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def do(ARGV): """Allow to check whether the exception handlers are all in place. """ if len(ARGV) != 3: return False elif ARGV[1] != "<<TEST:Exceptions/function>>" \ and ARGV[1] != "<<TEST:Exceptions/on-import>>": return False if len(ARGV) < 3: return False exception = A...
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def get_available_language_packs(): """Get list of registered language packs. :return list: """ ensure_autodiscover() return [val for (key, val) in registry.registry.items()]
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import ctypes def topo_star(jd_tt, delta_t, star, position, accuracy=0): """ Computes the topocentric place of a star at 'date', given its catalog mean place, proper motion, parallax, and radial velocity. Parameters ---------- jd_tt : float TT Julian date for topocentric place. de...
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def py_multiplicative_inverse(a, n): """Multiplicative inverse of a modulo n (in Python). Implements extended Euclidean algorithm. Args: a: int-like np.ndarray. n: int. Returns: Multiplicative inverse as an int32 np.ndarray with same shape as a. """ batched_a = np.asarray...
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def resample_nearest_neighbour(input_tif, extents, new_res, output_file): """ Nearest neighbor resampling and cropping of an image. :param str input_tif: input geotiff file path :param list extents: new extents for cropping :param float new_res: new resolution for resampling :param str output_f...
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def harvester_api_info(request, name): """ This function returns the pretty rendered api help text of an harvester. """ harvester = get_object_or_404(Harvester, name=name) api = InitHarvester(harvester).get_harvester_api() response = api.api_infotext() content = response.data[harvester.n...
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import sqlite3 def init_db(): """Open SQLite database, create facebook table, return connection.""" db = sqlite3.connect('facebook.sql') cur = db.cursor() cur.execute(SQL_CREATE) db.commit() cur.execute(SQL_CHECK) parse = list(cur.fetchall())[0][0] == 0 return db, cur, parse
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def aggregate_gradients_using_copy_with_variable_colocation( tower_grads, use_mean, check_inf_nan): """Aggregate gradients, colocating computation with the gradient's variable. Args: tower_grads: List of lists of (gradient, variable) tuples. The outer list is over towers. The inner list is over indiv...
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def module_for_category( category ): """Return the OpenGL.GL.x module for the given category name""" if category.startswith( 'VERSION_' ): name = 'OpenGL.GL' else: owner,name = category.split( '_',1) if owner.startswith( '3' ): owner = owner[1:] name = 'OpenGL.GL....
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def timestamp() -> str: """generate formatted timestamp for the invocation moment""" return dt.now().strftime("%d-%m-%Y %H:%M:%S")
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def sde(trains, events=None, start=0 * pq.ms, stop=None, kernel_size=100 * pq.ms, optimize_steps=0, minimum_kernel=10 * pq.ms, maximum_kernel=500 * pq.ms, kernel=None, time_unit=pq.ms, progress=None): """ Create a spike density estimation plot. The spike density estimations give an esti...
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def content(obj): """Strip HTML tags for list display.""" return strip_tags(obj.content.replace('</', ' </'))
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def flux(Q, N, ne, Ap, Am): """ calculates the flux between two boundary sides of connected elements for element i """ # for every element we have 2 faces to other elements (left and right) out = np.zeros((ne, N + 1, 2)) # Calculate Fluxes inside domain for i in range(1, ne - 1): ...
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import shutil def cp_dir(src_dir, dest_dir): """Function: cp_dir Description: Copies a directory from source to destination. Arguments: (input) src_dir -> Source directory. (input) dest_dir -> Destination directory. (output) status -> True|False - True if copy was successful. ...
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import torch def listnet_loss(y_i, z_i): """ y_i: (n_i, 1) z_i: (n_i, 1) """ P_y_i = F.softmax(y_i, dim=0) P_z_i = F.softmax(z_i, dim=0) return - torch.sum(y_i * torch.log(P_z_i))
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def normalize(data, **kw): """Calculates the normalization of the given array. The normalizated array is returned as a different array. Args: data The data to be normalized Kwargs: upper_bound The upper bound of the normalization. It has the value of 1 by default. lower...
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def cc_across_time(tfx, tfy, cc_func, cc_args=()): """Cross correlations across time. Args: tfx : time-frequency domain signal 1 tfy : time-frequency domain signal 2 cc_func : cross correlation function. cc_args : list of extra arguments of cc_func. Returns: ...
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import chardet def predict_encoding(file_path, n_lines=20): """Predict a file's encoding using chardet""" # Open the file as binary data with open(file_path, "rb") as f: # Join binary lines for specified number of lines rawdata = b"".join([f.readline() for _ in range(n_lines)]) retur...
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def redirect_handler(url, client_id, client_secret, redirect_uri, scope): """ Convenience redirect handler. Provide the redirect url (containing auth code) along with client credentials. Returns a spotify access token. """ auth = ExtendedOAuth( client_id, client_secret, redirect_uri,...
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def convert_coordinate(coordinate): """ :param coordinate: str - a string map coordinate :return: tuple - the string coordinate seperated into its individual components. """ coord = (coordinate[0], coordinate[1]) return coord
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from typing import List def get_noun_phrases(doc: Doc) -> List[Span]: """Compile a list of noun phrases in sense2vec's format (without determiners). Separated out to make it easier to customize, e.g. for languages that don't implement a noun_chunks iterator out-of-the-box, or use different label schem...
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import json def load_file_from_url(url): """Load the data from url.""" url_path = get_absolute_url_path(url, PATH) response = urlopen(url_path) contents = json.loads(response.read()) return parse_file_contents(contents, url_path.endswith(".mrsys"))
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def speedPunisherMin(v, vmin): """ :param v: :param vmin: :return: """ x = fmin(v - vmin, 0) return x ** 2
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def hexagonal_packing_cross_section(nseeds, Areq, insu, out_insu): """ Make a hexagonal packing and scale the result to be Areq cross section Parameter insu must be a percentage of the strand radius. out_insu is the insulation thickness around the wire as meters Returns: (wire diameter...
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def bk(): """ Returns an RGB object representing a black pixel. This function is created to make smile() more legible. """ return introcs.RGB(0,0,0)
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def autoEpochToTime(epoch): """ Converts a long offset from Epoch value to a DBDateTime. This method uses expected date ranges to infer whether the passed value is in milliseconds, microseconds, or nanoseconds. Thresholds used are TimeConstants.MICROTIME_THRESHOLD divided by 1000 for milliseconds, as-...
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def compile_recursive_descent(file_lines, *args, **kwargs): """Given a file and its lines, recursively compile until no ksx statements remain""" visited_files = kwargs.get('visited_files', set()) # calculate a hash of the file_lines and check if we have already compiled # this one file_hash = hash_...
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def majority_voting(masks, voting='hard', weights=None, threshold=0.5): """Soft Voting/Majority Rule mask merging; Signature based upon the Scikit-learn VotingClassifier (https://github.com/scikit-learn/scikit-learn/blob/2beed55847ee70d363bdbfe14ee4401438fba057/sklearn/ensemble/_voting.py#L141) Parameters ...
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def animate(zdata, xdata, ydata, conversionFactorArray, timedata, BoxSize, timeSteps=100, filename="particle"): """ Animates the particle's motion given the z, x and y signal (in Volts) and the conversion factor (to convert ...
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import re def name_of_decompressed(filename): """ Given a filename check if it is in compressed type (any of ['.Z', '.gz', '.tar.gz', '.zip']; if indeed it is compressed return the name of the uncompressed file, else return the input filename. """ dct = { '.Z': re.compile('.Z$'), ...
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import random def sample_distribution(distribution): """Sample one element from a distribution assumed to be an array of normalized probabilities. """ r = random.uniform(0, 1) s = 0 for i in range(len(distribution)): s += distribution[i] if s >= r: return i return len(distribution) - 1
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def benchmark(func): """Decorator to mark a benchmark.""" BENCHMARKS[func.__name__] = func return func
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def do_positive_DFT(data_in, tmax): """ Do Discrete Fourier transformation and take POSITIVE frequency component part. Args: data_in (array): input data. tmax (float): sample frequency. Returns: data_s (array): output array with POSITIVE frequency component part. data_w (...
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def service(base_app, location): """Service fixture.""" return base_app.extensions["invenio-records-lom"].records_service
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def check_file_content(path, expected_content): """Check file has expected content. :param str path: Path to file. :param str expected_content: Expected file content. """ with open(path) as input: return expected_content == input.read()
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from datetime import datetime import select def verify_apikey(payload, raiseonfail=False, override_authdb_path=None, override_permissions_json=None, config=None): """Checks if an API key is valid. This version does not require a session....
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def case_mc2us(x): """ mixed case to underscore notation """ return case_cw2us(x)
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def detail_url(reteta_id): """"Return reteta detail URL""" return reverse('reteta:reteta-detail', args=[reteta_id])
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def load_metadata_txt(file_path): """ Load distortion coefficients from a text file. Parameters ---------- file_path : str Path to a file. Returns ------- tuple of floats and list Tuple of (xcenter, ycenter, list_fact). """ if ("\\" in file_path): raise ...
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import torch def _output_gradient(f, loss_function, dataset, labels, out0, batch_indices, chunk): """ internal function """ x = _getitems(dataset, batch_indices) y = _getitems(labels, batch_indices) if out0 is not None: out0 = out0[batch_indices] out = [] grad = 0 loss_va...
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def __material_desc_dict(m, d): """ Unpack positions 18-34 into material specific dict. """ return dict(zip(MD_FIELDS[m], {"BK": __material_bk, "CF": __material_cf, "MP": __material_mp, "MU": __material_mu, "CR": __material_cr, "VM": __material_vm, ...
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def toint(x): """Try to convert x to an integer number without raising an exception.""" try: return int(x) except: return x
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def obtain_time_image(x, y, centroid_x, centroid_y, psi, time_gradient, time_intercept): """Create a pulse time image for a toymodel shower. Assumes the time development occurs only along the longitudinal (major) axis of the shower, and scales linearly with distance along the axis. Parameters -----...
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import re def remove_comment(to_remove, infile): """Removes trailing block comments from the end of a string. Parameters: to_remove: The string to remove the comment from. infile: The file being read from. Returns: The paramter string with the block comment removed (if comment wa...
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def generate_notification_header(obj): """ Generates notification header information based upon the object -- this is used to preface the notification's context. Could possibly be used for "Favorites" descriptions as well. :param obj: The top-level object instantiated class. :type obj: class w...
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def promptyn(msg, default=None): """ Display a blocking prompt until the user confirms """ while True: yes = "Y" if default else "y" if default or default is None: no = "n" else: no = "N" confirm = raw_input("%s [%s/%s]" % (msg, yes, no)) confirm =...
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def plan_launch_spec(state): """ Read current job params, and prescribe the next training job to launch """ last_run_spec = state['run_spec'] last_warmup_rate = last_run_spec['warmup_learning_rate'] add_batch_norm = last_run_spec['add_batch_norm'] learning_rate = last_run_spec['learning_rate']...
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def ssgenTxOut0(): """ ssgenTxOut0 is the 0th position output in a valid SSGen tx used to test out the IsSSGen function """ # fmt: off return msgtx.TxOut( value=0x00000000, # 0 version=0x0000, pkScript=ByteArray( [ 0x6a, # OP...
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def sexag_to_dec(sexag_unit): """ Converts Latitude and Longitude Coordinates from the Sexagesimal Notation to the Decimal/Degree Notation""" add_to_degree = (sexag_unit[1] + (sexag_unit[2]/60))/60 return sexag_unit[0]+add_to_degree
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import apysc as ap from typing import Any from typing import Tuple def is_immutable_type(value: Any) -> bool: """ Get a boolean value whether specified value is immutable type or not. Notes ----- apysc's value types, such as the `Int`, are checked as immutable since these js types are imm...
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def add_column_node_type(df: pd.DataFrame) -> pd.DataFrame: """Add column `node_type` indicating whether a post is a parent or a leaf node Args: df: The posts DataFrame with the columns `id_post` and `id_parent_post`. Returns: df: A copy of df, extended by `node_type`. """ if "node...
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import random def read_motifs(fmotif): """ create a random pool of motifs to choose from for the monte-carlo simulations """ motif_pool = [] for line in open(fmotif): if not line.strip(): continue if line[0] == "#": continue motif, count = line.rstrip().split() moti...
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from App import Proxys import math def createCone( axis=1, basePos=-1, tipPos=1, radius=1, colour=(0.6,0.6,0.6), moiScale = 1, withMesh = True, **kwargs ): """ Create a rigid body for a cone with the specified attributes (axis is 0:x, 1:y, 2:z). Other rigid body parameters can be specified with keyword argume...
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from typing import Union def ef(candles: np.ndarray, lp_per: int = 10, hp_per: int = 30, f_type: str = "Ehlers", normalize: bool = False, source_type: str = "close", sequential: bool = False) -> Union[ float, np.ndarray]: # added to definition : use_comp: bool = False, comp_intensity: float = 90.0, """ ...
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from typing import Dict def parse_displays(config: Dict) -> Dict[str, QueryDisplay]: """Parse display options from configuration.""" display_configs = config.get("displays") if not display_configs: return {} displays = {} for name, display_config in display_configs.items(): displa...
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async def update_result(user: dict, form: dict) -> str: """Extract form data and update one result and corresponding start event.""" informasjon = await create_finish_time_events(user, "finish_bib", form) # type: ignore return informasjon
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from typing import List import torch import copy def rasterize_polygons_within_box( polygons: List[np.ndarray], box: np.ndarray, mask_size: int ) -> torch.Tensor: """ Rasterize the polygons into a mask image and crop the mask content in the given box. The cropped mask is resized to (mask_size, mas...
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def has_ao_num(trexio_file) -> bool: """Check that ao_num variable exists in the TREXIO file. Parameter is a ~TREXIO File~ object that has been created by a call to ~open~ function. Returns: True if the variable exists, False otherwise Raises: - Exception from trexio.Error class if ...
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def teapot(size=1.0): """ Z-axis aligned Utah teapot Parameters ---------- size : float Relative size of the teapot. """ vertices, indices = data.get("teapot.obj") xmin = vertices["position"][:,0].min() xmax = vertices["position"][:,0].max() ymin = vertices["position"]...
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def f30(x, rotations=None, shifts=None, shuffles=None): """ Composition Function 10 (N=3) Args: x (array): Input vector of dimension 2, 10, 20, 30, 50 or 100. rotations (matrix): Optional rotation matrices (NxDxD). If None (default), the official matrices from the benchmark suit...
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def loadNode( collada, node, localscope ): """Generic scene node loading from a xml `node` and a `collada` object. Knowing the supported nodes, create the appropiate class for the given node and return it. """ if node.tag == tag('node'): return Node.load(collada, node, localscope) elif node.ta...
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def create_xla_tff_computation(xla_computation, type_spec): """Creates an XLA TFF computation. Args: xla_computation: An instance of `xla_client.XlaComputation`. type_spec: The TFF type of the computation to be constructed. Returns: An instance of `pb.Computation`. """ py_typecheck.check_type(xl...
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def render_contact_form(context): """ Renders the contact form which must be in the template context. The most common use case for this template tag is to call it in the template rendered by :class:`~envelope.views.ContactView`. The template tag will then render a sub-template ``envelope/contact_fo...
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from typing import List from typing import Dict def get_basic_project(reviews: int = 0) -> List[Dict]: """Get basic project config with reviews.""" reviews = max(reviews, MIN_REVIEW) reviews = min(reviews, MAX_REVIEW) middle_stages, entry_point = _get_middle_stages(reviews, OUTPUT_NAME) input_st...
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import re def choose_quality(link, name=None, selected_link=None): """ choose quality for scraping Keyword Arguments: link -- Jenitem link with sublinks name -- Name to display in dialog (default None) """ if name is None: name = xbmc.getInfoLabel('listitem.label') if link.sta...
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def picp_loss(target, predictions, total = True): """ Calculate 1 - PICP (see eval_metrics.picp for more details) Parameters ---------- target : torch.Tensor The true values of the target variable predictions : list - predictions[0] = y_pred_upper, predicted upper limit of the t...
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def index_wrap(data, index): """ Description: Select an index from an array data :param data: array data :param index: index (e.g. 1,2,3, account_data,..) :return: Data inside the position index """ return data[index]
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def mzml_to_pandas_df(filename): """ Reads mzML file and returns a pandas.DataFrame. """ cols = ["retentionTime", "m/z array", "intensity array"] slices = [] file = mzml.MzML(filename) while True: try: data = file.next() data["retentionTime"] = data["scanList"...
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def metadata_volumes(response: Response, request: Request=Query(None, title=opasConfig.TITLE_REQUEST, description=opasConfig.DESCRIPTION_REQUEST), sourcetype: str=Query(None, title=opasConfig.TITLE_SOURCETYPE, description=opasConfig.DESCRIPTION_PARAM_SOURCETYPE), ...
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def do_step_right(pos: int, step: int, width: int) -> int: """Takes current position and do 3 steps to the right. Be aware of overflow as the board limit on the right is reached.""" new_pos = (pos + step) % width return new_pos
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def log_agm(x, prec): """ Fixed-point computation of -log(x) = log(1/x), suitable for large precision. It is required that 0 < x < 1. The algorithm used is the Sasaki-Kanada formula -log(x) = pi/agm(theta2(x)^2,theta3(x)^2). [1] For faster convergence in the theta functions, x should b...
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import unicodedata def simplify_name(name): """Converts the `name` to lower-case ASCII for fuzzy comparisons.""" return unicodedata.normalize('NFKD', name.lower()).encode('ascii', 'ignore')
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async def parse_regex(opsdroid, skills, message): """Parse a message against all regex skills.""" matched_skills = [] for skill in skills: for matcher in skill.matchers: if "regex" in matcher: opts = matcher["regex"] matched_regex = await match_regex(messa...
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def interpolate_minusones(y): """ Replace -1 in the array by the interpolation between their neighbor non zeros points y is a [t] x [n] array """ x = np.arange(y.shape[0]) ynew = np.zeros(y.shape) for ni in range(y.shape[1]): idx = np.where(y[:,ni] != -1)[0] if len(idx)>1: ...
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def precision(y, yhat, positive=True): """Returns the precision (higher is better). :param y: true function values :param yhat: predicted function values :param positive: the positive label :returns: number of true positive predictions / number of positive predictions """ table = continge...
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def add_posibility_for_red_cross(svg): """add a symbol which represents a red cross in a white circle Arguments: svg {Svg} -- root element """ symbol = Svg(etree.SubElement(svg.root, 'symbol', {'id': 'red_cross', ...
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def getTestSuite(select="unit"): """ Get test suite select is one of the following: "unit" return suite of unit tests only "component" return suite of unit and component tests "all" return suite of unit, component and integration tests "pending" ...
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import ctypes def dasopw(fname): """ Open a DAS file for writing. https://naif.jpl.nasa.gov/pub/naif/toolkit_docs/C/cspice/dasopw_c.html :param fname: Name of a DAS file to be opened. :type fname: str :return: Handle assigned to the opened DAS file. """ fname = stypes.stringToCha...
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import re def is_ncname(value): """ BNode identifiers must be valid NCNames. From the `W3C RDF Syntax doc <http://www.w3.org/TR/REC-rdf-syntax/#section-blank-nodeid-event>`_ "The value is a function of the value of the ``identifier`` accessor. The string value begins with "_:" and the entire val...
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from typing import Dict def health_func() -> Dict[str, str]: """Give the user the API health.""" return "ok"
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def queue_worker(decoy: Decoy) -> QueueWorker: """Get a mock QueueWorker.""" return decoy.mock(cls=QueueWorker)
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def astra_fp_3d(volume, proj_geom): """ :param proj_geom: :param volume: :return:3D sinogram """ detector_size = volume.shape[1] slices_number = volume.shape[0] rec_size = detector_size vol_geom = build_volume_geometry_3d(rec_size, slices_number) sinogram_id = astra.data3d.crea...
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def get_wf_neb_from_images( parent, images, user_incar_settings, additional_spec=None, user_kpoints_settings=None, additional_cust_args=None, ): """ Get a CI-NEB workflow from given images. Workflow: NEB_1 -- NEB_2 - ... - NEB_n Args: parent (Structure): parent structure...
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def categorize_folder_items(folder_items): """ Categorize submission items into three lists: CDM, PII, UNKNOWN :param folder_items: list of filenames in a submission folder (name of folder excluded) :return: a tuple with three separate lists - (cdm files, pii files, unknown files) """ found_cdm...
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def _broadcast_all(indexArrays, cshape): """returns a list of views of 'indexArrays' broadcast to shape 'cshape'""" result = [] for i in indexArrays: if isinstance(i, NDArray) and i._strides is not None: result.append(_broadcast(i, cshape)) else: result.append(i) ...
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def _none_tozero_array(inarray, refarray): """Repair an array which is None with one which is not by just buiding zeros Attributes inarray: numpy array refarray: numpy array """ if inarray is None: if _check_ifarrays([refarray]): inarray = np.zeros_like(refarray)...
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def dpuGetExceptionMode(): """ Get the exception handling mode for runtime N2Cube Returns: Current exception handing mode for N2Cube APIs. Available values include: - N2CUBE_EXCEPTION_MODE_PRINT_AND_EXIT - N2CUBE_EXCEPTION_MODE_RET_ERR_CODE """ return pyc_l...
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import re def clean_links(links, category): """ clean up query fields for display as category buttons to browse by :param links: list of query outputs :param category: category of search from route :return: list of cleansed links """ cleansedlinks = [] for item in links: # remo...
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from typing import Any from typing import Optional def as_bool(value: Any, schema: Optional[BooleanType] = None) -> bool: """Parses value as boolean""" schema = schema or BooleanType() value = value.decode() if isinstance(value, bytes) else value if value: value = str(value).lower() v...
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from typing import Dict from typing import List from typing import Tuple def get_raw_feature( column: Text, value: slicer_lib.FeatureValueType, boundaries: Dict[Text, List[float]] ) -> Tuple[Text, slicer_lib.FeatureValueType]: """Get raw feature name and value. Args: column: Raw or transformed column...
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from typing import Union def ndmi(nir: Union[xr.DataArray, np.ndarray, float, int], swir1: Union[xr.DataArray, np.ndarray, float, int]) -> \ Union[xr.DataArray, np.ndarray, float, int]: """ Normalized difference moisture index. Sentinel-2: B8A, B11 Parameters ---------- nir ...
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def _collect_data_and_enum_definitions(parsed_models: dict) -> dict[str, dict]: """ Collect all data and enum definitions that are referenced as interface messages or as a nested type within an interface message. Args: parsed_models: A dict containing models parsed from an AaC yaml file. Retur...
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def _list_goals(context, message): """Show all installed goals.""" context.log.error(message) # Execute as if the user had run "./pants goals". return Phase.execute(context, 'goals')
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def values(df, varname): """Values and counts in index order. df: DataFrame varname: strign column name returns: Series that maps from value to frequency """ return df[varname].value_counts().sort_index()
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def get_or_none(l, n): """Get value or return 'None'""" try: return l[n] except (TypeError, IndexError): return 'None'
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def pfam_clan_to_pdb(clan): """get a list of associated PDB ids for given pfam clan access key. :param clan: pfam accession key of clan :type clan: str :return: List of associated PDB ids :rettype:list""" url='http://pfam.xfam.org/clan/'+clan+'/structures' pattern='/structure/[A-Z, 0-9]...
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def fib(n): """Compute the nth Fibonacci number. >>> fib(8) 21 """ if n == 0: return 0 elif n == 1: return 1 else: return fib(n-2) + fib(n-1)
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from typing import List from typing import Union def score_tours_absolute(problems: List[N_TSP], tours: List[Union[int, NDArray]]) -> NDArray: """Calculate tour lengths for a batch of tours. Args: problems (List[N_TSP]): list of TSPs tours (List[Union[int, NDArray]]): list of tours (in either...
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def has(pred: Pred, seq: Seq) -> bool: """ Return True if sequence has at least one item that satisfy the predicate. """ for x in seq: if pred(x): return True return False
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from typing import Optional from typing import Union from typing import List from typing import Dict from typing import Any import re from datetime import datetime def _get_dataset_domain( dataset_folder: str, is_periodic: bool, spotlight_id: Optional[Union[str, List]] = None, time_unit: Optional[str]...
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