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from pathlib import Path import glob def get_file_path(directory: str, filename: str) -> Path: """Resolves a filename and directory, returns a Path.""" try: path = list(Path(directory).glob(glob.escape(filename)+".*"))[0] except IndexError: raise ValueError("File does not exist!") retu...
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def _isnumber(obj): """Test is object is a number (copied from pmisc module to avoid import loops).""" return ( (obj is not None) and (not isinstance(obj, bool)) and isinstance(obj, (int, float, complex)) )
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def dummy_stake_data() -> dict: """ Return dummy Verus stake data. """ stake_data = { 'txid': 'qwerty123456', 'time': 1234567890, 'amount': 123.123 } return stake_data
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import base64 def decode_creds(authorization_token): """ Decode Basic auth token into username, password. :param str authorization_token: Basic auth token :returns tuple: (username, password) """ try: _, auth64 = authorization_token.split(' ') username, password = base64.b64de...
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import re def replace_all(repls, str): """ Applies replacements as described in the repls dictionary on input str. :param repls: Dictionary of replacements :param str: The string to be changed :return: The changed string """ return re.sub('|'.join(re.escape(key) for key in repls.keys()), ...
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def _flip(callback): """Flips arguments: the first one becomes the second.""" return lambda first, second: callback(second, first)
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def cumsum(x): """ Create a list of summed up values from another list """ # Initialize list with prefilled values AccumRatios = [z for z in range(len(x))] # Fill accumulation list for acc in range(len(x)): if acc == 0: AccumRatios[acc] = x[acc] else: ...
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def readable_timedelta(days): """To get the number of weeks and days in given nuber of days""" number_of_weeks = days // 7 #To get number of weeks number_of_days = days % 7 # To get number of days return('{} week(s) and {} day(s)'.format(number_of_weeks, number_of_days))
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def squashstr(string): """Squashes a string by removing the spaces and lowering it""" nospaces = "".join(string.split()) return nospaces.lower()
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def get_excluded_genes(exc_arg): """Load set of transcripts to be excluded.""" if exc_arg: f = open(exc_arg, "r") exclude = set(x.rstrip() for x in f) f.close() return exclude else: return set()
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def isc_1km_to_5km ( i_sc_1km ) : """ return the 5km grid index cross track of a 1km pixel """ return ( i_sc_1km - 2. ) / 5.
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def add_stokes_axis_to_wcs(wcs, add_before_ind): """ Add a new Stokes axis that is uncorrelated with any other axes. Parameters ---------- wcs : `~astropy.wcs.WCS` The WCS to add to add_before_ind : int Index of the WCS to insert the new Stokes axis in front of. To add a...
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from pathlib import Path def is_raster_format (image_path: str) -> bool: """ Is the file at the provided path a raster image? Parameters: image_path (str): Path to file. Returns: bool: Whether the file is a raster image. """ RASTER_FORMATS = [".jpg", ".jpeg", ".tif", ".tiff"]...
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def get_shape_id(shape: tuple) -> str: """ Join shape numbers into a string with `_` delimiters. Parameters ---------- shape : tuple Same as pandas.Dataframe.shape. Returns ------- str """ return "_".join([str(element) for element in shape])
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from typing import List def get_labels() -> List[str]: """Get labels of parameters.""" return [ "Brightness", "Contrast", "Saturation", "Lift (R)", "Lift (G)", "Lift (B)", "Gamma (R)", "Gamma (G)", "Gamma (B)", "Gain (R)", ...
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from typing import Union from typing import List def validate_int(int_input: Union[int, List]) -> List[int]: """Checks if input is list. :param asset_input: int, list Single int or list of ints :return List of ints. :raises ValueError if input is neither a int or list """ if isinstanc...
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def get_nearest_rhythm(interval, rhythmical_durations): """ Given a certain interval in seconds, gets the rhythmical duration that has the lower distance with it. :param interval: duration in seconds :param rhythmical_durations: dictionary returned by the get_durations :return: """ # t...
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import decimal def prompt_decimal(prompt): """ Prompt until the user provides a decimal """ while True: try: return decimal.Decimal(input(prompt)) except decimal.InvalidOperation: print('Provide a decimal')
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def extract_bgnbd_params(model): """Extracts params from the (M)BG/NBD model Args: model: the (M)BG/NBD model. Returns: The a, b, r and alpha params of the (M)BG/NBD model. """ r, alpha, a, b = model._unload_params('r', 'alpha', 'a', 'b') return {'r': r, 'alpha': alpha, 'a': a,...
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def angular_difference(degrees1, degrees2): """ Calculates the smaller angle between the provided bearings / headings """ diff = abs(degrees1 - degrees2) if diff > 180: diff = abs(diff - 360) return diff
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def remaining_object_heat_capacity(height_obj, density_obj, heat_cap_obj): """ Equation 8.23 Args: height_obj: mean height of the greenhouse object [m] density_obj: density of the greenhouse object [kg m-3] heat_cap_obj: specific heat capacity of the object [J K-1 kg-1] Returns:...
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def get_sec(time): #helper function to convert serial output time string into int, just for testing convenience """Get Seconds from time.""" time = str(time)[2:-1] h, m, s = str(time).split(':') ts = int(h) * 3600 + int(m) * 60 + float(s) return ts
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def list_data_connections(graph): """Return all edges that are data connections""" return [(u,v) for u,v,data in graph.edges_iter(data=True) if data.get('conn')]
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from typing import Optional from typing import Iterator def safe_iter(obj) -> Optional[Iterator]: """ Returns an iterator for the object if it's iterable, or None if it's not. :param obj: The object to get the iterator for. :return: The iterator, or None if it's not iterable. """ ...
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def encontrar_mejor_puntaje_equipo(salon: list, m: int) -> int: """ El Mejor Equipo Parámetros: salon (list): Una lista de listas que representa una matriz cuadrada, con el número de problemas resueltos por cada estudiante. m (int): Número de equipos en los que el profesor divide...
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import math def perfect_square(n): """ Checks if n is a perfect square. """ return (round(math.sqrt(n)) ** 2) == n
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def breadth_first_search_graph(head, target): """ Search a graph for a target value. Args: head: pointer to node in the graph targer: the target value to find Returns: Node which has value = target. """ visited = set([head]) queue = [head] while queue: ...
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import re def is_svn_page(html): """Returns true if the page appears to be the index page of an svn repository""" return (re.search(r'<title>[^<]*Revision \d+:', html) and re.search(r'Powered by (?:<a[^>]*?>)?Subversion', html, re.I))
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def merge1(list1, list2): """ Merge two sorted lists. Returns a new sorted list containing those elements that are in either list1 or list2. This function is recursive. """ first_list = list(list1) second_list = list(list2) # appending the rest of the non-empty list if len(fir...
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def _alpha_beta(state, depth, alpha, beta, value_function, maximizing_player_id): """An alpha-beta algorithm. Implements a min-max algorithm with alpha-beta pruning. See for example https://en.wikipedia.org/wiki/Alpha-beta_pruning Arguments: state: The current state node of the game. d...
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def default_qp(depth, qs): """Default rule for Qp as a function of Qs. Args: depth (float) Depth of location in m. qs (float) Quality factor for S wave. Returns: Quality factor for P wave. """ return 2.0*qs
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def recon_rule_preview_payload(passed_keywords: dict) -> dict: """Create a properly formatted payload for retrieving a rule preview from recon. { "filter": "string", "topic": "string" } """ returned_payload = {} if passed_keywords.get("filter", None): returned_payload["f...
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def subject_list_to_message(subject_list): """ Converts the list of subjects into a string to send the user. """ message_text = "" srno = 0 for subject in subject_list: message_text += "/{srno}. {subject}\n".format(srno = srno, subject = subject) srno += 1 return message_text
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def is_any_thread_alive(threads) -> bool: """ Checks if there are any threads running Arguments: - threads: A list of threads running returns: True if there are any live threads, False otherwise """ return True in [t.is_alive() for t in threads]
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def percentile_(data, percentile): """Calculates the given percentile of the object with linear interpolation""" sorted_data = sorted(data) i = percentile * (len(data) - 1) floor = int(i // 1) frac = i % 1 return sorted_data[floor] + (sorted_data[floor + 1] - sorted_data[floor]) * frac
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def find_adjacent(overlapping_information: list, existing_nodes: list): """ Gets a list of directly connected subgraphs and creates the indirect connections. :param overlapping_information: a list of lists each containing direct connections betweeen some subgraphs. :param existing_nodes: a list contain...
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def get_page_parameter(request): """ Return the ``page`` parameter of the request's GET parameters. This number is used in combination with the ``limit`` parameter to perform pagination on queries to the database or Elasticsearch. It needs to be a positive integer. If the page is not indicated or ...
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import math def g(x=0): """Gaussian function for given parameter: x""" value = (1/math.sqrt(2*math.pi))*math.exp(-(x**2)/2) return value
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import torch def _get_device(cuda_device: int) -> torch.device: """Return a `torch.cuda` device if `torch.cuda.is_available()` and `cuda_device>=0`. Otherwise returns a `torch.cpu` device. """ if cuda_device != -1 and torch.cuda.is_available(): device = torch.device("cuda") else: d...
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def get_intent_from_transfer_to_action_event(response): """ On a transfer to action event, MS will return the current context of the chat - including the intent name This method will pull that value out of the response """ # Variables will be stored in a dict in the response: if 'value' in respo...
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import string import random def random_str(length=10, sample=None, prefix='', suffix=''): """Generate a random string Sample should be a string or a list of strings/characters to choose from. The default sample is lowercase ascii letters. A few presets can be used: - 'LOWERCASE': lower case asci...
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def surprisetopN(algo, trainSet, raw_uid, N): """Derive the topN recommendations for user uid algo: scikit-surprise trained algorithm trainSet (surprise.dataset.Trainset) raw_uid (int or float): raw uid e.g. surprisetopN(algo, trainSet, 196, 3) Returns: list: (raw_iid, prediction) for the N recommend...
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from typing import Dict from typing import Any from typing import Set async def required_users_options(element: Dict[str, Any]) -> Set[int]: """ Returns all user ids that have voted on an option and are therefore required for the single votes table. """ return element["voted_id"]
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def unique(values): """ Funkcja zwraca listę unikatowych wartości. Utrudnienie: Funkcja zwraca unikatowe wartości w kolejności wystąpienia. :param values: List of values to check. :type values: list :return: Unique values in order of appear. :rtype: list """ t = [] for elem i...
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import re def split_alpha_number(symbol): """ 分离字母开头,然后接数字的情况,如果后面有别的字符会被截断 print(split_alpha_number("TF1703.CFE")) ('TF', '1703') :param symbol: :return: """ pattern = re.compile(r'([A-Za-z]+)(\d+)') match = pattern.match(symbol) if match: return match.group(1, 2) ...
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def get_docs(rule_class_instance): """Extract documents from a rule class instance :param rule_class_instance : rule class instance from where to extract documents :return : dictionary with Codacy documents info """ return dict(patternId=rule_class_instance.id, ti...
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def lookup_clutter_geotype(geotype_lookup, population_density): """Return geotype based on population density Params: ====== geotype_lookup : list of (population_density_upper_bound, geotype) tuples sorted by population_density_upper_bound ascending """ highest_popd, highest_geotype = ...
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def listify(value): """If variable, return a list of 1 value, if already a list don't change a list. """ if value is not None: if not isinstance(value, list): value = [value] else: value = [] return value
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def _is_normally_open(location, date): """Checks if the location is normally opened on a given date.""" opening = location["opening_weekdays"] opening_weekday = opening[date.weekday()] return opening_weekday["is_open"]
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def create_identifier_custom_id_from_name(name): """ Tries to turn the given name into an identifier. The identifier is always lower case. Spaces and minus signs are turned to underscore. Parameters ---------- name : `str` The name of a custom_id. Returns ------- cu...
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import torch def parallelize_model(model, device, num_gpus=None, gpu_ids=None, local_rank=-1): """Moves a model to the specified device (cpu or gpu/s) and implements data parallelism when multiple gpus are specified. Args: model (Module): A PyTorch model. device (torch.device): A PyTorc...
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import hashlib import binascii def hash_utf8(string): """given utf8 string return md5 hash value as hex string""" hasher = hashlib.md5() hasher.update(string.encode("utf-8")) return binascii.hexlify(hasher.digest()).decode("utf-8")
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def gtex_location_to_gwas_location_(gtex_location: str) -> str: """Converts variant locations in GWAS catalog format to GTEx format. i.e. given 'chr1_64764_C_T_b38', returns '4:79296443'. """ parts = gtex_location.split("_") chr = parts[0][3] return f"{chr}:{parts[1]}"
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import stat def node_name(text, n, show_hash): """Add symbols to a node's name to differentiate file types.""" prefix = '' if show_hash: prefix += "%s " % n.hash.encode('hex') if stat.S_ISDIR(n.mode): return '%s%s/' % (prefix, text) elif stat.S_ISLNK(n.mode): return '%s%s@'...
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def tidyspaces(strng): """ Replace multiple consecutive spaces in a string with a single space """ return " ".join(strng.split())
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def contains_unquoted_target(x: str, quote: str = '"', target: str = '&') -> bool: """ Checks if ``target`` exists in ``x`` outside quotes (as defined by ``quote``). Principal use: from :func:`contains_unquoted_ampersand_dangerous_to_windows`. """ in_quote = False ...
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import math def get_uncorrelated_stride(statistical_inefficiency): """Returns the integer index stride between uncorrelated samples in a time series. Parameters ---------- statistical_inefficiency: float The statistical inefficiency of the time series. Returns ------- int ...
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def cepline(qindex, cepstrum, ax, sr=None): """Draw a 1-D cepstrum line on an axis.""" if sr is not None: qaxis = qindex/sr xlabel = 'Quefrency (s)' else: qaxis = qindex xlabel = 'Quefrency (sample)' line, = ax.plot(qaxis, cepstrum) ax.axis('tight') ax.set_xlabel(...
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import re def get_reference_id(reference): """ Extract reference id ([N]) :param reference: Any possible reference :return: reference id """ ref_id = -1 match = re.search('\[[0-9]+\]', reference) if match: ref_id = int(match.group(0).strip('[]')) return ref_id
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def triangulateSquares(F, a=[0, 1, 2], b=[2, 3, 0], c=[1, 0, 2], d=[3, 2, 0] ): """ Convert squares to triangles """ FT = [] for face in F: FT.append([face[a[0]], face[a[1]], face[a[2]]]) FT.append([face[b[0]], face...
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def pytest_parser(stdout, stderr, previous_reports=None): """ Example fail summary_line: =========== 4 failed, 38 passed in 0.10 seconds ============= Example success summary_line: ========= 21 passed in 0.05 seconds ========= """ lines = stdout.split('\n') summary_line = lines[-2].split() ...
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def pad_or_truncate(some_list, target_len): """ This function shortens or extends a list. When it is extended, extra 0 values are added. This can be helpful to simulate what happens after a storm has passed. :param some_list: The original list of values :param target_len: the wanted length of the l...
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def cols_with_missing_values(dataframe): """ query a dataframe and find the columns that have missing values""" return list(dataframe.columns[dataframe.isnull().any()])
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import fnmatch def _fileMatchesPatterns(filename, patterns): """Helper function which checks if file matches one of the patterns.""" for pattern in patterns: if fnmatch.fnmatchcase(filename, pattern): return True return False
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def parse_contig_name(name): """ Parse the assembler contig name """ word = name.split(' ')[0] fields = word.split('_') bc = fields[0] cluster = '_'.join(fields[0:3]), gene = '_'.join(fields[0:4]) isoform = '_'.join(fields[0:5]) return bc, cluster, gene, isoform
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def get_text_unit_field(sample, biosample_name, field_to_fetch, is_list=False): """ This function will parse text and unit fields in biosamples :param sample: sample to parse :param biosample_name: name to use in biosample record :param field_to_fetch: text or unit to use :param is_list: does th...
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import io def _is_real_file(f): """Checks if f is backed by a real file (has a fileno)""" try: return f.fileno() >= 0 except io.UnsupportedOperation: return False except AttributeError: return False
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def split_es_url(url): """splits ES URL into host index, type""" tokens = url.split('/') return tokens
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def _PackageIdArgument(x): """Convert a string into a package ID while checking its range. Args: x: argument string. Returns: the package ID as an int, or -1 in case of error. """ try: x = int(x, 0) if x < 0 or x > 127: x = -1 except ValueError: x = -1 return x
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def replace(image, replacement_image): """ Replaces all bands in image with the bands in image2. All properties from image are kept. """ return image.select([]).addBands(replacement_image)
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def get_backend_bucket_outputs(res_name, backend_name): """ Creates outputs for the backend bucket. """ outputs = [ { 'name': 'name', 'value': backend_name }, { 'name': 'selfLink', 'value': '$(ref.{0}.selfLink)'.format(res_name) } ...
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import torch def broadcast_fn(fn, yp, yt): """Broadcast a distance function.""" yp_b, yt_b = torch.broadcast_tensors(yp, yt) return fn(yp_b, yt_b)
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def process_jobid(results): """Process Job ID Results Args: results (Element): XML output containing the job ID Returns: job_id (str): The job ID number """ job_id = results.find('./result/job').text return job_id
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def FormatSeconds(secs): """Formats seconds for easier reading. @type secs: number @param secs: Number of seconds @rtype: string @return: Formatted seconds (e.g. "2d 9h 19m 49s") """ parts = [] secs = round(secs, 0) if secs > 0: # Negative values would be a bit tricky for unit, one in [("d...
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def _optional_dict_to_list(param_value_dict, key_string='id', value_string='stringValue'): """ If given a dictionary, convert it to a list of key-value dictionary entries. If not given a dictionary, just return whatever we were given. """ if not isinstance(param_value_dict, dict): return par...
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def mod_eikonal(pi, pj, pr): """Modified eikonal factor for soft particle with momentum pr emitted from the dipole with momenta pi and pj. This is obtained starting from the eikonal and: - ignoring 1 / sir, which is already included in the normalisation factor; - multiplying by the partial fraction ...
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def hex_reflect_x(x, y, z): """Reflects the given hex through the y-axis and returns the co-ordinates of the new hex""" return -x, -z, -y
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def countComponents1(n: int, edges: list[list[int]]) -> int: """ quick find based implemenation Args: n (int): number of nodes edges (list[list[int]]): list of edges Returns: int: number of connected components """ connections = [n for n in range(n)] for edge in ed...
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import re def clean_paragraph(p): """ Curate paragraph object before save, in particular deal with hyphen and spaces """ # Attach together words (>= 2 char to avoid things like A minus, B minus...) # that may have been split at end of row like géographie = "géo - graphie" # real separator have been tu...
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def generate_experiment_info(config): """ Generate experiment info, to be displayed by GPS Trainig GUI. Assumes config is the config created in hyperparams.py """ common = config['common'] algorithm = config['algorithm'] if type(algorithm['cost']) == list: algorithm_cost_type = algo...
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def product_of_list(l): """ Recursively returns the product of all numbers in a list @param {list} list of numbers @return {number} product of all numbers in list """ # define an inner function def inner(l): if l == []: return 1 return l.pop() * inner(l) # if...
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def _get_data_var_message(obj): """ Get message for named data variables. """ try: return f" Data variable: {obj.name}" if obj.name else "" except AttributeError: return ""
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def days_between(d1, d2): """ Count days between two date objects. Returns int """ return abs((d2 - d1).days)
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def unique(in_tuple: tuple) -> tuple: """Return a tuple with only unique elements.""" return tuple(set(in_tuple))
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def speaker_listing(talk): """ Return a list of the speakers' names of the talk.""" return [u'{} {}'.format(speaker.user.first_name, speaker.user.last_name) for speaker in talk.get_all_speakers()]
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def read_metaphlan_markers_info(filename): """ Reads the MetaPhlAn markers_info.txt file. MetaPhlAn's OTU analogous are 'clades'. Currently, they have around 8900. A 'clade' is composed of one or many (sub)sequences of specific marker genes. Those marker genes come from three sources: 1) genbank: "^gi|...
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def count_lines(path) -> int: """Return the line count of a given path.""" with open(path) as file: return sum(1 for _ in file)
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def f1_score(tp,fp,tn,fn): """ Computes F1-score, see http://en.wikipedia.org/wiki/F1_score :param tp: True positives (TP) :param fp: False positives (FP) :param tn: True negatives (TN) :param fn: False negatives (FN) :return: F1-score in [0,1] """ return 2*tp/float(2*tp + fn + fp)
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import json def load_results(results_file): """Load the results of conversion""" if results_file.exists(): with open(results_file, "r", encoding="utf8") as f: return json.load(f) return {}
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def _run_analysis_alias(protocol_analyzer): """ An alias function to pass to multiprocessing threads This function is used internally in the BilayerAnalyzer.run_analysis_mp function to pass to the multiprocessing threads. """ print(protocol_analyzer) return protocol_analyzer
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def get_unique_list(items): """ Return a sorted de-duplicated list of items from input list. :type items: List(str) :param items: The input list of strings :return: Sorted list with duplicates removed """ items.sort() result = [] previous = '' for item in items: if item != p...
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import itertools def flatten_list(the_list): """ take a list of lists and flatten it to just a list """ return [] if the_list is None else list(itertools.chain.from_iterable(the_list))
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def _get_title_maybe(chap): """ Chapter to title (string) or None """ if "tags" not in chap: return None return chap["tags"].get("title", None)
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def is_permutation(xs, ys): """Returns True iff the two lists are permutations of eachother.""" return sorted(xs) == sorted(ys)
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import re def check_contain_chinese(string): """Check if string has Chinese. Args: string (str): String to be checked. Returns: bool: True means there is, False means no. """ pattern = re.compile('[\u4e00-\u9fa5]+') match = pattern.search(string) if match: return...
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def get_task_dimensions(task): """ Get the number of channels, channel size (height * width) and number of classes of a dataset. :param task: str, '*MNIST' or 'CIFAR*' for any string * :return: int, int, int; in_channels, input_size, n_classes """ if 'MNIST' in task: in_channels = 1 ...
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def to_bit_list(val, width=16): """Convert a number to a list of bits, LSB first""" return [(1 if val & (1<<n) else 0) for n in range(width)]
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def SetOption(*_args, **_kw): """Fake SetOption""" return True
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def parse(stdin): """ Parse an input data set into a list. """ return [ int(line) for line in stdin.read().strip().split("\n") ]
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def comp_height_opening(self, Ndisc=200): """Compute the height of the opening area (Hslot - Hactive) Parameters ---------- self : Slot A Slot object Ndisc : int Number of point to discretize the lines Returns ------- Hwind: float Height of the opening area [m] ...
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