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def make_key(obj): """Returns a key for this object.""" return id(obj)
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from typing import Tuple def parse_notification(notification: dict) -> Tuple[str, str]: """valdiates notification payload Args: notification(dict): Pub/Sub Storage Notification https://cloud.google.com/storage/docs/pubsub-notifications Or Cloud Functions direct trigger https://...
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def get_at(doc, path, create_anyway=False): """Get the value, if any, of the document at the given path, optionally mutating the document to create nested dictionaries as necessary. """ node = doc last = len(path) - 1 if last == 0: return doc.get(path[0]) for index, edge in e...
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import random def split_dataset(ids, validation_split=0.2): """Split dataset for training and validation.""" random.shuffle(ids) split_index = int((1 - validation_split) * len(ids)) train_ids = ids[:split_index] valid_ids = ids[split_index:] print('Training count: %s' % len(train_ids)) pri...
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def anglicize1to19(n): """ Returns the English equiv of n. Parameter: the integer to anglicize Precondition: n in 1..19 """ if n == 1: return 'one' elif n == 2: return 'two' elif n == 3: return 'three' elif n == 4: return 'four' elif n == 5: ...
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def pi_using_float(precision): """Get value of pi via BBP formula to specified precision using floats. See: https://en.wikipedia.org/wiki/Bailey%E2%80%93Borwein%E2%80%93Plouffe_formula :param precision: Precision to retrieve. :return: Pi value with specified precision. """ value = 0 for k i...
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def join_distributions(a, b): """joins two distributions of absolute class counts by adding the values of each key""" assert a.keys() == b.keys() return {k: a[k] + b[k] for k in a}
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import importlib def import_func(func): """ Imports a function from the autocnet package. Parameters ---------- func : str import path. For example, to import the place_points_in_overlap function, this func can be called with: 'spatial.overlap.place_points_in_overlap' R...
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def _deslugify(string): """Deslugify string.""" return string.replace("_", " ").title()
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def job_runner(job): """ Run a job. Called in a Process pool. """ return job.run()
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def overlaps(mc1, mc2): """Compare two motifs and/or clusters to see if their location ranges overlap.""" return (mc1.start < mc2.end) and (mc1.end > mc2.start)
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def is_ip_in_subnet(ip, subnet): """ Return True if the IP is in the subnet, return False otherwise. This implementation uses bitwise arithmetic and operators on IPv4 subnets. Currently, this implementation does not accomodate IPv6 address/subnet definitions. This should be added in the future,...
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import asyncio async def await_other_fixture(loop): """Await all other task but the current task.""" async def wait_for_tasks(current_task): """Wait for the tasks.""" tasks = asyncio.all_tasks() - {current_task} await asyncio.gather(*tasks) return wait_for_tasks
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def ReleasePowerAssertion(io_lib, assertion_id): """Releases a power assertion. Assertions are released with IOPMAssertionRelease, however if they are not, assertions are automatically released when the process exits, dies or crashes, i.e. a crashed process will not prevent idle sleep indefinitely. Args: ...
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def get_branch_condition(branch): """ Extract branchCondition_GuardedBranchTransition from specification, e.g. "type.VALUE == &quot;graphical&quot;" -> "#graphical" :param branch: "branches_Branch" :return: extracted condition string """ branch_condition = branch.find("./branchCondition_Guar...
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def format_gpus(connection, node_id: int): """ Returns GPUs formatted in Dash friendly manner. :return: list of Dicts """ gpus = connection.get_gpus(node_id) res = [] for gpu in gpus: res.append({'label': f'{gpu}', 'value': gpu}) return res
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def fails_if_called(test, msg="This function must not be called.", arguments=True): """ Return a new function (accepting any arguments) that will call test.fail(msg) if it is called. :keyword bool arguments: If set to ``False``, then we will not accept any arguments. This ca...
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def _version_string(version): """Convert version from bytes to a string. Args: version: version in byte format. Returns: Three byte version string in hex format: 0x00 0x00 0x00 """ return ' '.join('0x{:02x}'.format(ord(b)) for b in version)
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def add_sets(*args): """ Add sets. The arguments need not be sets. Returns a set of unique values. If the arguments include unhashable types, raises a TypeError. """ out = set() for arg in args: for thing in arg: out.add(thing) return out
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def MakeGray(rgbTuple, factor, maskColour): """ Make a pixel grayed-out. If the pixel matches the `maskColour`, it won't be changed. :param `rgbTuple`: a tuple representing a pixel colour; :param `factor`: a graying-out factor; :param `maskColour`: a colour mask. """ if rgbTuple != mas...
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def nCWRk(n, r): """Returns nCk(n+r-1, n-1) optimized for large n and small r.""" val = 1 for i in range(1, r+1): val *= n + r - i val //= i return val
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import warnings def preprocess_metrics(input_metrics, metrics_dict): """Preprocess the inputed metrics so that it maps with the appropriate function in metrics_dict global variable. input_metrics can have str or function. If it's a string then it has to be a key from metrics_dict global variable dict...
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import torch def sort_batch_by_length(tensor: torch.Tensor, sequence_lengths: torch.Tensor): # pragma: no cover """ Sort a batch first tensor by some specified lengths. Parameters ---------- tensor : torch.FloatTensor, required. A batch first Pytorch tensor. sequence_lengths : torch.L...
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def remove_sql_comments(sql): """Strip SQL comments starting with --""" return ' \n'.join(map(lambda x: x.split('--')[0], sql.split('\n')))
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def build_pwsh_test_command() -> str: """ Build command for powershell test Returns: str: powershell test command """ command = "Invoke-Pester" # Return exit code when finished command += ' -Configuration \'@{Run=@{Exit=$true}; Output=@{Verbosity="Detailed"}}\'' return f"pwsh -Comma...
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import re def remove_hanging_parenthesis(sample_string): """ Removes parenthesis at the end of strings. Args: sample_string (str): Input string Returns: str """ return re.sub(r"[^.*]\($", "", sample_string).strip()
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def _captalize(arg1): """Returns the string with an initial capital""" return str(arg1).title()
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def trim_silence(audio, noise_threshold=150): """ Removes the silence at the beginning and end of the passed audio data :param audio: numpy array of audio :param noise_threshold: the maximum amount of noise that is considered silence :return: a trimmed numpy array """ start = None end = Non...
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def is_cn_char(ch): """ Test if a char is a Chinese character. """ return ch >= u'\u4e00' and ch <= u'\u9fa5'
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def _lcs_length(x, y): """ Computes the length of the longest common subsequence (lcs) between two strings. The implementation below uses a DP programming algorithm and runs in O(nm) time where n = len(x) and m = len(y). Source: http://www.algorithmist.com/index.php/Longest_Common_Subsequence >...
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def compare_simple(x, y, context): """ Returns a very simple textual difference between the two supplied objects. """ if x != y: return context.label('x', repr(x)) + ' != ' + context.label('y', repr(y))
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def permute_all_atoms(labels, coords, permutation): """ labels - atom labels coords - a set of coordinates permuation - a permutation of atoms Returns the permuted labels and coordinates """ new_coords = coords[:] new_labels = labels[:] for i in range(len(permutation)): new_...
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def ts_candle_from_ts(ts, timeframe_int): """Return candle timestamp from a timestamp and a given timeframe (integer)""" return((ts // timeframe_int) * timeframe_int)
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def validateFitMohrCoulomb(value): """ Validate fit to Mohr-Coulomb yield surface. """ if not value in ["inscribed", "middle", "circumscribed"]: raise ValueError("Unknown fit to Mohr-Coulomb yield surface.") return value
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def get_ls_user_line(user: dict) -> str: """Get a string representing a user in the User Ls command. :param user: User data. :returns: User string. """ line = user["id"] + " | " username = user["username"] c = len(username) if c <= 20: username = username + (" " * (20 - c)) ...
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import math def borders_ms_to_frames(borders, rate): """ Function to convert a list of 2-item lists or tuples from milliseconds to frames. Parameters ---------- borders : list a list of 2-item lists or tuples, each item of which is a number of milliseconds rate : float ...
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import time def strftime_utc(epoch): """Convert seconds from epoch into UTC time string.""" return time.strftime("%a, %d %b %Y %H:%M:%S+0000", time.gmtime(epoch))
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def bps_mbps(val: float) -> float: """ Converts bits per second (bps) into megabits per second (mbps). Args: val (float): The value in bits per second to convert. Returns: float: Returns val in megabits per second. Examples: >>> bps_mbps(1000000) 1.0 >>> b...
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from typing import Callable import asyncio def add_async_job(target: Callable, *args): """Add a callable to the event loop.""" loop = asyncio.get_event_loop() if asyncio.iscoroutine(target): task = loop.create_task(target) elif asyncio.iscoroutinefunction(target): task = loop.create_t...
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def index_dependent_values(self, chromosome): """Test of the GA's ability to improve fitness when the value is index-dependent. If a gene is equal to its index in the chromosome + 1, fitness is incremented. """ # Overall fitness value fitness = 0 for i, gene in enumerate(chromosome): ...
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def check_type_and_size_of_param_list(param_list, expected_length): """ Ensure that param_list is a list with the expected length. Raises a helpful ValueError if this is not the case. """ try: assert isinstance(param_list, list) assert len(param_list) == expected_length except As...
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import torch def get_obs_y_dict(select_pairs, x_a, x_s): """ Input ------- select_pairs: pairs of (alpha, beta) selected x_a: array holding avoidance count for all dogs & all trials, example for 30 dogs & 25 trials, shaped (30, 25) x_s: array holding shock count for all dogs & all trials,...
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import multiprocessing import functools def in_separate_process(func): """Decorator that runs a function in a separate process, to force garbage collection collection upon termination of that process, limiting long-term memory usage. Parameters ---------- func : function Function to r...
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from typing import List def ensure_size(arr: List, default, size: int) -> List: """Ensures the size of an array by using the default when an element does not exist. """ return [arr[x] if x < len(arr) else default for x in range(size)]
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import base64 def _dbase64_encode(b): """Internal helper to encode bytes using our base64 variant. This is like urlsafe base64 encode but strips the trailing '=' padding. Also, it returns a string, not a bytes object. """ bb = base64.urlsafe_b64encode(b) ss = str(bb.decode('ascii')) s = ...
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import string def num_Ponctuation(Instr): """ this function return the number of ponctuation characters in a String """ nonpuc = [c for c in Instr if c not in string.punctuation] nonpuc = "".join(nonpuc) if "." in nonpuc: nonpuc = nonpuc + "." # this line just to ignore the period for...
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def create_bool_mask(mask, label, ignore_label): """Creates a boolean mask for plant region or individual class. Args: mask: Array representing a mask with integer labels ignore_label: Integer, pixel value of label to exclude. label: String, which label to return. 'plant_region' returns mask for whole ...
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def create_paper(paper_id, paper_title, paper_abstract, paper_year, paper_citations): """Initialize a paper.""" paper = { "id": paper_id, "title": paper_title, "abstract": paper_abstract, "year": paper_year, "is_influential": False, "citations": paper_citations, ...
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def isnumber(*args): """Checks if value is an integer, long integer or float. NOTE: Treats booleans as numbers, where True=1 and False=0. """ return all(map(lambda c: isinstance(c, int) or isinstance(c, float), args))
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import ssl import aiohttp def get_os_session(*, os_cacert, insecure, log): """ Returns a secure - or insecure - HTTP session depending on configuration settings. Works for both HTTP and HTTPS endpoints. """ if os_cacert: ssl_context = ssl.create_default_context(cafile=os_cacert) ...
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def reverse_word(word): """ description: reverse the characters in a word input: 'word': the word to be reversed output: the reversed word """ i = len(word) reversed_word = "" while i > 0: reversed_word += word[i-1] i = i-1 return reversed_word
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import itertools def all_segments(N): """Return (start, end) pairs of indexes that form segments of tour of length N.""" return ( (start, end) for (start, end) in itertools.combinations(range(N), 2) if end > start+1 )
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def shash(s): """Get the shallow hash of a statement.""" return s.get_hash(shallow=True)
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def create_element(number,etype): """ Create an element: Parameters ---------- number : int Number of element etype : str Element type :: # Example create_element(1, "PLANE182") # -> ET,1,PLANE182 """ _el = "ET,%g,%s"%(number,etyp...
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import math def calculate_zoom(fov, height=1.0): """Calculates the zoom (distance) from the camera with the specified FOV and height of image. :param float fov: The FOV to use. :param float height: The height of the image at the desired distance. :rtype: A float representing the zoom (dis...
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def get_nested_value_by_path(nested_dict, path, default=None, mode='mix'): """ Get a nested value of nested dict by path :param nested_dict: nested dict object { "club": [ { "manager": { "last_name": "Lionel", "first_name": "Messi" ...
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def decode(s): """ Run length decoding (str) -> str >>> decode('1B5W1B4W') 'BWWWWWBWWWW' """ ret = '' sizeStr = '' for ch in s: if ch.isalpha(): if sizeStr: ret += ch * int(sizeStr) sizeStr = '' else: sizeSt...
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def choose_condition(data, events, condition): """Filters out a specific condition from the data. :param data: data from which to extract conditions from :type data: numpy array :param events: event data of shape [trials x 4] :type events: numpy array :param condition: Condition to be filtered ...
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def get_columns(c, table, verbose=False): """Get all columns in a specified table.""" head = c.execute("select * from " + table) names = list(map(lambda x: x[0], head.description)) if verbose: print(names) return(names)
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import socket def createTestSocket(test, addressFamily, socketType): """ Create a socket for the duration of the given test. @param test: the test to add cleanup to. @param addressFamily: an C{AF_*} constant @param socketType: a C{SOCK_*} constant. @return: a socket object. """ skt...
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import pickle def read_pic(dir, file): """ Function that reads a pickle variable file and returns it. Arguments: dir -- directory that contains the file file -- name of the pickle file Returns: x -- pickle variable contained in the file """ f = open(dir + '/' + fil...
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def decode_extra_length(bits, length): """Decode extra bits for a match length symbol.""" if length == 285: return 258 extra = (length - 257) / 4 - 1 length = length - 254 if extra > 0: ebits = bits.read(extra) length = 2**(extra+2) + 3 + (((length + 1) % 4) * (2**extra)) + e...
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import time def seconds_from_now_to_hhmm(seconds_from_now: int) -> str: """ Takes a time in seconds and returns the time at which those seconds will elapse in the form of hh:mm """ now_hhmm = time.strftime("%H:%M") now_hrs, now_mins = map(int,now_hhmm.split(':')) now_secs = now_hrs*3600 + ...
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def edge_boundary(G, nbunch1, nbunch2=None, data=False, keys=False, default=None): """Returns the edge boundary of `nbunch1`. The *edge boundary* of a set *S* with respect to a set *T* is the set of edges (*u*, *v*) such that *u* is in *S* and *v* is in *T*. If *T* is not specified, i...
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def parse_row(row): """Parse a row into a nice dictionary.""" old_match = dict() old_match["year"] = row[0] old_match["eventshort"] = row[1] old_match["complevel"] = row[2] old_match["matchnumber"] = row[3] old_match["red1"] = row[4] old_match["red2"] = row[5] old_match["red3"] = row...
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def format_topic_code(topic_code: str) -> str: """Takes a topic code string and formats it as human readable text. """ return str.title(topic_code.replace('_', ' '))
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def _process_results(results, keep_N, correlation_threshold=0, thresholds=None): """ Given the results of the CPA, output an array of arrays sorted by most likely candidate first and an array of likely incorrect bytes """ possible_keys = [] likely_wrong = set() # plot(results[0]) for i...
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import logging def get_mac_from_port(port, neutronclient): """Get mac address from port, with tenacity due to openstack async. :param port: neutron port :type port: neutron port :param neutronclient: Authenticated neutronclient :type neutronclient: neutronclient.Client object :returns: mac ad...
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def is_collection(collection): """Return ``True`` if passed object is Collection and ``False`` otherwise.""" return type(collection).__name__ == 'Collection'
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def _gcd(num1: int, num2: int) -> int: """Get the GCD of the given two numbers""" while num1 % num2 != 0: old_num1 = num1 old_num2 = num2 num1 = old_num2 num2 = old_num1 % old_num2 return num2
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def get_agegroups_from_breakpoints(breakpoints): """ This function consolidates get_strat_from_breakpoints from Romain's age_strat module and define_age_structure from James' model.py method into one function that can return either a dictionary or a list for the model stratification. (One reason for usi...
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def _sigma_from_hybrid(psfc, hya, hyb, p0=100000.): """Calculate sigma at the hybrid levels.""" # sig(k) = hya(k) * p0 / psfc + hyb(k) # This will be in Pa return hya * p0 / psfc + hyb
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def _strip_after_pound(string): """ Treat "#" as a comment character and remove everything after. """ msg = "" for char in string: if char != "#": msg = msg + char else: return msg return msg
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import json def analyse_line_dataturk_format(line): """ scans a json file line and returns the file name and label the format is specifically for the one returned by the dataturks labelling platform Args: line: string read from json file Returns: file_name: sting with name o...
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def artifact_version_unsupported(artifact_version, supported_major_version): """artifact_version_unsupported message""" return "The decisioning artifact version ({}) is not supported. " \ "This library is compatible with this major version: " \ "{}".format(artifact_version, supported_major...
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def basic_variant_dict(request): """Return a variant dict with the required information""" variant = { 'CHROM': '1', 'ID': '.', 'POS': '10', 'REF': 'A', 'ALT': 'C', 'QUAL': '100', 'FILTER': 'PASS', 'FORMAT': 'GT', 'INFO': '.', 'info...
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def create_short2element(elements): """ Returns a map of case normalized short name to element description. Format of the element description is defined in the instruction. """ return dict( (short.casefold(),f"{long} ({short})") for short,long in elements.items() )
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def path_dictionary(path_dict): """Creates a dictionary listing all possible types of cells""" # Cells which are dead ends. path_dict[(False, False, True, False)] = 0 path_dict[(False, False, False, True)] = 0 path_dict[(True, False, False, False)] = 0 path_dict[(False, True, False, False)] = 0 ...
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import re def parse_bytes(bytestr): """Parse a string indicating a byte quantity into an integer., example format: 536.71KiB, 31.5 mb, etc... modified from original source at youtube-dl.common""" try: # if input value is int return it as it is if isinstance(bytestr, int): retu...
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def explicit_no_context(arg): """Expected explicit_no_context __doc__""" return "explicit_no_context - Expected result: %s" % arg
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import re def inline_whitespace(text: str) -> str: """Collapse multiple spaces or tabs within a string into one space character. Args: text: The input string. Returns: Text with collapsed spaces and tabs. """ return re.sub(r"[ \t]+", " ", text)
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def removeGame(gtitle: str) -> str: """Return a query to remove a given game from the database.""" return (f"DELETE FROM game " f"WHERE title='{gtitle}';" )
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def log(rv): """ Returns the natural logarithm of a random variable """ return rv.log()
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def _process_custom_formatters(formatters, columns): """Re-keys a dict of custom formatters to only use column indices. Args: formatters: A dict of formatters, keyed by column index or name. columns: The list of columns names. Returns: A dict of formatters keyed only by column index. """ if not ...
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def _format_counters(counters, indent='\t'): """Convert a map from group -> counter name -> amount to a message similar to that printed by the Hadoop binary, with no trailing newline. """ num_counters = sum(len(counter_to_amount) for group, counter_to_amount in counters.items()) ...
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def pep440_version(date, ref, dirty=False): """Build a PEP440-compliant version number from the passed information.""" return "{date}+g{ref}{dirty}".format( date=date.strftime("%Y%m%d"), ref=ref, dirty=".dirty" if dirty else "" )
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def format_notes(section): """Format the "Notes" section.""" assert len(section) == 1 return '!!! note "Notes"\n {0}'.format(section[0].strip())
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from typing import OrderedDict def _deep_convert_dict(layer): """Helper function to convert dictionary back from OrderedDict""" to_ret = layer if isinstance(layer, OrderedDict): to_ret = dict(layer) try: for key, value in list(to_ret.items()): to_ret[key] = _deep_convert_di...
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def distinct_brightness(dictionary): """Given the brightness dictionary returns the dictionary that has no items with the same brightness.""" distinct, unique_values = {}, set() for char, brightness in dictionary.items(): if brightness not in unique_values: distinct[char] = brightnes...
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def convert_to_image_file_format(format_str): """Converts a legacy file format string to an ImageFileFormat enum value. Args: format_str: A string describing an image file format that was passed to one of the functions in ee.data that takes image file formats. Returns: A best guess at the correspo...
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def lerp(v0, v1, t): """ Simple linear interpolation between v0 and v1 with parameter t, 0 ≤ t ≤ 1 """ return v0 + (v1 - v0) * t
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import re def check_email_valid(submission): """ Check if submission is a valid email address """ if re.match(r"[^@]+@[^@]+\.[^@]+", submission): return True else: return False
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def check_login(session): """ Function to check if the specified session has a logged in user :param session: current flask session :return: Boolean, true if session has a google_token and user_id """ # Check that session has a google_token if session.get('google_token') and session.get('use...
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import pkgutil import encodings def encoding_exists(encoding): """Check if an encoding is available in Python""" false_positives = set(["aliases"]) found = set(name for imp, name, ispkg in pkgutil.iter_modules(encodings.__path__) if not ispkg) found.difference_update(false_positives) if encoding: ...
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def parse_frontmatter(raw_text: str) -> dict: """ Parser for markdown file front matter. This parser has the following features: * Simple key-value pairings (`key: value`) * Comma-separated lists between brackets (`list: ['value1', 'value2']`) * Keys are case insensitive Args: ...
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def get_zip_filename(book_id): """ Get the filename for a zip document with the book identifier. """ return book_id + ".zip"
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from typing import Union def ppu2mpp(ppu: int, units: Union[str, int]) -> float: """Convert pixels per unit (ppu) to microns per pixel (mpp) Args: ppu (int): Pixels per unit. units (Uniont[str, int]): Units of pixels per unit. Valid options are "cm", "centi...
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import six def split_address(address): """Split an e-mail address into local part and domain.""" assert isinstance(address, six.text_type),\ "address should be of type %s" % six.text_type.__name__ if "@" not in address: local_part = address domain = None else: local_par...
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def print_functions(s): """ Define edge and point drawing functions. EXAMPLES:: sage: from sage.graphs.print_graphs import print_functions sage: print(print_functions('')) /point %% input: x y { moveto gsave currentpoint translate 0 0 2 0 360 a...
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def get_seconds_from_minutes(minutes: int) -> int: """ Simple utility to convert minutes into seconds """ return minutes * 60
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