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def get_config_from_json(json_file): """ Get the config from a json file :param json_file: :return: config(namespace) or config(dictionary) """ # parse the configurations from the config json file provided with open(json_file, 'r') as config_file: config_dict = json.load(config_file)...
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def create_polarimetric_layers(import_file, out_dir, burst_prefix, config_dict): """Pipeline for Dual-polarimetric decomposition :param import_file: :param out_dir: :param burst_prefix: :param config_dict: :return: """ # temp dir for intermediate files with TemporaryDirectory(prefi...
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def parse_args(): """Parse argument values from command-line""" parser = argparse.ArgumentParser(description='Arguments required for script.') parser.add_argument('-t', '--job-type', required=True, choices=['process', 'analyze'], help='process or analysis') args = parser.parse_args() return args
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def test_send_mail(): """should fail on incorrect email address""" rv = send_mail('', 'hello, this is testing!') rv_obj = json.loads(rv) assert rv_obj['message'] == "'to' parameter is not a valid address. please check documentation" # change email rv = send_mail('testingmportertesting@gmail....
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def Builtin_FLOOR(expr, ctx): """ http://www.w3.org/TR/sparql11-query/#func-floor """ l_ = expr.arg return Literal(int(math.floor(numeric(l_))), datatype=l_.datatype)
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def upgrade(): """Add snapshots table""" op.create_table( "snapshots", sa.Column("id", sa.Integer(), nullable=False), sa.Column("parent_id", sa.Integer(), nullable=False), sa.Column("parent_type", sa.String(length=250), nullable=False), sa.Column("child_id", sa.Integer(), nullable=Fa...
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def _compute_fwd_sol(raw_fname, trans_fname, src, bem, fwd_filename): """Compute leadfield matrix by BEM.""" mindist = 5. # ignore sources <= 0mm from inner skull fwd = mne.make_forward_solution(raw_fname, trans_fname, src, bem, mindist=mindist, meg=True, eeg=False, ...
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def printProgressBar (iteration, total, prefix = '', suffix = '', decimals = 1, length = 100, fill = '█', printEnd = "\r"): ## Initial call to print 0% progress #printProgressBar(0, l, prefix = 'Progress:', suffix = 'Complete', length = 50) #for i, item in enumerate(items): # # Do stuff... # t...
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def get(target: str) -> tuple: """Fetches a document via HTTP/HTTPS and returns a tuple containing a boolean indicating the result of the request, the URL we attempted to contact and the request HTML content in bytes and text format, if successful. Otherwise, returns a tuple containing a boolean indicati...
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def init_logging() -> None: """Initialize logging system.""" args = parse_args() dictConfig(CONFIG.LOGGING_CONFIG) root = logging.getLogger() root.setLevel(args["log"])
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def create_info(tasks,input_chunk_name: str, output_layer_path: str, channel_num: int, layer_type: str, data_type: str, encoding: str, voxel_size: tuple, voxel_offset: tuple, volume_size: tuple, block_size: tuple, factor: tuple, max_mip: int): """Create metadata for Neuroglancer Pr...
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def DOM2ET(domelem): """Converts a DOM node object of type element to an ElementTree Element. domelem: DOM node object of type element (domelem.nodeType == domelem.ELEMENT_NODE) returns an 'equivalent' ElementTree Element """ # make some local variables for fast processing tyCDATA = domelem.CD...
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def test_no_package_json(): """Tests that there are errors when there is not an install.rdf or a package.json""" assert _do_config_test( packagelayout.test_layout_all, has_install_rdf=False, has_package_json=False), ( 'no errors and no install.rdf and package.json')
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def write_objective(n, terms): """ Writer function for writing out one or multiple objective terms. Parameters ---------- n : pypsa.Network terms : str/numpy.array/pandas.Series/pandas.DataFrame String or array of strings which represent new objective terms, built with :func:`li...
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async def on_ready(): """起動時に通知してくれる処理""" print('ログインしました') print(client.user.name) # ボットの名前 print(client.user.id) # ボットのID print(discord.__version__) # discord.pyのバージョン print('------')
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def f_score(pr, gt, beta=1, eps=1e-7, threshold=.5): """dice score(also referred to as F1-score)""" if threshold is not None: pr = (pr > threshold).float() tp = torch.sum(gt * pr) fp = torch.sum(pr) - tp fn = torch.sum(gt) - tp score = ((1 + beta ** 2) * tp + eps) \ / ((1 +...
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def makeSatelliteDir(metainfo): """ Make the directory name for the 'satellite' level. """ satDir = "Sentinel-" + metainfo.satId[1] return satDir
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def parse_requirements(file_name): """Taken from http://cburgmer.posterous.com/pip-requirementstxt-and-setuppy""" requirements = [] for line in open(os.path.join(os.path.dirname(__file__), "config", file_name), "r"): line = line.strip() # comments and blank lines if re.match(r"(^#)|(^$)", line): continue ...
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def resolve_tagged_field(field): """ Fields tagged with `swagger_field` shoudl respect user definitions. """ field_type = getattr(field, SWAGGER_TYPE) field_format = getattr(field, SWAGGER_FORMAT, None) if isinstance(field_type, list): # Ideally we'd use oneOf here, but OpenAPI 2.0 use...
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def grid_id_from_string(grid_id_str): """Convert Parameters ---------- grid_id_str : str The string grid ID representation Returns ------- ret : tuple of ints A 4-length tuple representation of the dihedral id """ return tuple(int(i) for i in grid_id_str.split(','))
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def adj_to_edge_index(adj): """ Convert an adjacency matrix to an edge index :param adj: Original adjacency matrix :return: Edge index representation of the graphs """ converted = [] for d in adj: edge_index = np.argwhere(d > 0.).T converted.append(edge_index) return con...
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def determine_all_layers_for_elev(std_atmos, layers, values, elevation): """Determine all of the layers to use for the elevation Args: std_atmos [StdAtmosInfo]: The standard atmosphere layers [<str>]: All the pressure layers values [<LayerInfo>]: All the interpolated layers information ...
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def remove_redundant( text: str, list_redundant_words: List[str] = S_GRAM_REDUNDANT, ) -> str: """To remove phrases that appear frequently and that can not be used to infere skills. Parameters ---------- text : str The text to clean. list_redundant_words : List[str], optional ...
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def main(): """ ARGS: None. DESCRIPTION: Driver function. Does all the analysis RETURN: DEBUG: FUTURE: 1. Check suffixes for correct file types """ ###### Check python version ###### if(sys.version_info[0] != 3): exit_with_error("ERROR!!! Wrong python...
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def position_controller_mock(): """ Position controller mock. """ mock = MagicMock(spec=PositionController) future = asyncio.Future() future.set_result(None) mock.update_odometry = MagicMock(return_value=future) return mock
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def create_report(mlflow_folder): """ # Creates a pandas dataframe from the mlflow logs of the input folder # Parameters: # mlflow_folder: path of the folder containing the mlflow logs # Effects: # It creates a Pandas dataframe for each experiment of the specified folder """ exp_n ...
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def trim(docstring): """PEP257 docstring indentation trim function.""" if not docstring: return "" # Convert tabs to spaces (following the normal Python rules) # and split into a list of lines: lines = docstring.expandtabs().splitlines() # Determine minimum indentation (first line doesn'...
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def save_model(model, optimizer, output_dir, epoch_i, debug=False): """Save model and upload it to GCS.""" if debug: return save_dict = { "model": model.state_dict(), "optimizer": optimizer.state_dict(), } ckpt_dir = os.path.join(output_dir, "ckpts") if not os.path.exists(ckpt_dir): os...
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def forest_overview(): """ The remove forest URL handler. :return: The remove_forest.html page """ all_sensors = mysql_manager.get_all_sensors() for sensor_module in all_sensors: sensor_module['latest_measurements'] = mysql_manager.get_latest_measurements_from_sensor(sensor_m...
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def task_dev(): """Run the main task for the project""" return { 'actions': ["docker run --volume %s/:/app %s" % (CONFIG["project_root"], IMAGE)] }
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def header_parse(header, ts_resolution): """ parses the header of a TOB3 frame. Parameters ---------- header: string of binary encoded dat with length of 12-Bytes ts_resolution: frame time resolution. multiplier for sub-second part of frame timestamp to acheive ...
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def testWebContainerProps(cfg): """Tests the setting of Web Container Properties.""" m = "testWebContainerProps:" sop(m,"Entry.") propName1 = "wsadminlib.test.foo" propName2 = "wsadminlib.test.bar" nodeName = cfg["nodeName"] serverName = cfg["serverName"] wc = getWebcontainer(nodeName,...
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def shuff_par_str(shuffle=True, str_type="file"): """ shuff_par_str() Returns string from shuffle parameter to print or for a filename. Optional args: - shuffle (bool): default: True - str_type (str): "print" for a printable string and "file" for a string usab...
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def fft_imaginary(x: np.ndarray) -> np.ndarray: """ Imaginary values of FFT transform :param x: a numeric sequence :return: a numeric sequence """ x_fft = np.fft.fft(x) xt = np.imag(x_fft) return xt
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def main(argv=None): """Entry point for the CLI interface """ parser = argparse.ArgumentParser() parser.add_argument("darshanlogs", nargs="+", type=str, help="Darshan logs to process") parser.add_argument('-t', '--threads', default=1, type=int, help="Number of concurrent proc...
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def prodtype_to_platform(prods): """ Converts one or more prodtypes into a string with one or more <platform> elements. """ if isinstance(prods, str): return name_to_platform(prodtype_to_name(prods)) return "\n".join(map(prodtype_to_platform, prods))
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def train_config_setting(config, dataset): """ Configuring parameter for training process :param config: type dict: config parameter :param dataset: type str: dataset name :return: config: type dict: config parameter """ # Load max shape & channels of images and labels. if config['read_...
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def parse_bool(value): """Parses a boolean value from a string.""" return _parse_value(value, BooleanField())
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def load_dataset_X_y(dirname, opt): """ load training data :param : dirname : str, loading target directory :param : opt : str, option data format "pandas" or "numpy" :return : data_X : numpy, training data :return : data_y : numpy, true data """ # X input_filename = di...
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def test_routing_policy_order(api_client, private_base_url): """ Test if APIAP implicit routing policy has a correct place in the chain. """ client = api_client() response = client.get("/httpbin/get") assert response.status_code == 200 echoed_request = EchoedRequest.create(response) ass...
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def useDarwinButtons(): """Use darwin styled buttons everywhere in app""" qrainbowstyle.USE_DARWIN_BUTTONS = True _logger.info("Darwin buttons style has been enabled")
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def connect_to_es(host, port, use_auth=False): """ Return client that's connected to an Elasticsearch cluster. Unless running from authorized IP, set use_auth to True so that credentials are based on role. """ if use_auth: http_auth = _aws_auth() else: http_auth = None es = ...
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def task_5(): """Задание 5""" s = select([ student.c.name, student.c.surname, cast((student.c.stipend * 100), Integer) ]) print(str(s)) rp = connection.execute(s) return rp.fetchall()
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def linked_tmp_dir( suffix: Optional[str] = None, prefix: Optional[str] = None, dir: Optional[str] = None, mkdirs: Optional[List[str]] = None, lndirs: Optional[List[Tuple[str, str]]] = None, lnfiles: Optional[List[Tuple[str, str]]] = None, ) -> Any: """ :param suffix: :param prefix:...
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def sentinelCloudScore(img): """ Compute a custom cloud likelihood score for Sentinel-2 imagery Parameters: img (ee.Image): Sentinel-2 image Returns: ee.Image: original image with added ['cloudScore'] band """ im = sentinel2toa(img) # Compute several indicators of cloudyness ...
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def safe_filename(name: str, file_ending: str = ".json") -> str: """Return a safe version of name + file_type.""" filename = re.sub(r"\s+", "_", name) filename = re.sub(r"\W+", "-", filename) return filename.lower().strip() + file_ending
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def group(): """ RESTful CRUD controller """ if auth.is_logged_in() or auth.basic(): pass else: redirect(URL(c="default", f="user", args="login", vars={"_next":URL(c="msg", f="group")})) module = "pr" tablename = "%s_%s" % (module, resourcename) table = s3db[tablename]...
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def gen_function(): """Generate the next number in the sequence of iterations if the specified conditions are met. """ global carry_on a = 0 while (a < frame_num) & (carry_on): yield a # Returns control and waits next call. a = a + 1
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def test_logconfig(): """Config logger for test.""" global test_logger_inited if test_logger_inited: return test_logger_inited = True logger = logging.getLogger() logger.setLevel(logging.DEBUG) ch = query_stream_log_handler(logger) ch.setLevel(logging.DEBUG) ch.setFormatter...
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def _tracking_cost(time: int = 0, state: np.ndarray = None) -> float: """Tracking cost function. The goal is to minimize the distance of the x/y position of the vehicle to the 'state' of the target trajectory at each time step. Args: time : Time of the simulation. Used for time-dependent cost ...
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def test_basic_meta(namespaceable, namespace): """Test the basic interactions between Namespaceable and metaclasses.""" class Meta(namespaceable, type(namespaceable)): """A throwaway test metaclass.""" with namespace() as namespace_: meta_var = 1 class Test(namespaceable, metacl...
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def configure_logging(args, **kwargs): """run logging.basicConfig based on common verbosity command line arguments """ if args.debug: logging.basicConfig(level=logging.DEBUG, **kwargs) elif args.verbose: logging.basicConfig(level=logging.INFO, **kwargs) else: logging.basicCon...
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def get_health_check(HealthCheckId=None): """ Gets information about a specified health check. See also: AWS API Documentation :example: response = client.get_health_check( HealthCheckId='string' ) :type HealthCheckId: string :param HealthCheckId: [REQUIRED] ...
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def fixture_repo(repo_owner: str, repo_name: str) -> Repository: """Return a GitHub repository.""" return Repository(repo_owner, repo_name)
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def new_task(user, data: []): """ Create a new task and save it. """ Task(user=user, description=data[0], due_time=data[1]).save()
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def get_clean(source_file): """Generate a clean data frame from source file""" print('Reading from source...') df = pd.read_csv(source_file) print('Cleaning up source csv...') # Drop rows with too much NA data df.drop(['Meter Id', 'Marked Time', 'VIN'], axis=1, inplace=True) # Drop rows miss...
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def populate_db(): """Populate the db with the common pop/rock songs file""" songs = dm.parse_file('static/common_songs.txt') freq_matrix = dm.get_frequency_matrix(songs) model, clusters = clustering.clusterize(freq_matrix) clustering.save(model, MODEL_FILENAME) clusters_for_db = {} try: ...
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def magenta_on_red(string, *funcs, **additional): """Text color - magenta on background color - red. (see sgr_combiner()).""" return sgr_combiner(string, ansi.MAGENTA, *funcs, attributes=(ansi.BG_RED,))
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def test_list_ncname_max_length_nistxml_sv_iv_list_ncname_max_length_1_4(mode, save_output, output_format): """ Type list/NCName is restricted by facet maxLength with value 5. """ assert_bindings( schema="nistData/list/NCName/Schema+Instance/NISTSchema-SV-IV-list-NCName-maxLength-1.xsd", ...
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def enabled(flag: str) -> bool: """ Returns whether an environment flag is enabled. """ return os.getenv(flag, "").lower() in ENABLED_SYMBOLS
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def create_entry(entry: Entry) -> int: """ Create an entry in the database and return an int of it's ID """ return create_entry(entry.title, entry.text)
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def process_document_bytes( project_id: str, location: str, processor_id: str, file_content: bytes, mime_type: str = DEFAULT_MIME_TYPE, ) -> documentai.Document: """ Processes a document using the Document AI API. Takes in bytes from file reading, instead of a file path """ # Th...
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def merge_imgs(imgs, cols=6, rows=6, is_h=True): """ 合并图像 :param imgs: 图像序列 :param cols: 行数 :param rows: 列数 :param is_h: 是否水平排列 :param sk: 间隔,当sk=2时,即0, 2, 4, 6 :return: 大图 """ import numpy as np if not imgs: raise Exception('[Exception] 合并图像的输入为空!') img_shape =...
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def eval_model(model: transformer.Transformer, input_seq: torch.LongTensor, target_seq: torch.LongTensor) -> None: """Evaluates the the provided model on the given data, and prints the probabilities of the desired translations. Args: model (:class:`transformer.Transformer`): The model to evaluate. ...
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def get_nose_runner(report_folder, parallel=True, process_timeout=600, process_restart=True): """Create a nose execution method""" def _run_nose(test_folders): import nose import os.path if not report_folder or not os.path.exists(report_folder) or not os.path.isdir(report_folder): ...
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def text_editor(): """Solution to exercise R-2.3. Describe a component from a text-editor GUI and the methods that it encapsulates. -------------------------------------------------------------------------- Solution: -------------------------------------------------------------------------- ...
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def generate_imm5(value): """Returns the 5-bit two's complement representation of the number.""" if value < 0: # the sign bit needs to be bit number 5. return 0x1 << 4 | (0b1111 & value) else: return value
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def test_scope_invalid(app: Flask, indieauthfix: IndieAuthActions, client: FlaskClient): """Requests usint a key not scoped for them should fail""" with app.app_context(): z2btd = indieauthfix.zero_to_bearer_with_test_data(scopes=["create"]) actest_value = "an testing value,,," headers =...
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def SetNodeThumbnailEnabled(): """ None """ pass
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def CalculateChiv6p(mol): """ ################################################################# Calculation of valence molecular connectivity chi index for path order 6 ---->Chiv6 Usage: result=CalculateChiv6p(mol) Input: mol is a molecule object....
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def _cart2sph(x,y,z): """A function that should operate equally well on floats and arrays, and involves trignometry...a good test function for the types of functions in geospacepy-lite""" r = x**2+y**2+z**2 th = np.arctan2(y,x) ph = np.arctan2(x**2+y**2,z) return r,th,ph
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def get_existing_key_pair(ec2: EC2Client, keypair_name: str) -> Optional[KeyPairInfo]: """Get existing keypair.""" resp = ec2.describe_key_pairs() keypair = next( (kp for kp in resp.get("KeyPairs", {}) if kp.get("KeyName") == keypair_name), None, ) if keypair: LOGGER.info( ...
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def render_template(template: str, context: dict, trim_blocks=True, lstrip_blocks=True, **env_kwargs): """ One-time-use jinja environment + template rendering helper. """ env = jinja2.Environment( loader=jinja2.DictLoader({'template': template}), t...
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def _func_to_user(uid, func): """ Internal function for doing actions against a user. Gets the user from the database, calls the provided function, and then updates the user back in the database. Args: uid (string) -- The user's key func (function) -- activity to perform on the use...
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def exp(): """An experiment to compute the relative error. Arguments: c -- a coordinate represented as a (lat, lon) tuple """ #olney transportation center p1 = (40.040042, -75.144772) #att station p2 = (39.907473, -75.173907) #the distance, taking into account curvature of the...
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def execute(work_db, dist=True): """Execute any pending work in `work_db`, recording the results. This looks for any work in `work_db` which has no results, schedules to be executed, and records any results that arrive. If `dist` is `True` then this uses Celery to distribute tasks to remote worker...
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def breg_sim_divergence(K, p, q, symmetric=False): # NOTE: if you make changes in this function, do them in *_stable function under this as well. """ Compute similarity sensitive Bregman divergence of between a pair of (batches of) distribution(s) p and q over an alphabet of n elements. Inputs: ...
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def manage_pages(request): """Dispatches to the first page or to the form to add a page (if there is no page yet). """ try: page = Page.objects.all()[0] url = reverse("lfs_manage_page", kwargs={"id": page.id}) except IndexError: url = reverse("lfs_add_page") return HttpR...
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def get_network_info(): """ Sends a NETWORK_INTERFACES_INFO command to the server. Returns a dict with: - boolean status - list of str ifs (network interfaces detected by RaSCSI) """ command = proto.PbCommand() command.operation = proto.PbOperation.NETWORK_INTERFACES_INFO data = sen...
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def setFigStyle(): # fancyPlots=False): # TODO: Merge this with setFigOutput """Set figure style""" global fancyPlots global colours if fancyPlots: try: import seaborn as sns #cp = sns.color_palette() colours = sns.color_palette() except ImportError: ...
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def basis(asset: Asset, termination_tenor: str, *, source: str = None, real_time: bool = False, request_id: Optional[str] = None) -> Series: """ GS end-of-day cross-currency basis swap spread. :param asset: asset object loaded from security master :param termination_tenor: relative date repre...
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def env_path_contains(path_to_look_for, env_path=None): """Check if the specified path is listed in OS environment path. :param path_to_look_for: The path the search for. :param env_path: The environment path str. :return: True if the find_path exists in the env_path. :rtype: bool """ if no...
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def jp_clean_year(string, format): """Parse the date and return the year.""" return getYearFromISODate(iso8601date(string,format))
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def _epsilon(e_nr, atomic_number_z): """For lindhard factor""" return 11.5 * e_nr * (atomic_number_z ** (-7 / 3))
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def compute_heatmap(cnn_model, image, pred_index, last_conv_layer): """ construct our gradient model by supplying (1) the inputs to our pre-trained model, (2) the output of the (presumably) final 4D layer in the network, and (3) the output of the softmax activations from the model """ gradM...
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def did_git_push_succeed(push_info: git.remote.PushInfo) -> bool: """Check whether a git push succeeded A git push succeeded if it was not "rejected" or "remote rejected", and if there was not a "remote failure" or an "error". Args: push_info: push info """ return push_info.flags & GIT...
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def end_h_nl_constraint(ocp: AcadosOcp, nl_expr, lower_upper: Union[float, tuple], sq_penalty: Union[float, tuple] = 0, lin_penalty: Union[float, tuple] = 0): """ Add a terminal non-linear constraints with lower and upper bound. Generates the lower, upper and slack variables, and opt...
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def find_only(element, tag): """Return the only subelement with tag(s).""" if isinstance(tag, six.string_types): tag = [tag] found = [] for t in tag: found.extend(element.findall(t)) assert len(found) == 1, 'expected one <%s>, got %d' % (tag, len(found)) return found[0]
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async def mongoengine_invalid_document_exception_handler(request, exc): """ Error handler for InvalidDocumentError. Logs the InvalidDocumentError detected and returns the appropriate message and details of the error. """ logger.exception(exc) return JSONResponse( Response(succes...
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async def async_setup_entry(hass, entry, async_add_entities): """Set up Daikin climate based on config_entry.""" entities = [] config = entry.data for controller in hass.data[DOMAIN][CONTROLLERS].values(): try: entity = DaikinMadokaClimate(controller) entities.append(en...
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def gen_2Dsersic(size,parameters,normalize=False,show2Dsersic=False,savefits=False,verbose=True): """ Generating a 2D sersic with specified parameters using astropy's generator --- INPUT --- size The dimensions of the array to return. Expects [ysize,xsize]. The 2D gauss will ...
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def test_staking(testerchain, token, escrow_contract): """ Tests for staking methods: deposit, lock and stake division """ escrow = escrow_contract(1500) creator = testerchain.interface.w3.eth.accounts[0] ursula1 = testerchain.interface.w3.eth.accounts[1] ursula2 = testerchain.interface.w3....
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async def basic_tests(): """Run Basic tests.""" es = ElasticSearchClient() await es.get_all_indices() await es.create_index(0) await es.clear_index(0) await es.close()
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def dqn(agent, env, brain_name, n_episodes=2500, max_t=1000, eps_start=1.0, eps_end=0.01, eps_decay=0.999, train=True): """Deep Q-Learning. Params ====== n_episodes (int): maximum number of training episodes max_t (int): maximum number of timesteps per episode eps_start (flo...
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def get_activity_stats_subprocess( data_full: list[ActivitiesUsers], data_cp: list[ActivitiesUsers] ) -> DestinyActivityOutputModel: """Run in anyio subprocess on another thread since this might be slow""" result = DestinyActivityOutputModel( full_completions=0, cp_completions=0, ki...
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def execute(db_name): """Execute any pending work in the database stored in `db_name`, recording the results. This looks for any work in `db_name` which has no results, schedules it to be executed, and records any results that arrive. """ try: with use_db(db_name, mode=WorkDB.Mode.open)...
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def ma_cache_nb(close: tp.Array2d, windows: tp.List[int], ewms: tp.List[bool], adjust: bool) -> tp.Dict[int, tp.Array2d]: """Caching function for `vectorbt.indicators.basic.MA`.""" cache_dict = dict() for i in range(len(windows)): h = hash((windows[i], ewms[i])) if h not in c...
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def get_AllVolumes(controller, secondary=None): """Run smcli command 'show AllVolumes' on the controller, the output is returned to the calling function. The primary controller (a) is mandatory, but the secondary controller (b) is optional.""" # Check which controller is reachable. ...
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def sync( path: Path = PROJECT_PATH_ARGUMENT, prompt: bool = typer.Option( False, "--prompt", "-p", help="Pass to enable answering template prompts", show_default=False, ), quiet: bool = QUIET_OPTION, ): """ Syncs manual changes to the flexlate branches, a...
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def fetch_slot_freq_num(timestamp, slot, freq_nums): """Find GLONASS frequency number in glo_freq_nums and return it. Parameters ---------- timestamp : datetime.datetime slot : int GLONASS satellite number freq_nums : dict { slot_1: { datetime_1: freq-num, ... } } Returns ...
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