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def validar_correo(usuario: str, dominio: str = '@calufa.com') -> bool: """Función que valida si un correo electrónico pertenece al dominio calufa.com :param usuario: correo electrónico a validar :type usuario: str :param dominio: dominio a validar :type dominio: str :return: True si perten...
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import torch def compute_dihedrals(xyz, particle_index): """ Compute dihedral angles between sets of four particles. Parameters: ----------- xyz: torch.Tensor input tensor of shape :math:`(\text{frames} , \text{particles} , 3)` particle_index: torch.LongTensor particle index tens...
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def degdiff(angle1, angle2): """ The difference of two angles given in degrees. The answer is an angle from -180 to 180. Positive angles imply angle2 is clockwise from angle1 and -ve angles imply counter-clockwise. >>> int(degdiff(40, 30)) -10 >>> int(degdiff(30, 40)) 10 >>> int(deg...
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def mul(a, b): """ >>> mul(2,3) 6 >>> mul('a',2) 'aa' """ return a*b
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def quote(string): """ Surround a string with double quotes """ return f'"{string}"'
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def filter_top_exchange_addresses(exhanges_df, min_balance = 2000, min_txn_count = 400000): """ Filter exchanges with balance > min_balance and transaction count > min_txn_count Args: exchanges_df: (pd.Dataframe) Exchanges with atleast columns 'balance'(float), 'txn_count'(float) and 'address' (str...
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from typing import Optional from typing import List def drop_duplicates(df, columns: Optional[List[str]]): """ Remove duplicate rows --- ### Parameters *mandatory :* - `columns` (*list*): columns to consider to identify duplicates (set to null to use all the columns) ### Example *...
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def _entities_from_messages(messages): """Return all entities that occur in at least one of the messages.""" return list({e["entity"] for m in messages for e in m.data.get("entities", [])})
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def remove_indent(s): """Remove indention of paragraph.""" s = "\n".join(i.lstrip() for i in s.splitlines()) return s
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import socket def find_free_port() -> int: """ Find a free port """ with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: s.bind(('', 0)) _host, port = s.getsockname() return port
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def ngrams(sequence, n): """Create ngrams from sequence, e.g. ([1,2,3], 2) -> [(1,2), (2,3)] Note that fewer sequence items than n results in an empty list being returned""" # credit: http://stackoverflow.com/questions/2380394/simple-implementation-of-n-gram-tf-idf-and-cosine-similarity-in-python seq...
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import six def combine_logged_values(*logged_values_dicts): """Combine logged values dicts. Throws if there are any repeated keys.""" combined_dict = dict() for logged_values in logged_values_dicts: for k, v in six.iteritems(logged_values): if k in combined_dict: raise ValueError('Key "%s" is ...
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def _section_has_changes(section_data) -> bool: """ Looks for a section containing something other than "No changes." :param section_data: list of lines :return: boolean """ non_empty_lines = [line.strip() for line in section_data[1:] if line.strip()] if len(non_empty_lines) == 0: r...
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import re def parse_phone(phone): """Parses the given phone, or returns `None` if it's invalid.""" if isinstance(phone, int): return str(phone) else: phone = re.sub(r'[+()\s-]', '', str(phone)) if phone.isdigit(): return phone
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def list_sequence(lst, seq): """Return sequences of seq in lst""" sequences = [] count = 0 len_seq = len(seq) upper_bound = len(lst)-len_seq+1 for i in range(upper_bound): if lst[i:i+len_seq] == seq: count += 1 sequences.append([i,i+len_seq]) return sequences
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def moffat(x, amplitude=1, center=0., sigma=1, beta=1.): """ 1 dimensional moffat function: moffat(amplitude, center, sigma, beta) = amplitude / (((x - center)/sigma)**2 + 1)**beta """ return amplitude / (((x - center)/sigma)**2 + 1)**beta
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def round_filters(filters, mconfig, skip=False): """Round number of filters based on depth multiplier.""" multiplier = mconfig.width_coefficient divisor = mconfig.depth_divisor min_depth = mconfig.min_depth if skip or not multiplier: return filters filters *= multiplier min_depth = min_depth or divis...
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def get_spectral_w(w_pars,energy): """ Return spectral weight of an event Parameters ---------- w_pars: parameters obtained with get_spectral_w_pars() function energy: energy of the event in GeV Returns ------- float w """ E0 = w_pars[0] index = w_pars[1] index_w =...
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import hashlib def sha1_hash_lst(byte_lst): """ Compute the SHA-1 hash of a list with byte streams. """ sha = hashlib.sha1() for l in byte_lst: sha.update(l) return sha.digest()
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def bs3_cols(num_entries): """Return the appropriate bootstrap framework column width. Args: num_entries (int): The number of entries to determine column width for. Returns: int: The integer value for column width. """ if not isinstance(num_entries, int): return 12 mapp...
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def one_of_k_encoding_unk(x, allowable_set): """ Maps inputs not in the allowable set to the last element. Unlike `one_of_k_encoding`, if `x` is not in `allowable_set`, this method pretends that `x` is the last element of `allowable_set`. Parameters ---------- x: object Must be present i...
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def all_children(model): """Return a list of all child modules of the model, and their children, and their children's children, ...""" children = list(model.children()) for child in model.children(): children.extend(all_children(child)) return children
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def problem_48_self_powers(series_limit, digits): """ Problem 48: Find the last digits of series n^n (n = 1 to series limit). Args: series_limit (int): The maximum base and power in the series. digits (int): The number of last digits to take from sum. """ result = 0 for number in ra...
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def mapd(f, d): """Map function over dictionary values""" return {k: f(v) for k, v in d.items()}
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def lt(y, x): """Returns true if the first argument is less than the second; false otherwise""" return x < y
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def find_key(dic, val): """Return the keys of dictionary dic with the value val.""" return [k for k, v in dic.iteritems() if v == val]
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def relu(x): """ ReLU Activation Function """ return x.clamp_min(0.)
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import re def translate_dict(cmd_list, label_map, dict_key='label'): """Create a translate dictionary of labels Parameters ---------- cmd_list : list of dict The Benchpress commands to translate label_map : dict Dictionary mapping old to new labels: {'old_label': 'new_label'}....
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def choose_max_efficiency(efficiencies): """ Given a single or list of DOM efficiencies choose the highest """ if type(efficiencies) == list or type(efficiencies) == tuple: return max(map(float,efficiencies)) else: return float(efficiencies)
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import re import fnmatch def FilterTestNames(all_tests, gtest_filter): """Filter a list of test names based on the given gtest filter. See https://github.com/google/googletest/blob/main/docs/advanced.md for gtest_filter specification. Args: all_tests: List of test names. gtest_filter: Filter to appl...
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def chartx(x, clen=70, c='#'): """generate a string of max length clen which is a bargraph of floating point value 0. <= x <= 1 consisting of character c """ if x > 1.: x = 1. slen = int(x*clen) cstr = [c for s in range(slen)] return "".join(cstr)
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def get_pixel_dist(pixel, red, green, blue): """ Returns a value that refers to the "color distance" between a pixel and a mean RGB value. Input: pixel (Pixel): the pixel with RGB values to be compared red (int): the average red value of the pixels to be compared green (int): the av...
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def process_datafile(filename): """ process_datafile -> (universities,enrollments,total_number_of_students) universities: list of University namesenrollments: corresponding list with enrollments total_number_of_students: over all universities""" universities=[] enrollments=[] with open(file...
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def _to_j2kt_native_name(name): """Convert a label name used in j2cl to be used in j2kt native""" if name.endswith("-j2cl"): name = name[:-5] return "%s-j2kt-native" % name
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def validating_property(func, allow_del=False): """Factory that makes properties that perform some user-specified validation when setting values. The returned function must be used as a descriptor to create a class variable before setting the instance attribute. Parameters ---------- func: ...
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def _lockedSql(db, func, *args): """ Ensure write lock on database, otherwise concurrent access can result in "schema has changed" errors. """ if not db.inTransaction(): db.cursor().execute('BEGIN IMMEDIATE') return func(*args)
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def eval_agent(env, agent, num_episodes): """Evaluates `agent` for `num_episodes`.""" rewards = 0.0 for _ in range(num_episodes): time_step = env.reset() episode_reward = 0 while not time_step.last(): agent_output = agent.step(time_step, is_evaluation=True) time_step = env.step([agent_outp...
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def _handle(request, handler, *rest): # pragma: no cover """invoke the next handler""" return handler(request, *rest)
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def full_record(marc21_record, marc21_metadata): """Full record as is expected by the UI serializer.""" marc21_record marc21_record["id"] = "9jkx5-hx115" marc21_record["pid"] = { "pk": 58, "status": "R", "obj_type": "rec", "pid_type": "marcid", } marc21_record["f...
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def iter_in(value, seq, cmp): """ A function behaving like the "in" Python operator, but which works with a a comparator function. This function checks whether the given value is contained in the given iterable. Args: value: A value seq: An iterable cmp: A 2-arg comparator ...
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from typing import OrderedDict def network_to_phenotype(net): """Converts a network instance to a phenotype representation, i.e. a structure dictionary. Arguments ---------- net: EvoNet instance The network to convert. Returns ---------- An ordered dictionary. Phenot...
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def join_neighs_OR_notrelpos(idxs0_ki, idxs1_ki): """Join neighs with OR. Parameters ---------- idxs0_ki: list or np.ndarray the indices of the neighs of neighbourhood0 idxs1_ki: list or np.ndarray the indices of the neighs of neighbourhood1 Returns ------- neighs: list...
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def power_digit_sum(base, power): """Return the sum of the digtis in base**power""" return sum([int(x) for x in list(str(base**power))])
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def upsert(manager, defaults=None, updates=None, **kwargs): """ Performs an update on an object or an insert if the object does not exist. :type defaults: dict :param defaults: These values are set when the object is inserted, but are irrelevant when the object already exists. This field sh...
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def eval_callbacks(callbacks, record, logbook, estimator): """Evaluate list of callbacks on result. Parameters ---------- callbacks : list of callables Callbacks to evaluate. record : logbook record logbook: Current stream logbook with the stats required estimator: :class...
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def sizeStr(size): """Returns formatted string of a byte size Args: size (int): size in bytes Returns: string: Size with appropriate byte suffix """ prefixes = ["B", "KB", "MB", "GB", "TB"] exponent = 0 while size > 1024: size /= 1024 exponent += 1 pr...
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import re def get_grammatical_function(attributes): """ Compute the grammatical function of a mention in its sentence. Args: attributes (dict(str, object)): Attributes of the mention, must contain a value for "parse_tree". Returns: str: The grammatical function of the mention...
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def blanks(i): """ Return i number of blank spaces Used in places where reading number of blanks is tough """ return ''.join(' ' * i)
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def simplify_replacements(replacements): """ Simplify a list of replacement patterns to make sure there are no needless ones. For instance in the sequence "Bert->BertNew, BertConfig->BertNewConfig, bert->bert_new", the replacement "BertConfig->BertNewConfig" is implied by "Bert->BertNew" so not needed....
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import re def _transform_file_name_to_migration_name(name): """extracts from filename migration name :param name: filename :type name: string :returns: Transformed filename :rtype: string """ return re.sub(r'\.(up|down)\.sql$', '', name)
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import uuid import random def make_ds_id() -> str: """Generate a dataset ID like DataLad would. This is intended for lightweight tests that don't create full-fledged datasets. """ return str(uuid.UUID(int=random.getrandbits(128)))
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def is_object_translated(verbose, object_id, strings_by_object): """ Checks if there are any translations for the given file id """ if object_id in strings_by_object: return True if verbose: print(f"No translations for {object_id} in dump file -- skipping") return False
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def median_val(vals): """ :param vals: an iterable such as list :return: the median of the values from the iterable """ n = len(vals) sorted_vals = sorted(vals) if n % 2 == 0: return (sorted_vals[n // 2] + sorted_vals[n // 2 - 1]) / 2 else: return sorted_vals[n // 2]
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def extension(path_): """Returns extension from given path. Skips end slash if any.""" if path_.endswith('/'): path_ = path_[:-1] filename = path_.split('/')[-1] if not '.' in filename: return None return '.'+filename.split('.')[1]
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def has_workflow_stage(artifact, workflow_step_name): """ Checks that the artifact's sample's root artifact has been through the given workflow. :return True if it has False otherwise """ for w, status, name in artifact.samples[0].artifact.workflow_stages_and_statuses: if name == workflow_st...
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import collections def build_vocab(data): """Build vocabulary. Given the context in list format. Return the vocabulary, which is a dictionary for word to id. e.g. {'campbell': 2587, 'atlantic': 2247, 'aoun': 6746 .... } Parameters ---------- data : a list of string the context in ...
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def instrumented_stage(args, stage): """ Returns true if we are using PGO and on stage 2 :param args: The args variable generated by parse_parameters :param stage: What stage we are at :return: True if using PGO and on stage 2, false if not """ return args.pgo and stage == 2
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def get_data_science_bookmarks(bookmarks): """Function to select the top level data science folder of bookmarks. Returns the first element of bookmarks where 'Data Science' is one of the keys. """ for item in bookmarks: if type(item) is dict: if 'Data Science' in item.keys():...
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from pathlib import Path def project_path() -> Path: """Find project directory.""" current_dir = Path.cwd() if (current_dir / 'pyproject.toml').exists(): return current_dir raise ValueError('This is not a project dir!')
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def multivariate_regression_predict(X, w_opt): """Predict with multivariate regression. Arguments: X {DataFrame} -- Independent variables. w_opt {ndarray} -- Parameter values. Returns: ndarray -- Predicted values. """ X = X.values y_pred = X.dot(w_opt) return y_pre...
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import tempfile, os, shutil def createSampleAssembly(workdir, template_dir, sa_xml): """Create a sampleassembly folder in the workdir using files in template directory and the given sampleassembly.xml file return the path to the new directory """ d = tempfile.mkdtemp(dir=workdir) for fn in os....
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from typing import Tuple from typing import Optional def _parse_url(url : str) -> Tuple[str,int,Optional[str]]: """ Parses the url in the following format if authentication enabled: tcp://<hostname/url>:<port>?token=<token> If authentication is not enabled, the url is expected to be in the format: ...
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import requests def get_data(url: str): """Get the data from the url. :param url: The link used to get the data. :return: The raw response from requests. """ response = requests.get(url, stream=True) return response.raw
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def get_links(soup): """Gets the story links from the given hacker soup.""" links = soup.select(".storylink") return links
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def _cache(f): """Decorator to cache return value of a function.""" cached = {} def cached_function(): """Cache return value in closure before calling function.""" if 'value' not in cached: cached['value'] = f() return cached['value'] return cached_function
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def make_list(var): """ Convert a variable to a list with one item (the original variable) if it isn't a list already. :param var: the variable to check. if it's already a list, do nothing. else, put it in a list. :return: the variable in a one-item list if it wasnt already a list. """ if...
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def win_safe_name(trackname): """Edit the track name so as the resulting file name would be allowed in Windows. """ # In order: strip the whitespace at both ends, replace a trailing # full stop by an underscore. Replace any forbidden characters by # underscores. trackname = trackname.strip(...
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import re def clean_path(dirty): """Convert a string of python subscript notation or mongo dot-notation to a list of strings. """ # handle python dictionary subscription style, e.g. `"['key1']['key2']"`: if re.match(r'^\[', dirty): return re.split(r'\'\]\[\'', re.sub(r'^\[\'|\'\]$'...
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def is_primitive(pyobj): """Determine if pyobj is one of (what other languages would deem) a primitive""" if type(pyobj) in (int, float, bool, str, bytes): return True else: return False
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def _next_significant(tokens): """Return the next significant (neither whitespace or comment) token. :type tokens: :term:`iterator` :param tokens: An iterator yielding :term:`component values`. :returns: A :term:`component value`, or :obj:`None`. """ for token in tokens: if token.type ...
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import itertools def compact_batches(batches): """Pack down batches to lists of continuous batches.""" return [ [x[1] for x in g] for k, g in itertools.groupby(enumerate(batches), lambda i_x: i_x[0] - i_x[1]) ]
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def korean_year(cycle, year): """Return equivalent Korean year to Chinese cycle, cycle, and year, year.""" return (60 * cycle) + year - 364
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def fmt_bytes(bytes: int) -> str: """ Prints out a human readable bytes amount for a given number of bytes """ if bytes > 1000000000: return '{:.2f} GB'.format(bytes / 1000000000) if bytes > 1000000: return '{:.2f} MB'.format(bytes / 1000000) if bytes > 1000: return '{:.2...
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def __k_chk(k): """ Ensures a kelvin value is not below absolute zero. If it is not, we raise a ValueError instead. If it is valid, we return it. """ if k < 0: if k % 1 == 0: k = int(k) raise ValueError(f'{k}K is below absolute zero, and is invalid.') return k
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def rounded(n, base): """Round a number to the nearest number designated by base parameter.""" return int(round(n/base) * base)
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def bits_to_array(num, output_size): """ Converts a number from an integer to an array of bits """ ##list(map(int,bin(mushroom)[2:].zfill(output_size))) bit_array = [] for i in range(output_size - 1, -1, -1): bit_array.append((num & (1 << i)) >> i) return bit_array
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import pickle def read_chains(in_dir): """Read chains file.""" pickle_in = open(in_dir, 'rb') chains = pickle.load(pickle_in) pickle_in.close() return chains
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def _convert_pandas_csv_options(pandas_options, columns): """ Translate `pd.read_csv()` options into `pd.DataFrame()` especially for header. Args: pandas_options (dict): pandas options like {'header': None}. columns (list): list of column name. """ _columns = pa...
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def ask_player_for_location(player): """Ask the player where they would like to use their turn""" move = None while not move: try: move = int(input(f"{player} where would you like to go? ")) if move not in range(1, 10): move = None raise ValueE...
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def age_restricted(content_limit, age_limit): """ Returns True iff the content should be blocked """ if age_limit is None: # No limit set return False if content_limit is None: return False # Content available for everyone return age_limit < content_limit
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def T(parameters, theta_v, pi, r_v=None): """ Returns an expression for temperature T in K. :arg parameters: a CompressibleParameters object. :arg theta_v: the virtual potential temperature in K. :arg pi: the Exner pressure. :arg r_v: the mixing ratio of water vapour. """ R_d = paramet...
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def rshift(x, n): """For an integer x, calculate x >> n with the fastest (floor) rounding. Unlike the plain Python expression (x >> n), n is allowed to be negative, in which case a left shift is performed.""" if n >= 0: return x >> n else: return x << (-n)
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def phrase2seq(phrase, word2idx, vocab): """ This function turns a sequence of words into a sequence of indexed tokens according to a vocabulary and its word2idx mapping dictionary. :param phrase: List of strings :param word2idx: Dictionary :param vocab: Set or list containing entire v...
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def is_json_validation_enabled(schema_keyword, configuration=None): """Returns true if JSON schema validation is enabled for the specified validation keyword. This can be used to skip JSON schema structural validation as requested in the configuration. Args: schema_keyword (string): the name of...
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def combine_runs(runsets): """ Combine the output results of many runs into a single dictionary. Parameters ---------- runsets : list Outputs of multiple calls to 'chnbase.MOSOSolver.solve' Returns ------- rundatdict : dict """ rundatdict = dict() for i, st in enume...
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import json def load_cexfreqtable(fname): """ Loads a Context Feature frequency table """ with open(fname) as fp: cexfreqtable = json.load(fp) return cexfreqtable
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def extend(key, term): """ extend a key with a another element in a tuple Works if they key is a string or a tuple >>> extend('x', '.dtype') ('x', '.dtype') >>> extend(('a', 'b', 'c'), '.dtype') ('a', 'b', 'c', '.dtype') """ if isinstance(term, tuple): pass elif isinstance(...
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def str_or_list(value): """ String to list of string. """ if isinstance(value, list): return value return [value]
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def contains_test_passer(t, test): """ Return whether t contains a value that test(value) returns True for. @param Tree t: tree to search for values that pass test @param function[Any, bool] test: predicate to check values with @rtype: bool >>> t = descendants_from_list(Tree(0), [1, 2, 3, 4.5,...
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import json def ReadMeasurements(test_result): """Read ad hoc measurements recorded on a test result.""" try: artifact = test_result['outputArtifacts']['measurements.json'] except KeyError: return {} with open(artifact['filePath']) as f: return json.load(f)['measurements']
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def calculate_fibonacci(num: int) -> int: """ >>> calculate_fibonacci(-1) Traceback (most recent call last): ... ValueError: num must not be negative. >>> calculate_fibonacci(0) 0 >>> calculate_fibonacci(1) 1 >>> calculate_fibonacci(2) 1 >>> calculate_fibonacci(3) ...
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def make_tweet_content(preamble: str, message: str, link: str) -> str: """ Make formatted tweet message from preamble, message and link. Arguments: preamble (str): Preamble to be used in the beginning of the tweet. message (str): Main message of the tweet. link (str): Link to be add...
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import torch def linear_quantize(input, scale, zero_point, inplace=False): """ Quantize single-precision input tensor to integers with the given scaling factor and zeropoint. Args: input (`torch.Tensor`): Single-precision input tensor to be quantized. scale (`torch.Tensor`): ...
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def parser(response): """Parses the json response from CourtListener /opinions endpoint.""" results = response.get("results") if not results: return [] ids = [] for result in results: _id = result.get("id", None) if _id is not None: ids.append(_id) return ...
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def equal_test_conditions(testapi_input, nfvbench_input): """Check test conditions in behave scenario results record. Check whether a behave scenario results record from testapi matches a given nfvbench input, ie whether the record comes from a test done under the same conditions (frame size, flow coun...
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def merge_n_reduce(f, arity, data): """ Apply f cumulatively to the items of data, from left to right in n-tree structure, so as to reduce the data. :param f: function to apply to reduce data :param arity: Number of elements in group :param data: List of items to be reduced :return: List of...
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def is_substring_in_list(needle, haystack): """ Determine if any string in haystack:list contains the specified needle:string as a substring. """ for e in haystack: if needle in e: return True return False
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def deep_access(x, keylist): """Access an arbitrary nested part of dictionary x using keylist.""" val = x for key in keylist: val = val.get(key, 0) return val
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def getcommontype(action): """Get common type from action.""" return action if action == 'stock' else 'product'
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from typing import Union def olt_value_str_to_str(value:str, field_id:int) -> Union[str, int]: """ convert value str in show oltqinq-domain to str value Args: value (str): 要处理的值 field_id (int): 字段类型ID Returns: str or int: 处理后的值 """ # 1(Dst Mac) 00 00 00 00 00 00 ...
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