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def delete_user(username: str): """ Parameters ---------- username : str, required Returns ------- Response: { "deleted": true, } Raises ------ HTTPException """ response = False try: username_constraint(username) ...
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def imread(image_name, colorspace="RGB"): """ Reads image and returns RGB numpy array Parameters: image_name: Image path , str colorspace: RGB or BGR, str Returns: img: numpy array """ img = cv2.imread(image_name) if colorspace == "RGB": img = cv2.cvtColor(img...
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def _extract_time_series(data, time_series_name='values'): """ Extract specific time series from provided pandas DataFrame and return as a pandas Series """ # If it's already a series, just return it if isinstance(data, pd.Series): return data if time_series_name not in data: r...
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def residual_resampling(weights): """Residual resampling. The counts in each bin are floor(w*N) + N' where N' is sampled from a multinomial with the residual weights.""" N = weights.shape[0] counts = np.floor(weights*N) R = int(np.sum(counts)) new_weights = (weights*N - counts)/(N-R) counts ...
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def get_reftypes(exp_type, cal_ver=None, context=None): """Based on the exposure type, CAL s/w version, and CRDS context, determine the list of applicable reference file types. """ return []
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def mix(n = 1): """Accumulate n composite samples from the active generators.""" # Gather samples and count notes. s = np.zeros(n, dtype=np.float32) n_notes = 0 for note in set(notemap): e = note.envelope() if e == None: # Release is complete. Get rid of the note. ...
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def train_step(grid, weights, optimizer, mov, fix): """ Train step function for backprop using gradient tape :param grid: reference grid return from layer_util.get_reference_grid :param weights: trainable affine parameters [1, 4, 3] :param optimizer: tf.optimizers :param mov: moving image [1, m...
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def get_CV_current(CV): """ Helper function to compute CV current. Args: CV (pd.DataFrame): CV segement of charge Returns: (float): current reached at the end of the CV segment """ if not CV.empty: return(CV.current.iat[-1])
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def tanh(x): """ Calculate hyperbolic tangent of the input AD object, integer, or float INPUTS ======= x: input value, an AD object, int, or float RETURNS ======== result: hyperbolic tangent of x EXAMPLES ========= >>> x = ad.AD(2.0, [1.0,0.0]) >>> print(tanh(x...
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def init_weights(shape): """ Weight initialization """ weights = np.asarray(np.random.randn(*shape) * 0.01, dtype=theano.config.floatX) return theano.shared(weights)
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import copy import os import yaml def config(path="config.yml", force_reload=False): """ Read the config for this module. Priority is env, config.yml then defaults. """ global CONFIG, DEFAULT_CONFIG if CONFIG is not None and not force_reload: return CONFIG # 1. Defaults. All item...
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import random import sys def generate_sound_file(text_to_read, lang_to_use): """ creates a mp3 file with read word """ tmp_file_name = '%s/tmp_%s.mp3' % (sound_tmp_dir, str(random.uniform(1, 10e6)).replace('.', '')) try: tts = gTTS(text=text_to_read, lang=lang_to_use) tts.save(tmp...
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def get_img_mask_generators(dataset_path, target_size, img_path="img", ann_path="ann", img_preprocessor=None, mask_preprocessor=None, SEED=1,): """ ...
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import sys from io import StringIO import traceback def dump_exception(): """create execption info for json response.""" info = sys.exc_info() message = {"name": str(info[0]), "message": str(info[1])} if __debug__: buff = StringIO() traceback.print_exc(file=buff) message["trace...
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def prepare_noise_cov(noise_cov, info, ch_names=None, rank=None, scalings=None, verbose=None): """Prepare noise covariance matrix. Parameters ---------- noise_cov : instance of Covariance The noise covariance to process. info : dict The measurement info (used t...
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def gsl_blas_zgemm(*args, **kwargs): """ gsl_blas_zgemm(CBLAS_TRANSPOSE_t TransA, CBLAS_TRANSPOSE_t TransB, gsl_complex alpha, gsl_matrix_complex A, gsl_matrix_complex B, gsl_complex beta, gsl_matrix_complex C) -> int """ return _gslwrap.gsl_blas_zgemm(*args, **kwargs)
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import requests from bs4 import BeautifulSoup def get_login_api(username, password): """ 登入系统 """ s = requests.session() lt = get_ticker(s) url = 'http://ids.sdufe.edu.cn/authserver/login?service=http%3A%2F%2Flibst.sdufe.edu.cn%2Fcas%2Findex.php%3Fcallback%3Dhttp%3A%2F%2Flibst.sdufe.edu.cn%2Fh...
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import torch def sparsify_array(array): """Convert a np.array into a torch.sparse.FloatTensor Args: array (np.array) returns: sparse (torch.sparse.Tensor) """ return sparsify_tensor(torch.FloatTensor(array))
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def tracer(pid): """tracer(pid) -> int Arguments: pid (int): PID of the process. Returns: PID of the process tracing `pid`, or None if no `pid` is not being traced. Example: >>> tracer(os.getpid()) is None True """ tpid = int(status(pid)['TracerPid']) retur...
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async def staking_config_cms( project: str, db=Depends(get_db), ): """ Get config """ try: return get_staking_config_by_name(db, project) except Exception as e: return JSONResponse( status_code=status.HTTP_400_BAD_REQUEST, content=f"{str(e)}" )
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import shutil import os def validate_file(path, validate_yamls, tmpdir=None, lock=None): """Validate a file on disk. Parameters ---------- path : str The path to the file. validate_yamls : dict A dictionary mapping the filename of the validation yaml to its contents. t...
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import bisector import build_specified_commit import tempfile import logging import traceback def do_bisect(bisect_type, source_id, project_name, engine, sanitizer, architecture, fuzz_target, old_commit, new_commit, testcase): """Do the actual bisect.""" with tempfile.NamedTemporaryFile() as f: ...
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import torch def _unstack(array): """Similar to `tf.unstack`.""" num_splits = int(array.shape[0]) return [torch.squeeze(x, dim=0) for x in np.split(array, num_splits, axis=0)]
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def by_included_absolute_path(path, df_logs_formated): """ return subset of conversations that contains specific node @param path path: array """ print("filtering.by_included_absolute_path() is DEPRECATED and will be removed in a future release. ") # create an empty dataframe with the same colum...
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def predict(images, model, alpha, rho=0, return_model=False): """Apply background subtraction to a batch of images Args: images: numpy array with shape [num_ims, height, width, channel] containing the images to process. model: tuple (mean, std) obtaining with create_model() function. ...
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def stations_by_river(stations): """This function creates a dictionary with river names as a key and a list of all the station names on the respective river""" rivers = rivers_with_station(stations) river_dictionary = {} for river in rivers: river_dictionary[river] = [] #Generating Empty Di...
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import unicodedata def filter_nick(name): """ filter_nick(name) -> String Process the name and get rid of all whitespace, invisible characters and make it all lower case. This function is intended to mimic euphoria's name pinging system, however it is slightly less pedantic, allowing for pun...
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from datetime import datetime from dateutil import tz def get_mondays(): """Returns a tuple with start and end Time Stamp Strings from last monday to midnight this monday. Unless it is a monday. In that case we actually want the previous period.""" today = datetime.now().replace(hour=0, minute=0, second=0...
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def tfidf_score_str(tokens, texts, tfidf_function_name, number_all_texts_in_db, m=10,*args): # Same as tfidf_score, only takes tfidf_function name as input instead of function itself. """Assigns score to documents based on tfidf_function metric. Args: tokens (list): List of tokens (tokenized query)....
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def distort_img(input_img, d_limit=4): """ Apply warpPerspective transformation on image, with 4 key points, randomly generated around the corners with uniform distribution with a range of [-d_limit, d_limit] :param input_img: :param d_limit: :return: """ if d_limit == 0: return ...
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def delete_v1_session(session_id): # noqa: E501 """DELETE /v1/session Delete the session by session id """ with BosEtcdClient() as bec: key = "{}/{}/".format(BASEKEY, session_id) resp = bec.delete_prefix(key) if resp.deleted >= 1: return '', 204 else: ...
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def label_name(event_data): """Get the label name from a label-related webhook event.""" return event_data["label"]["name"]
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import tempfile import os import json def post_file_list(): """ Upload one or more files and return parsed result back as JSON array :return: """ files = request.files if not files: LOGGER.info("No file found in request") raise BadRequest("No file found in request") resul...
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from datetime import datetime def new_event(dtstart=None, dtend=None, summary=None, timezone=None, _now=datetime.now): """create a new event :param dtstart: starttime of that event :type dtstart: datetime :param dtend: end time of that event :type dtend: datetime :param summary:...
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def getCashflowsByUserID(db, userID): """ Get cash flows by user's ID :param db: database object :param userID: user's ID :return: Tuple of cash flow ((flowID, userID, amount, message, date), ((flowID, userID, amount, message, date))) """ if db is None: return None try: ...
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def predict_fn(self, x): """ Overrides the predict function for models, provided that the predict function takes in one argument. """ predict_array = self.predict(x) return convert_prediction_to_event(self, predict_array, x)
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from typing import Dict from typing import Any from typing import Type from typing import Optional def run(config: Dict[str, Any], data_class: Type[DataModule], model_class: Type[Module], optuna: Optional[Optuna] = None, runner: Optional[Runner] = None) -> Trainer: """Run the pipel...
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def concretePolynomialLoad(): """ pytest fixture that returns a PolynomialLoad object with concrete parameters :return: PolynomialLoad object initialized with concrete values """ addnl_params = dict(p=0.5, q=0.98, r=2678.88) test_load_params = dict(a=0.01, b=0.05, c=0.1, j_load=0.1, p=0.5, q = ...
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def decode(data): """ Decodes URL safe base64 encoded value """ padding = 4 - (len(data) % 4) data += ('=' * padding) return urlsafe_b64decode(data).decode()
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from demisto_sdk.commands.upload.uploader import ConfigFileParser, Uploader from demisto_sdk.commands.zip_packs.packs_zipper import (EX_FAIL, PacksZipper) def upload(**kwargs): """Upload integration or pack to Demisto instance. DEMISTO_BASE_URL environment variable should contain the Demisto server base U...
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def bit_length_power_of_2(value): """Return the smallest power of 2 greater than a numeric value. :param value: Number to find the smallest power of 2 :type value: ``int`` :returns: ``int`` """ return 2 ** (int(value) - 1).bit_length()
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def clip_but_pass_gradient(x, l=-1., h=1.): """ Stole this function from SpinningUp Args: x: data to be clipped. l: lower bound h: upper bound. Return: if x < l: l elif x > h: h else: x """ clip_up = tf.cast(x > ...
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def get_encryption_algs(): """Return a list of available encryption algorithms""" return _enc_algs
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def get_statements_by_hash(hash_list, simple_response=False, *args, **kwargs): """Get fully formed statements from a list of hashes. Parameters ---------- hash_list : list[int or str] A list of statement hashes. simple_response : bool If True, a simple list of statements is returned...
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import abc def _get_prop(props_dict, spec): """Gets the given property specification from the dictionary The specification can be a string or a pair of string and a callable. :param dict props_dict: The dictionary to retrieve the property. :param spec: The specification of the property, it can be a ...
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from typing import Match def real_time( minutes: float = 5, increment: int = 8, variant: Variant = Variant.STANDARD, color: Color = Color.RANDOM, ) -> Match: """Start a live match that two players can join :param minutes: :class:`float` The number of minutes for the match (excluding i...
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import re def _RevisionRangeFromSummary(summary): """Uses regex to extract revision range from bug a summary string. Note: Information such as test path and revision range for a bug could also be gotten by querying the datastore for Anomaly entities for each bug ID. However, these queries might be relatively...
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import json def json_top_atom_count(json_str): """Count the number of atoms in a JSON topology used by wepy HDF5.""" top_d = json.loads(json_str) atom_count = 0 atom_count = 0 for chain in top_d['chains']: for residue in chain['residues']: atom_count += len(residue['atoms']) ...
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def length_squared(point): """ square of length from origin of a point Args: point (QPointF) the point Returns square of length """ return point.x()*point.x() + point.y()*point.y()
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def api_report_conference_role(conference_id, role_id): """ Takes a role ID and report data and reports the object with the provided ID. """ return api_report_conference_child(conference_id, request.json, role_id, object_type="role")
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from typing import Union from typing import Sequence from typing import Callable from typing import Optional from typing import Dict from typing import List from typing import Any from typing import Tuple def plot_planckian_locus_in_chromaticity_diagram_CIE1960UCS( illuminants: Union[str, Sequence[str]], chro...
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def topSort(G): """ 使用BFS实现拓扑排序。 每次找到入度为0的节点放入列队,遍历与入度为0的点相邻的节点,并将度数减少1,如果度数变为0则放入列队。直到列队为空。 """ Q = [] # 列队存储每个节点 counter = 0 sort = {} for i in G: if i.degree == 0: Q.append(i) while len(Q) != 0: vertex = Q.pop() sort[vertex] = counter counter += 1 if vertex.c == None: continue for j in...
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def _process_hooks(hooks): """Prepare hooks data for report.""" hooks_ctx = [] for hook in hooks: hook_ctx = {"name": hook["config"]["action"][0], "desc": hook["config"].get("description", ""), "additive": [], "complete": []} for res in hook["results"...
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def find_nearest_index(seq, value): """ Return the index of the value in the sequence that is closest to the given value """ return (np.abs(np.array(seq)-value)).argmin()
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import getopt import sys def get(params_config, params=None, is_show_help=True): """标准化处理参数 根据提供的params_config参数,提供参数params中的字段,返回字典 params_config例: { 'username': {'must':False,'data':True,'short':'U','long':'username','default':'root'}, 'password': ...
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from typing import Union async def log_request(request: AsyncRequest, session: ClientSession) -> Union[str, None]: """ Logging wrapper around AsyncRequest.send method. """ log = get_default_logger() base_url = session._base_url # pylint: disable=protected-access request_full_url = request.url...
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def get_pv_asp_n(n): """Returns ASP PV associated with neg(-) beam species, either -. Required for Main Buncher. Arguments: n(str or int): module or buncher number """ return get_pv_asp(n, '+')
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def get_ancestor(taxid, tree, stop_nodes): """Walk up tree until reach a stop node, or root.""" t = taxid while True: if t in stop_nodes: return t elif not t or t == tree[t]: return t # root else: t = tree[t]
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import six import copy import os import shlex import sys def wkhtmltopdf(pages, output=None, **kwargs): """ Converts html to PDF using http://wkhtmltopdf.org/. pages: List of file paths or URLs of the html to be converted. output: Optional output file path. If None, the output is returned. **kwar...
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def display_image(obd, mime_type): """Display the opaque binary response data with the image using IPython's display.Image class :param str obd: The opaque binary data :param str mime_type: The image mime_type :rtype: IPython.display.Image """ filename = write_temp_file(obd, mime_type) ...
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def load_checkpoint_train(cpdir, model, optimizer): """Load model and optimizer parameters for training Note: This is simply a wrapper to load_checkpoint so that global_step and epoch are updated correctly. If cpdir is None, do not load checkpoint and returns 0 for global_step an...
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def separable_conv1d(x, depthwise_kernel, pointwise_kernel, strides=1, padding='valid', data_format=None, dilation_rate=1): """1D convolution with separable filters. # Arguments x: input tensor depthwise_kernel: convolution kernel for the depthwise convolution. poin...
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def has_sub_tasks(task): """Returns True if the task has sub tasks""" if istask(task): return True elif isinstance(task, list): return any(has_sub_tasks(i) for i in task) else: return False
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from typing import List def largest_values_in_row_colums(xs: np.array) -> List[float]: """ Approximates the largest value in each row/column. """ if xs.shape == (0, ): return [0] assert len(xs.shape) == 2 # resize matrix to square dimensions if needed if xs.shape[0] != xs.shape[1]: ...
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import xmlrpc def delete_vm(client, session, vm, params): """Delete (ie: terminate) a virtual machine.""" if vm['state'] is None: return {'changed': False} xmlrpc(client, 'vm.action', session, 'terminate', vm['id']) return {'changed': True, 'vm_id': -1, 'actions': ['terminated']}
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import os def file_exists(file): """Check if a file exists.""" if not os.path.exists(file): return False try: open(file).close() except IOError: return False return True
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def save_polygon_data_format(naptan_polygon, area_name, naptan_column): """[summary] saves naptan polygon data, into a variety of formats for later usage by other analytical tools. Args: naptan_polygon ([type]): [description] area_na...
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import collections def fit_all_random(X_matr, rand_X_matr, Y_matr, rows, lag, fit_method, save_prefix=None, save_XY=True, verbose=False, has_reps=False, bootstrap=False, seed=None, only_array=False, **kwargs): """ X_matr: m x T (x r) of X's rand_X_matr: m x T ( x r) of X's. Same as X_matr exce...
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def check_bad_bbox(data, test_op, invalid_bbox_type, expected_error): """ :param data: de object detection pipeline :param test_op: Augmentation Op to test on image :param invalid_bbox_type: type of bad box :param expected_error: error expected to get due to bad box :return: None """ de...
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def check_patch_in_bounds(x, y, X_dim, Y_dim): """ Usage: TrueFalse = check_patch_in_bounds(x, y, X_dim, Y_dim) determine if the box is within the image Args: x: a tuple, list or array (x_start, x_end) y: a tuple, list or array (y_start, Y_end) ...
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def _tiger_line_url(geometry, year): """ Return URL (or URLs) of zip file(s) containing shape files for a given census geography :param geometry: name of census geometry to download :param year: year of geometry to download :return: List of URLs """ base = "https://www2.census.gov/geo/t...
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def get_coordinate_transformation(source_sr, target_sr): """This function takes a source and target spatial reference and creates a coordinate transformation from source to target, and one from target to source. source_sr - A spatial reference target_sr - A spatial reference ...
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def d_customer_orders(): """ Real Name: b'D Customer Orders' Original Eqn: b'W Indicated Orders' Units: b'' Limits: (None, None) Type: component b'' """ return w_indicated_orders()
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def build_reservations_ical_file(reservations): """ Return iCalendar file containing given reservations """ cal = Calendar() cal['X-WR-CALNAME'] = vText('RESPA') cal['name'] = vText('RESPA') for reservation in reservations: event = Event() event['uid'] = 'respa_reservation_{...
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def domain(request) -> str: """Return AWS domain""" return request.config.getoption("--domain") or "amazonaws.com"
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def sha2_384(data: bytes) -> hashes.MessageDigest: """ Convenience function to hash a message. """ return CryptographyHash.hash(hashes.sha2_384(), data)
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def build_corpus(group): """ Function to apply to a category subset. Returns a list of LabeledSentences to train doc2vec. """ return group.apply(lambda row: LabeledSentence(row.clean_comment, [row.sentence_tag]), axis=1).values
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import ast def get_substitutions_from_config(config): """ Return a list of Substitution objects from the config, sorted alphabetically by pattern name. Returns an empty list if no Substitutions are specified. If there are problems parsing the values, a help message will be printed and an error wil...
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import base64 import hashlib def signature(text): """ This helper method normalizes text and takes the SHA1 hash of it, returning the base64 encoded result. The normalization method includes the removal of punctuation and white space as well as making the case completely lowercase. These signature...
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def no_stderr(): """ There is no standard error """ with app.app_context(): return jsonify({'error':'stderr does not exist'}), 400
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import torch def compute_colors_for_labels(labels): """ Simple function that adds fixed colors depending on the class """ palette = torch.tensor([2 ** 25 - 1, 2 ** 15 - 1, 2 ** 21 - 1]) colors = labels[:, None] *palette # self.palette colors = (colors % 255).numpy().astype("uint8") ...
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from api.serializers import InstanceSerializer def set_instance_from_metadata(esh_driver, core_instance): """ NOT BEING USED ANYMORE.. DEPRECATED.. """ # Fixes Dep. loop - Do not remove # Breakout for drivers (Eucalyptus) that don't support metadata if not hasattr(esh_driver._connection, 'ex_g...
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def read_table(data, coerce_type, transpose=False): """ Reads in data from a simple table and forces it to be a particular type This is a helper function that allows data to be easily constained in a simple script ::return: a dictionary of with the keys being a tuple of the strings in the fi...
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def load_def_omni(tint, cfg, data_path): """Loads Density Energy Flux spectrum Parameters ---------- tint : list of str Time interval cfg : dict Hash table from configuration file. Returns ------- """ ic = np.arange(1, 5) suf = "fpi_{}_{}".format(cfg["data_r...
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def test_constant(): """ Test a tesorflow session """ sess = tf.Session() first = tf.constant(4) second = tf.constant(5) return sess.run(first * second)
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def robots(): """Robot Crawler txt for search engines.""" if current_app.config['STATIC_ROUTES'].get('robots', None): response = make_response( render_template( template_path(current_app.config['STATIC_ROUTES']['robots']) ) ) response.headers['Cont...
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import argparse def parameter_parser(): """ A method to parse up command line parameters. By default it trains on the PubMed dataset. The default hyperparameters give a good quality representation without grid search. """ parser = argparse.ArgumentParser(description = "Run .") parser.add_arg...
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def cat_arg_and_value(arg_name, value): """Concatenate a command line argument and its value This function returns ``arg_name`` and ``value concatenated in the best possible way for a command line execution, namely: - if arg_name starts with `--` (e.g. `--arg`): `arg_name=value` is returned (...
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def is_expired_dds_response(response): """ Check status_code of the response for the two values denoting expired URLs :param response: requests.Response :return: bool: True when the response is expired status """ return response.status_code == SWIFT_EXPIRED_STATUS_CODE or response.status_code ==...
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def write_session(prev_sessions, sessions, start_time, end_time, session_path, logger=structlog.get_logger()): """ Rewrite json file with new data :param prev_sessions: old sessions :param sessions: new sessions :param time: timestamp of processed flows :param session_path: path to json file ...
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def remove_formatting(input: str) -> str: """Remove color information from string.""" return input.replace(bcolors.ENDC, "")\ .replace(bcolors.OKGREEN, "")\ .replace(bcolors.OKBLUE, "")
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def update_event(request, event_id): """Event update view. If the request type is POST, update the event and redirect the user to the events detail page. Otherwise, display the event creation form. Arguments: request - Django object containing request information. event_id (int) - ID of Event ...
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def poly_linear_constraints(p, d): """ Given p = [p1, ..., pm] in k[t]^m and d in k[t], return q = [q1, ..., qm] in k[t]^m and a matrix M with entries in k such that Sum(ci*pi, (i, 1, m)), for c1, ..., cm in k, is divisible by d if and only if (c1, ..., cm) is a solution of Mx = 0, in which case...
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def convert_bytes(num): """ this function will convert bytes to MB.... GB... etc """ step_unit = 1000.0 # 1024? results=[] for x in ['bytes', 'KB', 'MB', 'GB', 'TB']: results.append("%3.2f %s" % (num, x)) num /= step_unit return results
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def comment_is_liked(comment_entity, liker): """Returns true if a given user (liker) has liked a given comment""" likes_query = CommentLike.all() likes_query.filter('liker =', liker) likes_query.filter('comment =', comment_entity) return likes_query.count() > 0
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def GetRenderView(connection=None): """Return the render view in use. If more than one render view is in use, return the first one.""" if not connection: connection = ActiveConnection render_module = None for aProxy in ProxyManager().NewConnectionIterator(connection): if aProxy.IsA...
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def get_fuzzer_name(fuzzer_config_filename: str) -> str: """Get the fuzzer specified in fuzzer_config_filename""" fuzzer_config = yaml_utils.read(get_fuzzer_configs_dir() / fuzzer_config_filename) # Multiple configurations of the same fuzzer are differentiated by their ...
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def colorize_mask(mask, color_map=None): """ Attaches a color palette to a PIL image. So long as the image is saved as a PNG, it will render visibly using the provided color map. :param mask: PIL image whose values are only 0 to 4 inclusive :param color_map: np.ndarray or list of 3-tuples with 5 row...
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import requests def langs(): """ Get list of both src and target languages """ html = requests.get(settings.site_url).content crawl_soup = bs4.BeautifulSoup(html, 'html.parser') langs = [] lang_id = 0 tags = crawl_soup.find('select').find_all('option') for tag in tags: nam...
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def dummy_pipeline_measurements_vaex() -> vaex.dataframe.DataFrame: """ A dummy pipeline measurements dataframe, as a vaex dataframe. Loaded from the test data directory. Returns: The dummy pipeline measurements vaex dataframe. """ filepath = TEST_DATA_DIR / 'test_measurements_vaex.csv...
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