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def elgamal_keypair_from_secret(a: ElementModQ) -> Optional[ElGamalKeyPair]: """ Given an ElGamal secret key (typically, a random number in [2,Q)), returns an ElGamal keypair, consisting of the given secret key a and public key g^a. """ secret_key_int = a if secret_key_int < 2: log_error...
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def make_plots(plot_data, plot_params_dict): """ Draw and save plot from preprocessed data. :param plot_data: Data structure processed by __name__.prep_data :param plot_params_dict: dict holding some plotting paramaters, see e.g. plot_configs/single_day/pov_single_day_config.example.json["PLOT_PARAMS_DICT"...
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def current_default_thread_limiter(): """Get the default `~trio.CapacityLimiter` used by `trio.to_thread.run_sync`. The most common reason to call this would be if you want to modify its :attr:`~trio.CapacityLimiter.total_tokens` attribute. """ try: limiter = _limiter_local.get() e...
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def _mask_board(board): """ A function that copies the inputted board replaces all ships with empty coordinates to mask them. :param board: a 2D numpy array containing a string representation of the board. All ships should be visible. :return: a 2D numpy array containing a string representation of the b...
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def test_proxy_handling(): """Proxy variable no impact.""" with InstalledApp(wsgi_app.simple_app, host=HOST, port=80, proxy='some.host:1234') as app: http_client = http_lib.HTTPConnection(HOST) http_client.request('GET', '/') content = http_client.getresponse().read...
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def query_yes_no(question, default="no", color=_constants.COLORS.RESET): """Ask a yes/no question via raw_input() and return their answer. "question" is a string that is presented to the user. "default" is the presumed answer if the user just hits <Enter>. It must be "yes" (the default), "no" or No...
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def remove_head_id(ref, hyp): """Assumes that the ID is the begin token of the string which is common in Kaldi but not in Sphinx.""" ref_id = ref[0] hyp_id = hyp[0] if ref_id != hyp_id: print('Reference and hypothesis IDs do not match! ' 'ref="{}" hyp="{}"\n' 'Fil...
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def convert_image_np(inp): """Convert a Tensor to numpy image.""" inp = inp.numpy().transpose((1, 2, 0)) mean = np.array([0.485, 0.456, 0.406]) std = np.array([0.229, 0.224, 0.225]) inp = std * inp + mean inp = np.clip(inp, 0, 1) return inp
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def get_miner_day_list(): """ 存储提供者每天的miner数据 :return: """ miner_no = request.form.get("miner_no") date = request.form.get("date") data = MinerService.get_miner_day_list(miner_no, date) return response_json(data)
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def get_notebook_logs(experiment_id, operator_id): """ Get logs from a Experiment notebook. Parameters ---------- experiment_id : str operator_id : str Returns ------- dict or None Operator's notebook logs. Or None when the notebook file is not found. """ notebook =...
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def type_secret(locator, input_text, anchor="1", timeout=0, index=1, **kwargs): """Type secret information such as password. Logging in start_keyword and end_keyword is filtered, otherwise functionality is the same as TypeText. Generally all secret credentials in Robot FW scripts should be provide...
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def modify_env2( function: Callable[[_UpdatedType], _SecondType], ) -> Kinded[Callable[ [Kind2[_Reader2Kind, _FirstType, _SecondType]], Kind2[_Reader2Kind, _FirstType, _UpdatedType], ]]: """ Modifies the second type argument of a ``ReaderBased2``. In other words, it modifies the function's ...
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def test_article_admin_translate_button_expected(db, admin_client): """ Translate button should be in detail page with the right URL and lead to the "Translate" form with the right available languages. """ ping = CategoryFactory(slug="ping") # Create meat articles with unpublished DE translatio...
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def model_trees(z, quantiles, normed=False, dbhfile='c:\\projects\\MLM_Hyde\\Data\\hyde_runkolukusarjat.txt', plot=False, biomass_function='marklund'): """ reads runkolukusarjat from Hyde and creates lad-profiles for pine, spruce and decid. Args: z - g...
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def inject_general_timeline(): """This function injects the function object 'Tweet.get_general_timeline' into the application context so that 'get_general_timeline' can be accessed in Jinja2 templates. """ return dict(get_general_timeline=Tweet.get_general_timeline)
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def is_a(file_name): """ Tests whether a given file_name corresponds to a Cosmo Skymed file. Returns a reader instance, if so. Parameters ---------- file_name : str the file_name to check Returns ------- CSKReader|None `CSKReader` instance if Cosmo Skymed file, `None` o...
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def get_vaccinated_model(model, area=None): """Get all states that can be vaccinated or recovered (by area). Parameters ---------- model : amici.model Amici model which should be evaluated. areas : list List of area names as strings. Returns ------- states : list ...
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def MicrosecondsToDatetime(microseconds): """Returns a datetime given the number of microseconds, or None.""" if microseconds: return datetime.utcfromtimestamp(float(microseconds) / 1000000) return None
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def update() -> bool: """ Pull down the latest Docker image build and prune old image versions. """ current_image = DEFAULT_IMAGE latest_image = latest_build_image(current_image) if latest_image == current_image: print(colored("bold", "Updating Docker image %s…" % current_image)) e...
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def get_default_accept_image_formats(): """With default bentoML config, this returns: ['.jpg', '.png', '.jpeg', '.tiff', '.webp', '.bmp'] """ return [ extension.strip() for extension in config("apiserver") .get("default_image_handler_accept_file_extensions") .split(",...
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def findports(): """Returns an array of the serial ports that have a command interpreter.""" if sys.platform.startswith('win'): ports = ['COM%s' % (i + 1) for i in range(255)] elif sys.platform.startswith('linux') or sys.platform.startswith('cygwin'): # this excludes your current terminal "/...
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def import_download_cache(filename_or_obj, urls=None, update_cache=False, pkgname='astropy'): """Imports the contents of a ZIP file into the cache. Each member of the ZIP file should be named by a quoted version of the URL whose contents it stores. These names are decoded with :func:`~urllib.parse.unqu...
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def cells_handler(results, cl): """ Changes result cell attributes based on object instance and field name """ suit_cell_attributes = getattr(cl.model_admin, 'suit_cell_attributes', None) if not suit_cell_attributes: return results class_pattern = 'class="' td_pattern = '<td' th...
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def dynamic_import(import_string): """ Dynamically import a module or object. """ # Use rfind rather than rsplit for Python 2.3 compatibility. lastdot = import_string.rfind('.') if lastdot == -1: return __import__(import_string, {}, {}, []) module_name, attr = import_string[:lastdot]...
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def main(): """ We are going to draw a fractal called 'Sierpinski Triangle'. """ sierpinski_triangle(ORDER, LENGTH, UPPER_LEFT_X, UPPER_LEFT_Y)
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def _split_on_parenthesis(text_in: Union[str, list[str]]) -> List[str]: """Splits text up into a list of strings based on parenthesis locations.""" if isinstance(text_in, list): if None in text_in: return text_in text_list = text_in elif isinstance(text_in, str): text_lis...
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def reply(): """ Reply """ t = Twitter(auth=authen()) try: id = int(g['stuff'].split()[0]) except: printNicely(red('Sorry I can\'t understand.')) return tid = c['tweet_dict'][id] user = t.statuses.show(id=tid)['user']['screen_name'] status = ' '.join(g['stuff'...
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def shell_command_error2exit_decorator(func: Callable): """Decorator to convert given ShellCommandException to an exit message This avoids displaying nasty stack traces to end-users """ @functools.wraps(func) def func_wrapper(*args, **kwargs): try: func(*args, **kwargs) ...
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def test_almost_equal(): """Tests almost_equal""" assert almost_equal(10.0, 10.0005) assert not almost_equal(10.0, 10.1) assert almost_equal(10.0, 10.01, precision=0.1) # Test "a 10% discount on $10" assert almost_equal(10.0 - 10.0 * (10.0 / 100), 9.0)
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def getExternalIP(): """ Returns external ip of system """ ip = requests.get("http://ipv4.myexternalip.com/raw").text.strip() if ip == None or ip == "": ip = requests.get("http://ipv4.icanhazip.com").text.strip() return ip
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def intersection_indices(a, b): """ :param list a, b: two lists of variables from different factors. returns a tuple of (indices in a of the variables that are in both a and b, indices of those same variables within the list b) For example, intersection_indices([1,2,5,4,6],[3,5,1,2...
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def test_extract_requested_slot_from_entity_with_intent(): """Test extraction of a slot value from entity with the different name and certain intent """ # noinspection PyAbstractClass class CustomFormAction(FormAction): def slot_mappings(self): return {"some_slot": self.from_...
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def graph_cases(selenium, host): """ Factory method that allows to draw preconfigured graphs and manipulate them with a series of helpful methods. :type selenium: selenium.webdriver.remote.webdriver.WebDriver :type host: qmxgraph.server.Host :rtype: GraphCaseFactory :return: Factory able to...
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def test_pipeline(info, pipeline_id, datasource, orchestration_backend, orchestration_args, processing_backend, processing_args, training_backend, training_args, ...
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def motion_controller_start_images(image_numbers): """Configure motion controller image_numbers: list of 1-based integers e.g. image_numbers = collection_pass(1)""" if "after image" in translate.mode: XYZ = array([translation_after_image_xyz(i) for i in image_numbers]) triggered_motion.x...
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def figure_8(): """ Notes ----- Colors from Bang Wong's color-blind friendly colormap. Available at: https://www.nature.com/articles/nmeth.1618 Wong's map acquired from David Nichols page. Available at: https://davidmathlogic.com/colorblind/. """ # choosing test sample and network...
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def check_threats(message): """Return list of threats found in message""" threats = [] for threat_check in get_threat_checks(): for expression in threat_check["expressions"]: if re.search(expression, message, re.I | re.U): del threat_check["expressions"] t...
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def data_processing_max(data, column): """Compute the max of a column.""" return costly_compute_cached(data, column).max()
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def type_of_target(y): """Determine the type of data indicated by the target. Note that this type is the most specific type that can be inferred. For example: * ``binary`` is more specific but compatible with ``multiclass``. * ``multiclass`` of integers is more specific but compatib...
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def extract_data_from_csv_stream(client: Client, alert_id: str, attachment_id: str, delimiter: bytes = b'\r\n') -> List[dict]: """ Call the attachment download API and parse required fields. Args: client (Client): Cyberint API client. alert_id (str): ...
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def validate_password(password, password_repeat=None): """ Validate user password. :param password: password as string :param password_repeat: repeat password :return: False - valid password """ if password_repeat: if password != password_repeat: return "Passwords did not...
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def get_large_circuit(backend: IBMBackend) -> QuantumCircuit: """Return a slightly larger circuit that would run a bit longer. Args: backend: Backend on which the circuit will run. Returns: A larger circuit. """ n_qubits = min(backend.configuration().n_qubits, 20) circuit = Qua...
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def loadUserProject(): """ Loads a project that contains only the contents of user.dev. This project will not be cached, so every call will reload it.""" userFilePath = os.path.join(os.path.expanduser(devon.userPath), userFileName) project = DevonProject("", time.time()) __mergeProject(projec...
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def top_k(loc_pred, loc_true, topk): """ count the hit numbers of loc_true in topK of loc_pred, used to calculate Precision, Recall and F1-score, calculate the reciprocal rank, used to calcualte MRR, calculate the sum of DCG@K of the batch, used to calculate NDCG Args: loc_pred: (batch_size...
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def enviar_contacto(request): """ Enviar email con el formulario de contacto a soporte tecnico """ formulario = ContactoForm() if request.method == 'POST': formulario = ContactoForm(request.POST) if formulario.is_valid(): mail = EmailMessage(subject='HPC Contacto', ...
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def dict_depth(d): """ 递归地获取一个dict的深度 d = {'a':1, 'b': {'c':{}}} --> depth(d) == 3 """ if isinstance(d, dict): return 1 + (max(map(dict_depth, d.values())) if d else 0) return 0
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def test_split_exist_new(utils_patch): """ Tests split on exising new pool """ ret = {} ret["stdout"] = "" ret["stderr"] = "Unable to split datapool: pool already exists" ret["retcode"] = 1 mock_cmd = MagicMock(return_value=ret) with patch.dict(zpool.__salt__, {"cmd.run_all": mock_c...
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def apercorr(psf,image,objects,psfobj,verbose=False): """ Calculate aperture correction. Parameters ---------- psf : PSF object The best-fitting PSF model. image : string or CCDData object The input image to fit. This can be the filename or CCDData object. objects : table ...
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def product_loading_factor_single_discount(skus: str, product_list: Dict[str, object], product: Dict[str, int], product_name: str, rules: list) -> Tuple[int, str]: """ Single product loading factor for calculating discounts with one rule Parameters ---------- skus: str String containing ind...
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def clean_text(page): """Return the clean-ish running text parts of a page.""" return re.sub(_UNWANTED, "", _unescape_entities(page))
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async def test_when_a_stream_iterator_fails_midway(): """ Sometimes bad things happen. What happens if we're iterating a stream and some anarchist decides to delete it from under our feet? Well, I guess we should return an error to the caller and stop the iterator. """ dispatcher = MessageDispat...
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def error(msg: str, exc_type: Exception=Exception) -> Exception: """ Wrapper to get around Python's distinction between statements and expressions Can be used in lambdas and expressions such as: a if b else error(c) :param msg: error message :param exc_type: type of exception to raise """ r...
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def test_aks(directory: str, aks_service: AksWebservice): """ Test AKS with sample call. :param directory: directory of data_folder with test data :param aks_service: AKS Web Service to Test """ num_dupes_to_score = 4 dupes_test = get_dupes_test(directory) text_to_score = dupes_test.il...
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def calculate_recall(tp, n): """ :param tp: int Number of True Positives :param n: int Number of total instances :return: float Recall """ if n == 0: return 0 return tp / n
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def authenticate_user_password(password : 'bytes', encryption_dict : 'dict', id_array : 'list'): """ Authenticate the user password. Parameters ---------- password : bytes The password to be authenticated as user password. encryption_dict : dict The dictionary containing all...
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def date_to_num(date): """Convert datetime to days since 1901""" num = (date.year - 1901) * 365.25 num += [ 0, 31, 59.25, 90.25, 120.25, 151.25, 181.25, 212.25, 243.25, 273.25, 304.25, 334.25 ][date.month - 1] num += date.day return int(num)
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def load_world(filename: str, size: Tuple[int, int], resolution: int) -> np.array: """Load a preconstructred track to initialize world. Args: filename: Full path to the track file (png). size: Width and height of the map resolution: Resolution of the grid map (i....
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def generate_image(model, img_size, n_flow, n_block, n_sample, temp=0.7, ctx=None, label=None): """Generate a single image from a Glow model.""" # Determine sizes of each layer z_sample = [] z_shapes = calc_z_shapes(3, img_size, n_flow, n_block) for z in z_shapes: z_new = torch.randn(n_samp...
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def quote_spaces(arg): """Generic function for putting double quotes around any string that has white space in it.""" if ' ' in arg or '\t' in arg: return '"%s"' % arg else: return str(arg)
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def slice_map(center, radius, m): """ :func:`slice_map` for slicing Map object based on center and radius. :param center: x, y tuple of center of sliced map :param radius: - :class:`int` center of sliced map :param m: - :class:`Map` Map object that want to be sliced return :class:`Map` """ ...
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def configure(repl): """ Configuration method. This is called during the start-up of ptpython. :param repl: `PythonRepl` instance. """ # Vi mode. repl.vi_mode = True # Enable 24bit True color. (Not all terminals support this. -- maybe check # $TERM before changing.) repl.true_color ...
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def download_file(url) -> Path: """Better download""" name = Path(urlparse(unquote(url)).path).name with mktempdir() as tmpdir: @backoff.on_exception(backoff.expo, requests.exceptions.RequestException, max_time=30) def get(): with requests.get(url, stream=True) as r: ...
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def creategui(handlerfunctions): """Initializes and returns the gui.""" gui = GUI(handlerfunctions) # root.title('DBF Utility') return gui
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def rank_src_trgs(enc_dec_gen, src_list, trg_list): """ """ batch_size = len(trg_list) x, y = enc_dec_gen.encode_inputs(src_list, trg_list, add_bos=True, add_eos=True) y_len = torch...
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def plugin_poll(handle): """ Extracts data from the sensor and returns it in a JSON document as a Python dict. Available for poll mode only. Args: handle: handle returned by the plugin initialisation call Returns: returns a sensor reading in a JSON document, as a Python dict, if it is av...
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def _set_new_event_entity_for_export_method(): """Register the new for_export method on EventEntity.""" global _orig_event_entity_for_export _orig_event_entity_for_export = m_models.EventEntity.for_export m_models.EventEntity.for_export = _event_entity_for_export
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def top_average_pathways(document, file, max_sets, get_all=False): """ Read the pathways file and get the top average pathways """ # read in the samples and get the data with out the stratification by bug samples, pathways, data = document.read_table(file) pathway_names = utilities.pathway_names(pa...
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def ltria2skew(L): """ assume L has already passed the assertion check :param L: lower triangle matrix, shape [N, 3] :return: skew sym A [N, 3, 3] """ if len(L.shape) == 2: N = L.shape[0] # construct the skew-sym matrix A = torch.zeros(N, 3, 3).cuda() # [N, 3, 3] ...
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def gamma_contrast(data_sample, num_patches=324, num_channel=2, shape_data=None, gamma_range=(0.5, 1.7), invert_image=False, per_channel=False, retain_stats=False): """Performs gamma contrast transformation""" epsilon = 1e-7 data_sample_patch = [] gamma_range_tenso...
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def _converge(helper, rcs, group): """ Function to be passed to :func:`_oob_disable_then` as the ``then`` parameter that triggers convergence. """ return group.trigger_convergence(rcs)
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def HybridClientFactory(jid, password): """ Client factory for XMPP 1.0. This is similar to L{client.XMPPClientFactory} but also tries non-SASL autentication. """ a = HybridAuthenticator(jid, password) return xmlstream.XmlStreamFactory(a)
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def home(): """Home page.""" form = LoginForm(request.form) # Handle logging in if request.method == 'POST': if form.validate_on_submit(): login_user(form.user) flash('You are logged in.', 'success') redirect_url = request.args.get('next') or url_for('user.mem...
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def countingsort(A): """ Sort the list A. A has to be a list of integers. Every element of the list A has to be non-negative. @param A: the list that should get sorted @return the sorted list """ if len(A) == 0: return [] C = [0] * (max(A)+1) B = [""] * le...
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def calc_obstacle_map(ox, oy, resolution, vr): """ Build obstacle map according to the distance of a certain grid to obstacles. Treat the area near the obstacle within the turning radius of the vehicle as the obstacle blocking area and mark it as TRUE. """ min_x = round(min(ox)) min_y = round(min(oy)) ...
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def dilate(poly,eps): """ The function dilates a polytope. For a given polytope a polytopic over apoproximation of the $eps$-dilated set is computed. An e-dilated Pe set of P is defined as: Pe = {x+n|x in P ^ n in Ball(e)} where Ball(e) is the epsilon neighborhood with norm |n|<e The c...
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def downgrade(): """Reverse MSSQL backend compatibility improvements""" conn = op.get_bind() if conn.dialect.name != 'mssql': return alter_mssql_datetime2_column(conn, op, 'serialized_dag', 'last_updated', False) op.alter_column(table_name="xcom", column_name="timestamp", type_=_get_timestam...
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def read_files_to_vardf(map_df, df_dict, gridclimname, dataset, metadata, file_start_date, file_end_date, file_delimiter, file_time_step, file_colnames, subset_start_date, subset_end_date, min_elev, max_elev, variable_list=None): """ # r...
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def read_file(pickle_file_name): """Reads composite or non-composite class-activation maps from Pickle file. :param pickle_file_name: Path to input file (created by `write_standard_file` or `write_pmm_file`). :return: gradcam_dict: Has the following keys if not a composite... gradcam_dict['deno...
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def tacodev(val=None): """a valid taco device""" if val in ('', None): return '' val = string(val) if not tacodev_re.match(val): raise ValueError('%r is not a valid Taco device name' % val) return val
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def VioNet_densenet(config, home_path): """ Load DENSENET model config.device config.pretrained_model config.sample_size config.sample_duration """ device = config.device ft_begin_idx = config.ft_begin_idx sample_size = config.sample_size[0] sample_duration = ...
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def afficheStats(statsKm, listeJoueurs): """ Affiche le graphique des kms parcourus par chaque joueur en fonction du temps. """ i = 0 for liste in statsKm: plt.plot(liste, label=listeJoueurs[i].nom) i += 1 plt.title("Evolution de la partie") plt.xlabel("Tour") plt.yla...
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def explore_sub() -> None: """Explore some data sets.""" stats_df = data_frame_stats(sub) print(stats_df) # .head().style.format({"notnulls%": "{:.2%}", # "unique%": "{:.2%}"}) sub_stats = sub["form"].value_counts().reset_index() sub_stats["label"] = \ np.where(sub_stats["form"].rank...
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def train_and_eval(train_epochs, train_data, test_data, train_embeddings_file_name, test_embeddings_file_name, eval_filename, unformed_filename, positive_labels, combination_method, method, c_lst, lbd_type, experiment_name, a, c, gold_b): """Train and evaluate the model.""" index_map, weights = wvd.load(te...
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def decode_layout_example(example, input_range=None): """Given an instance and raw labels, creates <inputs, label> pair. Decoding includes. 1. Converting images from uint8 [0, 255] to [0, 1.] float32. 2. Mean subtraction and standardization using hard-coded mean and std. 3. Convert boxes from yxyx [0-1] to x...
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def bact_plot(samples, bacteroidetes, healthiest_sample): """ Returns a graph of the distribution of the data in a graph ========== samples : pandas.DataFrame The sample data frame. Must contain column `Bacteroidetes` and `Firmicutes` that contain the percentage of those phyla. ...
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def dynamic_upload_to(instance, filename): """ 根据链接类型,决定存储的目录 """ file_dir = (LogoImgRelatedDirEnum.APP.value if instance.link_type == LinkTypeEnum.LIGHT_APP.value else LogoImgRelatedDirEnum.ICON.value) return os.path.join(file_dir, filename)
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def xdraw_lines(lines, **kwargs): """Draw lines and optionally set individual name, color, arrow, layer, and width properties. """ guids = [] for l in iter(lines): sp = l['start'] ep = l['end'] name = l.get('name', '') color = l.get('color') arrow = l.g...
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def test_fragment_three_aa_peptide_c_series(): """Test c1/2 fragmentation""" fragments = PeptideFragment0r('MKK', charges=[1],ions=['c']).df # fragments = fragger.fragment_peptide(ion_series=['c']) assert isinstance(fragments, DataFrame) # assert len(fragments) == 3 row = fragments.iloc[0] ...
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def _emit_params_file_action(ctx, path, mnemonic, cmds): """Helper function that writes a potentially long command list to a file. Args: ctx (struct): The ctx object. path (string): the file path where the params file should be written. mnemonic (string): the action mnemomic. cmds (list<string>): th...
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def annotate_validation_results(results, parsed_data): """Annotate validation results with potential add-on restrictions like denied origins.""" if waffle.switch_is_active('record-install-origins'): denied_origins = sorted( DeniedInstallOrigin.find_denied_origins(parsed_data['install_ori...
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def test_player_1_wins_diagonally_at_beginning_of_the_main_diagonal(game): """ Board final state is 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 2 1 2 2 0 0 0 1 2 2 1 0 0 0 """ [game.drop_checker_on_column(c) for c in [3, 3, 3, 4, 3, 4, 0, 5, 1, 6, 2]] assert game....
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def RunCommand(command, input=None, pollFn=None, outStream=None, errStream=None, killOnEarlyReturn=True, verbose=False, debug=False, printErrorInfo=False): """ Run a command, with optional input...
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def ignore_firstline_dedent(text: str) -> str: """Like textwrap.dedent(), but ignore first empty lines Args: text: The text the be dedented Returns: The dedented text """ out = [] started = False for line in text.splitlines(): if not started and not line.strip(): ...
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def test_provide_fail(providers: list[Provider]) -> None: """It raises an exception.""" with pytest.raises(Exception): provide(providers, URL())
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def clear_output(wait_time=0): """ Clear terminal output""" time.sleep(wait_time) if 'linux' in sys.platform or 'darwin' == sys.platform: os.system('clear') else: os.system('cls')
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def discrete_micro(micro, es): """ Performs discrete policy for autoscaling engine. Algorithm: if microservice crosses high threshold: scale-up microservice else: scale-down microservice """ micro_config = util.read_config_file(eng.MICRO_CONFIG) if up_scale(...
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def read_file(filename): """ Read a file and return its binary content. \n @param filename : filename as string. \n @return data as bytes """ with open(filename, mode='rb') as file: file_content = file.read() return file_content
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def getdictkeys(value): """ Returns the ordered keys of a dict """ if type(value) == dict: keys = list(value.keys()) keys.sort(key=toint) return keys return []
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def exp_lr_scheduler(optimizer, epoch, init_lr=5e-3, lr_decay_epoch=40): """Decay learning rate by a factor of 0.1 every lr_decay_epoch epochs.""" lr = init_lr * (0.1**(epoch // lr_decay_epoch)) if epoch % lr_decay_epoch == 0: print('LR is set to {}'.format(lr)) for param_group in optimizer....
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def leff_obs(n_zbin, pos_pos_dir, she_she_dir, pos_she_dir, ell_filename, pos_nl_path, she_nl_path, noise_ell_path, leff_path, save_dir): """ Obtain a pseudo- cut-sky 'observation' by sampling from the Wishart distribution with effective l. Args: n_zbin (int): Number of redshift bins. ...
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