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import re def dashifyHeadline(line): """ Takes a header line from a Markdown document and returns a tuple of the '#'-stripped version of the head line, a string version for <a id=''></a> anchor tags, and the level of the headline as integer. E.g., >>> dashifyHeadline('### s...
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import os def setpos(fh, off): """Implementation of perl $fh->setpos method""" global OS_ERROR, TRACEBACK, AUTODIE try: fh.seek(off, os.SEEK_SET) return True except Exception as _e: OS_ERROR = str(_e) if TRACEBACK: cluck(f"setpos({off}) failed: {OS_ERROR}",s...
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def check_game_has_finished(player, game): """ Checks if the game has finished :param player: (Player object) Current player :param game: current game being played :return: (boolean) True if the game has finished, else False """ finished_game = False # Check if game has finished if ...
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def nullspace_relative_norm(A, x, tol=1e-12): """Compute the ratio between the norm of components of `x` that are in the nullspace of `A` and the norm of `x`. Args: A (torch.Tensor): A matrix. x (torch.Tensor): A certain vector. tol (float): The tolerance level for determining what ...
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def get_filter(df, alt_list, mach_list, aos_list, aoa_list): """ Get a dataframe filter for a set of parameters lists. """ filt = pd.Series(True, index=df.index) if alt_list: filt &= df["altitude"].isin(alt_list) if mach_list: filt &= df["machNumber"].isin(mach_list) if aos_list:...
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import binascii def inet_ntoa(address): """Convert a network format IPv6 address into text. @param address: the binary address @type address: string @rtype: string @raises ValueError: the address isn't 16 bytes long """ if len(address) != 16: raise ValueError("IPv6 addresses are ...
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def parseOutputForAllowedKeys(ml, allowed_keys=None): """ Parses the given vclient output, while accepting only known (or allowed) keys. Also handles void states, where line occur that are neither a key nor a value. """ data = {} # When explicit keys are defined, start in void mo...
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import requests import traceback def getAnyRun(sha256): """ Retrieves information from AnyRun Service :param sha256: hash value :return info: info object """ info = {'anyrun_available': False} if sha256 == "-": return info try: response = requests.get(URL_ANYRUN % sha25...
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def explore_run_save_data_path(run_data_path): """Save run data path Save run data path for next load in run stage :param run_data_path: str, represent result evaluate path :return: bool, represent save result """ explore_run_inst.run_data_path = run_data_path return True
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def add_alias(alias: str, id: str) -> bool: """ This function assigns a desired alias of the user to its id. Parameters ---------- alias : str The alias name of the user id : str The id of the user Returns ------- bool True if new alias has been added, otherw...
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from typing import List def multi_scale_retinex(image: np.ndarray, sigma_list: List) -> np.ndarray: """ Performs multi-scale retinex by wrapping single-scale retinex Parameters ----------------------------- image: np.ndarray, Image to be enhanced sigma_list: List Recommended s...
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import json def craft_unknown_asset_message( username, emoji, channel, launch_time, cloud_provider, vps_name, tags ): """Function to craft a nicely formatted Slack message using blocks for cloud assets not found in Ghostwriter. """ UNKNOWN_ASSET_MESSAGE = { "username": username, "i...
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def nevow_adapter_resource(interceptors=v()): """ Create a Nevow ``IResource`` that executes a context and avoids as much Nevow machinery as possible. A ~`fugue.interceptors.nevow.nevow` interceptor will be attached to the front of the queue to facilitate the interaction with Nevow. """ _im...
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def make_division_term_lookup() -> pd.DataFrame: """DataFrame giving salient keywords for each division. Combines the two sources of salient terms. """ # Match trend terms to divisions (combining the two sources of salience data) division_term_lookup1 = _division_term_lookup_v1() division_ter...
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def address_has_changed(instance) -> bool: """ Check that the newly saved address is different from the already saved """ return (instance.address != get_user_model() .objects.get(id=instance.id).address)
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import re def condition(string: str) -> str: """Turn variable conditions into `if score`""" def equal_int(match: re.Match) -> str: groups = match.groups() return f'score {groups[0]} __variable__ matches {groups[1]}' string, success = re.subn( f'^{Re.var}\s*(?:==|=)\s*{Re.integer}$'...
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import logging def setup_logger(): """Set up logging.""" logger = logging.getLogger(__name__) logger.setLevel(logging.DEBUG) console_handler = logging.StreamHandler() console_handler.setLevel(logging.DEBUG) formatter = logging.Formatter("%(asctime)s %(name)24s %(levelname)8s: %(message)s") ...
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def tilted_L1(u, quantile=0.5): """ tilted_L1(u; quant) = quant * [u]_+ + (1 - quant) * [u]_ """ return 0.5 * abs(u) + (quantile - 0.5) * u
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import re import sys def get_abs_path(path: str) -> str: """ Gets the fully evaluated absolute path for a given path. This function uses a horrific workaround for an issue where CMD and Powershell 5 provide incorrect arguments when called with a path with spaces which ends in a backslash, like ".\my ...
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from rfpipe import source, search, reproduce, candidates def prep_and_search(st, segment, data, indexprefix='new', returnsoltime=False): """ Reproduces rfpipe.search.prep_and_search but calculates and indexes noises. """ ret = source.data_prep(st, segment, data, returnsoltime=returnsoltime) if r...
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def update_entity(id): """ Update a story from the provided json :param intent_id: :param json: :return: """ json_data = loads(request.get_data()) entity = Entity.objects.get(id=ObjectId(id)) entity = update_document(entity, json_data) entity.save() return 'success', 200
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import random def data_augmentation(original_samples, original_labels, original_groups, augmentation_factor=2, x_coord=0, y_coord=1, c_coord=2): """ Pass original_samples after interpolation as a constant shape of (n_samples, NUM_FRAMES, n_keypoints, xyc) """ org_num_samples, org_num_frames, org_num...
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def get_sectors(): """Get all sectors in Yahoo Finance data. [Source: Finance Database] Returns ------- list List of possible sectors """ return fd.show_options("equities", "sectors")
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def getId(collection): """ Get the ImageCollection id. **CLIENT SIDE** :type collection: ee.ImageCollection :return: the collection's id :rtype: str """ return collection.limit(0).getInfo()['id']
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def _process_data_ascii(raw, metadata, verbose_acquistion=True): """Process raw comma separated ascii data to time values and y voltage values as received from :func:`Oscilloscope.capture_and_read_ascii` Parameters ---------- raw : str From :func:`~keyoscacquire.oscilloscope.Oscilloscope.ca...
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def predict_batch(model, dataset_batcher: Batcher): """Predict the values using the given batcher Parameters ---------- model: SKLearn model dataset_batcher : Batcher Returns ------- np.array Predictions array """ y_pred = [] for X, y in dataset_batcher: y_...
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import shutil def migrate_file_target(target: FileTarget, copy: bool = False) -> FileTarget: """Apply a move, or copy of the FileTarget from source to new destination.""" _ensure_target_directory(target.target_move_path) target = _check_existing_target_file(target) if target.file_path == target.targe...
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def bytes_to_human(size, digits=2, binary=True): """Convert a byte value to the largest (> 1.0) human readable size. Args: size (int): byte size value to be converted. digits (int, optional): number of digits used to round the converted value. Defaults to 2. binary (bool, op...
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import requests import toml def get_stellar_toml(domain, allow_http=False): """Retrieve the stellar.toml file from a given domain. Retrieve the stellar.toml file for information about interacting with Stellar's federation protocol for a given Stellar Anchor (specified by a domain). :param str do...
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def parseReplyBlock(s): """Return a new ReplyBlock object for an encoded reply block. Raise ParseError on failure. """ block, length = _parseReplyBlock(s) if length > len(s): raise ParseError("Misformatted reply block: extra data.") return block
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def _validate_method(method, where): """Helper for get_params()""" if method is None: return None if method not in ['signal', 'thread']: raise ValueError('Invalid method %s from %s' % (method, where)) return method
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import yaml from yaml import CLoader as Loader from yaml import Loader def load_yaml(s: Union[bytes, IO, IO[bytes], Text, IO[Text]]): """Load a Yaml document. This is a helper function which tries to use the fast ``CLoader`` implementation and falls back to the native Python version on failure. """ ...
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def _get_specs_and_amplitude_traces(all_audio, fs, spec_params): """ Return spectrograms and amplitude traces given a list of audio. Parameters ---------- all_audio : list of numpy.ndarray List of audio. fs : int Audio samplerate spec_params : dict Contains keys `'nperseg'`, `'noverlap'`, `'min_freq'`, `'...
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from typing import Mapping from typing import Callable def make_index( all_modules: Mapping[str, pdoc.doc.Module], is_public: Callable[[pdoc.doc.Doc], bool], default_docformat: str, ) -> list[dict]: """ This method compiles all currently documented modules into a pile of documentation JSON objects...
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import pathlib def parent(path: str) -> str: """Get path's parent e.g j.sals.fs.parent("/home/rafy/testing_make_dir/test1") -> '/home/rafy/testing_make_dir' Args: path (str): path to get its parent Returns: str: parent path. """ return str(pathlib.Path(path).parent)
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def slugify(text): """ Turn the text content of a header into a slug for use in an ID """ non_safe = [c for c in text if c in non_url_safe] if non_safe: for c in non_safe: text = text.replace(c, '') # Strip leading, trailing and multiple whitespace, convert remaining whitespa...
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def _getText(nodelist): """ returns collected and stripped text of textnodes among nodes in nodelist """ rc = "" for node in nodelist: if node.nodeType == node.TEXT_NODE: rc = rc + node.data return rc.strip()
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import re def strip_html(text): """See http://stackoverflow.com/a/9662362""" return re.sub('<[^<]+?>', '', text)
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def sampling(DAG, n=1000, verbose=3): """Generate sample(s) using forward sampling from joint distribution of the bayesian network. Parameters ---------- DAG : dict Contains model and adjmat of the DAG. n : int, optional Number of samples to generate. The default is 1000. verbos...
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def from_json(json_data, key): """Extract values from JSON data. :arg dict json_data: The JSON data :arg str key: Key to get data for. :Returns: The value of `key` from `json_data`, or None if `json_data` does not contain `key`. """ if key in json_data: return json_data[key] ...
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def weights_dask(weights): """ Weighting array by cosine of the latitude. """ return weights.chunk()
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import os import binascii def get_secure_random_string(size): """ Return a string of ``size`` random bytes. Returned string is suitable for cryptographic use. :param size: Size of the generated string. :type size: ``int`` :return: Random string. :rtype: ``str`` """ value = os.ura...
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def is_not_json(bytestring): """ :param bytes bytestring: A candidate byte string to inspect. :return bool: ``False`` if and only if ``bytestring`` is JSON encoded. """ try: loads(bytestring) except: return True return False
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def get_ingredients(): """Find all available ingredients. Returns: list(IngredientDto): A list of all ingredients. """ ingredient_entities = IngredientEntity.query.all() return [ingredient_entity_to_dto(entity, entity.availability) for entity in ingredient_entities]
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def add_stock(request): """ This view renders Create brand Page """ prod_obj = Product.objects.all() if not request.user.is_viewer : context = { "title": "Create Stock", "products": prod_obj } return render(request, 'add_stock.html',context) else: ...
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def project(a): """ De-homogenize vector """ return a[:-1] / float(a[-1])
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def add_presentations_sheet(supervisor, modified_df): """Adding the Presentations sheet with all Presentations according to the talk order on the presentation day""" src_grading_wb = load_workbook('DataSources/Foik_GradingSheetSeminar.xlsx') print("The available sheets in the xlsx file") print(src_gradi...
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import os def ospathjoin(*args, **kwargs): """ Simple ``o.path.join`` for a specific platform. @param args list of paths @param kwargs additional parameters, among them, *platform* (win32 or ...) @return path """ def build_...
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def load_obj(filename: str, default_mtl='default_mtl', triangulate=False) -> WavefrontOBJ: """Reads a .obj file from disk and returns a WavefrontOBJ instance Handles only very rudimentary reading and contains no error handling! Does not handle: - relative indexing - subobjects or groups - line...
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def get_car(shape): """Get car image as input.""" return get_img(shape, "car.JPEG", np.float32, should_scale=True)
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import select def get_total(session, Model): """Should be made in a context manager""" stmt = select(func.count(Model.id)) _total = session.execute(stmt) total = _total.scalar() return total
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def temp_c_2_f(temp): """ translate Celsius to Fahrenheit T(°F) = (T(°C) * 1.8) + 32 """ tc = (Decimal("%s" % temp) * Decimal("1.8")) + 32 return tc
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def CLT2_ci(mean_log, std_log, n, ci=0.95): """ Returns the error margin for the geometric mean based on the central limit theorem and the t-statistics. Parameters ---------- mean_log : scalar, float the arithmetic mean of the log-transformed data std_log : scalar, float the st...
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import sys def create_and_wait_kfp_run(pipeline_id: str, version_id: str, run_name: str, experiment_name: str = "Default", api_version: str = KATIB_API_VERSION_V1BETA1, **kwargs)...
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def coraldistancemap(edgemask,x_mesh,y_mesh): """ Function generating an array with the minimum distances to a coral object The edgemask object should be a boolean array with the same shape as the x- and y-meshes. It is True where the edges of the coral objects are located and False everywhere else """ ...
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def conditional_entropy(xs, ys, bx=0, by=0, b=2.0, local=False): """ Compute the (local) conditional entropy between two time series. This function expects the **condition** to be the first argument. The bases *bx* and *by* are inferred from their respective time series if they are not pro...
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def screen_aos(mol, active_atoms, den_mat_a, ovlp, trunc_lambda): """Screen AOs for truncation""" include = [False] * mol.nbas active_aos = [] for shell in range(mol.nbas): aos_in_shell = list(range(mol.ao_loc[shell], mol.ao_loc[shell + 1])) if mol.bas_atom(shell) not in active_atoms: ...
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def setup_decision_tree_classifier(training_data, training_target, testing_data, features = "preprocessed", method = "count", ngrams=(1,1)): ...
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def doubleMetaphone(field): """TODO. Examples: .. code:: python > print(doubleMetaphone('John Woodward')) > {'ANTRT', 'JNTRT'} """ return {metaphone for metaphone in doublemetaphone(field) if metaphone}
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def find_nearest(data, target, align='start', max_time_diff=None): """Finds the index of the nearest row in `data` to `target` time. Args: * data (pd.Series or pd.DataFrame): if `align==back` then `data` must have an `end` column. * target (pd.Timeseries or timestamp) * align (str): `...
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def clipped_error(x): """ # Huber loss (delta = 1) L(a) = if abs(a) < delta -> 0.5*a*a else -> delta*(abs(a) - 0.5*delta) """ # function where return the coordination of the values which is meet for the condition # where(condition, x, y) 根据condition返回x或y中的元素 return tf....
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def _rotate_affine(affine, shape, rotation): """ Work in progress. Does not work yet. :param affine: :param shape: :param rotation: :return: """ assert_affine_is_diagonal(affine) # center the image on (0, 0, 0) temp_origin = (affine.diagonal()[:3] * np.asarray(shape)) / 2 tem...
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import torch def b_inv(b_mat): """ inverse function for 2x2 matrix :param b_mat: [M, 2, 2] :return: [M, 2, 2] """ b00 = b_mat[:, 0, 0] b01 = b_mat[:, 0, 1] b10 = b_mat[:, 1, 0] b11 = b_mat[:, 1, 1] det = (b00 * b11 - b01 * b10) b00 = b00 / (det + eps) b01 = b01 / (det +...
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def right_bit_shift(lhs, rhs, ctx): """Element ↳ (num, num) -> a << b (str, num) -> a.rjust(b, " ") (num, str) -> b.rjust(a, " ") (str, str) -> a.rjust(len(b)-len(a), " ") """ ts = vy_type(lhs, rhs) return { (NUMBER_TYPE, NUMBER_TYPE): lambda: int(lhs) >> int(rhs), (str, ...
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def spell_check(text, spell): """Fix misspelled words""" suggestions = spell.lookup_compound(text, 2) if suggestions: return suggestions[0].term else: return text
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def get_favicon(): """ Function used internally to send static files from the static folder to the browser 内部使用send_static_file方法将静态文件夹中的图片数据发送到浏览器 """ # 找到网站图片的静态资源并返回 return current_app.send_static_file("news/favicon.ico")
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def adagrad(lr, epsilon, weight_decay): """\ Adagrad optimizer. Adagrad is an optimizer with parameter-specific learning rates, which are adapted relative to how frequently a parameter gets updated during training. The more updates a parameter receives, the smaller the learning rate. See: http:...
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from typing import List from typing import Dict from typing import Counter def layout_agnostic_vocabulary_vector( results: List[Dict], number_of_words: int ) -> List[str]: """Create a layout agnostic vocabulary vector Finds the most popular words out of a bag comprised of all layouts ...
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def getTriangularVertices(n, rotationAngles = [0, 0, 0], phi_start = 0, phi_end = np.pi, plotIt = False): """ Triangular approximation of a sphere Two angular sweeps are necessary. One is theta that goes arou...
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def _get_role_prefix(node): """Calculates the node role prefix used for grouping nodes in the graph""" try: role_prefix = node['role'][0].split("_")[0] if role_prefix == REPO['EXCLUDE_ROLE_PREFIX']: role_prefix = 'none' role_prefix = node['role'][1].split("_")[0] ...
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from typing import Optional from typing import Union from typing import Dict from typing import List def check_message( message_id, parameter: Optional[Union[str, Dict]], level_type: Optional[Union[str, List[str]]], level: Optional[Union[int, List[int], Dict]], **kwargs, ) -> b...
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from typing import TextIO def process(fh: TextIO) -> FastaInfo: """ Process a file """ if lengths := [len(rec.seq) for rec in SeqIO.parse(fh, 'fasta')]: return FastaInfo(filename=fh.name, min_len=min(lengths), max_len=max(lengths), ...
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import re def cln_info(record): """Annotates pathogenicity using ClinVar Args: record (tuple): vcf line with fields separated in tuple Returns: significance + '|' + disease (str): pathogenicity and disease name implicated """ try: significance = re.search(r"(CLNSIG=)([...
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from operator import inv def n_clinic_to_unit_cube(x_array,box): """ ---Inputs--- x_array : {2 mode numpy array} array defining the "real" coordinate(s) at which to calculate values of basis functions shape (n_points, d) dimension of first mode gives number of points ...
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def permission_request_delete_link(context, perm): """ Renders a html link to the delete view of the given permission request. Returns no content if the request-user has no permission to delete foreign permissions. """ user = context['request'].user if user.is_authenticated(): link_k...
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def dummies(data): """ Manually creates labels for property type. sklearn label encoder was breaking the model shape. """ data['Property_Area'] = data['Property_Area'].replace('Rural', 0, regex=True) data['Property_Area'] = data['Property_Area'].replace('Semiurban', 1, regex=True) data['Property...
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from fsm.fsmspec import FSMSpecification def get_specs(): """ Get FSM specifications stored in this file. """ spec = FSMSpecification( name='faq', hideTabs=True, title='Take the courselet core lessons', pluginNodes=[ START, SHOW_FAQS, ...
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from typing import Union from typing import Optional from typing import List from typing import Tuple def render( markup: str, style: Union[str, Style] = "", emoji: bool = True, emoji_variant: Optional[EmojiVariant] = None, ) -> Text: """Render console markup in to a Text instance. Args: ...
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def get_namespaced_custom_object_with_retries(namespace, name): """Call get_namespaced_customer_object API with retries. Args: namespace: namespace for the workflow. name: name of the workflow. """ # Due to https://github.com/kubernetes-client/python-base/issues/59, # we need to recreate the API clie...
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def info_colon_to_dict(value): """ Simple function to convert colon separated string to dict """ return info_to_dict(value, ":")
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def parse_markdown(filename): """ Takes a .md file and returns a parsed version in HTML. Parses a markdown file using mistune, returns a string which contains the parsed information in HTML. Args: filename: the file to be parse, must be a .md file. Returns: Variable which ...
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import time def query_task_until_finished(task_id): """Blocks until an iControl LX task finishes or fails""" max_attempts = 60 while max_attempts > 0: max_attempts -= 1 status = get_task_status(task_id) LOG.debug("task: %s returned status %s", task_id, status) if status and...
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def create_full_example() -> model.DictObjectStore: """ Creates an :class:`~.aas.model.provider.DictObjectStore` which is filled with an example :class:`~aas.model.aas.Asset`, :class:`~aas.model.submodel.Submodel`, :class:`~aas.model.concept.ConceptDescription` and :class:`~aas.model.aas.AssetAdministra...
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def filter_kmeans_segmentation(np_img, compactness=10, n_segments=800): """ Use K-means segmentation (color/space proximity) to segment RGB image where each segment is colored based on the average color for that segment. Args: np_img: Binary image as a NumPy array. compactness: Color proxim...
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from typing import Optional from typing import List def _pytd_signature( function: ast3.AST, is_async: bool, exceptions: Optional[List[pytd_node.Node]] = None ) -> pytd.Signature: """Construct a pytd signature from an ast.FunctionDef node.""" name = function.name args = function.args pos_params = ...
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import seaborn as sns def anno_heat(X, row_anno=None, col_anno=None, row_order_ids=None, col_order_ids=None, xticklabels=False, yticklabels=False, row_cluster=False, col_cluster=False, **kwargs): """ Heatmap with column or row annotations. Based on seab...
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from unittest.mock import Mock def dao_exchange_rate_mock(): """ :return: Mock of gold_digger.database.DaoExchangeRate """ return Mock(DaoExchangeRate)
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from typing import Optional from typing import Tuple import itertools import os import stat def find_exec(executable: str, compat: Optional[str] = None, root: str = '/') \ -> Tuple[str, str]: """Search an executable in the system Uses the ``PATH`` environment variable. :param executable: Executa...
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import six def _repr_odict(dumper, data): """ Represent OrderedDict in yaml dump. Source: https://gist.github.com/weaver/317164 License: Unspecified >>> data = OrderedDict([('foo', 'bar'), ('mumble', 'quux'), ('baz', 'gorp')]) >>> yaml.dump(data, default_flow_style=False) # doctest: +SKIP ...
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def _update_inventory(context, rp, inventory): """Update an inventory already on the provider. :raises `exception.ResourceClassNotFound` if inventory.resource_class cannot be found in either the standard classes or the DB. """ _ensure_rc_cache(context) rc_id = _RC_CACHE.id_from_string(i...
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def assert_all_loaded(pairs, raise_=True): """ Returns True if all SleepStudy objects in 'pairs' have the 'loaded' property set to True, otherwise returns False. If raise_ is True, raises a NotImplementedError if one or more objects are not loaded. Otherwise, returns the value of the assessment. ...
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def max_pool(x, ksize, stride, name): """ Create a max pooling layer :param x: input to max-pooling layer :param ksize: size of the max-pooling filter :param stride: stride of the max-pooling filter :param name: layer name :return: The output array """ return tf.nn.max_pool(x, ...
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def _check_robot_postproc_compatibility(robot, processor): """ Verify the compatibility of the selected robot and the processor. :return: """ warning = '' robot_type = mimic_utils.get_robot_type(robot) processor_type = processor.type_robot # Always return without a warning if the p...
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def flush(hand): """Return True if there is a flush""" suits = [s for r,s in hand] return len(set(suits)) == 1
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from typing import List def filter_by_name(candidates: List[Element], query: EdifactStackQuery) -> List[Element]: """ returns those elements that have the given name (in the query) """ filtered_by_names = [ x for x in candidates if are_similar_names(x.attrib["name"], query.name...
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import os def expand_params(params_to_env): """ Given a dictionary like: { "AwsAccessKeyId": "AWS_ACCESS_KEY_ID", "AwsSecretAccessKey": "AWS_SECRET_ACCESS_KEY", "KeyNukerOrg": "KEYNUKER_ORG", } Convert to a string like: --param KeyNukerOrg default --param AwsAccessKe...
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def remote_shortname(socket): """ Obtains remote hostname of the socket and cuts off the domain part of its FQDN. """ return socket.gethostname().split('.', 1)[0]
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def MakePlot(specWithCuts, specWithoutCuts, options): """ Creating the final plot. The plot will be a two panel plot: 1st panel shows the comparison of the spectra. 2nd panel shows the ratio of the normalised spectra with and without pileup rejection (as without/with) ...
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def network_instance_list(network=None, host=None): """ Retrieves information about all resources. Parameter *kind*: If *kind* is set, only resources with a matching kind will be returned. Return value: A list with information entries of all matching network_instances. Each list entry contains exactly th...
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def formatParagraphLine(text, width): """ :return: array of rows """ words = text.split() tail = words result = [] buf = '' while len(tail): curWord, tail = tail[0], tail[1:] if len(buf) + len(curWord) + 1 > width: if buf == '': row = curWord ...
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