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def events_filter_pretty(events, handler=None, indent=" "): """ Augment an XML event list for pretty printing. This is a filter function taking an event stream and returning the augmented event stream including ignorable whitespaces for an indented pretty print. the generated events stream is stil...
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def total_velocity(vel_l, vel_r): """ calculate total velocity - given left and right velocity """ return (vel_l + vel_r) / 2
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def get_role(obj, role_name): """Return a Role if the specified object has the specified role.""" for role in obj.roles: if role.name == role_name: return role return None
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def _handle_cate(df, col_pat, maps): """指定列更改为编码,输出更改后的表对象及类别映射""" cols = df.columns[df.columns.str.startswith(col_pat)] for col in cols: values = {col: '未知'} df.fillna(values, inplace=True) c = df[col].astype('category') df[col] = c.cat.codes.astype('int64') maps[col...
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def parse_operand_subscripts(subscript, shape, op_label_dict): """Parse the subscripts for one operand into an output of 'ndim' labels Parameters ---------- subscript : string the subscript of the operand to be parsed. shape : tuple of int the shape of the input operand op_label...
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def format_tags(s): """Formatting for pretty printing""" return ["{:<" + str(len(s[i])) + "}" for i in range(len(s) - 1, -1, -1)]
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import re def read_conversions(db): """Read the conversion factors we need and check we have the right time.""" mpart,Lbox,rsdfac,acheck = None,None,None,None with open(db+"Header/attr-v2","r") as ff: for line in ff.readlines(): mm = re.search("MassTable.*\#HUMANE\s+\[\s*0\s+(\d*\.\d*)...
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import subprocess def check_repository_changes(): """ check if src-openeuler.yaml has been changed """ lst_files = subprocess.getoutput("git diff remotes/origin/master.. \ repository/src-openeuler.yaml | grep '^+- name' | awk '{print $NF}'") return bool(lst_files.splitlines())
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def prepare_args(*args, **kwargs): """Arranges all positional and keyword arguments to match the structure of unittest.mock._CallList""" return args, kwargs
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from typing import Union def atoi(text: str) -> Union[int, str]: """ Converts strings to integers if they're composed of digits; otherwise returns the strings unchanged. One way of sorting strings with numbers; it will mean that ``"11"`` is more than ``"2"``. """ return int(text) if text.isdig...
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def word_to_list(rw): """Convert the ran_word string into a list of letters""" word = list(rw) return word
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from typing import Callable import argparse from typing import Any def argparse_handler(inside_function: Callable) -> Callable[[argparse.Namespace], Any]: """ Wraps a function to make it an argparse handler (usable with the args.func(args) pattern). Requires that the inside_function not have any purely po...
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def increment_counts_with_province(counters, data): """ Counter structure: { "PROVINCE": { "MUNICIPALITY": { "YEAR": { "PROGRAM": { "budget": 123, "count": 123, "has_kml": 123, ...
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import pickle def load_pickle(byte_file): """Loads a pickled object""" with open(byte_file, "rb") as f: return pickle.load(f)
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import os def iter_files(root, exts=None, recursive=False): """ Iterate (recursive) over file paths within root filtered by specified extensions. :param str root: Root folder to start collecting files :param iterable exts: Restrict results to given file extensions :param bool recursive: Wether to...
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from functools import reduce def composite_function(*funcs): """ compose """ def compose(f, g): return lambda x: f(g(x)) return reduce(compose, reversed([f for f in funcs if f]), lambda x: x)
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def guess_content_type(filename): """ Return a content-type for a filename based on its suffix. This implementation only supports '.html' and '.css' as suffixes. """ if filename.endswith('.html'): return 'text/html' elif filename.endswith('.css'): return 'text/css' else: ...
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import os import subprocess def pgd_structure(outputfolder, inputfile, directorypath,spid): """Converts the user's VCF file into a STRUCTURE-formatted file""" mypath = os.path.join(directorypath + "/STRUCTURE_directory") if not os.path.isdir(mypath): os.makedirs(mypath) path_to_new_directory =...
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def parse_scoped_name(scoped_name): """ SCHEMA: my.module_name:MyClassName EXAMPLE: behave.formatter.plain:PlainFormatter """ scoped_name = scoped_name.strip() if "::" in scoped_name: # -- ALTERNATIVE: my.module_name::MyClassName scoped_name = scoped_name.replace("::", ":...
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def package(qualified_name): """Return the enclosing package name where qualified_name is located. `qualified_name` can be a module inside the package or even an object inside the module. If a package name itself is provided it is returned. """ try: module = __import__(qualified_name, from...
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def indent(text, chars=" ", first=None): """Return text string indented with the given chars >>> string = 'This is first line.\\nThis is second line\\n' >>> print(indent(string, chars="| ")) # doctest: +NORMALIZE_WHITESPACE | This is first line. | This is second line | >>> print(indent(...
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def users_from_passwd(raw): """ Extracts a list of users from a passwd type file. """ users = list() for line in raw.split('\n'): tmp = line.split(':')[0] if len(tmp) > 0: users.append(tmp) return sorted(users)
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def hasZ(pointlist): """ determine if points inside coordinates have Z values """ points = pointlist[0] first = points[0] if len(first) == 3: return True else: return False
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def product(l1, l2): """returns the dot product of l1 and l2""" return sum([i1 * i2 for (i1, i2) in zip(l1, l2)])
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def windows(): """This method is called when module is initialized. It returns a map of popup windows to be used by the module""" wm = {} return wm
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import requests def analyzeImg(imgResp, apiKey): """ Sends encoded image through Microsoft computer vision API to get tags and categories. Args: imgResp: image response from urlopening webcam image apiKey: Computer Vision API key Returns: json object with 'categories' and 'tags' as keys """ headers = { ...
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def patch_prow_job_with_tab(prow_yaml, dash_tab, dashboard_name): """Updates a Prow YAML object. Assumes a valid prow yaml and a compatible dashTab Will create a new annotation or amend an existing one """ if "annotations" in prow_yaml: # There exists an annotation; amend it annotat...
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def sum_items(a_list): """ @purpose Returns the sum of all items in a_list, and return 0 if empty list @param a_list: a list of items passed to this function to sum @complexity: Worst Case - O(N): When summing all values of a list with N items Best Case - O(1): when passing empty...
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def parse_distance(distance): """parse comma delimited string returning (latitude, longitude, meters)""" latitude, longitude, meters = [float(n) for n in distance.split(',')] return (latitude, longitude, meters)
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def find_pivot(array, high, low): """ Find the index of the pivot element """ if high < low: return -1 if high == low: return low mid = (high + low)/2 if mid < high and array[mid] > array[mid + 1]: return mid if mid > low and array[mid] < array[mid - 1]: return mid - 1 if array[low] >= array[mid]...
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def diff_eq(u, pe, h): """ Basic difference equation. 1/pe d^2C/dz^2 - dC/dz """ return (1 / pe / h**2 * (u[0] - 2 * u[1] + u[2]) - 1 / (2 * h) * (u[2] - u[0]))
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def capacity_cost_rule(mod, g, p): """ The capacity cost for new storage projects in a given period is the capacity-build of a particular vintage times the annualized power cost for that vintage plus the energy-build of the same vintages times the annualized energy cost for that vintage, summed over...
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def subtract(d1, d2): """Returns a dictionary with all keys that appear in d1 but not d2. d1, d2: dictionaries """ res = {} for key in d1: if key not in d2: res[key] = None return res
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import requests import shutil def download_file(url, local_file, *, allow_redirects=True, decode=True): """ Download a file. Arguments: url (str): URL to download local_file (str): Local filename to store the downloaded ...
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def pdf2cte(terms_table, table_name): """Generate SQL code to represent Pandas DataFrame as a Common Table Expression""" quotify = lambda c: c # '[' + c + ']' row2tuple_str = lambda row: '(' + ', '.join([ f"'{x}'" if (isinstance(x, str) or isinstance(x, bool)) else str(x) ...
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def always_roll(n): """ Возвращает стратегию, по которой всегда происходит N бросков. >>> strategy = always_roll(5) >>> strategy(0, 0) 5 >>> strategy(99, 99) 5 """ def strategy(score, opponent_score): return n return strategy
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def get_score(info, val, lb, ub, min_val, max_val, goal, check): """ Returns the solving score """ if info == 'unk': return 0 elif info in ['opt', 'uns']: return 1 if min_val == max_val: return ub s = (ub - lb) * (val - min_val) / (max_val - min_val) if check: assert 0 <= round(s, 5) <= ...
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import numpy import math def resize_list_of_arrays(array_list: list[numpy.ndarray]) -> list[numpy.ndarray]: """ resize all arrays given to the size of the smallest array will attempt to remove the same amount from each side of the array :param array_list: :return: """ min_x = min([arr.shape[0...
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def get_perms(s, i=0): """ Returns a list of all (len(s) - i)! permutations t of s where t[:i] = s[:i]. """ # To avoid memory allocations for intermediate strings, use a list of chars. if isinstance(s, str): s = list(s) # Base Case: 0! = 1! = 1. # Store the only permutation as an im...
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def saveUserDefinedIgnores(): """ User can add their own ignores that won't be wiped out during the updation of gitignore by adding a comment(#) before ignores at the end of the file. """ try: with open(".gitignore", "r") as gitIgn: userIgn = gitIgn.read().split("#")[1] ...
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def _get_stream_timestamps(stream: dict): """Retrieve the LSL timestamp array.""" return stream["time_stamps"]
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def newline_space_fix(text): """Replace "newline-space" with "newline". This function was particularly useful when converting between Google Sheets and .xlsx format. Args: text (str): The string to work with Returns: The text with the appropriate fix. """ newline_space = '...
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def is_checkpoint_epoch(cfg, cur_epoch): """Determines if a checkpoint should be saved on current epoch.""" return (cur_epoch + 1) % cfg.TRAIN.CHECKPOINT_PERIOD == 0
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def imagenet_policies(): """AutoAugment policies found on ImageNet. This policy also transfers to five FGVC datasets with image size similar to ImageNet including Oxford 102 Flowers, Caltech-101, Oxford-IIIT Pets, FGVC Aircraft and Stanford Cars. """ policies = [ [("Posterize", 0.4, 8), ("Rotate", 0....
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def getCommand(gameCounter: int): """Allows the gamer to enter a command from the console.""" return input("Dynasty (" + str(gameCounter) + ") > ")
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def hide_axis(ax, axis='x', axislabel=True, ticklabels=True, ticks=False, hide_everything=False): """ Hide axis features on an axes instance, including axis label, tick labels, tick marks themselves and everything. Careful: hiding the ticks will also hide grid lines if a grid is on! Para...
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from functools import reduce from sympy.core.power import Pow from sympy.core.mul import Mul from sympy import sqrt def signed_sqrt(expr): """Signed sqrt operator Args: expr (sympy.expr): sympy expression Returns: sympy.expr: A simplified expression """ expr = expr.factor() ...
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import hashlib def md5_sign(text): """ 生成md5 :param src: str, sentence :return: str, upper of string """ md5_model = hashlib.md5(text.encode("utf8")) return md5_model.hexdigest().upper()
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def iterazioni(g, x0, tolx, nmax): """ Algoritmo di iterazione per il calcolo del punto fisso di una funzione. :param g: la funzione di cui trovare il punto fisso :param x0: il valore di innesco :param tolx: la tolleranza :param nmax: il numero massimo di iterazioni :return: (punto fisso, n...
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def categorical_values(): """Return a list of all the categorical points possible for `supernaedo2` and `supernaedo3`""" return [('rnn', 'rnn'), ('rnn', 'lstm_with_attention'), ('rnn', 'gru'), ('gru', 'rnn'), ('gru', 'lstm_with_attention'), ('gru', 'gru'), ('lstm', 'rnn'), ('lstm', 'lstm...
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def pretty_number(numbers): """Convert a list of numbers into a nice list of strings :param numbers: Numbers to convert :type numbers: List or other iterable of numbers :rtype: A list of strings """ try: return [pretty_number(n) for n in numbers] except TypeError: pass ...
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import math def roundup(x, to): """Rounding up to sertain value >>> roundup(7, 8) >>> 8 >>> roundup(8, 8) >>> 8 >>> roundup(9, 8) >>> 16 :param x: value to round :param to: value x will be rounded to :returns: rounded value of x :rtype: int """ return int(math.cei...
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def getWaterYear(date): """ Returns the water year of a given date Parameters ---------- date : datetime-like A datetime or Timestamp object Returns ------- wateryear : string The water year of `date` Example ------- >>> import datetime >>> import wqio ...
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def find_collNames(output_list): """ Return list of collection names collected from refs in output_list. """ colls = [] for out in output_list: if out.kind in {"STEP", "ITEM"}: colls.append(out.collName) elif out.kind == "IF": colls.append(out.refs[0].collName...
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def session_new_user_fixture(session_base): """Load the new user session payload and return it.""" return session_base.format(user_id=1001)
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def uniformCrossover(parent1: list, parent2: list, mask: list): """ This function performs uniform crossover and mutation with the help of a mask ... Attributes ---------- parent1:List features in vectorized form parent2:List features...
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import os from pathlib import Path def get_download_path(fallback_dir: str) -> str: """Get base path for YouTube2Audio app""" music_dir = os.path.join(Path.home(), "Music") if os.path.isdir(music_dir): y2a_dir = os.path.join(music_dir, "YouTube2Audio") if not os.path.isdir(y2a_dir): ...
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def collator(batch_list): """ Collate a bunch of multichannel signals based on the size of the longest sample. The samples are cut at the center """ max_len = max([s[0].shape[-1] for s in batch_list]) n_batch = len(batch_list) n_channels_data = batch_list[0][0].shape[0] n_channels_targe...
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def text_count(widget, index1, index2, *options): """Hack Text count command. Return integer, or tuple if len(options) > 1. Tkinter does not provide a wrapper for the Tk Text widget count command at Python 2.7.1 widget is a Tkinter Text widget. index1 and index2 are Indicies as specified in TkCmd ...
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def vectorize_label(df,label_column,num_labels,target_outcome): """ Vectorize input features wrt a label column. """ inputs = df[label_column].apply(lambda x: x== target_outcome).values return inputs
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def _rel_approx_equal(x, y, rel=1e-7): """Relative test for equality. Example >>> _rel_approx_equal(1.23456, 1.23457) False >>> _rel_approx_equal(1.2345678, 1.2345679) True >>> _rel_approx_equal(0.0, 0.0) True >>> _rel_approx_equal(0.0, 0.1) False >>> _rel_approx_equal(...
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def create_job(objectid, url, projectName, archive_filename, h5_file, sensor, direction, track, longitude, startingLatBand, endingLatBand, temporalBaseline, doppler, criticalBaseline, coherenceThreshold, wuid=None, job_num=None): """Map function for job json creation.""" if wuid i...
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def compute_seq_acc(outputs, y, batch_size, max_len): """ outputs: [batch_size, max_len-1, vocab_size] y: [batch_size, max_len] """ num_eq = (y[:, 1:].data == outputs.max(2)[1]).sum(dim=1) accuracy_clevel = num_eq.sum() / batch_size / (max_len - 1) accuracy_all = (num_eq == max_len - 1).sum(...
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import os def get_subject_id_from_t1(t1_file): """ This function... :param t1_file: :return: """ return os.path.abspath(t1_file).split("/")[-3]
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def get(obj: dict, path, default=None): """Gets the deep nested value from a dictionary Arguments: obj {dict} -- Dictionary to retrieve the value from path {list|str} -- List or . delimited string of path describing path. Keyword Arguments: default {mixed} -- default value to retur...
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import importlib def create_data_controller(data): """ 创建基础数据 Args: data: Returns: 创建基础数据所用的数据表单 """ tmp_cls = importlib.import_module("application.forms", data["type"] + "Form") form = getattr(tmp_cls, data["type"] + "Form")() delattr(form, "id") return form
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def dict_is_song(info_dict): """Determine if a dictionary returned by youtube_dl is from a song (and not an album for example).""" if "full album" in info_dict["title"].lower(): return False if int(info_dict["duration"]) > 7200: return False return True
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def get_cloud_path(drive, instance_id, path=[]): """Get tree folder from cloud of this instance. :param drive: Google Drive instance :param instance_id: id of file or folder :param path: initial empty list :returns: path array contain tree folder from root """ try: ...
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def canonicalColor(s, bg=False, shift=0): """Assigns an (fg, bg) canonical color pair to a string based on its hash value. This means it might change between Python versions. This pair can be used as a *parameter to mircColor. The shift parameter is how much to right-shift the hash value initially. ...
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def _check_src_type(filters): """Check whether src_type is in filters and set custom warning.""" if 'src_type' not in filters: filters['src_type'] = None warn_text = ('The spatial filter does not contain src_type and a robust ' 'guess of src_type is not possible without src. Conside...
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import math def count_squared_addends_max_four(input_int): """ Due to Lagrange's four square theorem all numbers are representable as the sum of at most 4 squares https://en.wikipedia.org/wiki/Lagrange%27s_four-square_theorem Solution by Corey McCarty Additional input by Charles Umiker """ ...
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import os def checkFiles(path, singleFile): """ checkFiles(path,singleFile): That function will check if exist the file on the path create with the createPathGoesData function The variable path is create with the createPathGoesData The singl...
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import socket import ipaddress def forward_lookup(hostname): """Perform a forward lookup of a hostname.""" ip_addresses = {} addresses = list( set(str(ip[4][0]) for ip in socket.getaddrinfo(hostname, None)) ) if addresses is None: return ip_addresses for address in addresses...
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def dummy_add_partial_transcript(): """Returns a dummy AddPartialTranscript message.""" return { "message": "AddPartialTranscript", "format": "2.1", "metadata": {"start_time": 0.0, "end_time": 1.0, "transcript": "foo"}, "results": [ { "type": "word", ...
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def shiftRow(s): """ShiftRow function""" return [s[0], s[1], s[3], s[2]]
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import math def degrees_to_radians(degs): """ Convert from degrees to radians. Pff, who actually works in degrees?. """ return degs * math.pi / 180.0
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import subprocess def same_volume(a, b): """ From NFSLocalizer Check if file a and b exist on same device """ vols = subprocess.check_output( "df {} {} | awk 'NR > 1 {{ print $1 }}'".format( a, b ), shell = True ) return len(set(vols.decode("utf-8").rstrip...
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def pots_to_volts(calibration_data): """Convert the potentiometer data units to volts. Parameters ---------- calibration_data : dict All of the digital (DIO) and analog data corresponding to the trodes files for the a calibration recording. For example, as returned by read_data...
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def parse_mid(request): """ Go through funky series of scenarios parsing out the mid from the GET request. """ mid = request.args.get('mid') if mid is not None: return mid link = request.args.get('link') if link is None or not link: return None splits = link.split('...
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import re def walltime_seconds(walltime): """Given a walltime string, return the number of seconds it represents. Args: walltime (str): Walltime, eg. '01:00:00'. Returns: int: Number of seconds represented by the walltime. Raises: ValueError: If an unsupported walltime forma...
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import argparse import os def handle_args(): """Create the parser, parse the args, and return them.""" parser = argparse.ArgumentParser(description='Check Azure PAAS Deployments', epilog='(c) MS Open Tech') parser.add_argument('cloudservice', h...
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def handle_num(val, ranges=(0, 100), res=list()): """处理纯数字""" val = int(val) if val >= ranges[0] and val <= ranges[1]: res.append(val) return res
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import math def sdi(data, scaled=True): """ Function to compute the scaled shannon entropy. if there is only one type in the dataset, then sdi = 0 Maxium diversity is reach with 1 if the scaled factor is used """ def p(n, N): """ Relative abundance """ if n is 0:...
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import threading import functools import inspect def debounce(interval_s, keyed_by=None): """Debounce calls to this function until interval_s seconds have passed.""" def wrapper(func): timers = {} lock = threading.Lock() @functools.wraps(func) def debounced(*args, **kwargs): ...
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import operator def valid_combination_two(variant, max_joltage): """ Faster ? Test run with this method (test2-data.txt): Current valid combinations for iteration 30 : 1 Current valid combinations for iteration 29 : 16 Current valid combinations for iteration 28 : 121 Current valid combin...
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def arange(start, end, step=1): """ arange behaves just like np.arange(start, end, step). You only need to support positive values for step. >>> arange(1, 3) [1, 2] >>> arange(0, 25, 2) [0, 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24] >>> arange(0, 1231, 34) [0, 34, 68, 102, 136, 170...
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def mock_sign_function(credentials, method, path, headers, params): """ mock sign function :param credentials: :param method: :param path: :param headers: :param params: :return: """ return "Mocked"
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import json def dumps_args_json(args=None): """ 将内存中的数据转换为json格式,并排序 :param args: 内存中的数据,数据类型可以是字符串、列表、字典 :return: json数据 """ format_result = json.dumps(args, indent=4, ensure_ascii=False, sort_keys=True) return format_result
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def get_index(user_dao): """ Summary: Get admin-level details for all campaigns. Response model name: AdminCampaignIndex Response model: campaigns: type: array items: type: AdminCampaignDetails Errors: 403: User does not have permission to acc...
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def get_domain_id(ks_client, domain_name): """Return domain ID. :param ks_client: Authenticated keystoneclient :type ks_client: keystoneclient.v3.Client object :param domain_name: Name of the domain :type domain_name: string :returns: Domain ID :rtype: string or None """ all_domains...
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def non_empty(answer): """ Validates that the answer is not empty. :return: The non-empty answer, or None. """ return answer if answer != '' else None, "I need an answer. Please?"
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def clean_aliases(aliases): """ Removes unwanted characters from the alias name. This function replaces: -both '/' and '\\\\' with '_'. -# with "", as it is not allowed according to the schema. Can be called prior to registering a new alias if you know it may contain such unwanted char...
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import click def validate_fragment_type(ctx, param, value): """ Validate that a given fragment type exists. """ config = ctx.obj.config if value and not config.has_fragment_type(value): raise click.BadParameter( 'Missing or unknown fragment type: {}'.format(value)) return v...
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import torch def project(x, c): """Projects x into the Poincare ball with curvature, c.""" c = torch.as_tensor(c).type_as(x) norm = torch.clamp_min(x.norm(dim=-1, keepdim=True, p=2), 1e-5) maxnorm = (1 - 1e-3) / (c**0.5) cond = norm > maxnorm projected = x / norm * maxnorm return torch.where(cond, proje...
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def _key_in_string(string, string_formatting_dict): """Checks which formatting keys are present in a given string""" key_in_string = False if isinstance(string, str): for key, value in string_formatting_dict.items(): if "{" + key + "}" in string: key_in_string = True ...
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import argparse def options(**kwargs): """Generate argparse.Namespace for our Application.""" kwargs.setdefault("verbose", 0) kwargs.setdefault("output_file", None) kwargs.setdefault("count", False) kwargs.setdefault("exit_zero", False) return argparse.Namespace(**kwargs)
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def compare_two_model_index(index_1, index_2): """ If the two input index's row and column and their parent is equal, then they are equal for test. """ return (index_1.row() == index_2.row()) \ and (index_1.column() == index_2.column()) \ and (index_1.parent() == index_2.parent())
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def enMajuscule(texte): """ paramètre texte : (str) Le texte sans accent qu'on veut mettre en majuscule valeur renvoyée : (str) Le texte en majuscule >>> enMajuscule('Ceci est un test.') 'CECI EST UN TEST.' """ sortie = "" for c in texte: if 'a' <= c <= 'z': ...
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import json def get_json_from_file_path(path): """ Get the content of the json file and convert it into an object """ f = None result = None # noinspection PyBroadException try: f = open(path, "r", encoding="utf-8") json_str = f.read().strip() result = json.loads(js...
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import csv def manifest_to_file(manifest, filename): """ :param manifest: :param filename: :return: """ projected_manifest_entries = [{'filename': key, 'sha1': manifest[key]} for key in manifest] manifest_file = open(filename, 'w', newline='') fieldnames = ['filename', 'sha1'] man...
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