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def experiment_queue(experiment_paths, dataset_paths, model_save_paths, tensorboard_output_dirs, finished_experiments_dir_path, class_weights_train=None): """ Starts list of experiments (models) for training models. All models are trained one after another on same ...
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def relative_position_embedding(seq_length, out_dim, repeat_pos_encoding=1): """Creates a [seq_length x out_dim] matrix for rel. pos encoding. Denoted as Phi in [2] and [3]. Phi is the standard sinusoid encoding matrix. Args: seq_length (int): The max. sequence length (time axis). out_di...
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def previous_line(view, sr): """sr should be a Region covering the entire hard line""" if sr.begin() == 0: return None else: return view.full_line(sr.begin() - 1)
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def __init__(self,account,username,password): """ __init__ method helps us define properties for our object """
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def Compress(): """Compresses the go tool into tar.gz and generates sha1 code, renames the archive to sha1.tar.gz and returns the sha1 code.""" print "Compressing go tool, this may take several minutes." os.chdir(INSTALL_DIR) with tarfile.open(os.path.join('a.tar.gz'), 'w|gz') as arch: arch.add('andro...
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async def async_citybikes_request(hass, uri, schema): """Perform a request to CityBikes API endpoint, and parse the response.""" try: session = async_get_clientsession(hass) with async_timeout.timeout(REQUEST_TIMEOUT): req = await session.get(DEFAULT_ENDPOINT.format(uri=uri)) ...
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def times(allow_naive=None, timezones=None): """Return a strategy for generating times. .. deprecated:: 3.9.0 use :py:func:`hypothesis.strategies.times` instead. The allow_naive and timezones arguments act the same as the datetimes strategy above. """ note_deprecation('Use hypothesis.s...
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def test_run_python_script_in_terminal(scriptpath, qtbot): """ Test running a Python script in an external terminal when specifying explicitly the working directory. """ # Run the script outfilepath = osp.join(scriptpath.dirname, 'out.txt') run_python_script_in_terminal( scriptpath.s...
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def split_by_returning(df_train, df_test): """ Split out clients by total number of sessions (single or >=2) :param df_train: :param df_test: :return: """ df = pd.concat([df_train, df_test], axis=0, sort=True) df_grp = df.groupby('fullVisitorId').agg({'sessionId': 'count'}).reset_index()...
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def test_nviolations_parking(parking): """Ensure we can select groups with exactly n=2 violations""" groups = key_violations(df=parking, columns='Plate ID', n=2) assert len(groups) == 3 groups = key_violations(df=parking, columns=['Plate ID', 'Meter Number'], n=2) assert len(groups) == 2
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def senel_noise(SPLt_dBA_max): """This method calculates the effective perceived noise level (EPNL) based on a time history Perceived Noise Level with Tone Correction (PNLT). Assumptions: None Source: None Inputs: PNLT - Perceived Noise Level wit...
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def test_camo(scene = '../data/charlottesville-3', method = 'random'): """ Camouflage a box in a given scene using the specified method. Generates a webpage showing the result """ scan = dset.Scan(scene) mesh = box.load_from_mat(os.path.join(scene, 'cube.mat')) texel_colors = camo(scan, mesh, method)[0] box....
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def test_list_non_negative_integer_enumeration_nistxml_sv_iv_list_non_negative_integer_enumeration_1_1(mode, save_output, output_format): """ Type list/nonNegativeInteger is restricted by facet enumeration. """ assert_bindings( schema="nistData/list/nonNegativeInteger/Schema+Instance/NISTSchema-...
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def test_node_repair(mock_verify): """Test that repair() method calls verify(True).""" node = Node() node.repair() mock_verify.assert_called_once_with(True)
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def convertToVerifaiType(value, strict=True): """Attempt to convert a Scenic value to a type known to VerifAI""" ty = underlyingType(value) if ty is float or ty is int: return float(value) elif ty is list or ty is tuple: return tuple(convertToVerifaiType(e, strict=strict) for e in value)...
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def predecessor_to_forwarding(predecessor, source): """ Compute a forwarding table from a predecessor list. """ # Create variable to return (forwarding-table dictionary) FT = {} # Loop over all nodes that AREN'T the source for (key, value) in predecessor.items(): if (key ...
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def index(): """Handle index requests.""" return version.version_string(), 200
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def init_atlas_grid(im_size, nb_patterns, rand_seed=None): """ initialise atlas with a grid schema :param tuple(int,int) im_size: size of image :param int nb_patterns: number of pattern in the atlas to be set :param rand_seed: random initialisation :return ndarray: np.array<height, width> >>> ...
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def block_diag(values, like=None): """Combine a sequence of 2D tensors to form a block diagonal tensor. Args: values (Sequence[tensor_like]): Sequence of 2D arrays/tensors to form the block diagonal tensor. Returns: tensor_like: the block diagonal tensor **Exampl...
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def tkinstall(): """Replace tkinter's `Tk` class with a thread-enabled version""" import platform runtime = platform.python_implementation() if 'cpython' not in runtime.lower(): raise RuntimeError('Requires CPython, not %s' % runtime) tk.__dict__.setdefault('_Tk_original_', tk.Tk) # save t...
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def parse_menu_command(cmd_addr, sctp_client, keys): """Parse specified command from sc-memory and return hierarchy map (with childs), that represent it @param cmd_addr: sc-addr of command to parse @param sctp_client: sctp client object to work with sc-memory @param keys: keynodes ob...
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def main_crimmins_func(port_list: list = None) -> bool: """ The Crimmins complementary culling algorithm is used to remove speckle noise and smooth the edges. It also reduces the intensity of salt and pepper noise. The algorithm compares the intensity of a pixel in a image with the intensities of its 8 ...
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def find_builtin_server_type(type_name: str) -> Type[Any]: """Find first installed server implementation""" supported_packages = ["sanic", "flask", "tornado"] installed_builtins: List[str] = [] for name in supported_packages: try: import_module(name) except ImportError: # p...
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def uriel_distance_vec(languages): """ Adapted from langrank [https://github.com/neulab/langrank/blob/master/langrank.py] """ geographic = l2v.geographic_distance(languages) genetic = l2v.genetic_distance(languages) inventory = l2v.inventory_distance(languages) syntactic = l2v.syntactic_dist...
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def print_version(ctx, param, value): """Find version from file VERSION and print""" # param is passed by click but not needed here # pylint: disable=unused-argument if not value or ctx.resilient_parsing: return click.echo('Version {}'.format(VERSION)) ctx.exit()
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def create_platform_product_gui(platforms: List[str], products: List[str], datacube: datacube.Datacube, default_platform:str = None, default_product:str = None,): """ Description: ...
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def bug(bot, update): """ Retrieve Debian BTS information according to bug number. Currently, we only send the bug title. """ # make sure it is dedicated for self #TODO FIXME # make sure we have correct bug number try: bug_number = int(update.message.text.split(' ')[1]) ...
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def validate_internal_function(code: ast.FunctionDef, sig: FunctionSignature) -> None: """ Validate internal function defintion """ if sig.is_default_func(): raise FunctionDeclarationException("Default function may only be external.", code)
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def async_wraps(cls, wrapped_cls, attr_name): """Similar to wraps, but for async wrappers of non-async functions.""" def decorator(func): func.__name__ = attr_name func.__qualname__ = ".".join((cls.__qualname__, attr_name)) func.__doc__ = """Like :meth:`~{}.{}.{}`, but async. ...
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def commands_getter(manager_router): """ Gets the command processor using `Client.command_processor` of an ``_EventHandlerManagerRouter``. Parameters ---------- manager_router : ``_EventHandlerManagerRouter`` The caller manager router. Returns ------- handlers : `list` ...
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def PowMod(a, e, m): """Deprecated. Use pow(a, e, m) instead.""" if e == 0: return 1%m if e == 1: return a%m return MulMod(PowMod(a, e/2, m), PowMod(a, e-e/2, m), m)
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def uniform_density_prior(d, rlim=30.): """ Uniform space density prior Input: d: distance (typically an array) Optional: rlim: Maximum allowed distance (default: 30 kpc) Output: Uniform density prior """ return np.piecewise(d, [d < 0, (d >= 0)*(d<=rlim), d>rlim]...
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def _load_cube(input_files, constraints): """Load single :class:`iris.cube.Cube`.""" with warnings.catch_warnings(): warnings.filterwarnings( 'ignore', message='Ignoring netCDF variable', category=UserWarning, module='iris', ) cubes = iris....
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def dogfact(bot, trigger): """Posts a random dog fact.""" url = "https://dog-facts-api.herokuapp.com/api/v1/resources/dogs" params = {"number": "1"} try: dog_fact = requests.get(url, params=params).json()[0]['fact'] bot.say(dog_fact) except BaseException: bot.reply("Error rea...
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def block_ndi_label_delayed(block, structure): """ Delayed version of ``scipy.ndimage.label``. Parameters ---------- block : dask array (single chunk) The input array to be labeled. structure : array of bool Structure defining the connectivity of the labeling. Returns -...
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def weighting_matrix(weights, name=None): """ Creates a weighting matrix. The ith weight is in the ith upper diagonal of the matrix. All other entries are 0. This functions is called once per curriculum update / iteration, but then used for the entire batch. Args: weights: Curriculum w...
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def process_coordinate_file(filename): """ >>> points = process_coordinate_file("day10_example.txt") >>> len(points) 31 >>> points[0].x 9 >>> points[0].y 1 >>> points[2].y -2 >>> points[2].delta_x -1 :param filename: The name of the file to parse. :return: The li...
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async def test_task_create(aresponses): """Test creating a task.""" aresponses.add( "api.getnotion.com", "/api/users/sign_in", "post", aresponses.Response( text=load_fixture("auth_success_response.json"), status=200, headers={"Content-Type": "a...
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def dflist_csvwrite(directory, filename, dataframe_list, idx_name): """ Print dataframes in csv files """ if not os.path.exists(directory): os.makedirs(directory) for df, dataframe in enumerate(dataframe_list): dataframe.to_csv( os.path.join(directory, str(''.join((filena...
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def log_fail(LF, errStr): """ Record a fatal error in the log file, echo to STDOUT and exit. """ if LF is None: LF = sys.stdout else: print errStr if not LF==sys.stdout: LF.write(errStr + '\n') LF.close() sys.exit(1)
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def pattern( text: str, *, pattern: Union[str, Collection[str]] ) -> str: """Remove strings from `text` using a regex pattern. Args: text (str): The text from which patterns will be removed. pattern: The pattern to match. Returns: str """ if isinstance(pattern, ...
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def drawFrequencies(drawType,d,m,Sigma = None): """Draw the 'frequencies' or projection matrix Omega for sketching. Arguments: - drawType: a string indicating the sampling pattern (Lambda) to use, one of the following: -- "gaussian" or "G" : Gaussian sampling > Lambda = N(0,Sigma...
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def check_server_audits( ctx, project: int, form_id: str, report_file: Path, audit_dir: Path, time: str, since_prev: bool, ): """ Check audit files on ODK Central for correctness. This command saves bad audits to disk so they can be corrected. After correcting them, use repa...
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def edgearr_tcrude(edgearr, siglev, ednum, TOL=3., tfrac=0.33, verbose=False, maxshift=0.15, bpm=None, skip_bad=True): """ Use trace_crude to refine slit edges It is also used to remove bad slit edges and merge slit edges Parameters ---------- edgearr : ndarray Edge array ...
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def convert_color(ms_convert, cv_convert, plot=False): """ ConvertColor with different mode. """ # First dataset dataset1 = ds.TFRecordDataset(DATA_DIR, SCHEMA_DIR, shuffle=False) decode_op = c_vision.Decode() convertcolor_op = c_vision.ConvertColor(ms_convert) dataset1 = dataset1.map(op...
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def _get_trigger(model, machine, trigger_name, *args, **kwargs): """Convenience function added to the model to trigger events by name. Args: model (object): Model with assigned event trigger. machine (Machine): The machine containing the evaluated events. trigger_name (str): Name of the ...
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def variogram(stats, t): """ Helper function that computes the variogram for a given lag t. The variogram is the mean of the mean squared sum of deviations of lag t of each sequence. Args: stats: A list of sequences """ m = len(stats) n = stats[0].size return sum([np.sum((s[t+1:...
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def _environ_cols_wrapper(): # pragma: no cover """ Return a function which gets width and height of console (linux,osx,windows,cygwin). """ import platform current_os = platform.system() _environ_cols = None if current_os == 'Windows': _environ_cols = _environ_cols_windows ...
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def _get_parser(): """Return :class:`argparse.ArgumentParser`.""" import argparse parser = argparse.ArgumentParser( description=__doc__ ) parser.add_argument( '-f', '--force', dest='force', help='Force installation of packages.', action='store_true', ) pars...
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def test_after_get_with_frameset(frameset_with_6_frames, test_db_cursor): """Ensure that the frame object contains its frameset name, if any.""" frameset_obj = entities.Frameset.get(frameset_with_6_frames) frameset_name = frameset_obj.name for frame_obj in frameset_obj.child_frames: assert frame...
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def os_cwd(): """Returns the pathlib object for the current working directory Examples: >>> os_cwd()\n '/home/cooluser/pyplay' """ import os return os.getcwd()
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def from_timestamp_to_datetime(timestamp, unit='ms'): """ :param timestamp: timestamp in unix format. :param unit: measurement unit used in the timestamp. :return: the timestamp in date_time format. """ import pandas return pandas.to_datetime(timestamp, unit=unit)
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def multi_classif_inference( all_outputs, all_labels, criterion, **kwargs ): """Multi classification inference. Parameters ---------- all_outputs All outputs of a forward process of a model. all_labels All labels of the corresponding inputs to the out...
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def as_unit_vector(vec): """Divides a vector by its length to give a vector of length 1 (unit vector)""" return vec / np.linalg.norm(vec)
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def followers(request, username, template_name="microblogging/followers.html"): """ a list of users following the given user. """ return _follow_list(request, username, template_name)
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def calc_total_fuel_reqs(filename): """ This function iterates through all modules and find total fuel requirements. """ input_file = open(filename, "r") cumulative_total = 0 # initialize sum as 0 # iterate through list for input_line in input_file: try: mass = input...
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def test_clean_populate_slug(mock_super_clean): """ Cleaning an instance with no slug should generate a new slug. """ name = "foo" inst = models.SlugModel() setattr(inst, models.SlugModel.SLUG_SOURCE, name) slug = "foo-bar" with mock.patch.object( inst, "generate_slug", return_v...
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def check_valid_user(function): """ Custom decorator for batch views. Check if the authenticated user is a user in the batch database and make the record available in the decorated function. """ @wraps(function) def wrap(request, *args, **kwargs): user = get_user_from_request(reques...
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def formatTarget(data): """ :param data: int """ good = 0 bad = 0 avg = np.mean(data) for index in range(data.shape[0]): val = data[index] if val < avg: data[index] = 0 good += 1 else: data[index] = 1 bad += 1 # prin...
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def session_maker(engine): # pylint: disable=redefined-outer-name """Create an ORM session from the engine""" return sessionmaker(bind=engine)
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def test_to_class(requests_mock: Mock) -> None: """Tests required information from json.""" items = [ { "id": "54aae292e7798909064f1575", "item_name": "Secura Dual Cestra", "thumb": ( "icons/en/thumbs/secura_dual_cestra" ".3d47a4ec6675f...
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def log_me(name: str = "NetEmbs", folder: Optional[str] = None, file_name: Optional[str] = "logs.log", level: Optional[int] = logging.INFO) -> logging.Logger: """ Attach logger to specific file and location Parameters ---------- name : str, default is 'NetEmbs' The logger name. ...
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def kernel_generator(x_gen, size=(36, 64, 1), phase_shifted=False): """Generator for sample images (e.g. proxy for MEIs) This will infer the dimensionality of the latent space to create images, using a default if there is less dim1 - orientation dim2 - xoffset dim3 - yoffset dim4 - spatial...
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def getNextMineToFinish(games: List[Game]) -> Game: """Given a list of games, return the mine that is open and next to finish; returns None if there are no unfinished games (finished=past the 4th our, regardless of whether the reward has been claimed) If a game is already finished, it won't be ...
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def test_parse_multiline_with_incomplete_comment(parser): """A terminator within a comment will be ignored and won't terminate a multiline command. Un-closed comments effectively comment out everything after the start.""" line = 'multiline command /* with comment in progress;' statement = parser.parse(l...
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def caller_module() -> Path: """Returns the name of the file containing the module from which this function was called. This ignores all modules located directly inside the parent directory of the current file (tsfile/*).""" this_file_parent = Path(__file__).parent for frame in inspect.stack(): ...
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def read_file(file_path='', sheet_name=0, na_values=NA_VALUES, encoding='ISO-8859-1', delimiter=None, **kwargs): """ Read pandas dataframe or file. Parameters ---------- file_path : dataframe or string string must refer to file. Currenlty, Excel and csv are supported sheet_name : integer...
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def sequences_generator(batch_size=32, seq_len=100, n_samples=1000): """ Generate sequences for training the Neural Network. vocab_len (int): length of the vocabulary batch_size (int): size of mini batches seq_len (int): the max length of the sequences n_samples (int): number...
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def get_matrices(src, domain): """Reads the STIX and returns a list of all matrices in the STIX""" matrices = src.query([ stix2.Filter('type', '=', 'x-mitre-matrix'), ]) # Filter out by domain matrices = [x for x in matrices if not hasattr(x, 'x_mitre_domains') or domain in x.get('x_mitre_...
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def get_test_queue_contents(vmcfg, courseId): """Get the contents of the test queues for all testers configured in the system.""" try: tstcfg = vmcfg.testers() queue_contents = {} # dict of strings for tester_id in tstcfg: queue_contents[tester_id] = submit.get_tester_que...
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def qgrams_to_char(s: list) -> str: """Converts a list of q-grams to a string. Parameters ---------- s : list List of q-grams. Returns ------- A string from q-grams. """ if len(s) == 1: return s[0] return "".join([s[0]] + [s[i][-1] for i in range(1, len(s))])
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def traverse(coord, np_mask, coord_str): """Edge case: if pixel value in mask is 0 at coord, then bounding box has captured the extreme points in this corner of the image """ x, y = coord if np_mask[y, x] == 0.0: return (x, y) height, width = np_mask.shape store_x, store_y = 0,...
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def collect_pc(grasp_, pc): """ grasp_bottom_center, normal, major_pc, minor_pc """ grasp_num = len(grasp_) grasp_ = np.array(grasp_) grasp_ = grasp_.reshape(-1, 5, 3) # prevent to have grasp that only have number 1 grasp_bottom_center = grasp_[:, 0] approach...
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def change_ids(dataset: Dataset, change_id: Callable, methods: Iterable[str] = ()) -> Dataset: """ Change the ``dataset``'s ids according to the ``change_id`` function and adapt the provided ``methods`` to work with the new ids. Parameters ---------- dataset: Dataset the dataset to perf...
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def main(): """Program wrapper""" parser = ArgumentParser(description='Process server parameters') create_arguments(parser) args = parser.parse_args() #print "Len of args", len(args) update_config(args) start_server()
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def test_user_list_endpoint_get(client, is_public, is_author, user): """Test learning path endpoint""" author = UserFactory.create() user_list = UserListFactory.create( author=author, privacy_level=PrivacyLevel.public.value if is_public else PrivacyLevel.private.value, ) ...
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def _configure_learning_rate(num_samples_per_epoch, global_step): """Configures the learning rate. Args: num_samples_per_epoch: The number of samples in each epoch of training. global_step: The global_step tensor. Returns: A `Tensor` representing the learning rate. Raises: ValueE...
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def train_model(): """ Train the job application model and save the model :return: """ jobs_training = get_training_data(TRAINING__DATA_PATH) jobs_labels = get_training_labels("applications") logging.info("Transforming data") jobs_prepared = full_pipeline.fit_transform(jobs_training) ...
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def filter(self, mods=None, name_records=None, pattern=None, regex=None): """ Return filtered list of records. Args: mods: Name(s) of modules to preserve name_records: Id(s)/Name(s) of name_records to preserve Return: None """ r = copy.deepcopy(self) ...
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def power(inputArray, power_index=3.0, scale_min=None, scale_max=None): """Performs power scaling of the input numpy array. @type inputArray: numpy array @param inputArray: image data array @type power_index: float @param power_index: power index @type scale_min: float @param scale_min: min...
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def test_dbfr_requires_filename(script_runner): """Test ``dbfr`` requires a filename argument.""" ret = script_runner.run("dbfr") assert not ret.success
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def get_key_for_player_ui(game_id: int, player_name: str) -> JSONResponse: """ Method used to generate user private access token for view ui and send moves :param game_id: integer value of existing game :param player_name: string with name of player :return: Response with access token as string ...
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def load_speakers(fileobj): """Load a list of speakers from a yaml file. This is a legacy wrapper around load_real_layout; see its documentation for format info. Parameters: file: a file-like object to read yaml from Returns: list of Speaker """ return load_real_layout(fil...
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def test_are_different(left, right): """ Test that :func:`are_different` identify different values. """ assert utils.are_different(left, right)
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def update_tiles(): """ scan for data with tags with MSAM-Tile name and include in those named tiles """ try: ddb_table_name = CONTENT_TABLE_NAME ddb_resource = boto3.resource('dynamodb') ddb_table = ddb_resource.Table(ddb_table_name) # very broad textual scan res...
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def softmax(x): """Compute softmax values for each sets of scores in x. Copied from Andrew Ng's Deep Learning courses on Coursera """ e_x = np.exp(x - np.max(x)) return e_x / e_x.sum()
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def find_libgfortran(): """Get the directory and name of ``libgfortran``. Assumes and checks that this ``libgfortran`` is **only** for ``x86_64``. Exits the program with a status code of 1 if: * there is more than one (or zero) directories that contain ``libgfortran.dylib``. * the ``lib...
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def test_calc_sum(): """Test sum valid inputs.""" from app.cli import sum as s runner = CliRunner() result = runner.invoke(s, ["1", "0.2", "0.3"]) assert result.exit_code == 0 assert pytest.approx(float(result.output)) == 1.5
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def parse_args(args): """Parse command-line arguments. Parameters ---------- args : list of strings command-line arguments. Returns ------- options : :class:`argparse.ArgumentParser` Command line arguments. """ parser = argparse.ArgumentParser(description = __doc__...
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def test_settings_env_names_func_no_env_prefix() -> None: """ is an error raised if the settings class does not define a valid env_prefix """ raise NotImplementedError
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def result(app: dash.Dash, data: GameData) -> html: """Layout for the result page. This page get display after every user prediction. This pages displays the predictions from the user and the ai together with the ground truth. An explanation for the ai prediction is also provided. Arguments: ap...
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def iterate_module_func(m, module, func, converged): """Call function func() in specified module (if available) and use the result to adjust model convergence status. If func doesn't exist or returns None, convergence status will not be changed.""" module_converged = None iter_func = getattr(module,...
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def trace_color_table(measurement): """ Returns one of the standard color tables for TRACE JP2 files. """ if measurement == 'WL': return cmap_from_rgb_file(f'TRACE {measurement}', 'grayscale.csv') try: return cmap_from_rgb_file(f'TRACE {measurement}', f'trace_{measurement}.csv') ...
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def redeemBLVT(tokenName, amount, recvWindow=""): """# Redeem BLVT (USER_DATA) #### `POST /sapi/v1/blvt/redeem (HMAC SHA256)` ### Weight: 1 ### Parameters: Name |Type |Mandatory |Description --------|--------|--------|-------- tokenName |STRING |YES |BTCDOWN, BTCUP amount |DECIMAL |YES | recvWindow |LONG |NO | ti...
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def simulate(): """ Use the tool to simulate genotypes """ pass
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def getGitInfo(): """Make a build string for svn Returns a string or None if not in a git repository""" (gitLocalVersion, local) = ("","") # need to do a 'git diff' because 'describe --dirty' can get confused by timestamps (gitLocalVersion,stderr) = Popen("git diff --shortstat", shell=True, s...
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def computational_form(data): """ Repackages numbers, Series, or DataFrames .. deprecated:: 2.2.0 `computational_form` will be removed in pysat 3.0.0, it will be added to pysatSeasons Regardless of input format, mathematical operations may be performed on the output via the same pandas...
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def _check_df_load(df): """Check if `df` is already loaded in, if not, load from file.""" if isinstance(df, str): if df.lower().endswith("json"): return _check_gdf_load(df) else: return pd.read_csv(df) elif isinstance(df, pd.DataFrame): return df else: ...
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def disableOne(jobID=None): """ Disable one record in PlaceJob table. :param jobID: Database record ID for PlaceJob table. :return: None """ if not jobID: jobID = int(input("jobManager. Disable - enter PlaceJob ID /> ")) db.PlaceJob.get(jobID).setDisabled() print("Disabled job ...
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def delete_channel(accountId, apiKey, channelId, verbose=False): """Deletes a channel. Parameters ---------- accountId: str apiKey: str channelId: str the channel ID to delete verbose: bool, optional Returns ------- bool True if the channel was deleted, False if...
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