count / 1024 / 1024)) + "MiB" if byte_count > 1024: return str(int(byte_...
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def _extend_control_events_default(control_events, events, state): """Default function for extending control event sequence. This function extends a control event sequence by duplicating the final event in the sequence. The control event sequence will be extended to have length one longer than the generated e...
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def dec(x): """ Decrements the value of x >>> dec(5) 4 """ return x - 1
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def export_3dpdf( client, file_=None, filename=None, dirname=None, height=None, width=None, dpi=None, use_drawing_settings=None, sheet_range="all", ): """Export a model to a 3D PDF file. Args: client (obj): creopyson Client. `file_` (str, optional...
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import importlib def import_or_raise(library, error_msg): """Attempts to import the requested library. If the import fails, raises an ImportError with the supplied error message. Args: library (str): the name of the library error_msg (str): error message to return if the import fails ...
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def return_start_end(seq): """ Returns the start and end indices of amino acids """ start = next(idx for (idx,s) in enumerate(seq) if s != '-') try: end = start -1 + next(idx for (idx,s) in enumerate(seq[start:]) if s == '-') except StopIteration: end = len(seq) - 1 return star...
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def _html_decode(text): """ Decode HTML entities used in TiddlyWiki content into the 'real' things. """ return text.replace('&gt;', '>').replace('&lt;', '<').replace('&amp;', '&').replace('&quot;', '"')
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def cummean(series): """ Calculates cumulative mean of values. Equivalent to `series.expanding().mean()`. Args: series: column to compute cumulative mean for. """ means = series.expanding().mean() return means
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def image_person_object_factory(image_id, person_id): """Cook up a fake imageperson json object from given ids.""" personimage = { 'image_id': image_id, 'person_id': person_id } return personimage
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def _cut_string(string: str, from_line: int, to_line: int, from_col: int, to_col: int): """Cut a string and return the resulting substring. Example: Given a *string*, "xxxxxxxxxxx xxxxxAXXXXXXXXXXXXXXXXXXXX XXXXXXXXXXXXXBxxxx xxxx" , to cut a substring from...
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def constant(value: float = 0): """ A constant float. Parameters ---------- value : float The float value. """ return value
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def replace_staff_placeholder(user_list, staff): """ Replace the staff placeholder with the actual list of staff members in the user_list. """ if isinstance(user_list, str): user_list = [user_list] # We might end up in this case when one hub references the config of another deployed hub...
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def max_segment_intersections(segments): """ Returns number of maximum intersecting segments """ diff = {} for segment in segments: diff[segment.start] = diff.get(segment.start, 0) + 1 diff[segment.end] = diff.get(segment.end, 0) - 1 max_intersections = 0 current_intersection...
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from datetime import datetime from typing import Dict def is_in_semester( date_time: datetime, semester_info: Dict, ) -> bool: """ Check if a datetime is within the first and last days of the semester. :param date_time: the date/time :param semester_info: the semester info :return True if...
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def isdatadescriptor(object): """Return true if the object is a data descriptor. Data descriptors have both a __get__ and a __set__ attribute. Examples are properties (defined in Python) and getsets and members (defined in C). Typically, data descriptors will also have __name__ and __doc__ attributes ...
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def tokenize_timeperiod(timeperiod): """ method breaks given timeperiod into 4 parts: (year, month, day, hour) for instance: daily 2015031400 -> ('2013', '03', '14', '00') hourly 2015031413 -> ('2013', '03', '14', '13') monthly 2015030000 -> ('2013', '03', '00', '00') ...
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def get_indices(row_compound): """Finds indices of unique value/extinction objects at 'uvvis' scope :param chemdataextractor.model.Compound row_compound : Compound containing uvvis data :returns list value_indices : UvvisSpectrum indices pointing to objects solely containing uvvis values l...
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def select_items_by_bits(lst, i): """ Selects items from lst indexed by the bits in i. :param lst: A list. :param i: A non-negative integer whose most significant bit is at a position lesser than len(lst). :return: A list containing all lst[k] where (i & (1 << k)) == 1. """ result = [] ...
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def label(field): """ Construct a label for a data field suitable for use on a graph axis. """ if hasattr(field,'Along_name'): return field.Along_name.nxdata else: return "%s (%s)"%(field.nxname,field.Aunits.nxdata)
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def meanPoint(coordDict): """Compute the mean point from a list of cordinates.""" x, y, z = zip(*list(coordDict.values())) mean = (float(format(sum(x) / len(coordDict), '.2f')), float(format(sum(y) / len(coordDict), '.2f'))) return mean
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def field_name_wo_brackets(field_name: str) -> str: """ Field names in a ulog message can end with [*]. This function removes the [*] at the end """ if field_name.endswith(']'): return field_name[:-3] return field_name
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def center_image(image): """Sets an image's anchor point to its center""" image.anchor_x = image.width//2 image.anchor_y = image.width//2 return image
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def check_words(words: str, text: str) -> bool: """ Checks if the specified words are in the index card. """ return words.lower() in text.lower()
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import re def fix_import_export_id_paths(fieldname): """ Fixes the id fields in import and exports, and splits field paths on '/'. :param str fieldname: name of the field to import/export :return: split field name :rtype: list of str """ fixed_db_id = re.sub(r'([^/])\.id', r'\1/.id', ...
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import re def get_all_local_funcs(vba): """ Get the names of all locally defined functions. """ pat = r"(?:Sub |Function )([^\(]+)" r = [] for (_, _, _, vba_code) in vba.extract_macros(): for line in vba_code.split("\n"): names = re.findall(pat, line) r.extend(n...
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def intersect_all(set1: set, set2: set, set3: set) -> set: """Return the intersection of all three of the given sets: set1, set2, and set3. >>> intersect_all({1, 2, 3}, {1, 2, 3, "test"}, {1, 2, 6, 7, "test"}) == {1, 2} True >>> intersect_all(set(), {1, 2, 3}, {1, 2, 3}) == set() True >>> inter...
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def df_row_to_com_dict(df_row): """ From a single row of df, return comp dict key: isotope (e.g. pu-239) value: % mass """ iso_list = list(df_row)[5:] assem_dict = df_row.to_dict() assem_dict = {key: assem_dict[key] for key in assem_dict if key in iso_list} return assem_dict
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from datetime import datetime def ut_to_dt(ut): """ Convert unixtime to datetime. """ return datetime.utcfromtimestamp(float(ut))
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def _format_tags(line, slice_): """ Create or format tags. Parameters ---------- line: Line to add a tag. slice_: Tag interval. Returns ------- str: formatted html tag """ map_formated_tags = map(lambda tag: '{}: {}'.format(tag, line[tag]), slice_) return '<br/>'.joi...
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def get_aliases_url(base_url, id): """ Build and return full Alias URL """ url = base_url + "api/snapshots/" + str(id) + "/aliases" return url
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def _CopyFieldToProtocolBuffer(field, pb): """Copies field's contents to a document_pb.Field protocol buffer.""" pb.set_name(field.name.encode('utf-8')) field_value_pb = pb.mutable_value() if field.language: field_value_pb.set_language(field.language.encode('utf-8')) if field.value is not None: field....
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def to_proper_degrees(theta): """ Converts theta (degrees) to be within -180 and 180. """ if theta > 180 or theta < -180: theta = theta % 180 return theta
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def is_0to255(value): """RGB values must be in the range 0 - 255 (inclusive)""" return 0 <= value <= 255
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def ToPowerOfTwo(bits: int) -> int: """ Given a number, find the next power of two that is >= to the given value. Can be used to figure out a variable size given non-standard bit sizes in matter: eg. a int24 can be stored in an int32, so ToPortOfTwo(24) == 32. """ # probably bit manipulation c...
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def is_even(k: int) -> bool: """Returns True if k is even, and False otherwise.""" # Reduces any number to its rightmost bit. If it is odd, that will # complement then 1 and return 1 as a result of the bitwise AND. If # it is even, it will return 0. return k & 1 == 0
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def orderDict(d: dict): """Deep sort dictionary by keys Args: d (dict): unsorted dictionary Returns: [dict]: Sorted dictionary """ return {k: orderDict(v) if isinstance(v, dict) else v for k, v in sorted(d.items())}
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def sample_task(self, user_id, argument, **kwargs): # pylint: disable=unused-argument """ Example of a specific task inheriting from UserTask. """ print(f'Ran SampleTask for argument "{argument}"') return argument
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import inspect def build_from_config(module, config: dict): """Returns an object of :class:`module` constructed from `config`. Args: module: A python or user-defined class config: A python dict containing information used in the construction of the return object Returns: An ``object`` of...
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def strip_hidden(key_tuples, visibilities): """Filter each tuple according to visibility. Args: key_tuples: A sequence of tuples of equal length (i.e. rectangular) visibilities: A sequence of booleans equal in length to the tuples contained in key_tuples. Returns: A sequence equal ...
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