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def get_distributed_mean(value: Union[float, torch.Tensor]): """Computes distributed mean among all nodes.""" if check_torch_distributed_initialized(): # Fix for runtime warning: # To copy construct from a tensor, it is recommended to use # sourceTensor.clone().detach() or # sour...
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def js_div(A, B): """ Jensen-Shannon divergence between two discrete probability distributions, represented as numpy vectors """ norm_A = A / A.sum() norm_B = B / B.sum() M = (norm_A+norm_B)/2 return 0.5 * (kl_div(norm_A,M)+kl_div(norm_B,M))
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def test_outputs(): """ testing correct functionality and outputs of function """ df = pd.DataFrame({'x': [1, 2, 11, 22, 7], 'y': [100, 110, 120, 130, 140]}) out1 = pythcat.suscat(df, [0, 1], n=80) out2 = pythcat.suscat(df, [0], num='number', n=2) assert isinstance(out1, dict) assert ...
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def _fixTimeStrings(scModel, gopLoader): """ USed to correct the use of the third ':' which indicated frames since time. This caused confusion. Users often used the the third ':' for milliseconds. The journals are of course incorrect. Cannot fix that here. :param scModel: :param gopLoader: ...
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def test_getextensible(): """py.test for getextensible""" data = ( ([{u'format': [u'singleLine'], u'group': u'Simulation Parameters', u'idfobj': u'Version', u'memo': [u'Specifies the EnergyPlus version of the IDF file.'], u'unique-object': [u'']}, {}, {}, {} ], None), # objidd, expected ([{u'...
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def run_collector(db_host, db_port, db_name, watcher_cls, watcher_kwargs, updater_cls, updater_kwargs, num_updaters=1): """ Run up instances of the watcher and updaters with the configured watcher and updaters. """ num_updaters = int(num_updaters) log.info("Starting {...
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def _build_request_url( base: str, params_dict: Dict[str, str]) -> str: """Returns an URL combined from base and parameters :param base: base url :type base: str :param params_dict: dictionary of parameter names and values :type params_dict: Dict[str, str] :return: a complete ...
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def test_is_ten_prime(): """Is five successfully determined to be prime?""" assert not is_prime(10)
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def add_DX(self, timeperiod=14, type="line", color="secondary", **kwargs): """Directional Movement Index.""" if not (self.has_high and self.has_low and self.has_close): raise Exception() utils.kwargs_check(kwargs, VALID_TA_KWARGS) if "kind" in kwargs: type = kwargs["kind"] name = ...
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def aesDecrypt(key, data): """AES decryption fucnction Args: key (str): packed 128 bit key data (str): packed encrypted data Returns: Packed decrypted data string """ cipher = python_AES.new(key) return cipher.decrypt(data)
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def store_preparation_emails(recipients, daylist, jokes): """ Takes a message, a list of recipients and a list of datetimes to store emails including a timestamp as basis of a scheduled mail sender. If number of days is greater than number of jokes, I don't want to spam my collegues with duplicate j...
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def __format_number_input(number_input, language): """Formats the specified number input. Args: number_input (dict): A number input configuration to format. language (dict): A language configuration used to help format the input configuration. Returns: dict: A formatted number inpu...
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def get_players(picks): """Return the list of players in the team """ players = [] for rd in picks: play = list(rd.keys()) players = players+play players = list(set(players)) return players
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def verify_file_details_exists(device, root_path, file, max_time=30, check_interval=10): """ Verify file details exists Args: device ('obj'): Device object roo...
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def generateVoID(g, dataset=None, res=None, distinctForPartitions=True): """ Returns a new graph with a VoID description of the passed dataset For more info on Vocabulary of Interlinked Datasets (VoID), see: http://vocab.deri.ie/void This only makes two passes through the triples (once to detect t...
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def add(filename, destination, number, time): """ Запросить данные о маршруте. """ if os.path.exists(filename): routes = load_routes(filename) else: routes = [] routes.append( { 'destination': destination, 'number': number, 'time': tim...
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def extract_screen_name_from_twitter_url(url): """ Function returning the screen_name from a given Twitter url. Args: url (str) : Url from which we extract the screen_name if found. Returns: str : screen_name if the url is a valid twitter url, None otherwise. """ parsed_twitt...
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def sub_vectors(a, b): """Subtracts two vectors. Args: pos1 (tuple[int]): first position pos1:(tuple[int]): second position Returns: tuple[int]: element wise subtraction Examples: >>> sub_vectors((1,4,6), (1,3,7)) (0, 1, -1) """ return tuple(a[i] - b[i]...
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def infer_on_stream(args, client): """ Initialize the inference network, stream video to network, and output stats and video. :param args: Command line arguments parsed by `build_argparser()` :param client: MQTT client :return: None """ # Initialize the Inference Engine infer_networ...
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def get_prediction_info(predicted_one_hot, predicted_int, y_test, PLOTS_DIR, filename = "test_file"): """ Saves useful information for error analysis in plots directory :param predicted_one_hot: :param predicted_int: :param y_test: :param PLOTS_DIR: :return: """ def get_info_for_labe...
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def save_excel_file(): """File save dialog for an excel file. Returns: str: file path """ return pick_excel_file(save=True)
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def load_app_paths(file_path=None, dir_path=None, user_file_path=None, user_dir_path=None, default=None, paths=None, **kwargs): """Parse and merge user and app config files User config will have precedence :param file_path: Path to the base config file :param dir_path: Path to the e...
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def search_playlists(spotify_token, playlist): """ :param spotify_token: :param playlist: :return: """ return _search(spotify_token, query=playlist, type='playlist', limit=9, market='ES', offset=0)
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def text_pre_process(result): """ 이미지에서 인식된 글자를 정제 합니다. 특수문자 제거, 1-2단어 제거, 줄바꿈 및 공백 제거 :param result: 이미지에서 인식된 글자 :return: 문자를 전처리한 결과 """ copy = str(result) copy2 = copy.replace("\n", "") copy3 = re.sub('[^ㄱ-힗]', '', copy2) # re.sub('[^A-Za-z0-9]', '', copy2) result = re.sub('[-=+,#}/\{:^$.@*\※~&%ㆍ!『「』\...
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def test_invalid_index(trimatrix): """Test various invalid indices.""" # Too many with pytest.raises(ValueError): trimatrix[:, :, :] # Float scalar with pytest.raises(TypeError): trimatrix[0.5] # Float array with pytest.raises(ValueError): trimatrix[np.linspace(0, 10)]
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def pandas_data_get(): """pandas api进行值的获取""" df2 = pd.DataFrame({ 'A': 1., # series对象作为一列 'B': pd.Series(1, index=list(range(4)), dtype='float32'), 'C': np.array([3] * 4, dtype='int32'), 'd': pd.Timestamp('20130102'), # 单值也会与其他列长度保持一致 'F': 'foo', ...
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def push_thread_callback(app: Flask): """Process outstanding MDM commands by issuing a push to device(s). TODO: A push with no response needs an exponential backoff time. Commands that are ready to send must satisfy these criteria: - Command is in Queued state. - Command.after is null. - Comm...
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def get_conventional_std_cell(atoms): """Given an ASE atoms object, return the ASE atoms object in the conventional standard cell. It uses symmetries to find the conventional standard cell. In particular, it gives a structure with a conventional cell according to the standard defined in W. Setyawan, an...
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def close_ind_lst(ind_lst): """ Closes index objects supplied in input parameter list """ for index in ind_lst: index.close()
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def get_if_rcnn(inputs: Tensor): """ :param inputs: Tensor from Input Layer :return: """ # get back bone outputs if_backbones_out = backbones(inputs) return if_backbones_out
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def method_3(num_chars: int): """ Pythonicish way of generating random password Args: num_chars (int): Number of Characters the password will be Returns: string: The generated password """ chars = string.ascii_letters + string.digits + string.punctuation password = "".join(...
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def get_animation_for_block( block_start: int, frame_num: int, total_frames: int, duration: int=5, ): """Generate CSS to pop a block from gray to red at the right frame block_start: int frame_num: int total_frames: int duration: int # seconds""" animation_function = gray_...
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def get_all_pokemon_stats(): """ Get all the pokemon and their stats by an API call. """ database_handler = DatabaseAPIHandler() # There are 807 pokemon callable in the API. for pokemon_number in range(1, 808): pokemon_status_data = database_handler.get_pokemon_status_data(pokemon_numb...
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def find_student_by_username(usuario_id, test=False): """Consulta toda la información de un estudiante según su usuario.""" query = 'SELECT * FROM estudiante WHERE id_usuario = %s' return execute_sql(query, args=[usuario_id], rows=1, test=test)
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def download_rt_files(dst_dir, fs=None, date="2021-08-01", glob_path=None): """Download all files for an GTFS RT feed (or multiple feeds) If date is specified, downloads daily data for all feeds. Otherwise, if glob_path is specified, downloads data for a single feed. Parameters: date: date of ...
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def reduce_mem_usage(df, use_float16=False): """ Iterate through all the columns of a dataframe and modify the data type to reduce memory usage. """ start_mem = df.memory_usage().sum() / 1024 ** 2 print("Memory usage of dataframe is {:.2f} MB".format(start_mem)) for col in df.columns: ...
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def ParseCommandYAML(): """Function for parsing command line arguments for input to YAML HDIprep""" # if __name__ == '__main__': parser = argparse.ArgumentParser() parser.add_argument("--im", nargs='*') parser.add_argument("--pars") parser.add_argument("--out_dir") args = parser.parse_args(...
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def silence_flask_startup() -> None: # pylint: disable=line-too-long """Calling this function monkey patches the function flask.cli.show_server_banner (https://github.com/pallets/flask/blob/a3f07829ca03bf312b12b3732e917498299fa82d/src/flask/cli.py#L657-L683) which by default outputs something like: ...
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def creature_ability_093(field, player, opponent, virtual, target, itself): """ Last Words: Give Ward to a random allied follower. """ length = len(field.get_creature_location()[player.player_num]) if length > 0: target_id = random.randint(0, length - 1) target_creature = field.card_...
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def cat_files(src, dst, no_redundant_header=False, is_header_f=return_false): """Concatenate files in src and save to dst. src --- source file names in a list dst --- destinate file name no_redundant_header --- Only keep headers in the 1st file, skip others. is_header_f --- return True i...
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def create_global_step() -> tf.Variable: """Creates a `tf.Variable` suitable for use as a global step counter. Creating and managing a global step variable may be necessary for `AbstractTrainer` subclasses that perform multiple parameter updates per `Controller` "step", or use different optimizers on different...
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def convert_part_merging(argstuple): """ Convert a corpus part into plain text and merging multiple word entries. Args: argstuple: Tuple of methods arguments (``inpath`` (*str*): Path to this processes' corpus part / ``dir_outpath`` (*str*): Path to this processes' output / ``log_path`` (*str*): Path to this...
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def rl_label_weights(name=None): """Returns the weight for importance.""" with tf.variable_scope(name, 'rl_op_selection'): num_classes = get_src_num_classes() num_choices = FLAGS.num_choices logits = tf.get_variable( name='logits_rl_w', initializer=tf.initializers.zeros(), shape...
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def run_de_test(dataset1: Dataset, dataset2, test_cells: List[str], control_cells: List[List[str]], test_label: str = None, control_group_labels: list = None, exp_frac_thresh: float = 0.25, log2_fc_thresh: float = 1, qval_thresh: float = 0.05, tqdm_msg: s...
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def say_hello_twice(subject): """Says hello twice using `say_hello`.""" return say_hello(subject) + " " + say_hello(subject)
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def get_zones(ec2): """ Return all available zones in the region """ zones = [] try: aws_zones = ec2.describe_availability_zones()['AvailabilityZones'] except ClientError as e: print(e.response['Error']['Message']) return None for zone in aws_zones: if zone['State'] == 'available': ...
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def main(): """Main function""" parser = argparse.ArgumentParser() parser.add_argument('-Dir', type=str) opt = parser.parse_args() Dataset(opt)
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def x_gate(): """ Pauli x """ return torch.tensor([[0, 1], [1, 0]]) + 0j
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def merge_dictionaries(default_dictionary, user_input_dictionary, path=None): """Merges user_input_dictionary into default dictionary; default values will be overwritten by users input.""" return {**default_dictionary, **user_input_dictionary}
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def create_frequencyvector(T_end, f_max_requested): """ A function to create the vector of frequencies we need to solve using the reflectivity method, to achieve the desired length of time and highest modelled frequency. NOTE: Because we require the number of frequencies to be odd, the maximum frequency may...
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def get_fiber_protein_intake( nutrients_lower_lists, nutrients_middle_lists,nutrients_upper_lists): """Gets financial class-wise fibee and protein intake data.""" lower_fiber_prot = nutrients_lower_lists.map(lambda x: (x[1], x[3])) middle_fiber_prot = nutrients_middle_lists.map(lambda x: (x[1], x[3...
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def _add_fvar(font, axes, instances, axis_map): """ Add 'fvar' table to font. axes is a dictionary mapping axis-id to axis (min,default,max) coordinate values. instances is list of dictionary objects with 'location', 'stylename', and possibly 'postscriptfontname' entries. axisMap is dictionary mapping axis-id...
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def init_nornir(username, password): """INITIALIZES NORNIR SESSIONS""" nr = InitNornir( config_file="network_automation/topology_builder/graphviz/config/config.yml" ) nr.inventory.defaults.username = username nr.inventory.defaults.password = password managed_devs = nr.filter(F(groups__c...
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def _format_rest_url(host: str, append: str = "") -> str: """Return URL used for rest commands.""" return f"http://{host}:8001/api/v2/{append}"
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def create(config, directory): """Add evaluation files to client storage""" for path in directory.iterdir(): upload(config['name'], path) # Add listening test files to client storage if 'listening_test' in config: upload(config['name'], reseval.LISTENING_TEST_DIRECTORY)
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def load(name: str, device: Union[str, torch.device] = "cuda" if torch.cuda.is_available() else "cpu", jit: bool = False, download_root: str = None): """Load a CLIP model Parameters ---------- name : str A model name listed by `clip.available_models()`, or the path to a ...
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def show_components(im, comps, npixels=128, fig=None, vmax=None, vmin=None, title=''): """ Show components against an image :param im: :param comps: :param npixels: :param fig: :return: """ import matplotlib.pyplot as plt if vmax is None: vmax = numpy.max(im.data[0, 0, ...
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def add_h(mol: oechem.OEMol): """Add explicit hydrogens to a molecule""" for atom in mol.GetAtoms(): oechem.OEAddExplicitHydrogens(mol, atom)
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def test_provision_no_vmx(): """Test provisioning.""" mock_inst = MagicMock() mock_inst.vmx = None mock_inst.provider = 'vmware' with raises(SystemExit, match=r"Need to provide vmx.*"): mech.utils.provision(instance=mock_inst, show=None)
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def _handle_sample(edf, res): """SAMPLE_TYPE""" e = edf_get_sample_data(edf).contents off = res['offsets']['sample'] res['samples'][:, off] = _to_list(e, res['edf_sample_fields'], res['eye_idx']) res['offsets']['sample'] += 1
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def get_synonyms(prefix: str) -> Optional[Set[str]]: """Get the synonyms for a given prefix, if available.""" entry = get_resource(prefix) if entry is None: return None return entry.get_synonyms()
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def results(request): """ Returns the actual body of the search results, for AJAX stuff """ query = request.GET.get("q", "") if len(query) >= 4: ctx = _search_context(query, request.user) return TemplateResponse(request, "search/results.html", ctx) return TemplateResp...
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def is_correlated(corr_matrix, feature_pairs, rho_threshold=0.8): """ Returns dict where the key are the feature pairs and the items are booleans of whether the pair is linearly correlated above the given threshold. """ results = {} for pair in feature_pairs: f1, f2 = pair.split("__"...
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def find_password(liste, login): """ """ for user in liste: if user[0] == login: return user[1] return None
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def sample_weather_scenario(): """ Generate a weather scenario with known values for the wind condition. """ times = pd.date_range('1/1/2000', periods=72, freq='6H') latitude = np.linspace(0, 10, 11) longitude = np.linspace(0, 10, 11) wsp_vals = np.full((72, 11, 11), 10.0) wdi_vals = np....
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def parse_csv_file(csv_filepath, expect_negative_correlation = False, STDev_cutoff = 1.0, headers_start_with = 'ID', comments_start_with = None, separator = ','): """ Analyzes a CSV file. Expects a CSV file with a header line starting with headers_start_with e.g. "ID,experimental value, prediction 1 value, ...
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def ToTensor(pic): """Converts a PIL.Image or numpy.ndarray (H x W x C) in the range [0, 255] to a torch.FloatTensor of shape (C x H x W) in the range [0.0, 1.0]. """ if isinstance(pic, np.ndarray): img = torch.from_numpy(pic.transpose((2, 0, 1))) return img.float().div(255) if pic.mode == "I": img = t...
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def test_get_url_content_compressed(request): """should automatically decompress compressed URL content""" url = 'https://www.bible.com/bible/59/psa.23' gzip_buf = StringIO() with GzipFile(fileobj=gzip_buf, mode='wb') as gzip_file: gzip_file.write(html_content) gzipped_content = gzip_buf.get...
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def part2(data): """ >>> part2([[43, 19], [2, 29, 14]]) 105 >>> part2([[9, 2, 6, 3, 1], [5, 8, 4, 7, 10]]) 291 >>> part2(read_input()) 32528 """ deck_one = tuple(data[0]) deck_two = tuple(data[1]) _, winning_deck = combat(deck_one, deck_two) return score(winning_deck)
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def write_traces(directory, traces): """ Write traces locally to files """ for trace in traces: traceid = trace["traceID"] path = directory + "/" + traceid + ".json" with open(path, 'w') as fd: fd.write(json.dumps(trace))
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def validate_recording( ai_file_path, ephys_ap_data_path, debug=False, sampling_rate=30000 ): """ Checks that an ephys recording and bonsai behavior recording are correctly syncd. To do this: 1. check that number of recording sync signal pulses is the same for both sources Argum...
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def manual(no_usb_hardware): """ Starts the manual mode application """ if no_usb_hardware: print("Running in test mode with no USB hardware attached.") options = {'hardware': "false"} else: print("USB hardware attached!") options = {'hardware': "true"} _roslaunch...
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def dehyphenate(string): """Remove hyphenated linebreaks from 'string'.""" return hyphen_newline_re.sub("", string)
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def grounder(img, dtype=None): """Tries to remove absolute offset 'img' must be a 3 colors image""" shape = img.shape """ # Mise en forme a = img.reshape((shape[0] * shape[1], 3)) min = np.zeros(a.shape) max = np.zeros(a.shape) # Minimas/maximas min[:,0] = min[:,1] = min[:,2] =...
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def create_folders(path): """ recursively create folders """ if not os.path.isdir(path): while True: try: os.makedirs(path) except: pass time.sleep(1) else: break
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def arch_prob(arch, dims, **kwds): """ Returns the combined probability of for arch given values """ values = dict(kwds) dimkeys = list(dims.keys()) assert isinstance(arch, (tuple, list)), "Archictecture must be tuple or list" serial = isinstance(arch, list) probs = [None] * len(arch) for i, subarch in ...
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def test_has_permission_no_subscription( api_rf, enable_premium_requirement, method, entry_factory ): """ If the owner of the journal entry does not have an active premium subscription, a 404 error should be raised. """ entry = entry_factory(km_user__user__has_premium=False) api_rf.user = e...
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def get_bin_values(base_dataset, bin_value): """Gets the values to be used when sorting into bins for the given dataset, from the configured options.""" values = None if bin_value == "results": values = base_dataset.get_output() elif bin_value == "all": # We set all values to 0, assuming...
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def scan( ws_spec: io.TextIOWrapper, par_name: str, lower_bound: Optional[float], upper_bound: Optional[float], n_steps: int, asimov: bool, figfolder: str, ) -> None: """Performs and visualizes a likelihood scan over a parameter. Parameter bounds are determined automatically, unless...
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def get_reviews(revision_range): """Returns the list of reviews found in the commits in the revision range. """ log = check_output(['git', '--no-pager', 'log', '--no-color', '--reverse', r...
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def send_mail(sender_email, receiver_email, password, message): """ TODO: documentation """ port = 465 # For SSL smtp_server = "smtp.gmail.com" # Create a secure SSL context context = ssl.create_default_context() with smtplib.SMTP_SSL(smtp_server, port, context=context) a...
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def get_lines(filename: str) -> Generator[str, None, None]: """ Yield each line of the given .bz2 compressed log file """ with bz2.open(filename, 'rb') as fh: for line_bytes in fh: line = line_bytes.decode('utf-8', 'backslashreplace') line = line.rstrip('\r\n') ...
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def create_cert_req(keyType=crypto.TYPE_RSA, bits=1024, messageDigest="md5"): """ Create certificate request. Returns: certificate request PEM text, private key PEM text """ # Create certificate request req = crypto.X509Req() # Generate private key ...
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def large_xyz_to_lab_star(large_xyz, white=const_d50_large_xyz): """ # 概要 L*a*b* から XYZ値を算出する # 入力データ numpy形式。shape = (N, M, 3) # 参考 https://en.wikipedia.org/wiki/Lab_color_space """ if not common.is_img_shape(large_xyz): raise TypeError('large_xyz shape must be (N, M, 3)') ...
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def saveData(datalist,savepath): """ 创建excel表格并将爬取到的数据写入excel :param datalist:爬取到的数据的列表 :param savepath: 保存数据的excel表格的路径 :return: """ logger.info("开始保存书籍信息...") workbook = xlwt.Workbook(encoding="utf-8") #创建workbook worksheet = workbook.add_sheet('微信读书Top20',cell_overwrite_...
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def return_value(value: Any) -> ObservableBase: """Returns an observable sequence that contains a single element, using the specified scheduler to send out observer messages. There is an alias called 'just'. example res = rx.Observable.return(42) res = rx.Observable.return(42, rx.Scheduler.time...
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def compare_policies(current_policy, new_policy): """ Compares the existing policy and the updated policy Returns True if there is a difference between policies. """ return set(_hashable_policy(new_policy, [])) != set(_hashable_policy(current_policy, []))
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def meanPSD(d0,win=np.hanning,dx=1.,axis=0,irregular=False,returnInd=False,minpx=10): """Return the 1D PSD averaged over a surface. Axis indicates the axis over which to FFT If irregular is True, each slice will be stripped and then the power spectra interpolated to common frequency grid Presume...
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async def get_temperatures(obj): """Get temperatures as read by the thermostat.""" return await obj["madoka"].temperatures.query()
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def system_check(): """ function: collected OS information input : dataFileName output: Successfully collected OS information """ g_logger.debug("Collecting OS information.") g_jobInfo.jobName = "Collecting OS information" dataFileName = "%s/systemfiles/OS_information_%s.txt" % ( g_r...
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def get_zero_to_2pi_input(label, required, placeholder=None, initial=None, validators=()): """ Method to get a custom positive float number field :param label: String label of the field :param required: Boolean to define whether the field is required or not :param placeholder: Placeholder to appear ...
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def compile_math(math): """ Compile a mathematical expression Args: math (:obj:`str`): mathematical expression Returns: :obj:`_ast.Expression`: compiled expression """ math_node = evalidate.evalidate(math, addnodes=[ ...
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def test_z_to_cMpc_redshift_array(): """ Test using a redshift array returns an array of distances """ redshift_array = np.array([0.0, 1.0]) # Must return an array expected_distance_array = np.array([0.0, 3395.905416665515]) calculated_distance_array = pyxcosmo.z_to_cMpc(redshift_array).va...
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def start_command(update: Update, context: CallbackContext = None) -> None: """Send a message when the command /start is issued.""" user = update.effective_user update.message.reply_markdown_v2( fr'Hallo {user.mention_markdown_v2()}\! Silahkan masukan artikel/topik yang hendak dianalisa', re...
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def save_urdf(dir, urdfName, meshName, objMass=0.1, x_scale=1, y_scale=1, z_scale=1): """ #* Save URDF file at the specified path with the name. Assume 0.1kg mass and random inertia. Single base link. """ # Write to an URDF file f = open(dir + urdfName + '.urd...
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def colfilter( data, skip: Optional[Union[str, List[str]]] = None, only: Optional[Union[str, List[str]]] = None, ): """ Remove some variables (skip) or keep only certain variables (only) Parameters ---------- data: pd.DataFrame The DataFrame to be processed and return...
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def choice(seq: Sequence[Any]) -> Any: """ Returns a random element from the non-empty sequence ``seq``. If ``seq`` is empty, raises ``IndexError``. """
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def test_global_and_user_rate_limiter(): """ Both Global/User Rate Limiter Test +-----+------------------+--------------------+--------+ | No. | Quota Remainings | API Request Time | Result | | +---------+--------+ | | | | Global | User | ...
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def acos(x): """ """ return math.acos(x)
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def get_callable_from_string(f_name): """Takes a string containing a function name (optionally module qualified) and returns a callable object""" try: mod_name, func_name = get_mod_func(f_name) if mod_name == "" and func_name == "": raise AttributeError("%s couldn't be converted to a...
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