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def calculate_transit_duration_in_days(t, period, transit_times, duration): """Return estimate for transit duration in days""" # Difference between (time series duration / period) and epochs transit_duration_in_days_raw = ( duration * calculate_stretch(t, period, transit_times) * period ) ...
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def profile(request, user_id): """ Function that enables one to see their profile """ title = "Profile" profile = Profile.objects.get(user_id=user_id) biz = Business.objects.filter(user_id=user_id).all() hood = Neighbour.objects.filter(user_id=user_id).all() users = User.objects.get(id=u...
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def get_binomial_filter_1d(size): """ This produces a 1d spatial filter with binomial coefficients """ assert size > 1 kernel = np.array([0.5, 0.5]) for i in range(size - 2): kernel = convolve(np.array([0.5, 0.5]), kernel) return kernel
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import socket def get_hostname() -> str: """ Get the current hostname, or fall back to localhost. """ try: return socket.getfqdn() except: return 'localhost'
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def format_design_table(designs: pd.DataFrame, minimum_detectable_iroas: float, minimum_lift_in_response_metric: float = 10.0, minimum_revenue_covered_by_treatment: float = 5.0): """Formats a table with the output designs. Args: designs: t...
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def SerializeEntries(entries): """Serializes given triplets of python and wire values and a descriptor.""" output = [] for python_format, wire_format, type_descriptor in entries: if wire_format is None or (python_format and type_descriptor.IsDirty(python_format)): wire_fo...
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from typing import List from typing import Tuple def get_anilist(username: str, **vars) -> List[Tuple[int,str]]: """ Gets an anilist list with a username. """ measure = Measure() raw = get_raw_anilist(username, **vars) data = sort_anilist(raw) logger.info(f'[get] Got data from anilist in {...
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def get_metadata_wikidata(person_complete_name): """ Get birth date, gender and nationality (expressed with country name) for the given person :param person_complete_name: Person you are interested in :return: """ entities_ids = get_wikidata_entities(person_complete_name) person_metadata = {...
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def evaluate_general( result_paths, interactions_paths, events_paths, metrics, x_axis_name, x_axis_type, group_key, group_key_name_func, sort_keyfunc=None, xticks=[], K=10): """ Return a 3D table group_key: the legend part metrics: the y axis x_axis_name, sort...
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def _get_group_discount_offer(basket, balance, group_items, num_items_offer, price_offer): """ Update the balance and the basket for a Group discount offer. """ group_items = [item for item in group_items if item in basket] offers_sold = sum([basket[item] for item in group_items])//num_items_offer...
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def calculate_acc(mode: enums.GameMode, osu_score: dict, exclude_misses: bool = False): """ Calculate the accuracy using formulas from https://osu.ppy.sh/wiki/Accuracy """ # Parse data from the score: 50s, 100s, 300s, misses, katu and geki keys = ("count_300", "count_100", "count_50", "count_miss", "count_k...
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def softmax_kernel_transformation(data, is_query, projection_matrix=None, numerical_stabilizer=0.000001): """Computes random features for the softmax kernel using FAVOR+ mechanism. Computes random features for the...
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from typing import List from typing import Sequence from typing import Tuple def global_bspline_interpolation_first_derivatives( fit_points: List[Vec3], derivatives: List[Vec3], degree: int, t_vector: Sequence[float]) -> Tuple[List[Vec3], List[float]]: """ Interpolate the contr...
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from datetime import datetime import os def dashboard(request): """ Render HTML for dashboard/metrics view. """ # Datasets dataset_count = Dataset.objects.all().count() datasets_without_descriptions = [(unquote(dataset['name']), dataset['slug']) for dataset in Dataset.objects.filter(descripti...
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import csv def read_csv_as_list_dict(filename, separator, quote): """ Inputs: filename - name of CSV file separator - character that separates fields quote - character used to optionally quote fields Output: Returns a list of dictionaries where each item in the list corr...
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def _getname(node: Node): """Get mpiexec name for forward and frechet.""" if node.step is not None: return f"_it{node.iter:05d}_ls{node.step:05d}" else: return f"_it{node.iter:05d}"
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def get_plugin(plugin_name): """ _get_plugin_ Get the deploy plugin requested from the factory """ factory = pluggage.registry.get_factory( 'deploy', load_modules=['cirrus.plugins.deployers'] ) return factory(plugin_name)
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import socket import subprocess import json def get_instance_identification(): """ Gets an identifier for an instance. Gets EC2 instanceId if possible, else local hostname """ instance_id = socket.gethostname() try: # "special tactics" for getting instance data inside EC2 instance...
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import logging def shift_display_orders(at_display_order): """ shift the display order in hpo_site_id_mappings_table when a new HPO is to be added. :param at_display_order: index where the display order :return: """ q = SHIFT_HPO_SITE_DISPLAY_ORDER.format( display_order=at_display_orde...
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def calculate_postrior_GP(lmbda_q2, mu_omega_int_points, kappa_X, mu_omega_X, kappa_int_points, num_integration_points, T, Kss_inv, noise, ks_X, ks_int_points): """ This method calculates the mean and the covariance of the GP in the inducing points. :param...
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def get_species_list(request): """ Get list of distinct species labels """ species = models.ImageSet.objects.order_by().values_list('species', flat=True).distinct() return Response(sorted(list(species)))
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def encode(value): """ Encode Swarm. :param bytes value: a decoded content :return: the encoded content :rtype: str """ mhash = multihash.encode(multihash.from_hex_string(value), 'keccak-256') return make_cid(1, 'swarm-manifest', mhash).buffer
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import logging def process_raw_data(raw_data_filepath: str, processed_data_filepath: str) -> None: """ Runs data processing scripts to turn raw data from (../raw) into cleaned data ready to be analyzed (saved in ../processed). """ logger = logging.getLogger(__name__) raw_data = pd.read_csv(ra...
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import http from bs4 import BeautifulSoup import os def scrape(web_url, pdf, pg_no): """ Web scraping logic """ try: page = urllib2.urlopen(web_url, timeout=200) except http.client.RemoteDisconnected: print("Error 404: {} not found.".format(web_url)) return 0 soup ...
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def _get_best_corrs(pvals_file): """extract sig motifs """ with h5py.File(pvals_file, "r") as hf: keys = sorted(hf["pvals"].keys()) for key_idx in range(len(keys)): key = "pvals/{}/correlations".format(keys[key_idx]) # get hgnc_ids and corr values with h5py.File(pvals_f...
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def l2_regularization(params): """Computes l2 regularization term for parameters.""" return jax.tree_util.tree_reduce(op.add, l2_norm(params))
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import os import sys def load(dpath): """ Loads data from directory. Arguments: dpath -- directory Returns: train_set_x_orig -- train set features train_set_y_orig -- train set labels test_set_x_orig -- train set features test_set_y_orig -- test set labels classes -- list of ...
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from ..datasets import fetch_fermi_extended_sources from ..data import SpectralCube def _extended_image(catalog, reference_cube): """Reprojects and adds extended source images to a larger survey image. """ # This import is here instead of at the top to avoid an ImportError # due to circular dependenci...
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def _read_epoch_encoder_file(metadata): """ Read in epochs from the ``epoch_encoder_file`` in ``metadata`` and return a dataframe. """ if metadata.get('epoch_encoder_file', None) is None: return None else: # data types for each column in the file dtypes = { ...
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from datetime import datetime def get_submission_data_from_pushshift(raw_submission): """Creates a submission object from a Pushshift Submission JSON Parameters: raw_submission (dict): Pushshift Submission instance Returns: dict: object with information about a submission, like body, author or...
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def google_webResults(input): """ google_webResults """ return google_webResults_soup(input)
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def pyscv_refresh(*args): """ pyscv_refresh(py_this) -> bool """ return _ida_kernwin.pyscv_refresh(*args)
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def get_auth_header(): """ Return the authentication header. """ return gazu.client.make_auth_header()
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from typing import Any from typing import List def default_input_mapping(data: Any) -> List[Tensor]: """Finds all tensors in a (nested) collection that have the same batch size. Args: data: a tensor or a collection of tensors (tuple, list, dict, etc.). Returns: A list of all tensors with...
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from datetime import datetime def get_month_range(months=0, unbounded=False): """获取月的开始和结束时间. :param unbounded: 开区间 """ today = datetime.date.today() year_diff = (today.month + months) // 12 end = today.replace( month=(today.month + months) % 12 + 1, year=today.year + year_d...
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from typing import Dict import pkgutil import io def _load_categories(filepath: str) -> Dict[str, str]: """Load data for domain category matching. Args: filepath: relative path to csv file containing domains and categories Returns: Dictionary mapping domains to categories """ data = pkgutil.get_da...
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def parse_data(format, need_shape=True, **kwargs): """An interface of data parser. Args: format (str): Data parser format. need_shape (bool): Whether need shape attributes. Default: True. Returns: obj (dict): Parsed data. Examples: {'img_names': ['COCO_val2014...
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import time def extract_waveforms(ephys_file, ts, ch, t=2.0, sr=30000, n_ch_probe=385, dtype='int16', offset=0, car=True): """ Extracts spike waveforms from binary ephys data file, after (optionally) common-average-referencing (CAR) spatial noise. Parameters ---------- e...
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def users_groups(user, user_lookup_field, **kwargs): """List all groups belonging to a user""" user_obj = _okta_get("users", user, search=f"profile.{user_lookup_field} eq \"{user}\"") user_id = user_obj["id"] rv = okta_manager.call_okta(f"/users/{user_id}/groups", REST.get) rv.s...
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def _previousSibling(self): """ Return the previous sibling NOTE: This is fairly inefficient. The reason that it has to be done this way is because Text nodes are a subclass of `unicode` which is an immutable object. This means that we can't have two references to the same Text object (i....
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def file_mapper(json_: dict) -> File: """ Maps the json file response into a File object. :param json_: The json obtained from the endpoint call :type json_: dict :return: A File instance :rtype: :class:`vdx_helper.models.File` """ return File( file_hash=json_["file_hash"], ...
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def will_boom(message: str) -> None: """ This task will indirectly raise an exception. """ return boom(message)
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def boolean(value): """ Translate the given value to a boolean object. Example: >>> boolean(True) True >>> boolean(0) False >>> boolean('false') False >>> boolean('yes') True """ if isinstance(value, bool): return value ...
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def mppe_key_derivation_master_key(password_hash_hash, nt_response): """ RFC 3079 MPPE Key Derivation 3.4. Key Derivation Functions GetMasterKey :param password_hash_hash: :param nt_response: :return: master_key """ magic1 = "\x54\x68\x69\x73\x20\x69\x73\x20\x74\x68\x65\x20\x4d\x50\...
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def commutator (proc1, proc2): """Returns the commutator of A and B, i.e. [A, B], i.e. A * B * A^-1 * B^-1.""" return proc1 + proc2 + invert_moves(proc1) + invert_moves(proc2)
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import threading import multiprocessing import asyncio def test_PipeJsonRpcSendAsync_3(): """ Put multiple messages to the loop at once. The should be processed one by one. """ n_calls = 0 lock = threading.Lock() def method_handler1(): nonlocal n_calls with lock: n...
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import csv def readTsv(fileLines, d="\t"): """ convenience method for reading TSV file lines into csv.DictReader obj. """ reader = csv.DictReader(fileLines, delimiter=d) return reader
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def dispatch_unit_scada(file): """Extract generator dispatch data Params ------ file : bytes IO object Zipped CSV file of given MMSDM table Returns ------- df : pandas DataFrame MMSDM table in formatted pandas DataFrame """ # Columns to extract ...
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def _get_weights(Y, dist, weights): """Get the weights from an array of rankings and distances.""" sample_weight = get_weights(dist, weights) # Assign a constant value if applying a uniform weighting # to weigh the samples by the number of available classes sample_weight = sample_weight if sample_w...
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def credit(order_number, pnref=None, amt=None): """ Return funds that have been previously settled. :order_number: Order number :pnref: The PNREF of the authorization transaction to use. If not specified, the order number is used to retrieve the appropriate transaction. :amt: A custom ...
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import requests import pprint def get_location_data(location_list): """iterate through the list of locations and extract data from the API for each one. output the data in json format.""" location_data_json = {} address = 'http://unlock.edina.ac.uk/ws/search?name=' # address of API country_code = 'GB...
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def request_string_selection(string_options, dlg_kind="livemodal", dlg_klass=None, **selector_traits): """ Dialog to select a string among a list of options. Parameters ---------- string_options : list List of string values to choose from. Passed as the `string_opti...
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import tarfile import os import json import pickle def extract_files(filename, file_type='target_files', tmp_folder=None, clean_tmp=False): """ Read files from descriptor folder. .. codeauthor:: Angelo Ziletti <angelo.ziletti@gmail.com> """ logger.debug('Loading file {0}'.format(filename)) if ...
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def make_estimator(hparams): """Creates a TPU Estimator.""" generator = _get_generator(hparams) discriminator = _get_discriminator(hparams) if hparams.tpu_params.use_tpu_estimator: config = est_lib.get_tpu_run_config_from_hparams(hparams) return est_lib.get_tpu_estimator(generator, discriminator, hpara...
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import time from re import I def predict(model, data, batch, org_shape, rate, gpu): """ 推論実行メイン部 [in] model: 推論実行に使用するモデル [in] data: 分割(I.cnv.split)されたもの [in] batch: バッチサイズ [in] org_shape: 分割前のshape [in] rate: 出力画像の拡大率 [in] gpu: GPU ID [out] img: ...
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from pathlib import Path def _gen_bids_layout( bids_dir, derivatives, pybids_database_dir, pybids_reset_database, pybids_config=None, ): """Create (or reindex) the BIDSLayout if one doesn't exist, which is only saved if a database directory path is provided """ # Set db dir to Non...
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import requests from bs4 import BeautifulSoup def grep_candidate_papers(url): """scrape first 10 papers and choose one :param url: :return: target paper information (title, writer, year, citations, url, paper_id, snippet) """ html_doc = requests.get(url).text soup = BeautifulSoup(html_doc, "ht...
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import re def friendly_filename(filename): """ Creates a 'friendly' filename based on the given filename. The transformation process is as follows: - Get everything after the last slash - Remove the extension - Convert slashes, underscores, bracket, pound to space - Convert consecutive spa...
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def has_double_letters(string): """Tests if a string contains forbidden text""" return check_for_contents(string, DOUBLE_LETTERS)
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def preprocess_images_from_directory_val_separate(train_dir_path, test_dir_path, val_dir_path, label_mode, img_size, seed=45, batch_size=32, val_split=0.2, ): """ ...
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def transform_matrix_for_non_uniform_scale( x_factor, y_factor, z_factor, allow_flipping=False, ret_inverse_matrix=False ): """ Create a transformation matrix that scales by the given factors along `x`, `y`, and `z`. Forward: [[ s_0, 0, 0, 0 ], [ 0, s_1, 0, 0 ], [ ...
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def highway(input_, size, num_layers=1, bias=-2.0, f=tf.nn.relu, scope='Highway'): """ Highway Network (cf. http://arxiv.org/abs/1505.00387). t = sigmoid(Wy + b) z = t * g(Wy + b) + (1 - t) * y where g is nonlinearity, t is transform gate, and (1 - t) is carry gate. """ with tf.variable_sco...
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import requests def test_labels_added(repo, pull_num, labels, session): """ Test whether the labels were added correctly (permissions etc.) :param repo: repository :param pull_num: number of pull request :param labels: labels that were added :param session: open github session ...
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from typing import Dict from typing import Any async def provider(cid: int) -> Dict[str, Any]: """获取漫画章节.""" link = f"https://www.manhuagui.com/comic/{cid}/" async with HTTPClient() as client: response = await client.get(link) dom = PyQuery(response.text) title = dom(".book-title h1").te...
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def causal_numerator(qs, ks, vs): """Computes not-normalized FAVOR causal attention A_{masked}V. Args: qs: query_prime tensor of the shape [L,B,H,M]. ks: key_prime tensor of the shape [L,B,H,M]. vs: value tensor of the shape [L,B,H,D]. Returns: Not-normalized FAVOR causal attention A_{masked}V. ...
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import subprocess def _get_key_by_keyid(keyid): """Get a key via HTTPS from the Ubuntu keyserver. Different key ID formats are supported by SKS keyservers (the longer ones are more secure, see "dead beef attack" and https://evil32.com/). Since HTTPS is used, if SSLBump-like HTTPS proxies are in place,...
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def token_to_char_offset(e, candidate_idx, token_idx): """Converts a token index to the char offset within the candidate.""" c = e["long_answer_candidates"][candidate_idx] char_offset = 0 for i in range(c["start_token"], token_idx): t = e["document_tokens"][i] if not t["html_token"]: token = t["to...
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def FixedRateBondAddRedemption(builder, redemption): """This method is deprecated. Please switch to AddRedemption.""" return AddRedemption(builder, redemption)
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def proto_dict(message, including_default_value_fields=False, preserving_proto_field_name=True): """Convert a proto message to a standard dict object""" return json_format.MessageToDict( message, including_default_value_fields=including_default_value_fields, ...
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def get_arrow(delta): """Create glyphicon chevron :param delta: change in rankings from previous week :return: html code for arrow """ # Define html snippets to build arrow code snu = ' <span class="text-success">' snd = ' <span class="text-danger">' ns = '</span>' up = '<span cla...
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def GetHighlightColour(): """Get the default highlight color @return: wx.Colour """ if wx.Platform == '__WXMAC__': if CARBON: if hasattr(wx, 'MacThemeColour'): color = wx.MacThemeColour(Carbon.Appearance.kThemeBrushFocusHighlight) return color ...
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def different_ways_memoization(n): """Memoization implementation of different ways, O(n) time, O(n) max stack frames, O(n) pre-allocated space""" d = [0] * (n + 1) d[0] = 1 def different_ways_memoization_helper(k): if k < 0: return 0 if d[k] == 0: d[k] = differen...
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def get_mask_voxels(mask): """ Compute x,y,z coordinates of a binary mask Input: - mask: binary mask Output: - list of tuples containing the (x,y,z) coordinate for each of the input voxels """ indices = np.stack(np.nonzero(mask), axis=1) indices = [tuple(idx) for idx in indi...
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def __virtual__(): """ Only make this state available if the azurearm_resource module is available. """ if "azurearm_resource.resource_group_check_existence" in __salt__: return __virtualname__ return (False, "azurearm_resource module could not be loaded")
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def video_list(request): """ */entry/videos* The entry interface's videos list. This view lists all videos, their description, and allows you to click on them to view/edit the video. """ message = "" if request.GET.get('success') == 'true': message = "Video deleted successfully...
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def check_status(r: Response) -> Response: """Check the status code of a response and return it.""" if not r.status_code == codes.ok: if r.url.startswith(BASE_ENDPOINT) and not r.json()["success"]: errors = "\n".join(f"{err['code']}: {err['message']}" for err in r.json()["errors"]) ...
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def get_execution_platform(command, filename): """ <Purpose> Returns the execution platform based on a best-guess approach using the specified command, as well as the a file's extension. The command takes precedence over the file extension. If the extension is not recognized, then it will be assum...
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import io def _binary_to_string_handle(handle): """Treat a binary (bytes) handle like a text (unicode) handle (PRIVATE).""" try: # If this is a network handle from urllib, # the HTTP headers may tell us the encoding. encoding = handle.headers.get_content_charset() except AttributeE...
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import os def read(path): """读取路径下的文件""" user_id = os.environ.get("JUPYTERHUB_USER") or "" if not path.startswith("/"): path = rela2abs(path) with get_engine().begin() as db: src_file = get_file( db, user_id, path, True, cryp...
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import os def get_cardlist_from_filename(filename) -> CardList: """ Returns pandas database with parsed filename File should contain list of cards with number and card names """ _, file_extension = os.path.splitext(filename) if file_extension == '.cod': cardlist = _parse_cod(filename) ...
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def list_of_combs(arr): """returns a list of all subsets of a list""" combs = [] for i in range(0, len(arr) + 1): listing = [list(x) for x in combinations(arr, i)] combs.extend(listing) return combs
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import requests def model_details(model_id): """ Summarize the model. Parameters ---------- model_id: str A valid id for a model in BiGG. """ response = requests.get(BASE_URL + "models/%s" % model_id) response.raise_for_status() return response.json()
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def appearance_app_templates(context, template_name): """ Fetch the app templates for the requested `template_name`, render it with the current `request` from the `context`, and cache it for future use unless the template has the no caching comment. """ result = [] for app in apps.get_app_c...
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def unique_addons(addons_list): """Validate that an add-on is unique.""" single = set(addon[ATTR_SLUG] for addon in addons_list) if len(single) != len(addons_list): raise vol.Invalid("Invalid addon list on snapshot!") return addons_list
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def signals(): """ Use this decorator to identify the enumeration within your observable class that defines the class' signals. """ # We need an inner function that actually adds the logger instance to the class. def add_signals(cls): # If the class doesn't already extend SignalsEnum... ...
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def mod(x): """ Devuelve el modulo del vector x """ s = 0 for c in x: s += c**2 return sqrt(s)
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def calculate_heat_capacity(thm_dstr, temp): """ Calculate the Heat Capacity [Cp(T)] of a species using the coefficients of its NASA polynomial """ cfts = _coefficients_for_specific_temperature(thm_dstr, temp) if cfts is not None: heat_capacity = ( cfts[0] + (cft...
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from typing import Dict async def get_provider_icons(mass: MusicAssistant) -> Dict[str, str]: """Get Provider icons as base64 strings.""" return { prov.id: await get_provider_icon(prov.id) for prov in mass.get_providers(include_unavailable=True) }
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def take(a, indices, axis=None, out=None, mode='raise'): """ Take elements from an array along an axis. When axis is not None, this function does the same thing as "fancy" indexing (indexing arrays using arrays); however, it can be easier to use if you need elements along a given axis. A call such ...
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import tempfile import subprocess import json from pathlib import Path def _create_xclbin(mem_dict): """Create an XCLBIN file containing the specified memories """ with tempfile.TemporaryDirectory() as td: td = Path(td) (td / 'metadata.xml').write_text(BLANK_METADATA) (td / 'mem.j...
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import random import string def get_random_string(): """ generates a random string """ random_string = ''.join( [random.choice(string.ascii_letters + string.digits) for n in range(32)] ) return random_string
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def calc_slope_components(dem, dx): """Calculate finite slopes.""" # sx,sy = calcFiniteDiffs(elevGrid,dx) # calculates finite differences in X and Y direction using the # 2nd order/centered difference method. # Applies a boundary condition such that the size and location # of the grids in is t...
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def merge_neighbor_dims(x, axis=0): """Merge neighbor dimension of x, start by axis""" if len(x.get_shape().as_list()) < axis + 2: return x shape = shape_list(x) shape[axis] *= shape[axis+1] shape.pop(axis+1) return tf.reshape(x, shape)
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def matrix_transpose(matrix): """ function to transpose a matrix """ return [[row[i] for row in matrix] for i in range(len(matrix[0]))]
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def from_xml(df, column): """ Takes a dataframe with XML-encoded bundles in the given column and returns a Java RDD of Bundle records. Note this RDD contains Bundle records that aren't serializable in Python, so users should use this class as merely a parameter to other methods in this module, l...
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def has_s_dismantlable_vertex(graph): """Returns whether a graph has s-dismantlable vertices Args: graph (networkx.classes.graph.Graph): graph Returns: If the graph has dominated vertices, returns a list which only element is the first s-dismantlable vertex. Otherwise, return False ...
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import time def evaluate(model, eval_fn, data_loader, batch_axis=0, max_steps=None, verbose=True, print_every=10): """Computes the loss and accuracy on the given dataset in test mode. Example of how to use the evaluation function: ``` def my_eval_fn(model, x, y): return evaluate_on_batch(...
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def from_auto_ml(model, shape=None, dtype="float32", func_name="transform"): """ Import scikit-learn model to Relay. """ try: import sklearn # pylint: disable=unused-import except ImportError as e: raise ImportError("Unable to import scikit-learn which is required {}".format(e)) ...
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import timeit def con_str(image): """Doing contrast stretch and count the time for processing Args: image: input image data (should be ndarray) returns: img_str: image after contrast stretch time_process: time for doing the processing """ start = timeit.default_timer() ...
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def text(): """Returns text equivalent of the W3C text""" return { "@context": "http://www.w3.org/ns/anno.jsonld", "type": "Annotation", "body": { "creator": "user", "type": "TextualBody", "value": "string" }, "generator": { ...
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