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def get_charges_single_serial(path_to_cif, create_cif=False, path_to_output_dir='.', add_string='_charged', use_default_model=True, path_to_pickle_obj='dummy_string'): """ Description Computes the partial charges for a single CIF file and returns an ASE atoms object updated with the e...
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def matchlist(page=1): """Respond with view for paginated match list.""" query = Match.query.order_by(Match.id.desc()) paginatedMatches = query.paginate(page, current_app.config['MATCHES_PER_PAGE'], False) return render_template('matchlist.html', matches=paginatedMatches.items, pagination=paginatedMatch...
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def post_page_files(current_user, pid): """ Изменение файлов страницы""" try: page = SitePages.query.get(pid) if request.files.getlist('file[]'): page_files = request.files.getlist('file[]') na_files = [] for pfile in page_files: fsize_b = ge...
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def get_data(filename: str) -> pd.DataFrame: """ Create a dataframe out of south_sudan_data.csv """ df = pd.read_csv(filename) return df
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def train( net: Net, trainset: Fer2013Dataset, testset: Fer2013Dataset, pretrained_model: dict={}): """Main training loop and optimization setup.""" trainloader = torch.utils.data.DataLoader( trainset, batch_size=32, shuffle=True) criterion = nn.CrossEntropyLoss() ...
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def test_biblary_file_get(get_bibliography, client): """Test the :class:`biblary.views:BiblaryFileView` view ``GET`` method.""" with get_bibliography() as bibliography: content = b'some-content' file_type = FileType.MANUSCRIPT entry = list(bibliography.values())[0] url_kwargs = ...
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def add_contact_annotation(annotations, matches): """ Converts matches to TextContactAnnotation objects and adds them to the annotations array specified. """ for match in matches: annotations.append(TextContactAnnotation( start=int(match['start']), length=int(match['e...
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def digital_PCR( primer_mappings ): """ Makes a "digital" PCR by looking at the mappings of primers and predict which will produce products, and more important multiple products """ primer_names = sorted(primer_mappings.keys()) nr_primer_names = len( primer_names ) mappings = {} p...
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def database_find_user_salt(username:str)->str: """ Finds a users salt from there username Parameter: username (str): username selected by the user Returns: salt (str): The users salt from the database Example: >>> username = 'andrew' >>> database_find_user...
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def createSimulate(netParams=None, simConfig=None, output=False): """ Function for/to <short description of `netpyne.sim.wrappers.createSimulate`> Parameters ---------- netParams : <``None``?> <Short description of netParams> **Default:** ``None`` **Options:** ``<option>`` <...
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def lang_add(cursor, lang, trust): """Adds language for db""" if trust: query = 'CREATE TRUSTED LANGUAGE "%s"' % lang else: query = 'CREATE LANGUAGE "%s"' % lang cursor.execute(query) return True
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def interpolate( a_x, a_q2, padded_x, s_x, padded_q2, s_q2, actual_padded, ): """ Basic Bicubic Interpolation inside the subgrid Four Neighbour Knots selects grid knots around each query point to make the interpolation: 4 knots on the x axis and 4 knots on the q2 axis are needed for each point, ...
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def sobel_mag_thresh(img, ksize, min_thresh, max_thresh): """ Apply Sobel filter along x-axis, y-axis and calculate the magnitude, and returns a binary image according to the given thresholds. """
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def setting(): """ SMS settings for the messaging framework """ tablename = "%s_%s" % (module, resourcename) table = s3db[tablename] table.outgoing_sms_handler.label = T("Outgoing SMS handler") table.outgoing_sms_handler.comment = DIV(DIV(_class="tooltip", _title="%s|%s" % (T("Outgoing SMS...
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def shutdown(proceed: bool = False) -> None: """Gets confirmation and turns off the machine. Args: proceed: Boolean value whether or not to get confirmation. """ if not proceed: speaker.say(f"{choice(confirmation)} turn off the machine?") speaker.runAndWait() converted =...
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def strip_path(): """ pre routing hook to make "/x/y/z/" the same as "/x/y/z" """ request.environ['PATH_INFO'] = request.environ['PATH_INFO'].rstrip('/')
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def _cachegetter( attr: str, cachefactory: Callable[[], _CacheT] = WeakKeyDictionary, # WeakKewDict best for properties ) -> Callable[[_CIT], _CacheT]: """Returns a safer attrgetter which constructs the missing object with cachefactory May be used for normal methods, classmethods and propertie...
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def __gt__(x1: array, x2: array, /) -> array: """ Note: __gt__ is a method of the array object. """ pass
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def change_db_path(new_path: Path, cfg: TodoConfig) -> ErrMsg: """new_path 是一个不存在的文件或一个已存在的文件夹,不能是一个已存在的文件""" new_path = new_path.resolve() if new_path.is_dir(): new_path = new_path.joinpath(todo_db_name) if new_path.exists(): return f"{new_path} already exists." old_path = cfg["db_p...
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def format_time(time): """ It formats a datetime to print it Args: time: datetime Returns: a formatted string representing time """ m, s = divmod(time, 60) h, m = divmod(m, 60) d, h = divmod(h, 24) return ('{:02d}d {:02d}h {:02d}m {:02d}s').format(int(d), int(h), int(m), int(s))
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def egarch_recursion_python( parameters: Float64Array, resids: Float64Array, sigma2: Float64Array, p: int, o: int, q: int, nobs: int, backcast: float, var_bounds: Float64Array, lnsigma2: Float64Array, std_resids: Float64Array, abs_std_resids: Float64Array, ) -> Float64Arr...
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def watermark(start_img, argument, filename): """ Watermarks `start_img` with the logo and position specified in `argument`, if any is specified. Default is colors and bottom right corner. Then saves the resulting image to `filename` in the same folder the script runs from. """ white_bg = Image....
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def polpair_tuple2int(polpair, x_orientation=None): """ Convert a tuple pair of polarization strings/integers into an pol-pair integer. The polpair integer is formed by adding 20 to each standardized polarization integer (see polstr2num and AIPS memo 117) and then concatenating them. For exampl...
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def compute_features(df): """Compute ReScore features.""" preds_dict = df_to_dict(df) rescore_features = [] spec_ids = [] charges = [] feature_names = [ "spec_pearson_norm", "ionb_pearson_norm", "iony_pearson_norm", "spec_mse_norm", "ionb_mse_norm", ...
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def collection_basic(commodities) -> CommodityCollection: """Returns a simple collection of commodities side effects testing.""" keys = ["9999_80_1", "9999.10_80_2", "9999.20_80_2"] return create_collection(commodities, keys)
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def do_js_minimization(test_function, get_temp_file, data, deadline, threads, cleanup_interval, delete_temp_files): """Javascript minimization strategy.""" # Start by using a generic line minimizer on the test. # Do two line minimizations to make up for the fact that minimzations on bots ...
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def printMessage(output_format, message): """ Prints the message in specified output format """ if output_format == "xml": print(cli_xml.createMessage(message)) else: print(message)
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def percent_list(part_list, whole_list): """return percent of the part""" w = len(whole_list) if not w: return (w,0) p = 100 * float(len(part_list))/float(w) return (w,round(100-p, 2))
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def test_graphs(): """Verify all devices have the correct number of qubits with each degree.""" test_edges = compute_edges(TestDevice._interaction_patterns) assert degree(test_edges, 0) == 2 assert degree(test_edges, 1) == 2 assert degree(test_edges, 2) == 2 aspen_edges = compute_edges(Aspen._i...
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def corr_heatmap(df): """ The function corr_heatmap() is to show a correlation heatmap for all features in the dataframe. :param df: an pandas dataframe :return: null """ # correlation heatmap plt.figure(figsize=(16, 16)) sns.heatmap(df.corr()) plt.show()
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def disp_calc_helper_NB(adata, min_cells_detected): """ Parameters ---------- adata min_cells_detected Returns ------- """ rounded = adata.raw.astype('int') if adata.raw is not None else adata.X lowerDetectedLimit = adata.uns['lowerDetectedLimit'] if 'lowerDetectedLimit' in ad...
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def prGreen(skk): """Prints Green Text to Console""" print("\033[92m{} \033[00m" .format(skk))
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def update_dependency_options(value): """Handle Node dependencies The default value is created upton instantiation of a ZnTrackOption, if a new class is created via Instance.load() it does not automatically load the default_value Nodes, so we must to this manually here and call update_options. """ ...
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def print_results(request): """Renders the results url, which is a placeholder copy of the root url of query interface, where any results are rendered alongside the table headers. """ if request.method == "POST": form = MetadataForm(request.POST) if form.is_valid(): query_res...
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def capacity_rule(mod, g, p): """ The capacity of projects of the *gen_ret_bin* capacity type is a pre-specified number for each of the project's operational periods multiplied with 1 minus the binary retirement variable. """ return mod.gen_ret_bin_capacity_mw[g, p] \ * (1 - mod.GenRetBi...
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def tag_evidence_subtype( evidence: Evidence, ) -> Tuple[str, Optional[str]]: """Returns the type and subtype of an evidence object as a string, typically the extraction rule or database from which the statement was generated. For biopax, this is just the database name. Parameters --------...
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def block_deconv_k4s2p1_BN_RELU(in_channel_size, out_channel_size, leaky = 0): """ >>> block_deconv_k4s2p1_BN_RELU(13, 17, 0.02) Sequential( (0): ConvTranspose2d(13, 17, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False) (1): BatchNorm2d(17, eps=1e-05, momentum=0.1, affine=True, trac...
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def get_one_organization_by_name(ctx, org_name): """Get one Atlas Organization by name. Prints "None" if no organization bearing the given name exists.""" pprint(cmd.get_one_organization_by_name( client=ctx.obj.client, organization_name=org_name))
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def main( scope: str, secret_name: str, secret_value: str ): """ Run main function. Parameters ---------- scope : str Scope to use secret_name : str Name of the secret secret_value : str Value of the secret """ configuration = Configuration(file_l...
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def demo_super_fast_representative_crop(image, crop_size=64000, display: bool = True): """ Demo for self-supervised denoising using camera image with synthetic noise """ Log.enable_output = True Log.set_log_max_depth(5) image = normalise(image.astype(numpy.float32)) image += 0.1 * normal(si...
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async def start_response(writer, content_type='text/html', status=None, headers={}, exception=None): """ Low level HTTP response. Writes HTTP response. """ if exception and status is None: status = exception.status elif status is None: status = 200 w...
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def encrypt_uid(user): """Encrypts the User id for plain """ uid_xor = htk_setting('HTK_USER_ID_XOR') crypt_uid = int_to_base36(user.id ^ uid_xor) return crypt_uid
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def createNewVarName(varType): """An helper function that returns a new name for creating fresh variables. """ createNewVarName.counter += 1 # return "v_{}_{}".format(varType.lower(), createNewVarName.counter) return "v_{}".format(createNewVarName.counter)
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def initialize_parameters(n_a, n_x, n_y): """ Initialize parameters with small random values Returns: parameters -- python dictionary containing: Wax -- Weight matrix multiplying the input, numpy array of shape (n_a, n_x) Waa -- Weight matrix multiplying the hidde...
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def enable_console_log(): """Enable console logging for all the new loggers and add console handlers to all the existing loggers.""" # pylint: disable=global-statement global LOG_TO_CONSOLE LOG_TO_CONSOLE = True console_handler = logging.StreamHandler() console_handler.setFormatter(logging....
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def test_getPeakPositions(): """ test getPeakPositions function that returns a pandas dataframe. Check for shape of dataframe and column names """ chroms = ['chr1', 'chr2', 'chr3', 'chr4', 'chr5', 'chr6', 'chr7', 'chr8', 'chr9', 'chr10', 'chr11', 'chr12', 'chr13', 'chr14', '...
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def secure_request(request, ssl: bool): """ :param ssl: :param request: :return: """ # request.headers['Content-Security-Policy'] = "script-src 'self' cdnjs.cloudflare.com ; " request.headers['Feature-Policy'] = "geolocation 'none'; microphone 'none'; camera 'self'" request.headers['Ref...
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def mock_invalid_login_data(): """Mock invalid login data.""" path = "homeassistant.components.yessssms.notify.YesssSMS.login_data_valid" with patch(path, return_value=False): yield
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def f_mean(data: pd.DataFrame, tags=None, batch_col=None, phase_col=None): """ Feature: mean The arithmetic mean for the given tags in ``tags``, for each unique batch in the ``batch_col`` indicator column, and within each unique phase, per batch, of the ``phase_col`` column. """ base_nam...
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def AtariConvInit(kernel_shape, rng, dtype=jnp.float32): """The standard init for Conv laters and Atari.""" filter_height, filter_width, fan_in, _ = kernel_shape std = 1 / jnp.sqrt(fan_in * filter_height * filter_width) return random.uniform(rng, kernel_shape, dtype, minval=-std, maxval=std)
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def extract_fields_from_nest(nest): """Extract fields and the corresponding values from a nest if it's either a ``namedtuple`` or ``dict``. Args: nest (nest): a nested structure Returns: Iterable: an iterator that generates ``(field, value)`` pairs. The fields are sorted before b...
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def masked_equal(x: numpy.ndarray, value: int): """ usage.dask: 5 usage.scipy: 4 """ ...
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def scrape(url): """ Scrapes a url and returns the html using the proper User Agent """ UA = 'Mozilla/5.0 (X11; U; FreeBSD i386; en-US; rv:1.9.2.9) Gecko/20100913 Firefox/3.6.9' urllib.quote(url.encode('utf-8')) req = urllib2.Request(url=url, headers={'User-Agent': UA})...
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def _get_prefixed_values(data, prefix): """Collect lines which start with prefix; with trimming""" matches = [] for line in data.splitlines(): line = line.strip() if line.startswith(prefix): match = line[len(prefix):] match = match.strip() matches.append(m...
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def build_k5_graph(): """Makes a new K5 graph. Ref: http://mathworld.wolfram.com/Pentatope.html""" graph = UndirectedGraph() # K5 has 5 nodes for _ in range(5): graph.new_node() # K5 has 10 edges # --Edge: a graph.new_edge(1, 2) # --Edge: b graph.new_edge(2, 3) #...
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def bytes_to_msg(seq, standard="utf-8"): """Decode bytes to text.""" return seq.decode(standard)
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def test_parses(article): """Verify we can parse the document.""" assert 'id="readabilityBody"' in article.readable
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def cross_validate( estimator, input_relation: Union[str, vDataFrame], X: list, y: str, metric: Union[str, list] = "all", cv: int = 3, pos_label: Union[int, float, str] = None, cutoff: float = -1, show_time: bool = True, training_score: bool = False, **kwargs, ): """ ----...
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def plot_tsne(embedding, labels, phase="train"): """Function to plot tsne Args: embedding (float Tensor): Embedding of data. Batch Size x Embedding Size labels (int): Ground truth. phase (str, optional): Is the plot for train data or validation data or test data? Defaults to "train". ...
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def bonferroni_correction(pvals): """ Bonferroni correction. Reference: http://en.wikipedia.org/wiki/Bonferroni_correction """ n = len(pvals) return [min(x * n , 1.0) for x in pvals]
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def to_r4(fhir_json: JsonObj, opts: Namespace, ifn: str) -> JsonObj: """ Convert the FHIR Resource in "o" into the R4 value notation :param fhir_json: FHIR resource :param opts: command line parser arguments :param ifn: input file name :return: reference to "o" with changes applied. Warning: o...
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def make_fib(): """Returns a function that returns the next Fibonacci number every time it is called. >>> fib = make_fib() >>> fib() 0 >>> fib() 1 >>> fib() 1 >>> fib() 2 >>> fib() 3 >>> fib2 = make_fib() >>> fib() + sum([fib2() for _ in range(5)]) 12 ...
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def find_issue(case): """ Find the issue sentence for a given case. """ if ".txt" not in case: case += ".txt" f = codecs.open(os.path.join(BASE_DIR, case), encoding="utf-8", errors="replace") issue, switch = "", False for line in f.readlines(): if line.startswith("THE ISSUE...
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def render_injected(http_resp, extra_html): """ render_injected(http_resp, extra_html) -> HttpResponse Inject the extra html into the content of the http_resp. ``extra_html`` can be a string or an object with an ``html`` method/field. """ assert isinstance(http_resp, HttpResponse) if 'text/html' not in h...
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def prepare_image_folders(args): """ Prepares directory structure given below. data/ prepared/ -> 1400 train/ -> 896 total bear/ -> 224 elephant/ -> 224 leopard/ -> 224 zebra/ -> 224 test/ ...
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def _extract_username(filename): """Return username (if found) from the credentials""" if not os.path.exists(filename): logger.warning("Cifs credentials file %s does not exist", filename) return for line in open(filename): if ("username" in line) and ("=" in line): userna...
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def check_call(*popenargs, **kwargs): """Call a process and check result code. Note: This catches the error, and makes it nicer, and an error exit. So this is for tooling only. Note: We use same name as in Python stdlib, violating our rules to make it more recognizable what this does. """ ...
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def wait_for_tasks_to_complete( table_service, batch_client, entity_pk, entity_rk, job_id): """ Returns when all tasks in the specified job reach the Completed state. """ while True: entity = table_service.get_entity( 'AnalysisEntity', entity_pk, entity_rk) tasks = ...
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def mock_gitlab_api_projects(save=None, mergerequests_list=None): """A pseudo mock""" def get(*args, **kwargs): project = Mock('gitlab.v4.objects.Project') project.save = save project.mergerequests = \ Mock('gitlab.v4.objects.ProjectMergeRequestManager') project.merge...
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def main(): """See module docstring at the top of this file.""" # initialize blob detector params = cv2.SimpleBlobDetector_Params() params.filterByColor = False params.filterByConvexity = False params.filterByInertia = False params.maxArea = 50000.0 params.minThreshold = 1 params.ma...
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def safety(session: Session) -> None: """Scan PROD dependencies for insecure packages.""" packages = ["safety"] install_with_constraints( session, include_dev=False, callback=safety_check, packages=packages )
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def text_in_bytes(text, binary_data, encoding="utf-8"): """Return True of the text can be found in the decoded binary data""" return text in binary_data.decode(encoding)
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def RASGeo2Shp(RAS_geo_file, output_folder): """ extracts centerline and cross-sections from HEC-RAS geometry file to shapefile Parameters ---------- RAS_geo_file : TYPE DESCRIPTION. output_folder : TYPE DESCRIPTION. Returns ------- Two shapefiles, one containing ce...
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def make_auth(sub, tenant=None): """ Prepare an almost-valid JWT token header, suitable for consumption by our identity middleware (needs sub and optionally mender.tenant claims). The token contains valid base64-encoded payload, but the header/signature are bogus. This is enough for the ide...
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def available_mem(cores, mem, fmtstring=True): """Calculate available memory for a process Params: cores (int): number of cores mem (str): set memory as string with conversion (M, G, g) fmtstring (bool): return memory as formatted string """ prefix = "G" m = re.match("[0-9]+([a-zA-Z...
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def normalize_v(v): """ Normalize velocity to [-1, 1]. Ref: https://github.com/microsoft/AirSim-Drone-Racing-VAE-Imitation/blob/e651be52ff8274c9f595e88b13fe42d51302403d/racing_utils/dataset_utils.py#L20 """ # normalization of velocities from whatever to [-1, 1] range v_x_range = [-1, 7] v_y_ran...
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def test_sftp_fetcher_load_system_keys_fails(tmp_trestle_dir: pathlib.Path, monkeypatch: MonkeyPatch) -> None: """Test the sftp fetcher when SSHClient loading of system host keys fails.""" def ssh_load_system_host_keys_mock(): raise OSError('stuff') uri = 'sftp://username:password@some.host/path/t...
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def volume_restricted_metadata_delete(context, volume_id, key): """Delete the given restricted metadata item.""" IMPL.volume_restricted_metadata_delete(context, volume_id, key)
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def allele_counts_dataframe(read_evidence_generator): """ Creates a DataFrame containing number of reads supporting the ref vs. alt alleles for each variant. """ return dataframe_from_generator( element_class=ReadEvidence, variant_and_elements_generator=read_evidence_generator, ...
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def validate_rule_paths(sched: schedule.Schedule) -> schedule.Schedule: """A validator to be run after schedule creation to ensure each path contains at least one rule with an expression or value. A ValueError is raised when this check fails.""" for path in sched.unfold(): if path.is_final and ...
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def update_template(src): """ Updates existing templates """ # remove template_name = os.path.basename(src) remove(template_name) # add add_template(src)
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def spiralcontrolpointsvert( x: int, y: int, step: int, growthfactor: float, turns: int): """Returns a list[(int, int)] of 2D vertices along a path defined by a square spiral Args: x, y: int centerpoint coordinates st...
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def determine_current_taxid(given_taxid): """Determine NCBI's current taxonomic ID given an (old) taxonomic ID Args: given_taxid: previously used NCBI taxonomic ID Returns: most current NCBI taxonomic ID """ taxid = given_taxid aka_taxid_in_xml = None redirects = 0 # S...
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def validate_dependencies(): """Validate external dependencies. This function does NOT have to exist. If it does exist the runtime will call and execute it during api initialization. The purpose of this function is to verify that external dependencies required to auto-generate a problem are properly in...
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def find_closest_vertex(desired_hop, available_vertices): """ Find the closest downstream (greater than or equal) vertex in availbale vertices. If nothing exists, then return -1. Keyword arguments: desired_hop -- float representing the desired hop location available_location -- np array of avai...
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def second_smallest(numbers): """Find second smallest element of numbers.""" m1, m2 = float('inf'), float('inf') for x in numbers: if x <= m1: m1, m2 = x, m1 elif x < m2: m2 = x return m2
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def calc_sft_ccs_by_dictionary(dict_crystal, dict_in_out, flag_use_precalculated_data: bool = False): """Calculate structure factor tensor in CCS (X||a*, Z||c) based on the information given in dictionary. Output information is written in the same dictionary. """ dict_crystal_keys = dict_crystal.keys()...
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def main(): """Main""" text = 'Scrolling ASCII text in console.' font = ImageFont.load_default() # font = ImageFont.truetype('arial.ttf', 16) # get size of space char space_width = get_text_size(font, ' ')[0] # get size of text text_height = get_text_size(font, text)[1] # resize ...
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def normalize_mesh(mesh, in_place=True): """Rescales vertex positions to lie inside unit cube.""" scale = 1.0 / np.max(mesh.bounds[1, :] - mesh.bounds[0, :]) centroid = mesh.centroid scaled_vertices = (mesh.vertices - centroid) * scale if in_place: scaled_mesh = mesh scaled_mesh.vertices = scaled_vert...
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def assert_almost_equal( actual: numpy.float64, desired: numpy.float64, err_msg: Literal["orth.laguerre(1)"] ): """ usage.scipy: 1 """ ...
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def basic(stocks): """ basic report of stocks """ # Get basic info from stocks basics = pd.DataFrame([get_basic_info(code) for code in stocks]) basics.set_index(['股票代码'], inplace=True) year_yoy_list = [] quarter_yoy_list = [] quarter_qoq_list = [] for code in stocks: # g...
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def test_file_long_format(accelize_drm, conf_json, cred_json, async_handler, request, log_file_factory): """Test logging file long format""" driver = accelize_drm.pytest_fpga_driver[0] async_cb = async_handler.create() async_cb.reset() msg = 'This is a message...
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def test_roundtrip(tmpdir: Path): """ Check that we can write DL1+DL2 info to files and read them back Parameters ---------- tmpdir : temp directory fixture """ output_path = Path(tmpdir / "events.DL1DL2.h5") source = EventSource( get_dataset_path("gamma_LaPalma_baselin...
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def _updateKeyword(key,inhdr,outhdr,default='UNKNOWN'): """ Safely updates keyword key in outhdr from value in inhdr. Uses value given by 'default' if keyword is not found in input header. """ try: _keyw = inhdr[key] except KeyError: _keyw = default outhdr[key] = _key...
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def get_run_name(): """ A unique name for each run """ return datetime.now().strftime( '%b%d-%H-%M-%S') + '_' + socket.gethostname()
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def process_request(identifier, browser, document_type='Annual Return', num_doc=1, status_df=None): """ Search ICRIS for the passed identifier, analyze the returned documents, and cart the documents depending on whether we purchased the document before. Parameters ---------- identifier :...
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def create_blackboard(): """ Create a blackboard with a few variables. Fill with as many different types as we need to get full coverage on pretty printing blackboard tests. """ Blackboard.clear() blackboard = Client(name="Tester") for key in {"foo", "some_tuple", "nested", "nothing"}: ...
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def adminRoomDelete(*args, **kwargs): """ 删除房间 """ params = kwargs['params'] filters = { Room.room_uuid == params['room_uuid'] } Room().delete(filters) filters = { UserRoomRelation.room_uuid == params['room_uuid'] } UserRoomRelation().delete(filters) return BaseContro...
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def test_representation(target, expected_str): """Ensure ``MigrationNotInPlan`` has expected string representation.""" assert str(exceptions.MigrationNotInPlan(target)) == expected_str
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def who_is_it(image_path, database, model): """ Arguments: image_path -- path to an image database -- database containing image encodings along with the name of the person on the image model -- your Inception model instance in Keras Returns: min_dist -- the minimum distance between image_pa...
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