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def _approx_equal(a, b, tolerance): """Check if difference between two numbers is inside tolerance range.""" if abs(a - b) <= tolerance * a: return True else: return False
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def cycle_list(k, n): """ Returns the elements of the list ``range(n)`` shifted to the left by ``k`` (so the list starts with ``k`` (mod ``n``)). Examples ======== >>> from sympy.crypto.crypto import cycle_list >>> cycle_list(3, 10) [3, 4, 5, 6, 7, 8, 9, 0, 1, 2] """ k = k % n...
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def get_lda_topics(lda, top_n=30): """Wrapper function to extract topics from trained tomotopy LDA model (adapted from @ecoronado's get_hdp_topics() method) ** Inputs ** lda:obj -> LDAModel trained model top_n: int -> top n words in topic based on frequencies ** Returns ** topics: dict...
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def label_annotations(annotations, inside_label, tokenize=None): """ Creates a list of labels for each character in a list of annotations :param annotations: A list of tuples, where the first is the shape of the annotations, and the second is its label :type annotations: list of...
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def calculate_szymkiewicz_simpson_coefficient(set_1, set_2): """Calculate Szymkiewicz-Simpson coefficient between two sets. :param set set_1: set 1 :param set set_2: set 2 :return: similarity of the two sets :rtype: float """ intersection = len(set_1.intersection(set_2)) smaller_set = m...
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def read_scoring_matrix(filename): """ Helper function to read a scoring matrix from a file. Returns the scoring matrix as a dictionary. """ matrix_file = open(filename, 'r') scoring_matrix = dict() # Read the first line and create a list column_values = matrix_file.readline().split() ...
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def diag(x1, y1, x2, y2): """Tests for direct diagonalness.""" if abs(x1 - x2) == abs(y1 - y2): return True return False
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import socket import time def waitForSSHAvailable(ipAddress, timeout=600): """ Wait until SSH is available, that is its network interface is up :param ipAddress: ipAddress :type ipAddress: str :param timeout: timeout :type timeout: int :returns: whether SSH is available :rtype: bool ...
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def _format_results(results: dict): """Return formatted dictionary containing term and relevance. Args: results (dict): JSON dictionary of Google Autocomplete results. Returns: suggestions (dict): Formatted dictionary containing term and relevance. """ if results: suggesti...
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def _is_decoy_suffix(psm, suffix='_DECOY'): """Given a PSM dict, return :py:const:`True` if all protein names for the PSM end with `suffix`, and :py:const:`False` otherwise. Parameters ---------- psm : dict A dict, as yielded by :py:func:`read`. suffix : str, optional A suffix u...
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def addcss(value, arg): """ Adds a css class to a form field """ css_classes = value.field.widget.attrs.get('class', '').split(' ') if css_classes and arg not in css_classes: css_classes = '%s %s' % (css_classes, arg) return value.as_widget(attrs={'class': css_classes})
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def path(index, height): """Return the path from a leaf to the root of a binary hash tree. Keyword arguments: index -- the leaf's index, in range [0, 2^height - 1] height -- the height of the binary hash tree Returns: The path from the leaf at the given index to the root of the binary tree as...
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def slugify_iarc_name(obj): """ Converts ratings body's or rating's iarc_name to a slug-like label (e.g. "USK" to "usk"). """ return obj.iarc_name.lower().replace(' ', '-')
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def get_yxs_tuples(points, shape): """ Get a matrix of found points. :param shape: shape of the template. :param points: iterable of points. :return: return a matrix with y and x as row for every found matching. """ yxs = [] yx_saved = (-1, -1) height, width = shape for y, x ...
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def measure_raw(state_vect, shots=1_000_000, random_seed=1): """ Make measurements along the z basis, return raw data :param state_vect: qiskit.quantum_info.Statevector object :param shots: int, representing # of measurements :param random_seed: int, for setting the 'randomness' :return: a list...
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from typing import Dict def string_to_dict(input_string: str) -> Dict[str, str]: """ Takes a string of a form `key1=val1,key2=val2` and returns the corresponding dict """ items_list = input_string.split(",") output_dict = {} for pair in items_list: pair = pair.split("=") # type: ignor...
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def get_coding_annotation_fasta(seq_record): """ When passed a sequence record object returns an array of FASTA strings for each annotation. :param seq_record: A Biopython sequence record object. :return: A FASTA file string containing all sequences record object CDS sequence features. """ fasta = [] features =...
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def verbose_name_plural(obj): """ Returns the plural verbose name for a Django Model instance. """ return obj._meta.verbose_name_plural
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def merge(b, c): """ Arguments: Array1, Array2: Two sorted arrays b and c. Return: array_d: The merged version of b and c """ i = 0 j = 0 k = 0 n1 = len(b) n2 = len(c) array_d = [None]*(n1+n2) # traverse both arrays while i<n1 and j<n2: ...
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def get_valid_moves(board, moves): """ Return the moves that can be played on the board @param board: board of the current game @param moves: a list of moves @return: moves that are valid """ for move in moves: if not board[move.line, move.column] == 0: moves.remove(move)...
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def get_dataframe_head(dataframe, number=5): """ Gets the first number of results (5 by default) from the dataframe Arguments are the dataframe and the first number of rows to return Number can also be a negative amount, in which case it will return everything but the last number of rows """ ...
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def logReSubn(subnExpr, preComment, postComment, errorMsg='') -> str: """ Takes in the result of a re.subn call, subnExpr, and logs preComment to stdout, then logs postComment and specifies the number of subs. Prints errorMsg in case of 0 subs. Returns the string from subnExpr with replacements...
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def get_events(data): """ dict -> list Return the events from a Meetup request """ return data["events"]
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def split_castep(filename): """ Split .castep file into each calculation Running CASTEP several times yields a single .castep file with concatenated output. This function splits the outputs into a list of each calculation run. Parameters -------- filename : str path to the .castep ...
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import re def split_bucket(s3_key): """ Returns the bucket name and the key from an s3 location string. """ match = re.match(r'(?:s3://)?([^/]+)/(.*)', s3_key, re.IGNORECASE) if not match: return None, s3_key return match.group(1), match.group(2)
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import math def trackDistance(mPoint1, mPoint2): """ Return the triangulated distance between two tracking locations """ x1, y1 = mPoint1 x2, y2 = mPoint2 trackLen = abs(math.hypot(x2 - x1, y2 - y1)) return trackLen
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def _create_into_array_list(phrase): """Create load or store into array instructions For example, with the phrase 'astore': [ 'iastore', 'fastore', ... 'aastore' ] """ # noinspection SpellCheckingInspection return [letter + phrase for letter in 'lfdibcsa']
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def escape(inp, char_pairs): """Escape reserved characters specified in the list of tuples `char_pairs` Parameters ---------- inp : str Input string chair_pairs : list List of tuples of (character, escape sequence for character) Returns ------- str ...
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from typing import List from typing import Tuple def has_valid_order(indexed_files: List[Tuple[int, str]], location: str) -> bool: """Verify that sequence numbers are in order without gaps or duplicates. Args: files: List of seqnum, filename for a list of Flyway files. location: Where the list of files c...
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import pickle def load_from_file(filename): """Load a past state from file. """ f=open(filename,'rb') try: return pickle.load(f) except EOFError: print('Nothing written to file.')
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def define_options(enable=[], disable=[]): """ Define the options for the subscribed events. Valid options: - CRfile: file created - CRdir: directory created - MDfile: file modified - MDdir: directory modified - MVfile: file moved - MVdir: directory moved ...
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def bit_string_to_bitlist(strarray): """Convert a string into a list of ordinals to do bit operations on.""" return map(ord, strarray)
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def read_file(path: str) -> str: """Method to read content of a file. Args: path (str): path to file. Returns: str: content of the file. """ with open(path, 'r', encoding='utf8') as file: content = file.read() return content
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def check_view_filter_and_group_by_criteria(filter_set, group_by_set): """Return a bool for whether a view can be used.""" no_view_group_bys = {"project", "node"} # The dashboard does not show any data grouped by OpenShift cluster, node, or project # so we do not have views for these group bys if gr...
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from pathlib import Path def get_path_context(filename): """ Takes a filename as input (string). Returns path to file. Path is preceded by "file:\\" """ filepath = Path.cwd() / "negation" / "KB" / "lexicon" / filename filepath = "file:\\" + str(filepath) return(filepath)
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def _add_param(name, value, result, param_appearance_counters): """Add a parameter to the parse result dictionary. If the parameter name already exists in the dictionary then a counter is appended - e.g. myparam-2, myparam-3 etc. Arguments: name - The name of the parameter to add value - The v...
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def gen_waveform_name(ch, cw): """ Return a standard waveform name based on channel and codeword number. Note the use of 1-based indexing of the channels. To clarify, the 'ch' argument to this function is 0-based, but the naming of the actual waveforms as well as the signal outputs of the instrumen...
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def normalize_acl(acl): """ Normalize the grant and/or revoke lists we were given. Handle single item, list of items, etc. We want to end up with just a list of IDs. Used by Project object to handle modify_access function. :param acl: a list of Person objects or just a Person object :return: a list...
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import click def check(fn, error_message=None): """ Creates callback function which raises click.BadParameter when `fn` returns `False` on given input. >>> @click.command() >>> @click.option('--probability', callback=check(lambda x: 0 <= x <= 1, "--probability must be between 0 and 1 (inclusive)")) ...
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import torch def directional_derivatives(lin_op, directions, device): """``lin_op`` represents a curvature matrix (either ``GGNLinearOperator`` or ``HessianLinearOperator`` from ``vivit.hessianfree``). ``directions`` is a ``D x nof_directions`` matrix, where ``nof_directions`` directions are stored co...
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def multi_powmod(bases, exponents, modulus): """ raise all bases in xs to the respective powers in ys mod n: :math:`\prod_{i=1}^{len(bases)} base_i^{exponent_i} \pmod{modulus}` :param bases: the bases :param exponents: the exponents :param modulus: the modulus :return: the calculated result...
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def sets_to_mapping(s): """ Input: {cluster_name: set([cluster_items])} dictionary Output: {cluster_item: cluster_name} dictionary """ return {m: k for k, ms in s.items() for m in ms}
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import click def parse_version_str(version_str): """ Parse a string with 3 positive integers seperated by period (CIM version string) into a 3 integer tuple and return the tuple. Used to parse the version value of the DMTF Version qualifier. Parameters: version_str (:term: str): ...
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def td_print(td): """ Print formatter for pd.timedelta """ comps = td.round("1s").components retval = "" for i, s in enumerate(["days", "hours", "min", "sec"]): if comps[i] > 0: retval += f"{comps[i]}{s} " if retval == "": retval = "$\\cdot$" return retval
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import pickle import dill def maybe_dill_dumps(o): """Pickle using cPickle or the Dill pickler as a fallback.""" # We need to use the dill pickler for objects of certain custom classes, # including, for example, ones that contain lambdas. try: return pickle.dumps(o, pickle.HIGHEST_PROTOCOL) except Excep...
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def normalize(path): """Replace spaces with underscores, everything to lowercase, remove double slashes :returns: normalized string """ return path.replace(" ", "_").lower().replace("//", "/")
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import math def color_distance(color1, color2): """ calculate distance between two colors """ channels = zip(color1, color2) sum_distance_squared = 0 for c1, c2 in channels: sum_distance_squared += (c1 - c2) ** 2 return math.sqrt(sum_distance_squared)
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def single_l1(value_1, value_2): """ compute L1 metric """ return abs(value_1 - value_2)
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def appropriate_number(user_input, lower_limit=1, upper_limit=10): """Returns true if user input is a number that is bigger than or equal to the lower limit and smaller than the upper limit. Returns false otherwise. """ try: a = int(user_input) if a < lower_limit: return Fals...
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from datetime import datetime def to_datetime(s): """Parse a datetime string from docker logs to a Python datetime object Args: s (str): Docker datetime string Returns: datetime: Python datetime object """ s = s.split(' ')[0] s = s.replace('T', ' ') s = s.replace('Z',...
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def names(name_instance, fields=None): """Return of dict of name variations for the name class. Args: name_instance: BaseName subclass instance fields: list, limit the returned dict to include only elements whose keys are in this list. Returns: dict, example ...
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def unsplit_complex(list_real, list_imag): """Returns complex list by combining the real and imaginary parts from two separate lists. """ return [complex(x,y) for x,y in zip(list_real, list_imag)]
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def argsort(seq): """ Argsort a list of string Parameters: ----------- seq: list of words list of words to sort Returns: -------- sorted_seq: list of int (indices) list of indices (same size as input seq) sorted (eg. seq=['foo', 'bar','foo','toto'] => out=[1,0,2,3]) """ ...
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def ParseBool(text): """Parse a boolean value. Args: text: Text to parse. Returns: Boolean values parsed Raises: ValueError: If text is not a valid boolean. """ if text in ('true', 't', '1', 'True'): return True elif text in ('false', 'f', '0', 'False'): return False else: rai...
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def firstNN(*args): """ Return the first argument not None. Example ------- >>> firstNN(None, False, True) False >>> firstNN(True, False, True) True >>> firstNN(None, None, True) True >>> firstNN(None, 2, True) 2 >>> firstNN(None, ...
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def add_links(self, value): """ This creates a Link header from the links Parameters ---------- self : lib.schema.riak.objects.Link The Link schema object value : dict The headers of the request to add the links to """ links = getattr(self, 'links', []) if links: ...
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import requests def get_jobdesc_config(job): """Function for extracting job description config file.""" job_desc_url = '%s/job_description.json' % job['job_url'] r = requests.get(job_desc_url, verify=False) r.raise_for_status() return job_desc_url
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def user_exists(ssh_fn, name): """Test is a user exists. The ssh_fn is a function that takes a command and runs it on the remote system. It requires the the ssh_fn raises an exception if the command fails. :param ssh_fn: a ssh_fn that can run commands on the unit. :type ssh_fn: Callable[[str]...
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from typing import Iterable from typing import Any def only_one(iterable: Iterable[Any]) -> Any: """Consume and return first and only item of an iterable. If the iterable has exactly one item, return that item, otherwise raise an exception. Arguments: iterable: iterator or collection expecte...
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def get_maintainers_account_creation_date(pypi_profiles): """Retrieve dates that maintainers' PyPI accounts were created""" dates = [] # Loop through beautiful soup-ified maintainer data to extract dates for soup in pypi_profiles["maintainers_data"]: # Because 'time' elements will appear in mul...
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import re def cqlstr(string): """Makes a string safe to use in Cassandra CQL commands Args: string: The string to use in CQL Returns: str: A safe string replacement """ return re.sub('[-:.]', '_', string)
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from typing import Sequence from typing import Hashable def all_items_present(sequence: Sequence[Hashable], values: Sequence[Hashable]) -> bool: """ Check whether all provided `values` are present at any index in the provided `sequence`. Arguments: sequence: An iterable of Hashable values to ...
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import re def parse_time(time_string) -> int: """ Parse a time stamp in seconds (default) or milliseconds (with "ms" unit) The "s" unit is optional and implied if left out. Args: time_string(str): timestamp, e.g., "0.23s", "5.234" (implied s), "1234 ms" must be a number followed b...
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def is_unweighted(matrix): """Quick function to determine if a Matrix is likely an unweighted adjacency matrix""" return matrix[matrix.nonzero()].min() == 1 and matrix.max() == 1
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def defaultkeys(defaults, keywords): """ Return dictionary of default keywords. Overwrite any keywords in ``defaults`` using keywords from ``keywords``, except if they are None. Parameters ---------- defaults, keywords : dict Dictionary of default and replacing keywords. Returns ...
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def avoid_wrapper(source_host, host): """ Check if this combination of source and destination host should avoid running virt-v2v. """ return source_host and source_host.avoid_wrapper(host)
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def header_exists(header_name, headers): """Check that a header is present.""" return header_name.lower() in (k.lower() for (k, _) in headers)
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import json def get_titles_from_bill_meta(bill_meta_path: str): """ Parses the bill meta file and returns a list of titles. """ with open(bill_meta_path, 'r') as f: bill_meta = json.load(f) titles = bill_meta['titles'] return titles
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import torch def convert_tensors_recursively_to(val, *args, **kwargs): """ Applies `.to(*args, **kwargs)` to each tensor inside val tree. Other values remain the same.""" if isinstance(val, torch.Tensor): return val.to(*args, **kwargs) if isinstance(val, (tuple, list)): return type(val)(c...
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def rotation_angles(step=5, limit=45): """ Create a list rotation angles """ angles=[0,-90,90] for angle in range(step,limit,step): for sign in [-1,1]: for base in [0,-90,90]: angles.append(base+sign*angle) return angles
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def fill_nan(df,list): """ Fill nan values with either mean or mode Parameters ---------- df : dataframe dataframe used for checking and filling nan values list: list list of columns to be checked Returns ------- df : dataframe modified dataframe with no nan...
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def var_data(f, N): """ Variance of MLE of beta for quantitative trait, assuming var(y) = 1 Args: f: minor allele freq N: sample size Returns: variance of MLE beta """ return 1 / (2 * N * f * (1 - f))
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def find_and_set_gpus(gpu_mon, force_GPU, num_GPUs): """ Given a MultiPlanarUnet GPUMonitor object and the parsed command-line arguments, either looks for free GPUs and sets them, or sets a forced GPU visibility. Specifically, if args.force_GPU is set, set the visibility accordingly, count the ...
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def tensor2npy(x): """Convert Tensor to Numpy""" out = x.detach().cpu().numpy().transpose(1, 2, 0) return out
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import re def remove_comments(text: str) -> str: """Removes comments from given text. Args: text: str. The text from which comments should be removed. Returns: str. Text with all its comments removed. """ return re.sub(r' //.*\n', r'', text)
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def make_safe_filename(name): """Replace characters that are not allowed in windows file names.""" for char in ('/', '\\', ':', '*', '?', '"', '<', '>', '|'): # Windows illegal folder chars if char in name: name = name.replace(char, " ") # replacables: ['∕','⧵' ,'˸','⁎','ॽ','“'...
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import logging def get_logger(logger_name, propagate=True): """ This function provides a simple wrapper to add a null handler to the logger requested so that we make sure not to dump stuff to terminal as defined by default configuration in case the library user do not want to use logging (or didn'...
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def filter_hadgem_stream2(queryset): """ From a queryset of pdata_app.DataRequest objects return just the data requests that are required in the PRIMAVERA Stream 2 simulations for HadGEM data. :param django.db.models.query.QuerySet queryset: :returns: Just the Stream 2 data requests :rtype:...
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def longest_word_len(filename): """ Find the length of the longest word """ with open(filename, 'r') as file_p: words = file_p.read().split() max_len = len(max(words, key=len)) return max_len
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def get_ax_location(legend_style): """ Get the legend location from the verticalAlign key or return default """ align = legend_style.get('align', None) vertical_align = legend_style.get('verticalAlign', None) if not align or not vertical_align: return 'best' vertical_align = vertical_align...
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def nchw2nlc2nchw(module, x, contiguous=False, **kwargs): """Flatten [N, C, H, W] shape tensor `x` to [N, L, C] shape tensor. Use the reshaped tensor as the input of `module`, and the convert the output of `module`, whose shape is. [N, L, C], to [N, C, H, W]. Args: module (Callable): A cal...
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def mojang_time_format(dt): """ Formats datetime to Mojang's format. :param datetime dt: datetime >>> mojang_time_format(datetime(2010, 4, 25, 23, 43, 20)) '2010-04-25 23:43:20 +0000' """ return dt.strftime('%Y-%m-%d %H:%M:%S +0000')
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def compare_complete_match(span1, span2): """ Compare two spans and return true, if lower words in those spans are equal (stop words excluded) Parameters ---------- span1: Span First span to compare. span2: Span Second span to compare. Returns ------- bool Tru...
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def _format_recipients(recipients): """Take a list of recipient emails and format it nicely for emailing.""" return ", ".join(recipients)
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import torch from typing import OrderedDict def load_model(fname,model): """ Load saved model's parameter dictionary to initialized model. The function will remove any ``.module`` string from parameter's name. Parameters ---------- fname : :py:class:`str` Path to saved model model :...
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from typing import Tuple def ntp2parts(ntp: int) -> Tuple[int, int]: """Split NTP time into seconds and fraction.""" return ntp >> 32, ntp & 0xFFFFFFFF
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from typing import Union from pathlib import Path import json def parse_metadata_file(metadata_path: Union[str, Path]) -> dict: """ Parse a json file containing metadata about a compendium's samples Arguments --------- metadata_path: The file containing metadata for all samples in the compendium ...
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def get_data(file_name): """Transforms text from file into a list.""" data_lst = [] with open(file_name, 'r') as f: for line in f: data_lst.extend(line.split()) return data_lst
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import re import click def prepare_url(url): """Validate and prepare the URL of the test""" parsed = re.search(r'(http[s]*://.*)/tests/([0-9]*)[#|/]*.*', url) if parsed: click.echo('Detected test %s/tests/%s instance' % (parsed.group(2), parsed.group(1)) ) return parsed.group(1)+'/tests/'+parsed.group(2...
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def complete_out_of_view(to_check_box, im_w, im_h): """ check if the bounding box is completely out of view from the image :param to_check_box: bounding box, numpy array, [x, y, x, y] :param im_w: image width, int :param im_h:image height, int :return: out of view flag, bool """ complete...
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def format_dict(dict_: dict) -> str: """Method to take a dictionary and return a string of comma seperated key, value in below format >>> d = {"key1": "value1", "key2": "value2"} >>> s = format_dict(d) >>> assert s == "key1=value1, key2=value2" """ pairs = [] for key, value in dict_...
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def check_for_contest(cvr, contest_name): """ check if a single cvr contains a given contest Parameters: ----------- cvr : list a single CVR contest_name: string name of contest Returns: -------- contest_present : boolean whether contest is present in the CV...
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def get_eta_transmission(district_type): """ Returns efficency of lhn based on Fraunhofer Umsicht: Leitfaden Nahwaerme (p.51) Parameters ---------- district_type : string type of district (big, medium, small) Returns ------- eta_transmission : float efficiency factor fo...
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import glob def get_files_list(folder_path, filter_term): """Return the list of files, applying filter.""" query = folder_path + filter_term files_list = glob.glob(query) return files_list
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def checkIfDuplicates_2(listOfElems): """ Check if given list contains any duplicates """ setOfElems = set() for elem in listOfElems: if elem in setOfElems: return True else: setOfElems.add(elem) return False
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def _parse_fasta_input(fasta: str) -> dict: """ The expected input of the protein sequences are in FASTA format. http://genetics.bwh.harvard.edu/pph/FASTA.html Parse the input to retrieve the entries and sequences. :param fasta: the FASTA formatted string. :return: Return a dictiona...
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def hyperplane_mem(concept, plane, eta: float = 1e-12) -> bool: """ Tests whether a specified atom (hyperplane) belongs to a concept (point in parameter space) Here we assume that membership holds if point is below the plane (ie higher values of parameter result in stricter predicate) """ height = c...
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def extract_keys(list_of_dicts, *keys): """Turn a lists of dicts into a tuple of lists, with one entry for every given key.""" res = [] for k in keys: res.append([d[k] for d in list_of_dicts]) return tuple(res)
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import string import random def random_int(length: int = 4) -> str: """ generate a random str(int) and len == length :param length: Specified length,default = 4 :return: str """ all_char = string.digits lis = list() for _ in range(length): lis.extend(random.choices(all_char, k...
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def real_ip(request): """ Returns the IP Address contained in the HTTP_X_REAL_IP headers, if present. Otherwise, `None`. Should handle Nginx and some other WSGI servers. """ return request.META.get('HTTP_X_REAL_IP')
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