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import pkg_resources def find_plugins(plug_type): """Finds all plugins matching specific entrypoint type. Arguments: plug_type (str): plugin entrypoint string to retrieve Returns: dict mapping plugin names to plugin entrypoints """ return { entry_point.name: entry_point.l...
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from typing import List def _read_resultset_columns(cursor) -> List[str]: """ Read names of all columns returned by a cursor :param cursor: Cursor to read column names from """ if cursor.description is None: return [] else: return [x[0] for x in cursor.description]
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def max_dict(d): """Return dictionary key with the maximum value""" if d: return max(d, key=lambda key: d[key]) else: return None
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import typing def hex_to_color(color: str) -> typing.Tuple[int, int, int]: """ Helper method for transforming a hex string encoding a color into a tuple of color entries """ return int(color[:2], base=16), int(color[2:4], base=16), int(color[4:6], base=16)
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import six def truncate_rows(rows, length=30, length_id=10): """ Truncate every string value in a dictionary up to a certain length. :param rows: iterable of dictionaries :param length: int :param length_id: length for dict keys that end with "Id" :return: """ def trimto(s, l): ...
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def find_adjacent(left, line): """ find the indices of the next set of adjacent 2048 numbers in the list Args: left: start index of the "left" value line: the list of 2048 numbers Returns: left, right: indices of the next adjacent numbers in the list if there are ...
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def max_power_rule(mod, g, tmp): """ **Constraint Name**: GenVar_Max_Power_Constraint **Enforced Over**: GEN_VAR_OPR_TMPS Power provision plus upward services cannot exceed available power, which is equal to the available capacity multiplied by the capacity factor. """ return ( mod....
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import itertools def powerset(iterable): """Yield all subsets of given finite iterable. Based on code from itertools docs. Arguments: iterable -- finite iterable We yield all subsets of the set of all items yielded by iterable. >>> sorted(list(powerset([1,2,3]))) [(), (1,), (1, 2), (1...
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import re def clean_str(s): """ Clean a string so that it can be used as a Python variable name. Parameters ---------- s : str string to clean Returns ------- str string that can be used as a Python variable name """ # http://stackoverflow.com/a/3305731 # http...
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import fileinput def get_all_ints(fn): """Returns a list of integers from 'fn'. Arguments: - fn - a string representing input file name. If None or equal to '-' - read from STDIN; fn is treated as a single input integer if it is a digit. """ if fn is None: fn = '-' if ...
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def check_answers(answers, answer_key): """ Check students’ answers against answer key. Inputs: answers, a tuple of tuples of strs. answer_key, a tuple of strs. Returns: tuple of tuples of ints. """ def check_section(current, start, end): """ Mark answers in a secti...
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from typing import Optional from typing import List def parse_match_phase_argument(match_phase: Optional[List[str]] = None) -> List[str]: """ Parse match phase argument. :param match_phase: An optional list of match phase types to use in the experiments. Currently supported types are 'weak_and' a...
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def getMaxMinFreq(msg): """ Get the max and min frequencies from a message. """ return (msg["mPar"]["fStop"], msg["mPar"]["fStart"])
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def l(lam, f, w): """Compute l""" return lam * f * w
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def isRunning( proc ): """is the process running? Parameters: * proc (psutil.Popen): Process to be checked Returns: * bool: True if the process is running. """ if proc == None: return proc.poll() return proc.is_running()
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def clean_dict(source, keys=[], values=[]): """Removes given keys and values from dictionary. :param dict source: :param iterable keys: :param iterable values: :return dict: """ dict_data = {} for key, value in source.items(): if (key not in keys) and (value not in values): ...
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def compute_target(difficulty_target_bits): """ Calculate a target hash given a difficulty. """ return 2 ** (256 - difficulty_target_bits)
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def is_available(event): """ Checks if the event has the transparency attribute. :param event: is the event to check. :return: True if it is transparent and False if not """ if 'transparency' in event: available = True else: available = False return available
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def is_raisable(obj) -> bool: """ Test if object is valid in a "raise obj" statement. """ return isinstance(obj, Exception) or ( isinstance(obj, type) and issubclass(obj, Exception) )
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import re def check_if_url(string: str) -> bool: """Checks if a string passed in is an URL. Args: string (str): string to check Returns: bool: True if it is, False otherwise """ regex = re.compile( r"^(http://www\.|https://www\.|http://|https://)?[a-z0-9]+([\-.][a-z0-9]+)...
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def color_list(s): """Convert a list of RGB components to a list of triples. Example: the string '255,127,0:127,127,127:0,0,255' is converted to [(255,127,0), (127,127,127), (0,0,255)].""" return (map(int,rgb.split(',')) for rgb in s.split(':'))
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import json def read_corpus(file_path): """ 读取给定的语料库,并把问题列表和答案列表分别写入到 qlist, alist 里面。 在此过程中,不用对字符换做任何的处理(这部分需要在 Part 2.3里处理) qlist = ["问题1", “问题2”, “问题3” ....] alist = ["答案1", "答案2", "答案3" ....] 务必要让每一个问题和答案对应起来(下标位置一致) :param file_path: str, 问答对文件路径 :return: qlist: list 问题列表 ...
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def set_server(client, server_url): """Select a Windchill server. Args: client (obj): creopyson Client server_url (str): server URL or Alias Returns: None """ data = {"server_url": server_url} return client._creoson_post("windchill", "set_server", data)
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def dictify(storage_obj): """Create a dict object from storage_obj""" return dict(storage_obj.items())
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from typing import Union def keycap_digit(c: Union[int, str]) -> str: """Returns a keycap digit emoji given a character.""" return (str(c).encode("utf-8") + b"\xe2\x83\xa3").decode("utf-8")
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def worksheet_as_list_of_lists(ws): """Convert a Worksheet object to a 2D list.""" table = [] for row in ws.rows: table.append([c.value for c in row]) return table
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def compress(traj, copy=True, **kwds): """Wrapper for :meth:`Trajectory.compress`. Parameters ---------- copy : bool Return compressed copy or in-place modified object. **kwds : keywords keywords to :meth:`Trajectory.compress` Examples -------- >>> trc = compress(tr, co...
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import socket def binary_ip(host): """binary_ip(host) -> str Resolve host and return IP as four byte string. Example: >>> binary_ip("127.0.0.1") '\\x7f\\x00\\x00\\x01' """ return socket.inet_aton(socket.gethostbyname(host))
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def _get_integer_intervals(xmin, xmax): """ For a given interval [xmin, xmax], returns the minimum interval [iXmin, iXmax] that contains the original one where iXmin and iXmax are Integer numbers. Examples: [ 3.45, 5.35] => [ 3, 6] [-3.45, 5.35] => [-4, 6] [-3.45, -2....
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def multByScalar(t , n = 100.0): """ Multiply a tuple by a scalar """ new = tuple([x * n for x in t]) return new
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def xstr(s): """Creates a string object, but for null objects returns an empty string Args as data: s: input object Returns: object converted to a string """ if s is None: return "" else: return str(s)
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import json def list_to_json_array(value_list, array_name, value_name=None, start=True, stop=True): """ Creates a json array from a list. If the optional value_name is passed then the list becomes a json array of dictionary objects. """ if start: start_brace = "{" else: start_brace...
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def word(name): """\ Function decorator used to tag methods that will be visible in the RPN builtin namespace. """ def decorate_word(function): function.rpn_name = name.lower() return function return decorate_word
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import torch def tensor(data, *args, **kwargs): """ In ``treetensor``, you can create a tree tensor with simple data structure. Examples:: >>> import torch >>> import treetensor.torch as ttorch >>> ttorch.tensor(True) # the same as torch.tensor(True) tensor(True) ...
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from typing import Mapping def isdict(obj): """Return True if the obj is a mapping of some sort.""" return isinstance(obj, Mapping)
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def calc_multiplicity(mut_series, purity, cr_diff, c0): """Calculate multiplicity for the mutation""" mu_min_adj = (mut_series['mu_minor'] - c0) / cr_diff mu_maj_adj = (mut_series['mu_major'] - c0) / cr_diff # returns the multiplicity * CCF for this mutation return mut_series['VAF'] * (purity * (mu...
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def dictElement(element, prefix=None): """Returnss a dictionary built from the children of *element*, which must be a :class:`xml.etree.ElementTree.Element` instance. Keys of the dictionary are *tag* of children without the *prefix*, or namespace. Values depend on the content of the child. If a child...
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def time_like(line): """Test if a line looks like a timestamp""" # line might be like '12:33 - 12:48' or '19:03' if line.count(':') == 2: if line.count('-') >= 1: line_without = line.replace(':', '') line_without = line_without.replace('-', '') line_without = line...
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def find1Dpeak(arr): """ Finds a 1D peak in a list of comparable types A 1D peak is an x in L such that it is greater than or equal to all its neighbors. ex. [1, 1, 2, 1] in this list, the elements at index 0 and index 2 are peaks. Complexity: O(log(n)) where n = len(list) """ n = len(arr) if ...
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def set_origin(cut_plane, center_x1=0.0, center_x2=0.0): """ Establish the origin of a CutPlane object. Args: cut_plane (:py:class:`~.tools.cut_plane.CutPlane`): Plane of data. center_x1 (float, optional): x1-coordinate of origin. Defaults to 0.0. center_x2 (...
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import hashlib def _hash(mapping: dict) -> str: """ Return a hash of an entire dictionary. Args: mapping: a dictionary of hash-able keys to hash-able values, i.e., __str__ should return a unique representation of each object Returns: a hash of the dictionary """...
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def parse_arg_type(arg): """ Parses the type of an argument based on its string value. Only checks ints, floats, and bools, defaults to string. For instance, "4.0" will convert to a float(4.0) :param arg: The argument value :return: The value converted to the proper type. """ if type(ar...
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def is_substring_divisible(num: tuple) -> bool: """ Returns True if the pandigital number passes all the divisibility tests. >>> is_substring_divisible((0, 1, 2, 4, 6, 5, 7, 3, 8, 9)) False >>> is_substring_divisible((5, 1, 2, 4, 6, 0, 7, 8, 3, 9)) False >>> is_substring_divisible((1, 4,...
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def fizz_buzz_custom_2(string_one="Fizz", string_two="Buzz", num_one=3, num_two=5): """ >>> not 0 True >>> not 5 % 5 True >>> not 6 % 5 False >>> "Test" * True 'Test' >>> "Test" * False '' >>> "" or 1 1 """ return [ f"{string_one * (not d % num_one)}{...
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def get_threshold(rows, bands): """Approximate threshold from bandwidth and number of rows :param rows: rows per band :param bands: number of bands :return: threshold value :rtype: float """ return (1. / bands) ** (1. / rows)
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def keypoint_2d_loss(criterion_keypoints, pred_keypoints_2d, gt_keypoints_2d, has_pose_2d): """ Compute 2D reprojection loss if 2D keypoint annotations are available. The confidence (conf) is binary and indicates whether the keypoints exist or not. """ conf = gt_keypoints_2d[:, :, -1].unsqueeze(-1)....
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def getInt(s, notFoundReturn=-1): """ attempt to find a positive integer in a string @param s [string] @param notFoundReturn = value to be returned if no integer is found @return int """ firstIx = -1 for i, c in enumerate(s): if c in "0123456789": firstIx = i ...
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import curses def create_window(start_x, start_y, width, height): """Create window helper method with sane parameter names.""" return curses.newwin(height, width, start_y, start_x)
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def _get_metadata_revision(metadata_repo, mongo_repo, project, revision): """Get the metadata revision that corresponds to a given repository, project, revision.""" for metadata_revision in metadata_repo.list_revisions(): reference = metadata_repo.get_reference(metadata_revision, project) if not...
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def _positive(index: int, size: int) -> int: """Convert a negative index to a non-negative integer. The index is interpreted relative to the position after the last item. If the index is smaller than ``-size``, IndexError is raised. """ assert index < 0 # noqa: S101 index += size if index...
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def parse_field_configured(obj, config): """ Parses an object to a Telegram Type based on the configuration given :param obj: The object to parse :param config: The configuration: - is array? - is array in array? - type of the class to be loaded to :return: the parsed object ...
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def _compute_lineline_intersection(line1_pt1, line1_pt2, line2_pt1, line2_pt2): """Algorithm to compute a line to line intersection, where the two lines are both defined by two points. Based on this article: https://en.wikipedia.org/wiki/Line%E2%80%93line_intersection...
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def actionable(msg): """ Make instructions to actionable items green so they stand out from generic logging. """ return f'\033[92m{msg}\033[0m'
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def _create_cg_with_member(vnx_gf): """ Helper function to create a cg with a lun :param vnx_gf: the vnx general test fixture :return: created cg """ lun_name = vnx_gf.add_lun_name() lun = vnx_gf.pool.create_lun(lun_name) cg_name = vnx_gf.add_cg_name() cg = vnx_gf.vnx.create_cg(cg_name...
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def get_all_headers(message, key): """ Given an HTTPMessage, return all headers matching a given key. """ return message.get_all(key)
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def as_unsigned_int32_array(byte_array): """Interprets array of byte values as unsigned 32 bit ints.""" def uint32(a, b, c, d): return a + (b << 8) + (c << 16) + (d << 24) return [uint32(*byte_array[i:i + 4]) for i in range(0, len(byte_array), 4)]
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def normalise_period(val): """Return an integer from 1 to 12. Parameters ---------- val : str or int Variant for period. Should at least contain numeric characters. Returns ------- int Number corresponding to financial period. Examples -------- >>> normalise_...
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from datetime import datetime def humanize_timestamp(utc_timestamp, verbose=False): """ Convert a utc timestamp into a human readable relative-time. """ timedelta = datetime.utcnow() - datetime.utcfromtimestamp(utc_timestamp) seconds = int(timedelta.total_seconds()) if seconds < 60: ...
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def get_marker(label, chunk): """ Returns marker instance from chunk based on the label correspondence """ for marker in chunk.markers: if label == marker.label: return marker print("Marker not found! " + label) return False
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def check_default_empty(default): """Helper function to validate if a default parameter is empty based on type""" if isinstance(default, str) or isinstance(default, list): return len(default) == 0 elif isinstance(default, int): return False elif isinstance(default, dict): return ...
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import itertools def flatten(iterable): """Reduce dimensionality of iterable containing iterables Args: iterable: A multi-dimensional iterable Returns: A one dimensional iterable """ return itertools.chain.from_iterable(iterable)
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def check_lead_zero(to_check): """Check if a number has a leading 0. Args: to_check (str): The number to be checked. Returns: True if a leading 0 is found or the string is empty, False otherwise. """ if str(to_check) in (None, ''): return True elif str(to_check[0]) != '...
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def dec2bin(x: int, n: int = 2) -> str: """Converts a single decimal integer to it binary representation and returns as string for length >= n. """ return str(int(bin(x)[2:])).zfill(n)
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import math def convert_bytes_to_string(number: int) -> str: """Returns the conversion from bytes to the correct version (1024 bytes = 1 KB) as a string. :param number: number to convert to a readable string :return: the specified number converted to a readable string """ num = number fa...
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def _get_location(location_text): """Used to preprocess the input location_text for URL encoding. Doesn't do much right now. But provides a place to add such steps in future. """ return location_text.strip().lower()
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import fnmatch def _match_in_cache(cache_tree, list_of_names): """ :type cache_tree: defaultdict :description cache_tree: a defaultdict initialized with the tree() function. Contains names of entries in the kairosdb, separated by "." per the graphite convention. :type li...
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def range_intersect(a, b, extend=0): """ Returns the intersection between two reanges. >>> range_intersect((30, 45), (55, 65)) >>> range_intersect((48, 65), (45, 55)) [48, 55] """ a_min, a_max = a if a_min > a_max: a_min, a_max = a_max, a_min b_min, b_max = b if b_min > ...
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import codecs def rot13(s: str) -> str: """ROT-13 encode a string. This is not a useful thing to do, but serves as an example of a transformation that we might apply.""" return codecs.encode(s, "rot_13")
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from typing import Any def is_numeric_scalar(x: Any) -> bool: """ Returns if the given item is numeric >>> is_numeric_scalar("hello") False >>> is_numeric_scalar("234") True >>> is_numeric_scalar("1e-5") True >>> is_numeric_scalar(2.5) True """ if isinstance(x, (float, ...
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def is_file_image(filename): """Return if a file's extension is an image's. Args: filename(str): file path. Returns: (bool): if the file is image or not. """ img_ex = ['jpg', 'png', 'bmp', 'jpeg', 'tiff'] if '.' not in filename: return False s = filename.split('.')...
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def _get_jgroup(grouped_data): """Get the JVM object that backs this grouped data, taking into account the different spark versions.""" d = dir(grouped_data) if '_jdf' in d: return grouped_data._jdf if '_jgd' in d: return grouped_data._jgd raise ValueError('Could not find a dataf...
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def parse_fasta (lines): """Returns 2 lists: one is for the descriptions and other one for the sequences""" descs, seqs, data = [], [], '' for line in lines: if line.startswith('>'): if data: # have collected a sequence, push to seqs seqs.append(data) da...
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def is_bool(obj): """Returns ``True`` if `obj` is a ``bool``.""" return isinstance(obj, bool)
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def files_are_identical(pathA, pathB): """ Compare two files, ignoring carriage returns, leading whitespace, and trailing whitespace """ f1 = [l.strip() for l in pathA.read_bytes().splitlines()] f2 = [l.strip() for l in pathB.read_bytes().splitlines()] return f1 == f2
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import uuid def _maybe_convert(value): """Possibly convert the value to a :py:class:`uuid.UUID` or :py:class:`datetime.datetime` if possible, otherwise just return the value :param str value: The value to convert :rtype: uuid.UUID|datetime.datetime|str """ try: return uuid.UUID(value...
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import pickle def load(name: str) -> object: """load an object using pickle Args: name: the name to load Returns: the unpickled object. """ with open(name, "rb") as file: obj = pickle.load(file) return obj
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def decodeAny(string): """Try to decode the string from UTF-8 or latin9 encoding.""" if isinstance(string, str): return string try: return string.decode('utf-8') except UnicodeError: # decoding latin9 never fails, since any byte is a valid # character there return...
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import pkg_resources def python_package_version(package: str) -> str: """ Determine the version of an installed Python package :param package: package name :return: version number, if could be determined, else '' """ try: return pkg_resources.get_distribution(package).version exce...
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def set_extension(path, ext): """Set the extension of file. Given the path to a file and the desired extension, set the extension of the file to the given one. Args: path: path to a file ext: desired extension Return: path with the correct extension """ ext = ext.re...
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import re def get_select_cols_and_rest(query): """ Separate the a list of selected columns from the rest of the query Returns: 1. a list of the selected columns 2. a string of the rest of the query after the SELECT """ from_loc = query.lower().find("from") raw_select_clau...
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def getTableHTML(rows): """ Binds rows items into HTML table code. :param list rows: an array of row items :return: HTML table code with items at rows :rtype: str >>> getTableHTML([["Name", "Radek"], ["Street", "Chvalinska"]]) '<table><tr><td>Name</td><td>Radek</td></tr><tr><td>Street</td><td...
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def build_complement(c): """ The function convert alphabets in input c into certain alphabets. :param c: str, can be 'A','T','G','C','a','t','g','c' :return: The string of converted alphabets. """ c = c.upper() # The Str Class method changes input c into capital. total = '' for i in ran...
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def normalise_reward(reward, prev_lives, curr_lives): """ No reward normalisation is required in pong; -1 indicates opponent has scored, 0 indicates game is still in play and 1 indicates player has scored. """ return reward
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import torch def _make_input(t, requires_grad=False, device=torch.device('cpu')): """Make zero inputs for AE loss. Args: t (torch.Tensor): input requires_grad (bool): Option to use requires_grad. device: torch device Returns: torch.Tensor: zero input. """ inp = tor...
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import torch def bce_loss(pred, target, false_pos_weight=1.0, false_neg_weight=1.0): """Custom loss function with options to independently penalise false positives and false negatives. """ norm = torch.tensor(1.0 / float(len(pred))) tiny = torch.finfo(pred.dtype).tiny false_neg = torch.sum(tar...
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def bernoulli_kl(q_probs, p_probs): """ computes the KL divergence per batch between two Bernoulli distributions parametrized by q_probs and p_probs Note: EPS is added for numerical stability, see https://github.com/pytorch/pytorch/issues/15288 Args: q_probs (torch tensor): mea...
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def formatGpuCount(gpuCount): """ Convert the GPU Count from the SLurm DB, to an int The Slurm DB will store a string in the form "gpu:1" if a GPU was requested If a GPU was not requested, it will be empty """ if gpuCount: intGpuCount = int("0"+gpuCount.split(":")[1]) return intG...
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from typing import MutableMapping from typing import Any def to_nested_dict(d: dict): """ Converts a flat dictionary with '.' joined keys back into a nested dictionary, e.g., {a.b: 1} -> {a: {b: 1}} """ new_config: MutableMapping[str, Any] = {} for k, v in d.items(): if "." in k: ...
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from typing import Any def validate_boolean(var: Any) -> bool: """Evaluates whether an argument is boolean True/False Args: var: the input argument to validate Returns: var: the value if it passes validation Raises: AssertionError: `var` was not boolean """ assert is...
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import functools def or_none(fn): """ Wraps `fn` to return `None` if its first argument is `None`. >>> @or_none ... def myfunc(x): ... return 2 * x + 3 >>> myfunc(4) 11 >>> myfunc(None) """ @functools.wraps(fn) def wrapped(arg, *args, **kw_args): ...
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def get_segment_output_path(output_path, muxing_output_path): """ Returns the output path for a stream segment. """ segment_path = muxing_output_path substr = muxing_output_path[0:len(output_path)] if substr == output_path: return muxing_output_path[len(output_path):] return segmen...
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def read_flat_parameters(fname): """Read flat channel rejection parameters from .cov or .ave config file""" try: with open(fname, 'r') as f: lines = f.readlines() except: raise ValueError("Error while reading %s" % fname) reject_names = ['gradFlat', 'magFlat', 'eegFlat', 'e...
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def get_rectangle_coordinates(win): """ Gets the coordinates of two opposite points that define a rectangle and returns them as Point objects. """ point_1 = win.getMouse() point_2 = win.getMouse() return point_1, point_2
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def identifyL23(addition): """Check if it is L2 or L3 delta request.""" return 'L3' if 'routes' in list(addition.keys()) else 'L2'
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def find_border_crossing(subset, path, final_state): """ Find the transition that steps outside the safe L{subset}. @param subset: Set of states that are safe. @type subset: C{set} of L{State} @param path: Path from starting state to L{final_state}, sequence of state and its outg...
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def randomize(df, seed): """Randomizes the order of a Pandas dataframe""" return df.sample(len(df), random_state=seed).reset_index(drop=True)
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import re def count_expr_arity(str_desc): """ Determine the arity of an expression directly from its str descriptor """ # we start by extracting all words in the string # and then count the unique occurence of words matching "x", "y", "z" or "t" return len(set(var for var in re.findall("\w+", ...
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from pkg_resources import EntryPoint def resolveDotted(dotted_or_ep): """ Resolve a dotted name or setuptools entry point to a callable. """ return EntryPoint.parse('x=%s' % dotted_or_ep).resolve()
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def get_request_header(headers): """ Get all headers that should be included in the pre-signed S3 URL. We do not add headers that will be applied after transformation, such as Range. :param headers: Headers from the GetObject request :return: Headers to be sent with pre-signed-url """ new_h...
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def check_game(board, last_move): """ check if any player has managed to get 3 marks in a row, column or diagonally. :param {String[]} board : current board with marker locations of both players :param {int} last_move : between 1-9 where the most recent marker was put. :return {Boolean} : True if player who play...
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