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async def agather(aiter): """Gather an async iterator into a list""" lst = [] async for elem in aiter: lst.append(elem) return lst
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from datetime import datetime import pytz def now(): """Returns the ISO 8601 formatted time in UTC""" return datetime.now(pytz.utc).isoformat()
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def r_value(aa1, aa2, aa_dict, matrix): """ :param aa1: :param aa2: :param aa_dict: :param matrix: :return: """ return sum([(matrix[i][aa_dict[aa1]] - matrix[i][aa_dict[aa2]]) ** 2 for i in range(len(matrix))]) / len(matrix)
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def init(param_test): """ Initialize class: param_test """ # initialization default_args = ['-t mt/label/ -w mt/warp_template2mt.nii.gz -gm mt/mt1_gmseg.nii.gz -wm mt/mt1_wmseg.nii.gz -manual-gm mt/mt1_gmseg_goldstandard.nii.gz -sc mt/mt1_seg.nii.gz -param step=1,type=seg,algo=centermassrot,metric=M...
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def calculateProgressMetrics(job): """ job has the most recent values updated for the current event being processed. Calculate status and progress metrics using the new information. :param job: JSON job data struture from dynamodb """ progressMetrics = {} # BASE TIMES FROM EVENTS # cr...
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def rescale_boxes(boxes, current_dim, original_shape): """ Rescales bounding boxes to the original shape """ orig_h, orig_w = original_shape # The amount of padding that was added pad_x = max(orig_h - orig_w, 0) * (current_dim / max(original_shape)) pad_y = max(orig_w - orig_h, 0) * (current_dim / m...
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import socket def tcp_socket_open(host, port): """ Returns True if there is an open TCP socket at the given host/port """ sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) sock.settimeout(1) try: return sock.connect_ex((host, port)) == 0 except socket.timeout: return...
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def variance(data): """ Assumes that an array of integers is passed """ mean = sum(data)/len(data) tot = 0.0 for d in data: tot += (d - mean)**2 return tot/mean
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from typing import Optional from typing import List import math import random def sample_from_range(range_max: int, sample_ratio: float, max_samples: int, preselected: Optional[List[int]]) -> List[int]: """ Given a range of numbers in 0..range_...
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def occ(s1,s2): """occ (s1, s2) - returns the number of times that s2 occurs in s1""" count = 0 start = 0 while True: search = s1.find(s2,start) if search == -1: break else: count +=1 start = search+1 return count
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import functools import operator def prod(x): """Equivalent of sum but with multiplication.""" # http://stackoverflow.com/a/595396/1088938 return functools.reduce(operator.mul, x, 1)
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def indent(text, prefix=" "): """ Add a prefix to every line in a string. """ return "\n".join(prefix+line for line in text.splitlines())
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def get_resblock(model, layer_name): """ model is a class resnet e.g. layer_name is "layer1.0.relu2" """ obj_name, b_idx, act_name = layer_name.split(".") b_idx = int(b_idx) block = getattr(model, obj_name)[b_idx] return block
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def compute_rolling_mean(df, window=30): """Return rolling mean of given values, using specified window size.""" df['SMA_{}'.format(str(window))] = df['Price'].rolling(window=window, center=False).mean() return df
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def FindClientNode(mothership): """Search the mothership for the client node.""" nodes = mothership.Nodes() assert len(nodes) == 2 if nodes[0].IsAppNode(): return nodes[0] else: assert nodes[1].IsAppNode() return nodes[1]
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import textwrap def to_flatimage(pathfile, to="(-3,0,0)", width=8, height=8, name="temp"): """ Adds a flat image to the canvas. """ text = rf""" \node[canvas is xy plane at z=0] ({name}) at {to}{{ \includegraphics[width={width}cm,height={height}cm]{{{pathfile}}} }}; """...
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def CalculateMSE(xs_, mu): """ 计算均方误差 xs_: 所有样本均值 mu: 总体均值 """ return sum([(x - mu) ** 2 for x in xs_]) / len(xs_)
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def _get_primary_status(row): """Get package primary status.""" try: return row.find('div', {'class': 'pack_h3'}).string except AttributeError: return None
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def calc_n_g(df_schedule, week): """Calculate list of games i.e. Ng Each row has home_id, away_id, home_total_points, away_total_points :param df_schedule: data frame with each matchup :param week: current matchup period id :return: list of games with team ids and scores for home/away """ df_scores = ( ...
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def is_string(s): """ Portable function to answer whether a variable is a string. Parameters ---------- s : object An object that is potentially a string Returns ------- isstring : bool A boolean decision on whether ``s`` is a string or not """ return isinstance...
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from os.path import dirname def default_install_dir(): """Return the default install directory. Assumes this file lives in a 'site-packages' directory. Returns ------- :class:`str` The path to the install directory. """ return dirname(dirname(dirname(dirname(dirname(__file__)))))
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def flatten_nested_list(list_in, drop_dupes=False): """Function to take a nested list and flatten into a 1d list.""" is_nested=True if type(list_in[0]) ==type(['v','d']) else False if is_nested is True: list_out=[]; if drop_dupes is True: for list_i in list_in: ...
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def computeIchimokuCloud(candleSet): """ compute current values of Ichimoku Cloud lines """ conversionLine = (max([x["High"] for i,x in candleSet.iloc[-9:].iterrows()]) + min([y["Low"] for i,y in candleSet.iloc[-9:].iterrows()]))/2 baseLine = (max([x["High"] for i,x in candleSet.iloc[-26:].iterrows(...
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def update_subfield_snippet(context, code, subfield, value): """ Replaces a new value in a subfield snippet for a MARC field :param context: Context :param code: Field code :param subfield: MARC subfield, if numeric...
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from typing import Any from typing import Optional def _strat_has_unitary_from_has_unitary(val: Any) -> Optional[bool]: """Attempts to infer a value's unitary-ness via its _has_unitary_ method.""" if hasattr(val, '_has_unitary_'): result = val._has_unitary_() if result is NotImplemented: ...
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import os import tarfile def dir_to_tar(src_path, dst_path, dst_name=None): """ 将目录打包为tar.gz文件 :param src_path: 被打包目录 :param dst_path: tar文件存放目录 :param dst_name: tar文件名 :return: tar.gz生成路径 """ if not os.path.exists(src_path): return "" if not dst_name or "" == dst_name: ...
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def write_keyvalue_toxlsx(worksheet, row, key, value): """Write a dictionary to excel sheet.""" if type(value).__name__ == 'dict': worksheet.write(row, 0, key) row += 1 for dictkey, dictvalue in value.items(): row = write_keyvalue_toxlsx(worksheet, row, dictkey, dictvalue) ...
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def BFS(map_dict, start, end, verbose): """ BFS algorithm to find the shortest path between the start and end points on the map, following the map given by map_dict If an invalid end location is given then it will return the longest possible path and its length. Returns the length of t...
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from functools import reduce def pipeline(source, functions): """Apply an array of functions to a source iterable""" return reduce(lambda x, y: y(x), functions, source)
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import torch def project_pose(x, camera=None, **kwargs): """ Args x: 3xN points in world coordinates R: 3x3 Camera rotation matrix T: 3x1 Camera translation parameters f: 2 Camera focal length c: 2x1 Camera center k: 3x1 Camera radial distortion coefficients ...
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def update_letter_view(puzzle: str, view: str, position: int, guess: str) -> str: """Return the updated view based on whether the guess matches position in puzzle >>> update_letter_view('apple', 'a^^le', 2, 'p') p >>> update_letter_view('banana', 'ba^a^a', 0, 'b') b >>> update_letter_view('bitt...
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def multiplex(*brules): """ Multiplex many branching rules into one """ def multiplex_brl(expr): seen = set([]) for brl in brules: for nexpr in brl(expr): if nexpr not in seen: seen.add(nexpr) yield nexpr return multiplex_br...
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def _remove_duplicates(items): """Return `items`, filtering any duplicate items. Disussion: https://stackoverflow.com/a/7961390/4472195 NOTE: this requires Python 3.7+ in order to preserve order Parameters ---------- items : list [description] Returns ------- list ...
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import re def seqs_dic_count_lc_nts(seqs_dic): """ Count number of lowercase nucleotides in sequences stored in sequence dictionary. >>> seqs_dic = {'seq1': "gtACGTac", 'seq2': 'cgtACacg'} >>> seqs_dic_count_lc_nts(seqs_dic) 10 >>> seqs_dic = {'seq1': "ACGT", 'seq2': 'ACGTAC'} >>> seq...
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def get_coa_urls(): """ Get CoA URLs for given samples or projects. """ # Get certificate data and return the short links. return NotImplementedError
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def gaussian_kernel(D, sigma): """ Applies Gaussian kernel element-wise. Computes exp(-d / (2 * (sigma ^ 2))) for each element d in D. Parameters ---------- D: torch tensor sigma: scalar Gaussian kernel width. Returns ----...
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def trigger_event(connection, id, fields=None, error_msg=None): """Trigger an event. Args: connection(object): MicroStrategy connection object returned by `connection.Connection()`. id(str): ID of the event error_msg (string, optional): Custom Error Message for Error Handlin...
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import argparse def _parse_args(): """Parse command-line arguments.""" parser = argparse.ArgumentParser() #parser.add_argument("--gpus", type = int, default = 1) #parser.add_argument("--precision", type = int, default = 16) parser.add_argument("--progress_bar_refresh_rate", type = int, default = ...
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def best_score(a_dictionary): """Returns a key with the biggest integer value. Checks if a thing is a dicrionary with the is instance method""" if not isinstance(a_dictionary, dict) or len(a_dictionary) == 0: return None ret = list(a_dictionary.keys())[0] big = a_dictionary[ret] for k, ...
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def eratosthenes(n): """ This function is titled eratosthenes(n) because it uses the Eratosthenes Sieve to produce a list of prime numbers. It takes in one positive integer arguement, the returns a list of all the primes less than the given number. Args: n (int): User input ...
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def y_aver_bot(yw_mol, ypf_mol): """ Calculates the average mol concentration at bottom of column. Parameters ---------- yw_mol : float The mol concentration of waste, [kmol/kmol] ypf_mol : float The mol concentration of point of feed, [kmol/kmol] Returns ------- ...
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def _convert_to_numpy_obj(numpy_dtype, obj): """Explicitly convert obj based on numpy type except for string type.""" return numpy_dtype(obj) if numpy_dtype is not object else str(obj)
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from datetime import datetime def start_of_month(dt, d_years=0, d_months=0): """ Given a date, return a date first day of the month. @param dt: The date to base the return value upon. @param d_years: Specify a delta in years to apply to date. @param d_months: Specify a delta in months to appl...
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import os import uuid def make_job_data(url, script_fn): """Choose defaults. Run in same directory as script_fn. Base job_name on script_fn. """ wd = os.path.dirname(script_fn) job_name = '{0}-{1}-{1}'.format( os.path.basename(script_fn), url.split("/")[-1], ...
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def frames(string): """Takes a comma separate list of frames/frame ranges, and returns a set containing those frames Example: "2,3,4-7,10" => set([2,3,4,5,6,7,10]) """ def decode_frames(string): print('s', string) if '-' in string: a = string.split('-') start, en...
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def key_exists(dictionary, *keys): """Check if key exist in a nested dictionary. :param dictionary: Nested dicionary :type dictionary: dict :param keys: Keys to test agains the dictionary :type keys: args :return: ``True`` if at least one key is in the dicionary :rtype: bool :raise KeyE...
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import importlib def class_from_module_path(module_path): """Given the module name and path of a class, tries to retrieve the class. The loaded class can be used to instantiate new objects. """ # load the module, will raise ImportError if module cannot be loaded if "." in module_path: module...
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import json def monitor(plugin): """Monitors channels of this node.""" reply = {} reply['num_connected'] = 0 reply['num_channels'] = 0 reply['format-hint'] = 'simple' peers = plugin.rpc.listpeers() info = plugin.rpc.getinfo() nid = info["id"] chans = {} states = {} for p in...
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def get_ocr_json_url_for_an_image(first_three_digits, second_three_digits, third_three_digits, fourth_three_digits, image_name): """ Get the URL of a JSON file given a barcode ...
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def cumulate_productivity(df, window=5): """Compute productivity over current and past 4 years.""" return (df.pivot(index="scopus_id", columns="t", values="SJR") .fillna(0).rolling(window, min_periods=1, axis=1).sum() .reset_index().melt(id_vars="scopus_id", value_name="SJR"))
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def tupleRemoveByIndex(initTuple, indexList): """ Remove the elements of given indices from a tuple. Parameters ---------- initTuple : tuple of any The given tuple from which we will remove elements. indexList : list of ints The indices of elements that we want to remove. R...
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import argparse def prepare_arguments(): """ Define and return arguments. """ parser = argparse.ArgumentParser(description="PyTorch Energy Experiment v0_1") # model training parser.add_argument("--batch-size", type=int, default=64, metavar="N", help="input batch size for traini...
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def format_one_query(q, read_seq, read_coords, barcode_dict=None): """Formats output. Parameters ---------- q : dict A dictionary of fuzzy searching result. Key is levenshtein distance. Value is list of matched barcodes. read_seq : str A DNA string (full length read). re...
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import torch def regression(src_bbox, loc): """ Apply regression, by applying the offset coefficient Input: srx_bbox [N, R, 4]: coordinates of bounding boxes in XYXY.REL format loc [N, R, 4]: offset coefficient t_x, t_y, t_w, t_h in CxCyWH.REL format Return: dst_bbox[N, R, 4]: ...
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def _filter3(meta, filter_peak=0.5): """ Filter peak based on the number of cells. """ meta = meta[(meta>0).sum(axis=1)>meta.shape[1]*filter_peak] return meta.T
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from typing import Tuple def create_categorical_encoder_and_decoder(categorical_variables: list[str]) -> Tuple[dict, dict]: """ Given a list of categorical variables, returns an encoder and decoder. Encoder Key = category. Value = integer encoding. Decoder Key = integer encoding. Value = category. ...
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def update_dependencies(new_dependencies, existing_dependencies): """Update the source package's existing dependencies. When a user passes additional dependencies from the command line, these dependencies will be added to the source package's existing dependencies. If the dependencies passed from the c...
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def read_brecon(infile, tree, stree): """ Reads branch reconciliation from file """ brecon = {} for line in infile: tokens = line.rstrip().split("\t") # parse node node_name = tokens[0] if node_name.isdigit(): node_name = int(node_name) node = t...
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def _convert_to_int_list(check_codes): """Takes a comma-separated string or list of strings and converts to list of ints. Args: check_codes: comma-separated string or list of strings Returns: list: the check codes as a list of integers Raises: ValueError: if conversion fails ...
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def get_note_freq(p): """ Return the frequency corresponding to a particular note number Parameters ---------- p: int Note number, in halfsteps. 0 is a concert a """ return 440*2**(p/12)
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def stringify_parameters(items): """ Convert all items in list to string. """ return [str(item) for item in items]
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def get_current_spec_list(ctx): """ Get the current spec list, either from -p/--project-specs or --specs-to-include-in-project-generation or specs_to_include_in_project_generation in user_settings.options :param ctx: Current context :return: The current spec list """ try: return ctx....
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import os import subprocess def create_pager(highlight_text=None): """ Returns a pipe to PAGER or "less" """ pager_cmd = os.environ.get('PAGER') if not pager_cmd: pager_cmd = ['less', '-r'] if highlight_text: pager_cmd.extend(['-p', highlight_text]) pager = subprocess.Pop...
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def title_from_name(name): """ Create a title from an attribute name. """ def _(): """ Generator to convert parts of title """ try: int(name) yield 'Item #%s'% name return except ValueError: pass it = iter(n...
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def fill_empties(abstract): """Fill empty cells in the abstraction The way the row patterns are constructed assumes that empty cells are marked by the letter `C` as well. This function fill those in. The function also removes duplicate occurrances of ``CC`` and replaces these with ``C``. P...
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def normal_shock_density_ratio(M, gamma): """GIves the normal shock density ratio as a function of upstream Mach number.""" return ((gamma+1.0)*M**2.0)/(2.0+(gamma-1.0)*M**2.0)
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def pretty_print(state): """ Returns a 3x3 string matrix representing the given state. """ assert len(state) == 9 str_state = [str(i) for i in state] lines = [' '.join(map(str, l)) for l in [state[:3], state[3:6], state[6:]]] return '\n'.join(lines)
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def I_props(D, B, TF, TW, ETABS=True): """Properties of an I-section >>> I_props(12, 15, 3, 2) {'P': 74, 'A': 90, 'Avy': 72, 'Avz': 30, 'Iyy': 2767.5, 'Izz': 858.0} """ A = B*D - (B-TW)*(D-2*TF) Iyy = B*D**3/12 - (B-TW)*(D-2*TF)**3/12 Zyy = 2 * Iyy / D Syy = B * TF * (D - TF) + 0.25 * TW...
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from typing import List from typing import Dict from typing import Any def expand_decks_list( decks: List[Dict[str, Any]], deck_info: Dict[str, Any], ) -> List[Dict[str, Any]]: """ Given a list of decks and their cards, fills in the missing information using the detailed decks specification """ ...
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import json def decode_req_encode_rsp(f): """Decorator to decode incoming requests and encode responses.""" def decode_inner(req): return json.dumps(f(json.loads(req))) return decode_inner
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import re def find_images(document): """Returns the list of image filepaths used by the `document`.""" images = [] for line in document: match = re.match(r"\.\. image::\s+(img\/.+)", line) if match: images.append(match[1]) return list(set(images))
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def extract_kwargs_from_ctx(ctx): """ Extracts kwargs from Click context manager. """ args = [] i = 0 for arg in ctx.args: if arg[:2] == '--': args.append([arg[2:]]) i += 1 else: args[(i-1)].append(arg) for i, arg in enumerate(args): if le...
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def load_config(cfgfile): """ Parses a configuration file """ cfgf = open(cfgfile,'r') cfg = {} for l in cfgf: ps = [p.strip() for p in l.split(':')] if len(ps)==2: try: cfg[ps[0]] = float(ps[1]) except ValueError: cfg[ps[0]] = ps[...
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import os def get_file_with_different_version_location(file_name): """ Gets file location :param file_name: File name :return : File location """ sample_app_dir = os.path.dirname(os.path.realpath(__file__)) return sample_app_dir + '\\Sample_Apps_2\\' + file_name
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def rotate(A, turns=1): """A matrix which is formed by rotating the given matrix, n times, in clockwise sense. Args ---- A (compulsory) A matrix. turns (int, optional) The number of turns to rotate the matrix. Defaults to 1. Returns ------- Matrix The matrix obt...
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def determine_time_system(header: dict) -> str: """Determine which time system is used in an observation file.""" # Current implementation is quite inconsistent in terms what is put into # header. try: file_type = header['RINEX VERSION / TYPE'][40] except KeyError: file_type = header...
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def _all(oper, left, right): """Short circuit all for ndarray.""" return all(oper(ai, bi) for ai, bi in zip(left, right))
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def expand_header(row): """Parse the header information. Args: List[str]: sambamba BED header row Returns: dict: name/index combos for fields """ # figure out where the sambamba output begins sambamba_start = row.index('readCount') sambamba_end = row.index('sampleName') ...
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def cap_text(text): """ Capitalize first letter of a string :param text: input string :return: capitalized string """ return text.title()
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def size_as_recurrence_map(size, sentinel=''): """ :return: dict, size as "recurrence" map. For example: - size = no value, will return: {<sentinel>: None} - size = simple int value of 5, will return: {<sentinel>: 5} - size = timed interval(s), like "2@0 22 * * *:24@0 10 *...
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def get_field_kwargs(field_name, model_field): """ Creates a default instance of a basic non-relational field. """ kwargs = {} return kwargs
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import argparse def parse_command_line_arguments(): """ Parse command line arguments. :return: parsed arguments """ parser = argparse.ArgumentParser(description="Pure Python command-line RSS reader") parser.add_argument( "--version", action="version", version="Version 5.0...
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import requests import json def get_mactable(auth): """ Function to get list of mac-addresses from Aruba OS switch :param auth: AOSSAuth class object returned by pyarubaoss.auth :return list of mac-addresses :rtype list """ headers = {'cookie': auth.cookie} url_mactable = "http://" + ...
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def es_primo(n: int) -> bool: """Determina si un número es primo. :param n: número a evaluar. :n type: int :return: True si es primo, False en caso contrario. :rtype: bool """ if n == 2 or n == 3: return True if n % 2 == 0 or n < 2: return False for i in range(3, int...
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def replace_string(string_value, replace_string, start, end): """ Replaces one string by another :param string_value: str, string to replace :param replace_string: str, string to replace with :param start: int, string index to start replacing from :param end: int, string index to end replacing ...
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import hashlib def hash_str(data, hasher=None): """Checksum hash a string.""" hasher = hasher or hashlib.sha1() hasher.update(data) return hasher
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def get_next_point(df, inc, axis): """ Increment to get the next points along. Parameters ---------- df : pandas DataFrame The dataframe of points inc : int The amount to increment axis : str The axis along which to increment. Can be 'x', 'y', or 'z' """ df =...
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def load_input(filename): """ Load poker hands from filename """ hands = [] with open(filename) as f: for line in f.readlines(): tokens = line.strip().split(" ") cards = [] for token in tokens: value = token[0] suit = token[...
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def _getresponse(self): """Monkey-patched replacement getresponse method""" intercept = self._intercept() if intercept['mode'] == 'normal': response = self._orig_getresponse() if 'recorder' in intercept: intercept['recorder']._record_response(response) # ...
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import functools def synchronize(lock): """ Decorator that invokes the lock acquire call before a function call and releases after """ def sync_func(func): @functools.wraps(func) def wrapper(*args, **kwargs): lock.acquire() res = func(*args, **kwargs) lock.r...
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def help_invocation_for_command(prefix, command, locale): """ Get the help command invocation for a command. Parameters ---------- prefix: str The command prefix to show. command: senko.Command The command to get the help invocation for. locale: senko.Locale The loca...
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import torch def derivative_sigmoid(x): """Compute the derivative of the sigmoid for a given input. Args: x (torch.Tensor): The input. Returns: (torch.Tensor): The derivative at the input. """ return torch.mul(torch.sigmoid(x), 1. - torch.sigmoid(x))
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def loginUser(username, password): # noqa: E501 """ # noqa: E501 :param username: The user name for login :type username: :param password: The password for login in clear text :type password: :rtype: """ return 'do some magic!'
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import os def parse_folder_info(path): """ Function: get the foldres and files within a particular path. Input: path Output: lists of folders and files """ folders = [f for f in os.listdir(path) if not os.path.isfile(os.path.join(path, f))] files = [f for f in os.listdir(path) if os.path.isfile(os.path.join(pa...
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def generate_all_nbr_from_dataframe(dist_df, nbr_distance = 100.0): """ Given a distance matrix, return a list of index positions of all neighbors within a certain distance. Parameters ---------- dist_df : DataFrame nbr_distanace : float Returns ------- all_nbrs : list ...
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from pathlib import Path async def check_node_modules(): """Check if node_modules exists and has contents. Returns: {bool} -- True if exists and has contents. """ ui_path = Path(__file__).parent / "ui" node_modules = ui_path / "node_modules" exists = node_modules.exists() valid ...
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def _execute_c2(state, context): """REP: Reset status bits. When used, it will set the bits specified by the 1 byte immediate value. This is the only means of setting the M and X status register bits. """ state.flags &= ~state.current_operand return context, None
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def rowcol_to_xy(rows, cols, raster): """non-uri version of rowcol_to_xy_uri""" gt = raster.GetGeoTransform() X = gt[0] + cols * gt[1] + rows * gt[2] Y = gt[3] + cols * gt[4] + rows * gt[5] return (X, Y)
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import sys def memory_check(block_sizes, qlength_max, estimate_memory): """Return amount of memory required. Estimate memory consumption exactly as CESAR2.0 doest it. """ num_states, rlength, extra = 0, 0, 100000 for block_size in block_sizes: num_codons = block_size // 3 num_...
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def test_call_fuzz(): """Fuzz some functions.""" return """ fn main() { {dest} = takes_args(fuzz(), fuzz(), fuzz()); } fn takes_args(a: u8, b: u1, c: u4) -> u4 { write_value(&b, 10); return a + b + c; } fn write_value(ptr: *u1, val: u1) { *ptr = val; }...
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