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def add_review(status): """ Adds the flags on the tracker document. Input: tracker document. Output: sum of the switches. """ cluster = status['cluster_switch'] classify = status['classify_switch'] replace = status['replace_switch'] final = status['final_switch'] finished = statu...
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def n_floordiv(a, b): """safe floordiv""" return np.where(b != 0, o.floordiv(a, b), 1)
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def load_encoder_inputs(encoder_np_vecs='train_body_vecs.npy'): """ Load variables & data that are inputs to encoder. Parameters ---------- encoder_np_vecs : str filename of serialized numpy.array of encoder input (issue title) Returns ------- encoder_input_data : numpy.array The issue body ...
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def parse_row(row): """Create an Event object from a data row Args: row: Tuple of input data. Returns: Event object. """ # Ignore either 1 or 2 columns that preceed year if len(row) > 6: row = row[2:] else: row = row[1:] # Remove occasional 'r' or 'x' character prefix from year, # I...
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import math import operator from typing import Counter def vertical_log_binning(p, data): """Create vertical log_binning. Used for peak sale.""" index, value = zip(*sorted(data.items(), key=operator.itemgetter(1))) bin_result = [] value = list(value) bin_edge = [min(value)] i = 1 while len...
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def get_main_name(ext="", prefix=""): """Returns the base name of the main script. Can optionally add an extension or prefix.""" return prefix + op.splitext(op.basename(__main__.__file__))[0] + ext
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def _grad_block_to_band(op, grad): """ Gradient associated to the ``block_to_band`` operator. """ grad_block = banded_ops.band_to_block( grad, op.get_attr("block_size"), symmetric=op.get_attr("symmetric"), gradient=True ) return grad_block
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def LSTM(nO, nI): """Create an LSTM layer. Args: number out, number in""" weights = LSTM_weights(nO, nI) gates = LSTM_gates(weights.ops) return Recurrent(RNN_step(weights, gates))
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import requests def get_token(host, port, headers, auth_data): """Return token for a user. """ url = api_url(host, port, '/Users/AuthenticateByName') r = requests.post(url, headers=headers, data=auth_data) return r.json().get('AccessToken')
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from datetime import datetime def generateDateTime(s): """生成时间""" dt = datetime.fromtimestamp(float(s)/1e3) time = dt.strftime("%H:%M:%S.%f") date = dt.strftime("%Y%m%d") return date, time
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def get_activation_function(): """ Returns tf.nn activation function """ return ACTIVATION_FUNCTION
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import requests import json def doi_and_title_from_citation(citation): """ Gets the DOI from a plaintext citation. Uses a search to CrossRef.org to retrive paper DOI. Parameters ---------- citation : str Full journal article citation. Example: Senís, Elena, et al. "CRISPR...
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def prep_ciphertext(ciphertext): """Remove whitespace.""" message = "".join(ciphertext.split()) print("\nciphertext = {}".format(ciphertext)) return message
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def main(): """Runs dir().""" call = PROCESS_POOL.submit(call_dir) while True: if call.done(): result = call.result().decode() print("Results: \n\n{}".format(result)) return result
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def bacthing_predict_SVGPVAE_rotated_mnist(test_data_batch, vae, svgp, qnet_mu, qnet_var, aux_data_train): """ Get predictions for test data. See chapter 3.3 in Casale's paper. This version supports batching in prediction pipeline (contrary to function predict_SVGP...
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async def async_setup_entry(hass: HomeAssistant, entry: ConfigEntry): """ Set up Strava Home Assistant config entry initiated through the HASS-UI. """ hass.data.setdefault(DOMAIN, {}) # OAuth Stuff try: implementation = await config_entry_oauth2_flow.async_get_config_entry_implementati...
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from typing import List from typing import Tuple from typing import Union def normalize_boxes(boxes: List[Tuple], img_shape: Union[Tuple, List]) -> List[Tuple]: """ Transform bounding boxes back to yolo format """ img_height = img_shape[1] img_width = img_shape[2] boxes_ = [] for i in ran...
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import copy def _make_reference_filters(filters, ref_dimension, offset_func): """ Copies and replaces the reference dimension's definition in all of the filters applied to a dataset query. This is used to shift the dimension filters to fit the reference window. :param filters: :param ref_dimensi...
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def load_plane_dataset(name, num_points, flip_axes=False): """Loads and returns a plane dataset. Args: name: string, the name of the dataset. num_points: int, the number of points the dataset should have, flip_axes: bool, flip x and y axes if True. Returns: A Dataset object...
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def get_toxic(annotated_utterance, probs=True, default_probs=None, default_labels=None): """Function to get toxic classifier annotations from annotated utterance. Args: annotated_utterance: dictionary with annotated utterance, or annotations probs: return probabilities or not default: d...
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def compute_energy_lapkmode(X,C,l,W,sigma,bound_lambda): """ compute Laplacian K-modes energy in discrete form """ e_dist = ecdist(X,C,squared =True) g_dist = np.exp(-e_dist/(2*sigma**2)) pairwise = 0 Index_list = np.arange(X.shape[0]) for k in range(C.shape[0]): tmp=np.asa...
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def calc_2d_wave_map(wave_grid, x_dms, y_dms, tilt, oversample=2, padding=10, maxiter=5, dtol=1e-2): """Compute the 2D wavelength map on the detector. :param wave_grid: The wavelength corresponding to the x_dms, y_dms, and tilt values. :param x_dms: the trace x position on the detector in DMS coordinates. ...
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def export_data(): """Exports data to a file""" data = {} data['adgroup_name'] = request.args.get('name') if data['adgroup_name']: data['sitelist'] = c['adgroups'].find_one({'name':data['adgroup_name']}, {'sites':1})['sites'] return render_template("export.html", data=data)
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def thresh_bin(img, thresh_limit=60): """ Threshold using blue channel """ b, g, r = cv2.split(img) # mask = get_salient(r) mask = cv2.threshold(b, 50, 255, cv2.THRESH_BINARY_INV)[1] return mask
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from typing import Any def get_aux(): """Get the entire auxiliary stack. Not commonly used.""" @parser def g(c: Cursor, a: Any): return a, c, a return g
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def _destupidize_dict(mylist): """The opposite of _stupidize_dict()""" output = {} for item in mylist: output[item['key']] = item['value'] return output
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def equipment_add(request, type_, id_=None): """Adds an equipment.""" template = {} if request.method == 'POST': form = EquipmentForm(request.POST) if form.is_valid(): form.save(request.user, id_) return redirect('settings_equipment') template['form'] = fo...
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def _parse_text(val, **options): """ :return: Parsed value or value itself depends on 'ac_parse_value' """ if val and options.get('ac_parse_value', False): return parse_single(val) return val
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def get_rotation_matrix(rotation_angles): """Get the rotation matrix from euler's angles Parameters ----- rotation_angles: array-like or list Three euler angles in the order [sai, theta, phi] where sai = rotation along the x-axis theta = rotation along the y-axis phi = r...
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def _metric_list_for_check(maas_store, entity, check): """ Computes the metrics list for a given check. Remote checks return a metric for each monitoring zone and each type of metric for the check type. Agent checks return a metric for each metric type on the check type. Check types that Mimic ...
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def filter_pdf_files(filepaths): """ Returns a filtered list with strings that end with '.pdf' Keyword arguments: filepaths -- List of filepath strings """ return [x for x in filepaths if x.endswith('.pdf')]
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def hue_quadrature(h: FloatingOrArrayLike) -> FloatingOrNDArray: """ Return the hue quadrature from given hue :math:`h` angle in degrees. Parameters ---------- h Hue :math:`h` angle in degrees. Returns ------- :class:`numpy.floating` or :class:`numpy.ndarray` Hue quadra...
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def aa_find_devices_ext (devices, unique_ids): """usage: (int return, u16[] devices, u32[] unique_ids) = aa_find_devices_ext(u16[] devices, u32[] unique_ids) All arrays can be passed into the API as an ArrayType object or as a tuple (array, length), where array is an ArrayType object and length is an i...
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def _get_blobs(im, rois): """Convert an image and RoIs within that image into network inputs.""" blobs = {'data' : None, 'rois' : None} blobs['data'], im_scale_factors = _get_image_blob(im) if not cfg.TEST.HAS_RPN: blobs['rois'] = _get_rois_blob(rois, im_scale_factors) #print ('lll: ', blobs['r...
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def string_limiter(text, limit): """ Reduces the number of words in the string to length provided. Arguments: text -- The string to reduce the length of limit -- The number of characters that are allowed in the string """ for i in range(len(text)): if i >= limit an...
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def in_ellipse(xy_list,width,height,angle=0,xy=[0,0]): """ Find data points inside an ellipse and return index list Parameters: xy_list: Points needs to be deteced. width: Width of the ellipse height: Height of the ellipse angle: anti-clockwise rotation angle in degrees ...
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import logging def get_real_images(dataset, num_examples, split=None, failure_on_insufficient_examples=True): """Get num_examples images from the given dataset/split. Args: dataset: `ImageDataset` object. num_examples: Number of images to read. ...
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from typing import Callable from typing import Any import websockets async def call(fn: Callable, *args, **kwargs) -> Any: """ Submit function `fn` for remote execution with arguments `args` and `kwargs` """ async with websockets.connect(WS_SERVER_URI) as websocket: task = serialize((fn, args...
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import numpy def wrap_array_func(func): """ Returns a version of the function func() that works even when func() is given a NumPy array that contains numbers with uncertainties. func() is supposed to return a NumPy array. This wrapper is similar to uncertainties.wrap(), except that it ha...
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def checkCrash(player, upperPipes, lowerPipes): """returns True if player collides with base or pipes.""" pi = player['index'] player['w'] = fImages['player'][0].get_width() player['h'] = fImages['player'][0].get_height() # if player crashes into ground if player['y'] + player['h'] >= nBaseY -...
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def convert_gwp(context, qty, to): """Helper for :meth:`convert_unit` to perform GWP conversions.""" # Remove a leading 'gwp_' to produce the metric name metric = context.split('gwp_')[1] if context else context # Extract the species from *qty* and *to*, allowing supported aliases species_from, uni...
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import random def getAction(board, policy, action_set): """ return action for policy, chooses max from classifier output """ # if policy doesn't exist yet, choose action randomly, else get from policy model if policy == None: valid_actions = [i for i in action_set if i[0] > -1] if ...
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def f_assert_must_between(value_list, args): """ 检测列表中的元素是否为数字或浮点数且在args的范围内 :param value_list: 待检测列表 :param args: 范围列表 :return: 异常或原值 example: :value_list [2, 2, 3] :args [1,3] :value_list ['-2', '-3', 3] :a...
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from scipy.stats import zscore from scipy.ndimage import label def annotate_muscle_zscore(raw, threshold=4, ch_type=None, min_length_good=0.1, filter_freq=(110, 140), n_jobs=1, verbose=None): """Create annotations for segments that likely contain muscle artifacts. Detects data segm...
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def circ_dist2(a, b): """Angle between two angles """ phi = np.e**(1j*a) / np.e**(1j*b) ang_dist = np.arctan2(phi.imag, phi.real) return ang_dist
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def hinge_loss(positive_scores, negative_scores, margin=1.0): """ Pairwise hinge loss [1]: loss(p, n) = \sum_i [\gamma - p_i + n_i]_+ [1] http://yann.lecun.com/exdb/publis/pdf/lecun-06.pdf :param positive_scores: (N,) Tensor containing scores of positive examples. :param negative_scores: (...
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def build(req): """Builder for this format. Args: req: flask request Returns: Json containing the creative data """ errors = [] v = {} tdir = "/tmp/" + f.get_tmp_file_name() index = get_html() ext = f.get_ext(req.files["videofile"].filename) if ext != "mp4": return {"errors": ["Only ...
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def search(query, data, metric='euclidean', verbose=True): """ do search, return ranked list according to distance metric: hamming/euclidean query: one query per row dat: one data point per row """ #calc dist of query and each data point if metric not in ['euclidean', 'hamming']: ...
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def create_circle_widget(canvas: Canvas, x: int, y: int, color: str, circle_size: int): """create a centered circle on cell (x, y)""" # in the canvas the 1st axis is horizontal and the 2nd is vertical # we want the opposite so we flip x and y for the canvas # to create an ellipsis, we give (x0, y0) and ...
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def _format_program_counter_relative(state): """Program Counter Relative""" program_counter = state.program_counter operand = state.current_operand if operand & 0x80 == 0x00: near_addr = (program_counter + operand) & 0xFFFF else: near_addr = (program_counter - (0x100 - operand)) & ...
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def compile_program( program: PyTEAL, mode: Mode = Mode.Application, version: int = 5 ) -> bytes: """Compiles a PyTEAL smart contract program to the TEAL binary code. Parameters ---------- program A function which generates a PyTEAL expression, representing an Algorand program. mode ...
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def predict(yolo_outputs, image_shape, anchors, class_names, obj_threshold, nms_threshold, max_boxes = 1000): """ Process the results of the Yolo inference to retrieve the detected bounding boxes, the corresponding class label, and the confidence score associated. The threshold value 'obj_threshold' serves to disca...
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def ae_model(inputs, train=True, norm=True, **kwargs): """ AlexNet model definition as defined in the paper: https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf You will need to EDIT this function. Please put your AlexNet implementation here. N...
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def filter_by_country(data, country=DEFAULT_COUNTRY): """ Filter provided data by country (defaults to Czechia). data: pandas.DataFrame country: str """ # Filter data by COUNTRY return data[data[COLUMN_FILTER] == country]
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def scans_from_csvs(*inps, names=None): """ Read from csvs. :param inps: file names of the csvs :param names: names of the Scans :return: list of Scans """ ns, temp_vals, heat_flow_vals = read_csvs(inps) names = ns if names is None else names return [Scan(*vals) for vals in zip(temp...
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def part_b(puzzle_input): """ Calculate the answer for part_b. Args: puzzle_input (list): Formatted as the provided input from the website. Returns: string: The answer for part_b. """ return str(collect_letters(puzzle_input)[1])
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def data_encoder(data): """ Encode all categorical values in the dataframe into numeric values. @param data: the original dataframe @return data: the same dataframe with all categorical variables encoded """ le = preprocessing.LabelEncoder() cols = data.columns numcols = data._get_n...
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def _search_settings(method_settings_keys, settings): """ We maintain a dictionary of dimensionality reduction methods in dim_settings_keys where each key (method) stores another dictionary (md) holding that method's settings (parameters). The keys of md are component ids and the values are paramete...
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def svn_opt_resolve_revisions(*args): """ svn_opt_resolve_revisions(svn_opt_revision_t peg_rev, svn_opt_revision_t op_rev, svn_boolean_t is_url, svn_boolean_t notice_local_mods, apr_pool_t pool) -> svn_error_t """ return _core.svn_opt_resolve_revisions(*args)
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from typing import Union from pathlib import Path from typing import Any def write_midi( path: Union[str, Path], music: "Music", backend: str = "mido", **kwargs: Any ): """Write a Music object to a MIDI file. Parameters ---------- path : str or Path Path to write the MIDI file...
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import string from re import VERBOSE def find_star_column(file, column_type, header_length) : """ For an input .STAR file, search through the header and find the column numbers assigned to a given column_type (e.g. 'rlnMicrographName', ...) """ with open(file, 'r') as f : line_num = 0 for ...
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def recalculate_bb(df, customization_dict, image_dir): """After resizing images, bb coordinates are recalculated. Args: df (Dataframe): A df for image info. customization_dict (dict): Resize dict. image_dir (list): Image path list Returns: Dataframe: Updated dataframe. ...
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def free_port(): """Returns a free port on this host """ return get_free_port()
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def justify_to_box( boxstart: float, boxsize: float, itemsize: float, just: float = 0.0) -> float: """ Justifies, similarly, but within a box. """ return boxstart + (boxsize - itemsize) * just
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import time def generate_hostname(domain, hostname): """If hostname defined, returns FQDN. If not, returns FQDN with base32 timestamp. """ # Take time.time() - float, then: # - remove period # - truncate to 17 digits # - if it happen that last digits are 0 (and will not be displayed, s...
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def symmetrize(M): """Return symmetrized version of square upper/lower triangular matrix.""" return M + M.T - np.diag(M.diagonal())
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def prep_public_water_supply_fraction() -> pd.DataFrame: """calculates public water supply deliveries for the commercial and industrial sectors individually as a ratio to the sum of public water supply deliveries to residential end users and thermoelectric cooling. Used in calculation of public water supp...
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def set_matchq_in_constraint(a, cons_index): """ Takes care of the case, when a pattern matching has to be done inside a constraint. """ lst = [] res = '' if isinstance(a, list): if a[0] == 'MatchQ': s = a optional = get_default_values(s, {}) r = gener...
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def istype(klass, object): """Return whether an object is a member of a given class.""" try: raise object except klass: return 1 except: return 0
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from typing import Mapping from typing import Any def _embed_from_mapping(mapping: Mapping[str, Any], ref: str) -> mapry.Embed: """ Parse the embed from the mapping. All the fields are parsed except the properties, which are parsed in a separate step. :param mapping: to be parsed :param ref:...
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import pdb def generate_csv_from_pnl(pnl_file_name): """在.pnl文件的源路径下新生成一个.csv文件. 拷贝自export_to_csv函数. pnl_file_name需包含路径. """ pnlc = alib.read_pnl_from_file(pnl_file_name) pnl = pnlc[1] if pnl is None: print('pnl文件{}不存在!'.format(pnl_file_name)) pdb.set_trace() csv_file_name = pnl_fi...
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def parse_number(text, allow_to_fail): """ Convert to integer, throw if fails :param text: Number as text (decimal, hex or binary) :return: Integer value """ try: if text in defines: return parse_number(defines.get(text), allow_to_fail) return to_number(text) exce...
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import importlib def pick_vis_func(options: EasyDict): """Pick the function to visualize one batch. :param options: :return: """ importlib.invalidate_caches() vis_func = getattr( import_module("utils.vis.{}".format(options.vis.name[0])), "{}".format(options.vis.name[1]) ) ...
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import numpy def scale_quadrature(quad_func, order, lower, upper, **kwargs): """ Scale quadrature rule designed for unit interval to an arbitrary interval. Args: quad_func (Callable): Function that creates quadrature abscissas and weights on the unit interval. orde...
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def ask_for_region(self): """ask user for region to select (2-step process)""" selection = ["BACK"] choices = [] while "BACK" in selection: response = questionary.select( "Select area by (you can go back and combine these choices):", choices=["continents", "regions", "co...
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import array def peakAlign(refw,w): """ Difference between the maximum peak positions of the signals. This function returns the difference, in samples, between the peaks position of the signals. If the reference signal has various peaks, the one chosen is the peak which is closer to the middle ...
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def get_games(by_category, n_games): """ This function imports the dataframe of most popular games and returns a list of game names with the length of 'n_games' selected by 'by_category'. Valid options for 'by_category': rank, num_user_ratings """ df = pd.read_csv('../data/popular_games_with_image_u...
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def diurnalPDF( t, amplitude=0.5, phase=pi8 ): """ "t" must be specified in gps seconds we convert the time in gps seconds into the number of seconds after the most recent 00:00:00 UTC return (1 + amplitude*sin(2*pi*t/day - phase))/day """ if amplitude > 1: raise ValueError("amplitude ca...
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def imap_workers(workers, size=2, exception_handler=None): """Concurrently converts a generator object of Workers to a generator of Responses. :param workers: a generator of worker objects. :param size: Specifies the number of workers to make at a time. default is 2 :param exception_handler: Callbac...
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import time def output_time(time_this:float=None,end:str=" | ")->float: """输入unix时间戳,按格式输出时间。默认为当前时间""" if not time_this: time_this=time.time()-TIMEZONE print(time.strftime('%Y-%m-%d %H:%M:%S',time.gmtime(time_this)),end=end) # return time_this
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def blend_color(color1, color2, blend_ratio): """ Blend two colors together given the blend_ration :param color1: pygame.Color :param color2: pygame.Color :param blend_ratio: float between 0.0 and 1.0 :return: pygame.Color """ r = color1.r + (color2.r - color1.r) * blend_ratio g = c...
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def solve_a_star(start_id: str, end_id: str, nodes, edges): """ Get the shortest distance between two nodes using Dijkstra's algorithm. :param start_id: ID of the start node :param end_id: ID of the end node :return: Shortest distance between start and end node """ solution_t_start = perf_c...
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def get_dhcp_relay_statistics(dut, interface="", family="ipv4", cli_type="", skip_error_check=True): """ API to get DHCP relay statistics Author Chaitanya Vella (chaitanya-vella.kumar@broadcom.com) :param dut: :type dut: :param interface: :type interface: """ cli_type = st.get_ui_typ...
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def check_rule_for_Azure_ML(rule): """Check if the ports required for Azure Machine Learning are open""" required_ports = ['29876', '29877'] if check_source_address_prefix(rule.source_address_prefix) is False: return False if check_protocol(rule.protocol) is False: return False i...
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import re def text_cleanup(text: str) -> str: """ A simple text cleanup function that strips all new line characters and substitutes consecutive white space characters by a single one. :param text: Input text to be cleaned. :return: The cleaned version of the text """ text.replace('\n', ''...
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def create_overide_pandas_func( cls, func, verbose, silent, full_signature, copy_ok, calculate_memory ): """ Create overridden pandas method dynamically with additional logging using DataFrameLogger Note: if we extracting _overide_pandas_method outside we need to implement decorator like here ...
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def orthogonalize(U, eps=1e-15): """ Orthogonalizes the matrix U (d x n) using Gram-Schmidt Orthogonalization. If the columns of U are linearly dependent with rank(U) = r, the last n-r columns will be 0. Args: U (numpy.array): A d x n matrix with columns that need to be orthogonalized....
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def boolean(func): """ Sets 'boolean' attribute (this attribute is used by list_display). """ func.boolean=True return func
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def load_output_template_configs(items): """Return list of output template configs from *items*.""" templates = [] for item in items: template = OutputTemplateConfig( id=item["id"], pattern_path=item.get("pattern-path", ""), pattern_base=item.get("pattern-base", ...
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def read_keyword_arguments_section(docstring: Docstring, start_index: int) -> tuple[DocstringSection | None, int]: """ Parse a "Keyword Arguments" section. Arguments: docstring: The docstring to parse start_index: The line number to start at. Returns: A tuple containing a `Sect...
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from typing import Mapping from typing import Iterable def is_builtin(x, drop_callables=True): """Check if an object belongs to the Python standard library. Parameters ---------- drop_callables: bool If True, we won't consider callables (classes/functions) to be builtin. Classes have ...
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import yaml def random_pair_selection(config_path, data_size=100, save_log="random_sents"): """ randomly choose from parallel data, and save to the save_logs :param config_path: :param data_size: :param save_log: :return: random selected pair...
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from typing import OrderedDict from typing import Counter def profile_nominal(pairs, **options): """Return stats for the nominal field Arguments: :param pairs: list with pairs (row, value) :return: dictionary with stats """ result = OrderedDict() values = [r[1] for r in pairs] c = Cou...
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from typing import List def class_definitions(cursor: Cursor) -> List[Cursor]: """ extracts all class definitions in the file pointed by cursor. (typical mocks.h) Args: cursor: cursor of parsing result of target source code by libclang Returns: a list of cursor, each pointing to a class definiti...
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def service_list_by_category_view(request, category): """Shows services for a chosen category. If url doesn't link to existing category, return user to categories list""" template_name = 'services/service-list-by-category.html' if request.method == "POST": contact_form = ContactForm(request.POST...
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def check_columns(board: list): """ Check column-wise compliance of the board for uniqueness (buildings of unique height) and visibility (top-bottom and vice versa). Same as for horizontal cases, but aggregated in one function for vertical case, i.e. columns. >>> check_columns(['***21**', '412453*', '...
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def get_git_tree(pkg, g, top_prd): """ :return: """ global pkg_tree global pkg_id global pkg_list global pkg_matrix pkg_tree = Tree() pkg_id = 0 pkg_list = dict() # pkg_list['root'] = [] if pkg == '': return None if pkg in Config.CACHED_GIT_REPOS: p...
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import requests def get_requests_session(): """Return an empty requests session, use the function to reuse HTTP connections""" session = requests.session() session.mount("http://", request_adapter) session.mount("https://", request_adapter) session.verify = bkauth_settings.REQUESTS_VERIFY sess...
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def edit_role_description(rid, description, analyst): """ Edit the description of a role. :param rid: The ObjectId of the role to alter. :type rid: str :param description: The new description for the Role. :type description: str :param analyst: The user making the change. :type analyst:...
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def have_questions(pair, config, info=None): """ Return True iff both images are annotated with questions. """ qas = info["qas"] c1id = pair[0] if qas[c1id]['qas'] == []: return False c2id = pair[1] if qas[c2id]['qas'] == []: return False return True
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