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def torsion(a, b, c): """ Find the torsion angle between planes ab and bc. Arguments: *a,b,c* Vector instances. Returns: The torsion angle in radians """ n1 = a.cross(b) n2 = b.cross(c) return n1.arg(n2)
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import unicodedata def normalize_email_address(email): """ Normalizes an email address by stripping the whitespace, converting to lowercase and by normlizing the unicode. :param email: The email address that needs to be normalized. :type email: str :return: The normalized email address. :...
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def _get_dev_port_var(backend, instance=None): """Return the environment variable for a backend port. Backend ports are stored at GET_PORT_<backend> for backends and GET_PORT_<backend>.<instance> for individual instances. Args: backend: The name of the backend. instance: The backend instance (optional...
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import math def pnorm(z): """ Returns the area under a normal distribution from -inf to z standard deviations @type z: C{float} @param z: @return: the area under a normal distribution from -inf to z standard deviations @rtype: C{float} """ ...
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from typing import Dict from typing import List def config_to_match_string(config: Dict, config_space: Dict, keys: List[str]) -> str: """ Maps configuration to a match string, which can be used to compare configs for (approximate) equality. Only keys in `keys` are used, in that ordering. :param confi...
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def _CollectDependencies(apt_cache, pkg, cache, dependencies): """Collect dependencies that need to be built.""" C_OR_CXX_DEPS = [ 'libc++1', 'libc6', 'libc++abi1', 'libgcc1', 'libstdc++6', ] BLACKLISTED_PACKAGES = [ 'multiarch-support', ] if pkg.name in BLACKLISTED_PAC...
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def length(value): """return len(value)""" return len(value)
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def _format_key(key: str) -> str: """Internal function for formatting keys in Tensorboard format.""" return key.title().replace('_', '')
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import numpy as np def h5_to_string(char_array): """Python3 distinguishes between char strings and string objects. This causes incompatibilities with HDF5. """ if type(char_array) in [bytes, np.bytes_]: return char_array.decode() if type(char_array) == str: return char_array raise TypeError("Char_...
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import fnmatch def is_matching(filename, patterns=None): """Check if a filename matches the list of positive and negative patterns. Positive patterns are strings like ``"1.txt"``, ``"[23].txt"``, or ``"*.txt"``. Negative patterns are strings like ``"!1.txt"``, ``"![23].txt"``, or ``"!*.txt"``. ...
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def max_duplicate_counter(duplicate_statics, object_list, category_dict): # ********************************************************** # # if there are more than one rare instances in a single image, we duplicate # with the largest number in statics results. # ********************...
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def get_allen_relation(duration1, duration2): """Generates an Allen interval algebra relation between two discrete durations of time :param duration1: First duration of time (start_frame, end_frame) :type duration1: tuple :param duration2: Second duration of time (start_frame, end_frame) :type duration2: tuple "...
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def to_bits(val): """ converts a netmask to bits """ bits = '' for octet in val.split('.'): bits += bin(int(octet))[2:].zfill(8) return bits
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def gradDivVectorFieldListGolden2(fieldList = "const FieldList<%(Dimension)s, typename %(Dimension)s::Vector>&", position = "const FieldList<%(Dimension)s, typename %(Dimension)s::Vector>&", weight = "const FieldList<%(Dimension)s, typename %(Dimension...
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def rssError(yArr,yHatArr): """ 函数说明:计算平方误差 Parameters: yArr - 预测值 yHatArr - 真实值 Returns: Website: http://www.cuijiahua.com/ Modify: 2017-12-03 """ return ((yArr-yHatArr)**2).sum()
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def simplify(value): """Return an int if value is an integer, or value otherwise. >>> simplify(8.0) 8 >>> simplify(2.3) 2.3 >>> simplify('+') '+' """ if isinstance(value, float) and int(value) == value: return int(value) return value
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def decode_pdf_string(bytestring): """ PDF Strings can sometimes be UTF-16. Detect and convert if necessary """ if(bytestring.startswith(b'\xfe\xff') or bytestring.startswith(b'\xff\xfe')): string = bytestring.decode("utf-16") else: string = bytestring.decode("ascii") return...
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def extend_event(events, time, max_time): """Extends events in event list by time. The start time of each event is moved time seconds back and the end time is moved time seconds later Args: events: list of events. Each event is a tuple time: time to extend each event in seconds...
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import argparse def get_args(): """get arguments""" parser = argparse.ArgumentParser( description = 'Find directory name(s)', formatter_class = argparse.ArgumentDefaultsHelpFormatter) parser.add_argument( '-w', '--width', help = 'width space of each line', ...
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import uuid def generate_random_string(string_length=10): """Generate a random string of specified length string_length. Args: string_length (int): Size of string to generate. Returns: str: Random string of specified length (maximum of 32 characters) """ random_str = str(uuid.uu...
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import os def find_large_files(directory, limit): """Find files in directory that exceed the size limit. :param str directory: path of directory where to find large files :param float limit: size limit (in MBs) that determines whether a file is a large file :return: list of large files ...
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def target_mapper(feature, targets, nodes): """Maps feature (of nodes df) to targets df. Will remove rows in which map has no value""" target_mapper_dict = { target_id: feature for target_id, feature, node_type in zip( nodes["id"].values, nodes[feature].values, nodes["type"].values ...
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import socket def get_hostname(): """Returns hostname of to be used as client id for connection""" return socket.getfqdn()
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import os import subprocess def use_npm_ci(path): """Return true if npm ci should be used in lieu of npm install.""" # https://docs.npmjs.com/cli/ci#description with open(os.devnull, 'w') as fnull: if ((os.path.isfile(os.path.join(path, 'package-lock.json')...
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import unicodedata def normalize(label): """normalize string to unicode Normal Form C (composed)""" return unicodedata.normalize('NFC', label)
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def true_solar_time(hour_of_day: float, local_time_constant: float, time_ekvation: float) -> float: """True solar time in hours - DK: Sand soltid""" true_solar_time = hour_of_day + (local_time_constant - time_ekvation) / 60 return true_solar_time
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def deep_scrub(value, parent): """Scrubs all primitives in document data recursively. Useful for scrubbing any and all secret data that may have been substituted into the document data section before logging it out safely following an error. """ primitive = (int, float, complex, str, bytes, bool) ...
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from typing import Union from typing import Dict from typing import Any from typing import List import copy def _get(prop: str) -> Union[Dict[str, Any], List[Dict[str, Any]]]: """Returns a deep copy of the global property with the given name (normally either an object definition or an object definition list)....
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def all_of(*validators): """ Simply invokes all the given validators Args: validators: Returns: """ def _all_of(inst, attr, value): for validator in validators: validator(inst, attr, value) return _all_of
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def build_command( upstream_git_url, upstream_git_commit, clusterinstance, ): """upstream_git_url is the Git URL where the service lives (e.g. git@git.yelpcorp.com:services/foo) instancename is where you want to deploy. E.g. cluster1.canary indicates a Mesos cluster (cluster1) and an instan...
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def correctly_classified_negatives(negatives, threshold): """Evaluates correctly classifed negatives in a set, based on a threshold This method returns an array composed of booleans that pin-point, which negatives where correctly classified for the given threshold The pseudo-code for this function is:...
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def constructCommonRating(tup1, tup2): """ Args: tup1 and tup2 are of the form (user, [(movie, rating)]) Returns: ((user1, user2), [(rating1, rating2)]) """ user1, user2 = tup1[0], tup2[0] mrlist1 = sorted(tup1[1]) mrlist2 = sorted(tup2[1]) ratepair = [] index1, inde...
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def cell_count_from_extent(extent): """Returns the number of cells in a grid with the given extent""" result = 1 for d in range(len(extent)): # list, tuple or 1D numpy array result *= extent[d] return result
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def observation(s, breaks, matrix, memo): """ Returns an observation using memoization, based on the parameter s. """ b = len(breaks) if b == 0 or s <= breaks[0]: return s * matrix[0] for i in range(1, b + 1): if i == b or s <= breaks[i]: j = (i - 1) * 2 r...
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def resolution_human_readable(output: dict) -> dict: """ Creates the human readable dictionary from the output of the resolution of the request Args: output: The resolution output that was created for the called request Returns: A dictionary containing all the valid fields in the resol...
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def grad_for(primal): """Generates a decorator to decorate `primal`'s customized gradient function. See :func:`~taichi.lang.grad_replaced` for examples. Args: primal (Callable): The primal function, must be decorated by :func:`~taichi.ad.grad_replaced`. Returns: Callable: The decorato...
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def most_frequent_best_dist( df, train_end_time, metric, parameter, dist_from_best_case, n=1 ): """Pick the model that is most frequently within `dist_from_best_case` from the best-performing model group across test sets so far Arguments: dist_from_best_case (float) -- distance from the best pe...
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def getCoverage(contigHeader): """ Gets the coverage given a contigHeader. """ return float(contigHeader.split(' ')[-1].split('_')[1])
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import requests import json def get_ironsrc_data_url(token_, appkey): """https://developers.ironsrc.com/ironsource-mobile/air/user-ad-revenue-v2/#step-1""" headers = {'Authorization': 'Bearer ' + token_.replace('"', '')} url_request = "https://platform.ironsrc.com/partners/userAdRevenue/v3?appKey={key}&...
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import os def get_current_pane(server): """Return Pane if one found in env""" if os.getenv('TMUX_PANE') is not None: try: return [ p for p in server._list_panes() if p.get('pane_id') == os.getenv('TMUX_PANE') ][0] except I...
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def make_identity_dict(rng): """ make_identity_dict(rng) -> dict Return a dictionary where elements of the rng sequence are mapped to themselves. """ return {i:i for i in rng}
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def convert_audio_frequency_to_duty_cycle(freqs): """ Converts audio frequencies to duty cycle (out of 1000) """ d = (freqs - 1000) / 15 return d
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def SlashEscapePackageName(pkg_ref, unused_args, request): """Escapes slashes in package name for ListVersionsRequest.""" request.parent = "{}/packages/{}".format( pkg_ref.Parent().RelativeName(), pkg_ref.packagesId.replace("/", "%2F")) return request
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import hashlib def get_file_md5(path): """Calculate the md5 sum from file content. @param path: (string) file path @return: (string) md5 """ with open(path, 'rb') as file_data: md5 = hashlib.md5() block_size = 128 * md5.block_size while True: data = file_data.r...
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def interval_partitioning(events): """ Created a sorted collection of `Event(t)`, where an event can be arrival or departure, sorted based on the time. Then starting from the beginning, keep a count of `#arrival - #departure`. The max value ever encountered of `#arrival - #departure` is the answer. ...
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def extract_tf_name(filepos='./Cards/proc_card.dat'): """ read the file to find the requested change of variable""" found=0 for line in open(filepos): if found: name=line.split()[0] #remove blank spae,end of line,... return name if line.startswith('# Begin transf...
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def _calc_hgt(f): """Calculates the geopotential height in m from the variables hgtsfc and delz. Note: To use this function the delz value needs to go from surface to top of atmosphere in vertical. Because we are adding the height of each grid box these are really grid top values Parameters ---...
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def is_constant_fill(bytes, fill_byte): """Check a range of bytes for a constant fill""" return all(b == fill_byte for b in bytes)
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def _update_cluster(partial, oldC_newC, grid): """Update the information about the cluster.""" df1, settings = partial clusters = settings['clusters'] primary_key = settings['idCol'] clusterCol = settings['predCol'] lat_col = settings['lat_col'] lon_col = settings['lon_col'] init_lat, ...
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import subprocess def isize(irods_path): """Returns the size in bytes of the most recent version of the file""" raw_output = subprocess.check_output( "ils -l {} | tail -n1 |awk '{{print $4}}'".format(irods_path), shell=True ) try: return int(raw_output.decode("ascii").strip()) exce...
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import requests import logging def pdns_get_masters(**kwargs): """ Get masters from a domain """ url = "{}/api/v1/servers/localhost/zones/{}".format(kwargs['remote_api'], kwargs['domain']) headers = {'X-API-Key' : kwargs['remote_api_key']} payload = {'server_id':'localhost', 'zone_id' : kwargs...
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import socket def is_connected(): """ Check that gov.uk is accessible. Used to skip tests if no internet connection is available. """ try: host = socket.gethostbyname("www.gov.uk") socket.create_connection((host, 80), 2) return True except: pass return Fals...
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def read(f): """Read contents of specified file.""" return open(f).read().strip()
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import numpy import random def get_random_classification(num_points, num_attributes, num_classes): """Return a random classification dataset. Attributes are continuous, in the range [-1, 1]. """ # Random values in range [-1, 1] random_inputs = (numpy.random.random( (num_points, num_attrib...
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def json_to_tone(json_object): """ Receives json and returns the tone of the sentence. """ tone = json_object['document_tone']['tones'][0] return tone['tone_id']
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def doc_value_wrapper(doc_cls, value_cls): """ Wrap both the doc and the value Code copied from couchdbkit.schema.base.QueryMixin.__view """ #from corehq.apps.users.models import CouchUser def wrapper(row): data = row.get('value') docid = row.get('id') doc = row.get('do...
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def bins(G): """Bin genotypes by hamming distance from wildtype. Parameters ---------- G : GenotypePhenotypeGraph object. A GenotypePhenotypeGraph object. """ temp_bins = {} for i in range(0, len(G.nodes("binary")[0]) + 1): temp_bins[i] = [] for node in range(len(list(G...
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import torch def gradient_wrt_input(model, target_weights, initial_guess, n_iter=100, mask=None, lr=1e-1, verbose=True, device=None, dtype=None): """Find input tensor such that the model produces an allocation close to the target one. Parameters ---------- model : torch.Module ...
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import numpy as np def _seed_npy_before_worker_init(worker_id, seed, worker_init_fn=None): """ Wrapper Function to wrap the existing worker_init_fn and seed numpy before calling the actual ``worker_init_fn`` Parameters ---------- worker_id : int the number of the worker seed : int...
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import bz2 import gzip def _open(infile, mode='rb'): """ Openning of input, regardless of compression """ if infile.endswith('.bz2'): return bz2.open(infile, mode) elif infile.endswith('.gz'): return gzip.open(infile, mode) else: return open(infile)
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def findExternLink( headers, localsMinusOne ): """ Проверка нахождения конеченй точки перехода интерфейсному методу """ for i in headers: if i == localsMinusOne: return False return True
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def wrap_distance(idx_lt, similar_distance): """ wrap distance computation so it can be called in parallel mode :param ((int, int) (obj, obj)) idx_lt: :param func similar_distance: :return (int, int), int: """ idx, seqs = idx_lt d = similar_distance(seqs[0], seqs[1]) return idx, d
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import math def estimate_parameters(N, n): """표본(샘플)의 평균으로 모집단의 평균, 표준편차 추정 N: 실험 회수, n: 발견된 회수""" p = n / N sigma = math.sqrt(p * (1 - p) / N) return p, sigma
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import os import yaml def _get_schema(modules): """Load the config schema for the provided modules. NOTE: this schema is intended to have 1-1 relationship with they keys in the default config and is used a means to verify valid overrides provided by the user. :param modules: stack modules config...
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def to_oscars(router_port): """ Translates a router/port into an OSCARS address es.net:2013::<node>:<port>#<VLAN> Args: router_port (routerport): router and port urn:ogf:network:domain=es.net:node=bois-cr1:port=xe-1/2/0:link=* Returns string: NML """ address = "urn:ogf:ne...
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def update_baseline_with_removed_secrets(results, baseline, filelist): """ NOTE: filelist is not a comprehensive list of all files in the repo (because we can't be sure whether --all-files is passed in as a parameter to pre-commit). :type results: SecretsCollection :type baseline: SecretsCollec...
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def StripPrefix(s: str, prefix: str): """Skips the provided prefix from s, if present at its beginning.""" if s.startswith(prefix): return s[len(prefix):] return s
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def same_node(node1, node2): """ Return whether these two objects both refer to same cluster node, i.e. have same UUID. :param node1: ``Node`` or ``NodeState`` instance. :param node2: ``Node`` or ``NodeState`` instance. :return: Whether the two instances have same UUID. """ return node...
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def get_version_from_file(python_version_file="./VERSION"): """ Purpose: Get python requirements from a specified requirements file. Args: python_requirements_file (String): Path to the requirements file (usually it is requirements.txt in the same directory as the setup.py) R...
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def Question1(s,t): """Given two strings s and t, determine whether some anagram of t is a substring of s. For example: if s = "udacity" and t = "ad", then the function returns True. Your function definition should look like: question1(s, t) and return a boolean True or False.""" if len(s)==0 or len(t)==0: ...
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def hflip(tensor): """Flips tensor horizontally. """ tensor = tensor.flip(2) return tensor
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import torch def cbrt(x): """Cube root. Equivalent to torch.pow(x, 1/3), but numerically stable.""" return torch.sign(x) * torch.exp(torch.log(torch.abs(x)) / 3.0)
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def TrimDataset(dataset, seq_length, eval_mode=False, sentence_pair_data=False): """Avoid using excessively long training examples.""" if eval_mode: return dataset else: if sentence_pair_data: new_dataset = [example for example in dataset if len(example["premise_t...
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def merge_lists(a, b): """ Merge lists - e.g., [1, 2, 3, 4, 5, 6] & ['a', 'b', 'c'] => [1, 'a', 2, 'b', 3, 'c', 4, 5, 6] :param a: List a :param b: List b :return: Merged lists """ result = [] length = min([len(a), len(b)]) for i in range(length): result.append(a[i]) ...
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import io import math def get_virtual_tx_size(tx): """Return the virtual transaction size as defined in BIP141""" def streamed_size(tx, include_witness_data): """Return the streamed size of a tx, optionally with witness data""" buffer_ = io.BytesIO() tx.stream(buffer_, include_witness_...
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import re def correctlyQuoteArg(arg): """quote any string that has white space in it""" m = re.match(r'.*\s+.*', arg) if m: return '"{}"'.format(arg) return arg
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import functools def foldl(func, acc, xs): """ Erlang's implementation of lists:foldl/3 """ result = functools.reduce(func, reversed(xs), acc) return result
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def pad_octets(octet_array, octet_missing_num): """Pad appropriate number of 0 octets if IPv6 is abbreviated""" padded_octect = '0' length = len(octet_array) # If the first or last octect is blank, zero them. if octet_array[0] == '': octet_array[0] = padded_octect if octet_array[length -...
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def binary_search(array, item): """ Given a sorted array, this function performs a binary search to locate the item. Parameters: Array, item Returns: index of the item or -1 if the item is not found """ first = 0 last = len(array) - 1 indx = None while first <= last: mid...
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def relatively_prime(a, b): """ Returns true or false for whether the given numbers are relatively prime, having no common factors other than 1. """ for number in range(2, min(a, b) + 1): if a % number == b % number == 0: return False return True
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def match_month(i): """ 月份序号转换成英文简写 """ mon_list = ['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'] return mon_list[int(i)-1]
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def verify_users(g, user): """Verify a |user| or all names in the collection |user| as being valid Github users.""" if isinstance(user, str): user = [ user ] for u in user: try: g.get_user(u) except: raise SystemExit('User "%s" does not exist"' % (u,)) ...
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def check_proto(proto): """return proto value""" """proto value == -1, means all protocols""" if str(proto) == '-1': return 'all' else: return proto
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def _make_filedict(file_list): """ Make a dict out of the file_list. This is for better readability in the templates. """ file_dict = [] for item in file_list: temp_list = {} temp_list['filename'] = item[0] temp_list['filesize_long'] = item[1] temp_list['...
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import yaml def load_yaml(filepath): """ Safely read a yaml file. :param `filepath`: a filepath to a yaml file :type filepath: str :returns: Python objects holding the contents of the yaml file """ with open(filepath, "r") as _file: return yaml.safe_load(_file)
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def prepare_sentence(str_words, word_to_id, lower=False): """ Prepare a sentence for evaluation. """ def f(x): return x.lower() if lower else x words = [word_to_id[f(w) if f(w) in word_to_id else '<UNK>'] for w in str_words] return { 'str_words': str_words, 'words': ...
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def count_items(column_list): """ Função para contar a quantidade itens em uma lista de dados. Argumentos: data_list: Lista de dados. Retorna: Uma tupla contendo os types dos items e quantidades dos itens respectivamente. """ dictionary = {} for data in column_list: if no...
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def arg_command_group(parser, group_name, group_argument_list): """Add a group of optional arguments to the parser. Params: parser: argparse.ArgumentParser where the argument group will be added. group_name: String with the name of the argument group. group_argument_list: List of dict o...
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def get_input_path_parameters(path): """"Get the input parameters from the path url.""" path_params = [] params = path.split('/') for param in params: if len(param) > 0 and param[0] == '{' and param[len(param) - 1] \ == '}': path_params.append(param[1:-1]) return ...
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def create_service(*, name): """Create a Service resource for the Schema Registry. Parameters ---------- name : `str` Name of the StrimziKafkaUser, which is also used as the name of the deployment. Returns ------- service : `dict` The Service resource. """ s...
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def compare_partial_dicts(result, expected): """ Make sure all the keys in expected are matched by keys in result, and that the values stored in those keys match. Result can contain more items than expected - those are ignored. Used in the test_lvs, test_pvs and test_vgs tests. """ # retur...
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def select(*columns): """Selects columns from input dataframe Args: *columns: list of columns to be selected Returns: Feature whose output contains only selected columns Examples: >>> cat_cols = ["a", "b", "c"] >>> ohe_enc = OneHotEncoder(sparse=False) >>> comp...
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def digits(s): """grab digits from string""" return str("".join([c for c in s if c.isdigit()]))
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import operator def majorityCnt(classList): """ 返回该数据集中类别数最多的类名 该函数使用分类名称的列表(某个数据集或者其子集的),然后创建键值为classList中唯一值的数据字典。 字典对象的存储了classList中每个类标签出现的频率。最后利用operator操作键值排序字典, 并返回出现次数最多的分类名称 Parameters ---------- classList:分类类别列表 Returns:子节点的分类 ------- 数据集已经处理了所有属性,但是类标签依然不是唯一的,则...
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def detrend_none(x, axis=None): """ Return x: no detrending. Parameters ---------- x : any object An object containing the data axis : int This parameter is ignored. It is included for compatibility with detrend_mean See Also -------- detrend_mean : Another...
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def get_top_k_from_counts(n, counts): """ Given a map of counts mapping from a key to its frequency, returns the top k keys (based on frequency) after normalizing the frequencies by the total. :param n: The number of keys to return :param counts: A map of counts mapping from a key to its frequency. ...
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def derive_form_imported(config, data): """ This derives the form imported field """ forms = config['forms'] form_names = [form['form_name'] for form in forms] form_importeds = [form['form_imported'] for form in forms] for record in data: for name, imported in zip(form_names, form_im...
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def mod(input, n, d=0.0): """ Returns a new tensor whose elements corresepond to the modulo with offset of the elements of the input. Args: input (`torch.FloatTensor`): input tensor. n (float): modulus. d (float, optional): offset. Defaults to 0.0. Returns: (`torch.Floa...
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import numpy def compress_pause_to_time(signal, sampling_rate, time_step = 0.01, frame_window = 0.025): """compress pause index to time Args: signal (numpy.array(bool)): A list of pause sequence. True indicating pause. sampling_rate (int): sampling frequency in Hz. time...
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def param_filter(curr_dict, key_set, remove=False): """ Filters param dictionary to only have keys in the key set Args: curr_dict (dict): param dictionary key_set (set): set of keys you want remove (bool): filters by what to remove instead of what to keep Returns: filter...
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