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from typing import Any def suggested_params(**kwargs: Any) -> transaction.SuggestedParams: """Return the suggested params from the algod client. Set the provided attributes in ``kwargs`` in the suggested parameters. """ params = _algod_client().suggested_params() for key, value in kwargs.items()...
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def norm_rl(df): """ Normalizes read length dependent features """ rl_feat = ["US_r", "US_a", "DS_a", "DS_r", "UXO_r", "UXO_a", "DXO_r", "DXO_a", "UMO_r", "UMO_a", "DMO_r", "DMO_a", "MO_r", "MO_a", "XO_r", "XO_a"] rl = df['MO_r'].max() df[rl_feat] = df[rl_feat]/rl return df
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import json def sendRequest(self, channel, params=None): """发送请求""" # 生成请求 d = {} d['event'] = 'addChannel' d['channel'] = channel # 如果有参数,在参数字典中加上api_key和签名字段 if params is not None: params['api_key'] = apiKey params['sign'] = buildMySign(params, secreteKey) d['par...
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def altCase(text: str): """ Returns an Alternate Casing of the Text """ return "".join( [ words.upper() if index % 2 else words.lower() for index, words in enumerate(text) ] )
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def makeObjectArray(elem, graph, num, tag=sobject_array): """ Create an object array of num objects based upon elem, which becomes the first child of the new object array This function also can create a delay when passed a different tag """ p = elem.getparent() objarray = etree.Element(etree...
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def convert_escaped_utf8_literal( text: str ) -> str: """Convert any escaped UTF-8 hexadecimal character bytes into the proper string characters(s). This function will convert a string, that may contain escaped UTF-8 literal hexadecimal bytes, into a string with the proper characters. Args...
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def convert_mg_l_to_mymol_kg(o2, rho_0=1025): """Convert oxygen concentrations in ml/l to mymol/kg.""" converted = o2 * 1/32000 * rho_0/1000 * 1e6 converted.attrs["units"] = "$\mu mol/kg$" return converted
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import xml from typing import List def parse_defines(root: xml.etree.ElementTree.Element, component_id: str) -> List[str]: """Parse pre-processor definitions for a component. Schema: <defines> <define name="EXAMPLE" value="1"/> <define name="OTHER"/> </de...
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def make_f_beta(beta): """Create a f beta function Parameters ---------- beta : float The beta to use where a beta of 1 is the f1-score or F-measure Returns ------- function A function to compute the f_beta score """ beta_2 = beta**2 coeff = (1 + beta_2) def...
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def _autohint_code(f, script): """Return 'not-hinted' if we don't hint this, else return the ttfautohint code, which might be None if ttfautohint doesn't support the script. Note that LGC and MONO return None.""" if script == 'no-script': return script if not script: script = noto_fonts.script_key_to...
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def infostring(message=""): """Info log-string. I normally use this at the end of tasks. Args: message(str): A custom message to add. Returns: (str) """ message.rstrip().replace("\n", " ") return tstamp() + "\t## INFO ## " + message + "\n"
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def handler(event, _): """ Lambda handler """ # Input event: # https://docs.aws.amazon.com/cognito/latest/developerguide/cognito-user-identity-pools-working-with-aws-lambda-triggers.html#cognito-user-pools-lambda-trigger-event-parameter-shared logger.debug({ "message": "Input event", ...
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def geo_point_n(arg, n): """Return the Nth point in a single linestring in the geometry. Negative values are counted backwards from the end of the LineString, so that -1 is the last point. Returns NULL if there is no linestring in the geometry Parameters ---------- arg : geometry n : in...
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def replace_pasture_scrubland_with_shrubland(df, start_col, end_col): """Merge pasture and scrubland state transitions into 'shrubland'. 1. Remove transitions /between/ scrubland and pasture and vice versa. 2. Check there are no duplicate transitions which would be caused by an identical set of cond...
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from typing import List def get_storage_backend_descriptions() -> List[dict]: """ Returns: """ result = list() for backend in SUPPORTED_STORAGE_BACKENDS: result.append(get_storage_backend(backend).metadata) return result
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from typing import Tuple def get_business_with_most_location() -> Tuple: """ Fetches LA API and returns the business with most locations from first page :return Tuple: business name and number of locations """ response = _fetch_businesses_from_la_api() business_to_number_of_location = dict...
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from typing import AbstractSet def degrees_to_polynomial(degrees: AbstractSet[int]) -> Poly: """ For each degree in a set, create the polynomial with those terms having coefficient 1 (and all other terms zero), e.g.: {0, 2, 5} -> x**5 + x**2 + 1 """ degrees_dict = dict.fromkeys(degrees, ...
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def validate_set_member_filter(filter_vals, vals_type, valid_vals=None): """ Validate filter values that must be of a certain type or found among a set of known values. Args: filter_vals (obj or Set[obj]): Value or values to filter records by. vals_type (type or Tuple[type]): Type(s) of...
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def update_many(token, checkids, fields, customerid=None): """ Updates a field(s) in multiple existing NodePing checks Accepts a token, a list of checkids, and fields to be updated in a NodePing check. Updates the specified fields for the one check. To update many checks with the same value, use update...
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def main(start, end, csv_name, verbose): """Run script conditioned on user-input.""" print("Collecting Pomological Watercolors {s} throught {e}".format(s=start, e=end)) return get_pomological_data(start=start, end=end, csv_name=csv_name, verbose=verbose)
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import hashlib def _sub_fetch_file(url, md5sum=None): """ Sub-routine of _fetch_file :raises: :exc:`DownloadFailed` """ contents = '' try: fh = urlopen(url) contents = fh.read() if md5sum is not None: filehash = hashlib.md5(contents).hexdigest() ...
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def get_path_to_config(config_name: str) -> str: """Returns path to config dir""" return join(get_run_configs_dir(), config_name)
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import io def get_orig_rawimage(raw_file, debug=False): """ Read a raw, original LRIS data frame. Ported from LOWREDUX long_oscan.pro lris_oscan() Parameters ---------- raw_file : :obj:`str` Filename debug : :obj:`bool`, optional Run in debug mode (doesn't do anything) ...
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def scan_db_and_save_table_info(data_source_id, db_connection, schema, table): """Scan the database for table info.""" table_info = get_table_info( {}, schema, table, from_db_conn=True, db_conn=db_connection ) old_table_info = fetch_table_info(data_source_id, schema, table, as_obj=True) data...
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def _get_non_heavy_neighbor_residues(df0, df1, cutoff): """Get neighboring residues for non-heavy atom-based distance.""" non_heavy0 = df0[df0['element'] != 'H'] non_heavy1 = df1[df1['element'] != 'H'] dist = spa.distance.cdist(non_heavy0[['x', 'y', 'z']], non_heavy1[['x', 'y', 'z']]) pairs = np.ar...
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def j0(ctx, x): """Computes the Bessel function `J_0(x)`. See :func:`besselj`.""" return ctx.besselj(0, x)
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def mysql2df(host, user, password, db_name, tb_name): """ Return mysql table data as pandas DataFrame. :param host: host name :param user: user name :param password: password :param db_name: name of the pydb from where data will be exported :param tb_name: name of the table from where data ...
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def is_int(number): """ Check if a variable can be cast as an int. @param number: The number to check """ try: x = int(number) return True except: return False
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import pathlib def get_versions(api_type=DEFAULT_TYPE): """Search for API object module files of api_type. Args: api_type (:obj:`str`, optional): Type of object module to load, must be one of :data:`API_TYPES`. Defaults to: :data:`DEFAULT_TYPE`. Raises: :exc:`exc...
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def model_flux(parameters_dict, xfibre, yfibre, wavelength, model_name): """Return n_fibre X n_wavelength array of model flux values.""" parameters_array = parameters_dict_to_array(parameters_dict, wavelength, model_name) return moffat_flux(parameters_array, x...
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def new_rnn_layer(cfg, num_layer): """Creates new RNN layer for each parameter depending on whether it is bidirectional LSTM or not. Uses the fast LSTM implementation backed by CuDNN if a GPU is available. Note: The normal LSTMs utilize sigmoid recurrent activations so as to retain compatibility CuDNN...
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def firfreqz(h, omegas): """Evaluate frequency response of an FIR filter at discrete frequencies. Parameters h: array_like FIR filter coefficient array for numerator polynomial. e.g. H(z) = 1 + a*z^-1 + b*z^-2 h = [1, a, b] """ hh = np.zeros(omegas.shape, dtype='comple...
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import pickle def write_np2pickle(output_fp: str, array, timestamps: list) -> bool: """ Convert and save Heimann HTPA NumPy array shaped [frames, height, width] to a pickle file. Parameters ---------- output_fp : str Filepath to destination file, including the file name. array : np.ar...
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from re import S import logging import webbrowser def run( client_id_: str, client_secret_: str, server_class=HTTPServer, handler_class=S, port=8080 ) -> str: """ Generates a Mapillary OAuth url and prints to screen as well as opens it automatically in a browser. Declares some global variables to pull...
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def sort_by_rank_change(val): """ Sorter by rank change :param val: node :return: nodes' rank value """ return abs(float(val["rank_change"]))
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def ping(): """always 200""" status = 200 return flask.Response(response='\n', status=status, mimetype='application/json')
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import json import logging def lambda_handler(event=None, context=None): """Entry point for lambda, simple try/except/finally with return and raise values""" print(f"EVENT: {json.dumps(event)}") try: response = actions(event) return response except Exception as e: logging.debug...
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def add_gtid_ranges_to_executed_set(existing_set, *new_ranges): """Takes in a dict like {"uuid1": [[1, 4], [7, 12]], "uuid2": [[1, 100]]} (as returned by e.g. parse_gtid_range_string) and any number of lists of type [{"server_uuid": "uuid", "start": 1, "end": 3}, ...]. Adds all the ranges in the lists to th...
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def fetch_rgb(img): """for outputing rgb values from click event to the terminal. :param img: input image :type img: cv2 image :return: the rgb list :rtype: list """ rgb_list = [] def click_event(event, x, y, flags, param): if event == cv2.EVENT_LBUTTONDOWN: red = i...
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import functools def _get_date_filter_consumer(field): """date.{lt, lte, gt, gte}=<ISO DATE>""" date_filter = make_date_filter(functools.partial(django_date_filter, field_name=field)) def _date_consumer(key, value): if '.' in key and key.split(".")[0] == field: prefix, qualifier = key...
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def data_path(fname): """ Gets a path for a given filename. This ensures that relative filenames to data files can be used from all modules. model.json -> .../src/data/model.json """ return join(dirname(realpath(__file__)), fname)
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def _parse_special_functions(sym: sp.Expr, toplevel: bool = True) -> sp.Expr: """ Recursively checks the symbolic expression for functions which have be to parsed in a special way, such as piecewise functions :param sym: symbolic expressions :param toplevel: as this is called recur...
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from sys import path import glob def load_oxfordiiitpets(breed=True) -> core.SceneCollection: """Load the Oxford-IIIT pets dataset. It is not divided into train, validation, and test because it appeared some files were missing from the trainval and test set documents (e.g., english_cocker_spaniel_164)...
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import re def _do_process_purpose(action): """ Does all the 'hard work' in processing the purpose. Returns a single line of the form symbol, ex_date(yyyy-mm-dd), purpose(d/b/s), ratio(for b/s), value(for d), """ symbol = action.sym.upper() purpose = action.purpose.lower() ex_date = action....
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def get_airflow_config(version, timestamp, major, minor, patch, date, rc): """Return a dict of the configuration for the Pipeline.""" config = dict(AIRFLOW_CONFIG) if version is not None: config['VERSION'] = version else: config['VERSION'] = config['VERSION'].format( major=major, minor=minor, pa...
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def find_duplicates(treeroot, tbl=None): """ Find duplicate files in a directory. """ dup = {} if tbl is None: tbl = {} os.path.walk(treeroot, file_walker, tbl) for k,v in tbl.items(): if len(v) > 1: dup[k] = v return dup
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def attach_capping(mol1, mol2): """it is connecting all Nterminals with the desired capping Arguments: mol1 {rdKit mol object} -- first molecule to be connected mol2 {rdKit mol object} -- second molecule to be connected - chosen N-capping Returns: rdKit mol object -- mol1 updated (...
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def gather_point(input, index): """ **Gather Point Layer** Output is obtained by gathering entries of X indexed by `index` and concatenate them together. .. math:: Out = X[Index] .. code-block:: text Given: X = [[1, 2, 3], [3, 4, 5], [5, 6, 7]] ...
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def _apply_size_dependent_ordering(input_feature, feature_level, block_level, expansion_size, use_explicit_padding, use_native_resize_op): """Applies Size-Dependent-Ordering when resizing feature maps. See https://arxiv.org/abs/1912.01106 ...
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def distance(s1, s2): """Return the Levenshtein distance between strings a and b.""" if len(s1) < len(s2): return distance(s2, s1) # len(s1) >= len(s2) if len(s2) == 0: return len(s1) previous_row = xrange(len(s2) + 1) for i, c1 in enumerate(s1): current_row = [i + 1] ...
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def check_diversity(group, L): """check if group satisfy l-diversity """ SA_values = set() for index in group: str_value = list_to_str(gl_data[index][-1], cmp) SA_values.add(str_value) if len(SA_values) >= L: return True return False
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import urllib def getEntries(person): """ Fetch a Advogato member's diary and return a dictionary in the form { date : entry, ... } """ parser = DiaryParser() f = urllib.urlopen("http://www.advogato.org/person/%s/diary.xml" % urllib.quote(person)) s = f.read(8192) while s: ...
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def sum_values(p, K): """ sum the values in ``p`` """ nv = [] for v in itervalues(p): nv = dup_add(nv, v, K) nv.reverse() return nv
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def define_permit_price_targeting_constraints(m): """Constraints used to get the absolute difference between the permit price and some target""" # Constraints to minimise difference between permit price and target m.C_PERMIT_PRICE_TARGET_CONSTRAINT_1 = pyo.Constraint( expr=m.V_DUMMY_PERMIT_PRICE_TA...
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def predict4(): """Use Xception to label image""" path = 'static/Images/boxer.jpeg' img = image.load_img(path,target_size=(299,299)) x = image.img_to_array(img) x = np.expand_dims(x, axis=0) x = preprocess_input(x) preds = model.predict(x) pclass = decode_predictions(preds, top=5) ...
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def augment_data(image, label, seg_label, perform_random_flip_and_rotate, num_channels, has_seg_labels): """ Image augmentation for training. Applies the following operations: - Horizontally flip the image with probabiliy 0.5 - Vertically flip the image with probability 0.5 ...
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def protobuf_open_channel(channel_name, media_type): """func""" open_channel_request = pb.OpenChannelRequest() open_channel_request.channel_name = channel_name open_channel_request.content_type = media_type return open_channel_request.SerializeToString()
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def action(update, context): """A fun command to send bot actions (typing, record audio, upload photo, etc). Action appears at top of main chat. Done using the /action command.""" bot = context.bot user_id = update.message.from_user.id username = update.message.from_user.name admin = _admin(use...
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import os def findPartsLists(path): """gets a list of files/folders present in a path""" walkr = os.walk(path) dirlist = [a for a in walkr] #print dirlist expts = [] for fle in dirlist[0][2]: #print fle if(fle[-4:]=='xlsx'): try: xl_file = pd.read_ex...
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def borehole_vec(x, theta): """Given x and theta, return vector of values.""" (Hu, Ld_Kw, Treff, powparam) = np.split(theta, theta.shape[1], axis=1) (rw, Hl) = np.split(x[:, :-1], 2, axis=1) numer = 2 * np.pi * (Hu - Hl) denom1 = 2 * Ld_Kw / rw ** 2 denom2 = Treff f = ((numer / ((deno...
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import requests import json def read_datastore(resource_id): """ Retrieves data when the resource is part of the CKAN DataStore. Parameters ---------- resource_id: str Id for resource Returns ---------- pd.DataFrame: Data records in table format """ r = reque...
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import hashlib import binascii def new_server_session(keys, pin): """Create SRP server session.""" context = SRPContext( "Pair-Setup", str(pin), prime=constants.PRIME_3072, generator=constants.PRIME_3072_GEN, hash_func=hashlib.sha512, bits_salt=128, bits...
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def lenzi(df): """Check if a pandas series is empty""" return len(df.index) == 0
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def m_step(counts, item_classes, psuedo_count): """ Get estimates for the prior class probabilities (p_j) and the error rates (pi_jkl) using MLE with current estimates of true item classes See equations 2.3 and 2.4 in Dawid-Skene (1979) Input: counts: Array of how many times each rating was giv...
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from typing import Callable def make_parser(fn: Callable[[], Parser]) -> Parser: """ Make typed parser (required for mypy). """ return generate(fn)
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def mfcc_htk(y, sr, hop_length=2**10, window_length=22050, nmfcc=13, n_mels=26, fmax=8000, lifterexp=22): """ Get MFCCs 'the HTK way' with the help of Essentia https://github.com/MTG/essentia/blob/master/src/examples/tutorial/example_mfcc_the_htk_way.py Using all of the default parameters from there exc...
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def num_to_int(num): """ Checks that a numerical value (e.g. returned by robot) is an integer and not a float. Parameters ---------- num : number to check Returns ------- integer : num cast to an integer Raises ------ ValueError : if n is not an integer """ if ...
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def shuffle_blocks(wmx_orig, pop_size=800): """ Shuffles pop_size*pop_size blocks within the martrix :param wmx_orig: original weight matrix :param pop_size: size of the blocks kept together :return: wmx_modified: modified weight matrix """ assert nPCs % pop_size == 0 np.random.seed(123...
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def change(): """ Change language """ lang = request.args.get("lang", None) my_id = None if hasattr(g, 'my') and g.my: my_id = g.my['_id'] data = core.languages.change(lang=lang, my_id=my_id) return jsonify(data)
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import shutil def make_pkg(pkgname, context): """Create a new extension package. :param pkgname: Name of the package to create. :param context: Mapping with keys that match the placeholders in the templates. :return: True if package creation succeeded or a tuple with False and a...
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def view_explorer_node(node_hash: str): """Build and send an induction query around the given node.""" node = manager.get_node_by_hash_or_404(node_hash) query = manager.build_query_from_node(node) return redirect_to_view_explorer_query(query)
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import math def encode_into_any_base(number, base, encoded_num): """Encode number into any base 2-36. Can be fractional or whole. Parameters: number: float -- integer representation of number (in base 10) base: int -- base to convert to encoded_num: str -- representation (so far) of n...
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def handle_forbidden(error: Forbidden) -> Response: """Render the base 403 error page.""" return respond(error.description, status=HTTPStatus.FORBIDDEN)
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def getval(l, b, map='sfd', size=None, order=1): """Return SFD at the Galactic coordinates l, b. Example usage: h, w = 1000, 4000 b, l = numpy.mgrid[0:h,0:w] l = 180.-(l+0.5) / float(w) * 360. b = 90. - (b+0.5) / float(h) * 180. ebv = dust.getval(l, b) imshow(ebv, aspect='auto', norm=ma...
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def format_timedelta(tdelta): """Return the timedelta as a 'HH:mm:ss' string.""" total_seconds = int(tdelta.total_seconds()) hours, remainder = divmod(total_seconds, 60*60) minutes, seconds = divmod(remainder, 60) return "{0:02d}:{1:02d}:{2:02d}".format(hours, minutes, seconds)
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def video_data_to_df(videos_entries, save_csv): """ Creating a dataframe from the video data stored as tuples :param videos_entries: (list) list of tuples containing topics, subtopics, videos and durations :param save_csv: (boolean) condition to specify if the df is saved locally as a csv file :ret...
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def create_mysql_entitySet(username, databaseName): """ Create a new entity set in the databaseName """ password = get_password(username) entitySetName = request.json['entitySetName'] attributes = request.json['attributes'] addToSchema(request.get_json(),"mysql") pks = [] sql = "CREATE TABLE...
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def m6(X, Y, Xp, Yp, alpha=1.0, prev='ident', post='ident', **kwargs): """Computes a matrix with the values of applying the kernel :math:`m_4` between each pair of elements in :math:`X` and :math:`Y`. Args: X: Numpy matrix. Y: Numpy matrix. Xp: Numpy matrix with the probabilities of...
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import time import json from unittest.mock import call def serve_communications_and_statuses(erpnext_support_user, erpnext_support_issues, bench_site): """ returns a dict of support issue communications and statuses response = { "issue_name_1": { "communications": [], "status": "status", "last_syn...
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def answer_view(answerid): """route to view a specific answer""" return jsonify({"answer":"Your updated answer: {} ".format(user_answers[answerid])})
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def jwk_factory(acct_priv_key_path: str) -> _JWKBase: """generate jwk object according private key file""" with open(acct_priv_key_path, 'rb') as f: acct_priv = serialization.load_pem_private_key( data=f.read(), password=None, backend=default_backend() ) ...
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from pathlib import Path def execute( scan_definition: str | Path, df: DataFrame, *, soda_server_client: SodaServerClient | None = None, ) -> ScanResult: """ Execute a scan on a data frame. Parameters ---------- scan_definition : Union[str, Path] The path to a scan file or...
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def jaccard_similarity(emb1: np.ndarray, emb2: np.ndarray) -> float: """ 计算特征向量的Jaccard系数 :param emb1: shape = [feature,] :param emb2: shape = [feature,] :return: Jaccard 系数 """ up = np.double(np.bitwise_and((emb1 != emb2), np.bitwise_or(emb1 != 0, emb2 != 0)).sum()) down = np.double(np.bit...
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from typing import Tuple from typing import Dict from typing import List def _share_secret_int_indices(s_i: int, n: int, t: int) -> Tuple[Dict[int, int], List[PointG1]]: """ Computes n shares of a given secret such that at least t + 1 shares are required for recovery of the secret. Additionally returns t...
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def auto_type(key, redis=None, default=None, o=True): """Returns datatype instance""" if redis is None: redis = config.redis key = compress_key(key) if redis.exists(key): datatype = redis.type(key) if datatype == 'string': test_string = RedisString(key, redis=red...
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from pathlib import Path def get_user_data_dir(app_name=DEFAULT_APP_NAME, auto_create=True) -> Path: """ Get platform specific data folder """ return _get_user_dir( app_name=app_name, xdg_env_var='XDG_DATA_HOME', win_env_var='APPDATA', fallback='~/.local/share', win_fallback='~...
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import codecs import csv import os import re def parse_evidence( fixed_labels=None, evidence_files=None, molecules=None, evidence_score_field=None, return_raw_csv_data=False, unimod_file_list=None, ): """ Reads in the evidence file and returns the final formatted fixed labels, the ...
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import copy import numpy def calculateDominantFrequency(signal, fs, fMin = 0, fMax = None, applyWindow = True, fftZeroPaddingFactor = 1 ): """ calculates the dominant frequency of the given signal @param signal input signal @param fs sampling frequency @param fMin the minimum frequency [Hz] that should be con...
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def check_title(file_path): """ return 'has title' if found no title, None, if not found file_path is full path with file name and extension """ #print('is text file: ', tool.is_utf8_text_file(file_path)) if tool.is_utf8_text_file(file_path): with open(file_path, 'r') as f: ...
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from typing import Tuple import torch def permute_adjacency_twin(t1,t2) -> Tuple[torch.Tensor,torch.Tensor]: """ Makes a permutation of two adjacency matrices together. Equivalent to a renaming of the nodes. Supposes shape (n,n) """ n,_ = t1.shape perm = torch.randperm(n) return t1[perm,:]...
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from collections import defaultdict,deque def rad_extract(eventfiles,center,radius_function,return_cols=['PULSE_PHASE'],cuts=None,apply_GTI=True,theta_cut=66.4,zenith_cut=105,return_indices=False): """ Extract events with a radial cut. Return specified columns and perform additional boolean cuts. ...
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import distutils def strtobool(value): """Cast a string to a bool.""" if value is None: return None if type(value) is bool: return value return distutils.util.strtobool(value)
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import re def list_to_exp(str_list, term_padding_exp=r'\b', compile=True): """ Returns a regular expression (compiled or not) that will catch any of the strings of the str_list. Each string of the str_list will be surrounded by term_padding_exp (default r'\b' forces full word matches). Note: Also orde...
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def prepare_ddp_loader(loader: DataLoader, num_processes: int, process_index: int) -> DataLoader: """ Transfers loader to distributed mode. Experimental feature. Args: loader: pytorch dataloder num_processes (:obj:`int`, `optional`, defaults to 1): The number of processes runnin...
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import logging def __validate_exchange(value: str) -> str: """ Check to see if passed string is in the list of possible Exchanges. :param value: Exchange name. :return: Passed value or No Return """ valid_values = EXCHANGE_VALUES if value in valid_values: return value else: ...
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def main(content, title="", classes=[]): """Generate a 'Material for MkDocs' admonition. """ md = markdown.markdown(content) return '<div class="admonition {0}">\n'.format(" ".join(classes)) + \ ' <p class="admonition-title">{0}</p>\n'.format(title) + \ ' <p>{0}</p>\n'.format...
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def get_bprop_matrix_set_diag(self): """Generate bprop for MatrixSetDiag""" get_dtype = P.DType() def bprop(x, y, z, out, dout): input_shape = F.shape(x) batch_shape = input_shape[:-2] matrix_shape = input_shape[-2:] diag_shape = batch_shape + (_get_min(matrix_shape),) ...
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from yt import load_particles def fake_sph_grid_ds(hsml_factor=1.0): """Returns an in-memory SPH dataset useful for testing This dataset should have 27 particles with the particles arranged uniformly on a 3D grid. The bottom left corner is (0.5,0.5,0.5) and the top right corner is (2.5,2.5,2.5). All ...
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async def _async_get_image_sessions(device: Device) -> dict[str, ImageSession]: """Return image events for the device.""" events = await device.event_media_manager.async_image_sessions() return {e.event_token: e for e in events}
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def make_element_weight_parser(weight_column): """ Parameterize with the column - this allows us to generate data from different analysis result types. """ def parse_element_weight(csv_row): name = csv_row[0] weight = float(csv_row[weight_column]) # Assert not zero? return name, weight return parse_element...
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