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async def infer_scatter_add( self, engine, input: lib.AbstractArray, dim: xtype.UInt[64], index: lib.AbstractArray, src: lib.AbstractArray, ): """Infer the return type of primitive `scatter_add`.""" return input
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import sys import argparse def parse_cmdline(argv): """ Returns the parsed argument list and return code. `argv` is a list of arguments, or `None` for ``sys.argv[1:]``. """ if argv is None: argv = sys.argv[1:] # initialize the parser object: parser = argparse.ArgumentParser(descri...
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def eintr_retry(exc_type, f, *args, **kwargs): """Calls a function. If an error of the given exception type with interrupted system call (EINTR) occurs calls the function again. """ while True: try: return f(*args, **kwargs) except exc_type as exc: if exc.errno !...
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def dot2string(dot): """Return a string repr of dots.""" return "*" * int(dot)
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from typing import Optional from typing import Dict from typing import Any import random def generate_visited_place( user_email: Optional[str] = None, place_uid: Optional[str] = None, place_id: Optional[int] = None, latitude: Optional[float] = None, longitude: Optional[float] = None, ) -> Dict[str...
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import os import re from datetime import datetime def parse_path(path, title_from_filename=True): """ Parse a path, returning a dictionary containing all derived information. @param path: Path for which to generate the URL, relative to the root of the site. @type path: str @return: Dictionary co...
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def plot_confusion_matrix(y_true, y_pred, classes, normalize=False, title=None, cmap=plt.cm.Blues): """ This function prints and plots the confusion matrix. Normalization can be applied by setting `normalize=True`. """ if ...
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def authenticate_key(api_key): """ Authenticate an API key against our database :param api_key: :return: authenticated username """ user_model = Query() user = db.search(user_model.api_key == api_key)[0] if user: return user["username"] return False
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def verify_ospf3_neighbor_number(device, expected_interface=None, expected_number=None, expected_state=None, extensive=False, max_time=60, ...
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def create_and_clone_vcs_repo(orgname, reponame, tmpdir, testname=None): """ Creates a VCS org Create a repo in that org Clones that repo into a subdirectory of tmpdir Returns the cloned repo directory path """ if testname == None: description = "Created by CMS VCS test library" ...
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def graph(x, y, xerr=None, yerr=None): """Create a ROOT TGraph from array-like input. Parameters ---------- x, y : float or array-like, shape (n, ) The data positions. xerr, yerr : float or array-like, shape (n, ), optional Error bar sizes in the *x* and *y* directions. The default...
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def qUri(x): """Resolve URI for librdf.""" return resolve_uri(x, namespaces=RDF_NAMESPACES)
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def uninstall(): """Uninstaller for pimessage""" status = 0 try: shutil.rmtree(data_dir, ignore_errors=True) except OSError: print 'Error in removing ~/.pimessage' return 1 # Remove daemon from .profile try: _profile = os.path.join(utils.get_home_dir(), '.profile...
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import re def regex(pattern: str) -> Parser: """Regex function. Returns a function that parses the beginning of the received string with the regular expression pattern. Parameters ---------- pattern: str a regular expression string. Example ------- >>> from simpleparser ...
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def get_name_scope_name(name): """Returns the input name as a unique `tf.name_scope` name.""" if name and name[-1] == '/': return name name = strip_invalid_chars(name) with tf.name_scope(name) as unique_name: pass return unique_name
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def read_and_filter_wfdb(filename, length=None): """ Reads and filters a signal in Physionet format and returns a numpy array :param filename: the name of the file :param length: the length of the file to return or None for max length :return: the filtered and cut signal as a numpy array """ ...
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import json def get_batch_id(create_batch_url, headers, dataset_id, data): """ Get the batchId by making a POST request to "/data/foundation/import/batches" :param create_batch_url: url :param headers: headers :param dataset_id: dataset id :param data: post request data :return: batch id ...
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import os from datetime import datetime def new_host_log_path(root_log_dir): """ Return the host log path that will be used to make the new local logs dir. Format is like .elasticbeanstalk/logs/local/150318_132014410947/ :param root_log_dir: str: the root local logs directory :return: str """ ...
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def true_thresholds_out(true_cde, z_delta, expected_prop): """ calculates thresholds for the cde to get desired HPD value Arguments: ---------- true_cde: numpy array (n, d) array of cde values for a range of y values conditional on a x value (the row value) z_delta : float, space betwee...
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import os def build_fat_wheel(use_cached=True, output_dir=None): """ Builds wheel files for package and third party requirements (if given) and merges them into one big wheel file (with zip suffix). Returns the path to the created zip file. """ output_dir = output_dir or _get_output_dir(use_ca...
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def query_disc(nside, lon, lat, radius, **kwargs): """ Wrapper around healpy.query_disc to deal with old healpy implementation. nside : int The nside of the Healpix map. vec : float, sequence of 3 elements The coordinates of unit vector defining the disk center. radius : float The...
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def prepare_audio_file(uploaded_file): """ A function to prepare the audio file uploaded by the user. Input: uploaded file passed by st.file_uploader Output: float32 numpy """ # use pydub to quickly prepare audio segment a = pydub.AudioSegment.from_file(file=uploaded_file, format=uploa...
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def get_item(obj,name): """Given a attribute item like 'robots[2].links[4].name', evaluates the value of the item in the object. Note: not secure! Uses eval() """ loc = {'_w':map(obj)} result = {} return eval('_w.'+name,globals(),loc)
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def generate_bars_dict(H, neg_bars=False): """Generate a ground-truth dictionary W suitable for a std. bars test Creates H bases vectors with horizontal and vertival bars on a R*R pixel grid, (wth R = H // 2). The function thus returns a matrix storing H dictionaries of size D=R*R. :param H: Numb...
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def add_node(uuid, state, manage_boot=True, **attributes): """Store information about a node under introspection. All existing information about this node is dropped. Empty values are skipped. :param uuid: Ironic node UUID :param state: The initial state of the node :param manage_boot: whether...
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def read_from_hdf5(hdfFile,label,dof_map=None): """ Just grab the array stored in the node with label label and return it If dof_map is not none, use this to map values in the array If dof_map is not none, this determines shape of the output array """ assert hdfFile is not None, "requires hdf5 f...
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def copy_planning_problem(planning_problem): """ Make a copy of a planning problem. Parameters: planning_problem (PlanningProblem): A planning problem. Returns: (PlanningProblem): A copy of the given planning problem. """ copy = PlanningProblem( initial=planning_proble...
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def remove_pc(x, npc=1): """ Remove the projection on the principal components :param x: X[i,:] is a data point :param npc: number of principal components to remove :return: XX[i, :] is the data point after removing its projection """ pc = compute_pc(x, npc) if npc == 1: xx = x -...
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import json def invocation_parameter(s) : """argparse parameter conversion function for invocation request parameters, basically these parameters are JSON expressions """ try : expr = json.loads(s) return expr except : return str(s)
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def build_bhp(bhm, dt_bin_edges, num_fissions = None, pair_is = 'all', type_is = 'all', print_flag = False): """ Build the bicorr_hist_plot by selecting events from bhm and applying normalization factor. The normalization factor is only applied if norm_factor is provided. If not, norm_factor remai...
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def env_builder(env_name, env_info, **kwargs): """ the interface func for creating environment :param env_name:the name of environment :param env_info: the config info of environment :return:environment instance """ return Registers.env[env_name](env_info, **kwargs)
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def setup_transition_list(): """ Creates and returns a list of Transition() objects to represent state transitions for simple granular mechanics model. Parameters ---------- (none) Returns ------- xn_list : list of Transition objects List of objects that encode information ...
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def filter_functions(input_set, filter_set): """ Keeps only elements in the filter set :param input_set: :param filter_set: :return: """ ns = {} filter_low = {x.lower() for x in filter_set} for x in input_set: xl = x.lower() if xl in filter_low: ns[x] = in...
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from .scattering1d.filter_bank import morlet_1d, gauss_1d from scipy.fft import ifftshift, ifft def make_jtfs_pair(N, pair='up', xi0=4, sigma0=1.35): """Creates a 2D JTFS wavelet. Used in `wavespin.visuals`.""" morl = morlet_1d(N, xi=xi0/N, sigma=sigma0/N).squeeze() gaus = gauss_1d(N, sigma=sigma0/N).squ...
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def convert(your_text): """ Changes foot-notes into numbered foot-notes Args: your_text (str): a certain text Returns: str """ # print(f"Hello world, I plan to convert the following text: {your_text}") ### Terminology # Given a four-line text that looks like the (so...
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def categorical(cum_weights): """ Sample from a discrete distribution :param cum_weights: list of cumulative sums of probabilities (should satisfy cum_weights[-1] = 1) :return: sampled integer from `range(0,len(cum_weights))` """ p = _rand.random() i = 0 while p > cum_weights[i]: ...
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def floodfill(image, *args, **kwargs): """ Performs a floodfill on the given image :Parameters: image : `Image` or `numpy.array` or `basestring` The image object we would like to operate on as a numpy array, url, filepath, or image object keycolor : `tuple` The c...
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def get_words_per_sentence(content): """ Get words per sentance average :content: str :returns: int """ words = get_words(content) sentences = get_sentences(content) return words / sentences
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def timeout_soft_cmd(cmd, timeout): """Same as timeout_cmd buf using SIGTERM on timeout.""" if not timeout: return cmd return 'timeout %us stdbuf -o0 -e0 %s' % (timeout, cmd)
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from typing import List from typing import Tuple def get_all_links_and_port_names_of_equipment( client: SymphonyClient, equipment: Equipment ) -> List[Tuple[Link, str]]: """Returns all links and port names in equipment. Args: equipment ( `pyinventory.common.data_class.Equipment` ): could ...
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def get_model_input(image): """Function to perform the preprocessing required so that it can be passed to the model for prediction Args: image (PIL image object): image that has to be transformed Returns: tensor (4D torch tensor): transformed image to torch 4D tenso...
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def extract_api_tree(): """ Generates a tree of command group names and function signatures in leaves from API function names in Master """ api_funcs = {} for i in dir(session['master'])+dir(public_api(None)): if (i.startswith('api_') or i.startswith('admin_api_') or i.st...
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from pathlib import Path import re def get_start_end_year(filename): """Get the start and end year from a file name. Examples of allowed dates : 1980, 198001, 19801231, 1980123123, 19801231T23, 19801231T2359, 19801231T235959, 19801231T235959Z Dates must be surrounded by - or _ or string start or...
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def dataset_names_csv(): """Returns the expected dataset names included in the tool.""" return resource_loader("dataset_names.csv")
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def is_subtree(cls_name): """Determine whether 'cls_name' is a subtree.""" if cls_name == "SequentialCell": return True if cls_name in _ms_common_ns or cls_name in _ms_nn_ns or cls_name in _ms_ops_ns: return False return True
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import re def relevancy_to_adjust(relevancy): """ Convert the old test case relevancy into adjust rules Expects a string or list of strings with relevancy rules. Returns a list of dictionaries with adjust rules. """ rules = list() rule = dict() if isinstance(relevancy, list): ...
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def create_bcs(dim, H, Hmin, inlet_velocity, inlet_velocityOil, V_0, solutes, subdomains_file, WaterOilInlet, concentration_left, interface_thickness, enable_NS, enable_PF, enable_EC, mesh, boundaries_Facet, contact_angle, **namespace): """...
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def get_parameter_values(parameter, Grid, selectedmodels, noofind): """ Get parameter values from grid Parameters ---------- parameter : str Grid, hdf5 object selectedmodels : models to return noofind : number of parameter values Returns ------- x_all : ...
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def dumpj(game): """Dump a game to json""" return game.to_json()
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def __add_statement2issue(statement_uid: int, issue_uid: int) -> StatementToIssue: """ Adds a new statement to issue link to the database :param statement_uid: id of the related statement :param issue_uid: id of the related issue :return: New statement to issue object """ db_statement2issue...
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def CreateInnerMaskBmapFromOuterMask( srcBmap ) : """ Derive the inner mask wxBitmap from the Outer mask wxBitmap. The srcBmap must be "well behaved" in that a continuous border must present so that a floodfill to the perimeter area will not reach into the inner area. The border color must b...
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def generate_fake_example(w: int, h: int, identifier: int): """Generate a random COCO example.""" num_objects = 8 return { 'image': np.random.randint(0, 256, size=(w, h, 3), dtype=np.uint8), 'image/filename': f'{identifier:012}.jpg', 'image/id': identifier, 'objects': { 'area': n...
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from ..learn.optim import SGDW from ..learn.optim import NesterovSGD from ..learn.optim import NesterovSGDW from ..learn.optim import AMSGrad import torch def get_optim(name: str): """ get an optimizer by name """ if name.lower() == 'adam': optimizer = torch.optim.Adam elif name.lower() == 'adamw'...
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import types def _get_functions_names(module): """Get names of the functions in the current module""" return [name for name in dir(module) if isinstance(getattr(module, name, None), types.FunctionType)]
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import ast def ex_rvalue(name): """A variable store expression.""" return ast.Name(name, ast.Load())
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def roll(input, shifts, dims=None): """Roll elements along the given dimension. :attr:`dims` could be negative or ``None``: ```python x = torch.tensor([[1, 2, 3], [4, 5, 6]]) # A negative dimension is the last-k dimension print(torch.roll(x, shifts=1, dims=1)) # [[3, 1, 2], [6, 4, 5]] pr...
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from typing import Tuple def apply( img: np.ndarray, n_cols: int, m_rows: int, is_module_detail: bool, orientation: str = None, ) -> Tuple[transform.Transform, np.ndarray, np.ndarray, np.ndarray]: """Locate the module in given EL image Args: img (np.array): The image n_col...
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def gsl_eigen_genhermv_free(*args, **kwargs): """gsl_eigen_genhermv_free(gsl_eigen_genhermv_workspace w)""" return _gslwrap.gsl_eigen_genhermv_free(*args, **kwargs)
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import os import re import logging def read_names_dmp(infile, outdir): """ Reading names.dmp file """ outfile = os.path.join(outdir, 'names.dmp') regex = re.compile(r'\t\|\t') regexp = re.compile(r'^[^_]+_|_') names_dmp = {} logging.info('Reading dumpfile: {}'.format(infile)) with...
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def model3(): """ PyMC configuration with Model 1. preevac_alpha vs theta[0] + theta[1]*type + theta[2]*eff_wid + theta[3]*tread """ # Priors theta = mc.Uniform('theta', lower=[-10.0, -10.0], upper=[ 10.0, 10.0], ...
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def getVTGui(): """Small wrapper to hide the fact that vtapp object contains gui. :return: main window object """ return vtutils.getVTApp().gui
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def ksd_parametric_custom(ksd_value, alpha, B_parametric): """ Compute KSD test using a parametric bootstrap with kernel matrix inputs: ksd_values: (N,) array consisting of KSD values for N bandwidths for inputs X and score_X alpha: real number in (0,1) (level of the test) ...
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def freehand(img, depth=10., el=np.pi / 2.2, az=np.pi / 4): """ 手绘风格图像生成 :param img: :param depth: 深度,取值在0-100 :param el: 光源的俯视角度,弧度值 :param az: 光源的方位角度,弧度值 :return: """ img = rgb2grey(img) img = img * 255 if np.max(img) <= 1.1 else img grad = np.gradient(img) # 取图像灰度的梯度值 ...
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def batch_compute_ic(trajs, params, *, weights=None, method="fft"): """Compute a batch of integrated correlated matrices. Parameters ---------- trajs : list of (n_frames[i], n_features) ndarray List of featurized trajectories. params : 1d array-like or list of 1d array-like If a 1d ...
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import time def gaussfitter(spectrum,initpar=None,noplot=True,silent=False, vmax=None,vmin=None,detsnrthresh=0,dethtthresh=2.0, debug=False,noremovesmall=False): """ This program tries to do gaussian analysis on HI spectra. Parameters ------...
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def genTrainFeatures(dimension=128): """ Input: dimension: desired dimension of the features Output: X: n feature vectors of dimensionality d (nxd) Y: n labels (-1 = girl, +1 = boy) (n) """ # Load in the data Xgirls = name2features("data/girls.train", B=dimension) ...
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def stateDiff(start, end): """Calculate time difference between two states.""" consumed = (end.getTimestamp() - start.getTimestamp()).total_seconds() return consumed
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import copy import random def staticDepthLimit(max_depth): """Implement a static limit on the depth of a GP tree, as defined by Koza in [Koza1989]. It may be used to decorate both crossover and mutation operators. When an invalid (too high) child is generated, it is simply replaced by one of its paren...
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def rotate(coor, alpha, beta, gamma): """Rotate 'coor' by the angles alpha, beta, gamma. """ R1 = getD(alpha) R2 = getC(beta) R3 = getD(gamma) M = R3 * R2 * R1 return np.dot(coor, M)
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import sys def display_sample_prediction(args, model, X, y): """ Select a sequence of command lines and print the current prediction of the model. """ index = randint(0, len(X)-1) rowX = X[np.array([index])] rowy = y[np.array([index])] vocab = Vocabulary(args.vocabulary) sequence = vo...
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import requests def get_content(url): """get content - cfscrape""" request = requests.get(url) content = request.text if request.status_code == 503: scraper = cfscrape.create_scraper() content = scraper.get(url).content return content
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import re def titlecase(string): """Turn string of words into titlecased words. :type string: str :param string: A string of words. """ return re.sub( r"[A-Za-z]+('[A-Za-z]+)?", lambda mo: mo.group(0)[0].upper() + mo.group(0)[1:].lower(), string, )
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import re from datetime import datetime def youdao_definition(wrapped_word): """ get word meaning from youdao.com, thanks for their great work. """ word = wrapped_word[:-2].strip() url = constants.YOUDAO_URL_PREFIX + word content = utility.get_content_of_url(url) soup = bs4.BeautifulSoup(m...
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from operator import mod def bahai_from_fixed(date): """Return Bahai date [major, cycle, year, month, day] corresponding to fixed date, date.""" g_year = gregorian_year_from_fixed(date) start = gregorian_year_from_fixed(BAHAI_EPOCH) years = (g_year - start - (1 if (date <= fixed_fr...
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def create_or_update_record(tableName, record): """ Function to create or update a record in DynamoDB Params: tableName::str The table name to get the record record::dict The object to store Returns: bool If the record was inserted or not ...
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import os import json def get_loader(json_path, data_dir, mask_dir, inp_size, feat_stride, preprocess, batch_size, params_transform, training=True, shuffle=True, num_workers=1, aug=False, classification = False): """ Build a COCO dataloader :param json_path: string, path to jso file :param ...
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import http import json def get_service_status(fledge_url): """ Return ping status from fledge. Args: fledge_url: The URL of Fledge. Returns: A json string that contains ping status. """ _connection = http.client.HTTPConnection(fledge_url) _connection.request("GET", '/fledg...
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def png_to_jpeg(image_bytes: bytes, quality: int = 100) -> np.ndarray: """Converts PNG image (bytes or str) to JPEG (bytes).""" runner = _get_runner() decode_fn = lambda img: tf.image.decode_png(img, channels=3) image = runner.run(decode_fn, image_bytes) fn = lambda img: tf.image.encode_jpeg(img, format='rgb'...
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import urllib def get_object_metadata(sess, bucket_name, blob_name): """ get object metadata """ url = "https://www.googleapis.com/storage/v1/b/{}/o/{}".format( bucket_name, urllib.quote(blob_name, safe="") ) return sess.request(method="GET", url=url)
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def j2_pert(s): """Returns the J2 acceleration for a given state. Args: s(1x6 numpy array): the state vector [rx,ry,rz,vx,vy,vz] Returns: 1x3 numpy array: the J2 acceleration [ax,ay,az] """ r = np.linalg.norm(s[0:3]) K = -3*mu_Earth*J2*(Re**2)/2/r**5 comp = np....
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import scipy def bootstrap(v): """ Constructs Monte Carlo simulated data set using the Bootstrap algorithm. Usage: >>> bootstrap(x) where x is either an array or a list of arrays. If it is a list, the code returns the corresponding...
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def html_table_header(): """Return the HTML row with header cells used in all tables.""" markup = ("<tr>" + "<th>Column name</th>" + "<th>DataType</th>" + "<th><abbr title='Primary Key'>PK</abbr></th>" + "<th><abbr title='Foreign Key'>FK</abbr></th>" + ...
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import glob def load_images(input_files): """ Flattens each image in a folder into a 1D numpy array. Next, each 1D numpy array is stacked into a 2D numpy array, where each row of the image is the flattened version of the image """ imgfiles = glob.glob(input_files) arr = [] for i, imgfi...
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def hpat_pandas_series_iloc(self): """ Pandas Series operators :attr:`pandas.Series.at`, :attr:`pandas.Series.iat`, :attr:`pandas.Series.iloc`, :attr:`pandas.Series.loc` implementation. .. only:: developer Test: python -m sdc.runtests sdc.tests.test_series.TestSeries.test_series_iloc2 Parameter...
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def checkLoggedIn(session): """ checks if any player has logged in yet """ try: return session["roll"] is not None except KeyError: session["roll"] = None return False
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import typing import logging def push_docker_image_buildah(external_docker_name, push_connection: typing.Optional[Connection]) -> str: """ Push the docker image using buildah :param external_docker_name: external docker image target name, without host :param push_connection: connection for pushing Do...
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def _match(patspec, tree): """Test if a tree matches the given pattern statement; return the matches >>> _match(b'f(_)', parse(b'f()')) >>> _match(b'f(_)', parse(b'f(1)')) [('func', ('symbol', 'f'), ('symbol', '1')), ('symbol', '1')] >>> _match(b'f(_)', parse(b'f(1, 2)')) """ pattern = _cac...
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from typing import List def list_methods(client: Client) -> List[str]: """Lists the methods which are available on the server. Args: client: A client instance. Returns: List of method names. """ return client._client.ListMethods()
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import re def MakeLocal(start, end, location, name): """ Create a local variable @param start: start of address range for the local variable @param end: end of address range for the local variable @param location: the variable location in the "[bp+xx]" form where xx is a numb...
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def accuracy(y, t): """ y: baredl.Tensor or np.ndarray (n, c) n: number of samples c: number of classes Assuming it contains probabilities for each class e.g. [[0.1,0.3,0.6], [0.1,0.8,0.1], ...] t: baredl.Tensor or np.array (n,) n: number of samples Assuming ...
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from typing import Type def get_config() -> Type[Config]: """Get the global spines configuration Returns ------- Config The global configuration settings for the current spines project. """ if _GLOBAL_CONFIG is None: load_config() return _GLOBAL_CONFIG.copy()
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from typing import Optional def prompt_yes_or_no( question: str, yes_text: str = 'Yes', no_text: str = 'No', has_to_match_case: bool = False, enter_empty_confirms: bool = True, default_is_yes: bool = False, deselected_prefix: str = ' ', selected_prefix:...
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import oci.object_storage import mysqlsh import re import threading def delete_bucket_object(name=None, **kwargs): """Deletes an object store bucket objects Args: name (str): The name of the object, can include * to match multiple objects **kwargs: Additional options Keyword...
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def _create_input_dict(function_graph, func_arg_placeholders, initial_value=None): """Create a mapping from graph tensor names to function tensor names.""" if initial_value is None: input_dict = {} else: input_dict = dict(initial_value) for op in function_gr...
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def process(document, rtype=None, api=None): """ Extracts spelling-corrected tokens in specified format from given texterra-annotated text. """ corrected_tokens = [] if annotationName in document['annotations']: if rtype == 'annotation': for token in document['annotations'][annotationNam...
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from pathlib import Path import hashlib import base64 def get_hashed_path (path: Path, *, algorithm=hashlib.sha256, stretching_count: int=256) -> bytes: """ obfuscate a filename. I recommend this function, if you want to hide from anybody guess a file information from file-name. """ p = Path(path) retur...
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def quantile(values, q): """ Returns q-th quantile. """ values = sorted(values) size = len(values) idx = int(round(size * q)) - 1 if idx == 0: raise ValueError("Sample size too small: %s" % len(values)) return values[idx]
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def parse_child_text(parent, selector, parser, index=0): """Parse the text content of the child element of parent as specified by the given CSS selector If index is specified, parse the text content of the matching child element at the specified zero-based index; otherwise, parse the text content of the first matchi...
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from sets import Set def uniformCostSearch(problem): """Search the node of least total cost first.""" "*** YOUR CODE HERE ***" startState = problem.getStartState() if problem.isGoalState(startState): return [] # Each element in the fringe stores the state and the cost to reach it. frin...
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import os def eval_run(cfg, cfg_name, experiment_identifier, run, net, eval_data, callbacks=tuple(), load_best=True): """ Evaluate a training run. :param cfg: Experiment config :type cfg: config.defaults.Experiment :param cfg_name: Config name :type cfg_name: str :param experiment_identif...
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