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def state_space_tree( sequence: List[Union[int, str]], current_sequence: List[Union[int, str]], index: int, index_used: List[int], ) -> None: """ Membuat pohon ruang untuk iterasi melalui setiap cabang menggunakan DFS. Kita tahu bahwa setiap negara memiliki persis len (urutan) - anak-anak i...
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def parse_units(units_str): """ Extract and parse the units Extract the bounds over which the expression is assumed to apply. Parameters ---------- units_str Returns ------- Examples -------- >>> parse_units('Widgets/Month [-10,10,1]') ('Widgets/Month', (-10,10,1)) ...
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def _read_method(schema): """Add a write method for named schema to a class. """ def func( self, filename=None, data=None, add_node_labels=True, combine_on='index', use_uids=True, **kwargs): # Use generic write class to write data. df0 ...
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def mark_nb_animals_neighbors(neighbors: List[List[int]], w: int, h: int, nb_animals: int, animal_type: str) \ -> ClausesBase: """ Permet d'ajouter des contraintes concernant le nombre d'animaux autour d'une cellule :param neighbors: Liste des cordonnées des cellules voisines :param w: largeur d...
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def setup_app(command, conf, variables): """Place any commands to setup civicboom here""" if not pylons.test.pylonsapp: # pragma: no cover -- "if not testing" will not be true for testing... load_environment(conf.global_conf, conf.local_conf) #######################################################...
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def counter_clear(): """ 计数器清零(每天0点) :return: """ rk_counter_client.clear()
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def predict_next_daterange(dateranges, min_probability=0.8): """ Takes a list of dateranges (start, end) and tries to predict the next daterange in the list. See :func:`predict_next_value` for more information. """ return predict_next_value( values=dateranges, min_probability=min_...
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def delete_nodenet(nodenet_uid): """Unloads the given nodenet from memory and deletes it from the storage. Simple unloading is maintained automatically when a nodenet is suspended and another one is accessed. """ import shutil if nodenet_uid in nodenets: unload_nodenet(nodenet_uid) del ...
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def resize_activations(v, so): """ Resize activation tensor 'v' of shape 'si' to match shape 'so'. :param v: :param so: :return: """ si = list(v.size()) so = list(so) assert len(si) == len(so) and si[0] == so[0] # Decrease feature maps. if si[1] > so[1]: v = v[:, :so...
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def write(array, filename, flags=0): """Write a (height, width) or (height, width, nchannels) array to a greyscale, RGB, or RGBA image, with file type deduced from the filename. The `flags` parameter should be one or more values from the IoFlags class defined in this module, or-ed together with | as...
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def show_model(model:nn.Module): """ Render graphviz representation of neural network model """ hl_graph = hl.build_graph(model, torch.zeros([1, 3, 224, 224])) hl_graph.theme = hl.graph.THEMES["blue"].copy() return hl_graph
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def seg_pixel_accuracy_nd(label_imask, pred_imask, vague_idx=-1, use_vague=False, macro_average=True, empty_result=0.0): """ The segmentation pixel accuracy (for MXNet nd-arrays). ...
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def record_audio(record_len, filename): """ records an audio clip from the default input device @params: length: the length of recorded audio [seconds] filename: the ouput filename """ try: CHUNK = 1024 FORMAT = pyaudio.paInt16 CHANNELS = 1 ...
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def cylinder(*args, **kwargs): """ The cylinder command creates a new cylinder and/or a dependency node that creates one, and returns their names. Returns: `string[]` Object name and node name """ pass
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async def test_call_homegraph_api_retry(hass, aioclient_mock, hass_storage): """Test the that the calls get retried with new token on 401.""" config = GoogleConfig(hass, DUMMY_CONFIG) await config.async_initialize() with patch( "homeassistant.components.google_assistant.http._get_homegraph_toke...
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def mesh_planarize_faces_igl(mesh, fixed=None, kmax=100, callback=None, callback_args=None): """Planarise a set of connected faces. Planarisation is implemented as a two-step iterative procedure. At every iteration, faces are first individually projected to their best-fit plane, and then the vertices a...
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def getCoursesFromModels(): """This method imports and inspects Models.py file and adds name of its classes to the list. User class is skipped so it is not added into list of courses. Returns: list: List of string names of classes in Models.py file. """ coursesList = [] mod = importlib...
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def logResults(X,A,B,C,N): """ Function to log results for debugging purposes. Parameters ---------- X: np.ndarray, dim=2 Optimized results as yielded by constrainedMinimize(...) A: 2D numpy.ndarray B: numpy.array C: float describe the cost function used for fitting...
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def render_error_code(response, error_code): """ Outputs an error code to be read by the client application """ response.headers['Content-Type'] = 'text/plain' response.out.write(error_code)
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def ds_ctx_common_config_settings(config): """ This function describes a base config setup for all models. """ assert(isinstance(config, DefaultNetworkConfig)) # Apply classic settings classic_ctx_common_config_settings(config) # Increasing memory limit consumption config.modify_gpu_me...
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def test_config_base_parse_yaml_file01(tmpdir): """ API: ConfigBase.parse_yaml_file (#1) """ t = tmpdir.mkdir("empty-file").join("apprise.yml") t.write("") # Create ourselves a config object ac = AppriseConfig(paths=str(t)) # The number of configuration files that exist assert len...
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def format_message(article_dict): """ From a dictionary of randomly selected articles, create and format a message string. """ msg = "" for subject in article_dict: url = article_dict[subject][1] abstract, authors = get_abstract(url) msg = msg + "<h2>" + subject + "</h2>...
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def test_alpha_tiling(): """Transformation of images with an alpha channel preserve transparency, even when a tiling strategy is used""" tmpdir = TemporaryDirectory() # Transform image with alpha styletransfer([CONTENTS + "dockersmallalpha.png"], [STYLES + "cubism.jpg"], tmpdir.name, alg="chen-schmidt-i...
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def test_get_asset_view_with_vulnerability_summary_async(cbcsdk_mock): """Test Get Asset View with Vulnerability Summary""" cbcsdk_mock.mock_request("POST", "/vulnerability/assessment/api/v1/orgs/test/devices/vulnerabilities/summary/_search", GET_ASSET_V...
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def lock_nqueuedjobs(cur, nrows): """ Function to lock first N rows for futher processing :param nrows: :return: lock_time """ lock_time = datetime.now().strftime(defaultDatetimeFormat) lquery = """UPDATE atlas_pandabigmon.art_results_queue SET IS_LOCKED = 1, ...
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def extract_seed(path, key): """ Scrape the 5-character seed from the path and return it as an integer. :param path: path to the tsv file containing results :param key: substring preceding the seed, "batch-train" for splits, seed-" for shuffles """ try: i = path.find(key) + len(key) ...
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def UTC2JD1JD2(epoch: datetime.datetime): """ :param epoch: :return: """ return astropyTime(epoch, format='datetime', scale='ut1').jd1, astropyTime(epoch, format='datetime', scale='ut1').jd2
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def test_solver(): """Check 1st order convergence rate.""" m = 4; b = 0.1 s = lambda u: 2*u f = lambda v: b*v import sympy as sym def ode(u): """Return source F(t) in ODE for given manufactured u.""" print 'ode:', m*sym.diff(u, t, 2), f(sym.diff(u,t)), s(u) return m*sym....
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def serve(): """Serve models""" config = dg.Config() server_klass = config.get('server.class', None) if server_klass: server = get_object(server_klass)() else: server = dg.Server() server.run()
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def spawn(n): """ Spawn a list of SeedSequence from the global seed sequence. Parameters ---------- n : int Number of seed sequences to spawn Returns ------- seed_seq : list List of spawned seed sequences """ return _GLOBAL_SEED_SEQ.spawn(n)
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def compile(code: list, consts: list, names: list, varnames: list, func_name: str = "<unknown, compiled>", arg_count: int = 0, kwarg_defaults: Tuple[Any] = (), use_safety_wrapper: bool = True): """ Compiles a set of bytecode instructions into a working function, using Python's bytecode ...
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def get_certificates(country=None): """ This function retrieves all the data stored in `certificates.csv` file, which previously was retrieved from Investing.com. Since the resulting object is a matrix of data, the certificate's data is properly structured in rows and columns, where columns are the ce...
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def f_t(x_tm1, potential_function, parameters, dt, **kwargs): """ NOTE : parameters should reflect potential function at time t (not t-1) compute f_t(x_tm1) = x_tm1 + 0.5 * dt * forcet(x_tm1) = mu arguments x_tm1 : np.array(N) positions at time t-1 potential_function : funct...
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def read_history_file(filename=None): # real signature unknown; restored from __doc__ """ read_history_file([filename]) -> None Load a readline history file. The default filename is ~/.history. """ pass
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def get_neighbor_dict_from_table(db, table_name): """ returns a dict with bgp neighbor ip as key and neighbor name as value :param table_name: config db table name :param db: config_db """ neighbor_dict = {} neighbor_data = db.get_table(table_name) try: for entry in neighbor_data...
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def french_to_english(french_text): """This function translates text in french to english""" if french_text == "": return "" english_text = language_translator.translate(text=french_text, model_id='fr-en').get_result() english_text = english_text.get("translations")[0].get("translation") re...
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def highlight_cycles(dot_stream, cycle_list): """Highlight the include cycles in red.""" for cycle in cycle_list: cycle_edges = determine_cycle_edges(cycle) for edge in cycle_edges: regex = fr'([<"]{edge[0]}[">] -> [<"]{edge[1]}[">])' match = re.search(regex, dot_stream)...
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def find_role_similarity(roles, i, j, parameters=None): """ Calculate a number of similarity between different roles Parameters ------------- roles List of roles i Index of the first role j Index of the second role parameters Parameters of the algorithm ...
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def histogram_matching(mov_scan, ref_scan, histogram_levels=2048, match_points=100, set_th_mean=True): """ Histogram matching following the method developed on Nyul et al 2001 (ITK implementation) inputs: - mov_scan: np.array cont...
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def configure_vrrp(module, csv_data): """ Method to configure VRRP L3. :param module: The Ansible module to fetch input parameters. :param csv_data: String containing vrrp data passed from csv file. :return: Output string of configuration. """ output = '' vnet_name = get_global_vnet_name...
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def update_priorities(repo, username=None, namespace=None): """Update the priorities of a project.""" repo = flask.g.repo form = pagure.forms.ConfirmationForm() error = False if form.validate_on_submit(): weights = [ w.strip() for w in flask.request.form.getlist("p...
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async def test_total_update_timeout(hass: HomeAssistant, sensor): """Test if it raises an error when there is a timeout.""" config_entry = MockConfigEntry(domain=DOMAIN, data=MOCK_ENTRY_DATA) config_entry.add_to_hass(hass) with patch( "peco.PecoOutageApi.get_outage_totals", side_effect=...
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def find_post(url: str) -> Union[Album, None]: """Find post with twitter id in the url Args: url (str): twitter url Returns: Union[Album, None]: Album """ return Album.first(F['source.url'].regex(r'https://twitter.com/.*/status/' + url.split('/')[-1]))
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def serialize_categories_ical(category_ids, user, event_filter=True, event_filter_fn=None, update_query=None): """Export the events in a category to iCal. :param category_ids: Category IDs to export :param user: The user who needs to be able to access the events :param event_filter: A SQLalchemy criter...
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def process_intf_counters_rest_output(data, single_port=False): """ Author: Jagadish Chatrasi (jagadish.chatrasi@broadcom.com) :param data: :type dict: :param single_port: :type bool: :return: :rtype: """ ret_val = [] try: if single_port: actaul_data = dat...
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def create_attribute(name, snake_case=True): """ Gets an attribute name from the enum and convert it to snake_case, by default, or to CamelCase """ # Removes any hyphens or dots from the name, substituting by an underscore name_normalized = re.sub('[-.]', '_', name) if snake_case: na...
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def preprocessing_fn(inputs): """Preprocesses Covertype Dataset.""" outputs = {} # Scale numerical features for key in features.NUMERIC_FEATURE_KEYS: outputs[features.transformed_name(key)] = tft.scale_to_z_score( _fill_in_missing(inputs[key])) # Generate vocabularies and maps categorical featu...
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def build_model(gridsearch=False): """ Create a classification model :param gridsearch: bool. Activate GridSearch, default = False :return: pipeline """ # Create pipeline with Classifier moc = MultiOutputClassifier(RandomForestClassifier()) pipeline = Pipeline([ ('vect', Coun...
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def main(): """ Starts the sound server, which retains the audio data inside its process space, and forks out workers when web connections are made. """ t = Thread(target = get_audio_data, args = ()) t.daemon = True t.setDaemon(True) t.start() app.debug = True app.run()
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def get_cells_to_calculate_variance(file_path, percentage_of_extreme_cells=15): """ Get a list of cells to use to calculate the methylation and variance In this case we have a list of all cells that might be possible and the avg methylation and variance of them and we want to take the percentage to take...
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def device_smart_capabilities(device): """Returns SMART capabilities of the given device. Args: device: (Device) Device in question. Returns: (tuple): tuple containing: (bool): True whenever SMART is available, False otherwise. (bool): True whenever SMART is enable...
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def slice_arrays(arrays, start=None, stop=None): """ Function extracted from Keras - check keras.utils.generic_utils for the original version. Slices an array or list of arrays. This takes an array-like, or a list of array-likes, and outputs: - arrays[start:stop] if `arrays` is an array-lik...
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def test_with_exit(exit_code): """ We parametrize over the first few exit codes to ensure they are all handled the same. `utils.with_exit` should always raise, even in the case where `foo` ran successfully (`exit_code==0`). """ @utils.with_exit def foo(): return exit_code with pytes...
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def load_data_sample(fn): """ :param fn: :return: samples: 1D: n_docs, 2D: n_utterances, 3D: elem=(time, speaker_id, addressee_id, response, ... , label) """ samples = [] sample = [] with gzip.open(fn, 'rb') as gf: for line in gf: line = line.rstrip().split("\t") ...
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def generate_genpybind_source(self): """ Run genpybind on the headers provided in `source` and compile/link the generated code instead. This works by generating the code on the fly and swapping the source node before `process_source` is run. """ # name of module defaults to name of target m...
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def calc_buckets( start: float, upper_bound: float, /, *, increment_ratio: float = 1.20 ) -> tuple[float, ...]: """Calculate histogram buckets on a logarithmic scale.""" # See https://amplitude.com/blog/2014/08/06/optimal-streaming-histograms # for more details. result: list[float] =...
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def ximp(N, i, real=False, polar=False, show_x=False, v=1, unwrap=False, get=False): """Impulse(s); form e.g. square wave""" if not isinstance(i, (list, tuple, np.ndarray)): i = [i] i = [(idx if idx >= 0 else N + idx) for idx in i] x = np.array([(v if n in i else 0) for n in range(N)]) ...
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def assert_allclose( actual: float, desired: numpy.float64, err_msg: Literal["(-10, 1.0) ld None"] ): """ usage.scipy: 1 """ ...
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def test_slice_begin_size_tensor_grad(): """ /// Feature: Slice op dynamic shape /// Description: Slice backward with dynamic shape /// Expectation: Euqal to expected value """ if sys.platform != 'linux': return dy = Tensor(np.array([1, 2, 3, 4]), mstype.float32) x = Tensor( ...
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def submit_add_process_definition(self): """Side effect for adding process definition name to global variable.""" process_definition_name.add(self.name)
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def test_deeply_nested_optional_parameter_groups(): """Same as above test, but deeper hierarchy.""" grandparent: GrandParent = GrandParent.setup() assert grandparent.niece == None assert grandparent.nefew == None grandparent: GrandParent = GrandParent.setup("--niece.child.name Bob") assert gran...
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def quantizer(forward_number=None, backward_number=None, forward_rounding="stochastic", backward_rounding="stochastic", clamping_grad_zero=False, backward_hooks=[]): """ Creates a quantization function to support quantizing forward and backward process differently. Args: ...
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def test_click_in_text_disables_affix_search(client): """ The Click-in-Text API should NOT return affix results — too many results! e.g., > search?q=wapamew should return "wâpamêw" but NOT "asawâpamêw" """ click_in_text_response = client.get( reverse("cree-dictionary-word-click-in-...
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def dumpinfo(id0): """ print various infos on the idb file """ def ftstring(ft): if 0 < ft < len(filetypelist): return "%02x:%s" % (ft, filetypelist[ft]) return "%02x:unknown" % ft def decodebitmask(fl, bitnames): l = [] knownbits = 0 for bit, name in enu...
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def is_size_lower_or_equal(size_a: str, size_b: Size): """Returns true if size_a is lower or equal than size_b""" return int(size_a) <= int(size_b.get_value(Unit.MebiByte))
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def incd_product(*args): """ Like `itertools.product` but returns the first modified index (which was incremented) along with the product tuple itself. Parameters ---------- *args : iterables Any number of iterable things that we're taking the product of. Returns ------- it...
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def from_hexpoints(s): """Parses a string from its codepoints as hex. Given a string containing one or more code points (as hex values), parse it to a a string. For example, the input "006E 006F" produces output "no". """ return "".join([chr(int(cp, 16)) for cp in s.split()])
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def hamming_distance(s1, s2): """ Defines the minimum number of substitutions required to change one string into another. """ if len(s1) != len(s2): raise ValueError("Undefined for sequences of unequal lenght.") return sum(ch1 != ch2 for ch1, ch2 in zip(s1, s2))
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def get_pure_function(fcn) -> PureFunction: """ Get the pure function form of the function or method ``fcn``. Arguments --------- fcn: function or method Function or method to be converted into a ``PureFunction`` by exposing the hidden parameters affecting its outputs. Returns ...
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def img_brighten(img, factor): """ Increase the brightness of the input img :param img: input img :param factor: the degree of increasing the brightness :return: output img """ img2 = img * factor img2 = np.clip(img2, 0, 255) return img2
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def choose_random_action(all_actions: int) -> int: """ Chooses one of the possible actions in the environment randomly Parameters ---------- all_actions: int number of all possible actions available Returns ------- int random action number """ return np.random.r...
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def _write_package_json(pkg, revision): """ Write package.json locally. :param pkg: the package being installed :type pkg: Package :param revision: the package revision to install :type revision: str :rtype: None """ pkg_dir = package_dir(pkg.name()) package_path = os.path.join(pk...
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def display_training_results(results: TrainingResults) -> None: """ Display a GUI window showing how the loss and accuracy progressed through the training epochs. """ epochs_range = range(results.epochs_count) plt.figure(figsize=(8, 8)) plt.subplot(1, 2, 1) plt.plot(epochs_range, results.ac...
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def generate_equi_width_buckets(quantiles: List[float], finite_min: float, finite_max: float, total_count: float, num_buckets: int) -> List[Bucket]: """Generate buckets for equi-width histog...
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def test_W_out_shape_onlystates(): """check shape of W_out when trained without input and bias (fit_only_states=True)""" data = load_mackeyglasst17().reshape(-1, 1) trainlen = 100 esn = ESNGenerator( n_reservoir=50, fit_only_states=True, random_state=42, ).fit(None, data[:tra...
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def turnover_knee(f, log10_A, gamma, lfb, lfk, kappa, delta): """ Generic turnover spectrum with a high-frequency knee. :param f: sampling frequencies of GWB :param A: characteristic strain amplitude at f=1/yr :param gamma: negative slope of PSD around f=1/yr (usually 13/3) :param lfb: log10 tra...
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def basicFitness(individual, env): """ The trivial case, where fitness is just the result of passing through the environment. """ return individual.result
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def map_reward(const=1.0) -> MapReward: """ Factory for map_reward argument in GPMultiFidelitySearcher. """ def const_minus_x(x): return const - x return MapReward(forward=const_minus_x, reverse=const_minus_x)
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def check_for_daemon(limit=10, delay=0.1, timeout=0.1, port=TCP_GIT_PORT): """Check for a running TCP daemon. Defaults to checking 10 times with a delay of 0.1 sec between tries. Args: limit: Number of attempts before deciding no daemon is running. delay: Delay between connection attempts. ...
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def get_acknowledgements(): """Returns a list of individuals who are acknowledged on the ``about`` page. The list is generated by reading in the contents of the ``jwql`` ``README`` file. In this way, the website will automatically update with updates to the ``README`` file. Returns ------...
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def comb_extend(comb, minv, maxv): """Extend the comb to minv and maxv""" # TODO should this truncate if minv>minc or maxc>maxc # print y_comb # Find sort order of comb, convert to ascending reversed = False if comb[0] > comb[-1]: comb.reverse() reversed = True # Find min and...
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def evaluate_recall(gt_rels, gt_boxes, gt_classes, pred_rels, pred_boxes, pred_classes, rel_scores=None, cls_scores=None, iou_thresh=0.5, phrdet=False): """ Evaluates the recall :param gt_rels: [#gt_rel, 3] array of GT relations :param gt_boxes: [#gt_box, 4] array...
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def test_init(runner, auth_responses, projects_responses): """Test project initialization.""" result = runner.invoke(cli.cli, [ 'login', 'http://example.com', '--username', 'demo', '--password', 'demo' ]) assert result.exit_code == 0 # 0. must autosync result = runner.invoke(cli...
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def storage(): """Manage user storage."""
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def solution_name() -> str: """ Get the Solution Name from environment variable :return: the solution name """ return os.environ["SOLUTION_NAME"]
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def write_feature_on_index(feat, chrom, start, stop, sign, stranded_genome_index): """ Write one new line in the stranded index file and, if necessary, the unstranded index file. """ grouped_by_biotype_features = [] for biotype, categs in feat.iteritems(): categ_list = [] for cat in set(cate...
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def not_found(arg): """Page not found.""" return render_template('404.html', title='404 error.', message='Page Not Found')
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def mte_unobserved( X, Y, b0, b1_b0, prop_score, bandwidth, gridsize, startgrid, endgrid ): """ This function computes the unobserved component of the MTE in MTE = mte_x + *mte_u*, where *mte_u* depends on the unobserved esistance to treatment u_D. Parameters ---------- X: pandas.DataFr...
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def wavepacket(m, x0, p0): """Generates normalized Gaussian wavepacket in position and momentum space. Parameters ---------- m : int Number of planck cells in one direction. x0 : float Initial x-coordinate of localized wavepacket in position space. p0 : float ...
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def while_Right_faced_equilataral_angle_Triangle(): """ pattern for : Right_faced_equilataral_angle_Triangle""" i=0 while i<7: j=0 while j<4: if j==0 or i==j or i+j==6: print('*',end=' ') else: print(' ',end=' ') j...
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def make_key_with_salt(seed, salt): """generates a key from a given seed, returns the key and a salt Args: seed Returns: signing key, a salt Raises: assertion failure if the signature is not verified """ ecdsa_seed = hash_256(seed + salt) secexp = randrange_from_se...
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def find_missing_integer(arr): """ Find the first missing integer in unsorted array of integers """ # segregate integers, with negative (including zero) on right and positives # on left left = 0 right = len(arr) - 1 while left < right: if arr[left] > 0: left += 1 ...
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def TypeString(string_to_type, use_modifiers=False, keystroke_time=0, time_between_keystrokes=0): """Simulate typing a string on the keyboard. Args: string_to_type: the string to print use_modifiers: specifies whether the following modifier characters s...
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def PrintFiles(filelist,filename="EnergyDeposition.csv", tParse=GetThickness,histKey='eDepHist'): """ PlotFiles Prints the files files contained in filelist Keywords: """ ws = wb.create_sheet() ws.title = sheetTitle row = 0 col = 0 longName = ['Energy','Frequency','Error'] units =['MeV','Particl...
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def insert_as_next_node(current_node, new_node): """ inserts the new node that needs to be inserted after the current node """ if current_node.has_next(): temp_holder = current_node.get_next() current_node.set_next(new_node) new_node.set_next(temp_holder)...
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def test_payment_statuses_are_restored( # pylint: disable=unused-argument raiden_network, token_addresses, network_wait ): """ Test that when the Raiden is restarted, the dictionary of `targets_to_identifiers_to_statuses` is populated before the transport is started. This should happen because if a...
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def break_weights(weights): """ Breaks the weights for the different nodes :param weights: :return: """ bias_node_hidden = weights[4:6] bias_node_hidden = np.reshape(bias_node_hidden, (2, 1)) bias_node_output = np.reshape(weights[8], (1, 1)) weights_input = weights[0:4] weights...
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def set_serial_read_buffer(data): """Sets the r buffer to data (a bytes object).""" if data and not isinstance(data, (bytes, bytearray)): raise TypeError('data must by a bytes or bytearray object.') with SERIAL_READ_LOCK: global SERIAL_READ_BUFFER SERIAL_READ_BUFFER = io.BytesIO(data...
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def get_movies(genre: str): """Get first N movies in the specified genre.""" with MongoClient(uri) as client: movie_collection = client[DB][MSG_COLLECTION] msg_list = movie_collection.find({"genres": genre}).limit(100) movie_title_list = [] for msg in msg_list: movie_...
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def apply_all_transformations(df): """Apply all feature transformations.""" df["age_quantile"] = compute_age_quantile(df, 5) df["competition_open"] = compute_competition_open(df) df["count"] = df.groupby("store")[["date"]].transform("cumcount") df["open_lag_1"] = compute_open_lag(df) df["open_la...
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