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import math def is_mc_multiplier(multiplier, modulus): """ Checks if multiplier is a MC multiplier w.r.t. modulus. :param multiplier: an integer in (0, modulus). :param modulus: a prime number. :return: True if multiplier is a MC multiplier w.r.t. modulus. """ return (modulus % multiplier)...
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def readToTuple(f_path): """Reads in a two-col file (tab-delim) and returns a list of tuples""" f = open(f_path) ls = [] for l in f: if l.startswith("#"): continue ls.append(tuple(l.strip().split("\t"))) return ls
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import string from typing import Counter def singlebyte_xor_cipher(hex): """ Takes a hex string and finds the best xor key and returns (ResultString, Confidence) """ common = ['n', 'i', 'o', 't', 'e', ' '] ret = None score = 0 key=0 if not isinstance(hex, bytearray): hex = hex.decode('hex') hex = bytearr...
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def df_to_dict_single(df, curation_id=None): """ Purpose: Convert a single entry pandas DataFrame into a dictionary and strip out indexing information :param df: pandas DataFrame with single entry (e.g., use df.loc[] to filter) :param curation_id: integer providing the curation_id. Default: ...
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import re def getSisters(tree, t="g"): """Some nasty regex to get pairs of sister taxa (only at terminal branches)""" if t == "s": l = re.findall("\(([1-9][0-9]|\d),([1-9][0-9]|\d)\)", tree) else: l = re.findall( "\(([1-9][0-9]|\d):\d\.\d\d\d,([1-9][0-9]|\d):\d\.\d\d\d\)", ...
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def get_train_feed_dict(model, reviews, win_reviews, batch_length, ote_labels, ts_labels, opn_labels, stm_lm_labels, lr, dropout_rate=1.0, train_flag=True): """Construct feed dictionary.""" feed_dict = dict() feed_dict.update({model.reviews: reviews}) feed_dict.update({model.win_reviews: win_reviews}) ...
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def increment_ctr(ctr): """ Increments one the counter. Parameters ---------- ctr : string Counter Returns ------- incremented_counter : string Incremented Counter """ ctr_inc_int = int.from_bytes(bytes.fromhex(ctr), byteorder="big") + 1 return bytes.hex(c...
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def get_base_required_fields_uframe(): """ Get required fields for base asset in uframe. """ base_required_fields = [ 'assetId', 'assetType', '@class', 'dataSource' 'de...
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def get_comparative_forms(tokens): """Identify, color and count comparatives and superlatives""" # find comp. forms of adjectives comparatives = [t for t in tokens if t.full_pos in ['ADJA', 'ADJD'] and t.mo.comp == 'Comp'] superlatives = [t for t in tokens if t.full_pos in ['ADJA', 'ADJD'] and t.mo...
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def XXX(self, s): """ :type s: str :rtype: int """ left, right = 0, 0 while right < len(s): right += 1 if len(set(s[left:right])) != right-left: left += 1 return right-left
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def himmelblauConstraintOne(solution): """First restriction Args: solution (Solution): Candidate solution Returns: bool: True if it meets the constraint, False otherwise """ return (26 - (solution[0] - 5) ** 2 - solution[1] ** 2) >= 0
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from unittest.mock import patch def patch_try_disk(return_value): """ Mocks the InsightsUploadConf.try_disk method so it returns the given parsed file contents. """ def decorator(old_function): patcher = patch("insights.client.collection_rules.InsightsUploadConf.try_disk", return_value=return_...
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import re def lyric_wikia_capitalize(string, noupper = True): """ lyrics.wikia.com page name rules: - Uppercase All Words - No all-uppercase WORDS allowed in song titles (but in artist names) - Keep StrANgeLy cased words See http://lyrics.wikia.com/wiki/LyricWiki:Page_...
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def create_ip_list(addr0, n_addrs): """Creates list of IP multicast subscription addresses. Args: addr0 (str): first IP address in the list. n_addrs (int): number of consecutive IP addresses for subscription. Returns: addr_list (list): list of IP addresses for subscription. """...
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import decimal def decimal_to_num(obj): """ Helper function to convert all decimal valued inputs to the real representation of the value (int or float.) This function is recursive. Parameters: obj (obj): An object to parse for decimals. Returns: obj: The passed in object with any transfo...
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def count_accuracy_raw(pred_corpus, target_corpus): """ Test accuracy, Raw accuracy """ count_accu = 0 total = 0 pred_sents = pred_corpus.split('.') target_sents = target_corpus.split('.') for pred_sent, target_sent in zip(pred_sents, target_sents): pred_list = pred_sent.split(' ...
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def get_callers_info(callers_file, callers_package, callers, res_dir): """ Tries to create a map between the top callers and its associated file, using a best effort approach, by parsing the package declaration, in case this is need. If a file matches to a caller in the dataset, it retrieves any required ...
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def isNumber(n): """retorna true si 'n' es un numero""" return all(n[i] in "0123456789" for i in range(len(n)))
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def file_content_to_list(file): """ Append each line of the file to a theèlist :param file: The file to transform into a theèlist :return: The the list """ lst = [] with open(file) as file_alias: for line in file_alias: lst.append(line) return lst
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def add_slash(text: str): """returns the same text with slash at the end""" return text + '/'
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import re def __detect_str_type(data) -> str: """ :column_type str :rtype str """ r = re.search("[^=]+=[^&]*&*", data) # application/x-www-form-urlencoded pattern if r: return "application/x-www-form-urlencoded" else: return "plain/text"
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def diffusion_coeff(t, sigma): """Compute the diffusion coefficient of our SDE. Args: t: A vector of time steps. sigma: The $\sigma$ in our SDE. Returns: The vector of diffusion coefficients. """ return sigma**t
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from typing import OrderedDict def get_form_errors(form): """ Django form errors do not obey natural field order, this template tag returns non-field and field-specific errors :param form: the form instance """ return { 'non_field': form.non_field_errors(), 'field_specific': Or...
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import torch def log_sum_exp(tensor, dim=-1): """ Safe log-sum-exp operation """ return torch.logsumexp(tensor, dim)
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from typing import List from typing import Dict def get_vrf_group(files_list: List[str]) -> Dict[str, List[str]]: """ Group files by VRF name. """ groups = {} for filename_path in files_list: filename_path = filename_path.replace("\\", "/") # print(filename_path) if "show" i...
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def scr_total( bscr, scr_op ): """ This function simply adds the SCR_Op to the BSCR """ return bscr + scr_op
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import re import six def load_tff_dat(fname, processor=None): """Read a tff.dat or dff.dat files generated by tff command Parameters ---------- fname : file or str File, or filename processor: callable or None A final output processor, by default a tuple of tuples is returned ...
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from typing import List def is_luhn(string: str) -> bool: """ Perform Luhn validation on input string Algorithm: * Double every other digit starting from 2nd last digit. * Subtract 9 if number is greater than 9. * Sum the numbers * >>> test_cases = [79927398710, 79927398711, 7992739871...
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import sqlite3 def handle_artist(command): """ Process the artist command """ conn = sqlite3.connect('myjazzalbums.sqlite') cur = conn.cursor() if command [-1] == "?": artist_name = command[6:-1].strip().title() else: artist_name = command[6:].strip().title() if ar...
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import glob def patternMatch(pattern, dir='./'): """ :pattern: A file pattern to match the desired output. Input to a glob, so use traditional unix wildcarding. :dir: The directory to search. :returns: list of matching files in the target directory """ files = [] files = glob.glob(dir+pa...
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def removeBottomMargin(image, padding): """Remove the bottom margin of width = padding from an image Args: image (PIL.Image.Image): A PIL Image padding (int): The padding in pixels Returns: PIL.Image.Image: A PIL Image """ return image.crop((0, 0, image.width, image.height - padding))
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def num(val): """Return val as an int, float, or bool, depending on what it most closely resembles.""" if isinstance(val, (float, int)): return val elif val in ('True', 'False'): return val == 'True' elif isinstance(val, str): try: return int(val) except ...
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def fib(id): """ id: index (zero-based) returns: Fibonacci number for the given index id: 0 1 2 3 4 5 6 7 Fib: 0 1 1 2 3 5 8 13 """ if id < 0: return 0 if id == 0: return 0 if id == 1: return 1 first = 0 second = 1 counter = 2 fib_num = 0...
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def flatten_list(unflattened_list): """ Take list of iterables/non-iterables and outputs a list of non-iterables. """ flattened_list = [] for item in unflattened_list: if hasattr(item, '__iter__') and not isinstance(item, str): flattened_list.extend(item) else: ...
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def sector_code_map(industry_code): """ 国证行业分类映射为部门行业分类 国证一级行业分10类,转换为sector共11组,单列出房地产。 """ if industry_code[:3] == 'C01': return 309 if industry_code[:3] == 'C02': return 101 if industry_code[:3] == 'C03': return 310 if industry_code[:3] == 'C04': r...
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def aten_transpose(mapper, graph, node): """ 构造矩阵转置的PaddleLayer。 TorchScript示例: %715 : Tensor = aten::transpose(%x.21, %704, %705) 参数含义: %715 (Tensor): 输出,转置后的矩阵。 %x.21 (Tensor): 需要转置的Tensor。 %704 (int): 转置的维度1。 %705 (int): 转置的维度2。 """ scope_name = mapper...
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def get_syst ( syst , *index ) : """Helper function to decode the systematic uncertainties Systematic could be - just a string - an object with index: obj [ibin] - a kind of function: func (ibin) """ if isinstance ( syst , str ) : return syst elif syst and hasattr ( syst , '...
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import weakref def weak_arg(arg): """ Create a weak reference to arg and wrap the function so that the dereferenced weakref is passed as the first argument. If arg has been deleted then the funcion is not called. """ # Create the weak reference weak_arg = weakref.ref(arg) def decorator(f...
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def dya(series, n=1): """Difference over n years, annualized""" return (series-series.shift(n*series.index.freq.periodicity)) / n
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def find_projects(company_name, project_list): """returns list of projects associated with company_name :param company_name: name of company to return projects for :type company_name: str :param project_list: list of projects as dictionaries :type project_list: list :return: list """ re...
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import logging def log_to_stdout(level=15): """ Adds the stdout to the logging stream and sets the level to 15 by default """ logger = logging.getLogger("fetch_data") # remove existing file handlers for handler in logger.handlers: if isinstance(handler, logging.StreamHandler): ...
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def join_lines(lines): """Joins `lines` with newlines and returns a single string. You would think you could do that with | join("\n") but you can't — see https://github.com/debops/ansible-sshkeys/issues/4 """ return ''.join("%s\n" % l for l in lines)
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import shutil import sys def withprogressbar(func): """Decorates ``func`` to display a progress bar while running. The decorated function can yield values from 0 to 100 to display the progress. """ def _func_with_progress(*args, **kwargs): max_width, _ = shutil.get_terminal_size() ...
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def health(): """ Serve React App """ return "Hello World!"
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import math import re import sys def validate_name(string, name_type): """ Validates the node & property names """ if type(string) != str and math.isnan(string): return None match = None if name_type == 'node': match = re.search('''[^a-zA-Z_]''', string) elif name_type ...
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import sys def is_indy_sdk_module_installed(): """Check whether indy (indy-sdk) module is installed. Returns: bool: Whether indy (indy-sdk) is installed. """ try: # Check if already imported if "indy" in sys.modules: return True # Try to import r...
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def test_retrieve_and_encode_simple(test_client, test_collection_name): """Test retrieving documents and encoding them with vectors. """ VECTOR_LENGTH = 100 def fake_encode(x): return test_client.generate_vector(VECTOR_LENGTH) # with TempClientWithDocs(test_client, test_collection_name, 100)...
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import os import json def load_model_data(root_dir, model_name): """ Used for models split in several files. Loads subscripts_dic, namespace and modules dictionaries Parameters ---------- root_dir: str Path to the model file. model_name: str Name of the model without fil...
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def run(): """Run example""" return 'running...'
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import os def validate(args): """ Check that the CLI arguments are valid. """ if not args.source_path: print("Error: You need to specify a source path.") return False else: if not os.path.isdir(args.source_path): print("Error: Source path is not a folder.you can...
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def freq_correctionbis(cpt_matrice, beta) : """ Corrige les counts avec equiprobabilites """ for i in range(cpt_matrice.shape[0]) : for j in range(cpt_matrice.shape[1]) : cpt_matrice[i,j] = ((cpt_matrice[i,j] + (1/20) )/(1+beta)) return(cpt_matrice)
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def scale_from_internal(vec, scaling_factor, scaling_offset): """Scale a parameter vector from internal scale to external one. Args: vec (np.ndarray): Internal parameter vector with external scale. scaling_factor (np.ndarray or None): If None, no scaling factor is used. scaling_offset (...
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def filter_pre_string(_string: str, lines_to_cut: int) -> str: """ Filter the xml out of html :param str _string: :param int lines_to_cut: """ filtered_array = _string.splitlines()[lines_to_cut:] filtered_string = "".join(filtered_array) filtered_string = filtered_string.strip() re...
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def ssum(self, **kwargs): """Calculates and prints the sum of element table items. APDL Command: SSUM Notes ----- Calculates and prints the tabular sum of each existing labeled result item [ETABLE] for the selected elements. If absolute values are requested [SABS,1], absolute values are u...
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def get_nth_combination( iterable, *, items: int, index: int, ): """ Credit to: https://docs.python.org/3/library/itertools.html#itertools-recipes Examples: >>> wallet = [1] * 5 + [5] * 2 + [10] * 5 + [20] * 3 >>> get_nth_combination(wallet, items=3, index=...
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def produce_columns(df): """Reports columns for use in model.""" columnsNames = [] for i in df.columns: if i == 'Survived' or i == 'PassengerId': pass else: columnsNames.append(i) return columnsNames
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def fixture_ref_6_2_3_5(): """Reference for (load, bins) of 6, [2, 3, 5].""" ref = { "load": 6, "bins": [2, 3, 5], "solutions": { key: [(3, 3)] for key in ["length", "capacity", "combo"] } } return ref
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def recreate_knob_from_optimizer_values(variables, opti_values): """ recreates knob values from a variable """ knob_object = {} # create the knobObject based on the position of the opti_values and variables in their array for idx, val in enumerate(variables): knob_object[val] = opti_values[idx] ...
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import typing import sys import argparse import multiprocessing def parse_args(args:typing.Sequence[str]=sys.argv[1:]): """ Parse the command-line arguments :param args: argument strings :return: the options dictionary """ parser = argparse.ArgumentParser() parser.add_argument( "-...
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def _create_validate(cls, validators): """ Create a new validate method with extra validator functions. """ def validate(self, value): super(cls, self).validate(value) for validator in validators: validator(value) validate.__doc__ = validators[0].__doc__ return vali...
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def _status(self): """status -> Returns the Shot status. None if no Status is set.""" status = None tags = self.tags() for tag in tags: if tag.metadata().hasKey('tag.status'): status = tag.metadata().value('tag.status') return status
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def capped(value, minimum=None, maximum=None, key=None, none_ok=False): """ Args: value: Value to cap minimum: If specified, value should not be lower than this minimum maximum: If specified, value should not be higher than this maximum key (str | None): Text identifying 'value' ...
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def row(ctx): """Get this cell's row.""" return ctx["cell"].row
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def above_the_line(x_array, x1, x2): """ Return states above a specified line defined by (x1, x2). We assume that a state has only two coordinates. Parameters ---------- x_array: `np.array` A 2-d matrix. Usually, an embedding for data points. x1: `np.array` A list or array ...
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import typing import os import re def guess_track_title(fname: str) -> typing.Tuple[int, str]: """ Get the track number and title from a filename """ basename, _ = os.path.splitext(fname) if match := re.match(r'([0-9]+)([^0-9]*)$', basename): return int(match.group(1)), match.group(2).strip().titl...
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import torch def _add_embedding_layer(model_1, model_2): """ Returns an embedding layer with a weight matrix of the follwing structure: [MODEL_1 EMBEDDING MATRIX ; MODEL_2 EMBEDDING MATRIX] """ result_layer = torch.nn.Embedding( model_1.num_embeddings, model_1.embedding_dim + model...
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def generate_key_lu_dict( dict_tuple_keys, unique_identifier, enduses, sectors, technologies ): """Generate look_up keys to position in 'load_profiles' Arguments ---------- dict_tuple_keys : dict Already existing lu keys unique_identifier : string...
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def rdns_domain(network): """Transform :py:class:`netaddr.IPNetwork` object to rDNS zone name""" if network.prefixlen == 0: return "ip6.arpa" if network.version == 6 else "in-addr.arpa" if network.version == 4: return ".".join(map(str, reversed( network.ip.words[:network.prefixle...
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def to_undirected(graph): """Returns an undirected view of the graph `graph`. Identical to graph.to_undirected(as_view=True) Note that graph.to_undirected defaults to `as_view=False` while this function always provides a view. """ return graph.to_undirected(as_view=True)
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import ctypes import sys def c_str(string : str) -> ctypes.c_char_p: """Create ctypes char * from a Python string.""" if sys.version_info[0] > 2: py_str = lambda x: x.encode('utf-8') else: py_str = lambda x: x return ctypes.c_char_p(py_str(string))
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def getText(rng): """ Get the pure text that is included in a js range @param range js range to get the text of @return string of the range's text """ return rng.toString()
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def _chain_validator(*funcs): """Chain a series of validators.""" def chained(value): for func in funcs: value = func(value) return value return chained
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from typing import MutableMapping from typing import Any def remove_keys( _dict: MutableMapping[str, Any] | None, keys: list[str] ) -> MutableMapping[str, Any]: """Remove keys from a dictionary.""" if not _dict: return {} new = dict(_dict) for key in keys: new.pop(key, None) re...
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import struct def read64(f): """Read 8 bytes from a file and return as an 64-bit unsigned int (little endian). """ return struct.unpack("<Q", f.read(8))[0]
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import re def contain_static(val): """ Check if URL is a static resource file - If URL pattern ends with """ if re.match(r'^.*\.(jpg|jpeg|gif|png|css|js|ico|xml|rss|txt).*$', val, re.M|re.I): # Static file, return True return True else: # Not a static f...
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def make_univariate(F, T): """ Given a homogeneous bivariate polynomial `F(xi,xj)`, sitting inside a ring `K[x0,x1,x2]`, dehomogenise it into ring T (univariate), for later factoring. """ assert(F.is_homogeneous() and len(F.variables())<3) R = F.base_ring() S = F.parent() x0,x1,x2 = ...
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import json import re def unsubChange(doc, API, session): """ Calculate a mailing list unsub request """ diff = "" mls = {} with open("private/json/ml-modsubs.json") as f: mls = json.load(f) f.close() li = doc['listname'] l,d = li.split('@', 2) d = d.replace(".apache.org", ...
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def get_min(statistical_series): """ Get minimum value for each group :param statistical_series: Multiindex series :return: A series with minimum value for each group """ return statistical_series.groupby(level=0).agg('min')
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import time def now(): """ Get the current time function. :return: Time function. :rtype: function """ if hasattr(time, 'monotonic'): return time.monotonic return time.time
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def to_roman(value: int, make_upper: bool = True) -> str: """ The presence of 500 (D) and 50 (L), coupled with the special handling of 400, 900, 40, 90, 4 and 9, make table lookup seem like the best approach. """ if value == 0: return 'Zero' if value > 3999: return f'{value:,}' thousands, value ...
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def get_daily_returns(port_val): """Get daily returns of a portfolio value dataframe. Args: port_val (dataframe): daily portfolio value Returns: daily_ret (dataframe): daily returns """ daily_ret = port_val.copy() daily_ret[1:] = (port_val[1:] / port_val[:-1].values)-1 dail...
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def add_sppc_args(parser): """Add args of SPP Container to app.""" parser.add_argument( '--dist-name', type=str, default='ubuntu', help="Name of Linux distribution") parser.add_argument( '--dist-ver', type=str, default='latest', help="Version ...
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from typing import Any from pathlib import Path def get_object_filepath(object: Any) -> str: """ Get object's filepath. """ path = Path(object.__code__.co_filename).absolute() try: filepath = "./" + path.relative_to(Path.cwd()).as_posix() except ValueError: filepath = path.as_p...
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def _depgrep_rel_disjunction_action(_s, _l, tokens): """ Builds a lambda function representing a predicate on a tree node from the disjunction of several other such lambda functions. """ # filter out the pipe tokens = [x for x in tokens if x != "|"] # print 'relation disjunction tokens: ', t...
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def merge(batch, results): """ Merge clumped results files together """ merger = batch.new_job(name='merge-results') merger.image('ubuntu:18.04') if results: merger.command(f''' head -n 1 {results[0]} > {merger.ofile} for result in {" ".join(results)} do tail -n +2 "$result" >> {merg...
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import torch from typing import OrderedDict def torch_load_state_dict_without_module(ckp_file): """ this function using for load a model without module """ checkpoint = torch.load(ckp_file) state_dict =checkpoint['state_dict'] new_state_dict = OrderedDict() for k, v in state_dict.items():...
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def code_list_lengthener(code_list, parameter): """Ensures that code_list is long enough to accept an item in its parameter-th location""" while len(code_list) < parameter+1: code_list.append(0) return code_list
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import unicodedata import re def unaccented_letters(s: str) -> str: """Return the letters of `s` with accents removed.""" s = unicodedata.normalize('NFKD', s) s = re.sub(r'[^\w -]', '', s) return s
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import os import re from collections import defaultdict def load_ud_english(fpath): """Load a file from the UD English corpus Parameters ---------- fpath : str Path to UD corpus file ending in .conllu Output: Returns a list equal to length of total num of docs with ea...
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def parse_mapping_file(fp): """ """ ensp_to_hgnc = {} with open(fp, "r") as fh: for line in fh: line = line.rstrip() words = line.split() if(len(words) >= 4): ensp_to_hgnc[words[3]] = words[0] return ensp_to_hgnc
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def sort_group(indx, column1, column2): """ Parameters ---------- indx : integer column1 : list data type (contains strings of SOC NAMES / WORK STATES which need to be ordered.) column2 : list data type (contains integers which denote numbers of of certified applications.) Returns ------- sort_group : l...
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import argparse def make_argument_parser() -> argparse.ArgumentParser: """Generic experiment parser. Generic parser takes the experiment yaml as the main argument, but has some options for reloading, etc. This parser can be easily extended using a wrapper method. Returns: argparse.parser ...
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def iter_items(rows): """ """ member_load = {} for row in rows: try: member_load[row[0]].extend(list(row[2:])) except KeyError: member_load[row[0]] = list(row[2:]) return member_load
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def waber(lumin, lambdaValue): """ Weber's law nspired by Physhilogy experiment. """ # lambdaValue normally select 0.6 w = lumin**lambdaValue #w = (255*np.clip(w,0,1)).astype('uint8') return(w)
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import os def valid_engine_path(path): """ Check if the engine path is valid """ path = os.path.normcase(path) # Check that path is actually there if not os.path.exists(path): return False # Check that is has an engine folder if not os.path.exists(os.path.join(path,'engine'))...
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def children(nodes): """ Search and list all the nodes childs. :param nodes: a list with tree nodes :return: a list with nodes childs """ child = [] for node in nodes: if node.left: child.append(node.left) if node.right: child.append(node.right) r...
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def tensor_prod(a, b): """ Returns the tensor product using lists """ product = [] # loop through first tensor/vector for a_ in a: row = [] # multiply with each element of second tensor and add to row list for b_ in b: row.append(a_ * b_) # add row lis...
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def _convert_version(value): """Extract 3 version numbers from 2 bytes""" # subversion bits 0.3, versin bits 4-7, type bits 8-15 type_ = value // 256 value = value % 256 version = value // 16 subversion = value % 16 return '{}.{}.{}'.format(type_, version, subversion)
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import argparse def parse_args(): """ Parse command-line arguments. """ parser = argparse.ArgumentParser('Extract user sessions from log.') parser.add_argument('input', help='an input file') parser.add_argument('output', help='an output file') parser.add_argument('-p', '--protocol', defaul...
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import glob def get_lists_in_dir(dir_path): """ Function to obtain a list of .jpg files in a directory. Parameters: - dir_path: directory for the training images (from camera output) """ image_list = [] for filename in glob.glob(dir_path + '/*.jpg'): image_list.append(filename...
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