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def hmc_like_num_leapfrog_steps_setter_fn(kernel_results, new_num_leapfrog_steps): """Setter for `num_leapfrog_steps` so it can be adapted.""" return unnest.replace_innermost( kernel_results, num_leapfrog_steps=new_num_leapfrog_steps)
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def hex2rgb(col): """ Convert from hex color string to RGB tuple. Parameters ---------- col : Hex color string for background. Returns ---------- color : RGB tuple (0-255,0-255,0-255) """ if isinstance(col, tuple): # assume this is RGB in (0-1) format # not an i...
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def MostIterationsDone(): """(read-only) Max number of iterations required to converge at any control iteration of the most recent solution.""" return lib.Solution_Get_MostIterationsDone()
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import random def generate_color(i): """Generate hex color corresponding to integer. Colors should have well defined ordering. First N colors are hardcoded, then colors are random (must seed random number generator with deterministic value before getting colors). """ if i < len(COLORS):...
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import scipy def COM(z, M, **cosmo): """ Calculate concentration for halo of mass 'M' at redshift 'z' Parameters ---------- z : float / numpy array Redshift to find concentration of halo M : float / numpy array Halo mass at redshift 'z'. Must be same size as 'z' cosmo : dict ...
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import functools import asyncio def _class_wrapper(f, _class): """Executes the coroutine f and wraps its result in a class. See WrapAsync. """ @functools.wraps(f) @asyncio.coroutine def _wrapper(self, *args, **kwargs): result = yield from f(self, *args, **kwargs) # Don't call...
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from pathlib import Path def dashboard(): """ we send the www/dashboard-dev file made with generate_static. """ full_path = Path(current_app.config['WWW']) full_path_str = str(full_path.absolute()) return send_from_directory(full_path_str, 'dashboard-dev', ...
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def grayscale_surface(surf) : """ converts a pygame surface to gray scale values """ width , height = surf.get_size() for x in range(width): for y in range(height): red , green , blue, alpha = surf.get_at((x,y)) L = 0.3 * red + 0.59 * green + 0.11 * blue gs_colo...
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def output(): """ Return the frequency characteristic filter tuple. 1st - output used for further excercises 2nd - output used for plotting """ maskon_frames, maskoff_frames = ex3.output() # Get the maskon and maskoff DFTs maskon_dfts = np.fft.fft(maskon_frames, n=N) maskoff_dfts =...
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import scipy def get_corr_val_cubic(lambda_val, wave_ref, ref_ext, ref_xy, slit_x, slit_y, first_interp_method): """Perofrm an alternative interpolation in order to compare interpolation methods.""" index = np.where(wave_ref[:, 0, 0] == lambda_val) plcor_slice = ref_ext[index[0][0]].reshape(ref_ext[index[...
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import socket def find_port(): """ Return an unbound port """ s=socket.socket() s.bind(("127.0.0.1",0)) port=s.getsockname()[1] s.close() return port
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def index(): """The index page which provide information about other API end points""" return """ <div> <h1> Inception REST API </h1> <h3> The following API end points are valid </h3> <ul> <h4> Inception V4 </h4> <li> <code>/inception/v4/ping </code> - <br/> ...
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def avg_length(tree, freq_dict): """ Return the number of bits per symbol required to compress text made of the symbols and frequencies in freq_dict, using the Huffman tree. @param HuffmanNode tree: a Huffman tree rooted at node 'tree' @param dict(int,int) freq_dict: frequency dictionary @rtype: fl...
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def traj_planner(grasp_position, grasp_step, way_points_number, movement, grasp_cartesian_pose, ori, d, actual_position): """Quintic Trajectory Planner Publish a trajectory to UR5 using quintic splines. Arguments: grasp_position {[float]} -- Grasp position [x, y, z] grasp_step {str} -- Set UR5 movement type...
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import types from typing import Optional from typing import Tuple def construct_nerf( rng: jax3d.RandomState, num_scenes: int, placeholder_batch: types.Batch, args: NerfParams, ) -> types.InitializedModel: """Construct a Neural Radiance Field. Args: rng: the random state. num_scenes: unus...
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def index(): """Show portfolio of stocks""" # Store the username of the user logged username = db.execute("SELECT username FROM users WHERE id = :uid", uid=int(session['user_id']))[0]["username"] # Put information from 'portfolio' into a list # got help from https://cs50.stackexchange.com/question...
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import email def message_with_one_attachment(): """ Pytest fixture """ with open("./test_data/pdf_one_email.eml", "rb") as f: message = email.message_from_binary_file(f) return message
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from typing import AnyStr def nodes_metric_rating(metric: AnyStr, tenant: AnyStr) -> Response: """ Get the rating for a given metric. :metric (AnyStr) A string representing the namespace. :tenant (AnyStr) A string representing the tenant. Return a response or nothing. """ config = reques...
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def list_to_python(value, convert_decimal=True, convert_number=True): """ convert a list of json values to python list """ return [value_to_python(item, convert_decimal=convert_decimal, \ convert_number=convert_number) for item in value]
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import random def random_sized_rect_crop(item, cfg): """ :param item: :param cfg: :return: Return random sized rectangle crop item['im'] and item['ps_label'] """ (im_height, im_width) = cfg.dataset.im.h_w (ps_label_height, ps_label_width) = cfg.dataset.ps_label.h_w for attempt in ...
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import random def flip(img, label, flip_mode='all', **kwargs): """ This function returns a tuple of tuples each of which includes flipped (img, label). """ # A Random Probability 0.5 is not applied to this function. result = [] choose = list(product([False, True], [False, True], [Fa...
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import re def clean_sentence(sentence): """Removes numbers, emails, URLs, unicode characters, hex characters, and punctuation from a sentence separated by whitespaces. Returns a tokenized, cleaned list of words from the sentence. Args: Sentence, i.e. string that possibly includes spaces and...
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def process_image(image, filters, ROI=None, return_predictions=False, combine_results=False, sort_filters=True): """Processes one image with process-function and returns the resulting value. """ return qualipy.process(image, filters, ROI, return_predictions, comb...
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def add_app_location(project_type, pkg_type, pkg_name, app_name, path, arch, build_host): """Add the location of a given application""" # Ensure the environment parameter is boolean project = PackageLocation( project_type=project_type, pkg_type=pkg_type, pkg_na...
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import requests def get_json_from_url(url): """Retrieve JSON from a URL, raising on failure.""" response = requests.get(url) response.raise_for_status() return response.json()
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def replace_merged(orig, merge): """Return sorted array of 'merge' and members of 'orig' that do not touch any of merge :param orig: Array of interval-like objects (e.g. peaks) :param merge: Array of interval-like objects (e.g. peaks) """ if not len(merge): return orig skip_windows ...
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def pop_transform(image: Image = None): """ Pop the last saved transform from the transform stack, and use it as the current transform. """ image = _get_target_image(image) return image.pop_transform()
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def create_dynamic_lr(training_steps, k, warmup_steps, hidden_size): """ Generate dynamic learning rate. """ lr = [] for current_step in range(1, training_steps+1): cur_lr = rsqrt_hidden(hidden_size) * k * min(current_step ** (-0.5), current_step * (warmup_steps ** (-1.5))) lr.append...
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def is_param(arg): """Returns whether the passed argument is a list or dictionary of params.""" return isinstance(arg, tuple) and arg[0] == "params"
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import collections def bottleneck(x, depth, stride=1, params=None, moments=None, maml_arch=False, use_project=False, backprop_through_moments=True): """ResNet18 residual block.""" params_keys, params_vars = []...
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def evaluate_numeric_condition(target, reveal_response): """ Tests whether the reveal_response contains a numeric condition. If so, it will evaluate the numeric condition and return the results of that comparison. :param target: the questions value being tested against :param reveal_response: the ...
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def _to_ice_data(data, column, x_s): """ Create the DataFrame necessary for ICE calculations """ ice_data = pd.DataFrame(np.repeat(data.values, x_s.size, axis=0), columns=data.columns) data_column = ice_data[column].copy() ice_data[column] = np.tile(x_s, data.shape[0]) return ice_data, data...
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import base64 def grab_screen(_driver): """ Grabs the screen """ image_b64 = _driver.execute_script(getbase64Script) screen = np.array(Image.open(BytesIO(base64.b64decode(image_b64)))) image = process_image(screen) # Processing image is required return image
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def render_parse_tag(): """Render a load more data button (only render the button).""" return {}
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def player_exists(player): """See if a player exists in the database or not. If yes, return 1, if not return 0.""" array = (player,) cursor.execute('SELECT * from players where dwname=?', array) if cursor.fetchone(): return 1 else: return 0
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def diff(f, x, times = 1, evaluate=True): """Differentiate f with respect to x It's just a wrapper to unify .diff() and the Derivative class, it's interface is similar to that of integrate() see http://documents.wolfram.com/v5/Built-inFunctions/AlgebraicComputation/Calculus/D.html """ return ...
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def get_summary_tree(training_metrics_grabber): """Extracts desired training statistics from the grabber state. Currently this function will compute the scalar aggregate gradient variance for every weight matrix of the model. Future iterations of this function may depend on the metrics_grabber config. Args:...
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def strip_string(string): """ :param string: :return: """ return string.strip()
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def gm(dic,data,g1=0.0,g2=0.0,g3=0.0, c=1.0,start=1,size='default',inv=False,one=False,hdr=False): """ Lorentz-to-Gauss apodization Parameters: * dic Dictionary of NMRPipe parameters. * data array of spectral data. * g1 Inverse exponential width in Hz * g2 Gaussian broaden wi...
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async def get_account(name=None, resource_group_name=None): """ Use this data source to access information about an existing CosmosDB (formally DocumentDB) Account. """ __args__ = dict() __args__['name'] = name __args__['resourceGroupName'] = resource_group_name __ret__ = await pulumi.runti...
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import hashlib def checksum(filepath, hcnstrctr=hashlib.md5, enc="utf-8"): """Compute the checksum of given file, `filepath` :raises: OSError, IOError """ return hcnstrctr(open(filepath).read().encode(enc)).hexdigest()
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def talkerIndication(): """TALKER INDICATION Section 9.1.44""" a = TpPd(pd=0x6) b = MessageType(mesType=0x11) # 00010001 c = MobileStationClassmark2() d = MobileId() packet = a / b / c / d return packet
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import json def status(dag_id: str) -> Response: """ Validate that the DAG is registered by Airflow. If exists, check the DagRun :param dag_id: DAG to find :return: API Response """ with settings.Session() as session: dag_model = session.query(DagModel).filter(DagModel.dag_id == ...
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from datetime import datetime from typing import Tuple import select from operator import and_ def get_release_id(datestamp: datetime, process_name: str) -> Tuple[int, datetime]: """ Generates or retrieves the `release_id` for the process. Parameters ---------- datestamp : datetime Datest...
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def convert_down_sample_weight_to_torch(jax_down_sample_params, torch_down_params): """Converts down sample jax weights to torch.""" conv0_weight = np.transpose( jax_down_sample_params['ConvBlockFactory_0']['Conv_0']['kernel'], [4, 3, 0, 1, 2]) torch_down_params...
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import requests def handle_exceptions(resource): """Decorator to provide common error handling""" def exception_handler_wrapper(func): def wrapper(*args, **kwargs): try: return func(*args, **kwargs) except requests.exceptions.Timeout: logger.err...
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def find_gpa(): """find dynamically imported functions (Windows) example function to be passed to hr_toolbox.ic_t() """ func_name = 'GetProcAddress' query = lambda cfunc, e: (e.op is cot_call and e.x.op is cot_obj and get_name(e.x.obj_ea) == func_name and len(e.a) == 2 and ...
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def extract_plane_triangulation(plane_data, verbose=False): """Extract the triangulation of the plane""" # Get Paraview's own triangulation cells = plane_data.GetPolys() triangles = cells.GetData() nb_triangles = triangles.GetNumberOfTuples()/4 tri = np.zeros((nb_triangles, 3)) for i in x...
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def special_page(request, **kwargs): """Render a basic template of special pages.""" return render(request, 'special_page.html', kwargs)
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def play_torrent(params): """ Play torrent :param params: :return: """ file_index = params.get('file_index') if file_index is not None and file_index != 'dialog': file_index = int(file_index) return _play(buffer_torrent(params['torrent'], file_index))
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import importlib def import_module(path): """ 基于指定的模块导入 点分割模块的导入路径。 """ module_path, module = str(path).rsplit('.', maxsplit=1) return getattr(importlib.import_module(module_path), module)
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def get_temp(): """ Get the temperature :return: The system temperature """ c = ProcessManagement() # Try to get the time from multiple thermal zones cmd = "cat /sys/class/thermal/thermal_zone*/temp" command_output = c.system_call(cmd, True)[0].decode('ascii') try: temperat...
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def distinct_color( exclude_colors, pastel_factor=0, n_attempts=1000, colorblind_type=None, rng=None ): """ Generate a colour as distinct as possible from the colours defined in exclude_colors Inspired by: https://gist.github.com/adewes/5884820 :param exclude_colors: a list of (r,g,b) tuples. r,g,b...
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import requests import yaml def load_legislators_current(): """ Loads the legislators-current.yaml :return: dict of the data """ response = requests.get('https://theunitedstates.io/congress-legislators/legislators-current.yaml') return yaml.load(response.content)
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def tf_generate_random_color_map( img, shuffle_exclude_first: int, bin_size: int ): """ Get colors and random color index in image. Parameters ---------- img : `Tensor` Tensor to generate color map. shuffle_exclude_first : int Random index calculate after this value. ...
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def _add_to_visited(values, visited, aut): """Return BDD `visited` updated with assignment `values`.""" c = list() for var, value in values.items(): t = aut.vars[var]['type'] if t == 'bool': assert value in (True, False), value if bool(value): c.append...
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def active_signal(depth=0): """Get the `Signal` object at the given `depth` of the active signals stack.""" return _active_signals[-1-depth]
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from typing import Optional def routes(start, end) -> tuple[str, Optional[list]]: """Generate routes message and keyboard""" def map_type(vehicle: vvo.Vehicle): if vehicle.type == vvo.TransportationType.FOOTPATH: return "➡️", "Fußweg", "" elif vehicle.type == vvo.TransportationTyp...
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def meta_patient(Market, match=arbitraryMatch, a=np.inf, verbose=False, **kwargs): """ Patient(a) algorithm from Akbarpour et al. (2014) a is default set to infinity, so patient() algorithm by default Attempts match if agent is critical or if his sojourn==a """ if verbose: ...
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def gen_grid(fov, min_, max_, overlap, snake, half_fov_offset=True, center=True): """ generate a grid of coordinates at which to do a tiled acquisition Parameters ---------- fov: array-like field-of-view in units min_: array-like minimum of bbox to scan max_: array-like ...
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def increment(x): """increments input by one""" return x+1
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def prepare_df(df, reduce_mem=False): """ This function converts the df header into string format for the gui to be able to plot Args: df --> pandas dataframe: df needs to be cleaned Return: df --> pandas dataframe: cleaned df """ if reduce_mem: df = reduce_mem_usag...
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from typing import Sequence from typing import Mapping from typing import Any import functools def event_predictions_to_ns( predictions: Sequence[Mapping[str, Any]], codec: event_codec.Codec, encoding_spec: note_sequences.NoteEncodingSpecType ) -> Mapping[str, Any]: """Convert a sequence of predictions to a...
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def dict_to_rule(rule, clf_feature_dict): """ Function to accept rule dict and convert to Rule object Parameters: rule: list of dict of schema [ { 'feature': int, 'operator': str, 'value': float }, ] """ output = '' for condition...
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async def friends( response: Response, db=Depends(get_db), current_user=Depends(get_current_active_user), ): """ Get current user's friends. """ return get_friends(db, current_user.id)
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def set_publish_time_series_args(args): """Set args to publish time-series """ public_time_series = {} if args.public_time_series: public_time_series = {"private": False} if args.model_price: public_time_series.update(price=args.model_price) if args.cpp: ...
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def generate_auth_token(uid, scope=None, expiration=7200): """生成令牌""" s = Serializer(current_app.config['SECRET_KEY'], expires_in=expiration) return s.dumps({ 'uid': uid, 'scope': scope })
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def lag_features(df, n_lags=1): """Calculate lagged features of input series.""" df_lagged = df.copy() for lag in range(1, n_lags + 1): shifted = df.shift(lag) shifted.columns = [x + "_lag" + str(lag) for x in df.columns] df_lagged = pd.concat((df_lagged, shifted), axis=1) ret...
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from unittest.mock import patch async def init_integration(hass, mock_config_entry): """Create a fake SMA Config Entry.""" mock_config_entry.add_to_hass(hass) with patch("pysma.SMA.read"): await hass.config_entries.async_setup(mock_config_entry.entry_id) await hass.async_block_till_done() ...
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async def system_private_info(): """ This end-point show private system info. """ try: return { 'branch': V.BRANCH_NAME, 'source_hash': V.SOURCE_HASH, 'directory': V.DB_HOME_DIR, 'unconfirmed': [txhash.hex() for txhash in obj.tx_builder.memory_pool...
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def dependency_trigger_has_expected_keys(job_dict: dict) -> bool: """ Dependency trigger must have expected keys. """ dependency_options = ["depends_on"] if not all(key in job_dict.keys() for key in dependency_options): raise InvalidSchemaError( "Dependency triggered job must hav...
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def flatten(list_like, recursive=True): """ Flattens a list-like datastructure (returning a new list). """ retval = [] for element in list_like: if isinstance(element, list): if recursive: retval += flatten(element, recursive=True) else: retval...
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def align(ref_seq, query_seq, window=100, aln_opts={}): """ Align two sequences then perform realignment around indels in order to obtain consistent gap positions. 1. Coarse alignment 2. Identify the location of indels 3. Create intervals of 'window' size around the indel locations 4. M...
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def console(prize_card, hand, max_card): """ Console strategy gets input from the user. """ result = None done = False while not done: print("") print("prize: " + str(prize_card) + " hand: " + str(hand.cards)) print("enter your pick:") answer = parse_input(input()) ...
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import unicodedata def strip_accents(obj): """ Return ``obj`` as a string (or unicode in Python2) with its accents removed. """ string = force_text(obj) accentless_chars = [c for c in unicodedata.normalize('NFD', string) if unicodedata.category(c) != 'Mn'] return ''...
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def compute_dice_score(y_pred, y_true, to_onehot_y=True, use_argmax=True, layout="NDHWC", include_background=False, compute_mean_score=True): """CPU compute dice score.""" dice_s...
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def weighted_color(n_classes, probs, n_bins=100): """ Compute a weighted sum probability given a list of probabilities, a number of classes and a number of bins Returns: Weighted probability value """ n_classes = float(len(n_classes) - 1) l = 1.0 / n_bins h = 1 - l p = 0....
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def proj_persp( xyz, C, a, fov, dims, normals=None): """ Project 3d point xyz based on a pinhole camera model. *Arguments*: - xyz = a nx3 numpy array with a position vector (x,y,z) in each column. - C = the position of the camera. - a = the three camera rotatation euler angles (appled around...
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def update(trend: PriceTrend, value: float) -> Price: """Adds new Price object to the price trend list""" new_price = Price.from_value(value) trend.append(new_price) return new_price
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def modelLogsdetail(request, id,format=None): """ Retrieve, update or delete a server assets instance. """ try: snippet = Log_Ansible_Model.objects.get(id=id) except Log_Ansible_Model.DoesNotExist: return Response(status=status.HTTP_404_NOT_FOUND) if request.method == 'GET': ...
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def hash_image_from_path(image_path, algorithm='aHash', raw=False): """ Hashes the given image from his path with the chosen algorithm (average hash by default) (> str or ImageHash if raw)\n © Anime no Sekai - 2020 Project Erina """ image = Image.open(image_path) return(hash_image(image=imag...
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def theta(fo, l): """ equation 16 electrical length: ... should probably use guide wavelength here """ wavelength = 3e8 / fo # free space wavelength return 2.0*_np.pi*l/wavelength
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def _read_annotated_models(version): """Read the contents of the annotated models file from github.""" repo = github.repo_from_path(github.WB_PIPELINE_REPO) annot_file_content = github.read_released_file(repo, version, ...
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def wfg(P): """ Speed of sound; [m / s] saturation rise of""" return wg(P) - wf(P)
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import re def _parse_openssl_req(csr_filename): """ Parses openssl command line output, this is a workaround for M2Crypto's inability to get them from CSR objects. """ if not salt.utils.path.which("openssl"): raise salt.exceptions.SaltInvocationError("openssl binary not found in path") ...
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def load_images(left_name, right_name, parameters): """ read and blur stereo image pair. :param left_name: name of the left image. :param right_name: name of the right image. :param parameters: structure containing parameters of the algorithm. :return: blurred left and right images. """ ...
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def encode_apache( data, convert_bools=False, convert_nums=False, indent=" ", level=0, quote_all_nums=False, quote_all_strings=False, block_type='sections'): """Convert Python data structure to Apache format.""" # Return value rv = "" if block_type == 'sections': for c in data...
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def household_activity_choices(indiv_utils, interaction_coefficients, hhsize, trace_hh_id=None, trace_label=None): """ Calculate household utilities for each activity pattern alternative for households of hhsize The resulting activity pattern for each household will be coded a...
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def intents_to_string(intents, queryset=False): """ Args: intents: [{"action": "/application/json/view"}, ...] OR [models.Intent] (if queryset=True) Returns: ['<intent.action', ...] """ if queryset: new_intents = [i.action for i in intents] else: ...
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import six import itertools import hashlib def decrypt(secret, ciphertext, nosalt=False): """Given the first 16 bytes of splunk.secret, decrypt a Splunk password""" plaintext = None if isinstance(secret, six.text_type): secret = secret.encode() if isinstance(ciphertext, six.binary_type): ...
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def velocity_prior(speed=0.5, var=0.05): """Isotropic velocity based on a given speed. """ num_mixands = np.min((np.max((1,1/var)),20)) if np.mod(num_mixands,2) != 0: num_mixands += 1 c = np.eye(2) * var c = np.tile(c, (num_mixands, 1, 1)) means = [[np.cos(2 * np.pi / num_mixands * ...
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def probePoints(dataset, pts): """ Takes a ``Volume`` (or any other vtk data set) and probes its scalars at the specified points in space. Note that a mask is also output with valid/invalid points which can be accessed with `mesh.getPointArray('vtkValidPointMask')`. """ if isinstance(pts, v...
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import re def greek_to_english(string): """ Converts all greek letters to the corresponding english letters. Useful for creating song slugs from greek song titles. """ GREEK_MAP = { 'α':'a', 'β':'b', 'γ':'g', 'δ':'d', 'ε':'e', 'ζ':'z', 'η':'h', 'θ':'th', 'ι':'i', 'κ':'k', 'λ':'l',...
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from typing import Union def get_dataset_indexes( dataset: xr.Dataset, coord_var_name: str, coord_values: SeriesLike, index_dtype=np.float64 ) -> Union[xr.DataArray, np.ndarray]: """ Compute the indexes and their fractions into a coordinate variable *coord_var_name* of a *d...
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def addDiskImageToVM(vm_name,di_name): """ Attach the disk image to the 'stableVM'. Returns the LUN if successful otherwise returns None NOTE: azure vm show may return json matching the disk image name yet missing the LUN. When this occurs, the LUN is '0'. """ cmd='azure vm disk attach --j...
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def map_is_walkable(m: tcod.map.Map, x: int, y: int) -> bool: """ .. note:: This function is slow. .. deprecated:: 4.5 Use :any:`tcod.map.Map.walkable` to check this property. """ return bool(lib.TCOD_map_is_walkable(m.map_c, x, y))
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def VA(string): """ Color `string` for Variable""" return va+string+reset
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def bootstrap( conf: config.Configuration = config.EnvironmentThenFileConfiguration(), client: AbstractHttpClient = OpencastHttpApiClient() ) -> services.OpencastApi: """Composition root to handle early initialization returning a ready OpencastApi object. Dependency injection makes tes...
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import six def get_dtheta_benchmark_matrix(theta_type, theta_value, benchmarks, morpher=None): """Calculates matrix A_ij such that d dsigma(theta) / d theta_i = A_ij * dsigma (benchmark j)""" if theta_type == "benchmark": if morpher is None: raise RuntimeError("Cannot calculate score with...
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def _get_banks_to_remove(redis_server, bank, path=""): """ A simple tree traversal algorithm that builds the list of banks to remove, starting from an arbitrary node in the tree. """ current_path = bank if not path else "{path}/{bank}".format(path=path, bank=bank) bank_paths_to_remove = [current...
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