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def rank2int(rank): """Convert a rank/placing string into an integer.""" ret = None try: ret = int(rank.replace(u'.',u'')) except Exception: pass return ret
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def write(path, content): """Write to file.""" with open(path, 'a') as _file: return _file.write(content)
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def calc_rating_in_percents(shooters): """ Рассчет рейтинга в процентах на основании абсолютных величин :return: """ # поиск максимального рейтинга max_rating = max(shooters, key=lambda d: d['rating'])['rating'] # теперь посчитаем рейтинг for shooter in shooters: shooter['rating_...
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def slice_up_range(n, num_slices, start=0): """ Divides up `range(start,start+n)` into `num_slices` slices. Parameters ---------- n : int The number of (consecutive) indices in the range to be divided. num_slices : int The number of slices to divide the range into. start :...
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from typing import Any import os def get_model_id(model: Any, table_name: str, sequence_increase_factor: int) -> int: """ Increases the sequence number for a given table by the amount of objects being imported into that table. Hence, this gives a reserved range of ids to import the converted slack obj...
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def part2(lines): """ disassemble by hand and translate to python """ return sum(any(b % d == 0 for d in range(2, b)) for b in range(107900, 124901, 17))
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def normalize_image(x): """ Normalize an image so its values are between 0.0 and 1.0. This is useful for plotting the gradient. """ # Get the min and max values for all pixels in the input. x_min = x.min() x_max = x.max() # Normalize so all values are between 0.0 and 1.0 x_norm = (x...
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def get_xy_table_description(table_elt): """ Get a table's description. @param IN table_elt Table XML element @return The description as a string """ description = table_elt.text return description or ""
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def all_lowercase(title_words): """ if the words are all in lowercase >>> all_lowercase(["a", "b", "c"]) True >>> all_lowercase(["a", "12b", "c12"]) True >>> all_lowercase(["a", "12b", "C12"]) False """ concat_str = ''.join(title_words) return concat_str.lower() == concat_st...
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def PrintIterStatistics(): """ Prints statistics about the current iteration """ return True
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import sys import traceback def trace_error(logger): """ Capture & log the error :param logger: :return: Formatted error message """ exc_type, exc_value, exc_traceback = sys.exc_info() rtn = traceback.format_exception(exc_type, exc_value, exc_traceback) logger.error(rtn) return rt...
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import requests def get_docket(auth_token, docket_number, court_name, client_matter="", cached=True, normalize=True): """ Takes in an authentication token as a string, a docket number as a string, and the court name as a string, and returns the docket data as a dictionary. Optional parameters are...
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def restorecands(datalist, features=['snr1', 'immax1', 'l1', 'm1', 'specstd', 'specskew', 'speckurtosis', 'imskew', 'imkurtosis'], featureind=['scan', 'segment', 'int', 'dmind', 'dtind', 'beamnum']): """ Take list of dicts and forms as list of lists in rtpipe standard order Order of features an...
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def configuration(generated_configuration): """ We can modify the generated configurations a bit before feeding them to cookiecutter. """ return generated_configuration
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import glob import os import shlex def getFiles(folder, pattern, labelfile): """ returns files and associated labels by reading the labelfile parameters: folder: inputfolder pattern: new suffix labelfiles: contains a list of filename and labels return: absolute filenames + la...
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import os def file_name_conversion(file_path: str, extension_to_remove=None) -> str: """Convert a `/path/to/file.py` to it's usable string name such as `file`. :param file_path: the absolute path of a file preferable the __file__ constant. :param extension_to_remove: the string that you find irrelevant a...
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def rcv_to_quantified_guard(rcv_guard, rcv_vars, rcv_environment): """ Translate a receive guard to an smt guard, where the receive guard is strengthened by rcv_environment, and the receive variables are existentially quantified """ strong_guard = '(and\n{}\n{})'.format(rcv_guard, '\n'.join(rcv_env...
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def read_file(filename: str) -> list: """deals with a file, reading it and returning a list of domains""" with open(filename, "r") as f: domains = f.readlines() return [d.strip() for d in domains]
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def format_phone_number(phone): """ Given a phone number as a string of digits (only), format for presentation. Local Libya numbers will look like '+218 (0)xx-xxx-xxxx', and Thuraya numbers will look like '+88216xxxxxxx' (per Elliott, Hipchat, Dec. 30, 2014). You can also use this from a template: ...
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def maxim(numar1, numar2): """Funcție ce determină maximul dintre două numere.""" if numar1 > numar2: return numar1 elif numar2 > numar1: return numar2 else: # Numerele sunt egale return numar1
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def df_retrieve(data,cols_vals): """ Retrieves a subset of a dataframe based on equivalence matches Parameters: data (pandas.DataFrame): the dataframe from which a subset is to be created from cols_vals (dict): a dict with the key as the column name and the val as the equivalence val ...
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def link_command(mwdb, parent, child): """ Set relationship for objects """ parent_obj = mwdb.query(parent) child_obj = mwdb.query(child) parent_obj.add_child(child_obj) return dict(message="Added relationship {parent} => {child}", parent=parent_obj.id, child=...
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def process_nlp_response(get_response): """ This function takes as input an NLP GET response and returns a list of concept codes. Input: get_response - A list of GET responses Output: codes - A list of concept Codes """ keep = ["ICD9CM", "ICD10CM", "RXNORM", "SNOMEDCT_US", "SNOMED", "NCI"]...
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def mclag_domain_id_valid(domain_id): """Check if the domain id is in acceptable range (between 1 and 4095) """ if domain_id<1 or domain_id>4095: return False return True
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def package_name_from_url(url): """Parse out Package name from a repo git url""" url_repo_part = url.split('/')[-1] if url_repo_part.endswith('.git'): return url_repo_part[:-4] return url_repo_part
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def model_and_diffusion_defaults(): """ Defaults for image training. """ return dict( image_size=64, num_channels=128, num_res_blocks=2, num_heads=4, num_heads_upsample=-1, attention_resolutions="16,8", dropout=0.0, learn_sigma=False, ...
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from pathlib import Path def is_empty_directory(path: Path) -> bool: """ Returns if path is a directory with no content. """ sentinel = object() return path.is_dir() and next(path.iterdir().__iter__(), sentinel) == sentinel
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def accuracy_score(y_true, y_pred): """Accuracy score. Args: y_true (array[float]): 1-d array of targets y_predicted (array[float]): 1-d array of predictions state_labels (array[float]): 1-d array of state representations for labels Returns: score (float): the fraction of c...
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import os def get_version(): """ Get the version of automatminer without worrying about circular imports in __init__. Returns: (str): the version """ thisdir = os.path.dirname(os.path.realpath(__file__)) version_reference = os.path.join(thisdir, "../__init__.py") with open(ve...
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def _StopOps(from_ops, stop_gradient_ops, pending_count): """The set of ops that terminate the gradient computation. This computes the frontier of the forward graph *before* which backprop should stop. Operations in the returned set will not be differentiated. This set is defined as the subset of `from_ops` co...
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def f_unc(x, A, center, width, offset): """ similar to the raw function call, but uses unp instead of np for uncertainties calculations. :return: """ return A / ((x - center)**2 + (width/2)**2)
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import re def pep8case(txt): """ pep8case converts a string using the lower case function :param txt: a string :type txt: ``str`` :return: a string with underscores and lowercase letters :rtype: ``str`` """ s1 = re.sub('(.)([A-Z][a-z]+)', r'\1_\2', txt) return re.sub('([...
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import pickle def load_lookup_tables(paths): """ 加载lookup tables Args: paths: list of str, emb路径 Returns: lookup_tables: list of dict """ lookup_tables = [] for path in paths: with open(path, 'rb', encoding='utf-8') as file_r: lookup_tables.append(pickle...
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from datetime import date import os def planet_by_month( year=2016, month=1, api_key=None, token_name="PLANET_API_KEY", ): """Gets Planet global mosaic tile url by month. To get a Planet API key, see https://developers.planet.com/quickstart/apis/ Args: year (int, optional): The year o...
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def merge_dict(a: dict, b: dict) -> dict: """ Merge 2 dictionaries. If the parent and child shares a similar key and the value of that key is a dictionary, the key will be recursively merged. Otherwise, the child value will override the parent value. Parameters ---------- a dict: P...
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def bracket_level(text, open={'(', '[', '{'}, close={')', ']', '}'}): """Return 0 if string contains balanced brackets or no brackets.""" level = 0 for c in text: if c in open: level += 1 elif c in close: level -= 1 return level
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def spammer_cmd_header(username): """Return formatted text for spammer command header. Args: username (str): DeviantArt username. Returns: str: Formatted text for spammer command header. """ return '\n'.join([ 'REPORT LINK: https://contact.deviantartsupport.com/en?subOption...
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def placeholder(_: str): """ Return False. Using this as a command argument annotation will always fail the command. Useful for groups. """ return False
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def sbs_annotation_converter(x: str) -> str: """ Eithers swaps from word -> arrow format for SBS or vice versa. word: (REF)(ALT)(LEFT)(RIGHT) arrow: (LEFT)[(REF)>(ALT)](RIGHT) """ if '>' in x: return x[2]+x[4]+x[0]+x[6] else: return x[2]+'['+x[0]+'>'+x[1]+']'+x[3]
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import numpy def _conv(obj, dtype=None): """ Convert an object to the preferred form for input to the odr routine. """ if obj is None: return obj else: if dtype is None: obj = numpy.asarray(obj) else: obj = numpy.asarray(obj, dtype) if obj.shape...
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def _pop_accumulator(func, attr): """Return and clear the accumulator of function `_accumultae_ops`""" ret = getattr(func, attr) delattr(func, attr) return ret
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def _check_consistency_sizes(list_arrays) : """Check if all arrays in list have the same size Parameters: ----------- list_arrays: list of numpy arrays Return ------ bool: True if all arrays are consistent, False otherwise. """ if len(list_arrays) == 0 : return True re...
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def add_parameters(plot_type,df): """[summary] Args: plot_type (str): [description] Returns: list: [description] """ scatter= ('color','size','facet_col','animation_frame','opacity','marginal_x','marginal_y',\ 'trendline','log_x','log_y','Add L...
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def validate_probability(p: float, p_str: str) -> float: """Validates that a probability is between 0 and 1 inclusively. Args: p: The value to validate. p_str: What to call the probability in error messages. Returns: The probability p if the probability if valid. Raises: ...
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def get_whos_up(dates_selected): """ return members_dict['Bob'] = [0, 'Bob', ('middle','Mon 12/24'), ('middle','Tue 12/25'), ] for use by show_whos_up() """ members_dict = {} p_ord = 0 for event in dates_selected: member = event['member'] try: members_dict[member]...
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def remove_newlines(text): # type: (str) -> str """ Remove newlines. The `name` field serves as a displayable title. We remove newlines and leading and trailing whitespace. We also collapse consecutive spaces to single spaces. :param text: Text for newline removal :return: Single line of t...
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def get_layer_parents(adjList,lidx): """ Returns parent layer indices for a given layer index. """ return [e[0] for e in adjList if e[1]==lidx]
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def get_type_from_image(td): """We convert a link to an image of a letter to the actual letter.""" src = td.find_elements_by_xpath('img')[0].get_attribute('src') if 'pIcon' in src: return 'p' elif 'nIcon' in src: return 'n' elif 'iIcon' in src: return 'i'
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import json def getData(option1, option2 = None): """ ## Get data from config.json file. """ data = json.load(open('../../client/config/config.json', "r")) if option2 == None: req_option = data.get(option1) else: req_option = data[option1].get(option2) return req_...
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import glob def get_dicom_paths(): """Return DICOM paths to all LIDC direcotries e.g. ['../images_full/LIDC-IDRI-0001/1.3.6.1.4.1.14519.5.2.1.6279.6001.298806137288633453246975630178/' \ '1.3.6.1.4.1.14519.5.2.1.6279.6001.179049373636438705059720603192']""" return glob.glob("../images_full/LIDC-...
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import torch def convert_points_from_homogeneous(points, eps=1e-8): """" Function that converts points from homogeneous to Euclidean space. """ if len(points.shape) < 2: raise ValueError("Input must be at least a 2D tensor. Got {}".format( points.shape)) # we check for p...
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def calculate(puzzle_input): """Tracks Santa's steps""" x = y = rx = ry = 0 visited = set() robot = False for step in puzzle_input: if step == "^": if robot: ry += 1 else: y += 1 elif step == "v": if robot: ...
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from pathlib import Path import configparser import argparse import codecs def get_arguments(): """ Get command line arguments and return them. """ home = str(Path.home()) config = configparser.ConfigParser(interpolation=None) config.read(home + "/.config/cliplayer/cliplayer.cfg") parser ...
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import os def lemmatize(text, lemmatizer_path=None): """This method lemmatize the text. Its used NILC's LematizadorV2a (http://conteudo.icmc.usp.br/pessoas/taspardo/LematizadorV2a.rar). Args: text (str): Text to be lemmatized. lemmatizer_path (str): Path to lemmatizer, if not passed will ...
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def available_letters(remaining, guess): """ Check for available letters. """ newstr = "" for i in remaining: # print i # print "Checking " + i if i == guess: # print "removing ", guess # print "new string: ", newstr newstr else: ...
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def random_sample(percent=None, return_expectations=None): """ A random sample of approximately `percent` patients """ return "random_sample", locals()
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def public(func): """Decorator that marks a function as available for anonymous access. Useful only in a context of AuthenticatingHandler subclass to mark method as explicitly open for anonymous access. Without it AuthenticatingHandler will complain: class MyHandler(auth.AuthenticatingHandler): @auth.pu...
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def verifie_identique(liste): """Fonction qui, à l'aide d'une liste, retourne un booléen variant selon si la liste contient au moins deux éléments identiques. Paramètre(s): - liste list: Liste à vérifier, peut posséder un nombre d'élément indéfini sachant que ceux-ci doivent être les chaîne...
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def extract_bmpstp(filename): """ Extracts Bmpstp from filename. Filenames are often of the form: fort.Bmpstp or: fort.(Bmpstp+myid) """ ii = int(filename.split('fort.')[1].split('+myid')[0]) # Extract from filename # Not true? #if ii >= 100: # print(...
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def max_value(tab): """ This function determine the max value of list tab Parameters : tab: the list Returns : return the max value of list """ max_val = 0 for i in tab: if i > max_val: max_val = i return max_val
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def train_transforms(operations, columns): """ Train a chain of transformations to the data. :return: Returns the trained operations for style, although they are also changed in-place. """ for name in operations.keys(): col = columns[name] for op in operations[name]: op.learn(col) return operations
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import hashlib import os def filemd5(filepath): """ Get MD5 hash of a file """ md5_hash = hashlib.md5() if os.path.isfile(filepath): with open(filepath, "rb") as f: # Read and update hash in chunks of 4K for byte_block in iter(lambda: f.read(4096), b""): ...
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def intersect_2d(x1, x2): """ Given two arrays [m1, n], [m2,n], returns a [m1, m2] array where each entry is True if those rows match. :param x1: [m1, n] numpy array :param x2: [m2, n] numpy array :return: [m1, m2] bool array of the intersections """ if x1.shape[1] != x2.shape[1]: ...
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from typing import Any def flags_to_args(flags: dict[str, Any]) -> dict[str, Any]: """ Turn flags dict from docopt into **kwargs-usable dict. '--'-prefix is removed, dashes are turned into underscores and keys are lowercased. When conflicts arise (ie --repo: None vs REPO: "ideaseed"), do a 'or', ...
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def _generate_linux_body(hooks): """ Generate linux specific functions. At the moment it implements load_impls_from_library and the class destructor to cleanup handles. """ # generate destructor to free the library handles opened by load_from_library() result = [ f"private:", ...
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def createFile(name, paramToValue, numberOfCycles=1): """Creates a dictionary storing file information""" File = {'name': name, 'paramToValue': paramToValue, 'numberOfCycles': numberOfCycles} return File
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import argparse def parse_args(wk): """ A command line argument parser :return: """ ap = argparse.ArgumentParser() # passed arguments ap.add_argument('-p', '--projectName', type=str, default=wk, help='project name & dir name') ap.add_argument('-g', '--gabarit', type=bool, default=True,...
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def rol(x, i): """Rotate the bottom 32 bits of x left by i bits.""" return ((x << i) | ((x & 0xffffffff) >> (32 - i))) & 0xffffffff
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import traceback def _formatException(_, ei): """ Format and return the specified exception information as a string. This implementation builds the complete stack trace, combining traceback.format_exception and traceback.format_stack. """ lines = traceback.format_exception(*ei) if ei[2]: ...
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def virial_temp_HB(mass, z): """Virial temperature from halo mass according to Haiman & Bryan (2006ApJ...650....7). z is the redshift. Units are Msun and kelvin. """ return 1800. * (mass/1e6)**(2./3.) * (1.+z)/21
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import json def GetDataFromFile(filename): """ Retrives JSON formatted data from a file and loads as a Python object. Returns False if the requested file is unreadable. """ try: fileObj = open(filename, 'r') except IOError: return False data = json.load(fileObj) fileObj.close() return data
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def is_not_outstanding(invoice): """ Return `True` if the given invoice is paid """ return invoice.status == 'Paid'
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import argparse import ast def parse_args(): """ parse arguments """ parser = argparse.ArgumentParser(description="MindSpore Stacked Hourglass") # Model parser.add_argument("--nstack", type=int, default=2) parser.add_argument("--inp_dim", type=int, default=256) parser.add_argument("--...
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def tarFilter(tarinfo): """ _tarFilter_ Filters what goes into a tarball """ if tarinfo.name.endswith(".svn") or tarinfo.name.endswith(".git"): return None else: return tarinfo
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import argparse def parse_args(): """ Parse input arguments """ parser = argparse.ArgumentParser(description='Train a Fast R-CNN network') # Config the session ID for identify parser.add_argument('--session', dest='session', default=1, type=int, help='Training session ID') parser.add_argu...
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import torch def gather(x, idx): """ Args: x: (B, d, N) idx: (B, N, k) Returns: (B, N, K, d) """ batch_size, num_dims, num_points = x.size() k = idx.size(2) assert x.size(2) == idx.size(1) device = x.device idx_base = torch.arange(0, batch_size, device=de...
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from pathlib import Path def resolve_path(path: Path, database_yml: Path) -> Path: """Resolve path Parameters ---------- path : `Path` Path. Can be either absolute, relative to current working directory, or relative to `config.yml`. database_yml : `Path` Path to pyannote.d...
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def p1evl(x, coef, N): """ Evaluates the given polynomial of degree <tt>N</tt> at <tt>x</tt>. Evaluates polynomial when coefficient of N is 1.0. Otherwise same as <tt>polevl()</tt>. Coefficients are stored in reverse order. The function <tt>p1evl()</tt> assumes that <tt>coef[N] = 1.0</tt> and ...
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def external_component(decorated): """ A decorator gadget that generates base address variables for each unique external component as well as a get() function Usage: @external_component function(generator, outfile, ...): outfile.write( <contents that depend on component base...
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def get_revision_ids_for_credential(credential): """ For the given credential, return a list of archive credential IDs. """ _range = range(1, credential.revision + 1) ids = [] for i in _range: ids.append("{0}-{1}".format(credential.id, i)) return ids
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def inverse_mvr(mean, var): """ Inverse function of the negative binomial fixed-dispersion mean-variance relationship. Vectorized. Parameters ---------- mean, var : float The mean and variance of a NB distribution, respectively. Returns ------- float The dispersion ...
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def state_from_scratch(args: tuple, kwargs: dict) -> dict: """Create pipeline state from (args, kwargs).""" state = {i: v for i, v in enumerate(args)} state.update(kwargs) return state
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def timestr(seconds): """Return time as string M:SS.""" minutes = seconds // 60 seconds = seconds - (minutes * 60) return f"{minutes}:{seconds:02}"
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def get_markdown_files(data_path): """获取.md.ziw文件列表""" md_files = list(data_path.glob('**/*.md*.ziw')) print(f'共发现{len(md_files)}个Markdown文件。') return md_files
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def part1(entries: list) -> int: """part1 solver take the entries and return the part1 solution""" crabs = sorted(entries) middle_crab = crabs[len(crabs)//2] return sum(abs(crab - middle_crab) for crab in crabs)
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import torch def zeros_like(input, *args, **kwargs): """ In ``treetensor``, you can use ``zeros_like`` to create a tree of tensors with all zeros like another tree. Example:: >>> import torch >>> import treetensor.torch as ttorch >>> ttorch.zeros_like(torch.randn(2, 3)) # the sa...
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def asyncpg_engine_dsn(db_url: str) -> str: """Return Database URL with asyncpg engine. :param db_url: Base database URL """ split = db_url.split(":") split[0] = f"{split[0]}ql+asyncpg" return ":".join(split)
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import struct import socket def dottedQuadToNum(ip): """ convert decimal dotted quad string to long integer """ return struct.unpack('I', socket.inet_aton(ip))[0]
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def resolve_mro(model, name, predicate): """ Return the list of successively overridden values of attribute ``name`` in mro order on ``model`` that satisfy ``predicate``. Model classes (the ones that appear in the registry) are ignored. """ result = [] for cls in type(model).__mro__: ...
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def generate_tags(trip_destination_data, destination_info, num_destinations, num_existing_destinations, existing_tags, country_dict): """Generates a list of tags, destination tags and trip tags to be inserted into the database. Keyword arguments: trip_destinati...
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def ping(): """[ping func provides a health check] Returns: [dict]: [success response for health check] """ return {"response": "ping to datahub successful"}
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from typing import Optional from typing import List def _listify(chars: str) -> Optional[List]: """ Converts a string into a list of characters. :param chars: String containing the characters you wish to turn into a list. :return: List of characters. """ return list(chars)
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def islower(text): """ Checks if all cased characters in ``text`` are lowercase and there is at least one cased character. Cased characters are defined by the Unicode standard. All alphabetic characters in the ASCII character set are cased. :param text: The string to check :type text...
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def get_holidays_by_category(holiday_list, categories_list, category_string): """get all holidays by category""" filtered_holiday_list = [] category_obj = next(cat for cat in categories_list if cat.name == category_string.strip()) for holiday_item in holiday_list: if holiday_item.category.name.l...
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def startswith(s, prefix): """ True if the string starts with the specified prefix. """ return s.startswith(prefix)
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from typing import Callable from typing import Any import asyncio async def async_on_threadpool(callable_function: Callable, *args: Any) -> Any: """Ensures blocking operation runs on shared thread pool""" return await asyncio.get_event_loop().run_in_executor( None, callable_function, *args )
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def _section(section_name, section_data): """Add opening/closing section_name tags to data.""" opening_tag = ['<' + section_name + '>'] closing_tag = ['</' + section_name + '>'] section = None if isinstance(section_data, list): section = opening_tag + section_data + closing_tag elif isi...
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import os def fcount(path): """ Counts the number of files in a directory """ count = 0 for f in os.listdir(path): if os.path.isfile(os.path.join(path, f)): count += 1 return count
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def sanitize(name): """ Sanitize the specified ``name`` for use with breathe directives. **Parameters** ``name`` (:class:`python:str`) The name to be sanitized. **Return** :class:`python:str` The input ``name`` sanitized to use with breathe directives (primarily for use ...
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def obj_get_name(obj): """get_name(obj) return object name.""" return obj.__name__
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