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def upload_object( self, key, body, metadata=None, acl=None, content_type="application/json" ): """Upload an arbitrary object to an S3 bucket. Parameters ---------- S3 key : `str` The Object's key identifier. body : `str` or `bytes` Object data metadata : `dict` Head...
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def min_ui_count(proteins): """ Counts the minimum number of unique identifier peptides across all proteins in a set input: proteins: list of protein sequences as strings ['protein_seq', ...] output: minimum number of unique identifier peptides across all proteins in a set """ t...
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def check_normalize_py(method): """A wrapper that wrap a parameter checker to the original function(normalize operation written in Python).""" @wraps(method) def new_method(self, *args, **kwargs): [mean, std], _ = parse_user_args(method, *args, **kwargs) check_normalize_py_param(mean, std) ...
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def GetOS(build_id, builder_name, step_name, partial_match=False): # pylint:disable=unused-argument """Returns the operating system in the step_metadata. Args: build_id (int): Build id of the build. builder_name (str): Builder name of the build. step_name (str): The original step name used to get the...
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def _list(state, format, filter): """Lists the users on the Departing Employees list.""" employee_generator = _get_departing_employees(state.sdk, filter) list_employees( employee_generator, format, {"departureDate": "Departure Date"}, )
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def __add_registration_args(parser): """ keywords defined for image registration :param parser: :return: """ parser.add_argument( "--label_normalisation", metavar='', help="whether to map unique labels in the training set to " "consecutive integers (the smal...
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def get_catalog_item(catalog_id: Optional[str] = None, catalog_item_id: Optional[str] = None, location: Optional[str] = None, project: Optional[str] = None, opts: Optional[pulumi.InvokeOptions] = None) -> AwaitableGetCatalogItemResult: ...
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def get_ext_suffix() -> str: """Get the extension suffix""" return get_config_vars()["EXT_SUFFIX"]
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def install_nbextension(extension: str, *flags, py=True, sys_prefix=True, symlink=False, overwrite=True, config: str = '', log_level: Union[int, str] = ...
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def confusion_matrix(y_true, y_pred): """ Args: y_true: pd.Series or array or list, ground truth (correct) labels. y_pred: pd.Series or array or list, predicted labels, as returned by a classifier. Returns: Confusion matrix. """ t = pd.DataFrame({'actual':y_true, 'predict':y_...
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def p_method_arg_optional_array(p): """ method_arg_optional_array : method_arg_array method_arg_optional_array | """ if len(p) > 1: p[0] = '%s%s' % (p[1], p[2]) else: p[0] = ''
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def load_currency_abbreviation_file(path: str) -> List[str]: """ Return a list of currency abbreviations present as one value per line in a file. """ with open( os.path.join(__location__, path), "r", encoding="utf-8" ) as _file: file_content = _file.read() result = file_conte...
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def encode_boxes(boxes, im_shape, encode=True, dim_position=64, wave_length=1000, normalize=False, quantify=-1): """ modified from PositionalEmbedding in: Args: boxes: [bs, num_nodes, 4] or [num_nodes, 4] im_shape: 2D tensor, [bs, 2] or [2], the size of image is represented as [width, height] ...
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def get_docstring_and_version_via_import(target): """ Return a tuple like (docstring, version) for the given module, extracted by importing the module and pulling __doc__ & __version__ from it. """ log.debug("Loading module %s", target.file) sl = SourceFileLoader(target.name, str(target.file...
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def plot_t1(times: List[float], contrast: List[float], fname: str = None) -> Figure: """ Plot T1 relaxation figure along with laser delay time intervals :param times: frequencies, unit: ns :param contrast: contrast, range between 0 and 1 :param fname: if assigned, a '.png' file will be saved :re...
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def init(linter): """For each module get `rules` dictionary and visitors. Instantiate each visitor and map it to the rule class instance using `reports` visitor attribute.""" for module in get_modules(linter.config.ext_rules): classes = inspect.getmembers(module, inspect.isclass) module_rule...
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def partition_girvan_newman(graph, max_depth): """ Use your approximate_betweenness implementation to partition a graph. Unlike in class, here you will not implement this recursively. Instead, just remove edges until more than one component is created, then return those components. That is, comp...
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def start(ctx): """ Start the API according to the config file """ module = ctx.config.get("api", "poloniex") # unlockWallet if module == "poloniex": from .apis import poloniex poloniex.run(ctx, port=5000) else: print_message("Unkown 'api'!", "error")
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def inspect_project(dirpath=None): """Fetch various information about an already-initialized project""" if dirpath is None: dirpath = Path() else: dirpath = Path(dirpath) def exists(*fname): return Path(dirpath, *fname).exists() if not exists("pyproject.toml"): rais...
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def test_bidirectional_mode(target_data): """ Testing NetGear's Bidirectional Mode with different datatypes """ try: logger.debug('Given Input Data: {}'.format(target_data)) #open strem stream = VideoGear(source=return_testvideo_path()).start() #activate bidirectional_mode options = {'bidirectional_mode'...
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def requirements(ctx): """Write the `requirements-agent-release.txt` file at the root of the repo listing all the Agent-based integrations pinned at the version they currently have in HEAD. """ echo_info('Freezing check releases') checks = get_valid_checks() checks.remove('stackstate_checks_...
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def current_user(request): """ Returning the current user with data use of token """ serializer = UserSerializer(request.user) return Response(serializer.data)
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def getPercentileLevels(h, frac=[0.5, 0.65, 0.95, 0.975]): """ Return image levels that corresponds to given percentiles values Uses the cumulative distribution of the sorted image density values Hence this works also for any nd-arrays inputs: h array outputs: res array containing level values keywords: fr...
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def test_submission_validate_invalid_no_payload_dict(): """ Test process_answer.submission_validate function. """ submission: dict = { "xqueue_files": {"student_response.txt": "http://captive.apple.com"}, "xqueue_body": {"student_response": "5", "grader_payload": {"test": "1"}}, } ...
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def _rasterize_polygon(lon, lat, i, method): """ routine to rasterize polygon as separate function to allow for parallel operations """ global THE_POLYGONS global THE_MASK P = THE_POLYGONS[i] if not isinstance(P, Polygon): raise ValueError('No Polygon object provided...
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def main(argv): """ Main entry point of this utility application. This is simply a function called by the checking of namespace __main__, at the end of this script (in order to execute only when this script is ran directly). Parameters ------ argv: list of str Arguments receive...
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def _ParseSparse(data): """Concat sparse tensors together. Args: data: A dict of name -> Tensor. Returns: A single sparse tensor and a 1-D input spec Tensor. Raises: NotImplementedError: Combining dense and sparse tensors is not supported. ValueError: If data contains non-string Tensor...
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def get_spectra2(X, E_in, p_dict, outputs=None): """ Calls get_Efield() to get Electric field, then use Jones matrices to calculate experimentally useful quantities. Alias for the get_spectra2 method in libs.spectra. Inputs: detuning_range [ numpy 1D array ] The independent variable and defines the det...
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def get_device_components(ralph_device_id): """Yields dicts describing all device components to be taken in assets""" try: ralph_device = Device.objects.get(id=ralph_device_id) except Device.DoesNotExist: raise LookupError('Device not found') else: components = ralph_device.get_c...
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def clear(): """Set all LEDS to 0/off""" all(0)
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def resolve_resource_file(res_name, root_path=None, config=None): """Convert a resource into an absolute filename. Resource names are in the form: 'filename.ext' or 'path/filename.ext' The system wil look for ~/.mycroft/res_name first, and if not found will look at /opt/mycroft/res_name, then ...
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def writeDotGraph(taskInfoFile, taskStateFile, workflowClassName) : """ write out the current graph state in dot format """ addOrder = [] taskInfo = {} headNodes = set() tailNodes = set() # read info file: for (label, namespace, ptype, _nCores, _memMb, _priority, _isForceLocal, dep...
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def _CommonArgs(parser, api_version): """A helper function to build args based on different API version.""" messages = apis.GetMessagesModule('compute', api_version) flags.MakeResourcePolicyArg().AddArgument(parser) flags.AddCommonArgs(parser) flags.AddGroupPlacementArgs(parser, messages) parser.display_inf...
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def lambda_handler(event, context): """Sample pure Lambda function Parameters ---------- event: dict, required Input Event doc: https://docs.aws.amazon.com/apigateway/latest/developerguide/set-up-lambda-proxy-integrations.html#api-gateway-simple-proxy-for-lambda-input-format conte...
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def calculate_seat_district(district_deputy_number, parties, votes): """ Calculate seats for each party in list of parties for a district Params: - district_deputy_number: the number of seats for this district - parties: list of parties - votes: list of votes for each party in this...
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def dispatch(): """Run all dispatch tests""" suite = ServiceTestSuite() suite.addTest(unittest.makeSuite(TestCase, 'test_dispatch')) return suite
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def get_mask(height, width, grid_size = 10): """ Get the location based on the image size corresponding to relu_4_2 and relu_5_1 layer for a desired grid size. """ print(height, width) x_jump = int(width/grid_size) y_jump = int(height/grid_size) x_idx = np.linspace(int(x_jump/2),int(widt...
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def arrivalTimes2TimeTraceBH(arrivalTimes, binLength): """ Convert a list of arrivalTimes to an intensity time trace I(t) =========================================================================== Input Meaning --------------------------------------------------------------------------- ...
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def datetime_to_ts(dt): """ convert naive or aware datetime instance to timestamp in second Args: dt(datetime): datetime instance Returns: int: timestamp in second. """ epoch_dt = datetime.datetime.fromtimestamp(0, tz=pytz.utc) if not hasattr(dt, 'tzinfo') or dt.tzinfo is ...
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def peaks(spectra,frequency,number=3,thresh=0.01): """ Return the peaks from the Fourier transform Variables: number: integer. number of peaks to print. thresh: float. Threshhold intensity for printing. Returns: Energy (eV), Intensity (depends on type of ...
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def load_csv(source_filepath, start_date = None, end_date = None, timestamp_index = 0, column_map = {"bidopen": "bidopen", "bidclose": "bidclose", "bidhigh": "bidhigh", "bidlow": "bidlow", ...
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def create_kernel(dim0, dim1): """Create a two-dimensional LPF kernel, with a half-Hamming window along the first dimension and a Gaussian along the second. Parameters ---------- dim0 : int Half-Hamming window length. dim1 : int Gaussian window length. Returns ------- ...
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def generate_fractal_noise_3d( shape, res, octaves=1, persistence=0.5, lacunarity=2, tileable=(False, False, False), interpolant=interpolant ): """Generate a 3D numpy array of fractal noise. Args: shape: The shape of the generated array (tuple of three ints). This must be a m...
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def getDeltaBetweenPosition(data_outVTK, wall_outVTK, cord_choice, x_p0, x_p1, Npts, Uinf=None, Rhoinf=None): """ Compute the boundary layer thickness for *Npts* equally distributed between the 2 position defined thanks to *x_p0*, *x_p1* and *cord_choice*. See the documentation of the function getDelta...
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def get_clean_url(url): """ Get a url without the language part, if i18n urls are defined :param url: a string with the url to clean :return: a string with the cleaned url """ url = url.strip('/') url = '/' if not url else url return '/'.join(url.split('/')[1:])
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def get_fields_from_url(): """Returns a list of fields defined in the url as expected by the RESTful standard""" return request.args.get('fields', '').split(",")
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def get_triples_processed(dcids, limit=_MAX_LIMIT): """ Generate the GetTriple query and send the request. The response is processed into as triples strings. This API is used by the pv tree tool. """ url = API_ROOT + API_ENDPOINTS['get_triples'] payload = send_request(url, req_json={'dcids'...
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def load_ipython_extension(ip=None): """This function is called when the extension is loaded. It accepts an IPython |ip| instance. We can register the magic with the :func:`IPython.core.magics.register_magic_function` method. Parameters ----------- ip : |ip| """ if ip is None: ...
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def cid_to_date(cid): """Converts a cid to date string YYYY-MM-DD Parameters ---------- cid : int A cid as it is generated by the function ``utils.create_cid()`` Returns ------- str A string formated date (e.g. YYYY-MM-DD, 2018-10-01) """ return datetime.utcfromtime...
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def get_listings(max_pages=10): """Returns the listings from the first max_pages of craigslist.""" page = requests.get(URL) tree = html.fromstring(page.content) listing_xpath = '//li[@class="result-row"]' listings = tree.xpath(listing_xpath) # Get total number of listings default_lpp = 120 ...
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def remove_edge_stochastic_function(G, parameter, prob_func, prob_func_kws={}, random_seed=None, copy=True): """ Recieves a Graph and p. p is function of a defined parameter Returns a degraded Graph """ if random_seed is not None: random.seed(random_seed) if copy:...
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def find( _, ticket_id, author=False, sort=None, reverse=False, only=None, permissions=False, utc=False, env=None, releases_only=False, ): """ What latest releases/deploys contain commits belonging to this ticket? """ # TODO: link these commits back to app release...
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def get_sh_type(sh_type): """Get the section header type.""" if sh_type == 0: return 'SHT_NULL' elif sh_type == 1: return 'SHT_PROGBITS' elif sh_type == 2: return 'SHT_SYMTAB' elif sh_type == 3: return 'SHT_STRTAB' elif sh_type == 4: return 'SHT_RELA' ...
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def run_script(): """ The main entry point of the script, as called by the client via the scripting service, passing the required parameters. """ client = scripts.client( 'Dataset_Images_To_New_Figure.py', """Use Images from a Dataset to replace those in a Figure and save th...
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def model_objectives(model): """Return a list of objectives in the model""" for obj in model.component_map(aml.Objective, active=True).itervalues(): for idx in obj: yield obj[idx]
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def EnsureNoProprietaryMixins(errs, builder_groups, configs, mixins): """If we're checking the Chromium config, check that the 'chromium' bots which build public artifacts do not include the chrome_with_codecs mixin. """ if 'chromium' in builder_groups: for builder in builder_groups['chromium']: confi...
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def show_warn_message(text:str, *args:str) -> str: """ Show a warning message. """ return _base("showWarningMessage", text, *args)
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def read_gmpe_file(resid_file, period): """ Reads the gmpe residuals file and returns all the data """ gmpe_data = [] # Read residuals file and get information we need input_file = open(resid_file, 'r') # Look over header and figure out which column contains the period # we need to plot...
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def remove_sep(path, new_sep='--'): """Convert a real path into pseudo-path.""" return path.replace(os.sep, new_sep)
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def correct_colors(im1, im2, landmarks1): """ Towards perceptual satisfaction of splicing donor image into recipient. The color of images is argubly the strongest perceptual attribute, which is ameliorated here. Note: Further work will improve on geometric distortion (cylindrical, spherical, etc.) and image intrins...
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def git_commit(message, cwd): """Commit files to git server.""" cmd = ['git', 'commit', '-m', message] subprocess.check_call(cmd, cwd=cwd) return
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def default_loggingfcn(log, time, entity): """ Default function used to log snapshots of agents' states. """ for name in entity._names: log[name].append( copy(getattr(entity, name)) )
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def get_types(name=None): """Retrieves the list of device types in the system. Note that we actually use the "GET device-families" endpoint, as this returns a complete list in one request. """ all_types = [] all_families = get_families(name=None, includeTypes=True) for family in all_families: ...
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def read_socket(sock, buf_len, echo=True): """ Read data from socket and return it in JSON format """ reply = sock.recv(buf_len).decode() try: ret = json.loads(reply) except json.JSONDecodeError: print("Error in reply: ", reply) sock.close() raise if echo: pri...
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def do_monitor_media_list(client, args): """List media""" kwargs = {'user_id': args.userid} medias = client.media.list(**kwargs) utils.print_list(medias)
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def temperature_source_function( rho, district, norm, density: xr.DataArray, etemp: xr.DataArray, itemp: xr.DataArray, density_source: xr.DataArray, source_strength, source_centre=0.3, source_width=0.3, ): """ Smooth-step core power injection, mimicking Ohmic power deposi...
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def mock_dbt_cloud_response( monkeypatch: MonkeyPatch, dbt_manifest_file: Path, dbt_run_results_file: Path, ) -> None: """ Mock the dbt cloud response. Parameters ---------- monkeypatch : MonkeyPatch The monkey patch fixture. dbt_manifest_file : Path The path to the ...
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async def model_copy(request, model_id): """ route for copy item per row """ request_params = {elem: request.form[elem][0] for elem in request.form} base_obj_id = utils.extract_obj_id_from_query(request_params["_id"]) try: new_obj_key = await create_object_copy( model_id, base_obj_id...
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def _write_pyserini_corpus(pyserini_index_file, corpus): """Writes the in-memory corpus to disk in the Pyserini format.""" with open(pyserini_index_file, 'w', encoding='utf-8') as fOut: for doc_id, document in corpus.items(): data = { 'id': doc_id, 'title': d...
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def load_pr(fname): """Loads predicted tracks in tabular format.""" try: data = np.loadtxt(fname, delimiter=',', dtype=np.float64, ndmin=2) except (ValueError, IndexError): # Try using whitespace delim (default). data = np.loadtxt(fname, delimiter=None, dtype=np.float64, ndmin=2) # If category is no...
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def CheckPsenac(lamada, w, k): """Check the validation of parameter lamada, w and k. """ try: if not isinstance(lamada, int) or lamada <= 0: raise ValueError( "Error, parameter lamada must be an int type and larger than and equal to 0." ) elif w > 1 or...
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def build_affine(rotation, scale, origin): """ Compute affine matrix given rotation, scaling, and origin. Parameters ---------- rotation : np.array rotation scale : np.array scale factor Returns ------- aff : np.array [4x4] affine matrix """ aff = n...
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def sample_per_group(data, group_by, ratio = None, n = None): """ :type data: DataFrame :type group_by: list of str :type ratio: float :type num_rows: int :return: """ # group the data data = data.copy() """ :type data: DataFrame """ data['__order1'] = data.index grouped = data.groupby(by = group_by) ...
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def test_mbo_cell_capa_update_pmf(dev, apdev): """MBO cellular data capability update with PMF required""" ssid = "test-wnm-mbo" passphrase = "12345678" params = hostapd.wpa2_params(ssid=ssid, passphrase=passphrase) params["wpa_key_mgmt"] = "WPA-PSK-SHA256" params["ieee80211w"] = "2" params[...
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def print_all_models() -> None: """ Print description of every model in this module. """ model_desc = _get_all_subclasses_from_superclass( _NonTrainableUnivariateDetector ) # model_desc.update( # _get_all_subclasses_from_superclass(_NonTrainableMultivariateDetector) # ) model...
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def get_base64_column(metadata_df: pd.DataFrame) -> pd.DataFrame: """ Get accession json base64 str :return: """ # Get accession json object as base64 string metadata_df['accession_json_base64_str'] = metadata_df[METADATA_PAYLOAD_COLUMNS].\ apply(lambda x: b64encode(bytes(x.to_json(), en...
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def bible_studies_view(request): """Bible studies view.""" auth = False try: auth = request.cookies['auth_tkt'] auth_tools = request.dbsession.query( MyModel ).filter(MyModel.category == 'admin').all() except KeyError: auth_tools = [] query = request.dbses...
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def get_num_channels(inputs): """ Get number of channels in one tensor. """ return inputs.shape[1]
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def single_face_marker(): """ Face marker with a single value. """ return np.zeros((2, 3)).astype(int)
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def check_qmc(fname=None, archive=False, xflags=(), eqlb=(1,), reblk=(2,20,2), eqlb_flags=(), reblk_flags=(), quiet_stdout=0, force_raw=0): """Checks the QMC results (INFO file) using my stand-alone QMC inspect tools. x is the extra flags to be passed on to check_* tools.""" if fname == None: i...
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def skew(arr, angle, dx=None, dy=None, fwd=True, fill_min=True): """ Skew the origin of successive lines by a specified angle A skew with angle of 30 degrees causes the following transformation: +-----------+ +---------------+ | | |000/ /| | input ...
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def websocket_call(configuration, _method, url, **kwargs): """An internal function to be called in api-client when a websocket connection is required. method, url, and kwargs are the parameters of apiClient.request method.""" url = get_websocket_url(url, kwargs.get("query_params")) headers = kwargs...
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def compute_metrics(feats, pids, camids, num_query): """ Compute CMC and mAP metrics """ # query qf = feats[:num_query] q_pids = np.asarray(pids[:num_query]) q_camids = np.asarray(camids[:num_query]) # gallery gf = feats[num_query:] g_pids = np.asarray(pids[num_query:]) g_camids = np...
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def parse_date(string_date: str) -> datetime.datetime: """ Parses input string of format 'MMM-yyyy' to datetime. :param str string_date: Date in string format 'MMM-yyyy' :return: datetime.datetime: parsed datetime """ return datetime.datetime.strptime(string_date, '%b-%Y')
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def dpr_json_reader(file_to_read): """A simple streaming json reader. It assumes the file is well formated, which is the case of Facebook DPR data, but it cannot be used as a generic JSON stream reader, where blocks start/end at arbitrary positions (unlike Facebook DPR data). :param file_t...
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def test_cytoband_by_chrom(real_populated_database): """Test function that returns cytobands by chromosome dictionary""" test_cytobands = [ { "_id": "7d3c64026fd1a3ae032f9715a82eac46", "band": "p36.31", "chrom": "1", "start": "5400000", "stop"...
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def round_vzeros(v,d=10) : """Returns input vector with rounded to zero components which precision less than requested number of digits. """ prec = pow(10,-d) vx = v[0] if math.fabs(v[0]) > prec else 0.0 vy = v[1] if math.fabs(v[1]) > prec else 0.0 vz = v[2] if math.fabs(v[2]) > prec else...
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async def test_fossil_energy_consumption_hole(hass, hass_ws_client): """Test fossil_energy_consumption when some data points lack sum.""" now = dt_util.utcnow() later = dt_util.as_utc(dt_util.parse_datetime("2022-09-01 00:00:00")) await hass.async_add_executor_job(init_recorder_component, hass) awa...
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def calculation_test(): """check that the shapiro-wilk test statistic is correctly calculated because p-value should be > 0.05""" norm_values = np.random.normal(5, 2, 100) assert shapiro_wilk(norm_values)[1] > 0.05
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def euclidean_distance_loss(params, params_prev): """ Euclidean distance loss https://en.wikipedia.org/wiki/Euclidean_distance :param params: the current model parameters :param params_prev: previous model parameters :return: float """ return K.sqrt(K.sum(K.square(params - params_prev), ...
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def read_cloudflare_api_file(prog, file, state): """Read the input file for Cloudflare login details. Args: prog (State): modified if errors encountered in opening or reading the file. file (str): the file to read. state (ConfigState): to record config file syntax errors. ...
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def hash_msg(key, msg): """Return SHA1 hash from key and msg""" return b64encode(hmac.new(key, msg, sha1).digest())
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def remove_tex_axis(ax, xtick_fmt='%d', ytick_fmt='%d', axis_remove='both'): """ Makes axes normal font in matplotlib. Parameters --------------- xtick_fmt : A string, defining the format of the x-axis ytick_fmt : A string, defining the format of the y-axis axis_remove : A string, which axi...
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def insert_pattern(base, pattern, offset=None): #optional! """ Takes a base simulation field and places a given pattern with an offset onto it. When offset is None, the object is placed into the middle Parameters ---------- base : numpy.ndarray The base simulation field. Can already hol...
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def get_specific_label_dfs(raw_df, label_loc): """ Purpose: Split the instances of data in raw_df based on specific labels/classes and load them to a dictionary structured -> label : Pandas Dataframe Params: 1. raw_df (Pandas Dataframe): - The df containing data ...
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def update_figure(df1, n, autoscale=False, ax=None, axis=0, grayed=None, j=0, kind=None, rx=None, ry=None, start=0, title=None): """ update_figure. Recalculates the whole plot for frame n. :param df1: pandas dataframe, required :param n: frame to render, required :param autoscale...
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def run(_): """ Meant for running/parallelizing training data preparation :param _: Not used :return: Runs prep() function """ return prep()
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def extract_hcs(): """ Extract HyperCube shuffle and output hypercube shuffle only plans """ with open("q4.json") as jf: q4 = json.load(jf) assert q4["language"] == 'MyriaL' # get fragments fragments = q4["plan"]["fragments"] assert len(fragments) == 9 # store operators...
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def test_parse_timeframe(): """ Tests the `parse_timeframe()` method in `Rule`. """ tf_minutes = {'minutes?': False, 'm': True} tf_hours = {'hours?': False, 'h': True} tf_days = {'days?': False, 'd': True} tf_weeks = {'weeks?': False, 'w': True} tf_months = {'months?': False, 'M': True} ...
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def includeme(config): """Bind to the db engine specifed in ``config.registry.settings``.""" # Bind the engine. settings = config.get_settings() engine_kwargs_factory = settings.pop("sqlalchemy.engine_kwargs_factory", None) if engine_kwargs_factory: kwargs_factory = config.maybe_dotted(engin...
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