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def read_magnum_cluster_template(client, cluster): """Get the actual template associated with the one specified in the given Magnum cluster resource. Args: client (MagnumV1Client): the Magnum client to use to connect to the Magnum service. cluster (krake.data.openstack.MagnumClu...
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def read_data_from(file_: str) -> list: """Read math homework from file.""" return open(file_, "r").read().splitlines()
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from typing import List def risk_level(cave: List[List[int]], tx: int, ty: int) -> int: """ Computes risk level for the smallest rectangle which contains both the mouth of the cave and the target. """ risk_level = 0 for y in range(ty + 1): for x in range(tx + 1): risk_level...
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def gen_property_of_type(name, _type, doc=""): """ Generates a type-forced property associated with a name. Provides type checking on the setter (coherence between value to be set and the type specified). @param name: property name @param _type: force type @param doc: documentation for the prop...
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def expected_file(expected_files): """Get existing remote file name.""" return expected_files[0]
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def replace_quotes(match): """Replace match with « xxxxxxx ».""" length = len(match.group(0)) - 4 return "« " + length * "x" + " »"
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import secrets def branch() -> str: """Return a branch name that is unique for every test case.""" random = secrets.token_hex(nbytes=3) return f"branch-{random}"
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import re import argparse def validate_hd(input): """ checks that the input /dev/name:SIZE[:type[:value]] is correct./ """ a = re.compile("^[/a-zA-Z1-9]+:[0-9]+(:[a-zA-Z0-9]+(:[a-zA-Z0-9]+)?)?$", re.IGNORECASE) match = a.match(input) if not match: msg = "'%s' hard-disk is i...
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def legendre_polynomial(x: float, n: int) -> float: """Evaluate n-order Legendre polynomial. Args: x: Abscissa to evaluate. n: Polynomial order. Returns: Value of polynomial. """ if n == 0: return 1 elif n == 1: return x else: polynomials = [...
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from typing import List def jaccard_similarity(correct_duplicates: List, retrieved_duplicates: List) -> float: """ Get jaccard similarity for a single query given correct and retrieved file names. Args: correct_duplicates: List of correct duplicates i.e., ground truth) retrieved_duplicate...
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import os def deck_menu_constructor(paths): """ Takes a list of file paths and returns a three part tuple with a label number, the truncated filename, and the file path. :param list paths: a list of file file paths, must be json files containing dictionaries :return: a list of three part tuples (numb...
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def make_cygpath_function(mounts): """Creates a make function that can be used in place of cygpath. Args: mounts: A list of tuples decribing filesystem mounts. Returns: The body of a function implementing cygpath in make as a string. """ # We're building a bunch of nested patsubst ...
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def get_item_type(code): """Get item type from code.""" item_type = {0: "Zabbix agent", 1: "SNMPv1 agent", 2: "Zabbix trapper", 3: "simple check", 4: "SNMPv2 agent", 5: "Zabbix internal", 6: "SNMPv3 agent", ...
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def getReplacementMap(): """ Returns a dict, mapping which packages need to be mapped to which replacement package, e.g.: { 'Libraries/Foo/1.0': 'Libraries/Bar/2.0', 'Libraries/Foo/1.1': 'Libraries/Bar/2.0' } """ replacementMap = {} # replacementMap.update( ...
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def sensorsDifferenceSum(sensor_1, sensor_2): """ given two lists contains the reading of two sensors for the same place, give the total difference between there elements """ if len(sensor_1) == 0 or len(sensor_2) == 0: return 0 return abs(sensor_1[0] - sensor_2[0]) + sensorsDifferenceSu...
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def update_radius(intersection, new_rad): """ Updates the radius of the intersection :param intersection: intersection :param new_rad: new radius value :type intersection: Intersection :type new_rad: float :return: updated intersection """ return intersection.update_radius(new_rad)
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from typing import List def message_empty(sysex_data: List[int]) -> bool: """Return whether the sysex data is an empty message packet.""" return len(sysex_data) == 2
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def get_uniprotentries_of_user_entity_ids(cursor, unification_table, user_entity_ids): """ Get Uniprot Entries of targets using their BIANA user entity ids """ query_uniprotentry = ("""SELECT UA.value, UA.type FROM externalEntityUniprotEntry UA, {} U ...
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import torch def construct_optimizer(model,cfg): """ construct optimizer in stochastic gradient descent or ADAM set w in decay :return: """ # weight_p, bias_p = [], [] # for name, p in model.named_parameters(): # if 'bias' in name: # bias_p += [p] # else: ...
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def mask_string(raw_str, right_padding=4) -> str: """Mask a string with a default value of 4.""" return raw_str[-right_padding:].rjust(len(raw_str), '*')
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import os import json def parse_json(args): """add or modify bam files to json""" json_in = os.path.join(args.jbrowse_dir, 'data', args.name, 'trackList.json') json_out = json.load(open(json_in, 'r')) return json_out
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def _field_set_recursively(resource, field_name, value): """Set a field for a given resource and all of its children. Args: resource (ResourceData): the resource to change. field_name (str): the field to set. value (str): the value of the field to set to. Returns: list. all...
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def to_list(x): """ Return x if it is already a list, or return a list containing x if x is a scalar. """ if isinstance(x, (list, tuple)): return x # Already a list, so just return it. return [x]
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def scan_for_change(oldBoard: tuple, gameBoard: tuple) -> bool: """ Look for changes in life """ for rows in zip(oldBoard, gameBoard): for values in zip(rows[0], rows[1]): if values[0] != values[1]: return True return False
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def search_for_ISM(edge_IDs, transcript_dict): """ Given a list of edges in a query transcript, determine whether it is an incomplete splice match (ISM) of any transcript in the dict. Will also return FSM matches if they're there""" edges = frozenset(edge_IDs) ISM_matches = ...
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def normalize(list): """ this is assuming that there is a min with 0 :param list: :return: """ # find max a_max = max(list) # set errors to max list_error_free = [x if x >= 0 else a_max for x in list] # normalize result = [] for entry in list_error_free: result.ap...
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def format_timeout(timeout): """Render server alive interval option.""" format_str = '-o ServerAliveInterval={}'.format return format_str(timeout) if timeout else ''
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def transposed(matrix): """Returns the transpose of the given matrix.""" return [list(r) for r in zip(*matrix)]
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def word_len(word): """Returns the length of word not counting spaces >>> word_len("a la carte") 8 >>> word_len("hello") 5 >>> word_len('') 0 >>> word_len("coup d'etat") 10 """ num = len(word) for i in range(len(word)): if word[i] == " ": num = num-1 ...
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def from_iban(alist:list) -> dict: """ Returns the following dictionary --> """ ba_dict = { "by-nib-ref": {}, "by-agent": {}, } for item in alist: agent, name, nib_ref = item["agent"], item["name"], item["nib-ref"] assert agent not in ba_dict["by-agent"], f"Duplicate ...
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def td_to_str(td_obj): """ Convert a timedelta object to allow a "string" usage. In reality, it return a `dict`. :param td_obj: :return: {years: x, months: x, days: x, hours: x, minutes: x, seconds: x} """ td_obj = int(td_obj.total_seconds()) # 1 year = 31,540,000s # 1 month = 2,628,000...
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def pick_n_equispaced(l, n): """Picks out n points out of list, at roughly equal intervals.""" assert len(l) >= n r = (len(l) - n)/float(n) result = [] pos = r while pos < len(l): result.append(l[int(pos)]) pos += 1+r return result
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def test_Qs(function, all_function, max_profundity, num_atomics, arity, verbose=False): """ Tests the Q functions with the all_functions :param function: the numeric function to test :param all_function: the generator function of all formulae to test it with :param max_profundity: ze...
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async def get_chains(self, symbol, info='expiration_dates'): """Returns the chain information of an option. :param symbol: The ticker of the stock. :type symbol: str :param info: Will data_filter the results to get a specific value. :type info: Optional[str] :returns: Returns a dictionary of ke...
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def syncgateway_admin_url(): """ Returns: str: URL to reach admin port of SG. """ return "http://localhost:4985/"
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def message_warning(msg, *a, **kwargs): """Ignore everything except the message.""" return str(msg) + '\n'
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def save_as_vec(dset, nrow, data): """Save 'data' columns as chunks in 1d arrays.""" # Iterate over columns for name, d in zip(list(dset.keys()), data.T): # Resize the datasets to accommodate next chunk of rows dset[name].resize(nrow + data.shape[0], axis=0) # Write next chunk ...
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def R_update(state, reward, critic, lr): """Really simple TD learning""" update = lr * (reward - critic(state)) critic.update(state, update) return critic
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def regrid_get_operator_method(operator, method): """Return the regridding method of a regridding operator. :Parameters: operator: `RegridOperator` The regridding operator. method: `str` or `None` A regridding method. If `None` then ignored. If a `str` then...
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def is_affiliation(item: str) -> bool: """Return true if a string contains an affiliation.""" return item.startswith('(')
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import numpy as np def mercator_transform(data, lat_bounds, origin='upper', height_out=None): """ Transforms an image computed in (longitude,latitude) coordinates into the a Mercator projection image. Parameters ---------- data: numpy array or equivalent list-like object. Must be NxM...
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def faker_seed(): """Default `faker` seed.""" return 12345
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def RelationshipLengthProperty(relationship_name): """Return a property representing number of objects in relationship.""" def getter(self): relationship = getattr(self._object, relationship_name) try: return relationship.countObjects() except Exception: return le...
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def consistent_det(A, E): """Checks if the attributes(A) is consistent with the examples(E)""" H = {} for e in E: attr_values = tuple(e[attr] for attr in A) if attr_values in H and H[attr_values] != e['GOAL']: return False H[attr_values] = e['GOAL'] return True
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def pad_to(x, k=8): """Pad int value up to divisor of k. Examples: >>> pad_to(31, 8) 32 """ return x + (x % k > 0) * (k - x % k)
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import types def argument(name, type): """ Set the type of a command argument at runtime. This is useful for more specific types such as mitmproxy.types.Choice, which we cannot annotate directly as mypy does not like that. """ def decorator(f: types.FunctionType) -> types.FunctionT...
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from typing import List import bisect def get_bin(pred_prob: float, bins: List[float]) -> int: """Get the index of the bin that pred_prob belongs in.""" assert 0.0 <= pred_prob <= 1.0 assert bins[-1] == 1.0 return bisect.bisect_left(bins, pred_prob)
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import sympy def det(x): """ Symbolic determinant :param m: matrix :type x: ndarray with symbolic elements :return: determinant :rtype: ndarray with symbolic elements .. runblock:: pycon >>> from spatialmath.base.symbolic import * >>> from spatialmath.base import rot2 ...
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def transpose2(lists, defval=0): """ Transpose a list of list. defval is used instead of None for uneven lengthed lists. """ if not lists: return [] return map(lambda *row: [elem or defval for elem in row], *lists)
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def unslug(_input): """Convert slugs back into normal strings""" return _input.replace('-', ' ').replace('_', ' ')
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def pages_to_edges(wiki_linked_pages): """ Create edges linking to (inbound) and from (outbound) a page """ page = wiki_linked_pages["title"] in_edges = [(in_page, page) for in_page in wiki_linked_pages["inbound_pages"]] out_edges = [(page, out_page) for out_page in wiki_linked_pages["outbound_p...
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def create_summary_document_for_es(data): """ This function will create document structure appropriate for es :param data: data to parse :return: part of document to be inserted into es """ results = list() for k, v in data.items(): results.append({ "name": k, ...
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from datetime import datetime def valid_date(date): """ Checks if DATE is of form MM/DD/YYYY. Does not check if YYYY is correct. Also, does not check for edge cases, i.e. Feb 30. """ mdy = date.split("/") if (len(mdy) == 3): try: m = int(mdy[0]) d = int(mdy[1]) ...
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import re def format_indeed_post_date(post_date): """ Format a Posted date to a numeric string of the recorded days Arguments : posted date string Return : Numeric string """ if ("Publiée à l'instant" in post_date) or ("Aujourd'hui" in post_date): return str(0) else: temp...
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import requests import json def post(base_url, action_url, params): """ 发送post请求 :param base_url: :param action_url: :param params: :return: """ full_url = base_url + action_url # 请求头 headers = { "Content-type": "application/json", 'Upgrade': 'HTTP/1.1' } ...
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def get_emoji_code(raw_emoji: str): """ :param raw_emoji: The raw str emoji :return: ascii code of emoji """ return ord(str(raw_emoji))
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def valence_band_offset(mat, ref_mat): """ Calculate the valence band offset $E_v - E_{v,ref}$ between two semiconductor materials. :param Material mat: Material whose conduction band position is to be determined. :param Material ref_mat: Material whose conduction band minimum is used a...
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def sequence_sum(begin_number, end_number, step): """ Goes through a loop and finds the sum of the sequence specified by three integer inputs. :param begin_number: the starting integer value. :param end_number: the ending integer value. :param step: integer of how many numbers to increase each step....
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def decompose_column_name(col_name): """Returns separate parts of a hobo column name Argument: - col_name (str): the column name Returns: - tuple: (variable_name, unit_name, serial_text) """ x=col_name.split('(') try: serial_text=x[1].split(')...
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def _get_key(dict_like, key): """ Examples -------- >>> a = dict(b=1) >>> _get_key(a, 'b') 1 >>> _get_key(a, 'c') == "" True """ try: return dict_like[key] except KeyError: return ""
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import zlib def adler(filepath,BLOCKSIZE=2**20): """ Create an additive adler32 checksum. Faster than sha1. From the documentation: > Changed in version 3.0: Always returns an unsigned value. > To generate the same numeric value across all Python versions and > platforms, use adler32(data)...
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import csv def into_list2(fIn,**kwargs): """ Read data from file into a 2D list. Lines with '#' are not read. Parameters ---------- fIn : str Path to input file delimeter : str (optional) Delimeter for parsing lines in file. (default is ',') type : str (optional) ...
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def count_hits(bh, vc, verbose=False): """ Count the vc hits per genome """ hc = {} for g in bh: hc[g] = {} for b in bh[g]: hc[g][vc[b]] = hc[g].get(vc[b], 0) + 1 besthit = None bhc = 0 for h in hc[g]: if hc[g][h] > bhc: ...
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def fragment(size, lstlike): """Faster alternative to grouper for lists/strings.""" return (lstlike[i : i + size] for i in range(0, len(lstlike), size))
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import subprocess def run_command(arguments): """ Args: arguments(list of str): Arguments to be executed as a command. Arguments are passed as if calling subprocess.call() directly """ return subprocess.call(arguments)
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def print_first_word(words): """Prints the first word after popping it off.""" word = words.pop(0) print(word) # Poop out result = None return result
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import argparse def WrapMessageInNargs(msg, nargs): """Create the display help string for a positional arg. Args: msg: [str] The possibly repeated text. nargs: The repetition operator. Returns: str, The string representation for printing. """ if nargs == '+': return '{msg} [{msg} ...]'.for...
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def w(q2: float, m_parent: float, m_daughter: float) -> float: """ Calculates the recoil variable w, which runs from 1 (zero recoil) to the maximum value (depends on daughter). :param q2: Momentum transfer to the lepton-neutrino system. :param m_parent: Mass of the parent meson, e.g. the B meson. :p...
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def is_valid_project_type(type): """ Validates supported project types; currently only maven is supported; hopefully gradle in the future """ if not type: return False if "maven" != type: return False return True
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def map_file(): """ <enumeratedValueSet variable="map-file"> <value value="&quot;blank.map&quot;"/> </enumeratedValueSet> map file names: "a.map" ,"b.map" ,"c.map" ,"obstacles.map" ,"blank.map" """ cur_map = "chokepoint_1_a.map" return f'<enumeratedValueSet variable="map-file"> <value value...
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from typing import Optional import sys def query_choice(choices: list[str], question: Optional[str] = None) -> str: """Ask the user to pick an option.""" if question is None: question = "Please pick one of the following:" options: dict[int, str] = dict(enumerate(choices)) while True: ...
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def train_test_split(tokenized): """Returns a train, test tuple of dataframes""" train = tokenized.query("category != 'title'") test = tokenized.query("category == 'title'") return train, test
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def scrapeSymbol(soup): """ Scrapes ICO symbol from ICODrops listing """ li = soup.findAll("li") for idx, yeah in enumerate(li): span = yeah.find("span", attrs = { "class" : "grey" }) if span and "Ticker:" in span.text: # Return only first match return li[idx] \ .text \ .repl...
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import torch def logits_to_label(logits): """ Converts predicted logits from extended binary format to integer class labels Parameters ---------- logits : torch.tensor, shape(n_examples, n_labels-1) Torch tensor consisting of probabilities returned by ORCA model. Examples ---...
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def heapSort_v2(arr): """ 工作原理:最大堆,最小堆 编码要素:下沉down,上浮up;demotion,promotion """ def down_iter(arr, i, n, comp): """堆化(迭代):堆的向下调整算法""" current = i l = 2 * i + 1 # left = 2*i + 1 r = 2 * i + 2 # right = 2*i + 2 while True: if l < n and comp(arr[l],...
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import random def get_random_delay(min_time=0.01, max_time=0.1): """ Random sleep time between min and max time. Defaults to between 10 and 100ms :param min_time: minimum time (s) :param max_time: maximum time (s) :return: time in seconds """ return random.uniform(min_time, max_time)
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def parse_charoffset(charoffset): """ Parse charoffset to a tuple containing start and end indices. Example: charoffset = '3-7;8-9' [[3, 7], [8, 9]] """ # try split by ';' charoffsets = charoffset.split(';') return [[int(x.strip()) for x in offset.split('-')] for off...
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def join_sets(mod, set_name_list): """ Join sets in a list. If list contains only a single set, return just that set. :param mod: :param set_name_list: :return: """ if len(set_name_list) == 0: return [] elif len(set_name_list) == 1: return getattr(mod, set_name_list[...
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import re def _add_single_transfer_prefix(prefix_to_check, prefix_to_add, resource_string): """Adds prefix to one resource string if necessary.""" if re.match(prefix_to_check, resource_string): return resource_string return prefix_to_add + resource_string
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import os def check_exposure(dst, expid): """Ensure that all files associated with an exposure have arrived. Parameters ---------- dst : :class:`str` Delivery directory, typically ``DESI_SPECTRO_DATA/NIGHT``. expid : :class:`int` Exposure number. Returns ------- :clas...
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import requests import json def get_id(header, device, url, verbose): """Loop through devices to find id of device and return it""" page = 1 # same as 0 url = f"https://{url}/inventory/managedObjects/" while True: params = { "fragmentType": "c8y_IsDevice", "pageSize":...
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def none_to_empty(val): """Convert None to empty string. Necessary for fields that are required POST but have no logical value. """ if val is None: return "" return val
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from typing import Dict import requests def internetdb(ip_address: str) -> Dict: """ Get the InternetDB data of a subdomain """ return (requests.get( f"https://internetdb.shodan.io/{ip_address}" )).json()
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def greet_as_ashish(): """Simple function recording a closure""" # captured variable in outer context # also called a free variable greet_prefix = "Ashish says:" def greet(message): print("{} {}".format(greet_prefix, message)) return greet
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import tempfile import os def content_to_file(content, file_path=None): """ Write string to a temporary file. :param content: :param file_path: absolute path to the desired output file. """ if not file_path: file_path = tempfile.NamedTemporaryFile(mode='w', delete=False).name wi...
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def list_strings(n): """lists all binary strings of length n, do not modify this function""" if n == 0: return [""] else: strings = [] for b in list_strings(n-1): strings.append(b+"0") strings.append(b+"1") return strings
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def cell_id(i,j,k,nx,ny): """ Get the cell Id given i,j,k indexes. * --- * --- * --- * | 0,2 | 1,2 | 2,2 | <- Cell id 6,7,8 * --- * --- * --- * | 0,1 | 1,1 | 2,1 | <- Cell id 3,4,5 * --- * --- * --- * | 0,0 | 1,0 | 2,0 | <- Cell id 0,1,...
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import argparse def process_args(): """Return processed arguments (options and positional arguments).""" parser = argparse.ArgumentParser() parser.add_argument('files', nargs='*', help='files to format') return parser.parse_args()
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def AddOne(dataset): """AddOne""" return dataset.map(lambda x: {"b": x["a"] + 1})
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def parse(exc): """Takes in an exception and returns the boto `Message, Code` properties if they exist - else `None, None` """ if exc is not None and hasattr(exc, 'response') and exc.response is not None: error = exc.response.get('Error', {}) code = error.get('Code', None) message = er...
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def override(config, overrides): """Update a config dictionary with overrides, merging dictionaries. Where both sides have a dictionary, the override is done recursively. Where `overrides` contains a value of `None`, the corresponding entry is deleted from the return value. .. note:: this does not...
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def get_most_visible_camera_annotation(camera_data_dict: dict) -> dict: """ Get the most visibile camera's annotation. :param camera_data_dict: Dictionary of form: { 'CAM_BACK': {'attribute_tokens': ['cb5118da1ab342aa947717dc53544259'], 'bbox_corners': [600.8315617945755, 4...
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import json def _to_json(self, fp=None, indent=4): """ Converts the object to JSON :param fp=None: an open file_like object to write the json to. If it is None, then a string with the JSON will be returned as a string :param indent=4: The indentation level des...
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def sql_quote(v, name='(Unknown name)', md={}): """Quote single quotes in a string by doubling them. This is needed to securely insert values into sql string literals in templates that generate sql. """ if isinstance(v, bytes): v = v.decode('UTF-8') # Remove bad characters for char...
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def give_color_to_direction_static(dir): """ Assigns a color to the direction (static-defined colors) Parameters -------------- dir Direction Returns -------------- col Color """ direction_colors = [[-0.5, "#4444FF"], [-0.1, "#AAAAFF"], [0.0, "#CCCCCC"], [0.5, "...
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from pathlib import Path def check_file(file_name: str) -> bool: """Check file_name exists based on input. Args: file_name (str): file name to check """ try: file_path = Path(file_name) return file_path.exists() except TypeError: return False
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def g(x, y): """Constraint penalty""" return (x + 5) ** 2 + (y + 5) ** 2 - 25
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def onset_attributes_to_onset(o_beat, o_subdiv): """ Convert arrays of o_bt and o_sub to o. - See eq. (1) of the paper. """ def o_bt_o_sub_to_o(o_bt, o_sub): def convert_sub(x): """ o_sub from its 2's complement representation to exact value.""" return (x + 3) % 7 -...
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import torch def _is_tensor_index_moved_to_start(indices): """ Given an index, determine if the indexed part of the getitem is moved to the zero'th dimension """ has_tensor_index = False continuous_tensor_index = True if torch.is_tensor(indices[0]): return True for index in indic...
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def symDecomp(mat,obj): """ Decompose the matrix into a symmetrical and an antisymmetrical matrix """ if not mat.isSquare or mat._cMat: return (None,None) else: m = mat.matrix anti = obj for i in range(0,mat.dim[0]-1): for j in range(i+1,mat.dim[1]): ...
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