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def flow_schema(dps): """Return schema used in config flow.""" return { vol.Required(CONF_OPTIONS): str, vol.Optional(CONF_OPTIONS_FRIENDLY): str, }
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import os import setuptools_scm.version # only present during setup time def local_scheme(version): """Generate a PEP440 compatible version if PEP440_VERSION is enabled""" return ( "" if "PEP440_VERSION" in os.environ else setuptools_scm.version.get_local_node_and_date(version) ...
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import os def dirname(path): """ Returns the directory in which a shapefile exists. """ # GitPython can't handle paths starting with "./". if path.startswith('./'): path = path[2:] if os.path.isdir(path): return path else: return os.path.dirname(path)
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from typing import List import sys import glob def serial_ports() -> List[str]: """List serial port names.""" if sys.platform.startswith("win"): ports = ["COM%s" % (i + 1) for i in range(256)] elif sys.platform.startswith("linux") or sys.platform.startswith("cygwin"): # this excludes your ...
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import math def RFK2(X, Z): """This function computes RF kernel for two-layer ReLU neural networks via an analytic formula. Input: X: d times n_1 matrix, where d is the feature dimension and n_i are # obs. Z: d times n_2 matrix, where d is the feature dimension and n_i are # obs. output: C: The kernel matrix...
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import math def num_tiles_not_in_position(state): """ Calculates and returns the number of tiles which are not in their final positions. """ n = len(state) total = 0 for row in state: for tile in row: try: y = int(math.floor(float(tile)/n - (float(1)/n))...
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def data_quality_item_html(item, caption=None, export_name='item'): """Create the HTML for a data quality item. The generated html looks as follows. <figure class="data-quality-item" data-export-name="... your export name here ..."> {... your data item content here ...} <figcaption> ...
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def _is_reparse_point(path): """ Returns True if path is a reparse point; False otherwise. """ result = win32file.GetFileAttributesW(path) if result == -1: return False return True if result & 0x400 else False
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from bs4 import BeautifulSoup import re def unifi(): """Returns the latest version available for unifi products.""" expression = r"UniFi Cloud Key firmware (.*)<\/td>" browser = create_headless_firefox_browser() cloud_key_url = "https://www.ui.com/download/unifi/unifi-cloud-key" browser.get(cloud...
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def check_participant(request): """Check and add participant if not exist Args: request ([Request]): Django request object with expected key and value data Returns: [HttpResponse]: Http response message """ if not request.method =='POST': return HttpResponseNotAllowed(['POST'...
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def update_cluster_config(cluster_id): """update cluster config. Supported fields: ['os_config', 'package_config', 'config_step'] """ data = _get_request_data() return utils.make_json_response( 200, cluster_api.update_cluster_config( cluster_id, user=current_user, **data...
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import random def make_babies(parents, size=10000): """Create a new population by randomly selecting two parents and randomly selecting the character from a parent for each position.""" children = [] for i in range(size): p1, p2 = random.sample(parents, 2) children.append(''.join([p1[i...
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def lowess(x, w, x0, kernel=epanechnikov, l=1, robust=False): """ Locally linear regression with the LOWESS algorithm. Parameters ---------- x: float n-d array Values of x for which f(x) is known (e.g. measured). The shape of this is (n, j), where n is the number the dimensions of t...
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def make_app(): """ Function for creating the server instance """ app = web.Application() app.on_startup.append(on_startup) app.add_routes(ROUTER) return app
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def market_timing(ticker, dt, timing='EOD', tz='local') -> str: """ Market close time for ticker Args: ticker: ticker name dt: date timing: [EOD (default), BOD] tz: conversion to timezone Returns: str: date & time Examples: >>> market_timing('7267 J...
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def plus(cell1, cell2, back_val): """Moves forward between two cells. Requires a third cell, though truly only requires the value of that the form takes at the cell. """ (x1, y1), val1 = cell1 (x2, y2), val2 = cell2 # back_val, val1 + val2, val form an arithmetic progression val = 2 * (...
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def get_bool_symbols(a_boolean): """ :param a_boolean: Any boolean representation :return: Symbols corresponding the to the True or False value of some boolean representation Motivation: this is reused on multiple occasions """ if a_boolean: return "✅" return "❌"
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def rc_int(index, r0, m): """ported from MATLAB function that takes a matrix and performs a Gaussian integral over the row and column specified by index and returns a new matrix. Tested against maple integration. """ r = sqrt(2 * pi / m[index, index]) * r0 # remove columns and rows from m...
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from pathlib import Path def _sort_yaml_first(item_1: _pytest.nodes.Item, item_2: _pytest.nodes.Item) -> int: """Sort yaml item first vs module at or below yaml parent directory.""" path_1 = Path(item_1.fspath) path_2 = Path(item_2.fspath) if path_1 == path_2 or path_1.suffix == path_2.suffix: ...
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from typing import Iterable def lat_lon_kml(row_iter: Rows) -> Iterable[LL_Text]: """ >>> data= [['-76.33029518659048', '37.54901619777347', '0']] >>> list(lat_lon_kml( data )) [('37.54901619777347', '-76.33029518659048')] """ return (pick_lat_lon(*row) for row in row_iter)
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def rodogram(x, lag=1, win_size=5, win_geom="square", **kwargs): """ Calculate moveing window rodogram with specified lag for array. Parameters ---------- x : array like Input array lag : int Lag distance for variogram, defaults to 1. win_size : int, optional ...
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from typing import Optional from pathlib import Path import pkg_resources import json def load_schema(schema_id: str, version:Optional[str]=None): """ Schema functionality adopted from https://github.com/scikit-hep/pyhf/blob/master/src/pyhf/utils.py """ global SCHEMA_CACHE if not ...
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from pypy.interpreter import gateway from pypy.interpreter.error import OperationError as gOperationError def initexceptions(space): """NOT_RPYTHON""" __doc__ = \ """Python's standard exception class hierarchy. Before Python 1.5, the standard exceptions were all simple string objects. In Python 1.5, the standar...
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def returner(x): """ Create a function that takes any arguments and always returns x. """ def func(*args, **kwargs): return x return func
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import typing import collections def is_iterable_type(tp: type) -> bool: """ Test if the given type is iterable. Some examples of iterable type hints are: Iterable[str] Collection[str] Mapping[str, int] Sequence[str] List[str] Set[str] Dict[str, in...
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from typing import Counter def get_unique_characters(rows, min_count=2): """Given a bunch of text rows, get all unique chars that occur in it.""" def char_iterator(): for row in rows.values: for char in row: yield str(char).lower() return [ c for c, count ...
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from Qt import QtWidgets def get_main_window(): """Acquire Maya's main window""" if self._parent is None: self._parent = { widget.objectName(): widget for widget in QtWidgets.QApplication.topLevelWidgets() }["MayaWindow"] return self._parent
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def build_data_type_name(sources, properties, statistic, subtype=None): """ Parameters ---------- sources: str or list[str] type(s) of astrophysical sources to which this applies properties: str or list[str] feature(s)/characterisic(s) of those sources/fields to which the st...
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def build_domain_chaindict(domlist): """ Build the diction of min and max residue sequence numbers for each chain in the supplied domain decompositions (list of PTDomain objects). Parameters: domlist - list of PTDomain objects represetning a domain decomp. Return value: ...
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def machineCostPerH(fixed, operating): """ fixed = fixed costs operating = operating costs """ return {'Machine cost per H': [fixed + operating]}
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import re def expand_symbols(text): """ expand symbols in text """ text = re.sub("\;", ",", text) text = re.sub("\:", ",", text) text = re.sub("\-", " ", text) text = re.sub("\&", "and", text) return text
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def _sqlite_format_dtdelta(connector, lhs, rhs): """ LHS and RHS can be either: - An integer number of microseconds - A string representing a datetime - A scalar value, e.g. float """ if connector is None or lhs is None or rhs is None: return None connector = connector.strip() ...
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import itertools def get_conv(outfile): """ Helper function to get the convergence info from SCF loops Args: outfile (str): output file to parse Returns: returns convergence info (change in energy between SCF steps) as a single list (flattened across outer scf loops). """ ...
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def totext(self): """Returns row data in tab-delimited text format.""" words = [] column_index = 0 for column in self.columns: if column['type'].startswith('bit'): column_index += 1 for bitcolumn in column['columns']: words.append(format(self[column_index]...
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from .mft import fit_density, exp_density_f def fit_density(density, wi, fraction_fit=1., return_xy=False): """Fit average density curve from a set of density samples. This is an easier interface than mft.fit_density Parameters ---------- density : list of ndarray Density from leftmost f...
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def priter(self, **kwargs): """Prints solution summary data. APDL Command: PRITER Notes ----- Prints solution summary data (such as time step size, number of equilibrium iterations, convergence values, etc.) from a static or full transient analysis. All other analyses print zeros for the d...
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import urllib def make_socket(address, ssl_context=None): """Creates a new listening socket bound to the interface, socket or file descriptor indicated by the address parameter. To bind to a port on an interface: To listen for http traffic on localhost port 8080: make_socket('http://localho...
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import sqlite3 def create_connection(db_file): """ create a database connection :param db_file: database file :return: Connection object or None """ conn = None try: conn = sqlite3.connect(db_file) except Error as e: print(e) return conn
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from typing import Dict from typing import Any import base64 def new_from_user_input(user_input: Dict[str, Any]) -> "EthereumNetwork": # noqa: C901 """Create a new EthereumNetwork model from user input Args: user_input: User dictionary input (assumed already passing create_ethereum_interchain_schema)...
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async def async_setup_entry(opp: OpenPeerPower, entry: ConfigEntry): """Set up MyQ from a config entry.""" opp.data.setdefault(DOMAIN, {}) websession = aiohttp_client.async_get_clientsession(opp) conf = entry.data try: myq = await pymyq.login(conf[CONF_USERNAME], conf[CONF_PASSWORD], webse...
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def handle_pose(output, input_shape): """ Handles the output of the Pose Estimation model. Returns ONLY the keypoint heatmaps, and not the Part Affinity Fields. From: https://docs.openvinotoolkit.org/latest/_models_intel_human_pose_estimation_0001_description_human_pose_estimation_0001.html Inputs ...
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import requests import logging def load_metadata_from_youtube(video_id, request): """ Get metadata about a YouTube video. This method is used via the standalone /courses/yt_video_metadata REST API endpoint, or via the video XBlock as a its 'yt_video_metadata' handler. """ metadata = {} st...
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from datetime import datetime def format_date(val, fmt='%m-%d-%Y'): """ Transform the input string to a datetime object :param val: the input string for date :param fmt: the input format for the date """ date_obj = None try: date_obj = datetime.strptime(val, fmt) except Excep...
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def gaussian(x, ampl, center, dev): """Computes the Gaussian function. Parameters ---------- x : number Point to evaluate the Gaussian for. a : number Amplitude. b : number Center. c : number Width. Returns ------- float Value of the spec...
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def choix_repas(num_choix=4): """ Choix d'un repas en utilisant les dictionnaires """ choix = {1: pizza, 2: nuggets, 3: quiche, 4: courgettes} return choix.get(num_choix, 4)()
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def is_valid_id(id_: str) -> bool: """If it is not nullptr. Parameters ---------- id_ : str Notes ----- Not actually does anything else than id is not 0x00000 Returns ------- bool """ return not id_.endswith("0x0000000000000000")
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def mtx_gauss_vectors (Omega, i, omega): """ Computes the transformation matrix from the orbital plane coordinate system to the ecliptic system being the sun at the center Its column vectors (P,Q,R) are the Gauss vectors It is equivalent and the U matrix: Rz_3d(-Omega).dot(Rx_3d(-i)).do...
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def scoring_handler(request): """ Renders a random AbsoluteScoringTask for testing. """ if request.method == "POST": try: score = int(request.POST['score']) if score != -1: user = request.user task_id = request.POST['task_id'] ...
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def computeOmegaAndOmegaDotTrajectory(QT, QdT, QddT): """Extracting/converting omega and omegad (trajectories) from trajectories of Q, Qd, and Qdd. """ assert ((len(QT.shape) >= 1) and (len(QT.shape) <= 2)), "QT has invalid number of dimensions!" assert ((len(QdT.shape) >= 1) and (le...
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def async_is_zwave_js_migrated(hass): """Return True if migration to Z-Wave JS is done.""" zwave_js_config_entries = hass.config_entries.async_entries("zwave_js") if not zwave_js_config_entries: return False migrated = any( config_entry.data.get("migrated") for config_entry in zwave_js_...
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def clear_portchannel_configuration(dut_list, thread=True, cli_type=""): """ Author : Prudvi Mangadu (prudvi.mangadu@broadcom.com) :param dut_list: :param thread: True (Default) / False :return: """ dut_li = list(dut_list) if isinstance(dut_list, list) else [dut_list] [out, exceptions] =...
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def device_array_like(ary, stream=0): """Call cuda.devicearray() with information from the array. """ return device_array(shape=ary.shape, dtype=ary.dtype, strides=ary.strides, stream=stream)
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def get_limit_from_tag(tag_parts): """Get the key and value from a notebook limit tag. Args: tag_parts: annotation or label notebook tag Returns (tuple): key (limit name), values """ return tag_parts.pop(0), tag_parts.pop(0)
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def group_by_node(notifications, limit=15): """Take list of notifications and group by node. :param notifications: List of stored email notifications :return: """ emails = NotificationsDict() for notification in notifications[:15]: emails.add_message(notification['node_lineage'], notifi...
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def _normalize_distribution(distribution): """Check whether probability distribution sums to 1""" distribution = _check_all_zero(distribution) distribution = distribution / distribution.sum() return distribution
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def ldescent(A, B): """ Return a non-trivial solution to `w^2 = Ax^2 + By^2` using Lagrange's method; return None if there is no such solution. . Here, `A \\neq 0` and `B \\neq 0` and `A` and `B` are square free. Output a tuple `(w_0, x_0, y_0)` which is a solution to the above equation. E...
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def PackLikelihoodDataStructuresAsArrays(pairKeys, rholms_intpDictionaryForDetector, rholmsDictionaryForDetector,crossTermsForDetector, crossTermsForDetectorV): """ Accepts list of LM pairs, dictionary for rholms against keys, and cross terms (a dictionary) PROBLEM: Different detectors may have different t...
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def skew(outer, inner, maxrows=-1): """ Compute the Schur expansion of a skew Schur function. Return a linear combination of partitions representing the Schur function of the skew Young diagram ``outer / inner``, consisting of boxes in the partition ``outer`` that are not in ``inner``. INPUT: ...
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def R(u): """ Strong form residual """ return div(grad(u))
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def _tocomplex(arr): """Convert its input `arr` to a complex array. The input is returned as a complex array of the smallest type that will fit the original data: types like single, byte, short, etc. become csingle, while others become cdouble. A copy of the input is always made. Parameters ...
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def update(request): """Update account details.""" account = _get_account(request.token) if not account: return False, _NO_ACCOUNT if request.playstore_url: account.playstore_url = request.playstore_url if request.appstore_url: account.appstore_url = request.appstore_url ...
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def residue(b, a, tol=1e-3, rtype='avg'): """Compute partial-fraction expansion of b(s) / a(s). If `M` is the degree of numerator `b` and `N` the degree of denominator `a`:: b(s) b[0] s**(M) + b[1] s**(M-1) + ... + b[M] H(s) = ------ = ------------------------------------------ ...
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import scipy def getShapeProfiles(nr=50): """ Returns the shape profiles for magnetic field to use. """ global a, B0, Rp r = np.linspace(0, a*1.05, nr) rG_R0, G_R0 = r, B0 * np.ones(r.shape) #rDelta, Delta = r, np.linspace(0, 0.05*a, nr) rkappa, kappa = r, np.linspace(1, 1.4, nr) ...
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async def aio_s3_object_uri( aio_s3_bucket_name, aio_s3_key, aio_s3_uri, aio_s3_object_text, aio_s3_bucket, aio_aws_s3_client ) -> str: """s3 object data is PUT to the aio_s3_uri""" resp = await aio_aws_s3_client.put_object( Bucket=aio_s3_bucket_name, Key=aio_s3_key, Body=aio_s3_obje...
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import json def put_saved_command(request): """ :param request: :return: """ response = {"errors": 0, "saved": []} if request.method == "POST": plugin_data = {"id": request.POST.get("Name"), "Name": request.POST.get("Name"), ...
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def get_nb_all_agents(): """Get quota of all available agents. Returns -------- dict Mapping between agent type and quota of this agent type. """ return dict(db.session.query( Quota.type, Quota.maximum_quota ).all())
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def Percent(numerator, denominator): """Convert two integers into a display friendly percentage string. Percent(5, 10) -> ' 50%' Percent(5, 5) -> '100%' Percent(1, 100) -> ' 1%' Percent(1, 1000) -> ' 0%' Args: numerator: Integer. denominator: Integer. Returns: string formatted result. "...
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import torch def dataset_to_dataloader(dataset=None, num_workers=1, batch_size=32, shuffle=True, pin_memory="auto"): """ Returns batch of img, speed, target_vec, mask_vec """ if pin_memory == "auto": pin_memory = True if torch.cuda.is_available() else False if dataset is None: dat...
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from tabulate import tabulate import hatchet as ht from timemory.common import dart_measurement_file import os def dump_tabulate(dtype, data, metric, file=None, echo_dart=False): """ Dumps a non-graphframe """ def _get_dataframe(x): return x.dataframe if isinstance(x, ht.graphframe.GraphFrame) else...
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def bin_count(dump_class:dumpFile,axis,number_of_bins,overlap_proportion = 0.0)-> pd.DataFrame: """ given a dumpFile class axis number_of_bins and overlap this will make a list of how many atoms are in the given area number_of_bins[int] = the number of bins overlap_proportion[float] = proportional ...
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def f_macd(close_prices, window_slow, window_fast, window_signal): """Calculates moving average convergence divergence (MACD) Args: close_prices (list of float): A list of close prices for each period. window_slow (int): The moving window to take averages over for the slow MACD period. ...
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import os import logging from typing import Union from pathlib import Path import sys def get_logger( name: str, console_level: int = int(os.getenv("COMPSYN_LOG_LEVEL", logging.INFO)), log_file: Union[str, Path, None] = os.getenv("COMPSYN_LOG_FILE", None), file_level: int = logging.DEBUG, ) -> logging...
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import zipfile import re def search_zipfile(zip_name, name_re, check_hash, master_hash): """ Returns a list of matched items Required: zip_name (arg): ZIP-like object path name_Re (arg): Regex to match check_hash (arg): A Boolean to check for file hashes mster_hash (arg): ...
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def repl_add(name: str, old: str, new: str): """ if the string old is in the string name, it is removed, and the string new is added at the end of the string name the updated string is returned """ if old in name: name = name.replace(old, '') name = name + new return name
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def RenderPassStart(builder): """This method is deprecated. Please switch to Start.""" return Start(builder)
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from typing import Dict from typing import Any def create_lab2d_settings(ascii_map: str, num_players: int) -> Dict[str, Any]: """Returns the lab2d settings.""" ascii_map = ASCII_MAPS[ascii_map] game_objects = create_game_objects(ascii_map) extra_game_objects = create_avatar_objects(n...
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import time def load2(): """ Route to return the posts """ time.sleep(0.2) if request.args: counter = int(request.args.get("c")) if counter == 0: print(f"Returning posts 0 to {quantity}") res = make_response(jsonify(db3[0: quantity]), 200) ...
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import sqlite3 def adapt_names(odds, site, sport, competition): """ Uniformisation des noms d'équipe/joueur d'un site donné conformément aux noms disponibles sur comparateur-de-cotes.fr. Par exemple, le match "OM - PSG" devient "Marseille - Paris SG" """ new_dict = {} id_competition = get_comp...
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import random def sequence_generator(maps,edges): """ Calls the function to generate a sequence. Parameters ---------- maps : dict key: node [int] value: state [float] edges : list A list of tuples where each tuple represents an edge connection between two nodes, e.g., (2,10) Returns ------- [str] ...
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def calc_radial_distribution(arr): """ Calculate 1D-radially averaged distrubution profile from 2D-PNBD diffraction pattern. Parameters ---------- arr : 2D-numpy array The numpy array which contains the 2D-PNBD pattern. Returns ------- radial_distance, intensity : 1D numpy ...
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from typing import Callable def evaluate_epoch( eval_fn: Callable, data_loader: DataLoader, use_cuda: bool = False, ) -> float: """ Go through a dataset and return the total loss :param eval_fn: typically either SVI.step (for training) or SVI.evaluate_loss (for testing) ...
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def get_drift(x: int) -> int: """Returns an int if not zero, otherwise defaults to one.""" return int(x) if isinstance(x, int) and x != 0 else 1
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import time def train(train_loader, model, criterion, optimizer, scheduler, args): """Train the model. Args: train_loader (DataLoader): The training data loader. model (CNNs): The model. criterion (Loss): The loss function. opt...
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def get_hd_used_space(): """ get_hd_used_space() Returns the amount of space used on the machine (float) """ capacity = float(get_hd_capacity()) available = float(get_free_hd_space("gigabytes")) return capacity - available
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def create_project(projectname): """ Create a new project on the specified storage Returns a json object """ auth_id = request.get_json().get("auth_id") storage_accesses = request.get_json().get("storage_accesses", []) response = jsonify( admin.create_project(current_session, project...
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import os def get_feature_size_per_file(f_name): """ Return the dimensionality of the features in a given file. Typically, this will be the number of bins in a T-F representation """ shape = get_shape(os.path.join(f_name.replace('.data', '.shape'))) return shape[1]
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import csv def load_settings (filename): """Load the settings file""" settings = {} data_reader = csv.reader(open(filename, 'rU'), delimiter='\t') # Ignore header header = next(data_reader) # Process each line for row in data_reader: if len(row) == len(header): sample = row[0] sample_data = {} for e...
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import random import string def gen_program(min_size, max_size): """gen_program generates a random program.""" size = random.randrange(min_size, max_size) prog = [] for _ in range(size): # Randomly pick if we add a program symbol or random word. if random.choice([True, False]): ...
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def _get_sort_function(camera: Camera): """Given a scene object, get a function to sort wobject-tuples""" def sort_func(wobject_tuple: WorldObject): wobject = wobject_tuple[0] z = ( Vector3() .set_from_matrix_position(wobject.matrix_world) .apply_matrix4(proj...
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def check_aws_libs() -> bool: """Check Imports for AWS libs""" libs = ["boto3", "botocore"] return check_import_libs(libs)
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def run_platform_imputation( mt: hl.MatrixTable, plat_min_cluster_size: int, plat_min_sample_size: int, plat_assignment_pcs: int, ) -> hl.Table: """ Run PCA using sample callrate across gnomAD's evaluation interval and create Hail Table with platform PCs and assigned platform. :param Mat...
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def fmin(func, x0, args=(), xtol=1e-4, ftol=1e-4, maxiter=None, maxfun=None, full_output=0, disp=1, retall=0, callback=None, initial_simplex=None): """ Minimize a function using the downhill simplex algorithm. This algorithm only uses function values, not derivatives or second derivatives. ...
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import time import test def train(args, device, train_loader, net, writer, test_loader, summary, val_loader): """ Train the given network on the given training dataset with DTP. Args: args (Namespace): The command-line arguments. device: The PyTorch device to be used trai...
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import logging def validate_endpoint_put(request: Request) -> str: """Ensure that the given endpoint is valid. If not raise a 405.""" endpoint = validate_endpoint_get(request) if endpoint not in request.app["put_endpoints"]: logging.info("Failed to put %s", endpoint) raise web.HTTPMethod...
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def get_sat_pos_vel_acc(t, eph): """Calculate positions, velocities, and accelerations of satellites. Accepts arrays for t / eph, i.e., can calculate multiple points in time / multiple satellites at once. Does not interpolate GLONASS. Implemented according to Thompson, Blair F., et al. “Compu...
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def git_version() -> str: """Get the current git head sha1.""" # Determine if we're at master try: out = _minimal_ext_cmd(["git", "rev-parse", "HEAD"]) git_revision = out.strip().decode("ascii") except OSError: git_revision = "Unknown" return git_revision
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def create_gScore(self): """Creates and returns a data structure that holds the cost of getting from the start node to that node, for each node. The cost of going from start to start is zero.""" # TODO: a data structure that holds the cost of getting from the start node to that node, for each node. # f...
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def _parse_seconds_fraction(frac: str) -> int: """ Parse the fraction part of a timestamp seconds, using maximum 9 digits Returns the nanoseconds """ ns = 0 mult = MAX_NANOSEC for c in frac: if c < '0' or c > '9' or int(mult) < 1: break mult = mult // 10 ns +=...
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import time def test_increment_as_decorator(): """We test that the `ProgressExt.report` function works as a context manager - Click the button multiple times and check that the progress is reset every 2 clicks """ progress = ProgressExt() run_button = pn.widgets.Button(name="Click me") @prog...
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def link_filtered_DLC_predictions(nwb_file,video_dir): # add the DLC files (need code/write code) """ Function to link filtered DLC predictions to a NWB file""" return nwb_file
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