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def get_template_names(info): """ Generates template names with specific template order. For template 404: 404.html 40x.html 4xx.html error.html """ return [ f'{info["value"]}.html', f'{info["value"][:2]}x.html', f'{info["value"][:1]}xx.html', f'error.html', ]
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def compare_range(a, astart, aend, b, bstart, bend): """Compare a[astart:aend] == b[bstart:bend], without slicing. """ if (aend-astart) != (bend-bstart): return False for ia, ib in zip(range(astart, aend), range(bstart, bend)): if a[ia] != b[ib]: return False else: ...
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def databaseSettingsDict(db_dict): """ Function for transfroming the database setting dict into a one that psycopg2 accepts. :param dict db_dict: Dict of from the database configuration file :returns: dict fitted for psycopg2.connect function """ newdict = dict(db_dict) del newdict['locatio...
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def ip_for_request(request): """ Returns ip address for request - first checks ``HTTP_X_FORWARDED_FOR`` header, since app will generally be behind a public web server. """ meta = request.META return meta.get("HTTP_X_FORWARDED_FOR", meta["REMOTE_ADDR"])
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def _bits32(i): """Truncates an integer to 32 bits.""" return i&4294967295
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def scale4(a,c): """ 4 vector ``a`` times scalar ``c``""" return [a[0]*c,a[1]*c,a[2]*c,a[3]*c]
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def percentage(value): """Returns the number as percentage with two-digit precision""" try: value = float(value) except (ValueError, TypeError, UnicodeEncodeError): return '' return '{0:.2%}'.format(value)
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async def create(hub, ctx, name: str, image: str, wait=False): """ Create a new container. CLI Example: .. code-block:: bash idem exec lxd.containers.create container01 centos7 idem exec lxd.containers.create container01 centos7 wait=True """ if await hub.tool.lxd.api.request(...
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def bounds_from_notchcount(count): """Returns the boundaries between a desired number of power notch levels. The power range between 0 to 255 can be subdivided into a desired number of notch levels (up to 8 levels). For example, 2 notch levels would return a list with one bound of 128. 4 levels would...
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import re def labelCommands(commands, labelRules, defaultLabel = None): """Labels the commands according to the label rules. Label rules are of the form (cmd pattern, arg pattern). Rules can be combined such as (cmd pattern, arg pattern)&(cmd patter, arg pattern) When rules are combined, they re...
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import time def delta(t, desc): """Helper function to print a time delta with a message.""" delta = time.time() - t print("[{:.8f}s] {}".format(delta, desc)) return time.time()
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def normalize(next_grams_counter): """ For a given n-gram, divide the frequency of each next gram with the sum of the frequencies of all the possible next grams. :param next_grams_counter: A collections.Counter object about an n-gram :return: A list of (gram, probability) tuples. """ s = flo...
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def add_two(one, two): """Adds two values together and returns it.""" return one + two
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import torch def pad(data_tensor, pad_size, dim, pad_at_end=True): """ Pads a Tensor with zeros along a dimension. :param data_tensor: Tensor to pad. :param pad_size: How many zeros to append. :param dim: The dimension to pad. :param pad_at_end: Whether to pad at the end. :return: Padded ...
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def get_text(analysis): """ Gets the resultant text of the image supplied Arguments: analysis {JSON} -- JSON form of the final response that contains the text detected Returns: [list] -- Returns the polygon data, and the text detected """ if('recognitionResu...
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from pathlib import Path from typing import List from typing import Dict def define_expected_envrc_variables( folder: Path, exclude_folders: List[str], exclude_root_folders: List[str], exclude_sub_folders_in_parent_folders: List[str], ) -> Dict[str, Path]: """Get the expected export directory vari...
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import io def is_sh(executable): """Determine if the specified executable is a .sh (contains a #! line)""" try: with io.open(executable, encoding='latin-1') as fp: magic = fp.read(2) except (OSError, IOError): return executable return magic == '#!'
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def log_str(obj, func, msg): """Compose a log message with an object's class name and (optional) function name.""" if func is None: return "{0}: {1}".format(obj.__class__.__name__, msg) else: return "{0}.{1}(): {2}".format(obj.__class__.__name__, func, msg)
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import requests def get_request(uri): """ Make an HTTP GET request to the (EDR) Server at `uri`. """ response = None status_code = None errors = None print(uri) try: r = requests.get(uri) except Exception as e: errors = e.__class__.__name__ else: respon...
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from typing import Union from pathlib import Path def is_binary_file(filename: Union[str, Path]) -> bool: """ Check if file is a binary file. Args: filename (`str` or `Path`): The filename to check. Returns: `bool`: `True` if the file passed is a binary file, `False` othe...
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def wsgi_key_of_header_name(header_name: str) -> str: """ >>> wsgi_key_of_header_name('Accept-Language') 'HTTP_ACCEPT_LANGUAGE' >>> wsgi_key_of_header_name('Authorization') 'HTTP_AUTHORIZATION' """ return 'HTTP_' + header_name.replace('-', '_').upper()
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def vcolor(data, pattern): """ Color a graph line by line :param data: the data :type data: list of tuples (info, value) :param pattern: list of colors, this list defines the pattern to color each line of the graph. :type pattern: list of 'colors' (str) :return: the colored graph :rty...
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def regularize_truncation(truncation): """ regularize_truncation( (code, cutoff) ) -> (N1b,N2b) Converts a mnemonic description ("ob",N1b) or ("tb",N2b) to the appropriate (N1b,N2b) pair for a two-body interaction file. """ (code, N) = truncation if (code == "ob"): return (N,2*N) e...
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def convert_old_time(time: str, revert_12hour=False, truncate_minute=False) -> str: """ Convert previous float-formatted times to 24-hour, full format Parameters ---------- time: a time from the previous CourseTable format revert_12hour: whether or not to convert back to 12-hour...
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def parse_hibp_page(page_str): """ >>> parse_hibp_page('A8C4A624898B4221FC963986F9DC19CF42E:1\r\nAA18199A6DB91A7A4BB1C4B2A89068DAAFC:1\r\n') {'A8C4A624898B4221FC963986F9DC19CF42E': 1, 'AA18199A6DB91A7A4BB1C4B2A89068DAAFC': 1} """ return dict( (hash_suffix, int(frequency)) for (hash_...
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import string import zipfile def create_proxyauth_extension(proxy_host, proxy_port, proxy_username, proxy_password, scheme='http', plugin_path=None): """ Proxy Auth Extension args: proxy_host (str): domain or ip address, ie proxy.domain...
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def identify(tech: str, ctx: str): """Adds two attributes to a class: (1) the class technology (mqtt, sqlite, etc...) and (2) the class context (database, interface or sender). Params ------ tech: str -- the technology associated with the class ctx: str -- the context where the class is inserted Returns -----...
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def as_dict(traited_instance): """Returns a dictionary from the traited class, with keys equal to trait names and values the corresponding values.""" return {attr: getattr(traited_instance, attr) for attr in traited_instance.trait_names()}
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def _get_destination_folder(json_spec, folder_name=None): """ Returns destination project in which the workflow should be created. It can be set in the json specification or by --destination option supplied with `dx build`. The order of precedence is: 1. --destination, -d option, 2. 'folder'...
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def clean(token): """ Remove blank characters. """ return token.strip() if token else None
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def __format_command(command): """ Formats the command taken by run_command/run_pipe. Examples: > __format_command("sort") 'sort' > __format_command(["sort", "-u"]) 'sort -u' > __format_command([["sort"], ["unique", "-n"]]) 'sort | unique -n' """ if i...
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def _is_a_namedtuple(field_type: type) -> bool: """Determine whether or not a field type is a NamedTuple class.""" return hasattr(field_type, '_fields')
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from typing import List from functools import reduce def names_to_vs(names: List[str]) -> str: """ Return a string made by names joined by "vs". """ return reduce(lambda x, y: x + ' vs ' + y, names) if len(names) > 1 else names[0]
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def marathon_app_id_to_mesos_dns_subdomain(app_id): """Return app_id's subdomain as it would appear in a Mesos DNS A record. >>> marathon_app_id_to_mesos_dns_subdomain('/app-1') 'app-1' >>> marathon_app_id_to_mesos_dns_subdomain('app-1') 'app-1' >>> marathon_app_id_to_mesos_dns_subdomain('/grou...
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def remove_substrings(text, to_replace, replace_with=""): """ Remove (or replace) substrings from a text. Args: text (str): raw text to preprocess to_replace (iterable or str): substrings to remove/replace replace_with (str): defaults to an empty string but you replace su...
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def render_entities_html(passage, m_starts, m_ends): """Add <b> tags to mark entities in string passage.""" sorted_i = sorted(enumerate(m_ends), key=lambda x: x[1], reverse=True) for ii in sorted_i: passage = passage[:m_ends[ii[0]]] + "</b>" + passage[m_ends[ii[0]]:] passage = passage[:m_starts[ii[0]]] + ...
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def _ispath(string): """Check if a string is a directory.""" if string.startswith('$') or string.startswith('/'): return True else: return False
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from typing import List def sort_values(values_dict: dict) -> List[tuple]: """Returns a list of tuples that is sorted by the values of a given dict.""" return sorted(((value, key) for key, value in values_dict.items()), reverse=True)
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from pathlib import Path from typing import List from typing import Tuple from typing import IO def compute_chunks(file_path: Path, nb_chunks: int) -> List[Tuple[int, int]]: """Take a `file_descriptor` to a (non padded) text file, the file size and a number of chunks. Outputs a list of tuple. For each tup...
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def normalize_go_id(identifier: str) -> str: """If a GO term does not start with the ``GO:`` prefix, add it.""" if not identifier.startswith('GO:'): return f'GO:{identifier}' return identifier
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def clean_cat(catalog, pdict, fill_mask=None): """ Convert table column names intrinsic to the slurped catalog with the FRB survey desired values Args: catalog (astropy.table.Table): Catalog generated by astroquery pdict (dict): Defines the original key and desired key fill_mas...
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def help(inp, *, command, elemental): """Give a link to the help page.""" if elemental: return url = 'http://scp-stats.wikidot.com/jarvis' return url if not command else url + '#' + command.replace(' ', '-')
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import collections def to_vector(signal, channels=None): """Convert a signal to a vector""" if channels is None: # we need consistent ordering assert isinstance(signal, collections.OrderedDict) return tuple(signal.values()) else: return tuple(signal[c.name] for c in channel...
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import typing def get_allowed_kinds() -> typing.List[str]: """ Get list of implemented charts Returns: typing.List[str]: List of implemented chart types """ return ["race", "line", "scatter","pie","bar"]
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def nested_contains(list_: list, value: object) -> bool: """ Return whether list_, or any nested sub-list of list_ contains value. >>> list_ = ["how", "now", "brown", 1] >>> nested_contains(list_, "now") True >>> nested_contains(list_, 1) True >>> nested_contains(list_, 3) False ...
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import requests def get_page(url): """ Use request to get an URL page :params: url str: the URL to parse :returns: requests object text """ page = requests.get(url) return page.text
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def filter_nuc_variants(nuc_variants): """ Transforms nucleotide variants of type SUB longer than 1 in multiple variants of length 1. Ignore insertions or substitutions of alternative sequence 'n'. Removes duplicated variant impacts. """ new_nuc_variants = [] for n in nuc_variants: s...
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def IsLocalId(model_id): """Returns true if the given id is a local id, false otherwise.""" try: int(model_id) except ValueError: return False return True
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def sortkey(item): """ Sorting key function that is robust to different types Both strings and tuples are common key types in dask graphs. However In Python 3 one can not compare strings with tuples directly. This function maps many types to a form where they can be compared Examples -------- ...
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def error_check(elem): """Check if the response sent by Authorize.net contains an error. Errors can be a failure to try the transaction (in that case, the transasctionResponse is empty, and the meaningful error message will be in message/code) or a failure to process the transaction (in that case, the ...
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import math def absolute_value(vector): """Returns the absolute value of a vector. It is calculated by the euclidean norm ``abs(a) = Sqrt( pow(a1) + pow(a2) + pow(a3) )`` :param vector: vector.abstractvector.DocumentVector :type vector: the vector whose absolute value will be calculated :ret...
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def make_parameter(name, values, **kwargs): """ define a new parameter that will be added to a store. Primarily takes a name and an array of potential values. May also be given a default value from inside the array. May also be given a typechoice to help the UI which is required to be one of 'list',...
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def calc_corr(ser1, ser2, window): """ Calculates correlation between two series. """ ret1 = ser1.pct_change() ret2 = ser2.pct_change() corr = ret1.rolling(window).corr(ret2) return corr
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def more_synonyms(data): """Expand list of possible synonyms from ["foo bar"] to ["foo-bar"]""" def moar(s): yield s if " " in s: yield s.replace(" ", "-") for ds in data: for cf in ds["exchanges"]: cf["synonyms"] = [s for item in cf["synonyms"] for s in moa...
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import ctypes def depth_cb_string_factory(func): """Converts the raw depth data into a python string for your function Args: func: A function that takes (dev, data, timestamp), corresponding to C function except that data is a python string corresponding to the data. """ def dept...
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def hz2fft(fb, fs, nfft): """ Convert Bark frequencies to fft bins. Args: fb (np.array): frequencies in Bark [Bark]. fs (int): sample rate/ sampling frequency of the signal. nfft (int): the FFT size. Returns: (np.array) : fft bin numbers. """ return (n...
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from pathlib import Path def get_dataset_golden_types_path(dataset_name: str) -> str: """Returns the path to the golden types file for the given dataset.""" return str(Path(__file__).resolve().parent / "golden" / f"{dataset_name}.types.json")
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def fun(t, z, omega): """ Right hand side of the differential equations dx/dt = -omega * y dy/dt = omega * x """ x, y = z f = [-omega*y, omega*x] return f
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def writeVector(q): """Writes a vector to text 'n v1 ... vn'""" return str(len(q))+'\t'+' '.join(str(v) for v in q)
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import torch def mse_loss(pre, gt): """ MSE loss """ return torch.nn.functional.mse_loss(pre, gt)
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def PrettifyList(items): """Returns a string representation of a list. It adds comma in between the elements and removes the brackets. Args: items: A list to prettify. Returns: A string representation of the list. """ return ', '.join(map(str, items))
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import requests def gcs_post_request(url): """ Performs a POST request to the given url. Args: url: A str, the URL to POST to. Raises: HTTPError if the resource cannot be reached. """ return requests.request('POST', url, verify=False)
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def member( x, set ): """test for set membership""" try: set.index( x ) return True except ValueError: return False
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def IsCustomMetadataHeader(header): """Returns true if header (which must be lowercase) is a custom header.""" return header.startswith('x-goog-meta-') or header.startswith('x-amz-meta-')
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import re def find_certs(txt): """Split text with multiple certificates into a list of certificates. Args: txt (:obj:`str`): the text to find certificates in. Returns: (:obj:`list` of :obj:`str`) """ pattern = r"-----BEGIN.*?-----.*?-----END.*?-----" pattern = re...
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import requests def api_get(url): """ Use requests package to perform GET """ resp = requests.get(url) if resp.status_code != 200: raise NotImplementedError return resp.json()
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def sample(field, inds=None, slicer=None, flat=True): """ Take a sample from a field given flat indices or a shaped slice Parameters ----------- inds : list of indices One dimensional (raveled) indices to return from the field slicer : slice object A shaped (3D) slicer that ret...
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def _find_flavor(client, name): """ Return the first flavor which matches the given name """ for flavor in client.flavors.list(): if flavor.name == name: return flavor
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def expand(node, x=0, y=0, clip=None, level=0): """Turn a quadtree a list of (x,y,gray) triples in the rectangle (x,y) -> (clip[0], clip[1]) (if clip is not-None). If `level` is given, quadtree elements at the given level are given as a grayscale level 0.0->1.0, "zooming out" the display. """...
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def is_school_holidays(school_holidays_dt, day_dt): """ :param school_holidays_dt: List of tuple(start_date, end_date) which represents the school holidays period, format of the dates is datetime :param day_dt: Day with format datetime to analyze :return: Boolean, True if day ...
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import torch def exponential_transition(perturbations, norm, epsilon=0.3, gamma=1): """ Exponential transition rule. :param perturbations: perturbations :type perturbations: torch.autograd.Variable :param norm: norm :type norm: attacks.norms.Norm :param epsilon: epsilon :type epsilon:...
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def year_range(df, yr_column_name): """ Return the oldest and most recent year (yr) that a game was released Parameters ---------- df : pandas object dataFrame from which to pull the values yr_column_name : string name of the column containing the "Year" values Retu...
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def ask(question, default=None): """ Asks the user the question until he answers it with *yes* or *no*. Returns true if the user answered with yes. Returns *default* if the user only hit enter. """ if default is None: prompt = question + " (yes|no) " elif default: prompt = q...
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def admin_actions(context): """ Track the number of times the action field has been rendered on the page, so we know which value to use. """ context['action_index'] = context.get('action_index', -1) + 1 return context
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def normalize(operation, expr): """ Transform a expression into its normal form in the given operation. Returns a tuple of arguments that will satisfy the condition operation(*args) == expr (here mathematical equality is meant) and the operation doesn't occur in any arg. Also NOT is only appearing ...
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def MostPopularKey(d, default): """Given a dict, return the key corresponding to the largest value. Returns 'default' if the dict is empty.""" x = [(v, k) for (k, v) in d.iteritems()] if not x: return default x.sort() return x[-1][1]
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import types def is_method_of_class(mthd, cls): """ Returns True if function 'mthd' is a method of class 'cls' :type mthd: function :type cls: class :return: True if 'mthd' is a method of class 'cls', and False otherwise. :rtype: bool """ try: class_method = getattr(cls, mthd....
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async def async_setup_entry(hass, entry): """Set up Ambiclimate from a config entry.""" hass.async_create_task(hass.config_entries.async_forward_entry_setup( entry, 'climate')) return True
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def with_decimal_places(number, decimal_count): """ Trims a float to a given number of decimal places """ # n is a placeholder for the number of decimals to keep return "{:.nf}" \ .replace("n", str(decimal_count)) \ .format(number)
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def boostedScore(mep, country, factor=100): """ Multiply and return a candidate's score by a factor if its country matches the requested one """ rc = mep['score'] if mep['country_short'] == country: rc *= factor return rc
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def weight(alpha, beta, x): """The weight function of the jacobi polynomials for a given alpha, beta value.""" one_minus_x = 1 - x return (one_minus_x ** alpha) * (one_minus_x ** beta)
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import random def shuffle_two_list(a, b): """ shuffle两个列表 """ c = list(zip(a, b)) random.shuffle(c) a, b = zip(*c) return a, b
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import torch def activation(x): """ Sigmoid activation function Arguments --------- x: torch.Tensor """ return 1/(1 + torch.exp(-x))
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def getOrganismCountsFromFile(orgCountFile): """ Parse the given file into dictionary from organism name to count of hits """ orgCounts = {} with open(orgCountFile) as f: for line in f: (organism, counts) = line.split(None, 1) orgCounts[organism] = int(counts) ret...
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def inverse_dict(dic): """Accepts dictionary, returns dictionary where keys become values, and values become keys""" new_dict = {} for k, v in dic.items(): new_dict[v] = k return new_dict
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def sanitize_text(text: str) -> str: """Sanitizes and removes all useless characters from the text, returns sanitized text string""" alphanum_text = "" for letter in list(text): if letter.isalnum() or letter == " " or letter in "!?.,:;\'\"&()$%#@~": alphanum_text += letter return al...
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import re def _convert_dtmi_to_path(dtmi): """Converts a DTMI into a DTMI path E.g: dtmi:com:example:Thermostat;1 -> dtmi/com/example/thermostat-1.json """ pattern = re.compile("^dtmi:[A-Za-z](?:[A-Za-z0-9_]*[A-Za-z0-9])?(?::[A-Za-z](?:[A-Za-z0-9_]*[A-Za-z0-9])?)*;[1-9][0-9]{0,8}$") if not pa...
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def findLocations(data, single=False): """Extract the path from a location tag Args: data (xml.etree.ElementTree.Element): xml from PMS as Element single (bool, optional): Only return one Returns: filepath string if single is True else list of filepaths """ locations = [] ...
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def webstring(value): """ Convert a Python dictionary to a web string where the values are in the format of 'foo=bar&up=down'. This is necessary when processing needs to be done on a dictionary but the values need to be passed to urllib2 as POST data. """ data = "" for key in value: new...
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import csv def _decode_csv(input_str): """ Decodes CSVs into a list of strings. """ reader = csv.reader([input_str], quotechar='"', delimiter=',', escapechar="\\", doublequote=False, quoting=csv.QUOTE_ALL, skipinitialspace=True); result = [] for row in reader: result += row return ...
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from typing import Callable def safe_split(source: str, delimiter=',', converter: Callable = lambda x: x): """ Splits a string via the delimiter, throws out any empties and strips the whitespace from each item :param source: str :param delimiter: str :param converter: Callable :return: list ...
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def clamp(val, min_=0.0, max_=1.0): """ Clamp a value between an upper and lower bound. """ return min_ if val < min_ else max_ if val > max_ else val
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def parse_metrics(metrics: tuple) -> dict: """ Parse and convert the metrics captured by get_metrics() into a dictionary. The main role of this is to parse the enormous dict returned by docker.container.stats and just retrieve the memory usage as a list. NOTE: memory_usage_mb is total usage in megabyte...
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def load_pdb_ids(pdb_ids_file: str) -> list: """ Load the list of PDB IDs from a file. Automatically detect the separator used in the file, which is the 5th character. Then check that last character of the file is the same character. :param pdb_ids_file: path to the file containing the list of PDB...
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import json def get_scan_fields(series,fieldnames): """ For applying to each row of a dataframe. The field is extracted from the json and added to the sub_sess tsv. """ json_path = series.json_path with json_path.open() as j: data = json.load(j) for f i...
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def GetGuestPolicyRelativePath(parent, guest_policy): """Return the relative path of an osconfig guest policy.""" return '/'.join([parent, 'guestPolicies', guest_policy])
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def get_user_expense(items, user): """Returns expense per user Args: items (List[List[str, float, dict]]): Constains the parsed expense user (str): User name Returns: Total expense for the user. """ total_user_expense = 0.0 for item in items: distribution = ...
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import ntpath def path_leaf(path): """ Get just the filename from the full path. http://stackoverflow.com/questions/8384737/extract-file-name-from-path-no-matter-what-the-os-path-format """ head, tail = ntpath.split(path) return tail or ntpath.basename(head)
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def no_of_elements(mesh): """ Calculate the number of elements contained in the given mesh. Parameters ---------- mesh : dict mesh dict containing at least the following keyword elements : dict of ndarrays Contains array of nodes for elements sorted by el...
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def any_tagged_cell(nb, tag): """Whether the notebook contains at least one cell tagged ``tag``? Parameters ---------- nb : nbformat.NotebookNode The notebook to introspect tag : str The tag to look for Returns ------- bool Whether the notebook contains a cell t...
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