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def validate_abi_type(abi_type: TypeStr) -> None: """ Helper function for validating an abi_type """ if not is_recognized_type(abi_type): raise ValueError(f"Unrecognized abi_type: {abi_type}")
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def batch_norm1d ( input # in_minibatch x 1 x in_size , running_mean # 1 x in_size (not no minibatch) , running_var # 1 x in_size (not no minibatch) , weight=None # 1 x in_size , bias=None # 1 x in_size , eps=1E-5 , ...
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def disco(version, co, out=None, is_pypy=False): """ diassembles and deparses a given code block 'co' """ assert iscode(co) # store final output stream for case of error real_out = out or sys.stdout print('# Python %s' % version, file=real_out) if co.co_filename: print('# Embed...
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def isolated_margin_account(self, **kwargs): """Query Isolated Margin Account Info (USER_DATA) GET /sapi/v1/margin/isolated/account https://binance-docs.github.io/apidocs/spot/en/#query-isolated-margin-account-info-user_data Keyword Args: symbols (str, optional): Max 5 symbols can be sent; se...
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def multiplex_erdos_renyi(mg, seed=None, include_all=True): """Return a Multinet such that each layer is an Erdos-Renyi network with same p as the original Multinet given. Parameters ---------- mg : Multinet Multiplex network to be configured. seed : object Seed for the model. ...
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def analysis_file_inclusion(node, vul_function, back_node, vul_lineno, function_params=None, file_path=None): """ 处理include/require类型节点-->判断节点类型-->不同If分支回溯判断参数是否可控-->输出结果 :param file_path: :param node: :param vul_function: :param back_node: :param vul_lineno: :param function_params: ...
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def load_model(model_dir, model_file=None, model_name=None, serialize_model=True): """Loads the model from the catalog or a definition file. Args: model_dir: The model directory. model_file: An optional model configuration. Mutually exclusive with :obj:`mo...
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def homography(points1, points1_indices, points2, points2_indices, num_points=4, min_num_points=4): """ Computes homography matrix for given two sets of points :param points1: First point set :param points1_indices: First point set indices :param points2: Second point set :param points2_indices...
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def get_sid_trid_combination_score(site_id, tr_ids_list, idfilt2best_trids_dic): """ Get site ID - transcript ID combination score, based on selected transcripts for each of the 10 different filter settings. 10 transcript quality filter settings: EIR EXB TSC ISRN ISR ISRFC S...
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def extract_address_from_dnb_company(dnb_company, prefix, ignore_when_missing=()): """ Extract address from dnb company data. This takes a `prefix` string to extract address fields that start with a certain prefix. """ country = Country.objects.filter( iso_alpha2_code=dnb_company[f'{prefix}...
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def prepare_inverse_operator(orig, nave, lambda2, dSPM): """Prepare an inverse operator for actually computing the inverse Parameters ---------- orig: dict The inverse operator structure read from a file nave: int Number of averages (scales the noise covariance) lambda2: float ...
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def showCommandHeader(command_name, ctx): """Displays basic information to user. Args: command_name: The name of the command which started method. Returns: Noting """ if ctx.obj['DEBUG']: click.echo('') click.echo('*' * 60) click.echo('Executing command: %s...
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def filter_non_primary_chromosomes(df): """Filter out all variants that do not reside on the primary chromosomes (i.e. 1-22, X, Y, MT).""" # Print excluded variants for debugging/logging purpose. exclude_indices = df.index[~df['Chromosome'].isin(["%s" % chrom for chrom in range(1, 23)] + ['X', 'Y', 'MT...
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def float_convert(d, include_keys=None, exclude_keys=None): """Convert elements in a document to floats. By default, traverse all keys If include_keys is specified, only convert the list from include_keys a.b, a.b.c If exclude_keys is specified, only exclude the list from exclude_keys :param d: a ...
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def bin_downsample(Ain, dsfac): """ Downsample an array by binning. Parameters ---------- Ain : 2-D array The matrix to be downsampled dsfac : int Downsampling factor for the matrix Returns ------- Aout : 2-D array Downsampled array """ # Err...
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def testComPolValidity(compol): """ The P3P header syntax must be one of the followings: * P3P: CP="...", policyref="..." * P3P: policyref="...", CP="..." * P3P: CP="..." * P3P: policyref="..." --- 'policyref="..."' contains ONE Link to a Policy Reference file 'CP="..."' contains spe...
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def test_chgid_gid_int(): """ Tests if gid is an integer or not """ pytest.raises(SaltInvocationError, mac_group.chgid, "foo", "foo")
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def test_StripComments_only_comment(): """Test StripComments on an input containing only comments.""" assert cxx.StripComments("// Just a comment") == " " assert cxx.StripComments("/* Just a comment */") == " "
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def sentry_event_filter( # noqa: WPS231 event, hint, ignored_types: List[str] = None, ignored_messages: List[str] = None ) -> Optional[Dict[str, Any]]: """Avoid sending events to Sentry that match the specified types or regexes. In order to avoid flooding Sentry with events that are not useful and prevent...
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def make_case(unicode_domain, unicode_allowed=True, case_name=None): """Generates a C++ test case for an IDN domain test. This is designed specifically for the IDNTestCase struct in the file components/url_formatter/url_formatter_unittest.cc. It generates a row of the idn_cases array, specifying a test f...
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def map_dymola_and_json(results, case, res_fin, case_dict): """ This function couples the .mat file variable with the final .json variable :param results: Result obtained from the _extract_data function :param case: Dictionary that specifies the BESTEST case :param res_fin: Dictionary with the same...
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def check_include_directive(facts, report_func): """ Checks if the data model tells include directives are used and produces a report. :param obj facts: model object containing info about CUPS configuration :param func report_func: creates report """ title = ('CUPS no longer supports usage ...
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def main(): """Parse CLI arguments and launches main program.""" args = docopt(__doc__, version=VERSION) config = ConfigParser(interpolation=ExtendedInterpolation()) # Set defaults for all sections config.read_dict(copy.copy(DEFAULT_OPTIONS)) try: config.read(args['--file']) except ...
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def upload_word_book(request): """ 处理上传单词本 """ username = request.POST.get("username") # 获取上传的文件,如果没有文件,则默认为None word_book = request.FILES.get("word_book", None) # 没有上传文件,没有上传txt文件 book_name = str(word_book.name) # 错误需要重新渲染html user = request.session['user'] # 获取数据 book_...
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def statusName(dictname): """Return the underlying key used for access to the status of the dictlist named dictname. """ return (dictname, "S")
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def test_normalize(): """Test normalize""" assert normalize(None) == '' assert normalize('') == '' assert normalize('FOO') == 'foo' assert normalize('FOO BAR') == 'foo_bar' assert normalize('foo-b*!a,r') == 'foobar' assert normalize('Foo Bar') == 'foo_bar' assert normalize('Foo / Bar')...
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async def async_remove_entry(hass, config_entry): """Handle removal of an entry.""" await hass.config_entries.async_forward_entry_unload(config_entry, "binary_sensor") Logger("custom_components.healthchecksio").info( "Successfully removed the healthchecksio integration" )
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def stydiffstat(dataNameList, SELECT_RANGE, dateStart, dateEnd): """ Return the place name of input places Parameters ---------- dataNameList : list - list of strings of all participant id with shared data SELECT_RANGE: var - flag to define if select certain period dateStart: str - the s...
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def ergsperSecondtoLsun(ergss): """ Converts ergs per second to solar luminosity in L_sun. :param ergss: ergs per second :type ergss: float or ndarray :return: luminosity in L_sun :rtype: float or ndarray """ return ergss / 3.839e33
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def check_print_wrong_pair_object(object_a, object_b, relationship_type): """ Prints specific user messages for wrong object(s) pair (Object_a, Object_b) relationship Args: object_a: (input_string, object_or_none, object_type_string) e.g. (exposes_str[0], fun_elem, 'Functional Element') ...
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def test_updating_payment_token_fails(session): """Assert that a payment token cannot be updated.""" filing = Filing() filing.payment_token = 'payment token' filing.save() with pytest.raises(BusinessException) as excinfo: filing.payment_token = 'payment token' assert excinfo.value.stat...
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def svd(A, maxiter=30): """ Given a matrix A, this routine computes its SVD A = U.W.VT - The matrix U is output mxm matrix. This mean matrix U will have same size of matrix A. - The matrix W is ouput as the diagonal mxn matrix that contains the singular values - The matrix V ...
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def sys_unlink(kernel: Kernel, pathname_addr: Uint): """ int sys_unlink(const char * pathname) """ pathname = kernel.kernel_read_string(pathname_addr).decode() logger.info('sys_unlink(const char * pathname = %r)', pathname) try: os.unlink(pathname) except OSError: ret = -1...
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def make(merger, toc, default_folder, parent, bookmarks, evenpages): """Join several pdf files to target.""" for title, pdf, childs in toc: if pdf.startswith(FOLDER): pdf = os.path.join( default_folder, pdf.replace(FOLDER, '') ) new_parent = bo...
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def reconnect(module_session, request_id): """Reconnects the SQL Editor Session Args: module_session (object): The session where the session will be reconnected request_id (str): ID of the request for reconnection. Returns: A dict holding the result message and the connection infor...
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def directory_for_model(args): """ :param args: :return: """ model_dir = os.path.join(args.models_folder, args.model) model_img_dir = os.path.join(model_dir, 'images') check_dir(model_img_dir) model_video_dir = os.path.join(model_dir, 'videos') check_dir(model_video_dir) metr...
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def _publish_test_model_local( dataset: VersionedDataset, model: Model, training_config: TrainingConfig ) -> None: """Publishes the versioned model to the local filesystem. :param dataset: The versioned dataset. :param model: The model. :param training_config: The training configuration. """ ...
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def send_email(**kwargs): """ Utility method for sending an email""" logger = kwargs.get('logger', logging) from_address = kwargs.get('from_email_address', 'ensembl-production@ebi.ac.uk') msg = MIMEText(kwargs['body']) msg['Subject'] = kwargs['subject'] msg['From'] = from_address msg['To'] =...
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def createdb(): """ Make the database. """ db.create_all()
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def produces_record(obj: Any) -> bool: """Check if `obj` is annotated to generate records.""" if hasattr(obj, 'get_data_specs'): return True else: return False
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def readJson(fname): """ Read json file and load it line-by-line into data """ data = [] line_num = 0 with open(fname, encoding="utf-8") as f: for line in f: line_num += 1 try: data.append(json.loads(line)) except: print("er...
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def parse_address(address): """Parse an address and return it as an Integer.""" if is_hex(address): return int(address, 16) return to_unsigned_long(gdb.parse_and_eval(address))
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def index(request): """Index page for upload images""" form = ImageForm(request.POST or None, files=request.FILES or None) context = { "form": form } if not form.is_valid(): return render(request, "index.html", context) image = form.save() pixel_count_add(image.id) return...
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def binary_search(arr, val): """ Summary of binary_search function: searches an input array for a value and returns the index to matching element in array or -1 if not found. Parameters: array (array): An array of values val (integer): An integer value Returns: index (integer): Re...
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def get_authorized_http(): """Create an httplib2.Http wrapped with OAuth credentials. This checks the user's configuration directory for stored credentials. If found, it uses them. If not found, this opens a browser window to prompt the user to sign in and authorize access to the user's email add...
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def update_resource(resource, incoming_request): """Replace the contents of a resource with *data* and return an appropriate *Response*. :param resource: :class:`sandman.model.Model` to be updated :param data: New values for the fields in *resource* """ resource.from_dict(get_resource_data(inc...
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def step_plots(X, labs, steps_vec, perplexity = 30, ncols = 3, \ verbose = False, cdict = {1: 'red', 2: 'mediumspringgreen', 3: 'royalblue'}): """Plots t-SNE output for given dataset and perplexity values Required inputs: X ~ NxM data matrix steps_vec ~ A list of step numbers ...
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def flash_image(image_in, port=1): """Main function to flash an .srec image to the fuel gauge Args: image_in (str): Path to the image file port (int, optional): The i2c port to open Returns: None. Script will fail if there is a failure """ print("Starting flashing process.....
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def new_object_graph( modules=finding.ALL_IMPORTED_MODULES, classes=None, binding_specs=None, only_use_explicit_bindings=False, allow_injecting_none=False, configure_method_name='configure', dependencies_method_name='dependencies', get_arg_names_from_class_name=( bind...
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def test__saveActivity__has_id(syn): """ Testing saveActivity method works properly """ with patch.object(syn, 'restPUT') as mock_restPUT: put_result = {'name': 'test_activity', 'description': 'test_description', 'id': 123} syn._saveActivity(put_result) mock_restPUT.assert_call...
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def telegram_settings(): """set telegram client configuration. """ return { 'result': [] }
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def find_pointing_documents(path, index): """ Returns the Metadata of the documents that use a given block as a pointer. Args: path(str): Path to the file index(int): Index of the block in the file Returns: list(Metadata): List of documents that used the block as a pointer ""...
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def make_shell_context(): """注册了程序,数据库实例,以及模型,使得这些对象可直接导入shell""" return dict(app=app, db=db, User=User, Post=Post, Category=Category, Tag=Tag, Role=Role, Permission=Permission)
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def test_event_unpublished_with_auth_not_organizer(user, client, hidden_event): """ Test that an unpublished page can not be accessed if the user is not an organizer""" client.force_login(user) url = '/' + hidden_event.page_url + '/' resp = client.get(url) assert resp.status_code == 200 as...
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async def amain(args): """Async main to run the event loop and related functionality""" # Initialize queues for communication between pipeline stages manager = aioprocessing.managers.AioSyncManager() manager.start() queues = datastructures.Queues( manager.AioQueue(maxsize=MAX_CONCURRENT_ITE...
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def compute_jacobian(x, y, structured_tensor=False, retain_graph=False): """Compute the Jacobian matrix of output with respect to input. If input and/or output have more than one dimension, the Jacobian of the flattened output with respect to the flattened input is returned if `str...
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def unwarp_chunk_slices_backward(mat3D, xcenter, ycenter, list_fact, start_index, stop_index): """ Generate a chunk of unwarped slices [:,start_index: stop_index, :] used for tomographic data. Parameters ---------- mat3D : array_like 3D array. Corre...
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def load_data(database_filepath): """ Function to load data from a database Inputs: database_filepath (path): location of the database Returns: X (pandas dataframe): messages (features) Y (pandas dataframe): categories (targets) category_name...
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def ndarray_duplicate_element_by_array(arr1,arr2): """ Duplicate each element in arr1[i] by the corresponding value of arr2[i], if arr2[i]==0, then arr1[i] will be dropped in final output, if all elements of arr2 is zero, then a None value will be returned. Parameters: ---------...
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def namedtuple(typename, field_names, default_value=None, default_values=()): """namedtuple with default value. Args: typename (str): type name of this namedtuple field_names (list[str]): name of each field default_value (Any): the default value for all fields default_values (li...
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def _create_molecule_images(chosen_smiles, directory): """Creates a PNG image of the 2D representation of each molecule represented in a list of smiles patterns. Parameters ---------- chosen_smiles: list of str The list of molecule smiles representations. directory: str The dire...
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def log_quaternion_loss_batch(predictions, labels, params): """A helper function to compute the error between quaternions. Args: predictions: A Tensor of size [batch_size, 4]. labels: A Tensor of size [batch_size, 4]. params: A dictionary of parameters. Expecting 'use_logging', 'batch_size'. Returns...
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def scrape_users(basic_users: List[BasicUser]) -> List[User]: """Scrape user pages for list of User objects. """ def major_delay(base: int, offset: int) -> None: delay = getdelay(base, offset) print(f"\nDelaying server request for {delay} seconds...") countdown(delay) print()...
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def angle_section( d: float, b: float, t: float, r_r: float, r_t: float, n_r: int, material: pre.Material = pre.DEFAULT_MATERIAL, ) -> geometry.Geometry: """Constructs an angle section with the bottom left corner at the origin *(0, 0)*, with depth *d*, width *b*, thickness *t*, root ...
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def summary_parameters(model): """ Summary Parameters of Model :param model: torch.nn.module_name :param logger: logger :return: None """ print('>> Trainable Parameters:') trainable_paramters = [(str(n), str(v.dtype), str(tuple(v.shape)), str(v.numel())) for n...
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async def test_get_status_no_data(aresponses): """Test PVOutput status without data is handled.""" aresponses.add( "pvoutput.org", "/service/r2/getstatus.jsp", "GET", aresponses.Response(text="Bad Request!", status=400), ) async with aiohttp.ClientSession() as session: ...
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def default_rule_template(alert_list, file_name): """ Build a default rules template :param alert_list: list of alert set names :param file_name: output file name :return: None """ default_rule_dict = { "MW": [0, 500], "LogP": [-5, 5], "HBD": [0, 5], "HBA": [0...
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def main(all_images): """ Find a connected iPhone, and print the paths to images on it. :param all_images: Whether or not to list all images on the phone, or only those newer than those found on disk. """ start_time = time.time() localdir = os.path.abspath(os.path.d...
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def plot_and_save_data(): """ Generates samples from each model and saves their plots in a 2d-Euclidean space. :return: """ for model_id in Model.__members__.values(): _, means, covariances = get_parameters(model_id) samples, samples_per_component = get_data(model_id, NUM_SAMPLES) ...
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def download_thread(thread_name): """ 持续从下载任务队列获取任务并下载文件,直到stop_sing为True :param thread_name: 线程名称,用于输出 :return: """ msg = ' '.join(['Thread', str(thread_name), '{}: {}']) global queue_down, down_stop, temp_dir, cli_args while not down_stop: # 从下载任务队列中获取一个任务 if queue_down...
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def normalize_adj(adj, type='sym'): """Symmetrically normalize adjacency matrix.""" if type == 'sym': adj = sp.coo_matrix(adj) rowsum = np.array(adj.sum(1)) # d_inv_sqrt = np.power(rowsum, -0.5) # d_inv_sqrt[np.isinf(d_inv_sqrt)] = 0. # return adj*d_inv_sqrt*d_inv_sqrt.fl...
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def get_mb( num): """get_mb convert a the number of bytes (as an ``integer``) to megabytes with 2 decimal points of precision :param num: integer - number of bytes """ return to_f(num / NUM_BYTES_IN_AN_MB)
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def GetComments(node, layers='core') : """Get the rdfs:comment(s) we find on this node within any of the specified layers.""" return GetTargets(Unit.GetUnit("rdfs:comment", True), node, layers=layers )
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def _ValidateObbFileList(arg_internal_name, arg_value): """Validates that 'obb-files' contains at most 2 entries.""" arg_value = ValidateStringList(arg_internal_name, arg_value) if len(arg_value) > 2: raise test_exceptions.InvalidArgException( arg_internal_name, 'At most two OBB files may be specified...
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def _depol_error_value_one_qubit(gate_error, gate_time=0, t1=inf, t2=inf): """Return 2-qubit depolarizing channel probability for device model""" # Check trivial case where there is no gate error if gate_error is None: return None if gate_error == 0: return 0 # Check t1 and t2 are v...
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def test_isfinite() -> None: """Test :meth:`AssertionManager.isfinite`.""" assertion.isfinite(0) assertion.isfinite(0.0) assertion.isfinite(98) assertion.isfinite(nan, invert=True) assertion.isfinite(inf, invert=True) assertion.isfinite(-inf, invert=True) assertion.isfinite(1, 1, 1, exce...
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def meh(text): """ >>> meh(EXAMPLE_INPUT) [3, 8, 9, 1, 2, 5, 4, 6, 7] """ return [int(c) for c in text]
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def get_latest_dataset(): """ Return latest dataset that was created """ return getattr(qcodes.DataSet._latest, None)
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def insert_newlines(text, line_length): """ Given text and a desired line length, wrap the text as a typewriter would. Insert a newline character ("\n") after each word that reaches or exceeds the desired line length. text: a string containing the text to wrap. line_length: the number of charac...
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def pprint(dicts): """ Print dictionary using json format. """ try: s = json.dumps(dicts, indent=2) print(s, flush=True) except: print(dicts, flush=True)
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def gen_annular_fpm(inputs): """ Generate an annular FPM using PROPER. Outside the outer ring is opaque.If rhoOuter = infinity, then the outer ring is omitted and the mask is cropped down to the size of the inner spot. The inner spot has a specifyable amplitude value. The output array is the sm...
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def _get_time_ts(string: str) -> float: """ 通过传入的字符串获取时间戳 """ year = time.localtime().tm_year month = re.search(r"(\d+)月", string).group(1) day = re.search(r"(\d+)日", string).group(1) return time.mktime(time.strptime(f"{year}-{month:>02}-{day:>02}", "%Y-%m-%d"))
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def octresnet10_ad2(**kwargs): """ Oct-ResNet-10 (alpha=1/2) model from 'Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution,' https://arxiv.org/abs/1904.05049. Parameters: ---------- pretrained : bool, default False Whether to load the p...
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def create_standalone_plot(fig, fname, backend=None): """ Create a script which can be executed to plot the given figure. Pickles the figure and stores it as string in the script. Parameter --------- fig : matplotlib.figure.Figure Matplotlib figure to store. fname : str Fil...
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def getdict_userid_username(): """ Make a dictionary to map from Moodle user IDs to user names """ dict_userid_username = {} userxml = os.path.join("backup","users.xml") docs = parse(userxml) users = docs.getElementsByTagName("user") for user in users: userid = int(user.getAttrib...
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def generate_template(global_entity, sentence, sent_ent, kb_arr, domain): """ code from GLMP: https://github.com/jasonwu0731/GLMP/blob/master/utils/utils_Ent_kvr.py Based on the system response and the provided entity table, the output is the sketch response. """ sketch_response = [] if sent_ent...
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def project_file_read(request): """ get content of project file :param request: request object :return: file content """ if request.method == 'POST': data = json.loads(request.body) path = join(data['path'], data['label']) # binary file with open(path, 'rb') as f:...
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def check_remove_filepath(path: Path, log: Logger, force: bool): """Checks the path does not point to a file, if it does will raise an error or remove it.""" path.parent.mkdir(parents=True, exist_ok=True) if path.exists(): if not path.is_file(): log.error("%s exists and is not a file, ab...
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def add_password(): """ Add password to the Password Entry & also copy it to clipboard """ pass_entry.delete(0, tkinter.END) # Clear the existing password or data in password entry random_password = generate_password() # Calls the function to generate a password pass_entry.insert(0, random_password) ...
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def ast_to_graph(root: Node) -> nx.DiGraph: """ You will create your regular expression with a specific syntax which is transformed into an AST, however the regular expression engine expects to navigate in a graph. As it is too complicated to navigate inside the AST directly, this function transform...
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def transform(record): """ Transforms (maps) a record. Parameters ---------- record : dict The record to transform. Returns ------- dict The transformed record. """ return { record["stakeholder_approach"]: { record["stakeholder_id"]: { ...
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def easeInQuart(n): """A quartic tween function that begins slow and then accelerates. Args: n (float): The time progress, starting at 0.0 and ending at 1.0. Returns: (float) The line progress, starting at 0.0 and ending at 1.0. Suitable for passing to getPointOnLine(). """ _checkRange...
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def apply(dataframe, parameters=None, variant=CLASSIC): """ Discover a StarStar model from an ad-hoc built dataframe Parameters ------------- df Dataframe parameters Possible parameters of the algorithm variant Variant of the algorithm, possible values: classic ...
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def create_win_scite(folders): """ create a batch file to start scite @param folders see @see fn create_win_batches @return operations (list of what was done) """ text = ['@echo off', 'set CURRENT2=%~dp0', 'call "%CURRENT2%env.bat"', ...
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def invoke_cli(cli_runner): """ invoking cli commands with options""" return partial(cli_runner.invoke, cli)
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def create_launch_template(client, name, image_ami_id, iam_instance_profile_arn, user_data): """Create a launch template for provisioning instances Args: client (EC2.Client): boto3 ec2 client name (str): the name of the launch template image_ami_id (str): the ...
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def extract_contents(args, path, output_dir): """ :type args: any :type path: str :type output_dir: str """ if not args.test: if not os.path.exists(path): return with open(path, 'r') as json_fd: items = json.load(json_fd) for item in items: ...
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def FlowGradedComplex(complex, discrete_flow): """ Overview: Given a complex and a graph on its top dimensional cells, produce a GradedComplex such that the preimage of a down set is the collection of cells in the closure of all the associated top cells Inputs: complex : a complex flow...
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def mock_documents(number_of_documents: int = 100, vector_length=5): """ Utility function to mock documents. Aimed at helping users reproduce errors if required. The schema for the documents is as follows: .. code-block:: {'_chunk_': 'chunks', '_chunk_.label': 'text', ...
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def _run_threads(rank, world_size, env_spawner, model, optimizer, flags): """Initializes RPC clients. Intended use as target function for :py:func:`torch.multiprocessing.spawn()`. * Spawns a :py:class:`~pytorch_seed_rl.ag...
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