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import numpy def _numpy_array(data, dtype=None, copy=True): """ Single function to create an array. @param data data @param dtype dtype @param copy copy @return numpy array """ if isinstance(data, numpy.ndarray): res = data ...
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import re def as_size(size): """ Return a size string as an integer """ if isinstance(size, (int, float,)): return int(size) # exact size in a string m = re.match(r'^\d+$', size) if m: return int(size) # gigabytes m = re.match(r'^([\d\.]+)gb?$', size, flags=re.I) ...
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def thermal_time_constant_as_considered_load(TauR, dTOr, dTOi, dTOu, n): """ Returns the average oil time constant in minutes (for a given load) As per IEEE C57.91-2011 TauR = Thermal time constant at rated load dTOr = Top oil rise at rated load dTOi = Top oil rise initial dTOu = Top oil rise ul...
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def clean_yelp(df_business, df_photos): """ -function that contains logic filter and join yelp datasets -df_business: input dataframe that contains Yelp business data -df_photos: input dataframe that contains Yelp photo data -returns cleaned and joined dataframe """ df_business['restaurant'...
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def attr_equals_val(object, attr, val): """return 1 of the object has attribute attr and it equals val""" rv = 0 try: oval = getattr(object, attr) if oval == val: rv = 1 except: pass return rv
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def max_min_lists(list1, list2, rates): """ gives the longest and the shortest lists from 2 lists :param list1: list no. 1 :param list2: list no. 2 :return: longest and shortest lists """ if list1[0] == rates[0]: return (list2[1], list1[1]) else: return (list1[1], list2[1...
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import re def is_valid_ipv6(ip): """Validates IPv6 addresses. """ pattern = re.compile(r""" ^ \s* # Leading whitespace (?!.*::.*::) # Only a single whildcard allowed (?:(?!:)|:(?=:)) # Colon iff it would be part of a wildcar...
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def from_settings(settings): """Return a dict created from application settings. Args: settings (dict): An application's settings. Returns: dict: The database-specific settings, formatted to use with :func:`connection_url`. """ return { k.replace('DATABASE_', '...
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import time def timeit(method): """ A Python decorator for printing out the execution time for a function. Adapted from: www.andreas-jung.com/contents/a-python-decorator-for-measuring-the-execution-time-of-methods """ def timed(*args, **kw): time_start = time.time() result = m...
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def offset_to_next_multiple(num, mult): """Calculates the amount needed to round num upward to the next multiple of mult. If num is divisible by mult, then this returns 0, not mult. """ if mult == 0: return 0 else: offset = mult - (num % mult) if offset == mult: ...
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def secondary_spherical(rho, phi): """Zernike secondary spherical.""" return 20 * rho**6 + - 30 * rho**4 + 12 * rho**2 - 1
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def isolate_zeros(array_2d, array_3d): """ Finds Zeros in each array within each column and row of the 3D array, if 1 zero is found in each while the value in the 2D array is equal to 0 that value is added to the 2d array based on the index + 1 :param array_2d: 2D Array 9x9 :param array_3d: ...
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import math def U(x, y): """Mishra's function to be optimised""" return math.sin(y) * math.e ** ((1 - math.cos(x))**2) + math.cos(x) * math.e **((1 - math.sin(y))**2) + (x - y) ** 2
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def merger(l): """ This function takes a list of strings as a parameter and return list of grouped, consecutive strings :param l: List of strings :return: """ if not l: print("Error in merge with empty list") elif len(l) == 1: return l else: # Divide the list from...
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def create_reversed_flag_getter(name, shift): """ Creates a reversed flag getter function. Parameters ---------- name : `str` The flag's name. shift : `int` Bit shift value. Returns ------- reversed_flag_getter : `FunctionType` """ locals_ = {} f...
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def pointer_bottom(x, model_hparams, vocab_size): """Like identity_bottom() without converting to float.""" del model_hparams, vocab_size # unused arg return x
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def Extraction_path(entity1, entity2, path=[], path1={}): """ 输出:两点之间的所有路径 """ # entity1=self.Graph[0].index(entity1) # entity2=self.Graph[0].index(entity2) # print('path',path) 取消注释查看当前path的元素 path = path + [entity1] # print('path',path) 取消注释查看当前path的元素 if entity1 == entity2: ...
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def get_punctuation_count(doc): """Returns list of punctuation values of sentences.""" return [s._.punct for s in doc.sents]
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def compute_centroid(tf, points): # points {[2, ?]} tensor of float_64 """Computes the centroid of the points.""" return tf.reduce_mean(points, 0)
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def get_hesitancy_dict(geo_df): """ Return dictionary of hesitancy proportions. Input: geo_df: (dataframe) location geomatic dataframe typically output from get_county_mapping_data(). Output: Dictionary with keys not_hesitant, hesitant_or_unsure, and strongly_hesita...
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def raw_mnist_features(x): """ @param x (n_samples,m,n) array with values in (0,1) @return (m*n,n_samples) reshaped array where each entry is preserved """ return x.reshape(x.shape[0],(x.shape[1]*x.shape[2])).T
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def getCountDF(df, character, preds, job_labels, word2vec_model, mentions, full, decreasing): """ Generate vector similarities and return DataFrame for count score """ if job_labels.get(character): for label in job_labels.get(character): for rank, pred in preds: # Add...
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from datetime import datetime def convert_dayofweek(unixtime): """ Convert Unixtime to local day of week Takes unix time as input, returns an int, 0-6, corresponding to days of the week relative to today. Today = 0, tomorrow = 1, etc. """ dayofweek = datetime.fromtimestamp(int(unixtime)).strft...
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import os def _get_readme_contents() -> str: """Get the contents of the project readme if available, else return a static string. This allows the package to work correctly with `tox` packaging When this is called as part of the actual packaging process, the cwd should be the base project directory. Retu...
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def classic_order(num, modulus): """Find the order classically via simple iteration.""" order = 1 while True: newval = (num ** order) % modulus if newval == 1: return order order += 1
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from bs4 import BeautifulSoup def get_img(html): """ 获取图片标签 :param html: HTML内容 :return: 页面所有img标签对象 """ soup = BeautifulSoup(html, 'html.parser') return soup.find_all('img')
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def fixed_embeddings_name(channel_id): """Returns the name of the fixed embedding matrix for some channel ID.""" return 'fixed_embedding_matrix_%d' % channel_id
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import json def convert_format_in_metrics_list(metrics): """Converts from human-friendly metadata format to BigQuery friendly format. Before: 'metadata': {'file': 'example.py'} After: 'metadata': [{'key': 'file', 'value': '"example.py"'}] Args: metrics: A list of metrics dicts. Returns: ...
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def postorder_traversal(node): """ recursive implementation of postorder traversal in which root is processed after left and right child :param node: Node of a binary tree """ if node is None: return None postorder_traversal(node.left) postorder_traversal(node.right) print(node....
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import textwrap def wrap_text(text: str, max_length=40): """Rivittää pitkän tekstin kapeampaan muotoon""" result = "" for paragraph in text.splitlines(): res = textwrap.wrap( paragraph, initial_indent="\t", subsequent_indent="\t\t ", break_long_words...
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import subprocess def try_run(command, ignore=False): """ Try to execute ``command`` and return its output as string. Return ``None`` if command not found. Return ``None`` if execution fails and ``ignore=False`` (default). Otherwise, return output of ``command`` as string. Here, output always mea...
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def uniform_but_one_dataset_no_weight(n, p): """Generates an unweighted dataset according to the AMS lower bound. Args: n: The size of the dataset p: The frequency moment (used as a parameter in the lower bound) Returns: A list of keys, where all keys appear once, except for one key which accoun...
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def func(arg): """ :param arg: taking args :return: returning square """ x = arg*arg return x
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import os def _check_valid_path(file_path): """ Validity check of input file path """ if not file_path: return file_path elif isinstance(file_path, list): for file in file_path: if not isinstance(file, str): raise TypeError("The type of file path should be 'str'...
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def entry_to_string(length,index,filename): """Converts an entry to a string""" length_s = "0"*10 + str(length) length_s = length_s[-10:] index_s = "0"*11 + str(index) index_s = index_s[-11:] filename = " "*40 + filename filename = filename[-40:] return length_s+";"+index_s+";"+filename+"\n"
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from typing import Callable from typing import List from typing import Tuple from typing import Any import inspect def get_func_arguments_types_defaults(func: Callable) -> List[Tuple[str, Tuple, Any]]: """ Parse function arguments, types and default values Args: func: a function to be xeamined ...
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def get_lines(self): """The list returned contains all the Line of the SurRing Parameters ---------- self : SurfRing A SurfRing object Returns ------- line_list : list list of lines delimiting the surface """ line_list = self.out_surf.get_lines() line_list.ext...
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def step_backward(position, panel_l, panel_r, connection_map): """ This function sounds as the character moves from the reflex board to the plug. Its similar to the previous one, but vice versa :param position: Position of the char in the list. :param panel_r: The list that represents the right sid...
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def _formatDostring(*args, **kwargs): """ Decorator to put before a function to be able to format it on import. >>> from formated_docstring import _formatDostring >>> @_formatDostring(__file__=__file__) >>> def run_tests(args): >>> '''run tests on methods in {__file__} >>> >>> usage...
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import binascii def hex(b) -> str: """ Returns the hexily version of the binary datas. :param b: binary datas :return: the string """ return binascii.hexlify(b).decode('utf8')
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def find_players(packages, opponentLocation, playerLocation): """Check if opponent is in packages""" i1,i2 = (-1,-1) j1,j2 = (-1,-1) acc = 0 for i in range(len(packages)): for k in range(len(packages[i])): if opponentLocation == packages[i][k]: i1, i2 = i,...
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import requests import json def lookup(symbol): """Look up quote for symbol.""" # reject symbol if it starts with caret if symbol.startswith("^"): return None # reject symbol if it contains comma if "," in symbol: return None url = "https://api.worldtradingdata.com/api/v1/st...
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def get_last_change(path): """ Figure out when the given path has last changed, recursively if a directory """ last_changed = path.stat().st_mtime if path.is_dir(): for entry in path.glob("**/*"): entry_changed = entry.stat().st_mtime if entry_changed > last_changed:...
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import re def valid_verb(verb, ling_features): """check if the verb is V3 or Ving""" return re.search(r'ing', verb) is not None or ( verb in ling_features.keys() and ling_features[verb].tag_ in ['VBN', 'VBD'])
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def slice2enlist(s): """Convert a slice object into a list of (new, old) tuples.""" if isinstance(s, (list, tuple)): return enumerate(s) if s.step == None: step = 1 else: step = s.step if s.start == None: start = 0 else: start = s.start return enumerat...
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from typing import OrderedDict import six def _extract_simplified_filter_fields(filter_fields): """ Takes the filter_fields and simplifies them to a form django-filter can understand """ # If we are just dealing with a list we are fine if not isinstance(filter_fields, dict): return filter_...
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import html def convert_unicode_to_html(text): """Convert unicode text to HTML by escaping it.""" return html.escape(text).encode("ascii", "xmlcharrefreplace").decode()
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import time def timeMilis(plusSecs=0, plusMins=0, plusHours=0): """ Return current time in milis if no arguments. If arguments are present it will be current time plus argument time. Arguments: plusSecs {int}: Add this amount of seconds to current time plusMins {int}: Add this amount ...
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def _app_complete_on_provider(application, provider): """ Determines if an Application is completely available on a Provider, i.e. all active ApplicationVersions have a ProviderMachine + InstanceSource on given Provider. Args: application: Application object provider: Provider object ...
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def ins_all_positions(x, l): """Return a list of lists obtained from l by inserting x at every possible index.""" res = [] for i in range(0, len(l) + 1): res.append(l[:i] + [x] + l[i:]) return res
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def findPath(g, start, end, path=[]): """ Uses DFS to find a path between a start and an end node in g. If no path is found, returns None. If a path is found, returns the list of nodes """ path = path + [start] if start == end: return path if not start in g: return None for n...
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def euler(dydx, x0, y0, x, h): """ Euler Method for solving diferential equations Parameters: dydx: Diferential equation x0: Initial x y0: Initial y x: Value of X h: Height Returns: y: Aproximation of y """ y = y0 while x0 < x: y = y + ...
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import time def distance_of_time_in_words(from_time, to_time=0, include_seconds=False): """ Reports the approximate distance in time between two datetime objects or integers. For example, if the distance is 47 minutes, it'll return "about 1 hour". See the source for the complete wording list. ...
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def _buylrd(x): """ Eq. 2 of sron_colourschemes.pdf """ r = (0.237 - 2.13 * x + 26.92 * x**2 - 65.5 * x**3 + 63.5 * x**4 - 22.36 * x**5) g = ( (0.572 + 1.524 * x - 1.811 * x**2) / (1.0 - 0.291 * x + 0.1574 * x**2) )**2 b = 1.0 / (1.579 - 4.03 * x + 12.92 * x**2 - 31.4 * x**3 ...
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def _set_grid(ts_search, ts_dct): """ Set the TS grid """ if ts_search in ('molrad_vtst', 'radrad_vtst', 'vrctst'): if 'rad' in ts_dct['class']: grid = ts_dct['grid'] else: grid = ts_dct['var_grid'] else: grid = ts_dct['grid'] return grid
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def ok(ret_code: int) -> bool: """Convert a posix exit code to a boolean.""" return ret_code == 0
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import sys import os def getConfigPath(): """Returns the path for configuration data for all major platforms Returns(str): config path Args: Returns: """ if sys.platform == 'linux': configpath = os.path.normpath(os.path.expanduser('~/.config/phobos')) elif sys.platform == '...
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import pathlib def _glob(filenames, pattern: str, invert: bool = False): """Applies a glob pattern to a string list of file names. Args: filenames: The list of file names. pattern: The glob pattern to apply. invert: If True, returns file names which evaluate to False. Returns: ...
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def unrequitted_friendships_v1(G): """Answer to unrequitted friendships problem.""" unrequitted_friendships = [] for n1, n2 in G.edges(): if not G.has_edge(n2, n1): unrequitted_friendships.append((n1, n2)) return unrequitted_friendships
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def drop_empty(arr): """ Drop empty array element :param arr: :return: """ return [x for x in arr if not isinstance(x, list) or len(x) > 0]
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def flatten_list(lofl): """ Flatten a list of lists. """ new_list = [] for item in lofl: if type(item) == list: rl = flatten_list(item) new_list.extend(rl) else: new_list.append(item) return new_list
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def hello_world(): """Hello world example.""" return """\ <!DOCTYPE html><head><title>Flask test</title></head>\ <body style="font-family:monospace;">Hello, simply run\ <pre style="color:blue;">curl -X POST localhost:6969/upload\ -F file=@"assets/archive_name.tar.gz" ...
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def sq_km(value): """value is a float representing a surface using square kilometers as unit this tag simply format mille with space and leave only two digits in decimals""" if not isinstance(value, str): value = str(value) try: integer, decimal = value.split(".") except ValueError: ...
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def calc_intensity(locations): """ Calculate intensity per location""" max_duration = float(max(locations.values())) result = {} for key, value in locations.items(): result[key] = value/max_duration return result
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import math def split_dataset(inputs, targets, train_perc=0.7, val_perc=0.1, test_perc=0.2): """ Splits dataset into training, validation and test set Output: train-, validation- and test inputs : (percentage * n)x2 dimension FloatTensor train-, validation- and test targets : (percentage * n...
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import torch def bmmt(mat1, mat2): """batch matrix matrix transpose product""" return torch.einsum("bij, bkj -> bik", mat1, mat2)
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def assign_weights(context): """ Assign weights to securities that we want to order. """ long_weight = 0.5 / len(context.longs) short_weight = -0.5 / len(context.shorts) return long_weight, short_weight
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def fake_role(**kwargs): """Fixture to return a dictionary representing a role with default values set.""" kwargs.setdefault("id", 9) kwargs.setdefault("name", "fake role") kwargs.setdefault("colour", 7) kwargs.setdefault("permissions", 0) kwargs.setdefault("position", 55) return kwargs
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def declare_variables(variables, macro): """ This is the hook for the functions - variables: the dictionary that contains the variables - macro: a decorator function, to declare a macro. """ variables['baz'] = "John Doe" # Note - will need to switch the /master in the docs repo # to match the...
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def sorted_shopping_list(shopping_list, mapping, departments_order): """ Getting shopping list, department-to-products mapping and departments order inside shop, returns products from shopping list, ordered by department location, effectively giving you optimal way to go through the market. ...
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def degFormatter(deg): """Formats degrees as X˚ Args: deg: float Returns: string """ return "${:d}^\circ$".format(int(deg))
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def get_grams(sentence, n): """ Returns phrases i.e. windowed sub strings with range (1-N) window Keyword arguments: sentence -- utterance (str) n -- max_ngram (int) """ all_grams = [] for l in range(1, n + 1): grams = [" ".join(sentence[i:i + l]) for i in range(len(sentence...
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def item_huisnummer_adapter(obj, request): """ Adapter for rendering an object of :class:`crabpy.gateway.crab.Huisnummer` to json. """ return { 'id': obj.id, 'huisnummer': obj.huisnummer, 'postadres': obj.postadres, 'status': { 'id': obj.status.id, ...
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def save_epoch(epoch, filename): """Save an epoch to a given filename :param epoch: The epoch that should be saved. :type epoch: Epoch :param filename: The filename where to save the epoch :type filename: str """ return epoch.save(filename)
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def get_next_picture(picture, pictures_per_tag, remaining_id): """ :param picture: :param pictures_per_tag: :return: """ potential_next_picture_tags = picture.tags & set(pictures_per_tag) if len(potential_next_picture_tags) == 0: print('stooooop!') return None eligible...
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from typing import Dict import subprocess from typing import Sequence import sys def _get_finished_processes( processes: Dict[str, subprocess.Popen], print_output: bool ) -> Sequence[str]: """Returns the keys of any finished processes.""" finised_processes = [] for chunk, process in processes.item...
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def dateToInt(date, strfmt='%Y%m%d'): """ Converts a datetime date into int Parameters: ----------- date : datetime date in datetime format strfmt : string format in which the int date will be generated Example: dateToInt(dt.date(2015,10,23),'%Y') """ ...
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import os def get_filename(which, options, sample_idx=None): """This function returns a filename generated from the current configuration""" ### init any tags prune_tag = '' if options.do_prune: prune_tag = '_pruned' validate_tag = '' if options.validate_sg: validate_tag = '.v...
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def shout(text): """Return text in uppercase.""" return text.upper()
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import os def phylofile(famdir, famid, ext): """ Creates a filename using my gene family format famdir/famid/famid.ext """ return os.path.join(famdir, famid, famid + ext)
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def changeword(word): """ SH -> S2 """ newword = word.replace('SH','S2') return newword
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def maximum(attrs, args): """Check if the external ACL codegen for maximum should be used.""" type_a = args[0].checked_type type_b = args[0].checked_type return (type_a.dtype == "float32") and (type_b.dtype == "float32")
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def _window_has_intervening_extrema(window, contour, mode): """ Steps 8/9. If there exists a sequence of equal maxima or minima, check if the sequence contains an intervening opposite extrema, i.e. if a sequence of two equal maxima contains a minima between them. >>> maxima_group = [ ... (2, [2, {1}]), ... (4...
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def get_refdes_parts(anno_record): """ Given an annotation record with a reference designator, return the corresponding subsite, node and sensor. """ subsite = None node = None sensor = None refdes = anno_record.get('referenceDesignator') if '-' not in refdes: subsite = refdes el...
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import os from subprocess import check_output, CalledProcessError, STDOUT def _create_version(): """ Helper function for building the version string """ version = "Unknown" root = os.path.dirname(os.path.abspath(__file__)) try: with open(os.path.join(root, "VERSION.txt"), 'r') as f: ...
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def check_association_rules(row, rules, headerPositionList): """ This function check if the row satisfies any of the association consistency rules providede by the user. Args: row(list): the row to check rules(list): list of correct bindings for the parameters heaerPositionList: hea...
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def build_cli_options(dic): """ return a sorted list of command line options specified in the options dictionary `dic` """ # - flags flags = ['--%s' % opt for opt in dic if dic[opt] == True] flags.sort() # - key-values keyvals = ['--%s=%s' % (opt, dic[opt]) for opt in di...
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from typing import Optional def _serialize_comment(prefix: str, comment: Optional[str]) -> str: # pylint: disable=unsubscriptable-object """Serialize a comment, with an optional prefix.""" return "%s%s" % (prefix, comment) if comment else ""
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import os import sys def get_path_to_wmcore_root(): """ Work out the path to the WMCore root from where the script is being run. Allows for calling setup.py env from sub directories and directories outside the WMCore tree. """ return os.path.dirname(os.path.abspath(os.path.join(os.getcwd(), sys.ar...
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import yaml import argparse def config_file(string): """ Create a config file :param string: name of yaml file used for config. :returns: Dictionary of configuration information. """ config_dict = {} try: with open(string) as f: g = yaml.safe_load_all(f) fo...
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import torch def add_dp_v2(input_tensor, clip_value=5.0, variance=1.0, device=torch.device('cuda')): """ gpu compatible version :param input_tensor: variable :param clip_value: clipping value of 2-norm :param variance: variance of gaussian noise :param device: :return: variable with dp app...
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def safe_filename(name): """Utility function to make a source short-name safe as a filename.""" name = name.replace("/", "-") return name
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def get_intensity_matrix(pixels, option): """Set the measure of brightness to be used depending upon the option chosen, we chose between three measures namely luminance, lightness and average pixel values """ intensity_matrix = [] for row in pixels: intensity_matrix_row = [] for ...
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def format_sheet(sheet): """ Rename columns """ return sheet.rename(columns={ sheet.columns[0]: "mat", sheet.columns[-3]: 's_price', sheet.columns[-2]: 'r', sheet.columns[-1]: 'date' })
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def rectangle_dot_count(vertices): """ Count rectangle dot count include edge """ assert len(vertices) == 2 width = abs(vertices[0][0] - vertices[1][0]) height = abs(vertices[0][1] - vertices[1][1]) dot_count = (width + 1) * (height + 1) return dot_count
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import os def parse_attachment_entries(entries): # list -> list """Parse the attachments entries. Args: entries: entries of attachments. Returns: List of entry context dict containing the attachments metadata. """ entry_context = [] for entry in entries: if entry....
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def GiB(val): """Calculate Gibibit in bits, used to set workspace for TensorRT engine builder.""" return val * 1 << 30
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import numpy from typing import Sequence from typing import cast def segmenter(data_stream: numpy.ndarray) -> Sequence[int]: """ Split up a signal that should be "steady" Return a list of all indices which should represent boundaries and be tossed out Args: data_stream: numpy array of 1d ...
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def gete2wlandw2el_fromdf(df, missingval='*'): """Get dict inputs for the EM algorithm from a pandas dataframe. Parameters ---------- df: pandas.DataFrame dataframe, indexed by the question, and where column names represent the various workers. Entries are the labels assigned by...
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from typing import Optional import re import logging def Prompt(message: str, validator: str = '.*') -> Optional[str]: """Prompt the user for input. Args: message: the prompt message displayed to the user validator: a regular expression to validate any responses Returns: a response string if succe...
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