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from typing import OrderedDict def get_explicit_kwargs_OD(f_params, bound_args, kwargs) -> OrderedDict: """For some call to a function f, args *arg and **kwargs, :param f_params: inspect.signature(f).parameters :param bound_args: inspect.signature(f).bind(*args, **kwargs) :return: OrderedDict of th...
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import os def generate_variable_formants_point_function(corpus_context, min_formants, max_formants): """Generates a function used to call Praat to measure formants and bandwidths with variable num_formants. Parameters ---------- corpus_context : :class:`~polyglot.corpus.context.CorpusContext` ...
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def handle_player_dead_keys(key): """ The set of keys for a dead player. Can only see the inventory and toggle fullscreen. """ key_char = chr(key.c) if key.vk == libtcod.KEY_CHAR else "" if key_char == 'i': return {'show_inventory': True} if key.vk == libtcod.KEY_ENTER and key.la...
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def safe_std(values): """Remove zero std values for ones.""" return np.array([val if val != 0.0 else 1.0 for val in values])
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def _munge_source_data(data_source=settings.NETDEVICES_SOURCE): """ Read the source data in the specified format, parse it, and return a :param data_source: Absolute path to source data file """ log.msg('LOADING FROM: ', data_source) kwargs = parse_url(data_source) path = kwargs.pop...
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def create_app(settings_override=None): """ Create a flask application using the app factory pattern :return: Flask app """ app = Flask(__name__, instance_relative_config=True) app.config.from_object('config.settings') app.config.from_pyfile('settings.py', silent=True) if setting...
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def convex_hull(ps: Polygon) -> Polygon: """Andrew's algorithm""" def construct(limit, start, stop, step=1): for i in range(start, stop, step): while len(res) > limit and cross(res[-1] - res[-2], s_ps[i] - res[-1]) < 0: res.pop() res.append(s_ps[i]) assert l...
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def get_api_file_url(file_id): """Get BaseSpace API file URL.""" api_url = get_api_url() return f'{api_url}/files/{file_id}'
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def Tr(*content, **attrs): """ Wrapper for tr tag >>> Tr().render() '<tr></tr>' """ return KWElement('tr', *content, **attrs)
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import numpy def _read_storm_locations_one_time( top_tracking_dir_name, valid_time_unix_sec, desired_full_id_strings): """Reads storm locations at one time. K = number of storm objects desired :param top_tracking_dir_name: See documentation at top of file. :param valid_time_unix_sec: Valid t...
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def ja_il(il, instr): """ Returns llil expression to goto target of instruction :param il: llil function to generate expression with :param instr: instruction to pull jump target from :return: llil expression to goto target of instr """ label = valid_label(il, instr.ja_target) return il....
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def create_plot_durations_v_nrows(source, x_axis_type='log', x_range=(1, 10**5), y_axis_type='log', y_range=(0.001, 10**3)): """ Create a Bokeh plot (Figure) of do_query_dur and stream_to_file_dur versus num_rows. num_rows is the number of result rows from the query. P...
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from auroraapi.text import Text import functools def listen_and_transcribe(length=0, silence_len=0.5): """ Listen with the given parameters, but simulaneously stream the audio to the Aurora API, transcribe, and return a Text object. This reduces latency if you already know you want to convert the speech to text. ...
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def load_test_dataframes(feature_folder, **kwargs): """ Convenience function for loading unlabeled test dataframes. Does not add a 'Preictal' column. :param feature_folder: The folder to load the feature data from. :param kwargs: keyword arguments to use for loading the features. :return: A DataFra...
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import random def _match_grid(grid): """ given a grid, create the other side to obey: one p1 black must be a p2 green, tan, and black; and vice versa """ l = [""] * 25 color_dict = { "b": [i for i in range(25) if grid[i] == "b"], "t": [i for i in range(25) if grid[i] =...
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def add_vary_callback_if_cookie(*varies): """Add vary: cookie header to all session responses. Prevent downstream web serves to accidentally cache session set-cookie reponses, potentially resulting to session leakage. """ def inner(request, response): vary = set(response.vary if response.va...
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import re def fix_span(text_context, offsets, span): """ find start-end indices of the span in the text_context nearest to the existing token start-end indices :param text_context: (str) text to search for span in :param offsets: (List(Tuple[int, int]) list of begins and ends for each token in the tex...
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def update_moira_lists( strategy, backend, user=None, **kwargs ): # pylint: disable=unused-argument """ Update a user's moira lists Args: strategy (social_django.strategy.DjangoStrategy): the strategy used to authenticate backend (social_core.backends.base.BaseAuth): the backend being ...
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def certificate_get_all_by_project(context, project_id): """Get all certificates for a project.""" return IMPL.certificate_get_all_by_project(context, project_id)
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def simple_list(li): """ takes in a list li returns a sorted list without doubles """ return sorted(set(li))
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from typing import OrderedDict def create_model(gpu, arch = 'vgg16', input_size = 25088, hidden_layer_size = 512, output_size = 102): """Creates a neural network model. """ if arch in archs_dict: model = archs_dict[arch] else: print("You haven`t inserted a valid architecture. Check the...
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import json def write_json(object_list, metadata,num_frames, out_file = None): """ """ classes = ["person","bicycle","car","motorbike","NA","bus","train","truck"] # metadata = { # "camera_id": camera_id, # "start_time":start_time, # "num_frames":num_frames, # ...
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def get_infer_iterator(src_dataset, src_vocab_table, batch_size, eos, sos, src_max_len=None): """Get dataset for inference.""" # Totol number of examples in src_dataset # (3003 examples + 69 padding ...
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def get_num_hearts(image): """Returns the number of full and total hearts. Keyword arguements: image - image of hearts region """ # definitions: lower_full = np.array([0, 15, 70]) upper_full = np.array([30, 35, 250]) lower_empty = np.array([150, 160, 220]) upper_empty = np....
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import copy def _clean_root(tool_xml): """XSD assumes macros have been expanded, so remove them.""" clean_tool_xml = copy.deepcopy(tool_xml) to_remove = [] for macros_el in clean_tool_xml.getroot().findall("macros"): to_remove.append(macros_el) for macros_el in to_remove: clean_too...
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import logging import traceback def page_not_found(e): """Return a custom 404 error.""" logging.error(':: A 404 was thrown a bad URL was requested ::') logging.error(traceback.format_exc()) return render_template('404.html'), 404
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def find_prime_factors(num): """Return prime factors of num.""" validate_integers(num) zero_divisors_error(num) potential_factor = 2 prime_factors = set() while potential_factor <= num: if num % potential_factor == 0: prime_factors.add(potential_factor) num = num/...
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from datetime import datetime def json_serial(obj): """JSON serializer for objects not serializable by default json code""" if isinstance(obj, (datetime, date)): return obj.isoformat() elif isinstance(obj, (dict)): return obj raise TypeError("Type %s not serializable" % type(obj))
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import os import yaml def read_yaml_files(directories): """Read the contents of all yaml files in a directory. Args: directories: List of directory names with configuration files Returns: config_dict: Dict of yaml read """ # Initialize key variables yaml_found = False ya...
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import sys import logging def _check_for_crash(project_name, fuzz_target, testcase_path): """Check for crash.""" def docker_run(args): command = ['docker', 'run', '--rm', '--privileged'] if sys.stdin.isatty(): command.append('-i') return utils.execute(command + args) logging.info('Checking ...
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import os import sys def parse_from_compdb(compdb, file_to_parse): """Extracts the absolute file path of the file to parse and its arguments from compdb""" absolute_filepath = None file_arguments = [] compdb = compdb_parser.load_compdb(compdb) if compdb: commands = compdb.getAllCompileCom...
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import subprocess def _pyenv_version(): """Determine which pyenv Returns: str: pyenv version """ return subprocess.check_output(['pyenv', 'version']).split(' ')[0]
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import subprocess def reset_config_on_routers(tgen, routerName=None): """ Resets configuration on routers to the snapshot created using input JSON file. It replaces existing router configuration with FRRCFG_BKUP_FILE Parameters ---------- * `tgen` : Topogen object * `routerName` : router ...
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def ignore_exception(exception): """Check whether we can safely ignore this exception.""" if isinstance(exception, BadRequest): if 'Query is too old' in exception.message or \ exception.message.startswith('Have no rights to send a message') or \ exception.message.startswith('Messag...
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def rmse_loss(prediction, ground_truth, weight_map=None): """ :param prediction: the current prediction of the ground truth. :param ground_truth: the measurement you are approximating with regression. :param weight_map: a weight map for the cost function. . :return: sqrt(mean(differences squared)) ...
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def get_corrupted_simulation_docs(): """Returns iterable of simdocs without samples (when num_paticles >0) When num_particle<=0, no samples are created and the simulation is considered Finished anyway. These ignored simulations """ return db[DBCOLLECTIONS.SIMULATION].find({ 'procstatus.stat...
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def residual_block(x: Tensor, downsample: bool, filters: int, kernel_size: int = 3) -> Tensor: """ Parameters ---------- x : Tensor DESCRIPTION. downsample : bool DESCRIPTION. filters : int DESCRIPTION. kernel_size : int, optional DESCRIPTION. The defaul...
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def dehaze(img, level): """use Otsu to threshold https://scikit-image.org/docs/stable/auto_examples/segmentation/plot_multiotsu.html n.b. threshold used to mask image: dark values are zeroed, but result is NOT binary level: value 1..5 with larger values preserving more bright voxels level: d...
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def matthews_correlation_coefficient(tp, tn, fp, fn): """Return Matthews correlation coefficient for values from a confusion matrix. Implementation is based on the definition from wikipedia: https://en.wikipedia.org/wiki/Matthews_correlation_coefficient """ numerator = (tp * tn) - (fp * fn) den...
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import os import yaml def find_graph(hostnames): """ Find a graph file contains all devices in testbed. duts are spcified by hostnames Parameters: hostnames: list of duts in the target testbed. """ filename = os.path.join(LAB_GRAPHFILE_PATH, LAB_CONNECTION_GRAPH_FILE) with open(fi...
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import re def run_analysis(apk_dir, md5_hash, package): """Run Dynamic File Analysis.""" analysis_result = {} logger.info('Dynamic File Analysis') domains = {} clipboard = [] # Collect Log data data = get_log_data(apk_dir, package) clip_tag = 'I/CLIPDUMP-INFO-LOG' clip_tag2 = 'I CL...
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from datetime import datetime import fastapi async def quotes( ticker: str, date: datetime.date, uow: UoW = fastapi.Depends(dependendies.get_uow), ) -> ListResponse[Ticker]: """Return the list of available tickers.""" with uow: results = uow.quotes.iterator({'ticker': ticker, 'date': date}) ...
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from typing import Tuple from typing import Union def delete_snapshot(client, data_args) -> Tuple[str, dict, Union[list, dict]]: """ Delete exsisting snapshot from the system. :type client: ``Client`` :param client: client which connects to api. :type data_args: ``dict`` :param da...
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from backend.models.prices import PriceDB def api_user_submissions(user_id): """Gets the price submissions for a user matching the user_id. Example Request: HTTP GET /api/v1/users/56cf848722e7c01d0466e533/submissions Example Response: { "success": "OK", "user_submissi...
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def get_pdf_info(pdf_path: str) -> PdfInfo: """Get meta information of a PDF file.""" info: PdfInfo = PdfInfo(path=pdf_path) keys = get_flat_cfg_file(path="~/.edapy/pdf_keys.csv") ignore_keys = get_flat_cfg_file(path="~/.edapy/pdf_ignore_keys.csv") for key in keys: info.user_attributes[key...
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import json import zlib import base64 def convert_gz_json_type(value): """Provide an ArgumentParser type function to unmarshal a b64 gz JSON string. """ return json.loads(zlib.decompress(base64.b64decode(value)))
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def get_tag(tag): """ Returns a tag object for the string passed to it If it does not appear in the database then return a new tag object If it does exisit in the data then return the database object """ tag = tag.lower() try: return Session.query(Tag).filter_by(name=unicode(tag)).on...
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import requests import json def makeApiCall( url, endpointParams, debug = 'no' ) : """ Request data from endpoint with params Args: url: string of the url endpoint to make request from endpointParams: dictionary keyed by the names of the url parameters Returns: object: data from...
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def get_closest_area( lat: float, lng: float, locations: t.List[config.Area] ) -> t.Optional[config.Area]: """Return area if image taken within 50 km from center of area""" distances = [ (great_circle((area.lat, area.lng), (lat, lng)).km, area) for area in locations ] distance, closest_area ...
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def disable(request): """ Disable Pool Member Running Script """ try: auth = AuthSession(request.session) client = auth.get_clientFactory() id_server_pool = request.POST.get('id_server_pool') ids = request.POST.get('ids') if id_server_pool and ids: ...
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def fastapi_native_middleware_factory(): """Create a FastAPI app that uses native-style middleware.""" app = FastAPI() # Exception handler for `/client_error_from_handled_exception` app.add_exception_handler(IndexError, client_induced_exception_handler) app.add_middleware(BaseHTTPMiddleware, dispa...
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def _partial_dependence( pipeline, X, features, percentiles=(0.05, 0.95), grid_resolution=100, kind="average", custom_range=None, ): """Compute the partial dependence for features of X. Args: pipeline (PipelineBase): pipeline. X (pd.DataFrame): Holdout data f...
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from typing import Union from typing import Tuple def nplog( a: np.ndarray, deriv: bool = False, eps: float = 1e-30, verbose: bool = False ) -> Union[np.ndarray, Tuple[np.ndarray, np.ndarray]]: """$C^2$ extension of $\ln(a)$ below `eps` Args: a: a Numpy array deriv: if `True`, the first ...
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from typing import List import os import json def translate_names(recipe_names: List[str], locale: str) -> List[str]: """Translates a list of recipe names to the given locale.""" if locale in ['auto', 'en-us']: return recipe_names translation_path = os.path.join('recipes', 'translations.json') ...
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def _section_to_text(config_section: ConfigSection) -> str: """Convert a single config section to text""" return (f'[{config_section.name}]{LINE_SEP}' f'{LINE_SEP.join(_option_to_text(option) for option in config_section.options)}{LINE_SEP}')
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import tempfile def TempFileDecorator(func): """Populates self.tempfile with path to a temporary writeable file""" def f(self, *args, **kwargs): with tempfile.NamedTemporaryFile(dir=self.tempdir, delete=False) as f: self.tempfile = f.name return func(self, *args, **kwargs) f.__name__ = func.__nam...
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import string import random def get_random_string(length: int) -> str: """ Returns a random string starting with a lower-case letter. Later parts can contain numbers, lower- and uppercase letters. Note: Random Seed should be set somewhere in the program! :param length: How long the required strin...
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import numpy def subset_by_month(prediction_dict, desired_month): """Subsets examples by month. :param prediction_dict: See doc for `write_file`. :param desired_month: Desired month (integer from 1...12). :return: prediction_dict: Same as input but with fewer examples. """ error_checking.ass...
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import time def build_dataset_mce(platform, dataset_name, columns): """ Creates MetadataChangeEvent for the dataset. """ actor, sys_time = "urn:li:corpuser:etl", int(time.time()) fields = [] for column in columns: fields.append({ "fieldPath": column["name"], "n...
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from copy import copy import re import logging def tag_source_file(path): """Returns a list of tuples: (line_text, list_of_tags)""" file = open(path, "r") # The list of tagged lines tagged_lines = [] # The list of tags that currently apply current_tags = [] # Use this to st...
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def FindMissingReconstruction(X, track_i): """ Find the points that will be newly added Parameters ---------- X : ndarray of shape (F, 3) 3D points track_i : ndarray of shape (F, 2) 2D points of the newly registered image Returns ------- new_point : ndarray of shape...
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def deserialize(iodata): """ Turn IOData back into a Python object of the appropriate kind. An object is deemed deserializable if 1) it is recorded in SERIALIZABLE_REGISTRY and has a `.deserialize` method 2) there exists a function `file_io_serializers.<typename>_deserialize` Parameters ---...
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from typing import Union from typing import Iterable from typing import Tuple from typing import Optional def business_day_offset(dates: DateOrDates, offsets: Union[int, Iterable[int]], roll: str= 'raise', calendars: Union[str, Tuple[str, ...]]=(), week_mask: Optional[str]=None) -> DateOrDates: """ Apply offs...
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def factorial(n): """ Return n! - the factorial of n. >>> factorial(1) 1 >>> factorial(0) 1 >>> factorial(3) 6 """ if n<=0: return 0 elif n==1: return 1 else: return n*factorial(n-1)
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from scipy.io import loadmat from scipy.interpolate import interp1d def _load_absorption(freqs): """Load molar extinction coefficients.""" # Data from https://omlc.org/spectra/hemoglobin/summary.html # The text was copied to a text file. The text before and # after the table was deleted. The the follo...
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import math def pw_sin_relaxation(b, x, w, x_pts, relaxation_side=RelaxationSide.BOTH, pw_repn='INC', safety_tol=1e-10): """ This function creates piecewise relaxations to relax "w=sin(x)" for -pi/2 <= x <= pi/2. Parameters ---------- b: pyo.Block x: pyomo.core.base.var.SimpleVar or pyomo.cor...
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import sys,time from datetime import datetime from datetime import timedelta def getAsDateTimeStr(value, offset=0,fmt=_formatTimeStr()): """ return time as 2004-01-10T00:13:50.000Z """ if (not isinstance(offset,str)): if isinstance(value, (tuple, time.struct_time,)): return time.strftime(...
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def doc_to_tokenlist_no_sents(doc): """ serializes a spacy DOC object into a python list with tokens grouped by sents :param doc: spacy DOC element :return: a list of of token objects/dicts """ result = [] for x in doc: token = {} if y.has_extension('tokenId'): parts[...
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def _applychange(raw_text: Text, content_change: t.TextDocumentContentChangeEvent): """Apply changes in-place""" # Remove chars start = content_change.range.start range_length = content_change.range_length index = _find_position(raw_text, start) for _ in range(range_length): raw_text.pop...
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def get_engine(): """Return a SQLAlchemy engine.""" connection_dict = sqlalchemy.engine.url.make_url(FLAGS.sql_connection) engine_args = { "pool_recycle": FLAGS.sql_idle_timeout, "echo": False, } if "sqlite" in connection_dict.drivername: engine_args["poolclass"] = sqlalche...
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def ccw(p0, p1, p2): """ Judge whether p0p2 vector is ccw to p0p1 vector. Return value map: \n 1: p0p2 is ccw to p0p1 (angle to x axis bigger) \n 0: p0p2 and p0p1 on a same line \n -1: p0p2 is cw to p0p1 (angle to x axis smaller) \n Args: p0: base point index 0 and 1 is...
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def get_ffmpeg_folder(): # type: () -> str """ Returns the path to the folder containing the ffmpeg executable :return: """ return 'C:/ffmpeg/bin'
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import subprocess def decode_typeinfo(typeinfo): """Invoke c++filt to decode a typeinfo""" try: type_string = subprocess.check_output(["c++filt", typeinfo], stdin=subprocess.DEVNULL) except FileNotFoundError: # This happens when c++filt (from package binutils) is not found, # and w...
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def get_nums(image): """get the words from an image using pytesseract. the extracted words are cleaned and all spaces, newlines and non uppercase characters are removed. :param image: inpout image :type image: cv2 image :return: extracted words :rtype: list """ # pytesseract c...
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def create_bag_of_vocabulary_words(): """ Form the array of words which can be conceived during the game. This words are stored in hangman/vocabulary.txt """ words_array = [] file_object = open("./hangman/vocabulary.txt") for line in file_object: for word in line.split(): ...
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import math def kato_ranking_candidates(identifier: Identifier, params=None): """rank candidates based on the method proposed by Kato, S. and Kano, M.. Candidates are the noun phrases in the sentence where the identifier was appeared first. Args: identifier (Identifier) params (dict) R...
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def _get_bag_of_pos_with_dependency(words, index): """Return pos list surrounding index Args: words (list): stanfordnlp word list object having pos attributes. index (int): target index Return: pos_list (List[str]): xpos format string list """ pos_list = [] def _get_gove...
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def fix_time_individual(df): """ 1. pandas.apply a jit function to add 0 to time 2. concat date + time 3. change to np.datetime64 """ @jit def _fix_time(x): aux = "0" * (8 - len(str(x))) + str(x) return aux[:2] + ":" + aux[2:4] + ":" + aux[4:6] + "." + aux[6:] ...
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def convolve_fft(data, kernel, kernel_fft=False, return_fft=False): """ Convolve data with a kernel. This is inspired by astropy.convolution.convolve_fft, but stripped down to what's needed for the expected application. That has the benefit of cutting down on the execution time, but limits its ...
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import os def segment_nifti(fname_image, folder_model, fname_prior=None, param=None): """ Segment a nifti file. :param fname_image: str: Filename of the image to segment. :param folder_model: str: Folder that encloses the deep learning model. :param fname_prior: str: Filename of a previous segmen...
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def friable_sand(Ks, Gs, phi, phic, P_eff, n=-1, f=1.0): """ Friable sand rock physics model. Reference: Avseth et al., Quantitative Seismic Interpretation, p.54 Inputs: Ks = Bulk modulus of mineral matrix Gs = Shear modulus of mineral matrix phi = porosity phic = cr...
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def get_available_currencies(): """ This function retrieves a listing with all the available currencies with indexed currency crosses in order to get to know which are the available currencies. The currencies listed in this function, so on, can be used to search currency crosses and used the retrieved d...
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def mktemp(suffix="", prefix=template, dir=None): """User-callable function to return a unique temporary file name. The file is not created. Arguments are as for mkstemp, except that the 'text' argument is not accepted. This function is unsafe and should not be used. The file name refers to a file that ...
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def getTaskIdentifier( task_id ) : """Get tuple of Type and Instance identifiers.""" _inst = Instance.objects.get( id = task_id ) return ( _inst.type.identifier , _inst.identifier )
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def hessian_vector_product(loss, weights, v): """Compute the tensor of the product H.v, where H is the loss Hessian with respect to the weights. v is a vector (a rank 1 Tensor) of the same size as the loss gradient. The ordering of elements in v is the same obtained from flatten_tensor_list() acting on t...
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def clean_cells(nb_node): """Delete any outputs and resets cell count.""" for cell in nb_node['cells']: if 'code' == cell['cell_type']: if 'outputs' in cell: cell['outputs'] = [] if 'execution_count' in cell: cell['execution_count'] = None ret...
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from typing import Callable from typing import Any import asyncio import inspect def _spanned(scond: _SpanConductor) -> Callable[..., Any]: """Handle decorating a function with either a new span or a reused span.""" def inner_function(func: Callable[..., Any]) -> Callable[..., Any]: def setup(args: A...
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def getProjectProperties(): """ :return: @rtype: list of ProjectProperty """ return getMetDataLoader().projectProperties
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def svn_client_cleanup(*args): """svn_client_cleanup(char dir, svn_client_ctx_t ctx, apr_pool_t scratch_pool) -> svn_error_t""" return _client.svn_client_cleanup(*args)
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def model_chromatic(psrs, psd='powerlaw', noisedict=None, components=30, gamma_common=None, upper_limit=False, bayesephem=False, wideband=False, idx=4, chromatic_psd='powerlaw', c_psrs=['J1713+0747']): """ Reads in list of enterprise Pulsar instance an...
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import os import shutil def restore(backup_path: str, storage_name: str, target: str or None = None, token: str or None = None) -> str: """ Downloads the information from the backup :returns path to the file """ if not token: token = _restore_token(storage_name) print(f'[{__name__}] G...
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def test_f32(heavydb): """If UDF name ends with an underscore, expect strange behaviour. For instance, defining @heavydb('f32(f32)', 'f32(f64)') def f32_(x): return x+4.5 the query `select f32_(0.0E0))` fails but not when defining @heavydb('f32(f64)', 'f32(f32)') def f32_(x): retu...
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from typing import Union from pathlib import Path def get_message_bytes( file_path: Union[str, Path], count: int, ) -> bytes: """ 从 GRIB2 文件中读取第 count 个要素场,裁剪区域 (东北区域),并返回新场的字节码 Parameters ---------- file_path count 要素场序号,从 1 开始,ecCodes GRIB Key count Returns ...
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from typing import Union from typing import List import json def discover_climate_observations( time_resolution: Union[ None, str, TimeResolution, List[Union[str, TimeResolution]] ] = None, parameter: Union[None, str, Parameter, List[Union[str, Parameter]]] = None, period_type: Union[None, str...
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def set_template(template_name, file_name, p_name): """ Insert template into the E-mail. """ corp = template(template_name, file_name, p_name) msg = MIMEMultipart() msg['from'] = p_name msg['subject'] = f'{file_name}' msg.attach(MIMEText(corp, 'html')) return msg
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import gettext def lazy_gettext(string): """A lazy version of `gettext`.""" if isinstance(string, _TranslationProxy): return string return _TranslationProxy(gettext, string)
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def toggleautowithdrawalstatus(status, fid, alternate_token=False): """ Sets auto-withdrawal status of the account associated with the current OAuth token under the specified funding ID. :param status: Boolean for toggle. :param fid: String with funding ID for target account :return: String ...
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def load_avenger_models(): """ Load each instance of data from the repository into its associated model at this point in the schema lifecycle """ avengers = [] for item in fetch_avenger_data(): # Explicitly assign each attribute of the model, so various attributes can be ignored ave...
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import json import _json import _datetime def aggregate_points(point_layer, bin_type=None, bin_size=None, bin_size_unit=None, polygon_layer=None, time_step_interval=None, time_step_interval_un...
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def scattered_embedding_lookup(params, values, dimension, name=None, hash_key=None): """Looks up embeddings using parameter hashing for each value in `values`. The i-th embedding component of...
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