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import re def level_3(text): """Find the lowercase letters in text that are surrounded by exactly 3 uppercase letters.""" pattern = re.compile(r'[a-z][A-Z]{3}([a-z])[A-Z]{3}[a-z]') return ''.join(pattern.findall(text))
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from typing import Tuple from typing import List def read_input_file(filename: str) -> Tuple[List, List]: """ Read IDs and SMILES from a file with expected structure: ID1,SMILES1\n ID2,SMILES2\n (...) Args: filename (str): Input file name Returns: Tuple[List, List]: List ...
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def should_import(managedcluster): """ should_import returns True if the input managedCluster should be imported, and False if otherwise. :param managedcluster: name of managedCluster to import :return: bool """ conditions = managedcluster['status'].get('conditions', []) for condition in...
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import re def read_keywords(keywords_file): """ Parses a Processing keywords.txt file, returning a dictionary of all keywords in the file, indexed by keyword type. Arguments: keywords_file -- full path to a Processing keywords.txt file """ keywords = {} for line in open(keywords_fil...
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def polygon_area(coords): """ Return the area of a closed polygon """ Xs = coords[:,0] Ys = coords[:,1] # Ignore orientation return 0.5*abs(sum(Xs[:-1]*Ys[1:] - Xs[1:]*Ys[:-1]))
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def frac_to_rainbow_colour(frac): """ frac is a number from 0 to 1. Map to a 3-tuple representing a rainbow colour. 0 -> (0, 1, 0) #green 1/6 -> (0, 0.5, 0.5) #cyan 2/6 -> (0, 0, 1) #blue 3/6 -> (0.5, 0, 0.5) #magenta 4/6 -> (1, 0, 0) #red 5/6 -> ...
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def get_predictions(decode_steps): """Returns predictions dict given DecodeSteps.""" return dict( predicted_action_types=decode_steps.action_types, predicted_action_ids=decode_steps.action_ids)
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def person_case_is_migrated(case): """ Applies to both person cases representing mothers and person cases representing children. Returns True if the person is marked as having migrated to another AWC, otherwise False. """ return case.get_case_property('migration_status') == 'migrated'
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async def get_authenticated_user(*, app, logger): """Get information about the authenticated GitHub user. This function wraps the `GET /user <https://developer.github.com/v3/users/#get-the-authenticated-user>`_ method. Parameters ---------- app : `aiohttp.web.Application` The app i...
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def is_special(name): """ Return True if the name starts and ends with a double-underscore. Such names typically have special meaning to Python, e.g. :meth:`__init__`. """ return name.startswith('__') and name.endswith('__')
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def join(*functions, extension=None): """ Returns a function that joins the given functions' outputs. >>> join(components(-1), parameters('page'))('http://example.com/api/planning.json?page=1') 'planning-page-1' """ def wrapper(url): value = '-'.join(function(url) for function in functi...
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def decorator_with_args(decorator_to_enhance): """Decorate a decorator that takes arguments to change how it's called it allows to change how it's defined. Instead of this defintion : def decorator(*outer_args, **outer_kwargs): def __inner_decorate(func): def __inner_func(*args, **kwargs...
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def escape_desc(desc): """Escape `desc` suitable for a doc comment.""" if desc is not None: return desc.replace("[", "\\[").replace("]", "\\]") else: return ""
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def callback_to_list(callback): """Cast callback to list. Parameters ---------- callback : callable or list of callables Callable object(s). Returns ------- list List of callable objects. """ check_callable = True # convert callback to list if n...
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def parse_csv_data(filename_csv: str = 'nation_2021 -10-28.csv') -> list: """Function takes a csv file and returns a list of strings for the rows in the file.""" with open(filename_csv, "r") as file: list_of_lines = file.readlines() return list_of_lines
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def utf_decode(data): """ Decode UTF-8 string """ if isinstance(data, str): return data try: decoded = str(data.decode('utf-8')) return decoded except ValueError: return data
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def path_from_file_uri(uri: str) -> str: """Convert a file URI to a local path. Idempotent on regular paths. Raises if presented with a scheme besides file:// """ if uri.startswith("file://"): return uri.replace("file://", "") if "://" in uri: raise ValueError(f"Cannot convert URI t...
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def covert_idx_to_hashable_tuple(idx): """Converts idxs to hashable type for set, slice is not hashable""" return (idx[0], idx[1], idx[2], str(idx[3]), str(idx[4]))
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def is_less_than(val_a, val_b): """Return True if val_a is less than val_b (evaluate as integer)""" size = len(val_a) if size != len(val_b): return False for i in reversed(range(size)): if val_a[i] < val_b[i]: return True elif val_a[i] > val_b[i]: return F...
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from datetime import datetime def create_filename(filename,path=None,file_extension=None,append_timestamp=False): """ helper method to create a filename based on name, path , file extension and option to append a timestamp """ if append_timestamp is True: timestamp = "_"+datetim...
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import math import random def random_shell_coords(radius): """ given a shell radius, return a random shell coordinate centred around (0,0,0) :param radius: radius of shell :return: 3-tuple shell coordinate """ if(radius<0): raise ValueError("Cannot have negative radius") theta...
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def restore_full_from_partial(x, partial): """ Restore full riemannian gradient from it's partial representation at ManifoldElement x Parameters ---------- x : ManifoldElement, shape (M, N) point at which partial gradient was computed partial : tuple of ManifoldElements of shapes (M...
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import hashlib def calculate_file_md5(fp, chunk_len=2 ** 16): """ Return the md5 digest of the file content of file_path as a string with only hexadecimal digits. :fp: file (an open file object) :chunk_len: int (number of file bytes read per cycle - default = 2^16) """ h = hashlib.md5() ...
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def valid_interface_data(samples): """Check if samples are valid InterfaceData.""" return (isinstance(samples, (tuple, list)) and len(samples) == 2 and all(isinstance(sample, (tuple, list, float, int)) for sample in samples) and (isinstance(samples[0], float) or len(samples[0...
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import math def fpIsInf(x): """ Checks whether the argument is a floating point infinity. """ return math.isinf(x)
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import math def isinf(x): """Return True if the real or the imaginary part of x is positive or negative infinity.""" return math.isinf(x.real) or math.isinf(x.imag)
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def celsius(value: float, target_unit: str) -> float: """ Utility function for Celsius conversion in Kelvin or in Fahrenheit :param value: temperature :param target_unit: Celsius, Kelvin or Fahrenheit :return: value converted in the right scale """ if target_unit == "K": # Convert i...
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def validate_boolean(setting, value, option_parser, config_parser=None, config_section=None): """Check/normalize boolean settings: True: '1', 'on', 'yes', 'true' False: '0', 'off', 'no','false', '' """ if isinstance(value, bool): return value try: ...
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def tuplize_2d_array(arr): """Returns a list of tuples, each tuple being one row of arr.""" return [tuple(row) for row in arr]
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import six def pad(data, bs=16): """PKCS#7 Padding. Takes a bytestring data and an optional blocksize 'bs'""" length = bs - (len(data) % bs) data += six.int2byte(length) * length return data
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def remove_topk_nodes(adj, node_importance_rank, topk): """ Remove top k important nodes by removing all the links connecting to the nodes. Args: adj: The adjacency matrix for the graph. node_importance_rank: The sorted indices of nodes following the node importance (descending) order. ...
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def _get_operational_state(resp, entity): """ The member name is either: 'operationState' (NS) 'operational-status' (NSI) '_admin.'operationalState' (other) :param resp: descriptor of the get response :param entity: can be NS, NSI, or other :return: status of the operation """ if...
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def do_show_hide(n_clicks): """ Shows/hides the sidebar on toggle click :param n_clicks: num clicks on toggle button :return: className of sidebar defining collapsed state """ if n_clicks is None: return "sidebar" if n_clicks % 2: return "sidebar collapse" else: ...
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def range_validator(min_value, max_value): """ A parameter validator that checks range constraint on a parameter. :param min_value: The minimum limit of the range, inclusive. None for no minimum limit. :param max_value: The maximum limit of the range, inclusive. None for no maximum limit. :return: ...
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import json def read_settings(path): """ Writes a dictionary of settings to a json file. :param path: Filepath to settings file. :return: Dictionary of settings """ # as requested in comment try: with open(path, 'r') as file: settings = json.load(file) file.clo...
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def join_columns(df, column_names, delim='_'): """Join columns with a delimiter""" new_column = delim.join(column_names) df = df.copy() df[new_column] = df[column_names[0]].map(str) for c in column_names[1:]: df[new_column] += delim + df[c].map(str) return df
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def shuffle(x, order=None): """Reorganizes the given string according the order - list of character indices. """ if order == None: return x res = "" for o in order: res += x[o] return res
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import string def ascii_freq(a: bytearray) -> float: """Return the frequency of valid ascii characters in a bytearray. Arguments: a {bytearray} -- Bytearray to test against Returns: float -- Frequency of valid ascii in a bytearray """ total = len(a) ascii_chars = 0 for i...
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def add_time(start, duration, day=None): """Adds a time duration to a start time. Parameters ---------- start : str Start time in the format "11:05 AM". duration : str Duration to add in hours:minutes, e.g. "15:27". day : str, default=None Full name of day of the wee...
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def read_textfile(f_path): """ Open a textfile and return contents as a stripped list.""" with open(f_path) as f: rows = f.readlines() return [row.strip() for row in rows]
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import requests def url_shorten(long_url): """Shorten a long url with git.io service""" req = requests.post('http://git.io', data={'url' : long_url}) return req.headers['location']
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def getXYZ(atoms, cart_coords): """ Return a string of the molecule in the XYZ file format. """ natom = len(atoms) xyz = '' for i in range(natom): xyz += '{:s} {:.10f} {:.10f} {:.10f}'.format(atoms[i],cart_coords[3*i],cart_coords[3*i+1],cart_coords[3*i+2]) if i != n...
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def get_num_samples_per_frame(allsamples,num_channels,data_type): """ Based on number of channels and data type (complex or real, get number of samples per frame. Parameters ---------- allsamples : int total number of sample components in the frame. num_channels : int nu...
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def read_bytes(iterable, n=0): """Read n bytes from the iterable and return them as a bytearray""" iterator = iter(iterable) value = bytearray() for i in range(n): nextByte = next(iterator) if isinstance(nextByte, int): value.append(nextByte) e...
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import textwrap def pyinstrument_magic(rest): """ Profile the code with pyinstrument. """ res = """\ from pyinstrument import Profiler as _Profiler try: with _Profiler() as _profiler: pass {rest} _profiler.open_in_browser() finally: del _profiler, _Profiler """ return res.for...
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import glob def dodo_filename(path): """ Find a 'DODO*' file in *path* and return its full pathname """ globble = glob.glob("{}/DODO*".format(path)) if globble: return globble[0] else: return None
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def predict(model, X_test): """Return predict list. Args: model: lightgbm.Booster X_test: DataFrame Returns: np.ndarray """ y_pred = model.predict(X_test) return y_pred
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import torch def inflate_tensor(tensor, times, dim): """This function inflates the tensor for times along dim. Arguments --------- tensor : torch.Tensor The tensor to be inflated. times : int The tensor will inflate for this number of times. dim : int The dim to be inf...
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def getVolume(flaeche, druck, rundheit): """ Funktion zur Berechnung des Volumens aus der Fläche, dem Druck und der Rundheit :param flaeche: Fläche des segmentieren BLOBs in Pixeln :param druck: nicht umgerechneter Relativdruck (d.h. Wert zw. 0 und 1024) :param rundheit: Rundheit :return: Volume...
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def from_saved_model(layer): """Returns whether the layer is loaded from a SavedModel.""" return layer.__module__.find('keras.saving.saved_model') != -1
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def prod(x): """ Computes the product of the elements of an iterable :param x: iterable :type x: iterable :return: product of the elements of x """ ret = 1 for item in x: ret = item * ret return ret
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import six def to_bytes(content, encoding='utf-8', errors='strict'): """Convert a sequence to a bytes type. Borrowed from `PySerial <https://github.com/pyserial/pyserial>`_ since it is now optional. """ if isinstance(content, bytes): # Python 2: isinstance('', bytes) is True retur...
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def data_resample(df, sample_time='1T'): """ This function downsamples a sample-time indexed pandas dataframe containing measurement channel values based on the sample time supplied. It uses the mean of the values within the resolution interval. It uses the pandas dataframe module `df.resamp...
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def get_multi_machine_types(machinetype): """ Converts machine type string to list based on common deliminators """ machinetypes = [] machine_type_deliminator = [',', ' ', '\t'] for deliminator in machine_type_deliminator: if deliminator in machinetype: machinetypes = machine...
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import json def create_return_body(mobile_number, message, colour="#FFFFFF"): """ Create jsonified return response body Parameters ---------- number: str User mobile number of the format "+91XXXXXXXXXX" message: str User status message color: str User status colour...
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def _ctmp_err_rate_2_q(gen, g_mat_dict) -> float: """Compute the 2 qubit error rate for a given generator.""" # pylint: disable=invalid-name g_mat = g_mat_dict[gen] b, a, _ = gen r = g_mat[int(b, 2), int(a, 2)] return r
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def probability_with_pseudocount(text, motif_profile): """Calculate the probability of a string (i.e. text) given a motif profile matrix. With pseudocount. Args: text (string): a text string probability given the profile matrix. motif_profile (dict): represent the probability of occurence of ea...
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def get_encounter(repeater, encounter_uuid): """ Fetches an Encounter by its UUID :raises RequestException: If response status is not in the 200s :raises ValueError: If the response body does not contain valid JSON. :return: Encounter dict """ response = repeater.requests.get( '/ws/...
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from typing import List from typing import Any def _prepare_args(args: List[Any]) -> List[str]: """Prepare args This does following conversions: [['a']] -> ['a'] [1] -> ['1'] [None] -> [''] """ if not args: return args result = [] for arg in args: ...
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from typing import Tuple def get_input() -> Tuple[int, int, list, set, set]: """Returns input for challenge "No Idea! Returns: Tuple[int, int, list, set, set]: n, m, array, A, B """ n, m = (int(x) for x in input().split()) arr = input().split() a = set(input().split()) b = set(inp...
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def f_string_3(value): """Round value with 3 decimals.""" return f'{value:.3f}'
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def get_centroid(bounding_box): """ Calculate the centroid of bounding box. Parameters ---------- bounding_box : list list of bounding box coordinates of top-left and bottom-right (xlt, ylt, xrb, yrb) Returns ------- centroid: tuple Bounding box centroi...
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import torch def point_cloud_from_depth(depth, K): """Transform depth image pixels selected in mask into point cloud in camera frame depth: [N, H, W] depth image mask: [N, H, W] mask of pixels to transform into point cloud K: [N, 3, 3] Intrinsic camera matrix returns: [N, 3, K] """ batch_s...
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def merge_list(master_dict, parts): """Given a dict and a list of elements, recursively create sub-dicts to represent each "row" """ if parts: head = parts.pop(0) master_dict[head] = merge_list(master_dict.setdefault(head, dict()), parts) return master_dict
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import torch def extract_local_patterns( fnn12: torch.Tensor, fnn_to_seed_local_consistency_map_corr: torch.Tensor, k1: torch.Tensor, k2: torch.Tensor, im1seeds: torch.Tensor, im2seeds: torch.Tensor, scores: torch.Tensor): """ Prepare local neighborhoods around each seed fo...
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def count_at_centroid(line_geometry, trajectories_gdf): """ Given a LineString geometry, it counts all the geometries in a LineString GeoDataFrame (the GeoDataFrame containing GPS trajectories). This function should be executed per row by means of the df.apply(lambda row : ..) function. Paramet...
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def all_notes_line_up(a_list, b_list): """ Takes two lists of NoteNode objects. These may be NoteList objects. Returns 2 lists. The first list contains the NoteNode objects in a_list that are unmatched in b_list. The second list contains the NoteNode objects in b_list that are unmatched in a_list. ...
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def whose_player_list(players_data, teams_data): """Returns a list of tuples; each tuple has information about a player who is on a team ranked in the top 20, plays less than 200 minutes and makes more than 100 passes; the format for each tuple is (player's surname, team played for, team ranking, minutes pl...
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def blend_color(a, b): """ Blends two colors together by their alpha values. Args: a(tuple): the color to blend on top of b b(tuple): the color underneath a Return: The blended color. """ if len(a) == 3: a = (*a, 255) if len(b) == 3: b = (*b, 255) ...
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import torch def get_device(request_gpu): """ Return torch.device depending on request_gpu and GPU availability :param request_gpu: Set to True for requesting use of GPU :return torch.device: """ if request_gpu: device = torch.device("cuda" if torch.cuda.is_available() else "cpu") ...
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def optimize_beta( beta, bottleneck_loss): """ perform a step for updating the adaptive beta :param beta: old value of beta :param bottleneck_loss: current value of bottleneck loss :return: beta_new => updated value of beta """ # please refer to the section 4 of t...
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def split_filename(filename): """Get the different parts of the filename.""" filename_split = filename.split("_") return filename_split
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def toVTKString(str): """Convert unicode string into 8-bit encoded ascii string. Unicode characters without ascii equivalent will be stripped out. """ vtkStr = "" for c in str: try: cc = c.encode("latin1", "ignore") except (UnicodeDecodeError): cc = "?" vtkStr = vtkStr + cc return vt...
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import math def _scale_uniform_param(snr, data): """ A helper function to convert given uniform parameters in SNR dB according to desired standard deviation, and scale to correct values according to given data set features. """ return math.sqrt(3 * data.std()**2 / math.pow(10, snr / 10.0))
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def GetTaxa(tree): """retrieve all taxa of leaves in a tree.""" return [tree.node(x).get_data().taxon for x in tree.get_terminals()]
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def get_mse(X, Y, axis=None): """ Return Mean Square Error (MSE) between two time series sequences. """ return ((X - Y) ** 2).mean(axis=axis)
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import requests def get_image_base_url(api_key): """Returns base image url string along with an image size retrieved from the configuration API """ example_sizes = ['w342', 'w185', 'w154'] url = 'https://api.themoviedb.org/3/configuration' payload = {'api_key': api_key} r = requests.g...
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def resolveOverwrite(fileName, strPrefix="new-"): """ resolveOverwrite resolve overwrite collisions Args: fileName (Path): desired file name to use strPrefix (str, optional): prefix to use for new name. Defaults to "new-". Returns: Path: Path object with the new file name. ...
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def bulleted_list(items): """Format a bulleted list of values. """ return "\n".join(map(" - {}".format, items))
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def is_significant_arg(arg): """ None and empty string are deemed insignificant. """ return ( arg is not None and arg != '' )
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def kadane_track_indices(arr): """ Implementation of Kadane's algorithm for finding the sub-array with the largest sum. Track the indices of the sub-array. Note: Doesn't handle duplicate max values. O(n) Time Complexity O(1) Space Complexity. """ # stores max sum sub-array found so far max_so_far ...
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def get_artist_tags(connect, artist_mbid, maxtags=20): """ Get the musicbrainz tags and tag count given a musicbrainz artist. Returns two list of length max 'maxtags' Always return two lists, eventually empty """ if artist_mbid is None or artist_mbid == '': return [],[] # find all ta...
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def flatten(pb_value, selectors): """ Get a flattened tuple from pb_value. Selectors is a list of sub-fields. Usage: For a pb_value of: total_pb = { me: { name: 'myself' } children: [{ name: 'child0' }, { name: 'child1' }] } my_name, child0_name = flatten(tot...
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import weakref def _try_weakref(arg, remove_callback): """Return a weak reference to arg if possible, or arg itself if not.""" try: arg = weakref.ref(arg, remove_callback) except TypeError: # Not all types can have a weakref. That includes strings # and floats and such, so just pas...
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def diff(x, axis): """Take the finite difference of a tensor along an axis. Args: x: Input tensor of any dimension. axis: Axis on which to take the finite difference. Returns: d: Tensor with size less than x by 1 along the difference dimension. Raises: ValueError: Axis out of range for t...
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from datetime import datetime def timestamp_to_milliseconds(obj): """Convert an object into a timestamp in milliseconds. Parameters ---------- obj A :class:`~datetime.datetime` object, an ISO-8601 formatted :class:`str`, a :class:`float` in seconds, or an :class:`int` in milliseconds....
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def boost_tpm(group_tpm, tpm, med_tpm): """ Return a fraction of boost based on the expression of the IAR. :param float group_tpm: The TPM of the IAR. :param float tpm: The total boost amount allotted to this criterion. :param float med_tpm: The median TPM for all expressed transcripts in the patie...
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def identity(x): """ A no-op link function. """ return x
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def parse_maddr_str(maddr_str): """ The following line parses a row like: {/ip6/::/tcp/37374,/ip4/151.252.13.181/tcp/37374} into ['/ip6/::/tcp/37374', '/ip4/151.252.13.181/tcp/37374'] """ return maddr_str.replace("{", "").replace("}", "").split(",")
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def homogeneous(T): """Returns the 4x4 homogeneous transform corresponding to T""" (R,t) = T return [[R[0],R[3],R[6],t[0]], [R[1],R[4],R[7],t[1]], [R[2],R[5],R[8],t[2]], [0.,0.,0.,1.]]
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def get_num_days(dataset): """ Parse the time:calendar attribute of a dataset and get the number of days a year has """ if "time" in dataset: # get the max days from calendar calendar = dataset["time"].attrs['calendar'] max_days = int(calendar.replace("_day", "")) return max_days else: return len(dataset...
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import collections def parse_step_options(opts_seq): """ Parse the steps options passed with -o command line parameters. :param opts_seq: sequence of command line options as returned by argparse. Their format is: <name or category pattern>.<key>=<value> If <name ...
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def defect(p=1/3, n=1): """ return the probability of 1st defect is found during the nth inspection """ return (1-p)**(n-1)*p
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def init_sim(sim, data, cid): """ Loads a world into a client and returns an sim map :param sim: A `Sim` class :param data: json-serialized scene data to be parsed by `sim` :param cid: The client id to using for `sim` """ s = sim(data, cid) return s.serialize()
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def bin2str(s1): """ Convert a binary string to corresponding ASCII string """ for i in s1: assert i == "0" or i == "1" bin_list = [int(s1[i:i+8], 2) for i in range(0, len(s1), 8)] for i in bin_list: assert i < 256 bin_list = [chr(i) for i in bin_list] return "".join(bin_list)
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import re def chuvaSateliteONS(nomeArquivo): """ Lê arquivos texto com chuvas verificadas por satélite. Estes arquivos são disponibilizados pelo ONS. Argumento --------- nomeArquivo : caminho completo para o arquivo de chuvas verificada por satélite. Retorno ------- ...
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def class_name(obj): """Returns the class name of the object.""" return type(obj).__name__
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def failure(msg): """ Standard failure result """ return dict(result='usererror', message=msg)
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def get_results_from_file(filename): """ Reads accuracy results from file and returns them. @param filename: the name of the file to get accuracies from. @return: list of accuracies. """ results = [] #for all lines in the given filename for line in open(filename).readlines(): # i...
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import random def InitializeClient(db_obj, client_id=None): """Initializes a test client. Args: db_obj: A database object. client_id: A specific client id to use for initialized client. If none is provided a randomly generated one is used. Returns: A client id for initialized client. """ ...
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