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def parse_location(url): """ Parse latitude and longitude from a Google Maps URL. URL is in the form: https://maps.google.com/maps/ms?...&ll=9.029795,-83.299043&... Sometimes there is a weird ll query param like this: https://maps.google.com/maps/ms?...&ll=9.029795, -83.299043,255&.....
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def test_singleton_get_instance_preserves_state(): """ Changes to the Controller singleton should be preserved across calls to get_instance() """ settings = """ [system] DEBUG = True DEFAULT_LANGUAGE = en [display] BACKGROUND_COLOR = #000 TEXT_COLOR = orange """ config = configparser.ConfigParser() co...
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def conv2d_zeros(name, x, width, filter_size=[3, 3], stride=[1, 1], pad="SAME", logscale_factor=3, skip=1, edge_bias=True): """Conv2dZeros is just a normal Conv2d layer with zero i...
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def deepcopy(value): """ The default copy.deepcopy seems to copy all objects and some are not `copy-able`. We only need to make sure the provided data is a copy per key, object does not need to be copied. """ if not isinstance(value, (dict, list, tuple)): return value if isins...
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def delete_fragment_cache(model, request=None, **kwargs): """ Drops a fragment cache. """ key = make_fragment_key(model, request=None, **kwargs) cache.delete(key)
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def split_delimited_symbol(symbol): """ Takes in a symbol that may be delimited and splits it in to a company symbol and share class symbol. Also returns the fuzzy symbol, which is the symbol without any fuzzy characters at all. Parameters ---------- symbol : str The possibly-delimi...
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def gravatar(email, size=48): """hacked from djangosnippets.org, but basically given an email address render an img tag with the hashed up bits needed for leetness omgwtfstillreading """ url = "http://www.gravatar.com/avatar.php?%s" % urllib.urlencode({ 'gravatar_id': hashlib.md5(email).hex...
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def carli( p0: np.array, p1: np.array, ) -> float: """ Carli bilateral index, using price information. .. math:: \\text{Carli} = \\frac{\\sum_{i=1}^{n} p_i}{\\sum_{i=1}^{n} p_0} :param p0: Base price vector. :param p1: Current price vector. """ return np.mean(p1 / p0)
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def format_outcome_results(outcome_results): """ Cleans up formatting of outcome_results DataFrame :param outcome_results: outcome_results DataFrame :return: Reformatted outcomes DataFrame """ new_col_names = {"links.learning_outcome": "outcome_id"} outcome_results = outcome_results.rename(c...
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def infer(batch, model, lite, framework): """ Perform inference on supplied image batch. Args: batch: ndarray Stack of preprocessed images model: deep learning model Initialized EfficientPose model to utilize (RT, I, II, III, IV, RT_Lite, I_Lite or II_Lite) ...
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def get_package_data(package): """ Return all files under the root package, that are not in a package themselves. """ walk = [(dirpath.replace(package + os.sep, "", 1), filenames) for dirpath, dirnames, filenames in os.walk(package) if not os.path.exists(os.path.join(dirpath,...
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def xrdb(xrdb_file=None): """Merge the colors into the X db so new terminals use them.""" xrdb_file = xrdb_file or os.path.join(CACHE_DIR, "colors.Xresources") if shutil.which("xrdb") and OS != "Darwin": subprocess.Popen(["xrdb", "-merge", xrdb_file], stdout=subprocess.DEVN...
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def delete_saved_search(search_name, owner): """Deletes an existing saved search. This is used when overwriting a saved search.""" try: voyager_server = sys.argv[2].split('=')[1].split('solr')[0][:-1] get_url = "{0}/api/rest/display/ssearch/export".format(voyager_server) get_response = r...
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def AddUpdateMapFlags(parser, flag_name, long_name=None, key_type=None, value_type=None): """Add flags for updating values of a map-of-atomic-values property. Args: parser: The argument parser flag_name: The name for the property to be used in flag names long_name: The name for th...
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def get_edges(t, p): """ Gets the edges (segments) that contain point p as their right endpoint or in the interior """ lr = [] lc = [] for s in AVLTree(t): if s.rp == p: lr.append(s) elif s.lp == p and s.status == INTERIOR: lc.append(s) elif si...
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def register_derived_unit(symbol, singular_name, base_unit, multiple=1, plural_name=None): """Registers a unit based on another unit. i.e. it should be a measure of the same quantity.""" return register_unit(symbol, singular_name, base_unit.quantities, base_unit.quantity_vector, mul...
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def soup( url: str, *args, session: Optional[requests.Session] = None, **kwargs ) -> bs4.BeautifulSoup: """Get a url as a BeautifulSoup. Args: url: The url to get a soup from. *args: Passed to session.get(). session: The session to use to download the soup. Defaults to N...
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def _get_max_width(): """Hamta information om total skarmbredd och -hojd """ from win32api import GetSystemMetrics #Hamta information om total skarmbredd over alla anslutna skarmar width = GetSystemMetrics(78) #Hamta information om total skarmhojd over alla anslutna skarmar height = GetSyste...
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def blog_queue(ch, method, props, body): """ declare the queue of direct exchange, flask-rabbitmq will bind automatically by key. :param ch: :param method: :param props: :param body: :return: """ print("simple queue => {}".format(body)) ch.basic_ack(delivery_tag=method.delivery_t...
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def preprocess_stack_parallel(hier_graph_dict:dict,circuit_name,G): """ Preprocess the input graph by reducing parallel caps, series resistance, identify stacking, adding parallel transistors. Parameters ---------- hier_graph_dict : dict dictionary of all circuit in spice file circuit_n...
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def main(argv): """ Main method that unfortunately is way too complicated. """ eqsFile, plotFile = parseProgramArgs(argv) plotMonod()
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def test_that_client_id_is_created(unauth_client): """Test that the client id is created and properly formatted.""" assert unauth_client.client_id == 'test app; ver 0.0; Python SDK; 18.5; test machine;'
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def list_table_names(): """List known table names from configuration, without namespace.""" return get_config().yaml['schemas'].keys()
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def execute_quantum_request(backend, quantum_request): """ Takes a quantum request and execute the content, returns the messages for Alice and Bob. """ method = quantum_request["method"] A_basis = quantum_request["A_basis"] B_basis = quantum_request["B_basis"] if method == "BB84": ...
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def test_linkify(): """Optional Linkify flag controls linkification.""" # Linkify is also responsible for adding `nofollow` on all links assert markdown(linkify_text) == linkify_html assert markdown(linkify_text, linkify=True) == linkify_html assert markdown(linkify_text, linkify=False) == nolinkify...
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def test_cmd_read_button(): """Test that the CMD_READ_BUTTON.""" assert type(CMD_READ_BUTTON) is ReadCommand assert CMD_READ_BUTTON.code == 8 assert CMD_READ_BUTTON.data_len == 4
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def get_ResidualDemand(demand_sector): """loader function for parameter ResidualDemand """ return get_demand_sector_parameter("ResidualDemand", demand_sector)
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def test_no_browsing_context(session, create_window): """ 1. If the current top-level browsing context is no longer open, return error with error code no such window. """ session.window_handle = create_window() session.close() response = get_window_rect(session) assert_error(response, "...
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def parse_bar_separated_phrase(bar_separated_phrase): """ Parses a vertical bar separated phrase into a Phrase object. The expect format is that used by e.g. the LCC: Aber|KON es|PPER gibt|VVFIN keine|PIAT Garantie|NN :param bar_separated_phrase: :return: """ assert isinstance(bar...
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def preprocess(filename): """ Preprocesses the file at the specified name and returns only the branching (conditional) lines in the dump, defined to have (in the format specified for the offline dump versions): 1) Reads the flags register (that is, conditionRegister == 'R'), and 2) Is either tak...
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def load_paste_app(filename, appname): """Builds a wsgi app from a paste config, None if app not configured.""" filename = os.path.abspath(filename) app = None try: app = deploy.loadapp("config:%s" % filename, name=appname) except LookupError: pass return app
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def Hunter_Lab_to_XYZ( Lab: ArrayLike, XYZ_n: ArrayLike = TVS_ILLUMINANTS_HUNTERLAB[ "CIE 1931 2 Degree Standard Observer" ]["D65"].XYZ_n, K_ab: ArrayLike = TVS_ILLUMINANTS_HUNTERLAB[ "CIE 1931 2 Degree Standard Observer" ]["D65"].K_ab, ) -> NDArray: """ Converts from *Hunter...
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def post_multipart(host, selector, fields, files): """ Post fields and files to an http host as multipart/form-data. fields is a sequence of (name, value) elements for regular form fields. files is a sequence of (name, filename, value) elements for data to be uploaded as files Return the server's re...
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def vfolder(): """Set of vfolder operations"""
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def total_jurisdiction_columns_helper(df): """calculation to include private facility numbers""" df["PVINF_Temp"] = df["PVINF"].apply(convert_nan_for_calculation) df["PVOTHF_Temp"] = df["PVOTHF"].apply(convert_nan_for_calculation) df["PVINM_Temp"] = df["PVINM"].apply(convert_nan_for_calculation) df[...
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def client(): """Static link to MongoDB connection.""" return AsyncIOMotorClient(URI)
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def mask_ring_median(values_array, positions_array, alpha): # pragma: no cover """Find outlier pixels in a single ring via a single pass with the median. Parameters ---------- values_array : ndarray The ring values positions_array : ndarray The positions of the values alpha: fl...
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def _p_qrs_tconst(pattern, pwave): """ Temporal constraints of the P Wave wrt the corresponding QRS complex """ BASIC_TCONST(pattern, pwave) obseq = pattern.obs_seq idx = pattern.get_step(pwave) tnet = pattern.last_tnet # Beat start tnet.set_equal(pwave.start, pattern.hypothesis.star...
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def drop_tables(engine, clobber=False): """Drops all tables from a SQLite database. Creates an sa.schema.MetaData object reflecting the structure of the database that the passed in ``engine`` refers to, and uses that schema to drop all existing tables. Todo: Treat DB connection as a contex...
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def load_main_index(out_dir: Path=OUTPUT_DIR, warn: bool=True) -> List[Link]: """parse and load existing index with any new links from import_path merged in""" from core.models import Snapshot try: return Snapshot.objects.all() except (KeyboardInterrupt, SystemExit): raise SystemExit(0)
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def upstream(env=env): """Get 'upstream' URL for the git repository.""" remotes = remotes('fetch') # Try the remote tracking value for this branch try: upstream = subprocess.check_output( ['git', 'rev-parse', '--symbolic-full-name', '@{u}'], env=env, ).decode('utf-8').strip(...
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def ref_model_and_multivariate_training_data(training_data_covar_complex): """ defines a multivariate GP model and the data it is defined by :return: covars :return: train_X, train_Y (training data, from custom_models_simple_training_data_4elements above) :return: model_obj (model object, SingleTask...
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def delete_dir_banner_file_after_model_deletion(sender, **kwargs): """ Delete the model file after the Directory has been deleted. """ directory = kwargs['instance'] if ( directory.banner_file is not None and len(directory.existing_banner_file.name) > 0 and os.path.exists(directory....
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async def test_calling_httpx( unused_tcp_port: int, calculator_server_creator ) -> None: """Test the httpx client.""" serv = calculator_server_creator(AioRequest) app = create_aiohttp_app(serv) runner = AppRunner(app) await runner.setup() site = TCPSite(runner, port=unused_tcp_port) awa...
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def get_all_movies(request): """ List of all movies names """ try: name = request.GET.get('name', None) offset = request.GET.get('offset', 0) limit = request.GET.get('limit', 10) movies_list = [] count = 0 if not name: movies_list = Movie.objects.filter().order_by('-date_created')[offset:limit] ...
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def is_email_or_url(string: str) -> bool: """Checks if string is either an email or url. """ out = False try: URL_VALIDATOR(string) out = True except ValidationError: pass try: URL_VALIDATOR(string) out = True except ValidationError: pass ...
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def get_synthetic_preds(synthetic_data_func, n=1000, estimators={}): """Generate predictions for synthetic data using specified function (single simulation) Args: synthetic_data_func (function): synthetic data generation function n (int, optional): number of samples estimators (dict of ...
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def arrays_from_dataset(dataset): """Converts a tf.data.Dataset to nested np.ndarrays.""" return tf.nest.map_structure( lambda tensor: np.asarray(tensor), # pylint: disable=unnecessary-lambda tensors_from_dataset(dataset))
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def ldns_buffer_status_ok(*args): """LDNS buffer.""" return _ldns.ldns_buffer_status_ok(*args)
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def parse_args() -> argparse.Namespace: """Parse command line arguments :return: argparse.Namespace """ parser = argparse.ArgumentParser() parser.add_argument('--log', dest='log', choices=['DEBUG', 'INFO', 'WARNING', 'ERROR', 'CRITICAL'], default='ERROR', help='Set the loggi...
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def test_binary_combinator_sub(f, ff): """Sub combinator should always intersperse '-' in the elements.""" assert str(comb.Sub(f, ff)) == "{0} - {1}".format(str(f), str(ff))
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def upsample(img, scale, border='reflect'): """Bicubical upsample via **CONV2D**. Using PIL's kernel. Args: img: a tf tensor of 2/3/4-D. scale: must be integer >= 2. border: padding mode. Recommend to 'REFLECT'. """ device = img.device kernels, s = _weights_upsample(scale) kernels = [k.astype('...
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def first_round_phase(tableau, phase_stabilizer, phase_destabilizer): """This phase round adds a diagonal matrix D to the Z stabilizer matrix such that Z + D = M*M' for some invertible M""" num_qubits = int(len(tableau[0, :]) / 2) x_destab = tableau[0:num_qubits, 0:num_qubits] z_destab = tableau[0:n...
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async def read_address2account(address: PyAddress, cur: Cursor): """read account by address or raise exception""" user = await read_address2userid(address, cur) if user is None: raise BlockChainError('Not found account {}'.format(address)) return await read_account_info(user, cur)
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def _get_ntddi(osvi): """ Determines the current operating system. This function allows you to quickly tell apart major OS differences. For more detailed information call L{kernel32.GetVersionEx} instead. @note: Wine reports itself as Windows XP 32 bits (even if the Linux host is 64 ...
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def mel_dropout(mel: tf.Tensor, drop_prob: int = 0.05) -> tf.Tensor: """ mel drop out Args: mel (tf.Tensor): [freq, time] float32, float32 drop_prob (int, optional): keep prob. Defaults to 0.05. Returns: tf.Tensor: [freq, time] float32, float32 """ return tf.nn.dropout(mel, rate=1 - drop_prob)
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def getPortableIpRangeServices(config): """ Reads config values related to portable ip and fills up services accordingly""" services = {} attributeError = False if config.portableIpRange.startip: services["startip"] = config.portableIpRange.startip else: attributeError = True ...
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def function_timer(func): """This is a timer decorator when defining a function if you want that function to be timed then add `@function_timer` before the `def` statement and it'll time the function Arguments: func {function} -- it takes a function for this decorator to work Returns: ...
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def load_graph(filename): """Unpersists graph from file as default graph.""" with tf.gfile.FastGFile(filename, 'rb') as f: graph_def = tf.GraphDef() graph_def.ParseFromString(f.read()) tf.import_graph_def(graph_def, name='')
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def print_defaults(type): """ Print default configurations that can be used as a template. :param type: If "list" is used as the TYPE, the list of supported types will be printed. """ pass
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def provision_web_packages(): """ Installs required software packages on a newly provisioned web instance. """ packages = ('libjpeg-dev nginx supervisor xclip zip libmysqlclient-dev uwsgi-plugin-python') provision_packages(packages)
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def breadcrumbs(category): """ Renders a category tree path using a customizable delimiter. Usage:: {% breadcrumbs <category> %} Example:: {% breadcrumbs category %} """ return {'ancestors': category.get_ancestors()}
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def resnext34(**kwargs): """Constructs a ResNeXt-34 model. """ model = ResNeXt(BasicBlockX, [3, 4, 6, 3], **kwargs).cuda() name = "resnext34" return model, name
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def parse_coords(lines: Iterable[str]) -> Iterator[tuple[Coord, Coord]]: """ >>> lines = ["795,887 -> 541,887"] >>> list(parse_coords(lines)) [(Coord(x=795, y=887), Coord(x=541, y=887))] """ for line in lines: result = cast(parse.Result, line_format.parse(line)) yield Coord(resul...
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def _draw_latex_header(table, drop_columns): """Draw the Latex header. - Applies header border if appropriate. Example Output: \hline Name & Age & Nickname \\ \hline """ out = "" if table._has_border(): out += _indent_text("\\hline\n", 3) # Drop header colu...
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def register(): """Register a new user, and send them a confirmation email.""" form = RegistrationForm() if form.validate_on_submit(): user = User( first_name=form.first_name.data, last_name=form.last_name.data, email=form.email.data, confirmed=True, ...
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def combine_results_dicts(results_summaries: List[dict]) -> dict: """For a list of dictionaries, each with keys 0..n-1, combine into a single dictionary with keys 0..ntot-1""" combined_summary = {} n_overall = 0 for d in results_summaries: n_this = len(d) for i in range(n_this): ...
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def test_calculate_score_empty(empty_repo): """ Test calculate_actvitiy if no data is available """ assert calculate_score(empty_repo) == 0
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def svc_get_objects_in_collection(database, collection): """ Get objects from a collection. These forms of query strings are supported * No query string implies all objects in a collection are returned * A query string with a single "query_string" parameter results in the value of this parameter bei...
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def save_trks(filename, lineages, raw, tracked): """Deprecated Copied from deepcell_tracking.utils, version 0.3.1. Author Van Valen Lab. Modification: changed trks to trk to fit caliban labeler. Saves raw, tracked, and lineage data into one trk_file. Args: filename (str): full path to the ...
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def conv_model(features, labels, mode): """2-layer convolution model.""" # Reshape feature to 4d tensor with 2nd and 3rd dimensions being # image width and height final dimension being the number of color channels. feature = tf.reshape(features[X_FEATURE], [-1, 28, 28, 1]) # First conv layer will compute 32 ...
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def MapColoringCSP(colors, neighbors): """Make a CSP for the problem of coloring a map with different colors for any two adjacent regions. Arguments are a list of colors, and a dict of {region: [neighbor,...]} entries. This dict may also be specified as a string of the form defined by parse_neighbors.""...
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def direction_resend_n3(limit): """ Вернуть: Направления, в к-рых все исследования подтверждены, и подтверждены после определенной даты в SQL: """ with connection.cursor() as cursor: cursor.execute( """ SELECT id FROM public.directions_napravleniya WHERE ...
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def StringToId(peg_positions): """ input a list of strings representing peg positions returns the game bitfield as integer number """ my_string = [''] * 36 cur_pos = 0 cur_bitfield = 0 for row in ['A', 'B', 'C', 'D', 'E', 'F']: for col in ['1', '2', '3', '4', '5', '...
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def hide(obj): """Convert object to hidden task. """ converted_object = convert(obj, Hidden=True) return converted_object
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def copy_model_files(controlfile, dirname): """Create subdirectory and copy relevant model files to it, then change working directory to subdirectory""" os.makedirs(dirname, exist_ok=True) # Copy needed files from the working directory into the sub-directory for file in ['model', 'payoff', 'opt...
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def summary(filename=None): """Print a summary table for all timers or write CSV to filename.""" Timer.summary(filename)
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def trim_prediction( data, prediction_days, history_days=CREST_RANGE ): """trim predicted dataframe into shape for results Args: data (:obj:`pandas.DataFrame`): data reported history_days (int): number of days BACK to report prediction_days (int): number of days ...
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def series_simple_math( ser: pd.Series, function: str, number: int ) -> pd.core.series.Series: """Write some simple math helper functions for series. Take the given series, perfrom the required operation and return the new series. For example. Give the series: 0 0 1 1 ...
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def _gl_matrix(array): """ Convert a sane numpy transformation matrix (row major, (4,4)) to an stupid GLfloat transformation matrix (column major, (16,)) """ a = np.array(array).T.reshape(-1) return (gl.GLfloat * len(a))(*a)
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def create_vshieldr_controller(vmm_domp, provider, vcenter_domain, controller, host_or_ip, **args): """Create vShield Controller""" args = args['optional_args'] if 'optional_args' in args.keys() else args vmm_ctrlrp = CtrlrP(vmm_domp, controller, hostOrIp=host_or_ip, ...
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def get_all_by_type_and_status( *, db_session, service_type: str, is_active: bool ) -> List[Optional[Service]]: """Gets services by type and status.""" return ( db_session.query(Service) .filter(Service.type == service_type) .filter(Service.is_active.is_(is_active)) .all() ...
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def wkt_to_proj4(wkt): """Converts a well-known text string to a pyproj.Proj object""" srs = osgeo.osr.SpatialReference() srs.ImportFromWkt(wkt) return pyproj.Proj(str(srs.ExportToProj4()))
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def runtime_expand1(bindings, filename, tree): """Macro-expand an AST value `tree` at run time, once. Run-time part of `expand1r`. `bindings` and `filename` are as in `mcpyrate.core.BaseMacroExpander`. Convenient for experimenting with quoted code in the REPL. """ expander = MacroExpander(bindings...
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def elasticnet(exprDF, lMirUser = None, lGeneUser = None, n_core = 2): """ Function to calculate the ElasticNet correlation coefficient of each pair of miRNA-mRNA, return a matrix of correlation coefficients with columns are miRNAs and rows are mRNAs. Args: exprDF df Concat Dataframe ...
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def test_delete_course(mocker): """ Tests that delete_course calls the delete tasks for the course and its content files """ patched_delete_task = mocker.patch("search.task_helpers.delete_document") course = CourseFactory.create() course_es_id = gen_course_id(course.platform, course.course_id) ...
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def get_batch_unpack(args): # arguments dictionary """ Pass through function for unpacking get_batch arguments. Args: args: Arguments dictionary Returns: Return value of get_batch. """ # unpack args values and call get_batch return get_batch(tensors=args['tensors'], ...
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def options(): """ The options page provides an initial means to the user to navigate to the required service. """
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async def test_setup_course_hook_calls_normalize_strings( auth_state_dict, setup_course_environ, setup_course_hook_environ, make_mock_request_handler, make_http_response, mock_nbhelper, ): """ Does the setup_course_hook return normalized strings for the username and the course_id? ""...
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def MakeDirs(path): """Make directories without raising errors when they already exist.""" if not os.path.exists(path): os.makedirs(path)
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def simple_unlimited_args(one, two='hi', *args): """Expected simple_unlimited_args __doc__""" return "simple_unlimited_args - Expected result: %s" % (', '.join(six.text_type(arg) for arg in [one, two] + list(args)))
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def _random_subset(seq, m, rng): """ Return m unique elements from seq. This differs from random.sample which can return repeated elements if seq holds repeated elements. Taken from networkx.generators.random_graphs """ targets = set() while len(targets) < m: x = rng.choice(seq...
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def rnn_forward(x, nb_units, nb_layers, rnn_type, name, drop_rate=0., i=0, activation='tanh', return_sequences=False): """Multi-RNN layers. Parameters ---------- nb_units: int, the dimensionality of the output space for recurrent neural network. nb_layers: int, the number of the layers for ...
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def write_file(filename, content): """Write a file to disk.""" dirname = os.path.dirname(filename) if not os.path.isdir(dirname): os.makedirs(dirname) with open(filename, 'wb') as f: f.write(content.encode('utf-8'))
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def test_column_type_instantiation(): """If a bloop.Type subclass is provided, Column calls __init__ with no args""" # noinspection PyAbstractClass class MyType(Type): def __init__(self, *args, **kwargs): assert not args assert not kwargs super().__init__() c...
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def lambda_handler(*kwargs): """ Lambda handler for usercount :param event: Lambda event :param context: Lambda context """ print kwargs[0].get('account') function_name = kwargs[1].function_name account = kwargs[0].get('account') results = get_user_count(function_name, account) body ...
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def test_vis_mask_alpha_0() -> None: """ By setting alpha to zero, we do not modify the RGB image. """ rgb_img = np.zeros((2,3,3), dtype=np.uint8) rgb_img[:,:,0] = np.array([[100,100,100],[200,200,200]], dtype=np.uint8) mask_img = np.array([[0,1,0],[1,1,1]], dtype=np.uint8) col = np.array([60,0,0], dtype=np.uint...
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def test_affinity_vs_matlab(): """Test that the affinity calculation matches the matlab result""" matlab = io.loadmat(TEST_DATA) D = np.sqrt(matlab['S']) # matlab outputs squared distances A_matlab = matlab['A'] radius = matlab['rad'][0] # check dense affinity computation A_dense = comput...
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def notebook_is_active() -> bool: """Return if script is executing in a IPython notebook (e.g. Jupyter notebook)""" for x in sys.modules: if x.lower() == 'ipykernel': return True return False
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def test_create_item_auction(): """ Testing to create an auction item. This is an item with postal code. This item uses open_days instead of list_time and closing_time. """ data = { 'category_id': category_id, 'condition': 'weak', 'delivery_methods': ['pickup', 'shipment'...
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