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def is_allowed_file(filename): """Check if a file extension is allowed. Args: filename (str): Name of the file to check. Returns: True if the file upload is allowed. """ return '.' in filename and \ filename.rsplit('.', 1)[1] in current_app.config['ALLOWED_EXTENSIONS']
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def _build_distance_estimator(X, y, w2v, PoS, NER, regressor, verbose=1): """Build a vector reprensation of a pair of signatures.""" if w2v == 'glove': PairVecTransformer = PairGloveTransformer elif w2v == 'spacy': PairVecTransformer = PairSpacyVecTransformer elif w2v == 'polyglot': ...
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from project.main.views import main_blueprint from project.matrix.views import matrix_blueprint from project.evaluate.views import evaluate_blueprint import os def create_app(**kwargs): """ Create a new WSGI application, register blueprints and initialize extensions. :key name : The name of the Fl...
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from typing import Optional from typing import Union from typing import List import logging import csv def n15hsqc(bmrb_ids: Optional[Union[str, List[str], int, List[int]]] = None, input_file_names: Optional[Union[str, List[str]]] = None, entry_objects: Optional[Union[pynmrstar.Entry, List[pyn...
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def binary_prediction_results(y_true, y_pred): """ Returns a dictionary with counts of TP, TN, FP, and FN Args: y_true, y_pred (numpy-compatible, 1D array-like): binary valued objects holding the ground truth and predictions (respectively), on which validation has already been run. ...
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from typing import Optional from typing import Sequence def SplitFMNIST(n_experiences: int, first_batch_with_half_classes: bool = False, return_task_id=False, seed: Optional[int] = None, fixed_class_order: Optional[Sequence[int]] = None, ...
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from typing import Union from typing import Dict from typing import List def group_by(value, key: Union[str, int] = "", count=False, *, context) -> Dict[any, Union[List[any], int]]: """ Group the incoming values :param value: Incoming list :param key: The key to use in grouping the items. If no key, t...
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import html def create_index_page(): """ Dynamically create links for all app pages """ links = [] for page in pages: links.append(dcc.Link("Go to Page " + page, href="/pages/" + page)) links.append(html.Br()) return links
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import six import asyncio def maybe_coroutine(obj): """ If 'obj' is a coroutine and we're using Python3, wrap it in ensureDeferred. Otherwise return the original object. (This is to insert in all callback chains from user code, in case that user code is Python3 and used 'async def') """ i...
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def inchi(xgr): """ InChI string of this connectivity graph """ ich, _ = _inchi_with_atom_inchi_numbers(xgr) return ich
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def _compute_dloss_by_dmin_using_dmax(dloss_by_dmax): """ compute derivative of loss w.r.t min, it is sign flipped version of derivative w.r.t max :param dq_by_dmax derivative w.r.t max :return: derivative w.r.t min """ return tf.negative(dloss_by_dmax)
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import requests def get_gitlab_groups(default_val=False): """ Get a list of groups for display in a drop-down menu box. :return: List of groups name tuples. """ groups = {} try: groups = requests.get( gitlab_import_config.gitlab_url + 'groups?search=' + gitlab_import_conf...
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def unsalt(): """ Remove salt/solvates. Examples and documentation: [https://wwwdev.ebi.ac.uk/chembl/extra/francis/standardiser/04\_unsalt.html](https://wwwdev.ebi.ac.uk/chembl/extra/francis/standardiser/04_unsalt.html) CTAB is either single molfile or SDF file. cURL examples: curl -X POST --data-binary @unsal...
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def Select3D_SensitiveTriangle_Status(*args): """ :param X: :type X: float :param Y: :type Y: float :param aTol: :type aTol: float :param Dmin: :type Dmin: float & :rtype: int * Dmin gives the distance between the cdg and aPoint return :param p0: :type p0: gp_XY :...
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def confirm_action(config, msg=None, allow_auto=True): # type: (dict, str, bool) -> bool """Confirm action with user before proceeding :param dict config: configuration dict :param msg str: confirmation message :param bool allow_auto: allow auto confirmation :rtype: bool :return: if user con...
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import numpy def read_nam_maps(netcdf_file_name, PREDICTOR_NAMES): """Reads fog-centered maps from NetCDF file. E = number of examples (fog objects) in file M = number of rows in each fog-centered grid N = number of columns in each fog-centered grid C = number of channels (predictor variables) ...
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import subprocess import os def get_base_dir(): # type: () -> str """ Get the base directory for mongo repo. This script assumes that it is running in buildscripts/, and uses that to find the base directory. """ try: return subprocess.check_output(['git', 'rev-parse', '--show-topl...
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import socket def pick_free_port(): """ Pick free port using socket """ s = socket.socket(socket.AF_INET, socket.SOCK_STREAM) s.bind(('localhost', 0)) addr, port = s.getsockname() s.close() return port
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def borders(district, unit): """Check if a unit borders a district.""" if district == []: return True neighbour_coords = [(unit.x+i, unit.y+j) for i in [1, 0, -1] for j in [1, 0, -1] if bool(i) ^ bool(j)] district_coords = [(d_unit.x, d_unit.y) for d_unit in district] ...
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def get_step_g(step_f, norm_L2, N=1, M=1): """Get step_g compatible with step_f (and L) for ADMM, SDMM, GLMM. """ # Nominally: minimum step size is step_f * norm_L2 # see Parikh 2013, sect. 4.4.2 # # BUT: For multiple constraints, need to multiply by M. # AND: For multiple variables, need to...
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def isDefinition(): """Matches if the cursor is a definition >>> from glud import * >>> config = ''' ... class X {}; ... class Y; ... ''' >>> m = cxxRecordDecl(isDefinition()) >>> for c in walk(m, parse_string(config).cursor): ... print(c.spelling) X """ return PredM...
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def read_string(buff, byteorder="big"): """Read a string from a file-like object.""" length = read_numeric(USHORT, buff, byteorder) return buff.read(length).decode("utf-8")
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import sys def parse_config(): """ Checks the config file for the correct format and directs params to main """ checklist = ["n", "r", "graph_seeds", "output_dir", "num_threads", "algo_seed", "timeout", "verbose", "docker_verbose", "algorithms", "csv_filename"] e...
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def SGD_ninits(setup): """Perform stochastic gradiend descent for a number of initial models. Arguments: setup -- SGDsetup object which contains SGD parameters. """ print_SGDsetup(setup) dRMSEs = [] models_costmin = [] zs_hist = [] mRMSEs = [] for j in range(setup.ninits): ...
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def _cv_checkerboard(image_size, square_size): """Generates a checkerboard level set function. According to Pascal Getreuer, such a level set function has fast convergence. """ yv = np.arange(image_size[0]).reshape(image_size[0], 1) xv = np.arange(image_size[1]) return (np.sin(np.pi/square_size...
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from typing import Tuple def calc_sigma_units(time_vector: np.ndarray, range_los: np.ndarray) -> Tuple[float, float]: """Calculates Gaussian peak std parameters. The amount of smoothing is hard coded. This function calculates how many steps in time and height corresponds to this smoothing. Args: ...
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def format_request(routes, route, method, base_url="{{base_Url}}"): """Populates atomic_request dictionary with route metatdata. Returns a postman formatted dictionary request item.""" request = atomic_request() doc = get_route_doc_string(routes, route, method) name = get_route_name(route) url ...
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def reachable(fanin, n): """ Figure out what circuits are reachable from gates with limited fanin. """ seen = set() answer = [] atoms = Toffoli.generate(fanin, n) pending = list(atoms) while pending: circuit = pending.pop() sig = signature(circuit, n) if sig in se...
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def calc_fixPos(etdata, fix, w=50): """ TODO: dublicate function. Update to use calc_event_data """ data=etdata.data ws=round_up_to_odd(w/1000.0*etdata.fs) fix_pos=[] for f in fix: ind_s=f[0]+ws ind_s = ind_s if ind_s < f[1] else f[1] ind_e=f[1]-ws ind_e = ind...
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from typing import Dict from typing import List from typing import Any import re def process_action(action_info: Dict, sentences_info: List[Dict[str, Any]], words: List[str], sentence_number: int) -> Action: """ Create action and his object Parameters ---------- action_info ...
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def unique_slugify(data, models, duplicate_key=''): """Returns a unique slug string. If duplicate_key is provided, this is appended for non-unique slugs before adding a count.""" slug_base = slugify(data) counter = 0 slug = slug_base while any(model.objects.filter(slug=slug).exists() for mod...
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import torch def affine_del_homogeneous(affine): """Ensure that the last row of the matrix is _not_ (*zeros, 1). This function is more generic than `make_rect` because it works with images where the dimension of the output space differs from the dimension of the input space. Parameters -----...
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def Kurt(poly, dist=None, fisher=True, **kws): """ Kurtosis operator. Element by element 4rd order statistics of a distribution or polynomial. Args: poly (numpoly.ndpoly, Distribution): Input to take kurtosis on. dist (Distribution): Defines the space the skewne...
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import copy def relabel_graph_nodes(graph, label_dict=None, with_data=True): """ Relabel graph nodes.The graph is relabelled (and returned) according to the label dictionary and an inverted dictionary is returned. Only integers are allowed as labels. If some other objects will be passed inn th...
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def add_form_shared(request, client_api, form_acess="", external=False): """ Method to render form request vip """ try: lists = dict() lists["action"] = reverse('vip-request.form') lists['ports'] = '' lists['ports_error'] = '' lists['reals_error'] = '' l...
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import time from datetime import datetime def adv_results(request): """ Process the form from an advanced search. We expect to always get here from the advanced search page and always on a get, either from the submit button on the form or the paging navigation buttons. * On first search sub...
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def code_duplication_figure(metrics): """Create the code duplication donut.""" duplicated_loc = metrics["duplicated_loc"] total_loc = metrics["total_loc"] labels = ["Duplicated code", "Non duplicated code"] values = [duplicated_loc, (total_loc - duplicated_loc)] percentage = (duplicated_loc /...
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def adduser(username, uid=None, system=False, no_login=True, no_password=False, gecos=None, arg_mapping=CmdArgMappings.DEBIAN, **kwargs): """ Formats an ``adduser`` command. :param username: User name. :type username: unicode | str :param uid: Optional user id to use. :type uid: lon...
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def lin(p,x): """ Linear function for fitting """ return p[0]+np.dot(p[1],x)
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import argparse def _setup_argparser(): """Setup the command line arguments""" # Description parser = argparse.ArgumentParser( description=( "The storescu application implements a Service Class User " "(SCU) for the Storage Service Class. For each DICOM " "file ...
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def _chartToDF(c): """internal""" df = pd.DataFrame(c) _toDatetime(df) _reindex(df, "date") return df
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def file_diff_format(filename1, filename2): """ Inputs: filename1 - name of first file filename2 - name of second file Output: Returns a four line string showing the location of the first difference between the two files named by the inputs. If the files are identical, the fun...
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import sys def isQuerynameSorted(fname, file_type): """Check if a given file file is sorted based on the queryname. Args: fname: a input file name Returns: True if fname is a bam file sorted by read name, otherwise False """ if file_type == "bam": return(isBamQuer...
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def qlength(rcd): """ Returns "quality length" """ qscore = rcd.letter_annotations["phred_quality"] nq = np.array(qscore) q_mean = [] for i in range(1,len(nq)): q_mean.append(abs(nq[:i].mean() - nq[i:].mean())) q_mean[0] = q_mean[1] return q_mean.index(max(q_mean))
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def social(): """Redirects to the Accent Twitter profile.""" return redirect(SOCIAL_URL)
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def MakeCircleRange(circle_size, slice_side): """factory function that pre computes all circular slices slices are assumed to be 2*slice_side+1 in length """ assert (circle_size - 1) % 2 == 0 slice_collection = {} full_indices = list(range(0, circle_size)) for centre_index in range(circle_s...
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import os import logging import tarfile import gzip def get_data(directory, tar_filename): """ Extract data and return filenames, grouped by paper. Parameters ---------- directory : string The path to a directory which contains .gz files of the arXiv. tar_filename : string The...
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def TDataXtd_Constraint_GetID(*args): """ * Returns the GUID for constraints. :rtype: Standard_GUID """ return _TDataXtd.TDataXtd_Constraint_GetID(*args)
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import fnmatch def get_memory_usage(pids, verbose=False, exclude=None, use_pss=True): """Returns memory stats for list of pids, aggregated by cmd line.""" # TODO: pylint complains about too many branches, need to refactor. # pylint: disable=R0912 meminfos = [] for pid in pids: thread_id =...
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def dependency_on_infectiousness_width_homogeneous_model_example(): """ Example of several computations of the limit Eff_∞ in homogeneous scenarios (i.e. with no app usage) in which the default distribution ρ^0 of the generation time is rescaled by different factors. """ infectiousness_rescale_fact...
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def octree_et(sc, margin, idx=None, eidx=None, bounds=None, cloth=None): """Adaptive octree. Good for finding doubles or broad phase collision culling. et does edges and tris. Also groups edges in boxes.""" # first box is based on bounds so first box could be any shape rectangle #sh = cloth.pierce_co.s...
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from .base import IODescriptorBase def descriptor_dict_to_uri(ddict): """ Translates a descriptor dictionary into a uri. :param ddict: descriptor dictionary :returns: descriptor uri """ return IODescriptorBase.uri_from_dict(ddict)
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def process_df(df, sentence_column='SentenceID', word_column='Word', tag_column='Tag', verbose=1): """ Extract words, tags, and sentences from dataframe """ # get words and tags words = list(set(df[word_column].values)) n_words = l...
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def ramp_geometric(phi, A): """ Weighted geometric mean according to phi. """ return A[0]**(0.5*(1.+phi))*A[1]**(0.5*(1.-phi))
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from sys import path def secondary_structure(**kwargs): """ Predict or load secondary structure for an input sequence Parameters ---------- Mandatory kwargs arguments: See list below in code where calling check_required Returns ------- residues : pandas.DataFrame ...
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import inspect from datetime import datetime async def post_login_infos( *, resp_: Response, request : Request, # access_token: str = p_access_token, user_login: UserLogin = Body(..., embed=True), api_key: APIKey = Depends(get_api_key), ): """ Needs an anonymous access_token """ ### DEBUGGI...
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def dipole(sign, simplified=False): """Segmented BC dipole model.""" segtypes = { 'b': ('B', _pyaccel.elements.rbend), 'b_edge': ('edgeB', _pyaccel.elements.marker), 'b_pb': ('physB', _pyaccel.elements.marker), } # FIELDMAP # trajectory centered in good-field region. init_...
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def edge_to_string(token, is_head=False): """ Converts the token to an edge string representation :param token: the token :return: the edge string """ t = token if not isinstance(token, spacy.tokens.token.Token): t = token.root return '/'.join([token_to_lemma(token), t.pos_, t.d...
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def sknet152(**kwargs): """ SKNet-152 model from 'Squeeze-and-Excitation Networks,' https://arxiv.org/abs/1709.01507. Parameters: ---------- pretrained : bool, default False Whether to load the pretrained weights for model. root : str, default '~/.tensorflow/models' Location for...
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import os def compressBaseName(path): """if a file is compressed, return the path without the compressed extension""" if isCompressed(path): return os.path.splitext(path)[0] else: return path
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import pathlib def get_model_and_assets(): """Returns a tuple containing the model XML string and a dict of assets.""" current_dir = pathlib.Path(__file__).parent.absolute() return (resources.GetResource(f'{current_dir}/ball_in_cup_explore.xml'), common.ASSETS)
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import sys def _index_argv(argument): """Returns the location of the argument in sys.argv, or None. Since long options can be passed as either '--option value' or '--option=value' we need to check for both forms. """ for i, arg in enumerate(sys.argv): if arg.split('=')[0] == argument: ...
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def render_file(path: str, **kwargs): """ Renders a file at the specified absolute path. The file can reside anywhere on the local disk as Cauldron's template environment path searching is ignored. :param path: Absolute path to a template file to render :param kwargs: Named argu...
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import subprocess def find_file(value: str) -> bool: """ Find a file in the system explorer. value: str corresponding to the dbfid (just the int part). returns True if the file was found, and False otherwise. """ # Ensure that the id is a number. try: float(value) except Valu...
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import io import csv from datetime import datetime async def export_books_csv(): """export `Book`s to csv file""" session = Session() books = session.query( BookTable.title, BookTable.author, BookTable.publisher, BookTable.shorthand, BookTable.number, BookTa...
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def export_videos(videos, email): """ Exporting videos is done in a seperate Celery process from the Flask handler. Args: videos (array): Array of video objects (See README.md for general idea of formats). email (string): Email address (string) where a download link of the export results wi...
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def text_words(tree, show_traces=False): """Print just the words in the tree.""" text = [] for node in tree: if node.is_terminal(): if node.is_trace() and not show_traces: continue text.append(node.word) return ' '.join(text)
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from typing import Protocol def edit_protocol(protocol_id): """Edit details of a protocol.""" current_protocol = Protocol.query.filter_by(id=protocol_id).first() if current_protocol.user != current_user: flash('Not your protocol!', 'danger') return redirect('.') form = ProtocolForm(r...
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def get_win_drives(): """ Return list of detected drives """ assert NT drives = [] bitmask = windll.kernel32.GetLogicalDrives() for letter in 'ABCDEFGHIJKLMNOPQRSTUVWXYZ': if (bitmask & 1) and win32file.GetDriveType('%s:\\' % letter) in DRIVES: drives.append(letter) bitma...
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def query_grakn(session, query_object) -> dict: """ Purpose: Gateway to the grakn queries Args: session: The Grakn session query_object: the query_object Returns: answers_df_map: Answers to the queries by entity """ answers = {} if query_object.action == "Find...
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def skewa(s): """ SKEWA creates augmented skew-symmetric matrix :param s: 3 or 6 vector :return: augmented skew-symmetric matrix SKEWA(V) is an augmented skew-symmetric matrix formed from V. If V (1x3) then S = | 0 -v3 v1 | | v3 0 v2 | | 0 0 0 | ...
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import hashlib def generate_server_uuid(input_string): """ Create your own server_uuid @param input_string (str): information to be encoded as server_uuid @returns server_uuid (str): your unique server_uuid """ s = hashlib.sha256() data = (input_string+SALT).encode("utf-8") s.update(data) ...
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def get_subject_data(layout: BIDSLayout, subject: str): """ Gathers subject specific experimental data """ # Get the high resolution T1-weighted anatomical MRI scan """ In addition to the functional scan, a high resolution T1-weighted anatomical MRI scan was made (3D gradient echo sequence,...
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def multi_point(point_gdf): """Create a multi-point GeoDataFrame.""" multi_point = point_gdf.unary_union out_df = GeoDataFrame( geometry=GeoSeries( [multi_point, Point(2, 5), Point(-11, -14), Point(-10, -12)] ), crs="EPSG:4326", ) out_df["attr"] = ["tree", "anothe...
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def get_service_auth(context, endpoint, service_auth): """Create auth plugin wrapping both user and service auth. When properly configured and using auth_token middleware, requests with valid service auth will not fail if the user token is expired. Ideally we would use the plugin provided by auth_...
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def download_topo_land(load=True): # pragma: no cover """Download topo land dataset. Parameters ---------- load : bool, optional Load the dataset after downloading it when ``True``. Set this to ``False`` and only the filename will be returned. Returns ------- pyvista.Poly...
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import time def wait(msg='', exceptions=None, timeout=10): """ Decorator to handle generic waiting situations. Will handle StaleElementReferenceErrors. :param msg: Error message :param exceptions: Extra exceptions to handle :param timeout: time to keep trying (default: 10 seconds) :retur...
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def transform_skycoordinates_to_radec(df, names, move_to_rad=True): """ Transform ``SkyCoordinate`` column to ``sindec``, ``sinra``, ``cosra``. :param df: Data frame with ``SkyCoordinate`` column. :param names: Iterable with names of columns with ``SkyCoordinate``s. :param move...
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def rot13(encoded: str) -> str: """ >>> rot13("har crefbaar abeznyr crafr dh’ha xvyb-bpgrg rfg étny à 1000 bpgrgf, ha vasbezngvpvra rfg pbainvaph dh’haxvybzèger rfg étny à 1024 zègerf.") 'une personne normale pense qu’un kilo-octet est égal à 1000 octets, un informaticien est convaincu qu’unkilomètre est ég...
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def create_scene(gym, sim, props, assets_biotac, assets_indenters, biotac_offset=0.05, indenter_offset=0.01785938): """Create a scene (i.e., ground plane, environments, BioTac actors, and indenter actors).""" plane_params = gymapi.PlaneParams() gym.add_ground(sim, plane_params) env_handles = [] ac...
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def ni_parse(*, df_list, year, **_): """ Combine, parse, and format the provided dataframes :param df_list: list of dataframes to concat and format :param args: dictionary, used to run flowbyactivity.py ('year' and 'source') :return: df, parsed and partially formatted to flowbyactivity ...
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from re import X from re import T def run(dx, Tf, generator="cython", sorder=None, withPlot=True): """ Parameters ---------- dx: double spatial step Tf: double final time generator: pylbm generator sorder: list storage order withPlot: boolean if Tru...
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def get_policy(arn: str, configuration: Configuration = None, secrets: Secrets = None) -> bool: """ Get a policy by its ARN """ client = aws_client("iam", configuration, secrets) return client.get_policy(PolicyArn=arn)
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def soft_crossentropy(predicted_logprobs, target_probs): """ Cross-entropy loss capable of handling soft target probabilities. """ return -(target_probs * predicted_logprobs).sum(1).mean(0)
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def is_slashable_attestation_data(data_1: AttestationData, data_2: AttestationData) -> bool: """ Check if ``data_1`` and ``data_2`` are slashable according to Casper FFG rules. """ return ( # Double vote (data_1 != data_2 and data_1.target.epoch == data_2.target.epoch) or # Surro...
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def trunc(x): """ Truncate the values to the integer value without rounding """ if isinstance(x, UncertainFunction): mcpts = np.trunc(x._mcpts) return UncertainFunction(mcpts) else: return np.trunc(x)
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def _mine_store(mine_data, clear=False): """ Helper function to store the provided mine data. This will store either locally in the cache (for masterless setups), or in the master's cache. :param dict mine_data: Dictionary with function_name: function_data to store. :param bool clear: Whether o...
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def semivariogram(F, sites, xbin=None, robust=True, trimmed=True, cloud=False, counts=False, se=False): """ Classical semivariogram estimator with option for Cressie's robust estimator. Can also return a semivariogram "cloud". Parameters ---------- F : ndarray, (N, ...) One or more sam...
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def linelength(x0, y0, x1, y1): """Returns the length of the line.""" a = pow(abs(x0 - x1), 2) b = pow(abs(y0 - y1), 2) return sqrt(a+b)
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def get_table_max_columns_width(table, column_mapping): """ Returns a list with columns width Args: table (list): of dictionaries must correspond to column_mapping column_mapping (list): of tuples: mapping of final table column names to actual `table keys` .. code-block:: python ...
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def create_switch_with_ecobee_clear_hold_button(accessory): """Define setup button characteristics.""" service = accessory.add_service(ServicesTypes.OUTLET) setup = service.add_char(CharacteristicsTypes.Vendor.ECOBEE_CLEAR_HOLD) setup.value = "" setup.format = "string" cur_state = service.add...
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def infer_mime( mime, args, vocab, data, fuzz_ops, emotion=None, format_data_output_path=None, ): """ Infer """ fuzzed_data = fuzz(data, {"ops": fuzz_ops}) formatter = MIMEPipeline(vocab) formatter.format([[obj["fuzzed"]] for obj in fuzzed_data], emotion=emotion) ...
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def request_priority_access(requester: str, trusted_by: str = None, url: str = None): """(draft) Request priority to access data (eg Overloaded server allow you) Example: please = hxlm.routing.request_priority_access( url='https://example.org/dataset/data...
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def trycmd(*args, **kwargs): """Convenience wrapper around oslo's trycmd() function.""" if 'run_as_root' in kwargs and 'root_helper' not in kwargs: kwargs['root_helper'] = _get_root_helper() return processutils.trycmd(*args, **kwargs)
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import nomenclator.utilities def mocked_fetch_next_version(mocker): """Return mocked 'nomenclator.utilities.fetch_next_version' function.""" return mocker.patch.object(nomenclator.utilities, "fetch_next_version", )
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from re import T def is_from_keyword(token): """ 「FROM」判定 """ return token.match(T.Keyword, "FROM")
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import copy def get_saved_state(model, optimizer, lr_scheduler, epoch, hyp): """Get the information to save with checkpoints""" if hasattr(model, 'module'): model_state_dict = model.module.state_dict() else: model_state_dict = model.state_dict() utils_state_dict = { 'epoch': ep...
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def compact(number): """Convert the number to the minimal representation. This strips the number of any valid separators and removes surrounding whitespace.""" return clean(number, ' -.').strip()
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def pretty_status_str(status,color,bold): """return pretty status string from status code""" if bold: bold_str='1' else: bold_str='0' color_map = { 0: 32, # green 10: 32, # green 15: 37, # white 20: 31, # red 30: 31, # red } color_code=color_map.get(st...
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def dynamic_import(import_string): """ Dynamically import a module or object. """ # Use rfind rather than rsplit for Python 2.3 compatibility. lastdot = import_string.rfind('.') if lastdot == -1: return __import__(import_string, {}, {}, []) module_name, attr = import_string[:las...
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