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def get_completed_exploration_ids(user_id, collection_id): """Returns a list of explorations the user has completed within the context of the provided collection. Args: user_id: str. ID of the given user. collection_id: str. ID of the collection. Returns: list(str). A list of e...
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import re def clean_str(string): """ Tokenization/string cleaning for all datasets except for SST. """ string = re.sub(r"[^A-Za-z0-9(),!?\'\`]", " ", string) string = re.sub(r"\?", " ? ", string) string = re.sub(r"\s{2,}", " ", string) return string.strip().lower()
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def transitive_closure(graph): """ Compute the transitive closure of the graph :param graph: a graph (list of directed pairs) :return: the transitive closure of the graph """ closure = set(graph) while True: new_relations = set((x, w) for x, y in closure for q, w in closure if q == y...
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def call_function(func_name, func_args, params, system): """ func_args : list of values (int or string) return str or None if fail return ROPChain if success """ if( system == Systems.TargetSystem.Linux and curr_arch_type() == ArchType.ARCH_X86 ): return call_function_linux_x86(func...
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import traceback def error_handler(update, context): """Log Errors caused by Updates.""" log.error( 'with user: "%s (%s)"\nmessage: "%s"\ntraceback: %s', update.effective_user, update.effective_user.id, context.error, traceback.format_exc() ) return Conversation...
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def jac(w, centred_img_patches, F, NUM_MODES): """ The Jacobian of the numerical search procedure. Parameters ---------- w : numpy array (floats) Column vector of model weights, used to construct mapping. centred_img_patches : numpy array (floats) The mean-centred {p x NUM_PATCH...
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def get_session(): """Entrega uma instancia da session, para manipular o db.""" return Session(engine)
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def sdm_ecart(f): """ Compute the ecart of ``f``. This is defined to be the difference of the total degree of `f` and the total degree of the leading monomial of `f` [SCA, defn 2.3.7]. Invalid if f is zero. Examples ======== >>> from sympy.polys.distributedmodules import sdm_ecart ...
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def draw_gif_frame(image, bbox, frame_no): """Draw a rectangle with given bbox info. Input: - image: Frame to draw on - length: Number of info (4 info/box) - bbox: A list containing rectangles' info to draw -> frame id x y w h Output: Frame that has been drawn on""" obj_id = b...
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def build_response(session_attributes, speechlet_response): """ Build the Alexa response """ # Log debug_print("build_response") return { 'version': '1.0', 'sessionAttributes': session_attributes, 'response': speechlet_response }
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def create_host(api_client, orig_host_name, orig_host_uid, cloned_host_name, cloned_host_ip): """ Create a new host object with 'new_host_name' as its name and 'new_host_ip_address' as its IP-address. The new host's color and comments will be copied from the the "orig_host" object. :param api_client: Ap...
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def parenthesize(x): """Return a copy of x surrounded by open and close parentheses""" cast = type(x) if cast is deque: return deque(['('] + list(x) + [')']) return cast('(') + x + cast(')')
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def get_logo_color(): """Return color of logo used in application main menu. RGB format (0-255, 0-255, 0-255). Orange applied. """ return (255, 128, 0)
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def DG(p,t,Ep=10): """ Entrenamiento por Descenso de Gradiente """ # m será igual al número patrones de # entrenamiento (ejemplos) y n al número # de elementos del vector de caracteristicas. m,n = p.shape a = 0.5 #--- Pesos iniciales --- w = np.random.uniform(-0.25,0.25,2) ...
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import matplotlib.patheffects as pe def plot_tc_errors(rec, legend=True, ax=None, per_stim=False, ylim=(0, 200)): """ Plot tuning curve (TC) sMAPE. .. WARNING:: Untested! .. TODO:: Test or remove `plot_tc_errors`. Parameters ---------- rec : `.GANRecords` """ ...
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def delete_video_db(video_id): """Delete a video reference from the database.""" connection = connect_db() connection.cursor().execute('DELETE FROM Content WHERE contentID=%s', (video_id,)) connection.commit() close_db(connection) return True
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import numba def int_to_float_fn(inputs, out_dtype): """Create a Numba function that converts integer and boolean ``ndarray``s to floats.""" if any(i.type.numpy_dtype.kind in "ib" for i in inputs): args_dtype = np.dtype(f"f{out_dtype.itemsize}") @numba.njit(inline="always") def inpu...
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from numpy import sqrt def vel_gradient(**kwargs): """ Calculates velocity gradient across surface object in supersonic flow (from stagnation point) based upon either of two input variable sets. First method: vel_gradient(R_n = Object radius (or equivalent radius, for shapes that a...
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from functools import reduce def lcm(numbers): """ Get the least common multiple of a list of numbers ------------------------------------------------------------------------------------ input: numbers [1,2,6] list of integers output: 6 integer """ return reduce(lambda x, y: int((x * y) / gcd(x, ...
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def parseBracketed(idxst,pos): """parse an identifier in curly brackets. Here are some examples: >>> def test(st,pos): ... idxst= IndexedString(st) ... (a,b)= parseBracketed(idxst,pos) ... print(st[a:b]) ... >>> test(r'{abc}',0) {abc} >>> test(r'{ab8c}',0) {ab8c...
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def compute_agg_tiv(tiv_df, agg_key, bi_tiv_col, loc_num): """ compute the agg tiv depending on the agg_key""" agg_tiv_df = (tiv_df.drop_duplicates(agg_key + [loc_num], keep='first')[list(set(agg_key + ['tiv', 'tiv_sum', bi_tiv_col]))] .groupby(agg_key, observed=True).sum().reset_index()) if 'is_...
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from typing import List def convert_configurations_to_array(configs: List[Configuration]) -> np.ndarray: """Impute inactive hyperparameters in configurations with their default. Necessary to apply an EPM to the data. Parameters ---------- configs : List[Configuration] List of configurati...
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from typing import Optional from datetime import datetime import requests def annual_mean( start: Optional[datetime] = None, end: Optional[datetime] = None ) -> dict: """Get the annual mean data ---------------------------- Data from March 1958 through April 1974 have been obtained by C. David Ke...
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def exception(logger,extraLog=None): """ A decorator that wraps the passed in function and logs exceptions should one occur @param logger: The logging object """ print logger def decorator(func): print "call decorator" def wrapper(*args, **kwargs): print "call e...
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def read_external_sources(service_name): """ Try to get config from external sources, with the following priority: 1. Credentials file(ibm-credentials.env) 2. Environment variables 3. VCAP Services(Cloud Foundry) :param service_name: The service name :return: dict """ config = {} ...
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import torch def intersect(box_a, box_b): """ We resize both tensors to [A,B,2] without new malloc: [A,2] -> [A,1,2] -> [A,B,2] [B,2] -> [1,B,2] -> [A,B,2] Then we compute the area of intersect between box_a and box_b. Args: box_a: (tensor) bounding boxes, Shape: [A,4]. box_b: (tensor)...
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import re def tokenize(text): """ tokenize text messages Input: text messages Output: list of tokens """ # find urls and replace them with 'urlplaceholder' url_regex = 'http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|[!*\(\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+' text = re.sub(url_regex, 'urlplaceholder'...
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import scipy import copy def peakFindBottom(x, y, peaks, fig=None, verbose=1): """ Find the left bottom of a detected peak Args: x (array): independent variable data y (array): signal data peaks (list): list of detected peaks fig (None or int): if integer, then plot results ...
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def replacelast(string, old, new, count = 1): """Replace the last occurances of a string""" return new.join(string.rsplit(old,count))
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import os def parse_config(config): """Parse the config dictionary for common objects. Currently only parses the following: * `directories` for relative path names. Args: config (dict): Config items. Returns: dict: Config items but with objects. """ # Prepend the bas...
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def _safe_read_img(img): """ Read in tiff image if a path is given instead of np object. """ img = imread(img) if isinstance(img, str) else np.array(img) return np.nan_to_num(img)
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def max_version(*modules: Module) -> str: """Maximum version number of a sequence of modules/version strings See `get_version` for how version numbers are extracted. They are compared as `packaging.version.Version` objects. """ return str(max(get_version(x) for x in modules))
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def load_secret(name, default=None): """Check for and load a secret value mounted by Docker in /run/secrets.""" try: with open(f"/run/secrets/{name}") as f: return f.read().strip() except Exception: return default
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from operator import sub def snake_case(x): """ Converts a string to snake case """ # Disclaimer: This method is annoyingly complex, and i'm sure there is a much better way to do this. # The idea is to iterate through the characters # in the string, checking for specific cases and handling...
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async def process_manga(data_list: list[dict], image_path: str) -> str: """对单张图片进行涂白和嵌字的工序 Args: data_list (list[dict]): ocr识别的文字再次封装 image_path (str): 图片下载的路径(同时也作为最后保存覆盖的路径) Returns: str: 保存的路径 """ image = Image.open(image_path).convert("RGB") for i in data_list: ...
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def padded_nd_indices(is_valid, shuffle=False, seed=None): """Pads the invalid entries by valid ones and returns the nd_indices. For example, when we have a batch_size = 1 and list_size = 3. Only the first 2 entries are valid. We have: ``` is_valid = [[True, True, False]] nd_indices, mask = padded_nd_indic...
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def part_two(data: str) -> int: """The smallest number leading to an md5 hash with six leading zeros for data.""" return smallest_number_satisfying(data, starts_with_six_zeros)
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def showlatesttag(context, mapping): """List of strings. The global tags on the most recent globally tagged ancestor of this changeset. If no such tags exist, the list consists of the single string "null". """ return showlatesttags(context, mapping, None)
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def list_filters(): """ List all filters """ filters = [_serialize_filter(imgfilter) for imgfilter in FILTERS.values()] return response_list(filters)
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def len_adecuada(palabra, desde, hasta): """ (str, int, int) -> str Valida si la longitud de la palabra está en el rango deseado >>> len_adecuada('hola', 0, 100) 'La longitud de hola, está entre 0 y 100' >>> len_adecuada('hola', 1, 2) 'La longitud de hola, no está entre 1 y 2' :para...
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import warnings def ECEF_from_ENU(enu, latitude, longitude, altitude): """ Calculate ECEF coordinates from local ENU (east, north, up) coordinates. Args: enu: numpy array, shape (Npts, 3), with local ENU coordinates latitude: latitude of center of ENU coordinates in radians longit...
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def showresults(options=''): """ Generate and plot results from a kima run. The argument `options` should be a string with the same options as for the kima-showresults script. """ # force correct CLI arguments args = _parse_args(options) plots = [] if args.rv: plots.appe...
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import re def convert_as_number(symbol: str) -> float: """ handle cases: ' ' or '' -> 0 '10.95%' -> 10.95 '$404,691,250' -> 404691250 '$8105.52' -> 8105.52 :param symbol: string :return: float """ result = symbol.strip() if...
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import pandas as pd import os def mgus(path): """Monoclonal gammapothy data Natural history of 241 subjects with monoclonal gammapothy of undetermined significance (MGUS). mgus: A data frame with 241 observations on the following 12 variables. id: subject id age: age in years at the detection of...
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def smiles_dict(): """Store SMILES for compounds used in test cases here.""" smiles = { "ATP": "Nc1ncnc2c1ncn2[C@@H]1O[C@H](COP(=O)(O)OP(=O)(O)OP(=O)(O)O)[C" + "@@H](O)[C@H]1O", "ADP": "Nc1ncnc2c1ncn2[C@@H]1O[C@H](COP(=O)(O)OP(=O)(O)O)[C@@H](O)[C" + "@H]1O", "meh": "CCC(=O)C(=O)O...
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def prepare_parser() -> ArgumentParser: """Create all CLI parsers/subparsers.""" # Handle core parser args parser = ArgumentParser( description="Learning (Hopefully) Safe Agents in Gridworlds" ) handle_parser_args({"core": parser}, "core", core_parser_configs) # Handle environment subpa...
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def import_google(authsub_token, user): """ Uses the given AuthSub token to retrieve Google Contacts and import the entries with an email address into the contacts of the given user. Returns a tuple of (number imported, total number of entries). """ contacts_service = gdata.contact...
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def getGpsTime(dt): """_getGpsTime returns gps time (seconds since midnight Sat/Sun) for a datetime """ total = 0 days = (dt.weekday()+ 1) % 7 # this makes Sunday = 0, Monday = 1, etc. total += days*3600*24 total += dt.hour * 3600 total += dt.minute * 60 total += dt.second return(total)
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def class_logger(module_logger, attribute = "logger"): """ Class decorator to add a class-level Logger object as a class attribute. This allows control of debugging messages at the class level rather than just the module level. This decorator takes the module logger as an argument. """ def decorator(cl...
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from datetime import datetime def validate_date(date, flash_errors=True): """ Validates date string. Format should be YYYY-MM-DD. Flashes errors if flash_errors is True. """ try: datetime.datetime.strptime(date, '%Y-%m-%d') except ValueError: if flash_errors: flask.flash('Invalid date provid...
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def generate_error_map(image, losses, box_lenght): """ Function to overlap an error map to an image Args: image: input image losses: list of losses, one for each masked part of the flow. Returs: error_map: overlapped error_heatmap and image. """ box_lenght = int(box_lengh...
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def get_order(oid): # noqa: E501 """Gets an existing order by order id # noqa: E501 :param oid: :type oid: str :rtype: Order """ oid = int(oid) msg = "error retrieving order" ret_code = 400 if oid in orders: msg = {"status": f"order retrieved", "order": orders[oid],...
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import operator def most_recent_assembly(assembly_list): """Based on assembly summaries find the one submitted the most recently""" if assembly_list: return sorted(assembly_list, key=operator.itemgetter('submissiondate'))[-1]
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import re def dict_from_xml_text(xml_text, fix_ampersands=False): """ Convert an xml string to a dictionary of values :param xml_text: valid xml string :param fix_ampersands: additionally replace & to & encoded value before parsing to etree :return: dictionary of data """ if fix_ampers...
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def find_encryption_key(loop_size, subject_number): """Find encryption key from the subject_number and loop_size.""" value = 1 for _ in range(loop_size): value = transform_value(value, subject_number) return value
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import math def carla_rotation_to_RPY(carla_rotation): """ Convert a carla rotation to a roll, pitch, yaw tuple Considers the conversion from left-handed system (unreal) to right-handed system (ROS). Considers the conversion from degrees (carla) to radians (ROS). :param carla_rotation: the c...
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from bempp.api.integration.triangle_gauss import rule from scipy.sparse import coo_matrix from scipy.sparse.linalg import aslinearoperator def compute_p1_curl_transformation(space, quadrature_order): """ Compute the transformation of P1 space coefficients to surface curl values. Returns two lists, curl_t...
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def _get_individual_id(individual) -> str: """ Returns a unique identifier as string for the given individual. :param individual: The individual to get the ID for. :return: A string representing the ID. """ if hasattr(individual, "identifier") and (isinstance(individual.identifier, list) and ...
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def get_self_url(d): """Returns the URL of a Stash resource""" return d.html_url if isinstance(d, PullRequest) else d["links"]["self"][0]["href"]
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def shift(arr, *args): """ **WARNING** The ``Si`` arguments can be either a single array containing the shift parameters for each dimension, or a sequence of up to eight scalar shift values. For arrays of more than one dimension, the parameter ``Sn`` specifies the shift applied to the n-th dime...
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def ConvertToMeaningfulConstant(pset): """ Gets the flux constant, and quotes it above some energy minimum Emin """ # Units: IF TOBS were in yr, it would be smaller, and raw const greater. # also converts per Mpcs into per Gpc3 units=1e9*365.25 const = (10**pset[7])*units # to cubic Gpc an...
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def hw_uint(value): """return HW of 16-bit unsigned integer in two's complement""" bitcount = bin(value).count("1") return bitcount
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import copy def clip(x,xmin,xmax) : """ clip input array so that x<xmin becomes xmin, x>xmax becomes xmax, return clipped array """ new=copy.copy(x) bd=np.where(x<xmin)[0] new[bd]=xmin bd=np.where(x>xmax)[0] new[bd]=xmax return new
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def profile_from_creds(creds, keychain, cache): """Create a profile from an AWS credentials file.""" access_key, secret_key = get_keys_from_file(creds) arn = security_store(access_key, secret_key, keychain, cache) return profile_from_arn(arn)
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import traceback import traceback from typing import Tuple from pathlib import Path from typing import List from typing import Iterable import warnings def get_files(pp: Paths, glob: str=DEFAULT_GLOB, sort: bool=True) -> Tuple[Path, ...]: """ Helper function to avoid boilerplate. Tuple as return type is ...
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import torch def test(model, test_loader, dynamics, fast_init): """ Evaluate prediction accuracy of an energy-based model on a given test set. Args: model: EnergyBasedModel test_loader: Dataloader containing the test dataset dynamics: Dictionary containing the keyword arguments ...
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def get_cluster_activite(cluster_path_csv, test, train=None): """Get cluster activite csv from patch cluster_path_csv. Merge cluster with station_id Parameters ---------- cluster_path_csv : String : Path to export df_labels DataFrame test : pandas.DataFrame train : pandas.DataFrame...
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from typing import Optional def get_ssl_policy(name: Optional[str] = None, project: Optional[str] = None, opts: Optional[pulumi.InvokeOptions] = None) -> AwaitableGetSSLPolicyResult: """ Gets an SSL Policy within GCE from its name, for use with Target HTTPS and Target SSL...
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def getitem(self, item): """Select elements at the specific index. Parameters ---------- item : Union[slice, int, dragon.Tensor] The index. Returns ------- dragon.Tensor The output tensor. """ gather_args = [] if isinstance(item, Tensor): if item.dtype ...
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import torch def zdot_batch(x1, x2): """Finds the complex-valued dot product of two complex-valued multidimensional Tensors, preserving the batch dimension. Args: x1 (Tensor): The first multidimensional Tensor. x2 (Tensor): The second multidimensional Tensor. Returns: The dot pro...
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from datetime import datetime def add(request): """ Case of UPDATE REQUEST '/server/add/' 対象の更新 POST リクエストにのみレスポンス """ request_type = request.method logger.debug(request_type) if request_type == 'GET': raise Http404 elif request_type == 'OPTION' or request_type == 'HEAD': ...
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def gradient_check_numpy_expr(func, x, output_gradient, h=1e-5): """ This utility function calculates gradient of the function `func` at `x`. :param func: :param x: :param output_gradient: :param h: :return: """ grad = np.zeros_like(x).astype(np.float32) iter = np.nditer(x, f...
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def serve_values(name, func, args, kwargs, serving_values, fallback_func, backend_name=None, implemented_funcs=None, supported_kwargs=None,): #249 (line num in coconut source) """Determines the parameter value to serve for the given parameter name and kwargs. First checks for unsupported funcs or kwargs, then ...
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def find_peaks(sig): """ Find hard peaks and soft peaks in a signal, defined as follows: - Hard peak: a peak that is either /\ or \/. - Soft peak: a peak that is either /-*\ or \-*/. In this case we define the middle as the peak. Parameters ---------- sig : np array The 1d si...
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def evenly_divides(x, y): """Returns if [x] evenly divides [y].""" return int(y / x) == y / x
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def proxmap_sort(arr: list, key: Function = lambda x: x, reverse: bool = False) -> list: """Proxmap sort is a sorting algorithm that works by partitioning an array of data items, or keys, into a number of "subarrays" (termed buckets, in similar sorts). The name is short for computing a "proximity map," which in...
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import pathlib def load_footings_file(file: str): """Load footings generated file. :param str file: The path to the file. :return: A dict representing the respective file type. :rtype: dict .. seealso:: :obj:`footings.testing.load_footings_json_file` :obj:`footings.testing.load...
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def coupler(*, coupling: float = 0.5) -> SDict: """a simple coupler model""" kappa = coupling ** 0.5 tau = (1 - coupling) ** 0.5 sdict = reciprocal( { ("in0", "out0"): tau, ("in0", "out1"): 1j * kappa, ("in1", "out0"): 1j * kappa, ("in1", "out1"): ...
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def new_client(request): """ Function that allows a new client to register itself. :param request: Who has made the request. :return: Response 200 with user_type, state, message and token, if everything goes smoothly. Response 400 if there is some kind of request error. Response 403 for forbidden. O...
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from datetime import datetime def parse_time_interval_seconds(time_str): """ Convert a given time interval (e.g. '5m') into the number of seconds in that interval :param time_str: the string to parse :returns: the number of seconds in the interval :raises ValueError: if the string could not be parsed...
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from typing import List from typing import Dict def _map_class_names_to_probabilities(probabilities: List[float]) -> Dict[str, float]: """Creates a dictionary mapping readable class names to their corresponding probabilites. Args: probabilities (List[float]): A List of the probabilities for the best ...
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import collections def order_items(records): """Orders records by ASC SHA256""" return collections.OrderedDict(sorted(records.items(), key=lambda t: t[0]))
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def G2DListMutatorRealGaussianGradient(genome, **args): """ A gaussian gradient mutator for G2DList of Real Accepts the *rangemin* and *rangemax* genome parameters, both optional. The difference is that this multiplies the gene by gauss(1.0, 0.0333), allowing for a smooth gradient drift about the value. ...
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def convert_group_by(response, field): """ Convert to key, doc_count dictionary """ if not response.hits.hits: return [] r = response.hits.hits[0]._source.to_dict() stats = r.get(field) result = [{"key": key, "doc_count": count} for key, count in stats.items()] result_sorted = so...
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import sys def get_different_columns( meta_subset1: pd.DataFrame, meta_subset2: pd.DataFrame, common_cols: list) -> list: """Find which metadata columns have the same name but their content differ. Parameters ---------- meta_subset1 : pd.DataFrame A metadata table ...
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def _parse_single(argv, args_array, opt_def_dict, opt_val): """Function: _parse_single Description: Processes a single-value argument in command line arguments. Modifys the args_array by adding a dictionary key and a value. NOTE: Used by the arg_parse2() to reduce the complexity ratin...
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def compOverValueTwoSets(setA={1, 2, 3, 4}, setB={3, 4, 5, 6}): """ task 0.5.9 comprehension whose value is the intersection of setA and setB without using the '&' operator """ return {x for x in (setA | setB) if x in setA and x in setB}
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def d_beta(): """ Real Name: b'D BETA' Original Eqn: b'0.05' Units: b'' Limits: (None, None) Type: constant b'' """ return 0.05
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import csv def _get_data(filename): """ :param filename: name of a comma-separated data file with two columns: eccentricity and some other quantity x :return: eccentricities, x """ eccentricities = [] x = [] with open(filename) as file: r = csv.reader(file) for row...
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def longestCommonPrefix(strs): """ :type strs: List[str] :rtype: str """ if len(strs) > 0: common = strs[0] for str in strs[1:]: while not str.startswith(common): common = common[:-1] return common else: return ''
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def analytics_dashboard(request): """Main page for analytics related things""" template = 'analytics/analyzer/dashboard.html' return render(request, template)
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def insert(shape, axis=-1): """Shape -> shape with one axis inserted""" return shape[:axis] + (1,) + shape[axis:]
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import re def simplify_text(text): """ :param text: :return: """ no_html = re.sub('<[^<]+?>', '', str(text)) stripped = re.sub(r"[^a-zA-Z]+", "", str(no_html)) clean = stripped.lower() return clean
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def is_numpy_convertable(v): """ Return whether a value is meaningfully convertable to a numpy array via 'numpy.array' """ return hasattr(v, "__array__") or hasattr(v, "__array_interface__")
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def grower(array): """grows masked regions by one pixel """ grower = np.array([[0,1,0],[1,1,1],[0,1,0]]) ag = convolve2d(array , grower , mode = "same") ag = ag != 0 return ag
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def SMAPELossFlat(*args, axis=-1, floatify=True, **kwargs): """Same as `smape`, but flattens input and target. DOES not work yet """ return BaseLoss(smape, *args, axis=axis, floatify=floatify, is_2d=False, **kwargs)
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from datetime import datetime def get_fake_datetime(now: datetime): """Generate monkey patch class for `datetime.datetime`, whose now() and utcnow() always returns given value.""" class FakeDatetime: """Fake datetime.datetime class.""" @classmethod def now(cls): """Return...
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from typing import List def generate_order_by(fields: List[str], sort_orders: List[str], table_pre: str = '') -> str: """Функция генерит ORDER BY запрос для SQL Args: fields: список полей для сортировки sort_orders: список (asc\desc) значений table_pre: префикс таблицы в запросе Re...
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def toUnicode(glyph, isZapfDingbats=False): """Convert glyph names to Unicode, such as 'longs_t.oldstyle' --> u'ſt' If isZapfDingbats is True, the implementation recognizes additional glyph names (as required by the AGL specification). """ # https://github.com/adobe-type-tools/agl-specification#2-the-mapping # ...
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def list_watchlist_items_command(client, args): """ Get specific watchlist item or list of watchlist items. :param client: (AzureSentinelClient) The Azure Sentinel client to work with. :param args: (dict) arguments for this command. """ # prepare the request alias = args.get('watchlist_al...
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