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def datachild_yaml_map() -> dict: """ """ return { "data": { "list": [0, 1.0, 2e2, 1, b"a", "f"], "set": {None, True}, }, "level": 1, }
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import os def is_image_file(filename): """Does `filename` appear to be an image file?""" img_types = [".jpg", ".jpeg", ".png", ".gif"] ext = os.path.splitext(filename)[1] return ext in img_types
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import glob import os def get_boards(): """Returns a list of all available boards.""" all_socs = glob.glob("meta/boards/*yaml") return list(map(lambda x: os.path.splitext(os.path.basename(x))[0], all_socs))
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def calc_V_drop_lamb_dielectric(zeta, q_debye, C_dl, phi_channel): """ THIS IS WRONG - THIS IS WRONG - THIS IS WRONG Calculate the voltage drop across the Stern/dielectric and Debye layers throughout the channel units: V """ V_drop_lamb_dielectric = zeta - q_debye/C_dl + phi_channel return V...
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def I2I0_pow(n0, theta0, r, I=1): """ Convert Intensity I(r) at r to I at theta_0 with power law. theata_s and r in pixel """ I0 = I * (r/theta0)**n0 return I0
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def normalize_wiki_text(text): """ Normalizes a text such as a wikipedia title. @param text text to normalize @return normalized text """ return text.replace("_", " ").replace("''", '"')
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from typing import Any from typing import Union def try_parse_int_float_str(candidate: Any) -> Union[float, int, str]: """ Tries to parse the given value as an int or float. If this does not work simply the string-representation of the candidate will be returned. Examples: >>> res = try_parse...
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def find_edf_events(raw): """Get original EDF events as read from the header. For GDF, the values are returned in form [n_events, pos, typ, chn, dur] where: ======== =================================== ======= name description type ======== ================...
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def buildup_function(p, E_max, p_half): """Calculate asymptotic buildup curve Args: p (array): power series E_max (float): maximum enhancement p_half (float): power at half saturation Returns: ndarray: buildup curve .. math:: f(p) = 1 + E_{max} * p / (p_{1/2} +...
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def plot_hsu(hst, models, max_speed, pressure_charge, max_pressure): """ For the given HST computes the sizes, efficiencies and plots the efficiency map. Returns: --- fig: plotly figure object """ hst.compute_sizes() hst.compute_speed_limit(models['pump_speed']) hst.add_no_load((180...
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def multiplica(x, y, z=None): """Multiplica x, y, z Multiplica x, y e z = o programador pde omitir a variavel z caso nao tenha necessidade de usa-la """ if z: return x * y else: return x * y * z
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def format(dt, fmt = "dt", simplified = True): """Format a datetime object. Use a python :py:class:`datetime.datetime` object and convert it to a string, wrapping the :py:meth:`datetime.datetime.strftime` method. For convenience, enable the interpretation of a simpler syntax for common and default ...
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import mpmath def _fmod(x, y): """ returns x - n * y, where n is the quotient of x / y, rounded towards zero to an integer. """ fquot = mpmath.mpf(x) / y if fquot < 0: n = -mpmath.floor(-fquot) else: n = mpmath.floor(fquot) return x - n * y
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def dest_file(file_name): """ "Add.asm" -> "Add.hack" """ naked = file_name.rsplit('.', 1)[0] return naked + '.hack'
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def THETA_0(): """ The `THETA_0` function returns the value for the Earth's Rotation Angle (ERA) at J2000.0 according to the IERS numerical standards (2010). """ return 0.7790572732640
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def get_id(x): """Pro zadany znak v rozsahu 'a' - 'z' vrati hodnotu 0 - 25.""" return ord(x) - ord('a')
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def _factors_sum(idadf, columnlist, valuelist): """ Compute the arithmetic sum over for all columns in a list (valuelist) over the IdaDataFrame grouped by a list of columns (columnlist). Parameters ---------- columnlist : list List of column names that exist in self. valuelist : lis...
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def count_in_list(my_list, count_for=1): """ Gets the count of a certain value in a list. Args: my_list (list of obj): The list to search through. count_for (obj): The object to count. Returns: int: The number of that object """ count = 0 for item in my_list...
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def depth_first_search(graph, start, end): """ Determines path from start to end using 'depth first search' with backtracking. :param graph: class Graph :param start: start node :param end: end node :return: path as list of nodes. """ if start not in graph: raise ValueError(...
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import os def is_path_exists(path): """check path check path existence Args: path (str): analyze control queue file path Returns: True/False (boolean): exist:True not found:False """ try: directory = os.path.dirname(path) fl = os.listdir(directory + "/") ...
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from typing import List from typing import Tuple def triplets(n : int) -> List[Tuple[int, int, int]]: """Précondition : n >= 0 Retourne la liste des triplets (i,j,k) sur l'intervalle [1;n].""" i : bool return [(i, j, k) for i in range(1, n+1) for j in range(1, n+1) ...
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def get_terciary_topic(lda_model, corpus): """ Extract dominant topic for each document and its percentage contribution. """ doc_topics = [] doc_topics_percent = [] for document in corpus: topics_dist = lda_model.get_document_topics(document) if len(topics_dist) > 1: ...
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def pool_sku(config, lower=False): # type: (dict, bool) -> str """Get Pool sku :param dict config: configuration object :param bool lower: lowercase return :rtype: str :return: pool sku """ sku = config['pool_specification']['sku'] return sku.lower() if lower else sku
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import time def time_now(): """returns current unix time as an integer""" return int(time.time())
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def filter_latest_builds(builds): """Filters Build objects to include only the latest for each builder. Args: builds: A collection of Build objects. Returns: A list of Build objects; only one Build object per builder name. If there are only Builds with no build number, then one is ...
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def checksum(number, alphabet='0123456789'): """Calculate the Luhn checksum over the provided number. The checksum is returned as an int. Valid numbers should have a checksum of 0.""" n = len(alphabet) number = tuple(alphabet.index(i) for i in reversed(str(number))) return (sum(nu...
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def racks_for_replica_list(replicas, pos=None): """ Returns a set of racks for each of the given replicas in the list Skip the replica at position pos, if specified :params replicas: a list of Broker objects :params pos: a replica position to skip, or None to not skip a replica :returns: a list...
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def is_text(bytesio): """Return whether the first KB of contents seems to be binary. This is roughly based on libmagic's binary/text detection: https://github.com/file/file/blob/df74b09b9027676088c797528edcaae5a9ce9ad0/src/encoding.c#L203-L228 """ text_chars = ( bytearray([7, 8, 9, 10, 11, ...
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def create_getter(key): """Create getter method.""" def f(self): return self._values[key] return f
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def session_device(request, var, Session="auth_device"): """ Set a Session variable if logging in via a subacc This will be linked to a decorator to control access to sections of the site that will require the master account to be used :param request: :param session: default is auth_device :...
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def insertion_sort(arr): """Sorts the given array using insertion sort. Average/worst case is O(n^2). Best case is O(n). Arguments: arr: The array to sort. Returns: The array arr, but sorted. """ # i keeps track of the end of the sorted # section. The element immediate...
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def tbody( trContent=""): """ *Generate a table body - TBS style* **Key Arguments:** - ``trContent`` -- the table row content **Return:** - ``tbody`` -- the table body """ tbody = """<tbody class="">%(trContent)s</tbody>""" % locals() return tbody
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def sample_width_to_string(sample_width): """Convert sample width (bytes) to ALSA format string.""" return {1: 's8', 2: 's16', 4: 's32'}[sample_width]
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import hashlib def sha256(payload): """This function returns the sha256 of the provided payload""" return hashlib.sha256(payload).digest()
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import os def create_md_path(label): """ create MD simulation path based on its label (int), and automatically update label if path exists. """ md_path = f'omm_runs_{label}' try: os.mkdir(md_path) return md_path except: return create_md_path(label + 1)
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def _generate_snitch_text(cluster): """Generate the text for the PropertyFileSnitch file""" i=1 contents = [ "# Auto-generated topology snitch during cluster turn-up", "#", "# Cassandra node private IP=Datacenter:Rack", "#", "" ] for z in cluster.keys(): contents.append("# Zo...
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from collections import OrderedDict def readResult(fname): """ Open results file, extract and return minimum point as OrderedDict and return raw list of all other lines for further processing. """ RES=[] OTH=[] with open(fname) as f: for line in f: l=line.strip() ...
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import re def _identifier_for_name(name, *reserveds): """Makes an identifier from a given name and disambiguates if it is reserved. 1. replace invalid identifier characters with '_' 2. prepend with '_' if first character is a digit 3. append a disambiguating positive integer if it is reserved :p...
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import subprocess def runcmd(cmd, shell=False, check=False): """ Run command. Args: cmd: Command to run. Array with value for each arg, unless shell is True or there's only 1 arg (binary to run). shell (opt, False): Whether to run command in a shell. check (opt, False): Whether to throw except...
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import mpmath def var(lam): """ Variance of the Poisson distribution. """ return mpmath.mpf(lam)
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import traceback def isTestMode(): """ Returns true if we detect the TestCase class in stack """ for line in traceback.extract_stack(None): if 'unittest' in line.filename: return True return False
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def scale_to_range(min_max_old, element, min_max_new=[0, 10]): """Scale element from min_max_new to the new range, min_max_old. Args: min_max_old: Original range of the data, [min, max]. element: Integer that will be scaled to the new range, must be within the old_range. min...
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import os def do_compile(infile, outfile, extras): """Create the command-line for a C compiler invocation.""" if os.path.splitext(infile)[1] == '.C' or 'g++.dg' in infile: # lol windows return [extras['cxx'], infile, '-o', outfile] + extras['cxxflags'] else: return [extras['cc'], infile, '-o', outfile]...
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def output_file_version() -> str: """A suffix that is added to output files, denoting a version of the data format""" return 'v5'
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import os def getTestSuiteName(testDir): """ Extracts test suite name from the given directory structure. Example: testDir = "/home/user/zserio/tests/language/enumeration_types/python testSuiteName = getTestSuiteName(testDir) print(testSuiteName) # prints "language/enumeration_types" :pa...
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def collate_sampling_metrics(ld_metrics): """Converts Langevin metrics into TensorBoard-readable format. Args: ld_metrics: A tensor with metrics returned by annealed_langevin_dynamics sampling procedure. """ num_metrics, num_sigmas, num_steps = ld_metrics.shape del num_metrics # unused sampl...
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def _GetBrowserPID(track): """Get the browser PID from a trace. Args: track: The tracing_track.TracingTrack. Returns: The browser's PID as an integer. """ for event in track.GetEvents(): if event.category != '__metadata' or event.name != 'process_name': continue if event.args['name'] =...
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def mean(x1, x2): """Integer average.""" return (x1 + x2)/2
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def get_time(seconds): """Returns human readable time format for stats.""" m, s = divmod(seconds, 60) h, m = divmod(m, 60) d, h = divmod(h, 24) return "%dd:%dh:%02dm:%02ds" % (d, h, m, s)
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def manhattan_distance(x: int, y: int) -> int: """compute the manhattan distance""" return abs(x) + abs(y)
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import selectors def is_readable(fileobj, *, timeout=None): """Check that the file-like resource is readable within the given timeout via polling. :param Union[int, SupportsFileNo] fileobj: :param Optional[int] timeout: (in seconds) :return bool """ with selectors.DefaultSelector() as selecto...
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def manage_time(timestamp): """ Given the string representation of a the time using the "minutes:seconds[:miliseconds]" representation, returns the number of seconds using double precision """ time_strip = timestamp.split(":") seconds = int(time_strip[0]) * 60 + int(time_strip[1]) # Ad...
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def check_syntax(code): """Return True if syntax is okay.""" try: return compile(code, '<string>', 'exec') except (SyntaxError, TypeError, UnicodeDecodeError): return False
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import json def parse_genres(movie): """ Convert genres to a dictionnary for dataframe. :param movie: movie dictionnary :return: well-formated dictionnary with genres """ parse_genres = {} g = movie['genres'] with open('genre.json', 'r') as f: genres = json.load(f) for k...
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import torch def filter_maxima(image, min_distance=2, threshold_abs=0.05, threshold_rel=0.5, pad=True): """ Similar to skimage.feature.peak.peak_local_max(image, min_distance=10, threshold_abs=0, threshold_rel=0.1, num_peaks=inf) Args: image: tensor (B,C,H,W), density map min_distance: int ...
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from typing import List def primes_sieve(limit: int) -> List[int]: """Returns all primes under ``limit`` in increasing order.""" a = [True] * limit a[0] = False for i, isprime in enumerate(a[1:], start=2): if isprime: for n in range(i * i, limit + 1, i): a[n - 1] =...
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def rankine_to_celsius(rankine: float, ndigits: int = 2) -> float: """ Convert a given value from Rankine to Celsius and round it to 2 decimal places. Wikipedia reference: https://en.wikipedia.org/wiki/Rankine_scale Wikipedia reference: https://en.wikipedia.org/wiki/Celsius >>> rankine_to_celsius(2...
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import math def distance(point_a, point_b): """ Returns the distance between two points given as tuples """ x0, y0 = point_a x1, y1 = point_b return math.hypot(x0 - x1, y0 - y1)
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def estimate_clipping_rect(projector, size): """ Return: rect -- NSRect style 2d-tuple. flipped (bool) -- Whether y-axis is flipped. """ # lt -> rt -> lb -> rb image_corners = [(0, 0), (size[0], 0), (0, size[1]), size] x_points = [] y_points = [] for corner in image_corners: ...
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def getTau(z,density,xH,TS= 1): """ Given NumPy arrays for density, xH and TS calculate the corresponding 21cm optical depth in each cell should extend later to allow for velocity field """ norm=0.009*pow(1+z,1.5) tau=norm*(1+density)*xH/TS return tau
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import os def read(path): """read(path) -> str Open file, return content. Examples: >>> read('pwnlib/util/misc.py').split('\\n')[0] 'import socket, re, os, stat, errno, string, base64' """ path = os.path.expanduser(os.path.expandvars(path)) with open(path) as fd: retu...
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import numpy def error(ilo, ihix, ihiy, dx, r): """ calculates the L2 norm of elements in the residual """ e = numpy.sqrt(dx*dx*numpy.sum((r[ilo:ihix+1,ilo:ihiy+1]**2))) return e
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def set_of_words_2_vector(vocabulary_list, input_set): """ :param vocabulary_list: 词汇的列表 :param input_set: 某个文档 :return: 文档向量,向量的每一个元素为1或0,分别表示词汇表中的单词在输入文档中是否出现 """ # 创建一个其中所含元素都为0的向量 return_vector = [0] * len(vocabulary_list) for word in input_set: ...
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import json import sys def format(content: bytes) -> str: """ 传入的数据为utf-8格式的Json数据,将Json数据格式化为Html :param content: :return: 格式化后的Html """ jsonData = json.loads(str(content, 'utf-8')) # 格式化被查询的单词 word = '''<p style="color: red; font-weight: bold">%s</p>'''%(sys.argv[1]) # 格式化音标 当翻译句...
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import re def mask_as_regex(mask): """Return a regex object corresponding to the IRC hostmask pattern string *mask*.""" pattern = '' backslash = False # was the last character a backslash? for char in mask: if backslash: # The RFC doesn't state this explicitly, but the provide...
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def flatten(nested): """ flattens a nested list >>> flatten([['wer', 234, 'brdt5'], ['dfg'], [[21, 34,5], ['fhg', 4]]]) ['wer', 234, 'brdt5', 'dfg', 21, 34, 5, 'fhg', 4] """ result = [] try: # dont iterate over string-like objects: try: nested + '' except(TypeError): pass else:...
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from typing import Tuple from typing import Callable import hashlib from typing import Union def _hash( tpl: Tuple, hash_function: Callable = hashlib.sha1, as_int: bool = True ) -> Union[str, int]: """Deterministic hash function. The main use here is providing a `commit_hash` for a Dataset to compare acro...
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def collect_src_frechet_files(py, search_directoy, output_directory): """ collect src_frechet files """ script = f"ibrun -n 1 {py} -m seisflow.scripts.source_inversion.collect_src_frechet --search_directoy {search_directoy} --output_directory {output_directory}; \n" return script
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def fill_gaps(indicies, elementss, size, gap): """Fill gaps of arrays with size with indicies and elems.""" full = [None] * size for ind, elem in zip(indicies, elementss): full[ind] = elem for ind in range(size): if full[ind] is None: full[ind] = gap() return full
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def get_language(abrev): """ returns: the list of languages of a canton. The list is sorted by main language """ lang = { 'AG': ['D'], 'AR': ['D'], 'AI': ['D'], 'BL': ['D'], 'BS': ['D'], 'BE': ['D', 'FR'], 'FR': ['FR', 'D'] , 'GE'...
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def BOSZ_filename(Teff, metallicity, log_g, res, carbon=0, alpha=0): """ Generate filename for BOSZ spectrum. """ teff_str = f't{Teff:04.0f}' logg_str = 'g{:02.0f}'.format(int(log_g*10)) metal_str = 'mp{:02.0f}'.format(int(abs(metallicity*10)+0.5)) # Metallicity [M/H] if metallicity<0: ...
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def generate_sequence(lst: list[int]) -> list[int]: """Return a new list that contains the sequence of integers between the minimum and maximum of lst, inclusive. When the minimum and maximum of lst are the same, the list should only contain one element. Assume that len(lst) >= 1. >>> generate_se...
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def checkR(board, intX, intY, newX, newY): """Check if the rook move is legal, returns true if legal""" tmp=False count=1 if intX==newX:#Checks E and W tmp=True while count<9: if intY<count<newY or newY<count<intY: if board[count-1][intX-1]!='OO': ...
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def equilibrium_check(accumulate, average, calls): """ Define stop conditions """ if average != 0: vpA = abs(accumulate[0] - average) / average # Calculate A-Phase imbalance vpB = abs(accumulate[1] - average) / average # Calculate B-Phase imbalance vpC = abs(accumulate[2] -...
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import math def euclidean_distance(p, q): """ Computes the distance between two points p and q. """ return math.sqrt((p[0] - q[0])**2 + (p[1] - q[1])**2)
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def get_ranks_info(): """ Return current MPI rank and number of ranks None, None - if MPI environment is not available :return: rank, max_rank """ rank = None max_rank = None try: pass # removed in April 2020 since it was only used on Titan and is causing import errors ...
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import os def path(*paths): """ 计算目录及文件的绝对路径 """ dir_name=os.path.dirname(os.path.realpath(__file__)) return os.path.abspath(os.path.join(dir_name,*paths))
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def get_func_name(func): """Get name of a function. Parameters ---------- func: Function The input function. Returns ------- name: str The function name. """ return func.func_name if hasattr(func, "func_name") else func.__qualname__
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import json def format_json(data): """ 格式化json :param data: :return: """ if isinstance(data, str): data = json.loads(data) return json.dumps(data, indent=4, ensure_ascii=False)
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def _normalize_image_id(image_id): """ The image IDs we get back from parsing "docker build" output are abbreviated to 12 hex digits. In order to compare them to the ids we get from "docker.Client.images()" calls, we need to normalize them """ if image_id is None: return None if ima...
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import torch def mask_fill( fill_value: float, tokens: torch.Tensor, embeddings: torch.Tensor, padding_index: int, ) -> torch.Tensor: """ Function that masks embeddings representing padded elements. :param fill_value: the value to fill the embeddings belonging to padded tokens. :param...
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def pbin(num): """ convert int to 8 characters binary string which not contain '0b' in begin """ return bin(int(num))[2:].zfill(8)
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import os def GetPathToAsset(asset, search_paths): """Builds a list of (filename, asset) pairs from an asset file. Args: asset: string - a file to search for. search_paths: list of strings - paths to search for asset files Returns: The full path to the found file, or None if it does not exist. "...
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import math def stats_collect(Mt_real, Mt_est, server, client, user_def): """The stats_collect function is responsible for collecting the data on every migration that occurs. This data will be usefull determine the effectiveness of the migration mechanisms used :param Mt_real: Total time of migrati...
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def _average(value_a: float, num_a: int, value_b: float, num_b: int) -> float: """Compute a weighted average of 2 values with associated numbers.""" divisor = num_a + num_b if divisor == 0: return 0 else: return float(value_a * num_a + value_b * num_b) / divisor
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def _bind_context(function): """ Lifts function from ``RequiresContext`` for better composition. In other words, it modifies the function's signature from: ``a -> RequiresContext[env, b]`` to: ``Container[env, a, c]`` -> ``Container[env, b, c]`` .. code:: python >>> from returns.conte...
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import math import numpy def l2Norm_local(x): """ Compute the l_2 norm for just local (processor) system (not parallel) """ return math.sqrt(numpy.dot(x,x))
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def average(lst): """ Calculates the average of a given list :param lst: list of numbers :return: average value """ return sum(lst) / len(lst)
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def _bti(bs): """Convert multibyte character literals in C enum to int value. See 6.4.4.4 in C99 (TC3). http://stackoverflow.com/a/548312/1376863 """ rbs = reversed(bytearray(bs)) return sum(b * (2 ** (i * 8)) for b, i in zip(rbs, range(len(bs))))
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def _multihead_attention_output_shape( # pylint: disable=invalid-name input_shapes, **unused_kwargs): """Helper: calculate multihead attention output shape.""" q_shape = input_shapes[0][0] # Inputs are ((q, k, v), mask). mask_shape = input_shapes[1] return q_shape, mask_shape
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import os def mtime(path): """shorthand for mtime""" return os.stat(path).st_mtime
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import os import subprocess def _install_exe(src, dest): """Run the MSI installer to silently install the application into the destination folder. Return the folder path. Arguments: src -- MSI installer to be executed dest -- the path to install to """ # The installer doesn't automatical...
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def getChunks(dsets,nbchunks): """ Splits dataset object into smaller chunks Parameters: * dsets (dict): dataset * nbchunks (int): number of data chunks to be created Returns: * dict: chunks from dataset stored as dictionaries """ ret = [] for ichunk in range(nbchunks): datagrp = {} f...
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def from_rgb(rgb): """translates an rgb tuple of int to a tkinter friendly color code """ r, g, b = rgb return f'#{r:02x}{g:02x}{b:02x}'
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def desvioPoisson(l, t): """ Cálcula o desvio padrão de uma distribuição poisson """ return t*l
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def value_to_intervals(value, dict_valstoinv): """ 根据字典对值返回对应的区间 e.g. dict_valstoinv:{(-1, 100]: 0, (100, +Inf): 1} value: 50 返回值(-1, 100] PS:如果存在有重复匹配的区间, 则取第一个匹配上的 Parameters: ---------- value: number, 数值 dict_valstoinv: dict, 区间字典 Returns: ------- 数值对应的区间 ...
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import struct def parse_user(user_id): """ Repack user id into XX:XX:XX:XX formatted string """ user_bytes = [hex(x) for x in struct.unpack("4B", struct.pack("<I", user_id))] return ':'.join(user_bytes).replace('0x', '')
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from typing import Union def make_string(seq: Union[bytes, list]) -> str: """ Don't throw an exception when given an out of range character. """ string = '' for char in seq: # Screen out non-printing characters try: if 32 <= char < 256: string += chr(cha...
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import math def printAngle(angle): """Generate angle line Parameters ---------- angle : Angle Object Angle Object Returns ------- angleLine : str Angle line data """ k0 = angle.K0*8.3680 angle0 = math.radians(angle.angle0) return '<Angle class1=\"%s\...
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import torch def validation(model, loader, criterion, device): """ model inference during training Parameters: model - model architecture, support : 'vgg16, 'resnet152', 'densenet161' loader - dataloaders for e.g validloaders criterion - deep learning criterion ...
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