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def _apply_args_and_kwargs(function, args, kwargs): """Apply a tuple of args and a dictionary of kwargs to a function Parameters ---------- function: func function you wish to use args: tuple all args passed to function kwargs: dict all kwargs passed to function """ ...
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def longest_no_repeat(string: str) -> int: """Return longest length of a substring with no repeating characters.""" last_seen = {} max_so_far = 0 current_streak = 0 for i, letter in enumerate(string): try: index_last_seen = last_seen[letter] current_streak = i - index...
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def expected_time_in_markov_state_ignoring_class_2_arrivals( state, lambda_1, mu, num_of_servers, system_capacity ): """ The expected time of the Markov chain model at the state given. Note here that for a state (u,v) where v = system capacity (C) no class 1 arrival can occur and thus the rate at wh...
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def _to_http_uri(s: str) -> str: """Prefix the string with 'http://' if there is no schema.""" if not s.startswith(('http://', 'https://')): return 'http://' + s return s
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def _calculate_total_dispatchable_mw(case): """ Calculates the total available MW for dispatch. This is equal to the total remaining capacity of all in-service, non-swing generators. :param case: The :class:`Case` that is synchronized with the current loaded case. :type case: :class:`Case` :retu...
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def find_empty_location(grid): """ Looks for the coordinates of the next zero value on the grid, starting on the upper left corner, from left to right and top to bottom. Keyword Arguments: grid {number matrix} -- The matrix to look for the coordinates on (default: {The instance's grid}) Re...
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import csv import io import json def generate_crash_record(line, fieldnames): """ Translates a raw csv line into a python dictionary :param line: string - The raw csv line :param fieldnames: array of strings - The strings to be used as headers :return: dict """ reader = csv.DictReader( ...
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def dtIsArticle(dt): """ Checks if determiner is indefinite or definite English article Argument: dt: the determiner name Return: True if determiner is indefinite or definite English article """ return dt.lower() in ['a', 'an', 'the']
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from typing import Callable from typing import Tuple def retry_fn(fn: Callable, allowable_exceptions: Tuple, retry_count: int=5): """ Call fn, retrying if exception type in allowable_exceptions is raised up to retry_count times """ for i in range(0, retry_count): try: return fn() ...
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import torch def npvec_to_tensorlist(vec, params): """ Convert a numpy vector to a list of tensor with the same dimensions as params Args: vec: a 1D numpy vector params: a list of parameters from net Returns: rval: a list of tensors with the same shape as para...
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import hashlib def hash_file(file_path: str) -> str: """ Hash file content with SHA-256. This way we can check two files have same content. :param file_path: Absolute path name. :return: File hash string. """ content = "" with open(file_path, mode="rb") as file: content = file.re...
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def split_data(data, train_len) : """Split a dataframe into train and test data Parameters ---------- data : pandas.core.frame.DataFrame Dataframe to split train_len : float Percentage of data for training Returns ------- pandas.core.frame.DataFrame a dataf...
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import struct def get_unique_id(pid, computer_name): """ https://github.com/poweradminllc/PAExec/blob/master/Remote.cpp#L1045-L1065 DWORD RemMsg::GetUniqueID() Creates a unique ID based on the PID of the local host and the name of the local host. It is derived from the first 4 bytes of a UTF-16 L...
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def calc_x_dist(p, q): """ :param p: robot position list p :param q: robot position list q :return: the x-axis Euclidean distance between p and q """ return abs(p[0]-q[0])
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def calc_age(age, interval=0): """Determine a person's age after interval years.""" age += interval return age
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def errfunc(p, x, y, fitfunc): """Error function used in fitting. Args: p (list): List of parameters. x (:class:`numpy.ndarray`): x values. fitfunc (function): Fitting function. Returns: :class:`numpy.ndarray`: Values of residuals. """ return y - fitfunc(p, x)
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def get_edges(graph): """Return edge index for each edge in the graph. Parameters ---------- graph : dgl.DGLGraph A DGLGraph for which edge indices will be saved Returns ------- dict a dictionary where keys are (source, destination) tuples of nodes, and correspondin...
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def get_memory_monitor_summary_filename(selector=None): """ Return the name for the memory monitor summary file. :param selector: special conditions flag (boolean). :return: File name (string). """ name = "memory_monitor_summary.json" if selector: name += '_snapshot' return na...
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def simple_closure(s, implications): """ Input: A set of implications and an attribute set s Output: The closure of s with respect to implications Examples ======== >>> from fca.implication import Implication >>> cd2a = Implication(set(('c', 'd')), set(('a'))) >>> ad2c = Impli...
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def convert_chemformula(string: str) -> str: """ Convert a chemical formula string to a matplotlib parsable format (latex). Parameters ---------- string or Adsorbate: str String to process. Returns ------- str Processed string. """ result = getattr(string, 'form...
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def score_recipes(recipes, ingredients, scorer): """Score recipies based on ingredients with scorer function.""" ingredients_order = [*ingredients] return [(scorer(recipe, ingredients), recipe, ingredients_order) for recipe in recipes]
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import unicodedata import re def normalize(s): """ Normalizes a string. This function does the following, in order: - Calls :func:`unicodedata.normalize("NFC", ...) \ <unicodedata.normalize>`. - Normalizes line endings. - Expands horizontal tabs with a width of four columns. - Expa...
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import yaml def parse_feature_extraction_config(file_path): """ Parse feature extraction configuration dictionary from yaml file. Args: file_path (str): path to yaml file. Returns: (dict): dictionary in specified form specifying which features to extract as well as ad...
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def avg_values(buildings_buf, building_data, road): """ Get some really simple statistics on a set of buildings given a road segment. Return average building height and average distance from the buildings to the road. """ if not buildings_buf: return 0, 0 avg_dist = 0 avg_heigh...
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def bresenham_line(x0, y0, x1, y1): """ Return all pixels between (x0, y0) and (x1, y1) as a list. :param x0: Self explanatory. :param y0: Self explanatory. :param x1: Self explanatory. :param y1: Self explanatory. :return: List of pixel coordinate tuples. """ steep = abs(y1 - y0) ...
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def reduce_set(data): """ Used by serveral analyses to reduce the dataset to stock symbol and model features. """ return data.loc[:, ['stock_symbol', 'stock_price_last', 'tweet_volume', 'unix_diff', 'positivity_percentage', 'currency']]
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import math def format_hash(hash_str: str, hash_len: int, hash_seg_len: int, hash_sep: str) -> str: """ Format a hash string: keep only hash_len chars from it, and break it up into segments of len hash_seg_len, using the hash_sep as separator. Ex: >>> format_hash('abcdef1232567890', 8, 2, '-') ab-...
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def format_ref(seq): """Remove gaps.""" return str(seq).replace('-', '')
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def removeStartTime(sortedData): """Removes start time from time values Arguments: sortedData {list} -- the data sorted with lowest time first """ t0 = sortedData[0][0] for i in range(len(sortedData)): sortedData[i][0] = sortedData[i][0] - t0 sortedData[i][1] = sortedData[i]...
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def port_bound(port): """ Returns true if the port is bound. """ return port['binding:vif_type'] != 'unbound'
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import torch def minDCF( positive_scores, negative_scores, c_miss=1.0, c_fa=1.0, p_target=0.01 ): """Computes the minDCF metric normally used to evaluate speaker verification systems. The min_DCF is the minimum of the following C_det function computed within the defined threshold range: C_det = ...
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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 parse_name(r): """ Used to parse the name of a team. """ return str(r.get("naam", ""))
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def combine_real_imag(real_data, imag_data): """Combines two float data arrays into one complex64 array""" return real_data + 1j * imag_data
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def nldpost(self, label="", key="", fileid="", prefix="", **kwargs): """Gets element component information from nonlinear diagnostic files. APDL Command: NLDPOST Parameters ---------- label Specifies the type of command operation: EFLG - Element flag for nonlinear diagnostics. ...
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import torch def huber_function(x: torch.Tensor, delta: float = 1.0): """Huber function. Args: x: difference between the observed and predicted values delta: the threshold at which to change between delta-scaled L1 and L2 loss, must be positive. Default value is 1.0 Returns: ...
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def _sequence_to_index(seq, dim_list): """ Inverse of _index_to_sequence. Parameters ---------- seq : list of ints List of coordinates for each particle. dim_list : list of int List of dimensions of consecutive particles. Returns ------- i : list Index in a...
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def _get_day_of_year(arg): """ Get the day position in the year starting from 1 Parameters ---------- arg : tuple Returns ------- int with the correct day of the year starting from 1 """ ml = [31,28,31,30,31,30,31,31,30,31,30,31] if arg[0]%4==0: ml[1] += 1 ...
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def assembly_dyna_stif(omega_par, mass_matrix, damp_matrix, stif_matrix): """ Assembly the dynamic stiffness matrix. Args: omega_par (:obj:`float`): 2 pi frequency. mass_matrix (:obj:`numpy.array`): Mass matrix. damp_matrix (:obj:`numpy.array`): Damping matrix. stif_matrix (:ob...
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def get_nodes_of_namespace(server, namespaces=None): """ Get the nodes of one or more namespaces . Args: server: opc ua server to use namespaces: list of string uri or int indexes of the namespace to export Returns: List of nodes that are part of the provided namespaces """ ...
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def remove_indices_from_range(ixs, max_ix): """From the indices 0:max_ix+1, remove the individual index values in ixs. Returns the remaining ranges of indices and singletons. """ ranges = [] i0 = 0 for ix in ixs: i1 = ix - 1 if i1 < i0: i0 = ix + 1 elif i1...
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from datetime import datetime def is_valid_isodate(date: str, check_timezone: bool = False) -> bool: """Check if a string is a valid ISO formatted datestring""" dt = None try: dt = datetime.fromisoformat(date) except ValueError: return False if check_timezone: if dt.tzinf...
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def split_list(listcont, limit, glue='\n'): """ Splits a list of items in chunks to be sent in messages :param listcont: The item list :param limit: The character limit :param glue: The string that will join every list item :return: A list of strings with the items joined given the glue paramete...
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def get_user_version(conn): """Return user_version value.""" cur = conn.cursor() cur.execute('PRAGMA user_version') return cur.fetchone()[0]
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def compose_select(table, fields): """Compose select query string. Arguments --------- table : str Real table name. fields : str List of table fields. Returns ------- str Query string with real table name. However, it can contain placeholders for query p...
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def c2f(c): """Celsius to Fahrenheit""" return 9/5*c + 32
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from typing import Dict def get_default_molecular_config() -> Dict: """Get a default molecular configuration (LiH).""" problem_config = { "ion_pos": ((0.0, 0.0, -1.5069621), (0.0, 0.0, 1.5069621)), "ion_charges": (1.0, 3.0), "nelec": (2, 2), } return problem_config
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def add(v1, v2): """ Returns the addition of a two 2-D vectors. """ return (v1[0] + v2[0], v1[1] + v2[1])
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def board_full(board): """ Utility function that returns True if the given board is full and False otherwise Arg board: board - the board you want to check """ for row in board: for piece in row: if piece == '*': return False; return True;
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def link(rel, href): """Generate a link dict from a rel, href pair.""" if href is not None: return {rel: href}
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def flip_bin_string(bin_str: str): """ This function will flip(invert) each of the bits in a given binary string without prefix. i.e. "0" becomes "1" and vice versa; :param bin_str: A binary string without prefix to flip :return: A binary data represented as string """ flipped_bin_str = "" ...
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def _clip_pad(tensor, pad_shape): """ Clip boxes of the pad area. :param tensor: [n, c, H, W] :param pad_shape: [h, w] :return: [n, c, h, w] """ H, W = tensor.shape[2:] h, w = pad_shape if h < H or w < W: tensor = tensor[:, :, :h, :w].copy() return tensor
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def validate_boolean(option, value): """Validates that 'value' is True or False.""" if isinstance(value, bool): return value raise TypeError("%s must be True or False" % (option,))
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import yaml def read_yaml(yaml_file): """Read a yaml file. Args: yaml_file (str): Full path of the yaml file. Returns: data (dict): Dictionary of yaml_file contents. None is returned if an error occurs while reading. """ data = None with open(yaml_file) as f: ...
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from typing import Optional import re def _parse_url(url: str) -> Optional[str]: """Parse a pastecord url""" match = re.search(r"pastecord.com(?:/raw|/documents)?/(\w+)(?:\.\w+)?", url) if match is None: return None return match.group(1)
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def maximo(a, b): """ Função que retorna o valor máximo entre dois parâmetros. >>> maximo(3, 4) 4 >>> maximo(0, -1) 0 :param a: number :param b: number :return: number """ if a > b: return a else: return b
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def is_icmp_reply(pkt, ipformat): """Return True if pkt is echo reply, else return False. If exception occurs return False. :param pkt: Packet. :param ipformat: Dictionary of names to distinguish IPv4 and IPv6. :type pkt: dict :type ipformat: dict :rtype: bool """ # pylint: disable=...
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def nodes_from_path(G, path, key=''): """Helper to get list of node from a path with key""" if not key: return path else: keys = [G.node[node][key] for node in path] return keys
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def partition(pred, iterable): """ Partion a list in two lists where the first list hold all items for which the function pred returned True and the second list holds all reset. @param pred a function that returns True or False and has one parameter @param iterable a list of items which can...
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def ToKeys(hotkey): """Converts the action value to shortcut keys used from JavaScript. Examples: 'Ctrl - 9' => '9<>CTRL' 'Ctrl - Shift - Tab' => 'tab<>CTRL<>SHIFT' """ values = hotkey.split(' - ') modifiers = sorted(value.upper() for value in values if value in ['Shift', 'Ctrl',...
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import re def validate_group_name(group_name): """ Check whether group name is valid. A valid group name only contains alphanumeric character, and the length should less than 255. """ if len(group_name) > 255: return False return re.match('^[\w\s\'\.-]+$', group_name, re.U)
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def run_test( func, points, *args, correct_message="default correct", error_message="default error", **kwargs ): """Run a pre-defined test function and creates a dictionary containing the results of the test Parameters ---------- func : function or method Pre-defined...
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from typing import Iterable from typing import Mapping from typing import Any from typing import Dict def combine_api_output_dictionaries(input_dicts: Iterable[Mapping[str, Any]], require_uniqueness: bool = True ) -> Dict[str, Any]: """Merges...
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def quote_line(line: str) -> str: """Formats a text line for discord message as quote""" return f"> {line}"
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import math def norm_pdf(x, mu=0, sigma=1): # type: (float, float, float) -> float """Calculate a the probability density of a normal distribution""" return math.exp(-(((x - mu) ** 2) / (2 * (sigma ** 2)))) / math.sqrt(2 * math.pi * (sigma ** 2))
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def removeDuplicates(a_list: list) -> list: """ Removes duplicates from a list and returns it. Type needs to implement __eq__ """ return list(dict.fromkeys(a_list))
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import re def _remove_qss_comment(stylesheet: str) -> str: """Remove qss comment from the stylesheet string.""" stylesheet = re.sub(r" */\*[\s\S]*?\*/", "", stylesheet) # Change blank lines to one blank line return re.sub(r"\n\s*\n", "\n", stylesheet)
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import torch def one_hot_encoding(input): """ One-hot encoder Inputs: - input : 1D tensor containing labels (N,) Outputs: - output: one-hot encoded tensor (N, C) - classes: all unique class in order (C,) """ if len(input.shape)>1 and input.shape[1]>1: raise...
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def insert_nulls(df, fill_val=-99999999.99): """replaces fill_val with null in all columns of df. :df: Dataframe :fill_val: fill value to be replaced with nulls. default=-99999999.99 :returns: Dataframe with fill_val replaced with nulls """ for col in df.columns.tolist(): df....
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def min_nondiag_triple(matrix): """Returns a triple consisting of a row #, col #, and value of a minimal non-diagonal entry of matrix.""" if (not len(matrix) > 1) or (not len(matrix[0]) > 1): print("ERROR in min_nondiag_triple: matrix too small") return minval = matrix[0][1] mini = 0...
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def load_data(point_cloud_batch, label_cloud_batch, NUM_SAMPLE_POINTS=1024, LABELS=['wing', 'body', 'tail', 'engine']): """ load randomly selected points from point cloud batch Parameters: point_cloud_batch (np array): numpy array of each point cloud expreseed in (x, y, z) format label_clou...
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def get_dots_bounds(dots): """Returns the bounds of a list of dots.""" return ( min(x for x, y in dots), max(x for x, y in dots), min(y for x, y in dots), max(y for x, y in dots) )
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def crop_img(i, edge=0): """ crop the image edge % pr side.""" new_img = i.copy() height = new_img.shape[0] width = new_img.shape[1] sh = int(height / 100 * edge) sw = int(width / 100 * edge) return new_img[sh:height - sh, sw:width - sw]
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from typing import List def list_to_string(list_to_convert: List) -> str: """ Convert provided list to comma separated string :param list_to_convert: List to convert :return: Comma separated string with values of the provided list """ return ",".join(map(str, list_to_convert))
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def parse_route_flow_counter_stats(dut): """Parse command output of "show flowcnt-route stats" Args: dut (object): DUT object Returns: dict: Parsed result. e.g. {'1.1.1.0/24': {'packets': '5', 'bytes': '4500'}} """ stats_list = dut.show_and_parse('show flowcnt-route stats') par...
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import psycopg2 import psycopg2.extras def get_data_from_postgres(conn, qry): """ Gets a list of 'DictRows' from a PostgreSQL database. A DictRow can be indexed numerically or by column name, In other words it behaves like a list OR a dictionary object. :param conn: The database connection string ...
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def _buses_with_gens(gens): """ Return a list of buses with generators """ buses_with_gens = list() for gen_name, gen in gens.items(): if not gen['bus'] in buses_with_gens: buses_with_gens.append(gen['bus']) return buses_with_gens
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def get_top_users_and_orgs(user_data_df, top_repos_df): """Gets the top 25 Github Users and top 25 Organizations. Note: Top 25 Users are determined based on total followers. Top 25 Organizations are determined based on total stars for all of an organizations repos. Parameters -----...
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import pathlib import re def grep_dir(path: pathlib.Path, glob_pattern: str, search_pattern: str) -> bool: """Recursively go through a dir and it's children and find the regex.""" pattern = re.compile(search_pattern) for fil in path.glob(glob_pattern): if not fil.is_file(): continue ...
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import six def decode_str(string): """ Converts byte strings to unicode strings. """ if isinstance(string, six.text_type): return string return string.decode('utf-8')
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def get_topics_by_datatype(bag): """ Get all the message types in the bag and their associated topics. @param bag: bag file @type bag: rosbag.Bag @return: mapping from message typename to list of topics @rtype: dict of str to list of str """ topics_by_datatype = {} for c in bag._g...
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def order_cat(col, ct, rev=False): """ Small helper to convert column to categorical with option to revert order """ col = col.astype(ct) if rev: col.cat.set_categories(new_categories=ct.categories[::-1], ordered=True, inplace=True) return col
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def format_timedelta(timedelta): """Formats a timedelta object to a string by throwing off the microsecond part from the standard timedelta string representation. """ whole_repr = str(timedelta) + '.' return whole_repr[:whole_repr.find('.')]
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import re def parse_duration(s): """ Parse a `duration` string and convert it to numeric. Parameters ---------- s : str or float `duration` value Returns ------- Int Numeric `duration` value """ # Check if value is null or already a float if isin...
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def getValueFromObject(x, y): """ Returns a value from a dictionary x if present. Otherwise returns an empty string """ return x[y] if y in x else ''
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def unfresh_token(user): """Return unfresh token from user fixture :param user: Pytest fixture :return: Unfresh JWT access token """ return user.get_access_token()
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def _en_to_enth(energy, concs, A, B, C): """Converts an energy to an enthalpy. Converts energy to enthalpy using the following formula: Enthalpy = energy - (energy contribution from A) - (energy contribution from B) - (energy contribution from C) An absolute value is taken afterward for conveni...
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import torch def calc_iou_tensor(box1, box2): """ Calculation of IoU based on two boxes tensor, Reference to https://github.com/kuangliu/pytorch-src input: box1 (N, 4) box2 (M, 4) output: IoU (N, M) """ N = box1.size(0) M = box2.size(0) ...
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from typing import List def find_min(lst: List[int]) -> int: """ Return the smallest value in <lst>. >>> find_min([3, 4, 5, 6, 7]) 3 >>> find_min([5, 6, 7, 3, 4]) 3 """ smallest = lst[0] for i in range(len(lst)): if lst[i] < smallest: smallest = lst[i] retu...
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def poly_scale(p, n): """Multiply polynomial ``p(x)`` with ``x^n``. If n is negative, poly ``p(x)`` is divided with ``x^n``, and remainder is discarded (truncated division). """ if n >= 0: return list(p) + [0] * n else: return list(p)[:n]
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def top(df, n=5, column=None): """Returns the top 5 entries from a DataFrame, sorted by column. """ return df.sort_values(by=column)[-n:]
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def check_search_account_options(val, home): """Check if current account option is valid.""" try: # Change option to integer. val = int(val) # Check if option is in range. if val <= 0 or val > 5: print('*********************************') print('Not an op...
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def isInPar(db, chrom, start, end): """ return None if not in PAR or "1" or "2" if genome is hg19 or hg38 and chrom:start-end is in a PAR1/2 region """ if db not in ("hg19", "hg38"): return None if not chrom in ("chrX", "chrY"): return None # all coordinates are from https://en.wikipedi...
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import math def get_bands(d_r, number_of_bands, precision=2, nearest_integer=False): """ Divide a range into bands :param: d_r - [min, max] the range that is to be covered by the bands. :param: number_of_bands - The number of bands, a positive integer. :param: precision - The decimal precision of ...
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def anagrams(word, words): """ A function that will find all the anagrams of a word from a list. You will be given two inputs a word and an array with words. You should return an array of all the anagrams or an empty array if there are none. """ template = sorted([char for char in word]) ...
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def get_issue_info(payload): """Extract all information we need when handling webhooks for issues.""" # Extract the title and the body title = payload.get('issue')['title'] # Create the issue dictionary return {'action': payload.get('action'), 'number': payload.get('issue')['number'], ...
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def get_symbol_addr(sym): """Get the address of a symbol""" return sym["st_value"]
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def gen_refined_corr_dfs(df_corr, ang_corr_out_path=None, subj_corr_out_path=None): """Generate print-ready angle/subject correlation tables for publication. Args: df_corr (pandas.DataFrame): general correlation table of all data streams gen...
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def numpixels(image): """The number of pixels in the image""" return image.size
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from datetime import datetime def timestamp_to_seconds(timestamp): """Convert an ISO-ish timestamp to seconds-since-epoch.""" return int(datetime.strptime(timestamp, "%Y-%m-%dT%H:%M:%S%z").strftime("%s"))
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