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def _is_winning_combination(board, combination, player): """ Checks if all 3 positions in given combination are occupied by given player. :param board: Game board. :param combination: Tuple containing three position elements. Example: ((0,0), (0,1), (0,2)) Returns True of a...
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def get_param_i(param, i): """Gets correct parameter for iteration i. Parameters ---------- param : list List of model hyperparameters to be iterated over. i : integer Hyperparameter iteration. Returns ------- Correct hyperparameter for iteration i. """ if len(p...
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def bilinear_interpolation_01(x, y, values): """Interpolate values given at the corners of [0,1]x[0,1] square. Parameters: x : float y : float points : ((v00, v01), (v10, v11)) input grid with 4 values from which to interpolate. Inner dimension = x, thus v01 ...
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def get_alternated_ys(ys_count, low, high): """ A helper function generating y-positions for x-axis annotations, useful when some annotations positioned along the x axis are too crowded. :param ys_count: integer from 1 to 3. :param low: lower bound of the area designated for annotations :param h...
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def get_api_base(api_func): """Return the API base for Ghidra's flat API :param api_func: Any function in Ghidra's flat API - eg. getInstructionAt :type: function :return: The api base :rtype: ghidra.python.PythonScript """ return api_func.__self__
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def _validate_year(year): """ Validate year is given as an int""" if not isinstance(year, int): raise TypeError("Year must give of type `int`.") if year <= 1900: raise ValueError("Please enter a year after 1990.") return year
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def phrase(term: str) -> str: """ Format words to query results containing the desired phrase. :param term: A phrase that appears in that exact form. (e.q. phrase "Chicago Bulls" vs. words "Chicago" "Bulls") :return: String in the format google understands """ return '"{}"'.format(term)
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from typing import Dict from typing import Any import logging def web3_mint(userAddress: str, tokenURI: str, eth_json: Dict[str, Any]) -> str: """ Purpose: mint a token for user on blockchain Args: userAddress - the user to mint for tokenURI - uri for token eth_json - block...
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from typing import Tuple import math def factor(x: int) -> Tuple[int, int]: """ Factors :attr:`x` into 2 numbers, a and b, such that a + b is as small as possible. Parameters ----------- x: :class:`int` The number to factor Returns -------- Tuple[:class:`int`, :class:`int`] ...
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def third_bashforth(state, tendencies_list, timestep): """Return the new state using third-order Adams-Bashforth. tendencies_list should be a list of dictionaries whose values are tendencies in units/second (from oldest to newest), and timestep should be a timedelta object.""" return_state = {} ...
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def _unescape_key(string): """ Unescape '__type' and '__meta' keys if they occur. """ if string.startswith("__") and string.lstrip("_") in ("type", "meta"): return string[1:] return string
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def atom2dict(atom, dictionary=None): """Get a dictionary of one of a structure's :class:`diffpy.structure.Structure.atoms` content. Only values necessary to initialize an atom object are returned. Parameters ---------- atom : diffpy.structure.Structure.atom Atom in a structure. di...
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def row_includes_spans(table, row, spans): """ Determine if there are spans within a row Parameters ---------- table : list of lists of str row : int spans : list of lists of lists of int Returns ------- bool Whether or not a table's row includes spans """ for c...
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from typing import Union def read_file(path: str, mode: str) -> Union[str, bytes]: """ Reads the content of the given file. Args: path (str): the path of the file mode (str): the open mode, could be "r" or "rb" Returns: the content of the file, as string or bytes depending on the ...
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from typing import Union def count_even(obj: Union[list, int]) -> int: """ Return the number of even numbers in obj or sublists of obj if obj is a list. Otherwise, if obj is a number, return 1 if it is an even number and 0 if it is an odd number. >>> count_even(3) 0 >>> count_even(16) ...
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def ping_time_to_distance(time, calibration=None, distance_units='cm'): """ Calculates the distance (in cm) given the time of a ping echo. By default it uses the speed of sound (at sea level = 340.29 m/s) to calculate the distance, but a list of calibrated points can be used to calculate the distan...
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def get_var(df, recorded_var, mean=True): """ Get variable from dataframe one level deep and optionally the mean. :param df: Recorded data over time :type df: pd.DataFrame :param recorded_var: Variable to retrieve from df :type recorded_var: str :param mean: Include the mean in the return t...
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from typing import Tuple import re def remove_markdown_formatting(preamble: str, remainder: str) -> Tuple[str, str]: """ Remove Markdown formatting from a preamble and remainder pair. Parameters ---------- preamble : `str` The textual preamble. remainder : `str` The textual r...
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import re def replace_empty_bracket(tokens): """ Remove empty bracket :param tokens: List of tokens :return: Fixed sequence """ merged = "".join(tokens) find = re.search(r"\{\}", merged) while find: merged = re.sub(r"\{\}", "", merged) find = re.search(r"\{\}", merged) ...
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import hashlib def crackPwd(chunk, hashType, password): """This is the function that is sent to the nodes""" #Insert haslib matching function (similar to youtube video) testHash = None for item in chunk: item = item.strip() if hashType == "MD5": testHash = hashlib.md5(item....
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import torch def approx_equal(self, other, epsilon=1e-4): """ Determines if two tensors are approximately equal Args: - self: tensor - other: tensor Returns: - bool """ if self.size() != other.size(): raise RuntimeError( "Size mismatch between self (...
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def http_request(transport, method, url, data=None, headers=None): """Make an HTTP request. Args: transport (object): An object which can make authenticated requests via a ``request()`` method. This method mustaccept an HTTP method, an upload URL, a ``data`` keyword argument and...
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def filter_df(freq_df, prediction=None, top=None): """Filter frequency df's columns Parameters ---------- freq_df : pandas.DataFrame Only a dataframe returned by `frequency_df()` should be used. prediction : str, list Allow only the class predictions that match this string or ...
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def decode_to_utf8(text) -> bytes: # pragma: no cover """ Paramiko returns bytes object and we need to ensure it is utf-8 before parsing. :param text: non-decoded bytes :return: decoded text """ try: return text.decode("utf-8") except (AttributeError, UnicodeEncodeError): r...
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def null_removal_drop(dataframe, colname): """Drops rows with nulls on dataframe[colname]""" dataframe = dataframe.dropna(subset=[colname]) return dataframe
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def is_own_stt(user, requested_stt): """Verify user belongs to requested STT.""" user_stt = user.stt_id if hasattr(user, 'stt_id') else None return bool( user_stt is not None and (requested_stt in [None, str(user_stt)]) )
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import re def is_issue(text): """ Does this token look like an issue reference? https://help.github.com/articles/autolinked-references-and-urls/#issues-and-pull-requests >>> is_issue('26') False >>> is_issue('#26') True >>> is_issue('jlord#26') True >>> is_issue('jlord') F...
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def retreive_details(input_dict,keys_to_extract): """ Retreive specific keys from a dictionary object This function searches through a dictionary, and retreives keys that match keys from a list. This function will find matching keys in every level of the dictionary heirarchy. Inputs: ...
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def compute_var_bound(gammas): """ computes the variance bound for the provided gamma values """ return 1./(1 + gammas**2)
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from pathlib import Path from typing import List def path_does_not_contain(path: Path, names: List[str]) -> bool: """Check if path does not contain a list of names.""" for name in names: if name in str(path): return False return True
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def camelize(string, uppercase_first_letter=True): """ Convert a string with underscores to a camelCase string. Inspired by :func:`inflection.camelize` but even seems to run a little faster. Args: string (str): The string to be converted. uppercase_first_letter (bool): Determin...
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def get_volume(low: list, up: list) -> float: """Returns the volume defined of a box defined by lower and upper limits.""" vol = 1.0 for i in range(len(low)): vol = vol * (up[i] - low[i]) return vol
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def sum_all(node): """ Sum all list elements together :param node: value of head node, start of list :return: int: sum of list elements """ if node is not None: return node.value + sum_all(node.next_node) # tally those bad boys up return 0
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from typing import Dict def format_location_name(location: Dict): """Returns a string with a combination of venue name, city and state, depending on what information is available""" if not location: return None if "venue" not in location and "city" not in location and "state" not in location...
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def string_hash(text, mod): """ Return a hash value for an ASCII string. The value will be between 0 and mod-1. It is advisable to use a prime number for mod to guarantee a fairly uniform distribution. """ base = 256 # size of the alphabet (ASCII) numstr = [ord(char) for char in text] length = l...
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def get_node_by_id(node_id, dialogue_node_list): """ Takes a node id and returns the node from the dialogue_node_list """ for dialogue_node in dialogue_node_list: if dialogue_node["Id"] == node_id: return dialogue_node return None
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import csv def load_room_list(room_list_file): """Returns list rooms from file.""" with open(room_list_file, newline='') as csvfile: spamreader = csv.reader(csvfile, delimiter=',') room_list = [] for row in spamreader: room_list.append(row[1]) return room_list
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def _only_one_selected(*args): """Test if only one item is True.""" return sum(args) == 1
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import functools def retry_with_fallback(triggering_error, **fallback_kwargs): """ Rerun a function in case a specific error occurs with new arguments. :param triggering_error: Error class that triggers the decorator to re-run the function. :type triggering_error: Exception :param fallback_kw...
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def _calculate_verification_code(hash: bytes) -> int: """ Verification code is a 4-digit number used in mobile authentication and mobile signing linked with the hash value to be signed. See https://github.com/SK-EID/MID#241-verification-code-calculation-algorithm """ return ((0xFC & hash[0]) << 5) |...
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from typing import Sequence def hagenbach_bishoff(vector_size: int, scores: Sequence[float]) -> Sequence[int]: """ Split a vector between participants based on continuous fractions. https://en.wikipedia.org/wiki/Hagenbach-Bischoff_system The code is based on https://github.com/crflynn/voting :par...
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def default_while_loop_termination_case(state): """ Checks if the state is falsey Args: state: An object that should capable of being passed to `bool` Returns: True if the state is falsey or False if the state is Truthy """ return not bool(state)
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def get_input_masks(nx_node, nx_graph): """ Return input masks for all inputs of nx_node. """ input_edges = list(nx_graph.in_edges(nx_node['key'])) input_masks = [nx_graph.nodes[input_node]['output_mask'] for input_node, _ in input_edges] return input_masks
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def fix_top(fig): """Normalize memory usage reported by `top` to KB""" if fig.endswith('m'): return float(fig.strip('m')) * 1024 else: return int(fig)
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def one(nodes, or_none=False): """ Assert that there is exactly one node in the give list, and return it. """ if not nodes and or_none: return None assert len( nodes) == 1, 'Expected 1 result. Received %d results.' % (len(nodes)) return nodes[0]
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def to_hex(value): """ Convert decimal value to hex string. """ return " 0x%0.4X" % value
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def to_string(value): """ Convert a boolean to on/off as a string. """ if value: return "On" else: return "Off"
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def reverse(seq): """Reverses a string given to it.""" return seq[::-1]
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def extract_bool( params: dict, key: str, default: bool, ) -> bool: """Safely extract boolean value from user input.""" value = params.get(key) if value is None: result = default else: result = value == 'on' return result
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def get_steps_kwarg_parsers(cls, method_name): """ Analyze a method to extract the parameters with command line parsers. The parser must be a :class:`Param` so it handles parsing of arguments coming from the command line. It must be specified in the ``options`` class attribute. :param method_n...
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def test(agent, env, policy): """ Tests an agent given an environment and the agent's policy :param agent: the agent to test :param env: the environment to test in :param policy: the policy to follow :return: agent's total reward as float """ done = False obs = env.reset() total_...
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def remote_property(name, get_command, set_command, field_name, doc=None): """Property decorator that facilitates writing properties for values from a remote device. Arguments: name: The field name to use on the local object to store the cached property. get_command: A function that returns the rem...
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def count_increases(seq): """Count the number of elements in a sequece greater than the previous""" increases = 0 for i in range(1, len(seq)): if seq[i] > seq[i-1]: increases += 1 return increases
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def bytes2str(data): """ Convert bytes to string >>> bytes2str(b'Pwning') 'Pwning' >>> """ data = "".join(map(chr, data)) return data
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import torch def random_points_1D(N=100): """Sample random points in 1d Parameters ---------- N : int (default: 100) Number of points Return ------ x : tensor, shape (1, N) points """ x = 2 * (torch.rand(1, N) - 0.5) return x
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def REDUCE(_input, initial_value, _in): """ Applies an expression to each element in an array and combines them into a single value. See https://docs.mongodb.com/manual/reference/operator/aggregation/reduce/ for more details :param _input: Can be any valid expression that resolves to an array. :...
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def next_available_id(v): """ Return smallest nonnegative integer not in v. """ i = 0 while i in v: i += 1 return i
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def mean_over_dims(x, dims): """Take a mean over a list of dimensions keeping the as singletons""" for dim in dims: x = x.mean(dim=dim, keepdim=True) return x
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def readlines(path): """Read lines from a text file. Args: path (str): Full path to file Returns: list: File text """ with open(path, 'r') as handle: return handle.readlines()
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import imghdr def validateImageHeader(file_path): """ Check whether the file header is none :param file_path: File to validate header of :return: boolean indicating whether header is none or not """ header = imghdr.what(file_path) if header is None: return False else: ...
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from pathlib import Path def is_installed_module(module_filename): """ Checks if a module is "installed" (e.g. using pip), as opposed to a "local" module, belonging to user's env (e.g. local development tree). """ return any( p.name in ['site-packages', 'dist-packages'] for p in Pa...
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from typing import Iterable from typing import Tuple import networkx def build_graph(data: Iterable[Tuple[dict, str, dict]]): """ Builds a NetworkX DiGraph object from (Child, Edge, Parent) triples. Each triple is represented as a directed edge from Child to Parent in the DiGraph. Child and Paren...
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def surround(text: str, tag: str): """Surround provided text with a tag. :param text: text to surround :param tag: tag to surround the text with :return: original text surrounded with tag """ return "<{tag}>{text}</{tag}>".format(tag=tag, text=text)
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def _GetKubernetesObjectsExportConfigForClusterCreate(options, messages): """Gets the KubernetesObjectsExportConfig from create options.""" if options.kubernetes_objects_changes_target is not None or options.kubernetes_objects_snapshots_target is not None: config = messages.KubernetesObjectsExportConfig() i...
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def reverse_hex(input_hex): """Reverse a HEX string, treating 2 chars as a byte. Expected results look like this: reverse_hex('abcdef') = 'efcdab' Args: input_hex (str): Input string in hex which needs to be converted. Returns: Hex string reversed. """ return "".join([inpu...
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def is_position_sup(pos1, pos2): """Return True is pos1 > pos2""" return pos1 > pos2
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import re def split_camel_case(input_string): """ This function is used to transform camel case words to more words Args: input_string: camel case string Returns: Extracted words from camel case """ splitted = re.sub('([A-Z][a-z]+)', r' \1', re.sub('([A-Z]+)', r' \1', input_string))...
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def hsv_to_rgb(h, s, v): """ Convert hsv color code to rgb color code. Naive implementation of Wikipedia method. See https://ja.wikipedia.org/wiki/HSV%E8%89%B2%E7%A9%BA%E9%96%93 Args: h (int): Hue 0 ~ 360 s (int): Saturation 0 ~ 1 v (int): Value 0 ~ 1 """ if s < 0 or 1 ...
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def list_product(num_list): """Multiplies all of the numbers in a list """ product = 1 for x in num_list: product *= x return product
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def sort_questions(data_df, grouped_questions, grouped_choices, sort_by_choices): """ Sort questions in the dataframe to plot them in their group and sort them in their group according to the responses. Args: data_df (df): Dataframe of data to plot grouped_questions (list): each sub-list is ...
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import random def randhex(n): """generate a string of random hex digits""" return "".join([random.choice("abcdef0123456789") for _ in range(n)])
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def IsPrefixLeDecoder(prefix, decoder, name_fcn): """Returns true if the prefix is less than or equal to the corresponding prefix length of the decoder name.""" decoder_name = name_fcn(decoder) prefix_len = len(prefix) decoder_len = len(decoder_name) decoder_prefix = (decoder_name[0:prefix_len] ...
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def get_passed_tests(log_file_path): """Gets passed tests with OK status""" ok_test_line_pattern = "[ OK ] " ok_tests = [] with open(log_file_path) as log_file_obj: for line in log_file_obj.readlines(): if ok_test_line_pattern in line: ok_tests.append(line.split...
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import itertools def fast_forward_to_length(sequences, length): """ Return an itertools.dropwhile that starts from the first sequence that has the given length. >>> list(fast_forward_to_length([list(range(n)) for n in range(6)], 4)) [[0, 1, 2, 3], [0, 1, 2, 3, 4]] """ return itertools.drop...
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def get_longitude_tuple(imgMetadata): """ Returns the tuple containing the degrees, minutes and seconds of the longitude coordinate as float values. """ return (imgMetadata['Exif.GPSInfo.GPSLongitude'].value[0], imgMetadata['Exif.GPSInfo.GPSLongitude'].value[1], imgMetadata['Exif.GPSInfo.GPSLongitud...
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def pixelsize(info_dict): """ Computes the pixel size in m/pixel Parameters ----------- info_dict: dictionnary Returns ------- pixelsize: float size of the pixel in meter/pixel """ # Pixel length (m/pix) pixsize = info_dict['cameras'][info_dict['channel']]['Photo...
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def f_ema(close_prices, window): """Calculates exponential moving average (EMA). This function takes historical data, and a moving window to calculate EMA. EMA differs from standard moving average with EMA placing a higher weight on more recent prices. As the moving average takes previous closing price...
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def get_machines(graph): """ Return list of physical machines in the landscape :param graph: Networkx graph :return: List of physical machines """ machines = {} for node, node_data in graph.nodes(data=True): if node_data["type"] == "machine": machines[node] = node re...
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import base64 import hashlib def make_rule_hash(rule): """Make a good-enough hash for a rule.""" s = "\r".join([str(rule.severity), str(rule.description), str(rule.tag_pattern)]) return base64.urlsafe_b64encode(hashlib.md5(s.encode('utf-8')).digest())[:8].decode('ascii')
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def add_column(data, col_name, column): """Return data where a column has been added.""" return data.assign(**{col_name: column})
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def make_invalid_op(name: str): """ Return a binary method that always raises a TypeError. Parameters ---------- name : str Returns ------- invalid_op : function """ def invalid_op(self, other=None): typ = type(self).__name__ raise TypeError(f"cannot perform {n...
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def trapezoidal(f, a, b, n=10000): """trapez method for numerical integration""" s = 0.0 h = (b - a) / n for i in range(0, n): s += f(a + i * h) return h * (s + 0.5 * (f(a) + f(b)))
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def tensor_name(tensor): """Returns the Tensor's name. Tensor names always have the structure <op_name>:<int>. This method returns the portion before the ':'. Args: tensor: Tensor. Returns: String name of the Tensor. """ return tensor.name.split(":")[-2]
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from typing import Dict def create_branch( access_key: str, url: str, owner: str, dataset: str, *, name: str, revision: str, ) -> Dict[str, str]: """Execute the OpenAPI `POST /v2/datasets/{owner}/{dataset}/branches`. Arguments: access_key: User's access key. url: T...
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def sort(seq): """ Takes a list of integers and sorts them in ascending order. This sorted list is then returned. :param seq: A list of integers :rtype: A list of sorted integers """ for i in range(0, len(seq)): iMin = i for j in range(i+1, len(seq)): if seq[iMin...
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import math def _get_rupture_dimensions(src, mag, nodal_plane): """ Calculate and return the rupture length and width for given magnitude ``mag`` and nodal plane. :param src: a PointSource, AreaSource or MultiPointSource :param mag: a magnitude :param nodal_plane: Inst...
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def iterpairs(seq): """ Parameters ---------- seq: sequence Returns ------- iterator returning overlapping pairs of elements Examples -------- >>> iterpairs([1, 2, 3, 4]) [(1, 2), (2, 3), (3, 4) """ # input may not be sliceable seq_it = iter(seq) seq_it_next...
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def check_schedule_cycle_bounds(current_cycle, max_cycle, check_cycle): """ Checks whether the provided schedule cycle slot falls within our accepting window :param current_cycle: int The current MHP cycle :param max_cycle: int The max MHP cycle :param check_cycle: int The mh...
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def SplitMask(mask, mask_1_length): """ Parameters ---------- mask : tuple tuple of n 1d array of size s, coordonate of s points. mask_1_length : int length of mask_1 after spliting Returns ------- mask_1 : tuple tuple of n 1d array of size mask_1_length, c...
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def get_size(ser, idx): """ Gets indexed value from pd.Series but returns 0 if index not found. """ try: s = ser[idx] except KeyError: s = 0 return s
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def quote(value): """Quote a value unambigously w.r.t. its data type. The result can be used during import into a relational database. :param value: The value to transform. :return: ``'null'`` if ``value`` is ``None``, ``'true'`` if it is ``True``, ``'false' if it is ``False``. For numeric v...
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from typing import Counter def a_scramble(str_1,str_2): """Test if all the letters of word a are contained in word b""" str_1 = str_1.upper() str_2 = str_2.upper() letters = Counter(str_1) letters.subtract(Counter(str_2)) return all(v >= 0 for v in letters.values())
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def geq_indicate(var, indicator, var_max, thr): """Generates constraints that make indicator 1 iff var >= thr, else 0. Parameters ---------- var : str Variable on which thresholding is performed. indicator : str Identifier of the indicator variable. var_max : int An uppe...
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def utility_function(state, monte_carlo): """ This functions takes in a state and performs monte carlo tree search. It returns the utility of the state and the reward for each possible actions. :param monte_carlo: a monte_carlo class :param state: The state should be in the form that monte_carlo...
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def split_path(path): """Split a *canonical* `path` into a parent path and a node name. The result is returned as a tuple. The parent path does not include a trailing slash. >>> split_path('/') ('/', '') >>> split_path('/foo/bar') ('/foo', 'bar') """ lastslash = path.rfind('/') ...
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def adjacent(g, x, y): """ Returns whether nodes x and y are adjacent """ return g.has_edge(x, y) or g.has_edge(y, x)
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import json def load_json_schema(filename=None): """ Loads the given schema file """ if filename is None: return with open(filename) as schema_file: schema = json.loads(schema_file.read()) return schema
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def tally_letters(string): """Given a string of lowercase letters, returns a dictionary mapping each letter to the number of times it occurs in the string.""" tally_dict = {} for letter in string: tally_dict[letter] = 0 for letter in string: tally_dict[letter] += 1 return tally_d...
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def get_any(obj, keys, default=None): """ Return the first non-None value from any key in `keys`, in order If all are None, then returns `default` """ for key in keys: val = obj.get(key) if val is not None: return val return default
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def flows_to_md(flows: dict, disp_num: int) -> str: """ Args: flows: a raw dictionary of flows. disp_num: The limit of flows to display. Returns: A mardkown of <=disp_num of flows, ordered in descending order. """ md = '|A|port|B|port|# of Packets|\n|---|---|---|---|---|\n...
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