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import _asyncio def threaded_async(func: _typing.Callable): """ Helper decorator used to resolve future in a thread-safe manner. """ future: _typing.Coroutine = func() def _call(): """ Inner function used to resolve the future correctly. """ return _asyncio.run_cor...
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def barycenter(P, K, reference="debiased", **kwargs): """Compute OT barycenter.""" ndim = P.ndimension() if ndim > 3 or ndim <= 1: raise ValueError("Data dimension must be 2 for 1d distributions" " or 3 for 2d distributions.") if reference == "debiased": if ndim ...
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def map_serial_number(facilities) -> str: """Map serial number.""" facility = facilities.get("body", {}).get("facilitiesList", [])[0] return str(facility.get("serialNumber", None))
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def get_shape_xyz(self): """Return the mode shape in cartesian coordinates. Parameters ---------- self : Mode a Mode object Returns ------- shape : ndarray ndarray of the shape (Nnodes*Ndof) """ if self.shape_xyz is not None and self.shape_xyz.size != 0: re...
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def product_check(product_name): """ Check if product name already exists in the database """ if mongo.db.products.find_one({"name": product_name}): # Display flash message flash("Product " + product_name + " already exists in the database", "warning") product_check...
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def login(body): """ todoc """ try: username = body["username"] password = body["password"] except: return _get_bad_request() user = User.query.filter(User.username == username).first() if not user: return {"code": "NOT_FOUND", "message": "Wrong username/password"...
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import argparse def get_arguments(): """Read arguments for the program and returns the ArgumentParser""" parser = argparse.ArgumentParser(description='''DroidLysis3 is a Python script which processes Android samples. \n 1/ It extracts properties from the samples (e.g connects to Internet, roots the phone......
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import hashlib def get_atoms_id(atoms: Atoms) -> str: """ Returns a unique ID for the Atoms object. Note: The .info dict and calculator is excluded from the hash generation. Parameters ---------- atoms .Atoms object Returns ------- md5hash MD5 hash of the .Atoms o...
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def get_payees(): """Loads the payees override file""" return load_config_file("payees")
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def _get_maxmem(profile_df): """ Get current peak memory :param pandas.core.frame.DataFrame profile_df: a data frame representing the current profile.tsv for a sample :return str: max memory """ return "{} GB".format(str(max(profile_df['mem']) if not profile_df['mem'].empty else 0))
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def read(file_ref, **kwargs): """Read a LAS file. Note that only versions 1.2 and 2.0 of the LAS file specification are currently supported. Arguments: file_ref (file-like object, str): either a filename, an open file object, or a string containing the contents of a file. Retu...
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def mk_sentence(_id, topic, category, title): """ e.g. [테슬라-모빌리티] 👀 테슬라가 승차공유 서비스 Tesla Network를 출시합니다. https://snak.news/newsList/news/208?channel=slack&corp=pozalabs""" link = SNAK_URL.format(_id=_id, corp=CORP) return f"[{topic}-{category}] {title} {link}"
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from loopy.kernel.instruction import BarrierInstruction def get_global_barrier_order(kernel): """Return a :class:`tuple` of the listing the ids of global barrier instructions as they appear in order in the kernel. See also :class:`loopy.instruction.BarrierInstruction`. """ barriers = [] visit...
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import argparse def str2bool(v): """ Helper to pass boolean arguements. Extracted from: https://stackoverflow.com/questions/15008758/parsing-boolean-values-with-argparse Author: @Maxim """ if isinstance(v, bool): return v if v.lower() in ('yes', 'true', 't', 'y', '1'): re...
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import torch def MaskedNLL(target, probs, balance_weights=None): # adapted from https://gist.github.com/jihunchoi/f1434a77df9db1bb337417854b398df1 """ Args: target: A Variable containing a LongTensor of size (batch, ) which contains the index of the true class for each corr...
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def count_triangle(tbl_name, conn): """ input is a matrix """ tol = 0.1 b = 'b' lim = 10 cur = conn.cursor() tn = tbl_name print "create matrix..." create_vector_or_matrix(b, conn) print "Counting dimension..." calc_dim_query = "select max(row), max(col) from %s" % (tn) cur.e...
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async def process_headers(headers): """Filter out unwanted headers and return as a dictionary.""" headers = dict(headers) header_keys = ( "user-agent", "referer", "accept-encoding", "accept-language", "x-real-ip", "x-forwarded-for", ) return {k: header...
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def Bound_EXT(S, Ex, boundaries): """ This function computes the extension of a signal for filtering purposes :param S: The Input signal :param Nf: The Size of the Kernel (must be an odd number!) :param boundaries: The type of extension: ‘reflect’ (d c b a | a b c d | d c b a) The inpu...
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from typing import Tuple def infer_dtype_from_array( arr, pandas_dtype: bool = False ) -> Tuple[DtypeObj, ArrayLike]: """ Infer the dtype from an array. Parameters ---------- arr : array pandas_dtype : bool, default False whether to infer dtype including pandas extension types. ...
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def np(url): """ Transforms a reddit link into a no participation URL (which in some subreddits hides voting arrows, to help prevent administrator shadowbans. :param url: URL to transform :return: A no participation (NP) link """ url = urlparse(url) return "https://np.reddit.com{}".forma...
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import torch def sample(method, clf, x0, start, sampling_method, n_samples=[50_000, 100_000], prior=None, inn_prods=None, theta_kern=None): """ Uses a density ratio estimator clf to sample from the posterior for x0 and prior. Inputs: - method: str, either "signature" or "gru-resnet" depending on which ...
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def get_authenticate_headers(request, error_type="invalid_token"): # type: (Request, Str) -> Optional[HeadersType] """ Obtains all required headers by 401 responses based on executed :paramref:`request`. :param request: request that was sent to attempt authentication or access which must respond with U...
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from typing import Tuple def get_current_and_head_revision( database_url: str, alembic_config_filename: str, alembic_base_dir: str = None, version_table: str = DEFAULT_ALEMBIC_VERSION_TABLE) -> Tuple[str, str]: """ Returns a tuple of ``(current_revision, head_revision)``; see ...
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def extract_root(pitch): """ Try to extract an integer root from a non-integral pitch """ if isinstance(pitch[0], Fraction): pitch = pitch + 0 root = 1 while True: d = 1 for coord in pitch: if coord.denominator > 1: d = ...
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def get_kind(cm, kind, value): """ Return the value of the 'kind' argument :param cm: a ClassManager object :type cm: :class:`ClassManager` :param kind: the type of the 'kind' argument :type kind: int :param value: the value of the 'kind' argument :type value: int :rtype: string ""...
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import os from datetime import datetime def _generate_global_config() -> str: """Generate a standard configuration file for the application in the user's home folder ~/.aiscalator/config/aiscalator.conf from the template file in aiscalator/config/template/aiscalator.conf """ logger = getLogger(__n...
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import tempfile import os def temp_fetch(url): """Fetch a URL and save it in a temporary file, returning the filename.""" conn = urllib2.urlopen(url) try: fp = tempfile.NamedTemporaryFile(delete=False) LOG.info("Saving %s to a temporary file" % truncate_url(url)) try: ...
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import os import csv def load_video_infos_csv(file_path: str): """load the values of a .csv file containing the info of all videos in the directory Args: file_path (str): the file path to the file debug_function (bool, optional): Defaults to None. Returns: (list(dict)): ...
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def mean_abs_mismatch(slice0, slice1): """ Mean absoute difference between images """ return np.mean(np.abs(slice0 - slice1))
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def loads(payload, **kwargs): """ Deserialize an object from a bytestring. :param bytes payload: the bytestring to serialize :param kwargs: keyword arguments passed to :class:`~.CBORDecoder` :return: the deserialized object """ fp = uio.BytesIO(payload) return CBORDecoder(fp, **kwargs).d...
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def calc_acc(fn: float, fp: float, tp: float, tn: float) -> float: """ :param fn: false negative miss :param fp: false positive or false alarm :param tp: true positive or hit :param tn: true negative or correct rejection :return: accuracy """ return (tp + tn) / (tp + tn + fn + fp)
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import ray def errors(all_jobs=False): """Get error messages from the cluster. Args: all_jobs: False if we should only include error messages for this specific job, or True if we should include error messages for all jobs. Returns: Error messages pushed from the c...
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import os import sys def main(args): """ TODO: Populate docstring with --help readable information """ # TODO: Populate docstring #/* ----------------------------------------------------------------------- */# #/* Print usage #/* -----------------------------------------------------...
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def _gen_test_tree_4(): """ Not BST 5 3 9 2 10 6 8 """ tree = BinaryNode(5) tree.left = BinaryNode(3) tree.left.left = BinaryNode(2) tree.left.right = BinaryNode(10) tree.right = BinaryNode(9) tree.right.left = BinaryNode(6) tree.right.right = BinaryNode(8) r...
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def by_circ(x, y): """ Sort circRNAs by the start and end position """ return x.end - y.end if x.start == y.start else x.start - y.start
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import yaml def get_rest_of_manifest_values(): """ If an existing manifest is present then we do not want to overwrite any fields the user may have filled out. So we want to read in everything but the resources: section and use that when generating the file. """ stream = open('hardening_manifest/harde...
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def ConvertJsonIntoDict(string): """Read a JSON string and convert its contents into a Python datatype.""" if len(string) == 0: print >> sys.stderr, ('Error could not parse empty string') raise Exception('JSON data missing') try: json = simplejson.loads(string) except ValueError, e: print >> sy...
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def process_html(body): """Transform a screen-optimized HTML body to a mail-optimized one. Relies on :class:`premailer.Premailer` to include styles in HTML body and optimize content. Args: body (str): The HTML string to process. Returns: :class:`str`: The processed HTML mail body....
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def img_crop(img, length, cx=None, cy=None): """ Crop the image to square (length^2). If cx and cy are not specified, it will set to where the max pixel count is. I: plt.imread() length: pixel sizes cx, cy: center pixel of the image """ if not (cx and cy): cy, cx = unravel_index(...
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import requests import json def post_special(url, param: dict = None): """ 发送 post 请求,主要是参数中的ddjm等参数,可能用于防火墙拦截 :param url: url :param param: param dict :return: 返回json中的data域 """ param_json = COMMON_PARAMS.copy() param_json.update(param if param is not None else {}) response = requ...
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import sys import gc def nogc(func): """disable garbage collector Python's garbage collector triggers a GC each time a certain number of container objects (the number being defined by gc.get_threshold()) are allocated even when marked not to be tracked by the collector. Tracking has no effect on ...
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def evaluate_f1_update_confusion_matrix(df, new_rule, class_col_name, counts, min_max, classes): """ Computes the F1 score of the dataset for a given set of rules using leave-one-out cross-evaluation. Assumes that the initial confusion matrix already exists, hence evaluate_f1_initialize_confusion_matrix() s...
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import time import torch def forward(model, generator, return_input=False, return_target=False): """Forward data to a model. Args: model: object generator: object return_input: bool return_target: bool Returns: audio_name: (audios_num,) clipwise_output: (aud...
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def corrfun_mat(image_dict): """ A useful fixture containing the correction function evaluated over the range of the sky plane test image. """ ra = image_dict["ra"] dec = image_dict["dec"] # pre-multiply the image by the correction function return spheroidal_gridding.corrfun_mat(np.fft.ffts...
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from typing import List def get_nft_info_from_puzzle(nft_coin_info: NFTCoinInfo) -> NFTInfo: """ Extract NFT info from a full puzzle :param nft_coin_info NFTCoinInfo in local database :return: NFTInfo """ uncurried_nft: UncurriedNFT = UncurriedNFT.uncurry(nft_coin_info.full_puzzle) data_ur...
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import sys def try_import(name, alternative=None, error_callback=None): """Attempt to import a module, with a fallback. Attempt to import ``name``. If it fails, return ``alternative``. When supporting multiple versions of Python or optional dependencies, it is useful to be able to try to import a m...
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def fix_masks(masks, indices): """Remove from every mask any common pixels with another mask""" new_masks = [] for ind in indices: mask = masks[ind] for ind1 in indices: if ind != ind1: mask = np.logical_and(mask, np.logical_and(masks[ind], np.logical_not(masks[in...
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from typing import Sequence def barnsley_fern(range_x: Sequence[float], range_y: Sequence[float], steps: int = 20, samples: int = 20000 ) -> tuple[np.ndarray, np.ndarray]: """Generates a Barnsley Fern Args: init_x: x coordinates of the starting points init_...
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def getoutput(cmd): """Return output (stdout or stderr) of executing cmd in a shell. Like getstatusoutput(), except the exit status is ignored and the return value is a string containing the command's output. Example: >>> import subprocess >>> subprocess.getoutput('ls /bin/ls') '/bin/ls' ...
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import sys import getopt def takearg(argv): """ Function which record arguments from the command line.""" # default values masked = False # freq 0,1 and 1,0 masked if masked = 1 pts_l = None # Grids sizes for extrapolation outputname = "mis_fs_2d_optlog" model_list = ["PAN","PANG","PANGb","PA...
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def handle_choice(uid): """ This function handles the choice of the user. """ print("Type 'Back' to go back.") choice = input("Enter Code > ") if choice.lower() == "back": show_menu(uid) else: return search_for_choice(uid, choice)
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from typing import Union import torch from typing import Optional from typing import Tuple def get_window(window_type: str, window_size: int, device: Union[str, torch.device], periodic: Optional[bool] = True, padding: Optional[Tuple[int, int]] = (0, 0) ...
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import base64 def process_log_token(logtoken): """ processLogToken retrieve username and password from a given login token (!)Override this method to manage more complex and secure algorithms; tester code uses the following encrypted string to store user credentials: username=<userna...
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def _normalize_longitude(lon: float) -> float: """Normalize longitudes between [-180, 180]""" return ((lon + 180.0) % 360.0) - 180.0
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def get_objection_text(): """ Client sends a list of objection ids, we respond with a dictionary of id:text elements. """ objection_labels = request.form.getlist('objections[]') result = [] for label in objection_labels: objection_text = DATABASE.get_objection_text(label) res...
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def test_fallback_max(): """ Feature: JIT Fallback Description: Test max() in graph mode. Expectation: No exception. """ @ms_function def foo(): x = max([1, 2, 3]) return x assert foo() == 3
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def get_tf_tensor_shape(tensor): """Get tensor shape, if there is unkown tensor, set it as None""" shape = [] try: shape = tensor.get_shape().as_list() if any(s is None for s in shape): return None return shape except Exception: # pylint: disable=broad-except shape = None return shape
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def _update_selected_experiment_table_rows( last_select_click, last_clear_click, experiment_table_indices ): """The callback to select or deselect all rows in the experiment table. Triggered when the select all or clear all button is clicked. """ last_select_click = last_select_click if last_select...
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from typing import List from typing import Counter def get_answer_slow(input_data: List[str], steps: int) -> int: """ The iteration in process(template, rules) causes the program to run out of memory on large steps Use get_answer instead """ template, rules = parse_input(input_data) for i in ...
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from typing import List def get_strategies() -> List[MaskingStrategy]: """Returns all supported masking strategies""" return [e.value for e in SupportedMaskingStrategies]
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def add2dict(dict, name, item): """ checks whether name is in dict before adding the item. file is a string containing a file name, """ if debug and name in dict: print("\nWarning: the key ", name, "already in dict will be overwritten") print("old value=",dict[name]) print("n...
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def rc4Decrypt(data, key): """RC4 algorithm""" x = 0 box = list(range(256)) for i in range(256): x = (x + int(box[i]) + int(key[i % len(key)])) % 256 box[i], box[x] = box[x], box[i] x = y = 0 out = [] for char in data: x = (x + 1) % 256 y = (y + box[x]) % 256 ...
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def _move_tutor_version_groups(table): """Tutored moves are never the same between version groups, so the column collapsing ignores tutors entirely. This means that we might end up wanting to show several versions as having a tutor within a single column. So that "E, FRLG" lines up with "FRLG", there h...
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def load_from_module(path=None, workspace=None): """Load opener interface from path or from python environment. Opener can be defined as an Opener subclass or directly has a module. Return an OpenerWrapper instance. """ interface = utils.load_interface_from_module( 'opener', interf...
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import os import sys def setup(cli_arguments): """Perform BAF setup.""" log.info("Setup") with log.indent(): input_file = get_input_file(cli_arguments) dry_run = cli_arguments.dry generate_text = cli_arguments.text generate_html = cli_arguments.html generate_csv = c...
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import subprocess def getTotalBalance(cli): """Wrapper function for the relevant RPC function call. Args: cli (str): Full path to cli binary associated with coin. Returns: String: String containing the command output. """ command = CLI_GET_BALANCE.format(cli) ...
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import textwrap def make_code_format(light_theme: bool = False) -> str: """Create code format template for rich.""" theme = "light" if light_theme else "dark" code_format = textwrap.dedent( f"""\ <div class="terminal-container"> <div class="terminal {theme}-terminal"> ...
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import anyio def mqtt_connected(func): """ MQTTClient coroutines decorator which will wait until connection before calling the decorated method. :param func: coroutine to be called once connected :return: coroutine result """ @wraps(func) async def wrapper(self, *args, **kwargs...
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def to_canonical(fn, self, arg, orig_t): """Check and convert an argument to the canonical representation. Arguments: arg: The argument to convert. orig_t: The type of the argument as returned by to_abstract. Returns: A version of the argument where classes/dicts become tuples ...
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def copy_dsa(data: dsa.PolyData) -> dsa.PolyData: """Deep copy a PolyData""" res = dsa.WrapDataObject(vtk.vtkPolyData()) res.VTKObject.DeepCopy(data.VTKObject) return res
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import subprocess def run_get_output(cmd, chk_err=True, log_cmd=True): """ Wrapper for subprocess.check_output. Execute 'cmd'. Returns return code and STDOUT, trapping expected exceptions. Reports exceptions to Error if chk_err parameter is True """ if log_cmd: logger.verbose(u"run cm...
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def modify_network_interfaces( self, if_info: list, ) -> bool: """Modify interface information on appliance .. list-table:: :header-rows: 1 * - Swagger Section - Method - Endpoint * - networkInterfaces - POST - /networkInterfaces :pa...
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def _wrapped_value_and_num(value): """Returns a list containing value plus the list's length.""" if isinstance(value, (list, tuple)): return value, len(value) else: return [value], 1
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def perform_fit(cfmclient, fabric_uuid, name, description): """ Request a full fit across managed Composable Fabrics. :param cfmclient: CFM Client object :param fabric_uuid: Valid Fabric UUID of an existing fabric :param name: Simple name of the fit :param description: Longer Description of the ...
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def __get_host_vol_dict(k8s_conf): """ Returns a dict of configured host volumes where the key is the name and the value is the size :param k8s_conf: the k8s configuration used to deploy the cluster :return: dict :raises Exception """ out = dict() host_vols = config_utils.get_host_vo...
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def normalize(value, *normalizers, **options): """ normalizes the given value. :param str value: value to be normalized. :param str normalizers: normalizer names to be used. they will be used in the order of their appearance. if not provided, all...
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def rescale(image): """ If the input video is other than network size, it will resize the input video :param image: a frame form input video :return: scaled down frame """ scale_side = max(image.shape) # image width and height are equal to 192 scale_value = config["input_width"] / scale_...
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def remove_noise(frame): """ Remove noise using morphological operation: erode, then diate.""" ### Morphology: Opening ### kernel = np.ones((3,3),np.uint8) frame = cv2.morphologyEx(frame, cv2.MORPH_OPEN, kernel, iterations=1) return frame
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import shlex import subprocess def get_password_from_vault(): """Call pass and return the output.""" pass_path = find_pass() command_line = f'{pass_path} {VAULT_NAME}' command_args = shlex.split(command_line) process = subprocess.Popen( command_args, stdin=subprocess.PIPE, ...
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import os def get_specific_host(service, container): """Return the hostname/address of a specific container/instance of the given service.""" try: return os.environ['{}_{}_HOST'.format(_to_env_var_name(service), _to_env_var_name(container))] except...
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def get_instrument_names() -> np.ndarray: """Return the names of each instrument in the metadata cache.""" image_metadata = preprocessing.image_meta.read_metadata() return np.unique(image_metadata["Instrument"])
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import tempfile def get_reads_with_subseq(subseq: str, run: Fast5run, outfile=None, revcompl=False): """ Get all reads containing specific subsequence :param subseq: sequence to be looked for :param run: Fast5run object, where to search :param outfile: file, where the selected reads should be wri...
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def qnt_jogadores(): """ -> Irá ler o arquivo de configurações e analisar o parâmetro "qnt_jogadores" :return: retornará o valor do parâmetro """ try: linha = ler_linha(linha=2, inicio_linha_index=15) return int(linha) except: raise FileNotFoundError("Arquivo não encontra...
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def connected_amp_protocol(): """ :return: ``AMP`` hooked up to transport. """ p = AMP() p.makeConnection(StringTransport()) return p
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def check_converge(pf, abs_tol=1e-4): """ Return Y/N, converged pf/ raw pf, relative changes """ is_converge = isConverge(pf, abs_tol) if len(pf) >= 2: abs_err = abs(pf[-2]-pf[-1]) else: abs_err = None if is_converge: res = (True, pf[-1], abs_err) else: ...
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def extract_trajectories(n_true, n_tot, idxs, threshold): """Extract frequency trajectories for different positions on the genome. See the documentation of `extract_trajectory`""" times = sorted(list(n_tot.keys())) trajs = {} for idx in idxs: trajs[idx] = extract_trajectory(n_true, n_tot, id...
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import logging import pickle def load_file(file_adress: str): """ load data from file of type pickle, intended to be used with the method save_file, check if the file exist before open. args: file_adress: full adress to the file to be open returns: if the file exist returns the content, ...
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import torch def straight_through_estimator(input: torch.Tensor) -> torch.Tensor: """ straight through estimator >>> straight_through_estimator(torch.randn(3, 3)) tensor([[0., 1., 0.], [0., 1., 1.], [0., 0., 1.]]) """ return _STE.apply(input)
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def bbox_transform_inv(boxes, deltas, mean=None, std=None): """Adjust boxes based on deltas Args boxes : collection of box in the format (x1, y1, x2, y2) deltas : amount of shifting needed to be done to each box mean : fixed distance to shift in each direction std : degree...
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import shutil def os_zipfolder( dir_tozip="/zdisks3/output", zipname="/zdisk3/output.zip", dir_prefix=True, iscompress=True ): """ shutil.make_archive('/zdisks3/results/output', 'zip', root_dir=/zdisks3/results/', base_dir='output') os_zipfolder('zdisk/test/aapackag...
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def make_task_hashable(task): """ Makes a task dict hashable. Parameters ---------- task : dict task that shall be made hashable. Returns ------- TYPE hashable task. """ if isinstance(task, (tuple, list)): return tuple((make_task_hashable(e) for e in task)...
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def select_roi(image, title): """ Select a region of interest with PyQtGraph """ global app # created when loading the module X = image.shape[0] Y = image.shape[1] disp_shape = (max(800, X + 100), max(800, Y + 100)) w = pg.GraphicsWindow(size=disp_shape, border=True) w.setWindowTitle('Selec...
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def read_collections_config(request): """Load settings for a minor repo with shared tree collections""" conf = get_conf_object(request) collections_repo_parent = conf.get("apis","collections_repo_parent") collections_repo_remote = conf.get("apis", "collections_repo_remote") try: git_ssh ...
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from pathlib import Path def parent(path: str): """Returns the parent `Path` of the given path.""" return Path(path).parent.resolve()
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def train_step( env: gym.Env, env_step: TFStep, initial_state: tf.Tensor, actor: tf.keras.Model, critic: tf.keras.Model, actor_optimizer: tf.keras.optimizers.Optimizer, critic_optimizer: tf.keras.optimizers.Optimizer, gamma: float, max_steps_per_ep...
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def get_class_means_between_and_within_covs(samples, classids, bias=True): """ Return class means and the between and shread within class covariance matrix. Args: samples (np.array): input data classids (np.array): identification of classes bias (bool): type of normalization, see np.cov...
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def get_phone_number(phone_number): """ Following suggested RFC 3966 protocol by open id expect: +111-1111-111111 format """ if '-' in phone_number: phone_split = phone_number.split('-') if len(phone_split) > 2: #if had country code return phone_split[2] ...
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def isGroup(obj): """Returns true if the object is a group, false if not @return: If the object is a group @rtype: bool""" # isinstance is needed here due to NestedGroup's inheritance # pylint: disable=unidiomatic-typecheck return ( type(obj) == opencue.wrappers.group.Group or (...
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def AppTypeInsert(json_data): """ Insert AppType objects into DB """ result = [] for r in json_data: apptype = AppType(id=int(r['id']), desc=r['desc']) print("[-] apptype: Insert %s ..." % r) db.merge(apptype) result.append(apptype) db.commit() return result
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from typing import Optional from typing import Dict def get_selections( selection: Selection, *, typename: Optional[str] = None, ) -> Dict[str, SelectedField]: """Resolve subselections considering fragments. Args: selection: The selection to retrieve subselections from ...
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