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def _CalculateTimeDiff(date1, date2): """Calculate a time difference string based on two provided datetimes. Args: date1: A datetime.datetime object. date2: A datetime.datetime object. Returns: A string indicating the time difference between the two datetimes. """ timediff = abs(date1-date2) d...
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def _sign(x): """ Return the sign of x INPUTS ------ x: number value to get the sign of OUTPUTS ------- s: signed int -1, 0 or 1 if negative, null or positive """ if (x > 0): return 1 elif (x == 0): return 0 else: return -1
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def not_the_same(u1, u2): """Returns whether the users share the same id :u1: User to compare :u2: User to compare :returns: Bool """ return u1["id"] != u2["id"]
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def update_vocab_info(vocab, word_counts): """ return dict of { word : {'count', 'index'} } """ return { word: {'count': word_counts[word], 'index':i} for i,word in enumerate(vocab)}
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def get_fileroot(perc_file: str) -> str: """ Get the root of the Percolator result file. Parameters ---------- perc_file The result file to obtain the fileroot from. Returns ------- The file root, including the path and "percolator". """ return ".".join(perc_file.split(...
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def sign (n) : """Returns the sign of n. >>> sign (4) 1 >>> sign (-6.9) -1 >>> sign (0) 0 """ if n > 0 : return 1 elif n < 0 : return -1 else : return 0
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def normalized_path(path): """Replaces \ in paths on Windows with /""" return path.replace('\\', '/')
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def collect_node_positions(nodes): """ Creates a list of node position tuples for nodes. :param nodes: nodes list in skeleton data structure from amiramesh reader. :return: list of node positions. """ return [node.position() for nidx, node in nodes.iteritems()]
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def retrieve_from_cosmos_db(db_handler, vault_id): """ Retrieve vault from CosmosDB defined in db_handler :param db_handler: handler for CosmosDB :param vault_id: vault ID to be retrieved :return: Vault """ vault_ret = db_handler.find_fuzzy_vault(vault_id) return vault_ret
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import math def fade(given_value: float) -> float: """Smoothing [0, 1] values. Parameters: given_value: float [0, 1] value for smoothing Returns: smoothed [0, 1] value Raises: ValueError: if input not in [0, 1] """ if given_value < 0 or given_value > 1: raise...
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def descale(data, data_max, data_min): """Reverse normalization Args: data (np.array): Normalized data data_max (float): max value before normalization data_min (float): min value before normalization Returns: [np.array]: Reverse-Normalized data """ data_descaled = ...
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from typing import Optional from typing import List from typing import Tuple def check_bracketed(word: str, brackets: Optional[List[Tuple[str, str]]] = None) -> bool: """ Checks whether a given string is surrounded by brackets. Parameters ---------- word : str Text to check for final brac...
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def _flatten_vault(obj): """Flatten the structure of the vault into a single dict """ data = { 'id': obj.id, 'name': obj.name, 'auto_bind': obj.auto_bind, 'auto_expand': obj.auto_expand, 'backup_policy_id': obj.backup_policy_id, 'created_at': obj.created_at, ...
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import json def create_control_message(reg_id, msg_type, msg_id): """ Creates a JSON message body for an ack/nack/control message """ message = json.dumps({'to': reg_id, 'message_type': msg_type, 'message_id': msg_id}) # print "Control Message cr...
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def test_path(path): """ Takes a path and checks if it resolves to "/" / -> True /./ -> True /<dir>/../ -> True /<anything> -> False """ length = len(path) # Handle single slash if length == 1 and path == "/": return True # Strip trailing slash ...
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def _get_fields(errors): """Parses an API call error response and retrieves paths in the API call response and return it as a list of string messages. Args: errors (list): The list of errors returned from the unsuccessful API call Returns: A list of string paths e.g ["pers...
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def relative_time_in_days(end_date, start_date): """ Returns the difference between dates in day unit. """ try: difference = (end_date - start_date).days except ValueError: difference = 0 return difference
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import click def is_group(obj): """ Examine the object to determine if it is wrapping a click.Group :param obj: the object in question :returns: if the object is a click.Group in some fashion """ # Using self of the bound method so this is safe across weirdly decorated groups. return hasattr(...
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def reversed_edges(path): """ Returns an list with edges reversed. e.g. [(1, 2), (2, 3)] returns [(2, 1), (3, 2)]. Used to check directionality of edges Args: path - a path, as a sequence of edges Returns: An list of reversed edges. """ # Reversed initialization ...
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def label_lflank(row): """ Substitute the 0 counts by NA if the only left flanking junction(s) is/are ambiguous """ if (row['lfl_reads'] == 0) & (row['lfl_junctions_ambi'] > 0): return "NA" else: return row['lfl_reads']
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from typing import Callable def bundle_callables(*callables: Callable) -> Callable: """ Bundle many callables into a single function. Callables will be invoked in the order given. """ def bundle_callables_inner(*args, **kwargs): """Call all callables in order.""" for method in ca...
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import operator def hamming(str1, str2): """Hamming distance between two strings""" return sum([i for i in map(operator.__ne__, str1, str2)])
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def aggregate_norm_comparison(factor_df, M_matrix): """ Aggregate factor information with cosine similarity matrix, which contains the true norm. """ return factor_df.groupby(['kernel', 'factor', 'iter']).agg('sum').merge( M_matrix.set_index(['kernel', 'factor', 'iter']), left_index=...
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import pickle def unpickle_model(file_location): """ Loads model from previously saved .pkl file. :param file_location: :return: """ with open(file_location, 'rb') as f: return pickle.load(f)
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import math def rev_pentagonal(n): """Reverse pentagonal. Return 0 for n < 0 or negate result is if is not positive integer result.""" if n < 0: return 0 delta = int(math.sqrt(1 + 24 * n)) # delta is square and 1 + 24 * n % 6 == 0 so delta %6 == 5 if delta * delta == 1 + 24 * n and delta %...
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def eq(max_x, x): """Returns equally separated decreasing float values from 1 to 0 depending on the maximu value of x Parameters ---------- max_x : int maximum x value (maximum number of steps) x : int current x value (step) Returns ------- float y value Ex...
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from typing import Counter def count_ngrams(text, n): """ Counter of symbol ngrams Inputs: - text: str, some text - n: int, length of symbol ngram Output: - ngrams: Counter, ngram-> number of times it was in text ""...
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def length(mention): """ Compute length of a mention in tokens. Args: mention (Mention): A mention. Returns: The tuple ('length' LENGTH), where LENGTH is the length of the mention in tokens. The length is stored as a string. """ return "length", str(len(mention.attributes["...
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def parse_systemd_envfile(filepath): """Parse systemd environment file into a dict. """ result = dict() with open(filepath, 'r') as fo: for ln in fo.readlines(): ln = ln.strip() if ln == '' or ln.strip().startswith("#"): continue k, v = map(st...
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def format_time_str(time_s): """ Format time in seconds to timestring in HH:MM:SS format """ time_s = int(time_s) m, s = divmod(time_s, 60) h, m = divmod(m, 60) time_str = '{:d} : {:02d} : {:02d}'.format(h, m, s) return time_str
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import unicodedata def remove_accents(text): """ Remove accents from a string """ try: text = text.decode("utf-8") except (UnicodeEncodeError, AttributeError): pass text = text.replace("’", "'") # accent used as apostrophe text = unicodedata.normalize("NFKD", text).encode(...
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import re def extract_number(line): """ Extracts the phone number from a vCard-file line, by removing everything but numbers and '+' Arguments: line {string} -- the line to extract the phone number from Returns: string -- the phone number """ line = line[line.index(":")+...
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import ast def node_is_result_assignment(node: ast.AST) -> bool: """ Args: node: An ``ast`` node. Returns: bool: ``node`` corresponds to the code ``result =``, assignment to the ``result `` variable. """ if isinstance(node, ast.Assign): return len(node.targets) == ...
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import json def return_json_file_contents(filename): """ Simple function for returning the contents of the input JSON file """ try: with open(filename) as json_data: return json.load(json_data) except IOError: print("File not found: "+filename) return None
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def out_of_bounds(test_list, idx, val): """Solution to exercise C-1.23. Give an example of a Python code fragment that attempts to write an ele- ment to a list based on an index that may be out of bounds. If that index is out of bounds, the program should catch the exception that results, and print...
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def ensure_ascii(in_string): """Remove any non-ASCII characters from the input string Parameters ---------- in_string : str Input string output_string : str String with non-ASCII characters removed """ encoded_string = in_string.encode('ascii', 'ignore') return encoded_...
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def create_table(src, dst): """Create a translation table from two strings. Given strings src="ABC" and dst="abc", this returns a table which maps 'A' to 'a', 'B' to 'b', and 'C' to 'c'. The strings must be of equal length. """ assert len(src) == len(dst) return {ord(from_): ord(to) for (f...
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import contextlib import bz2 import pickle def load_collection(file_to_load): """ Load file file_to_load and return its collection, where: collection_data = {'TITLE': title, 'DESC': desc, 'INFO': info, 'DATA': data} """ with contextlib.closing(bz2.BZ2File(file_to_load, 'rb')) as f: collect...
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import csv def extractor(filename): """Return a tuple containing two lists of the Activity title and Activity type(s) Args: - filename: string of the filename Returns: Tuple with: - Lists of Activity Names - Lists of Activity Types """ assert filenam...
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def choices(*args): """ Simple helper to create choices=(('Foo','Foo'),('Bar','Bar'))""" return zip(args, args)
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def _atomise_author(author): """ Convert author from whatever it is to a dictionary representing an atom:Person construct. """ if type(author) is dict: return author else: if author.startswith("http://") or author.startswith("www"): # This is clearly a URI ...
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import re def is_version_number(text): """ Does this token look like a semantic versioning string? http://semver.org/ It's ambiguous if this is a version number or just a number. >>> is_version_number('32') False This is more likely a version number. >>> is_version_number('2.2') ...
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import math def _phi(x): """Cumulative density function for the standard normal distribution """ return (1.0 + math.erf(x / math.sqrt(2.0))) / 2.0
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def _cast_types(args): """ This method performs casting to all types of inputs passed via cmd. :param args: argparse.ArgumentParser object. :return: argparse.ArgumentParser object. """ args.x_val = None if args.x_val == 'None' else int(args.x_val) args.test_size = float(args.test_size) args.dual = (args.dual in...
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def _es_down_template(request, *args, **kwargs): """Returns the appropriate "Elasticsearch is down!" template""" return 'search/down.html'
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def my_linear_model(B, x): """Linear function for the regression. Args B (1D array of 2): Input 1D polynomial parameters (0=constant, 1=slope) x (array): Array which will be multiplied by the polynomial Returns ------- An array = B[1] * (x + B[0]) """ return B[...
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def _match_url_start(ref, val): """ Checks that the val URL starts like the ref URL. """ ref_parts = ref.rstrip("/").split("/") val_parts = val.rstrip("/").split("/")[0:len(ref_parts)] return ref_parts == val_parts
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def purify_preferences(preferences: str, separator: str = ' ') -> list: """Removes the integer string from the specified preferences string and sorts it. Args: preferences (str): Preferences string of type L(ike) or D(islike). separator (str, optional): Seperator for splitting the preferences s...
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def ip(T,x,c): """ Performs intrinsic plasticity Parameters: T: array The current thresholds x: array The state of the network c: Bunch The parameter bunch """ # T += c.eta_ip*(x.sum()/float(c.N_e)-c.h_ip) T += c.eta_ip*(x-c.h_ip) ...
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def _compute_intersection(w1, w2): """ Compute intersection of window 1 and window 2""" col_off = max(w1.col_off, w2.col_off) row_off = max(w1.row_off, w2.row_off) width = min(w1.col_off+w1.width, w2.col_off+w2.width) - col_off height = min(w1.row_off+w1.height, w2.row_off+w2.height) - row_off r...
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def calculate_total_number_of_travel_requests_in_timetables(timetables): """ Calculate the total number of travel_requests in timetables. :param timetables: [timetable_document] :return: total_number_of_travel_requests: int """ total_number_of_travel_requests = 0 for timetable in timetable...
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import torch def nanmean(signals): """Computes the mean, ignoring nans Arguments signals (torch.tensor [shape=(batch, time)]) The signals to filter Returns filtered (torch.tensor [shape=(batch, time)]) """ signals = signals.clone() # Find nans nans = torch.is...
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import importlib import inspect def _ensure_class(class_or_class_name, compatible_class=None): """ Ensure that the supplied value is either a class or a fully-qualified class name. :param name: A class or a fully-qualified class name. :param expected_base_class: If specified then the class must be, o...
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import torch def rgb2yuv(rgb, device): """ Convert RGB image into YUV https://en.wikipedia.org/wiki/YUV """ rgb = ((rgb + 1) / 2) * 255.0 rgb_ = rgb.transpose(1, 3) # input is 3*n*n default A = torch.tensor([[0.299, -0.14714119, 0.61497538], [0.587, -0.28886916, -0.514...
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def shebang_to_require(shebang, use_bytes=True): """Convert shebang to the format of requirement. If the use_bytes argument is set to False, executable path is returned as a string instead of the default bytes type.""" executable_path = shebang.split()[0][2:] if use_bytes: return executable_...
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def get_output_path_from_s3_url(s3_url): """ transform s3 output path (from beam runs spreadsheet) into path to s3 output that may be used as part of path to the file. s3path = get_output_path_from_s3_url(s3url) beam_log_path = s3path + '/beamLog.out' """ return s3_url \ .strip() \...
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def get_dtypes_and_required_cols(get_dtypes): """ Get OED column data types and required column names from JSON. :param get_dtypes: method to get dict from JSON :type get_dtypes: function """ dtypes = get_dtypes() col_dtypes = { k: v['py_dtype'] for k, v in dtypes.items() ...
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def copy_fill_settings(da_in, da_out): """ propagate _FillValue and missing_value settings from da_in to da_out return da_out """ if '_FillValue' in da_in.encoding: da_out.encoding['_FillValue'] = da_in.encoding['_FillValue'] else: da_out.encoding['_FillValue'] = None if 'mis...
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import threading def _startThread(fn): """ Start a daemon thread running the given function. """ thread = threading.Thread(target=fn) thread.setDaemon(True) thread.start() return thread
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import string import random def random_string(lenght): """ Generate a random string of lowercase letters and digits Parameters ---------- lenght: int Lenght of the resulting string Returns ------- str The random string """ if not i...
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def sql_from_filename(filename): """ Given a filename return the SQL it contains. This function exists to support unit testing. :param filename: path to exiting file containing SQL :return: str: sql commands to execute """ with open(filename, 'r') as infile: return infile.read() + "...
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import math def bilinear_interp(array, point): """Interpolate between the values at the integer-positions around the given float-position in the given array.""" x = point[0] y = point[1] x_lower = math.floor(x) x_upper = x_lower + 1 y_lower = math.floor(y) y_upper = y_lower + 1 retur...
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import hashlib def md5_checksum_stream(s, buffer_size=8192): """ calculate md5 for a stream in case of a large file that cannot be hold in memory :param s: stream :return: """ m = hashlib.md5() while True: data = s.read(buffer_size) if not data: break m.upd...
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from typing import Sequence from typing import Tuple def get_ddl_schema(fields: Sequence[Tuple[str, str]]) -> str: """Get the ddl style schema from (name, dtype) fields. Parameters ---------- dtypes : sequence of tuple List of (name, dtype) tuples, similar to the output of pyspark.sql...
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def hms_to_seconds(h: int, m: int, s: int) -> int: """Convert h:m:s to seconds. """ return (h * 60 + m) * 60 + s
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def contains_placeholder(tokens): """check for placeholders tokens""" ph = ["⦅ph_ent_uri#1⦆", "⦅ph_unk#1⦆"] return any([p in tokens for p in ph])
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def is_parallel(last, current): """ Returns True if the motion between last and current notes is parallel. """ parallel = False if last[0] - current[0] < 0 and last[1] - current[1] < 0: parallel = True elif last[0] - current[0] > 0 and last[1] - current[1] > 0: parallel = True ...
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def hexstrings2int(hexstrings): """ list of hex strings to list of integers >>> hexstrings2int(["0000", "0001", "FFFF"]) [0, 1, 65535] """ return [int(hexstring, 16) for hexstring in hexstrings]
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from typing import List import difflib def _get_case_insensitive_close_matches( word: str, possibilities: List[str], n: int = 3, cutoff: float = 0.6 ) -> List[str]: """A case-insensitive wrapper around difflib.get_close_matches. Args: word : A string for which close matches are desired. p...
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def _var(x, ddof=0): """ Calculate variance for an array Uses Welford's algorithm[1] for online variance calculation. Parameters ---------- x : array-like The data ddof : int Degrees of freedom References ---------- .. [1] https://en.wikipedia.org/wiki/Algorithms_f...
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def check_claim_attrs(claim_attrs, expected_claim): """ Check if field 'attrs' in gotten claim matches with expected claim json. :param claim_attrs: value of field 'attrs' in gotten claim. :param expected_claim: :return: True of False. """ for key in expected_claim.keys(): if claim_a...
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async def health_check(): """ Check service health """ return {'status': 'ok'}
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import math def numdigits(a): """Return the number of digits in the positive integer a""" if a == 0: return 1 return math.floor(math.log(a, 10)) + 1
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def _slice_matrix(mat, idx_first_residue=1, residue_min=1, residue_max=None): """ Slice a matrix given the lower and upper bond in parameters. The matrix has to be a numpy array with one row per residue. The slice will occurs on the rows and the sub-matrix is returned. Parameters ---------- ...
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def add_gctx_to_out_name(out_file_name): """ If there isn't a '.gctx' suffix to specified out_file_name, it adds one. Input: - out_file_name (str): the file name to write gctx-formatted output to. (Can end with ".gctx" or not) Output: - out_file_name (str): the file name to write gctx-formatted output t...
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def max_retry(count): """ Set the maximum number of time a task can be retried before being disabled as per Luigi retry policy. """ def wrapper(cls): cls.retry_count = count return cls return wrapper
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def is_leaf_pbtype(xml_pbtype): """ Returns true when the given pb_type is a leaf. """ assert xml_pbtype.tag == "pb_type", xml_pbtype.tag return "blif_model" in xml_pbtype.attrib
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def _suppress_none(val): """Returns an empty string if None is passed in, otherwide returns what was passed in""" if val is None: return '' return val
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def read_file(archive): """Read the file with the URLs.""" with open(archive, 'r') as f: urls = ([line.rstrip() for line in f]) return urls
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def get_vowels_in_word(word): """Return vowels in string word--include repeats.""" vowel_str = "aeiou" vowels_in_word = "" for char in word: if char in vowel_str: vowels_in_word += char return vowels_in_word
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def dataset_predict(model, data_set, role): """ Predict for data_set. :param model: tf.keras.models.Model. Pre_model. :param data_set: GHData. :param role: int. Data set id. :return: tuple (labels, predictions). Labels and predictions of the same shape. :raise: ValueError. """ (data...
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def generate_cutoffs_dict(generate_cutoffs): """Return a dictionary of cutoffs for a given family with specified stringencies.""" def _generate_cutoffs_dict(family, stringencies=('normal',)): """Return a dictionary of cutoffs for a given family.""" cutoffs_dict = {} for stringency in s...
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def create_sample_dists(cleaned_data, y_var=None, categories=[]): """ Each hypothesis test will require you to create a sample distribution from your data Best make a repeatable function :param cleaned_data: :param y_var: The numeric variable you are comparing :param categories: the categories ...
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def _WordPrefixes(words): """Returns a set with all the strings that can become longer words.""" word_prefixes = set() for word in words: for i in range(len(word)-1): word_prefixes.add(word[:i+1]) return word_prefixes
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def auto_value(x,default): """ auto_value(x,default) returns x, unless x is None, in which case it returns default """ if x is None: return default else: return x
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def count_of_keys_available(file_name): """ Count the number of non-blank and non-comment lines in a file. By comment, we mean the lines starting with '#'. :param file_name: string :return: int """ with open(file_name, 'r') as f: lines = f.readlines() count_of_lines_starting...
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def nvmf_get_targets(client): """Get a list of all the NVMe-oF targets in this application Returns: An array of target names. """ return client.call("nvmf_get_targets")
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def convert_ms(duration_ms: int) -> str: """ Converts milliseconds to a string representation of a timestamp (MM:SS). """ minutes, seconds = divmod(duration_ms / 1000, 60) rounded_seconds = int(round(seconds, 0)) if rounded_seconds - 10 < 0: rounded_seconds = "0" + str(rounded_seconds)...
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def time_string(delta, hours, minutes, seconds, delim, always_show=True): """ Convert seconds into the format specified """ t_hours, remainder = divmod(delta, 3600) t_minutes, t_seconds = divmod(remainder, 60) output = [] if always_show or t_hours > 0: output.append(hours % t_hours) ...
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def simplify_county_names(dframe): """ Removes words 'county' and 'parish' and extra white space from county field of a dataframe """ dframe['County'] = dframe['County'].str.replace('County', '') dframe['County'] = dframe['County'].str.replace('Parish', '') dframe['County'] = dframe['County'...
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def fibonacci(n): """ Takes an integer n and returns the n-th term of Fibonacci series. """ try: type(n) == int and n >= 1 except: raise ValueError("Please input a positive integer.") if n == 1 or n == 2: return 1 else: return fibonacci(n-1) + fibonacci(n-...
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def greatest_subarray_sum(nums: list[int], inverse_mode: bool = False) -> int: """ Find the greatest subarray sum in nums, or find the smallest subarray sum using the inverse_mode. """ def min_max_helper(x: list[int]) -> int: return min(x) if inverse_mode else max(x) result = nums[0] ...
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import configparser def get_aws_setting(name=''): """ Gets a setting specified in the AWS section of the settings.ini file. :param name: One of the variable names in the AWS section of settings.ini :return: String """ config = configparser.ConfigParser() config.read('settings.ini') try...
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from typing import List def solve(weights: List[int], profits: List[float], capacity: int) -> List[List[float]]: """ Solves given knapsack instance with dynamic programming and returns solution matrix. :param weights: Weights of items :param profits: Profits of items :param capacity: Capacity of k...
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def swap_rows(mat_in, row, col): """ This function swaps a matrix row with another row. Swaping will be done if the element at the position specified by the user via the 'row' and 'col' variables, is zero. Swaping occurs with a row that has a non-zero element in the same 'col'. If all rows contain ...
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import codecs import json def read_json_line(json_path, encoding='utf-8', limit = None): """ Read Json File, one json object per line """ f_in = codecs.open(json_path, encoding = encoding) json_obj_list = [] cnt = 0 for line in f_in: cnt += 1 if cnt % 100000 == 10: ...
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def item_action(item): # noqa """Returns actionnable method for the specified item. Args: item (any): Any object with a compile method. Returns: function: An actionnable method. """ def action(self, element=None): """Perform an action.""" self.append(item.compile...
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def phrase(*values): """ create a phrase use generator values :param values: possible values :return: a string combining the different values """ return lambda: " ".join([v() for v in values])
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def index(x, index: int = 0): """ returns its input indexed by index value. Parameters ---------- index : int The index value. """ return x[index]
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def client_color_to_rgb(value: int): """Converts a color number from Tibia's client data to a RGB value. Parameters ---------- value: :class:`int` A numeric value representing a color. Returns ------- int: The hexadecimal color represented.""" if value < 0 or value > 21...
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