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from typing import Optional from sys import path def get_version() -> Optional[str]: """Returns the current version of strops. Requires a symlink install or to run strops directly from the repository. """ commit = None try: git_dir = path.join(ROOT_DIR, ".git") if path.exists(git_...
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def mock_cloud_fixture(opp): """Fixture for cloud component.""" opp.loop.run_until_complete(mock_cloud(opp)) return mock_cloud_prefs(opp)
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from typing import OrderedDict def get_distinct_project_attributes(attribute, path=PROJECT_HOME): """Get distinct values of the named attribute. .. versionadded:: 0.16.0-d :param attribute: The name of the attribute. :type attribute: str :param path: The path to where projects are stored. :...
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def scale_y_reverse(name=None, breaks=None, labels=None, limits=None, expand=None, na_value=None): """ Continuous position scales (y) where trans='reverse' Parameters ---------- name : string The name of the scale - used as the axis label or the legend title. If None, the default, the name ...
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import math def get_sequence_of_considered_visits(max_num_considered_actions, num_simulations): """Returns a sequence of visit counts considered by Sequential Halving. Sequential Halving is a "pure exploration" algorithm for bandits, introduced in "Almost Optimal Explorati...
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def reader_function(path): """Take a path or list of paths and return a list of LayerData tuples. Readers are expected to return data as a list of tuples, where each tuple is (data, [add_kwargs, [layer_type]]), "add_kwargs" and "layer_type" are both optional. Parameters ---------- path : s...
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import random def select_object(): """Select a random image from the PDS Planetary Rings Node.""" # First randomly select a field fields = set(META['FIELD']) field = random.sample(fields, 1)[0] # Having selected a field, select a random number from that mission max_field = META['MAX_NUM'][META['FIELD'] == field...
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import base64 def load_all_vocabs_details_from_github(): """Uses the GitHub API via the Python client to get all the vocab details from the files in the vocabularies/ folder :return: a dict of vocabularies' details """ print('Loading all vocabs from GitHub') print("Vocabs to be uploaded:") ...
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def two_node_diff(a): """Calculate and return diffs over two nodes instead of one.""" N = len(a) return a[2:] - a[:(N-2)]
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def get_hue_sample_num(gamut_boundary_lut_name=mcfl.BT709_BOUNDARY): """ shape[0]: luminance sample shape[1]: hue sample """ return np.load(gamut_boundary_lut_name).shape[1]
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import datetime import os def make_savedir(parent_dir='./'): """ make directory to save results Params ---------- parent_dir : str parent directory to save results """ if parent_dir[-1] != '/': parent_dir += '/' orig_dirname = datetime.datetime.now().strftime('%y%m%d_...
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def _get_timeout(payload_len): """Conservatively assume min 5 seconds or 3 seconds per 1MB.""" return max(3 * payload_len / 1024 / 1024, 5)
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def add_member(data): """Adds the newly signed up user to the member Table""" # ToDo: Get Project Details from user during signup. Current system assumes user has no project preference. try: CheckConnection() with Connection.cursor() as cursor: name = str(data["name"]) ...
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import os def check_img(img, input_dir): """ Checks whether the img complies with API`s restrictions. Parameters ---------- img : str Image name. input_dir : str Path to the dir with the image to check. Returns ------- Error message if image does not comply with A...
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def add_vec_mod2(v, w): """ Mod 2 addition separately on each components of v and w :params list/str v, w: bit-strings (or list representations) to be added mod 2 :return str: component-wise mod 2 sum of the input strings/lists """ if len(v) != len(w): raise AssertionError("Input length...
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def sokal_sneath3( x: BinaryFeatureVector, y: BinaryFeatureVector, mask: BinaryFeatureVector = None ) -> float: """Sokal-Sneath similarity (v3) Sneath, P. H., & Sokal, R. R. (1973). Numerical taxonomy. The principles and practice of numerical classification. Args: x (BinaryFeatureVecto...
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def deactivate(name, path, user): """ Deactivate a wordpress plugin name Wordpress plugin name path path to wordpress install location user user to run the command as CLI Example: .. code-block:: bash salt '*' wordpress.deactivate HyperDB /var/www/html a...
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def _average_gradients(tower_grads, catname=None): """Calculate the average gradient for each shared variable across all towers. Note that this function provides a synchronization point across all towers. Args: tower_grads: List of lists of (gradient, variable) tuples. The outer list is over...
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def _validate_int( setting, value, option_parser, config_parser=None, config_section=None ) -> int: """Validate an integer setting.""" return int(value)
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def get_best_name(phenomena): """ Create a best_name field which takes the best name as defined by the preference order :param phenomena: phenomena attributes in form [{"name":"standard_name","value":"time"},{"name":"---","value":"---"},{}...] :return: best_name(string) """ preference_order = ["...
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def GetFqdn(): """Get the desired FQDN via flags.""" return FLAGS.glazier_spec_fqdn
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def get_global_evidence(a): """ PyMultiNest's Analyzer has a get_stats() method, but it's a bit too sluggish if all we want is to get the global evidence out. This is a hack around the issue. """ stats_file = open(a.stats_file) lines = stats_file.readlines() stats = {} a._read_error_...
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def load_data(database_filepath): """Loads data from database and returns label and features dataframe""" engine = db.create_engine('sqlite:///{}'.format(database_filepath)) conn = engine.connect() df = pd.read_sql_table('messages', con=conn) X = df['message'] Y = df.iloc[:, 4:] return X, Y...
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def merge_scalar_results(results, scalar_fields): """ Collect all scalar results in a (hierarchical) dataframe. """ return pd.DataFrame( [[getattr(res, k) for k in scalar_fields] for res in results], columns=scalar_fields, ).set_index("case")
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from re import M def omega_KMid(r): """ Keplerian angular velocity """ return (const.G*M/((r*u.AU)**3))**0.5
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def buildRecorderDicts(energyInterval, powerInterval, voltageInterval, energyPowerMeter, triplexGroup, recordMode, query_buffer_limit): """Helper function to construct dictionaries to be used by individuals to add recorders to their own models. Note that th...
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def rooms_n2(): """ Two rooms side by side """ rm1 = Room('rm1', 1e3, [[0,0], [5,0], [5,5], [0,5]]) rm2 = Room('rm2', 2e3, [[5,0], [10,0], [10,5], [5,5]]) rooms = [rm1, rm2] return rooms
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def get_env(env_var_name): """ If present, returns environment variable value, if not - raises 'ImproperlyConfigured' """ env = environ.Env() environ.Env.read_env() return env(env_var_name)
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def sub(arg1, arg2): """ Function that subtracts two arguments. """ return arg1 - arg2
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def query_for_data(driver): """Grab all relevant data on a jobs page. Return: ------ job_titles: list job_locations: list posting_companies: list dates: list hrefs: list """ job_titles = driver.find_elements_by_xpath( "//span[@itemprop='tit...
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def users_json(): """ Return the all the users data in json format """ users = session.query(User).all() return jsonify(users=[user.serialize for user in users])
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def get_image_info(filepath): """ Gets an image's information. """ image = Image.open(filepath) info = { 'width': image.size[0], 'height': image.size[1], } metadata = get_image_exif(image) # camera camera = None if EXIF_MODEL in metadata: camera = metada...
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import sys def listAll(): """ Load listAll page """ old_stdout = sys.stdout sys.stdout = open('file.txt', 'w') i_d = wmc.repository.list() sys.stdout.close() sys.stdout = old_stdout fl = open('file.txt','r') i_d = fl.read() fl.close() msg = Markup(i_d) return render...
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import typing def split_line(line: str) -> typing.Tuple[str, str]: """ Separates the raw line string into two strings: (1) the command and (2) the argument(s) string :param line: :return: """ index = line.find(' ') if index == -1: return line.lower(), '' return line[:ind...
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def naep_aggregate(input_df): """ :param input_df: :return: """ # Treat years as strings input_df['YEAR'] = input_df['YEAR'].astype('str') # input_df.drop_duplicates(inplace=True) # PRIMARY_KEY, STATE, and YEAR will be the same staging_df = pd.DataFrame() staging_df['PRIMARY_KE...
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from typing import List def matrix_transpose(mat: List[List]) -> List[List]: """ >>> matrix_transpose([[1, 2], [3, 4], [5, 6]]) [[1, 3, 5], [2, 4, 6]] """ if len(mat) == 0: raise ValueError("Matrix is empty") return [[mat[j][i] for j in range(len(mat))] for i in range(len(mat[0]))]
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from typing import Optional def generate_nhs_number_from_first_9_digits(first9digits: str) -> Optional[int]: """ Returns a valid NHS number, as an ``int``, given the first 9 digits. The particular purpose is to make NHS numbers that *look* fake (rather than truly random NHS numbers which might acciden...
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import requests def passthrough_rest_object(source_url): """ Passes through a non-CORS locked down JSON object from the origin request. """ if request.method == 'GET': reqUrl = request.args.get('url','') req = requests.get(reqUrl) if req.status_code == 200: return req.c...
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def randint(low, high, shape, device=None): """Returns a tensor filled with random integers generated uniformly between low (inclusive) and high (exclusive). Parameters ---------- low Lowest integer to be drawn from the distribution. high One above the highest integer to be drawn fr...
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def construct_formula(label, rel_cols, label_side="l"): """ Constructs a generic formula string from column names and a label name. label ~ Col1+Col2+...+ColN :param label: Label or class which should be regressed for. (case/control, treatment/untreated etc.) :param rel_cols: Relevant columns for t...
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def shell_context(): # pragma: no cover """ Make shell context. :return: A dictionary of objects for use in shell context. :rtype: dict """ return {'DB': DB, 'IMBUser': IMBUser, 'Visit': Visit}
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import requests def start_new_session(self): """Starts a new session to be used to send requests and returns it.""" session = requests.Session() session.auth = (self._api_key, '') # pylint: disable=protected-access session.headers['User-Agent'] = config.constants.USER_AGENT session.proxies = PROX...
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import types from typing import Optional def EvaluateMetricsAndPlots( # pylint: disable=invalid-name extracts: beam.pvalue.PCollection, eval_shared_model: types.EvalSharedModel, desired_batch_size: Optional[int] = None, metrics_key: Text = constants.METRICS_KEY, plots_key: Text = constants.PLOTS_...
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from typing import List from typing import Set from typing import Union from typing import Dict def _find_first_common_next_vertex_in_edges__impl( g: Graph, es: List[Set[Union[Edge, None]]], map_of_visited: [List[Dict[int, int]]], allow_open_branches: bool, allow_loops: bool, vs_to_not_visit: List[int...
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from sentry_sdk import capture_exception def catch_errors(exception=None, catch_generic=True, **kwargs): """ A decorator to preprocess an API class method, and catch a specific error. """ if exception is None: exception = RestApiException def decorator(func): @wraps(func) ...
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def set_alpha(n_points): """Set an alpha value for plotting that is scaled by the number of points. Parameters ---------- n_points : int Number of points that will be in the plot. Returns ------- alpha : float Value for alpha to use for plotting. """ for key, val i...
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import re def identify_days(year_string, date_list): """ The function takes a single integer number (4 digits) and returns all itEms of a list that have this number at the very beginning. :year_string: a string that is equivalent to a four digit integer :date_list: a list of dates or anything els...
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import os import logging import subprocess def run_build(command, *args, **kwargs): """ Run and report build command execution :param command: array of tokens :return: exit code of the process """ environment = kwargs.get('env', os.environ) logging.debug('run build %s, in environment: %s', co...
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def split_nvr_epoch(nvre: str): """Split nvre to N-V-R and E. This function is backported from `kobo.rpmlib.split_nvr_epoch`. @param nvre: E:N-V-R or N-V-R:E string @type nvre: str @return: (N-V-R, E) @rtype: (str, str) """ if ":" in nvre: if nvre.count(":") != 1: ...
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def findMergeNode(head1, head2): """ Go forward the lists every time till the end, and then jumps to the beginning of the opposite list, and so on. Advance each of the pointers by 1 every time, until they meet. The number of nodes traveled from head1 -> tail1 -> head2 -> intersection point and ...
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def encode_pool_list(pool, normalize_by=None): """ Return a matrix X of `len(shape) * reduce(mul, shape)` columns and `pool.n` rows, encoding the payoffs of all the games in 'pool', and a vector Y, with `pool.n` rows, of integer "labels" representing which action was played for each example. The la...
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def set_weights(): """Set weights for each digit in NHS number""" weights = [10, 9, 8, 7, 6, 5, 4, 3, 2] return np.array(weights)
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def expand_and_broadcast(s1: Shape, s2: Shape): """Expand two shapes to make them of equal rank and then broadcast. Args: s1 (:class:`lab.shape.Shape`): First shape. s2 (:class:`lab.shape.Shape`): Second shape. Returns: :class:`lab.shape.Shape`: Expanded and broadcasted shape. ...
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import tempfile import os def BuildFactoryZip(buildroot, board, archive_dir, factory_shim_dir, version=None): """Build factory_image.zip in archive_dir. Args: buildroot: Root directory where build occurs. board: Board name of...
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import json import os def get_distribution_strategy(distribution_strategy="mirrored", tpu_address=None, **kwargs): """Returns a DistributionStrategy for running the model. Args: distribution_strategy: a string specifying which distribution strategy ...
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from pathlib import Path async def augment_chat( request_data: TextData, user: str = Path(default="default", description="user for which the chats needs to be log"), current_user: User = Depends(Authentication.get_current_user_and_bot) ): """ Fetches a bot response for a given text/que...
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def py_mb_convert(file_location, file_extension): """ Convert files from one format to another with PyMOAB. Input: ______ file_location: str User supplied file location. file_extension: str User supplied file format to convert to, including '.' Returns: ____...
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def _compress_image(buffer, compression="JPEG"): """ Compress array to specified format. >>> _compress_image(np.array([[0]]), 'JPEG') '/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofH\ h0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/wAALCAABAAEBAREA/8QAHwAAAQUBAQEB\ AQEAAAAAAAAAA...
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async def edit_bot(request: Request, user_id: int, bot_id: int, bot: BotMeta): """ Edits a bot, the owner here must be the owner editing the bot. Due to backward compatibility, this will return a 202 and not a 200 on success """ bot_dict = bot.dict() bot_dict["bot_id"] = bot_id bot_dict["use...
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def sigfig(x, n): """ Produces x values to "n" significant figures From : https://stackoverflow.com/a/55599055 :param x: numpy array, the values to round :param n: int, the number of significant figures required :return: """ if isinstance(x, np.ndarray): xin = np.array(x) ...
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def calc_SingleValueDiff(comp, opt, mtype='mean', ef=True): """ Computes a single value difference of the actual PALC results. Called by :any:`optimize_PALC` and :any:`diff_on_ls`. Parameters ---------- comp : list or 1D-array Computed PALC results in optimization region. opt : list...
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def resnet_v1(input_shape, depth, num_classes=10, activation='relu'): """ResNet Version 1 Model builder [a] Stacks of 2 x (3 x 3) Conv2D-BN-ReLU Last ReLU is after the shortcut connection. At the beginning of each stage, the feature map size is halved (downsampled) by a convolutional layer with str...
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def get_gains_check(speakers, position, sx, sy, sz): """call get_gains, and check that the return is normalised and positive""" g = get_gains(speakers, position, sx, sy, sz) assert np.all(g >= 0) npt.assert_allclose(np.linalg.norm(g), 1) return g
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import cv2 def test_opencv(): """ This function is workaround to test if correct OpenCV Library version has already been installed on the machine or not. Returns True if previously not installed. """ try: # import OpenCV Binaries # check whether OpenCV Binaries are 3.x+ if parse_version(cv2.__version__) ...
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import logging def test_asana_error_handler(caplog): """ Tests the `@asana_error_handler` decorator. """ caplog.set_level(logging.ERROR) def gen_text(text1, text2, text3): return f'{text1} | {text2} | {text3}' dec_gen_text = aclient.asana_error_handler(gen_text) assert dec_gen_te...
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def expandvars_dict(settings: dict) -> dict: """Expand all environment variables in a settings dictionary. ref: http://stackoverflow.com/a/16446566 :returns: Dictionary with settings """ return {key: _expandvars(value) for key, value in settings.items()}
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import functools from typing import Dict from typing import Any import json from typing import Union def token_required(func): """ [x] - deprecated """ @functools.wraps(func) async def wrapper(self, text_data: str, *args, **kwargs): scope = getattr(self, "scope") user = AnonymousU...
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import time def execute( method, max_retries, retry_interval, use_retry=True, *args, **kwargs ): """Execute HTTP request with retry support. Args: method (string): HTTP verb. use_retry (bool): If True, will use retry configuration (default: True). m...
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def stacked_sectors(df): """ Takes dataframe and sorts table fields by sector Parameters ---------- **df** : 'pd.df' Dataframe to be sorted by sector. Returns ------- **output** : 'pd.df' Dataframe of the table that was imported and split by sector """ ...
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def stringify(num): """long int -> 20-character string""" str = hex(num)[2:] if str[-1] == 'L': str = str[:-1] if len(str) % 2 != 0: str = '0' + str str = str.decode('hex') return (20 - len(str)) *'\x00' + str
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import re import os def replace_esp_example_includes(line, source_path): """Updates any includes for local example files.""" # Because the export process moves the example source and header files out of # their default locations into the top-level 'main' folder in the ESP-IDF # project, we have to update any ...
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def _get_max_year(out_id_list): """Return the current maximum year for the specified ouptut.""" try: indicator = database.fetch_tables(['Indicator'])[0] ind_list = indicator[indicator['fk_indicator_output'].isin(out_id_list)]['id'].tolist() ind_str = ', '.join([str(i) for i in ind_list])...
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def leaky_relu_prime(Z, alpha=0.01): """Applies differentiation of leaky relu function to an array/value Arguments --------- Z: float/int/array_like Original Value alpha: float Negative slope coefficient Returns ------- A: same shape as input Value after applying diff ...
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def runas_exit(request): """ Exits impersonation mode by deleting the session variable. The middleware will not apply to further requests. """ user_admin_page = None if _SESSION_KEY in request.session: user_admin_page = reverse('admin:auth_user_change', args=[request.s...
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def get_command(command_name): """Return the command of the given name. :param str command_name: The name of the command to search for. :rtype: Command """ global _COMMANDS return _COMMANDS[command_name]
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def neighbours_from_centre(k=1): """ Gets all neighbours from the cube point (0, 0, 0). :param k: The distance max distance of neighbours. :return: A set of cube coords. """ return neighbours((0, 0, 0), k)
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def suitable_threshold(window, desired_probability): """Use cumulative binomial distribution to find the number of identical bases which we expect a nucleotide window-mer to have with the desired probability""" cumulative_p = 0.0 for matches in range(window, 0, -1): mismatches = window - mat...
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from typing import List from typing import Union from typing import Any def plot_smoothing_length( snap: SnapLike, indices: List[int], fac: float = 1.0, units: Union[str, Quantity] = None, x: str = 'x', y: str = 'y', ax: Any = None, **kwargs ) -> Any: """Plot smoothing length aroun...
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def asarray(arraylike, strict=True): """ Converts arraylike objects to NumPy ndarray types. Errors if object is not arraylike and strict option is enabled. """ if isinstance(arraylike, np.ndarray): return arraylike elif isinstance(arraylike, list): return np.asarray(arraylike, dt...
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import copy def parameter_map(parameter_map, fig=None, ax=None, alpha=1, cmap='viridis', vmin=0, vmax=None, colorbar=True): """ This method will create a Matplotlib plot based on imshow to display the given parameter map in different colors. The parameter map is plotted to the curren...
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def factory(class_name: str = None, **kwargs): """Simple factory to create a class with attributes from kwargs""" class FactoryGeneratedClass: pass rewrite = { "__randint": lambda *args: randint(100_000_000, 999_999_999), } for key, value in kwargs.items(): if value in rew...
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from typing import Tuple def which_type(statement: StatementData, choices: Tuple[StatementKey, StatementKey]) -> str: """Return whichever of the choices of keys is in the statement. Note: All policy statements must have exactly one of these keys, so this raises an error if that isn't true. """ l...
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from typing import Type from typing import Counter def counter(name: str, documentation: str, labels: tuple = ()) -> Type[Counter]: """Builds a counter with configured namespace / subsystem.""" return Counter( name, documentation, labelnames=labels, namespace=s.PROMETHEUS_NAME...
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import os def give_me_files(): """ Show all json files is settings folder. :return: list of files. """ path = CURRENT_PATH + "\\settings" files = [] for r, d, f in os.walk(path): for file in f: if '.json' in file: files.append(file) return files
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import functools import os def cached(producer): """Calls to a function wrapped with this decorator are cached using ``self.cache.lookup``""" @functools.wraps(producer) def wrapper(self): return self.cache.lookup(data_path=os.path.join(self.category_name, producer.__name__), ...
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def generate_linear_model_data(n=300): """ Generates n samples from a linear model with a small variability. """ m = randint(-3,3) b = randint(-10,10) x = np.random.rand(n)*100 errors = np.random.normal(0, .4, n) # Gaussian samples for errors y = m*x+b + errors return Message({'x':x...
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def prediction_error(X, y, obj_function=huber_approx_obj): """ Train GBMs to predict y from X. Use obj_function during training, and test_error_function for the test evaluation. """ X_train, X_test, y_train, y_test = sklearn.model_selection.train_test_split(X, y, test_size=0.3) regressor = xgb....
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import json def get_staking_contracts(chain): """Returns list of supported staking contracts for the specified chain. Pulled from hardcoded values in contracts.json. :param chain: network to query data for :type chain: string e.g. 'testnet' :return: list of supported staking contracts :rtype: lis...
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def listify(trace, length=-1): """ Takes a trace as an instance of int, slice, or list and returns a list """ if isinstance(trace, int) or isinstance(trace, str): return [trace] if isinstance(trace, slice): if trace.stop < 0 and trace.step < 0 and length < 0: length = abs...
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def downcast_numbers(data: pd.DataFrame): """Downcast numerics""" def downcast(ser: pd.Series) -> pd.Series: ser = pd.to_numeric(ser, downcast="signed") ser = pd.to_numeric(ser, downcast="unsigned") return ser df_num = data.select_dtypes("number") data[df_num.columns] = df_num....
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def create_group(module, client): """ Creates a group. module : AnsibleModule object client: authenticated ionoscloud object. Returns: The group instance """ name = module.params.get('name') create_datacenter = module.params.get('create_datacenter') create_snapshot = module...
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from dateutil.parser import parse def is_datetime_string(string: str) -> bool: """ Check if the string is date-like. Parameters ---------- string : str Returns ------- is_date: bool """ try: parse(string) return True except ValueError: return Fal...
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import os def _determine_local_import_names(start_dir): """Determines all import names that should be considered "local". This is used when running the linter to insure that import order is properly checked. """ file_ext_pairs = [os.path.splitext(path) for path in os.listdir(start_dir)] retur...
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import requests def getDatasetInfo(datasetName="MyDB"): """ Gets information related to a particular dataset (more info in http://www.voservices.net/skyquery). :param datasetName: name of dataset (string). :return: returns a dictionary containing the dataset information. :raises: Throws an except...
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from typing import Callable def user_passes_test( test_fn: Callable[["models.User"], bool], exception: Exception = PermissionDenied(PERMISSION_REQUIRED_ERROR), ): """ Create a decorator for a function that checks if the user passes the given test. Parameters ---------- test_fn : Callable[...
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def is_valid_perioddata(data): """Check that a dictionary of period data has enough information (based on key names) to set up stress periods. Perlen must be explicitly input, or 3 of start_date_time, end_date_time, nper and/or freq must be specified. This is analogous to the input requirements for ...
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import textwrap def serve(): """ Serve the index.html for the UI. """ text = textwrap.dedent( """ Unable to display Nectar UI - landing page (index.html) not found. """ ) return Response(content=text, media_type="text/plain")
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import _warnings def convert(coeffs_in, normalization_in=None, normalization_out=None, csphase_in=None, csphase_out=None, lmax=None): """ Convert an array of spherical harmonic coefficients to a different normalization convention. Usage ----- coeffs_out = convert(coeffs_in, [norma...
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def doubletrace(tt): """Determine the double trace corresponding to tt""" (cn,vts,edgs,gp,prt) = skeleton(tt) v = len(vts) e = len(edgs)//2 # print(v,e) ts = set(tt) oriented = len(tt) == len(ts) chi = v - e + 1 genus = 2 - chi if oriented: genus = genus//2 (anti,par) ...
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def get_job_definition(account, region, container_name, job_def_name, job_param_sagemakerendpoint, memoryInMB, ncpus, role_name): """ This is the job definition for this sample job. :param account: :param region: :param container_name: :param job_def_name: :param memoryInM...
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