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def notebook(request, id=0): """ :param request: :param id: :return: """ get_notebook = JupyterNotebooks.objects.get(id=id) return render(request, "customdashboard/notebook.html", {'get_notebook': get_notebook})
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def encrypt_decrypt(data_string, password, mode='encrypt'): """Encrypts OR Decrypts data_string w.r.t password based on mode specified Parameters: data_string: Text that needs to be encoded. passed in string format password: a string to encrypt data before encoding into an image. mo...
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def test_atanh(): """Test atanh function behavior.""" dep_vector = np.array([0.1, 0.98, 0.5]) strict_compare_waves(dep_vector, peng.atanh, "atanh", "", np.arctanh)
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def compute_alphabet(sequences): """ Returns the alphabet used in a set of sequences. """ alphabet = set() for s in sequences: alphabet = alphabet.union(set(s)) return alphabet
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def numpy_dtype_arg_type(string: str) -> np.dtype: """argument type for string reps of numpy dtypes""" try: ret = np.dtype(string) except TypeError as error: raise argparse.ArgumentTypeError(error.message) return ret
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def Diff(a, b): """Returns the number of different elements between 2 interables. Args: a(iterable): first iterable. b(iterable): second iterable. Returns: int: the number of different elements. """ return sum(map(lambda x, y: bool(x-y), a, b))
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def create_piechart(AttrJson, FnameImage, Title=None, Yunit="perc", LabelsMap=None, Silent=False): """ todo: add cycle-free subset to plot using pairs of similar colours todo: add unit tests Creates a pie chart of the basins of attraction specified in *AttrJson*. Requires that *AttrJson* has been e...
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def load_description(model): """Load description of the <model>.""" desc = get_available_pkgyaml(model) entry = read_mlhubyaml(desc) return entry
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def timolo(): """ Main motion and or motion tracking initialization and logic loop """ # Counter for showDots() display if not motion found # shows system is working dotCount = 0 checkMediaPaths() timelapseNumCount = 0 motionNumCount = 0 tlstr = "" # Used to display if timel...
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def test_server_cow_sends_400_response(): """test cow route sends 400""" response = requests.get('http://127.0.0.1:3000/cow?msg=hello') assert response.status_code == 400 assert response.text == 'Incorrect format'
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def show_statistics(simulation_type, results, client_results, client_counters): """ Show statistics from queue. """ title = '\n\n\n{} Avg Delays for {} simulation {}'.format( 10 * '*', simulation_type, 10 * '*') print(title) if simulation_type == SimType.COM_SIM: avg_delays, p0_x...
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def generate_star(rect: RectType, line_count: int = 20) -> vp.LineCollection: """Generate a set of line from a random point.""" orig_x = np.random.uniform(rect[0], rect[0] + rect[2]) orig_y = np.random.uniform(rect[1], rect[1] + rect[3]) r = math.hypot(rect[2], rect[3]) angles = np.linspace(0, 2 * ...
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def failure(request): """Display failure message""" return HttpResponse(f"Failure! {request.session['failure message'] if request.session['failure message'] is not None else ''}")
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def visualize_image(cam, rgb_img, target_category): """ Visualize output for given image """ input_tensor = preprocess_image(rgb_img) grayscale_cam = cam(input_tensor=input_tensor, target_category=target_category) grayscale_cam = grayscale_cam[0, :] output = cam.activations_and_grads(inpu...
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def read_csr_matrix(f): """Read A in compressed sparse row format from file f. Return dense ndarray. Text file format: - one number per line - First number is m = number of rows - Second number is n = number of columns - Next m+1 numbers are the row pointers (int, zero-based) - Next nnz num...
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def test_analysis(): """Test the full analysis of a portfolio.""" asset1_close = [22.9, 24.8, 40.3] asset2_close = [101.3, 129.9, 104.5] analysis = Analysis.PortfolioAnalysis(Analysis.Portfolio([Datasource.DataSource(asset1_close, "Asset 1"), ...
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def _get_random_hangul(count=(0xd7a4 - 0xac00)): """Generate a sequence of random, unique, valid Hangul characters. Returns all possible modern Hangul characters by default. """ valid_hangul = [chr(_) for _ in range(0xac00, 0xd7a4)] return random.sample(valid_hangul, count)
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def test_prepare_for_install_on_installed(install_mockery, monkeypatch): """Test of _prepare_for_install's early return for installed task path.""" const_arg = installer_args(['dependent-install'], {}) installer = create_installer(const_arg) request = installer.build_requests[0] install_args = {'ke...
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def test_execute(fake: Faker, Context: MagicMock = None, **kwargs) -> None: """Test the Execution of a Chain. Ensures that we can execute a chain given a specific context. """ # Given context = Context() prev_args, prev_kwargs = (tuple(), dict()) function = MagicMock(return_value=None) ...
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def build(dir, **kwargs): """run cmake to generate a project buildsystem Parameters: ---------- dir str: Location of the CMake build directory Keyword Args: ---------- parallel int: The maximum number of concurrent processes to use when building. Default: 1 less than ...
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def is_builtin_model(target: type) -> bool: """returns ``True`` if the given type is a model subclass""" return is_builtin_class_except(target, ["MetaModel", "Model", "DataBag"])
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def runQ(qparsed, params=dict(), nbcircuits=1, nbqubits = None): """ qparsed: qlang circuit (already parsed) params:{x:np.array, t:np.array} """ #*** verify if parameters are ok for qparsed circuit **** _ , vector_parameters = parseqlang.parameters_from_gates(qparsed) for pname, dimension i...
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def add_CNNB_loss_v2(true_labels, hidden, embed_model, bsz=512, dataset='imagenet2012', hidden_norm=True, temperature=1.0, strategy=None, loss...
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def create_container_group_multi(aci_client, resource_group, container_group_name, container_image_1, container_image_2): """Creates a container group with two containers in the specified resource group. Arguments: aci_client {azu...
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def simulation_wells(self): """Get a list of all simulation wells for a case Returns: :class:`rips.generated.generated_classes.SimulationWell` """ wells = self.descendants(SimulationWell) return wells
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def getSmartMeter() -> Optional[str]: """Return smartmeter name used in recording.""" mapping = getDeviceMapping() # Identifier for smartmeter is meter with phase 0 try: return next(key for key in mapping if mapping[key]["phase"] == 0) except StopIteration: return None
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def olbp(array, point): """Perform simple local binary pattern calculation with a fixed 3x3 neighbourhood. Thanks to: http://www.bytefish.de/blog/local_binary_patterns/ for a really nice explanation of LBP. Won't return correct results around the image boundaries. Because it's on...
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def handle_ref(p): """ 参考文献 """ if p.text: if is_bold(p): # 标题 reference + PRef(R16(p.text)) else: reference + PRef(p.text) else: pass
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def view_index( request: http.HttpRequest, workflow: Optional[models.Workflow] = None, ) -> http.HttpResponse: """Render the list of views attached to a workflow. :param request: Http request received. :param workflow: Workflow being processed :return: HTTP response with the table """ #...
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def inverseLPSB(data, mu, g): """Compute regularized L-PSB step.""" mUpd = data.mUpd gamma = data.gamma gammah = data.gamma + mu Q22 = np.tril(data.STY[:mUpd, :mUpd], -1) + np.tril(data.STY[:mUpd, :mUpd], -1).T + \ np.diag(np.diag(data.STY[:mUpd, :mUpd])) + \ gamma * np.diag(np.diag...
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def canPlay(request): """ Endpoint qui retourne la liste des cartes qui peuvent être jouées ( pour le Player ) rq : { "cards_played" : [ { "card_name": "As", "value_non_atout": 0, "value_atout": 0, "id" : "A"...
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async def async_setup(hass: HomeAssistant, config: dict): """Set up the Genie Aladdin component.""" return True
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def _module_available(module_path: str) -> bool: """Testing if given module is avalaible in your env >>> _module_available('os') True >>> _module_available('bla.bla') False """ mods = module_path.split('.') assert mods, 'nothing given to test' # it has to be tested as per partets ...
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def delete_file_with_object(instance, **kwargs): """ Deletes files from system when UploadedFile object is deleted from database :param instance: UploadedFile object (file that is being deleted) :param kwargs: :return: """ instance.file.delete()
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def stale_token(): """ Handler function for a no more fresh token """ message = 'The JWT Token is not fresh. Please request a new Token directly with the /auth resource.' log_unauthorized(message) abort(403, message)
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def _GetPathBeforeFinalDir(uri): """ Returns the part of the path before the final directory component for the given URI, handling cases for file system directories, bucket, and bucket subdirectories. Example: for gs://bucket/dir/ we'll return 'gs://bucket', and for file://dir we'll return file:// Args: ...
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def extend_requests(request_id=None, workload_id=None, lifetime=30, session=None): """ extend an request's lifetime. :param request_id: The id of the request. :param workload_id: The workload_id of the request. :param lifetime: The life time as umber of days. :param session: The database sessio...
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def iter_key_path_items(d, key_path_prefix=None, path_sep='.'): """ iterate through items of dict recursively, yielding (key_path, val) pairs for all nested values that are not dicts. That is, if a value is a dict, it won't generate a yield, but rather, will be iterated through recursively. :param d: in...
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def fulfil_defaults_for_data_model_identifiers( data_model_identifiers, context ): """ Intelligently set default entries for partially specified data model identifiers. :param data_model_identifiers: An list (or iterable) of dictionaries, where each dictionary contains keyw...
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def _add_default_arguments(parser: argparse.ArgumentParser): """Add the default arguments username, password, region to the parser.""" parser.add_argument("username", help="Connected Drive username") parser.add_argument("password", help="Connected Drive password") parser.add_argument("region", choices=v...
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def load_page_details(data, filename=None): """ # Raises ValueError of (filename, error) """ try: options = toml.loads(data) except toml.TomlDecodeError as exc: raise ValueError(filename, exc) if not isinstance(options, dict): raise ValueError(filename, 'page details could not be parsed into ...
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def nested_render(cfg, fully_rendered_cfgs, replacements): """ Template render the provided cfg by recurisevly replacing {{var}}'s which values from the current "namespace". The nested config is treated like nested namespaces where the inner variables are only available in current block and further...
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def element_by_atomic_number(atomic_number): """Search for an element by its atomic number Look up an element from a list of known elements by atomic number. Return None if no match found. Parameters ---------- atomic_number : int Element atomic number that need to look for if ...
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def get_data_from_db(cursor): """ Get data from the database given a query-instantiated cursor :param cursor: query-instantiated database cursor :return: tuple of labels and training data """ training_data, labels = [], [] cols = [desc[0] for desc in cursor.description] for record in tq...
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def parse(input_str, file_path=True): """ Parse a GLM into an omf.feeder tree. This is so we can walk the tree, change things in bulk, etc. Input can be a file path or GLM string. """ tokens = _tokenize_glm(input_str, file_path) return _parse_token_list(tokens)
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def pred(model, x_pred_scaled, scaler_y): """ Predict :param model: model for prediction :param x_pred_scaled: scaled x values we need to predict for :param scaler_y: scaler for y values :return: """ MAX_PREDICT_SIZE = 10000 g_mean_full = g_std_full = None start = 0 while s...
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def metadataAbstractElementEmptyValuesTest3(): """ Empty value for unknown attribute. >>> doctestMetadataAbstractElementFunction( ... testMetadataAbstractElementEmptyValue, ... metadataAbstractElementEmptyValuesTest3(), ... requiredAttributes=["required1"], ... optionalAttri...
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def orthonormal_initializer(input_size, output_size): """from https://github.com/patverga/bran/blob/32378da8ac339393d9faa2ff2d50ccb3b379e9a2/src/tf_utils.py#L154""" I = np.eye(output_size) lr = .1 eps = .05/(output_size + input_size) success = False tries = 0 while not success and tries < 10...
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def stick_figure (ax, type, num, start, end, prev_end, scale, linewidth, opts): """ General function for drawing stick based parts (e.g., ribozyme and protease sites). """ # Default options color = (0,0,0) start_pad = 2.0 end_pad = 2.0 x_extent = 5.0 y_extent = 10.0 linestyle = '-' linetype = ""...
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def display_datetime(datetime_str, time_zone=None, verbose=True): """Returns a formatted datetime with TZ (if provided) or 'Error (Missing)""" """ >>> print(datetime.datetime.utcnow().strftime("%Y/%m/%d %a %I:%M %p")) 2019/05/19 Sun 01:10 AM """ if datetime_str: # and type(datetime_str) =...
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def test1(): """The test runs a loop to check the consistency of the random init file generating process and the following simulation. """ for _ in range(1000): random_init() simulate("test.boupy.yml")
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def mask_channels(mask_type, in_channels, out_channels, data_channels=3): """ Creates an autoregressive channel mask. Input: mask_type: str Either 'A' or 'B'. 'A' for first layer of network, 'B' for all others. in_channels: int Number of input channels to layer. ...
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def patchCombinedLogFormatter() -> None: """ Patch the twisted.web.http.combinedLogFormatter to include USER. """ twisted.web.http.combinedLogFormatter = combinedLogFormatter
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def dedent(text): """ Remove all common indentation from every line but the 0th. This will avoid getting <code> blocks when rendering text via markdown. Ignoring the 0th line will also allow the 0th line not to be aligned. Args: text: A string of text to dedent. Returns: String dedented by above r...
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def MockConnRecord(conn_record): """Mock ConnRecord fixture.""" with mock.patch("didcomm_resolver.resolver.ConnRecord") as patched: patched.retrieve_by_id = mock.CoroutineMock(return_value=conn_record) yield patched
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def open_text_file_for_write(output_directory:str, file_name:str, verbose=False) -> TextIOWrapper: """Open a text file for writing""" if verbose: print(f"opening text file for write: {output_directory}/{file_name}", file=stderr) return open(f"{output_directory}/{file_name}", 'w', encoding='utf-8')
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def dpsplit(n,k, sig): """ Perform the dynamic programming optimal segmentation, using the sig function to determine the cost of a segment sig(i,j) is the cost of the i,j segment. These are then added together """ # Set up the tracking tables K = k + 1 N = n segtable = np.zeros((n,K)) ...
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def get_wind_tiles() -> List[Tile]: """return a list of four wind tiles """ return [Tile(Suit.JIHAI.value, Jihai.TON.value), Tile(Suit.JIHAI.value, Jihai.NAN.value), Tile(Suit.JIHAI.value, Jihai.SHAA.value), Tile(Suit.JIHAI.value, Jihai.PEI.value)]
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def test_custom_envvars(caplog): """Test using environment variables for configuration. """ root = Path(__file__).with_suffix('') / 'gh_pages_envvars' env = { 'DOCTR_VERSIONS_MENU_LATEST': 'master', 'DOCTR_VERSIONS_MENU_DEBUG': "true", 'DOCTR_VERSIONS_MENU_VERSIONS': "<branches>, <re...
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def train_mnist_classifier(lr=0.001, epochs=50, model_dir='.'): """train mnist classifier for inception score""" device = torch.device("cuda" if torch.cuda.is_available() else "cpu") print("Using device {0!s}".format(device)) train_loader = load_mnist(batchSize=100, train=True) test_loader = load_m...
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def datetime_now_filename_string(): """create a string representation for now() for use as part of the MHL filename""" return datetime.datetime.strftime(datetime.datetime.now(), "%Y-%m-%d_%H%M%S")
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def test_remote_backup(host): """Check if the remote backup runs successfully""" cmd = host.run("/usr/local/bin/remote-backup.sh") assert cmd.succeeded
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def generate_simulation_dataset(path, runs, **kawrgs): """Generate and save a simulation dataset. Parameters ---------- path : str Root path where simulation data will be stored. runs : int, array If int then number of runs to use. If array then array must be of one dim more...
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def num_sites(sequence, rule, **kwargs): """Count the number of sites where `sequence` can be cleaved using the given `rule` (e.g. number of miscleavages for a peptide). Parameters ---------- sequence : str The sequence of a polypeptide. rule : str or compiled regex A regular ex...
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def get_packages(code: str) -> defaultdict: """Extracts the packages that were included in the file being inspected. Source for this code: https://stackoverflow.com/questions/2572582/ Example: input: 'from collections import Counter\n import kivy\n from stats import median as stats_median...
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def beam_name(): """Session level fixture for beam path.""" return str(beam_path)
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def get_mv_sandwich(a_blade_indices, b_blade_indices, signature, prod="gp"): """a b ~a""" out_indices = [] out_blade_indices = [] out_signs = [] out_indices = [] indices_a = [] indices_b = [] indices_a_r = [] blade_to_index = {} for (i_a, index_a), (i_b, index_b), (...
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def clear(): """Clear the buffer.""" global _pixel_map _pixel_map = deepcopy(_empty_map)
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def ldns_dnssec_create_nsec3(*args): """LDNS buffer.""" return _ldns.ldns_dnssec_create_nsec3(*args)
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def S_difference_values(_data_lista, _data_listb): """ Returns new data samples where values are transformed by transformer values. """ d_data = [] dsa = len(_data_lista) dsb = len(_data_listb) if dsa != dsb: return [] for i in range(dsa): d_data.append(_data_lista[i] ...
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def parseFixedZone(s): """Convert a +hhmm or -hhmm zone suffix. [ s is a string -> if s is a time zone suffix of the form "+hhmm" or "-hhmm" -> return that zone information as an instance of a class that inherits from datetime.tzinfo else -> raise SyntaxError ] ...
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def tica_eigenvalues_plot(tica, num=12, plot_file=None): """ Plots the highest eigenvalues over the number of the time-lagged independent components. Parameters ---------- tica : TICA obj Time-lagged independent components information. num : int, default = 12 ...
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def latex2svg(code, params=default_params, working_directory=None): """Convert LaTeX to SVG using dvisvgm and scour (or svgo). Parameters ---------- code : str LaTeX code to render. params : dict Conversion parameters. working_directory : str or None Working directory fo...
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def _split_train_test(features, labels, train_set, random_seed): """Split the dataset into training and test sets. Parameters ---------- features : pandas.DataFrame Features of the dataset events. labels : pandas.DataFrame Labels of the dataset events. train_set : {float, list-l...
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def parse_config(requesting_file_path, is_plugin=True): """ Parse the config files for a given sideboard plugin, or sideboard itself. It's expected that this function is called from one of the files in the top-level of your module (typically the __init__.py file) Args: requesting_file_path...
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def generate_enc_keypair(): """ Generate Curve25519 keypair :returns tuple: A byte pair containing the encryption key and decryption key. """ private_key = PrivateKey.generate() return private_key.public_key.encode(), private_key.encode()
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def filter_molecular_components( components: List[Component], ) -> Tuple[List[Component], List[Component]]: """Separate list of components into molecular and non-molecular components. Args: components: A list of structure components, generated using :obj:`pymatgen.analysis.dimensionalit...
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async def test_client_proto_packet_received_log(caplog: Any) -> None: """ Ensure we properly process received packets """ proto = tpt.SNMPClientProtocol(b"SNMP-packet") with caplog.at_level(logging.DEBUG): proto.datagram_received(b"fake-packet", ("192.0.2.1", 42)) assert "66 61 6b" in ca...
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def enter_card_details(driver, ccn, exp, cvc): """set credit card number, valid till. cvc""" driver.find_element_by_xpath("//input[@placeholder='Card number']").send_keys(ccn) driver.find_element_by_xpath("//input[@placeholder='MM / YY']").send_keys(exp) driver.find_element_by_xpath("//input[@placeh...
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def argument(name, type): """ Set the type of a command argument at runtime. This is useful for more specific types such as mitmproxy.types.Choice, which we cannot annotate directly as mypy does not like that. """ def decorator(f: types.FunctionType) -> types.FunctionType: a...
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def add_menu_item(method, label, **kwargs): # type: (callable, Union[str, int], Any) -> None """wrapper for xbmcplugin.addDirectoryItem""" args = kwargs.get("args", {}) label = ku.localize(label) if isinstance(label, int) else label list_item = ListItem(label) list_item.setArt(kwargs.get("art"))...
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def init_logging(human_log_level: str = "info") -> None: """Init the `logging.Logger`. It should be called only once in the app (e.g. in `main`). It sets the log_level to one of `HUMAN_LOG_LEVELS`. And sets up a handler for stderr. The logging level is propagated to all subprocesses. """ _new_l...
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async def async_google_actions_request_sync(cloud): """Request a Google Actions sync request.""" return await cloud.websession.post( f"{cloud.google_actions_report_state_url}/request_sync", headers={AUTHORIZATION: f"Bearer {cloud.id_token}"}, )
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def convert_time_string_to_secs(string: str) -> int: """ Takes a string in the format '1h30m25s' and converts it to an integer in seconds. This functions uses the regular expression RE_CONVERT_TIME above for matching the string. """ match = regexp_time.match(string) if not match: rai...
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def polar_cube(c, index, n=512, interp='cubic'): """VIMS cube polar projected. Parameters ---------- c: pyvims.VIMS Cube to interpolate. index: int, float, str, list, tuple VIMS band or wavelength to plot. n: int, optional Number of pixel for the grid interpolation. ...
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def _load_surf_files_gifti_gzip(surf_file): """Load surface data Gifti files which are gzipped. This function is used by load_surf_mesh and load_surf_data for extracting gzipped files. Part of the code can be removed while bumping nibabel 2.0.2 """ with gzip.open(surf_file) as f: as_by...
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def WriteTo(linelist, outfile): """writes the matches to a CSV file with name outfile""" file = open(str(outfile),'w') i=0 for line in linelist: file.write(linelist[i].borough+ ',') file.write(linelist[i].block+ ',') file.write(linelist[i].lot+ ',') file.write(li...
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def get_platform_system(): """return platform.system platform module has many regexp, so importing it is slow... import only if required """ import platform return platform.system()
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def populate_sql( sql: sqlparse.sql.Statement, example: NLToSQLExample, anonymize_values: bool ) -> bool: """ Creates a sequence of output / decoder actions from a raw SQL query. Args: sql: The SQL query to convert. example: The NLToSQLExample object to add output actions. anony...
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def factorial(n): """Stop sympy blindly calculating factorials no matter how large. If 'n' is a number of some description, ensure that it is smaller than a cutoff, otherwise sympy will simply evaluate it, no matter how long that may take to complete! - 'n' should be a sympy object, tha...
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def getSupplier(num): """" get the supplier for a card number Attributes: @num: card number """ supplier = str() for key, value in suppliers.items(): if bool(re.match(value, num)): supplier = key break if supplier == "": supplier = "Ukwno...
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def load_torch_hub_model(repo: str, model: str, *args, **kwargs): """Tries to load a torch hub model and handles different exceptions that could be raised. Args: repo: The GitHub repository containing the models. model: The model name to download. max_retries: The maximum number of trie...
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def report_unmerged(unmerged): """ Stores a list of deletable unmerged files in the orphan table :param list unmerged: A list of tuples, where each tuple is a name, info dict pair """ _report_files('unmerged', unmerged)
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def compute_medoid(data): """ Get medoid of data Parameters ---------- data: ndarray Data points Returns ------ medoid: ndarray Medoid """ dist_mat = pairwise_distances(data) return data[np.argmin(dist_mat.sum(axis=0))]
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def int_sphere(fx, xgrid): """ Computes integrals over the sphere defined by the logarithmic grid provided as input Parameters ---------- fx : array_like The function (array) to be integrated xgrid : ndarray The logarithmic radial grid Returns ------- I_sph : fl...
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def run( func, args=[], kwargs={}, service="lambda", capture_response=False, remote_aws_lambda_function_name=None, remote_aws_region=None, **task_kwargs ): """ Instead of decorating a function with @task, you can just run it directly. If you were going to do func(*args, **kwa...
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def run_webserver(destination_root_dir): """ Run a local """ destination_root_dir = destination_root_dir if destination_root_dir.startswith('/'): destination_root_dir = destination_root_dir[1:] if destination_root_dir.endswith('/'): destination_root_dir = destination_root_dir[:-1] ...
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def sym_to_elm(symbols: Union[str, List, np.ndarray], order: Union[np.ndarray, List[str]]): """Transform symbols to elements.""" if not isinstance(order, list): order = order.tolist() if not isinstance(symbols, (str, list)): symbols = symbols.tolist() if isinstance(symbols...
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def set_custom_field( custom_field_id: str = None, person_id: str = None, owner_id: str = None, term_id: str = None, value: str = None, option_index: str = None): """ Sets a custom field value for a particular person, organization, or donation. :param custom_...
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def ixn_is_increases_activity(ixn: ChemGeneIxn): """Checks if the interaction results in the decrease of the activity of the protein of the gene :param pyctd.manager.models.ChemGeneIxn ixn: A chemical-gene interaction :rtype: bool """ return _ixn_is_changes_protein(ixn, 'increases^activity')
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