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def get_id(asset, **kwargs): """Get an asset by the unique id. The key for the id must have 'id' in the name in the kwargs. Example:: get_id(Foo, foo_id=1) # works get_id(Foo, foo=1) # TypeError """ id_key = next(_parse_id(kwargs), None) if id_key is None: raise Typ...
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def put_study_document(request): """PUT method for editing an existing study. Adds "resource_type" -> "study" then calls generic `put_document`. See `finish_write_operation` for description of the response. """ request.matchdict['resource_type'] = 'study' return put_document(request)
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def getDataByHash(sha256): """Grab all data Viper has. Save.""" payload = {'sha256': sha256} resp = requests.post(viper_url + "file/find", payload, headers=post_headers) resp.raise_for_status() result = resp.json() data = {} data = result['results']['default'] sa...
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def create_command(input_file, columns_to_use, column_separator, output_file): """ This function creates the linux command to filter the columns and creating the output file :param input_file: A valid file path to raw data file :param columns_to_use: Indexes of the columns that needs to be filtered out ...
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def create(): """Creates all tables defined in models.py""" db.create_all() log.info("Table {} was created.".format(SETTINGS['provider_parameters']['table_name']))
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def vprint(message, stream=DEFAULT_STREAM, flush=False): """ Easily handle verbose printing. Newline characters are automatically appended if they are not already present. Arguments: message (str|unicode|list|tuple): A single or multi-line message to be ...
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def _new_data_generated(dataset, datagen): """ Function to put augmented data in directories :param dataset: The path for the specified directory :param datagen: The augmented data :return: The new data to use for model """ new_data = datagen.flow_from_directory( dataset, tar...
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def findOutNode( node, testFunc, fallback=... ): """ get node and all its parents, inner to outer order """ for out_node in getOutNodes( node ): if testFunc( out_node ): return out_node if fallback is not ...: return fallback raise Exception( 'cannot find out node' )
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def lookup_cpe(vendor, product, cpe_type, cpe_table, remap): """Identify the correct vendor and product values for a CPE This function attempts to determine the correct CPE using vendor and product values supplied by the caller as well as a remapping dictionary for mapping these values to more correct ...
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def main(): """main function of git learning """ return 'Google git'
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def tf_split_v_infer(node: Node): """ Partial infer of split node similar to SplitV op of TF. """ if len(node.in_nodes()) == 1 and not (node.has_valid('axis') and node.has_valid('size_splits')): return if len(node.in_nodes()) == 3 and (node.has_valid('axis') or node.has_valid('size_splits'...
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def SSIM(img1, img2, cs_map=False): """Return the Structural Similarity Map corresponding to input images img1 and img2 (images are assumed to be uint8) This function attempts to mimic precisely the functionality of ssim.m a MATLAB provided by the author's of SSIM https://ece.uwaterloo....
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def covariance(prices: np.ndarray) -> np.ndarray: """Calculate covariance matrix. Args: prices: Prices of market data. Returns: Covariance matrix. """ Q = np.cov(prices.T, ddof=0) return np.array(Q)
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def resume_scrape(db, tf): """ Resume a unfinished scrape. Need to import a task file :param db: Dictionary object to which the task information is stored :param tf: File descriptor for the task file """ store = json.load(db) db.close() db = open(tf, 'w') rosie = crawler.Crawler(db=...
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def fiveplates_clean_design_file(field, designID): """ string representation of targets_clean file for field within fiveplates_field_files zip file. Parameters ---------- field : str identifier of field, e.g. 'GG_010' """ return f'{field}_des{designID}_targets_clean.txt'
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def setup_figure(diff=False): """Set diff to True if you want an additional panel showing pair-wise differences in accuracy""" fig = plt.figure(figsize=(2*3.385, 2*3)) # two column figure for bio-informatics plt.subplots_adjust(left=0.15, bottom=0.1, right=0.98, top=0.93, wspace=0.05, hspace=0.01) gs = plt.Gri...
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def main(): """Connects to the stream and starts threads to write them to a file.""" listener = QueueListener() ckey="i9m8JABm5zmB1scZDUg94SLf4" csecret="Og7AXk99eXMF4v6sc0FTj3fEvfdDhkATzr3HZnNJksXCBPClpF" atoken="258676850-2TSMkNpJq3mkp6SXXIDoHZvTtthnPkOgR3utaxME" asecret="vz22ULf6FKowaDq2GIh0t...
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def load_axon_morphometrics(morphometrics_file): """ :param morphometrics_file: absolute path of file containing the morphometrics (must be .csv, .xlsx or pickle format) :return: stats_dataframe: dataframe containing the morphometrics """ # If string, convert to Path objects morphometrics_f...
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def register_network(key, module): """ Register a customized GNN model. After registeration, the module can be directly called by GraphGym. Args: key (string): Name of the module module: PyTorch module """ register(key, module, network_dict)
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def fatal(message: str) -> None: """ Sends a message with the FATAL prefix. :param message: The message that must be printed. """ if log: printf(fatal_prefix + message)
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def get_input_costs( inputs, cost_class="monetary", unit="billion_2015eur", mapping=COST_NAME_MAPPING, **kwargs ): """ Get costs used as model inputs """ costs = {} for var_name, var_data in inputs.data_vars.items(): if "costs" not in var_data.dims or not var_name.startswith("cost"):...
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def render_template(language, context, data, template): """Renders HTML display of metadata XML""" env = Environment(extensions=['jinja2.ext.i18n'], loader=FileSystemLoader(context.ppath)) env.install_gettext_callables(gettext, ngettext, newstyle=True) template_file = 'resources/...
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def ht_26(): """Making one Hash table instance with 26 key val pairs inserted.""" ht = HashTable() count = 1 for char in letters: ht.set(char, count) count += 1 return ht
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def get_session(uuid): """ Api.get_session method returns: [uuid, users, payload, state, ts] 200 -- session created 400 -- wrong arguments 403 -- wrong authorization 404 -- session not found 500 -- internal error """ conn = conn_get() session = database.get_session(conn, uui...
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def fetch_data( indicator: WorldBankIndicators, country_names: Iterable[str], fill_missing=None ) -> pd.DataFrame: """ Fetch data from the market_data_cache collection (not to be confused with the market_quote_cache collection) and ensure the specified countries are only present in the data (if present)...
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def _(dbmodel, backend): """ get_backend_entity for Django DbAuthInfo """ from . import authinfos return authinfos.DjangoAuthInfo.from_dbmodel(dbmodel, backend)
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def wavelen_diversity_doppler_est(echo, prf, samprate, bandwidth, centerfreq): """Estimate Doppler based on wavelength diversity. It uses slope of phase of range frequency along with single-lag time-domain correlator approach proposed by [BAMLER1991]_. Parameters ...
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def _parse_line(line): """ Parse node string representation and return a dict with appropriate node values. """ res = {} if 'leaf' in line: res['is_leaf'] = 1 res['leaf_val'] = _parse_leaf_node_line(line) else: res['is_leaf'] = 0 res['feature'], res['threshold']...
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def generate_richcompare_wrapper(cl: ClassIR, emitter: Emitter) -> Optional[str]: """Generates a wrapper for richcompare dunder methods.""" # Sort for determinism on Python 3.5 matches = sorted([name for name in RICHCOMPARE_OPS if cl.has_method(name)]) if not matches: return None nam...
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def display_credentials(): """ Function that displays all saved credentials """ return Credentials.display_credentials()
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def render_diff_report(): """ Render a summary of the diffs found and/or changed. Returns a string. Dependencies: config settings: action, templates, report_order globals: diff_dict, T_NAME_KEY modules: nori """ if nori.core.cfg['action'] == 'diff': diff_report = ...
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def get_step_handler_for_gym_env(gym_env_name: str, cfg: Configuration) -> StepRewardDoneHandler: """Return an example step handler for the given gym environemtn name, that uses the given config file.""" if gym_env_name == 'Acrobot-v1': handler = AcrobotStepHandler(cfg) elif gym_env_name ...
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def archive(ts): """Reprocess an older date Currently, we only support the METAR database :( """ asos = get_dbconn('asos', user='nobody') acursor = asos.cursor() iem = get_dbconn('iem') icursor = iem.cursor() table = "t%s" % (ts.year,) acursor.execute("""WITH data as ( SELE...
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def get_post_ids() -> list: """ """ create_directory(WORK_PATH) list_of_files_and_folders = os.listdir(WORK_PATH) list_of_folders = [] for p in list_of_files_and_folders: path = f'{WORK_PATH}/{p}' if os.path.isdir(path): list_of_folders.append(p) list_of_post_id...
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def get_module(mod_name): """Import module and return.""" try: return import_module(mod_name) except ImportError: logger.error('Failed to import module "%s".' % mod_name) logger.error(traceback.format_exc()) raise
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def sort_ranks(ranks): """Sort ranks by MAIN_RANKS order. Parameters ---------- ranks Ranks to sort Returns ------- Sorted ranks """ ret = False ranks = list(ranks) if not isinstance(ranks, list) else ranks if len(ranks) > 0: ret = [rank for rank in VA...
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def formalize_rules(list_rules): """ Gives an list of rules where facts are separeted by coma. Returns string with rules in convinient form (such as 'If' and 'Then' words, etc.). """ text = '' for r in list_rules: t = [i for i in r.split(',') if i] ...
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def load_bib(config): """Read bibliography file if there is one.""" if "bib" in config: with open(config["bib"], "r") as reader: config["bib_data"] = bibtexparser.load(reader).entries else: config["bib_data"] = {}
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def filenames_to_labels(filenames, filename_label_dict): """Converts filename strings to integer labels. Args: filenames (List[str]): The filenames of the images. filename_label_dict (Dict[str, int]): A dictionary mapping filenames to integer labels. Returns: ndarray: Integer labels """ re...
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def test_get_init_3(): """get_init can't find __init__ in empty testdir""" assert mp.get_init(TMP_TEST_DIR) is None
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def load_model(): """ 保存した提供されているモデルを読み込む Returns ---------- model 提供されたmodel tokernizre 提供されたヤツ(よくわかってない) """ with open(MODEL_DIR + 'model.pickle', 'rb') as f: model = pick.load(f) with open(MODEL_DIR + 'tokenizer.pickle', 'rb') as f: tokenizer = pic...
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def json_write(data, fname) -> bool: """ Write to JSON file given data. """ with open(fname, 'w', encoding='utf-8') as f: json.dump( data, f, ensure_ascii=False, indent=4 )
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def post(post_id): """View function for post page""" # Form object: `Comment` form = CommentForm() # form.validate_on_submit() will be true and return the # data object to form instance from user enter, # when the HTTP request is POST if form.validate_on_submit(): new_comment = Comm...
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def pipe(val, *funcs): """Pipe a value through a sequence of functions I.e. ``pipe(val, f, g, h)`` is equivalent to ``h(g(f(val)))`` >>> double = lambda i: 2 * i >>> pipe(3, double, str) '6' """ if not funcs: raise PipeNotGivenAnyFunctions if any_is_async(funcs): return...
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def do_query(method, query, values): """Executes a query on a DFP API method, returning a list of results.""" # Trap exceptions here instead of in caller? statement = dfp.FilterStatement(query, values) data = [] while True: response = method(statement.ToStatement()) if 'results' in response: d...
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def markdown_format(text): """ The outside param 'name' is similar to "tag" (in 'usage') which it'll determines how you use it, e.g. {{ THING | FILTER }}. Just a reminder for tag, {% my_post_count %} for filter, {{ post.body | truncatewords:30 }} ...
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def _find_tex_env_recursive(original_s: str, s: str, offset: int = 0, depth: int = 0) -> List: """ Find all environments. :param s: Latex string code :param offset: Offset applied to the search :return: Tuple of all commands """ tags = find_tex_commands(s, offset=offset) new_tags = [] ...
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def group_by_instance_type( jobs: Iterable[JobConfiguration], ) -> List[List[JobConfiguration]]: """ Group job-configuration into different queues depending on which instance each job should be run. This returns a list of the different queues. >>> group_by_instance_type( # doctest: +SKIP ... ...
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def integral_func(phi, th1, n): """ Used in computing the continuous hypersphere cap intersection below. """ return np.sin(phi)**(n-2) * scipy.special.betainc( (n-2)/2 , 1/2, 1-( (np.tan(th1))/(np.tan(phi)) )**2 )
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def remove_first_item(nested_list): """ Removes the first element of the deepest list. >>> tuple(remove_first_item([['abc','def','ghi'],['123','456','789'],[['000','999'],['AAA','BBB']]])) (['def', 'ghi'], ['456', '789'], [['999'], ['BBB']]) """ for item in nested_list: if isinstance(ite...
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def test_model(image_path, class_names, img_height, img_width): """测试你的模型""" img = keras.preprocessing.image.load_img(image_path, target_size=(img_height, img_width)) # 将图片加载为PIL格式 input_array = keras.preprocessing.image.img_to_array(img) # 将PIL映像实例转换为Numpy数组 input_array = np.array([input_array]) # 来...
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def asbytes(s: Literal["101 101 1.0e-05\n"]): """ usage.scipy: 1 """ ...
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def addList(): """ Add a list. Needs custom function to create its internal meta object """ pass
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def order(order_id,complete): """ Charge completion return URL. Once the customer is redirected back to this site from the authorization page, we search for the charge based on the provided `order_id`. """ return render_template( "complete.html", order_id=order_id, comp...
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def load_dimension_subdag( parent_dag_name, task_id, redshift_conn_id, *args, **kwargs): """ A python function with arguments, which creates a dag :param parent_dag_name: imp ({parent_dag_name}.{task_id}) :param task_id: imp {task_id} :param redshift_conn_id: {any con...
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def get_ns_lns_ids_config_file(): """Reads node_id to host name mapping from one of the config files in the map""" assert exp_config.node_config_folder is not None and os.path.exists(exp_config.node_config_folder) files = os.listdir(exp_config.node_config_folder) # read mapping from any file return...
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def find(name, environment=None, guess=None): """Finds a particular binary on this system. Attempts to find the binary given by ``name``, first checking the value of the environment variable named ``environment`` (if provided), then by checking the system path, then finally checking hardcoded paths in ...
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def upload_to(path): """ Generates unique ascii filename before saving. Supports strftime() formatting as django.db.models.FileField.upload_to does. Example: class SomeModel(models.Model): picture = models.ImageField(upload_to=upload_to('my_model_uploads/')) It is possible to ...
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def standardize_measurements_lastref(measurements: List[Measurement], remove_ref: bool = True) \ -> List[Measurement]: """ Sets the standardization of all measurement to the Reference Measurement before """ last_null_meas = None clean_measurements = [] for measurement in measurements: i...
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def blg2texkey(filename): """Extract TeX keys from a .blg file.""" keys = [] if not os.path.exists(filename): LOGGER.error("File %s not found.", filename) return keys with open(filename, "r") as f: lines = f.readlines() # regexp to match 'Warning--I didn\'t find a database en...
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def build_train_valid_test_data_iterators( build_train_valid_test_datasets_provider): """XXX""" args = get_args() (train_dataloader, valid_dataloader, test_dataloader) = (None, None, None) print_rank_0('> building train, validation, and test datasets ...') # Backward compatibility, assume...
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def get_lib_ver(library_path=""): """Returns the version of the Minipresto library. ### Parameters - `library_path`: The Minipresto library directory.""" version_file = os.path.join(library_path, "version") try: with open(version_file, "r") as f: for line in f: ...
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def test_validate_email(): """Confirm that "only" valid emails are accepted.""" validator = validate.VALIDATION_MAPPER["email"] assert validator("") assert validator("test@example.com") assert validator("test.name@sub.example.com") with pytest.raises(ValueError): validator("test@localh...
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def width(): """Get console width.""" x, y = get() return x
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def load_yaml_config(path): """returns the config parsed based on the info in the flags. Grabs the config file, written in yaml, slurps it in. """ with open(path) as f: config = yaml.load(f, Loader=yaml.FullLoader) return config
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def convert_year(years, debug=False): """Example usage: db['date'] = cln.convert_year(db['date']) """ for i, yr in years.iteritems(): if debug: print(yr) print(type(yr)) if yr is None: years.set_value(i, np.nan) continue if is_int(yr): ...
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def home(request): """View function for home page of site.""" return laboratorio_list(request)
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def scan_armatures(context): """ scans the selected objects or the scene for a source (regular) armature and a destination (Make Human) armature """ src = ( scan_for_armature(context.selected_objects) or scan_for_armature(context.scene.objects) ) dst = ( s...
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def populate_instance(msg, inst): """ :param msg: contains the values to use to populate inst. :param inst: message class instance to populate. :return: an instance of the provided message class, with its fields populated according to the values in msg """ return _to_inst(msg, type(inst).__name_...
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def setup_args(): """Setup and return the command line argument parser""" parser = argparse.ArgumentParser(description='') # parser.add_argument('csv', type=str, help='CSV file to load') parser.add_argument( '-clang-tidy-binary', help='Path to the clang-tidy executable.', metavar='PATH', requir...
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def create_event(type_, source): """Create Event""" cls = _events.get(type_, UnknownEvent) try: return cls(type=type_, **source) except TypeError as e: raise TypeError(f'Error at creating {cls.__name__}: {e}')
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def _execute(script, prefix=None, path=None): """ Execute a shell script. Setting prefix will add the environment variable COLCON_BUNDLE_INSTALL_PFREFIX equal to the passed in value :param str script: script to execute :param str prefix: the installation prefix :param str path: (optional) ...
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def main(event, context): """ Gets layer arns for each region and publish to S3 """ dynamodb = boto3.resource("dynamodb") table = dynamodb.Table(os.environ["DB_NAME"]) region = event.get("pathParameters").get("region") python_version = event.get("pathParameters").get("python_version", "p3.8...
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def rescore_and_rerank_by_num_inliers(test_image_id, train_ids_labels_and_scores): """Returns rescored and sorted training images by local feature extraction.""" test_image_path = get_image_path(test_image_id) try: name = os.path.basename(test_image_path).spli...
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def aggregate_policy( policies: Iterable[PermissionPolicy_T], aggregator: Callable[[Iterable[object]], bool] = all ) -> PermissionPolicy_T: """ 在默认参数下,将多个权限检查策略函数使用 AND 操作符连接并返回单个权限检查策略。在实现中对这几个策略使用内置 `all` 函数,会优先执行同步函数而且尽可能在同步模式的情况下短路。 在新的策略下,只有事件满足了 `policies` 中所有的原策略,才会返回 `True`。 `aggregato...
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def optionally_load_system_paasta_config( path: str = PATH_TO_SYSTEM_PAASTA_CONFIG_DIR, ) -> "SystemPaastaConfig": """ Tries to load the system paasta config, but will return an empty configuration if not available, without raising. """ try: return load_system_paasta_config(path=path) ...
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def get_sage_bank_accounts(company_id: int) -> list: """ Retrieves the bank accounts for a company in Sage One **company_id** The Company ID """ config = get_config() # Get the config sage_client = SageOneAPIClient(config.get("sageone", "url"), config.get("sageone", "api_key"), config.get("sage...
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def compute_fstar(tarr, mstar, index_select, index_high, fstar_tdelay): """Time averaged SFH that has ocurred over some previous time period fstar = (mstar(t) - mstar(t-fstar_tdelay)) / fstar_tdelay Parameters ---------- tarr : ndarray of shape (n_times, ) Cosmic time of each simulated snap...
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def workaround(): """contextually invoke this when loading *.src.py""" __metadata_to_wrap.__globals__["metadata"] = metadata try: yield finally: __metadata_to_wrap.__globals__["metadata"] = __metadata_to_wrap
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def notification_error(code: str, search_id: str, status_code, message: str = None): """Return to the event listener a notification error response based on the status code.""" error = CALLBACK_MESSAGES[code].format(search_id=search_id) if message: error += ' ' + message current_app.logger.error(...
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async def send_dumplings_from_queue_to_hub( kitchen_name: str, hub: str, dumpling_queue: multiprocessing.Queue, kitchen_info: dict, log: logging.Logger, ): """ Grabs dumplings from the dumpling queue and sends them to ``nd-hub``. :param kitchen_name: The name of the ...
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def get_avg(feature_name, default_value): """Get the average of numeric feature from the environment. Return the default value if there is no the statistics in the environment. Args: feature_name: String, feature name or column name in a table default_value: Float. Return: ...
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def arccos(x: REAL) -> float: """Arc cosine.""" return pi/2 - arcsin(x)
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def isLinkValid(test_video_link): """def isLinkValid(test_video_link): -> test_video_link check if youtube video link is valid.""" try: import requests data = requests.get("https://www.youtube.com/oembed?format=json&url=" + test_video_link).json() if data == "Not Found": ...
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def _strptime(data_string, format='%a %b %d %H:%M:%S %Y'): """Return a 2-tuple consisting of a time struct and an int containing the number of microseconds based on the input string and the format string.""" for index, arg in enumerate([data_string, format]): if not isinstance(arg, str): ...
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def to_simple_rdd(sc, features, labels): """Convert numpy arrays of features and labels into an RDD of pairs. :param sc: Spark context :param features: numpy array with features :param labels: numpy array with labels :return: Spark RDD with feature-label pairs """ pairs = [(x, y) for x,...
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def delete(): """Delete located record, if there is one.""" if g[REC]: records.remove(g[REC]) g[REC] = None
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def add_decimal(op1: Decimal, op2: Decimal)-> Decimal: """ add :param op1: :param op2: :return: """ result = op1 + op2 if result > 999: return float(result) return result
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def get_data_file_path(project, filename): """ Gets the path of data files we've stored for each project :param project: :return: """ return os.path.join(BASE_DIR, "waterspout_api", "data", project, filename)
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def test_PoliteBufferedConsumer(flush: mock.MagicMock) -> None: """Test that PoliteBufferedConsumer logs errors and continues.""" structlog.configure( processors=[structlog.processors.KeyValueRenderer(sort_keys=True)], logger_factory=structlog.stdlib.LoggerFactory(), ) consumer = Polite...
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def freenas_spec(**kwargs): """FreeNAS specs.""" # Setup vars from kwargs builder_spec = kwargs['data']['builder_spec'] bootstrap_cfg = None builder_spec.update( { 'boot_command': [ '<enter>', '<wait30>1<enter>', 'y', ...
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def test_id_g017_id_g017_v(mode, save_output, output_format): """ TEST :Identity-constraint Definition Schema Component : key category, selector points to element outside of targetNamespace in a non- imported schema """ assert_bindings( schema="msData/identityConstraint/idG017.xsd", ...
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def checksum(routine): """ Compute the M routine checksum used by ``CHECK1^XTSUMBLD``, implemented in ``^%ZOSF("RSUM1")`` and ``SUMB^XPDRSUM``. """ checksum = 0 lineNumber = 0 with open(routine, 'r') as f: for line in f: line = line.rstrip('\r\n') lineNumber += 1 # ignore the second ...
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def nusdas_parameter_change(param, value): """ def nusdas_parameter_change() """ # Set argtypes and restype nusdas_parameter_change_ct = libnus.NuSDaS_parameter_change nusdas_parameter_change_ct.restype = c_int32 nusdas_parameter_change_ct.argtypes = (c_int32,POINTER(c_int32)) icond...
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def validate_retention_time(retention_time): # type: (str) -> str """Validate retention_time. If -1, return string, else convert to ms. Keyword arguments: retention_time -- user configured retention-ms, pattern: %d%h%m%s%ms Return: retention_time -- If set to "-1", return it """ if ret...
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def is_sale(this_line): """Determine whether a given line describes a sale of cattle.""" is_not_succinct = len(this_line.split()) > 3 has_price = re.search(r'[0-9]+\.[0-9]{2}', this_line) return bool(has_price and is_not_succinct)
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def map_copy(source: tcod.map.Map, dest: tcod.map.Map) -> None: """Copy map data from `source` to `dest`. .. deprecated:: 4.5 Use Python's copy module, or see :any:`tcod.map.Map` and assign between array attributes manually. """ if source.width != dest.width or source.height != dest.hei...
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def transformRoot(): """Bind trackball to the root object. The mouse transforms the whole scene move""" vi = self.GUI.VIEWER vi.TransformRootOnly(yesno=1) vi.SetCurrentObject(vi.rootObject)
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def extract_policy(env, v, gamma = 1.0): """ Extract the policy given a value-function """ policy = np.zeros(env.env.nS) for s in range(env.env.nS): q_sa = np.zeros(env.env.nA) for a in range(env.env.nA): q_sa[a] = sum([p * (r + gamma * v[s_]) for p, s_, r, _ in env.env.P[s][a]])...
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def generate_parameters(var): """ Defines a distribution of parameters Returns a settings dictionary var is an iterable of variables in the range [0,1) which we can make use of. """ var = iter(var) model={} training={} settings = {'model':model, 'training':training} # ma...
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