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def load_data(file_path, data_format, task_type, label_dict=None): """ :param file_path: :param data_format: :param task_type: :param label_dict: map string label to numbers. only valid for Classification task or ranking task. For ranking task, better label should have large number ...
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import json def send_email(subject, address, body, data=None): """Just sends a quick test email to assure the system is working.""" if address and body: body = body.decode('UTF-8') return send_test_email(subject, address, body, json.loads(data)) else: raise ApiError(code='missing_p...
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def get_csv_url(season, division): """Get URL for CSV file from football-data.uk""" csv_url = BASE_URL csv_url = csv_url.replace("SEASON",season) csv_url = csv_url.replace("DIV",division) return csv_url
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def eval_poses(matched_only, is_relative, pose3d_type, preds_2d_kpt, preds_3d_kpt, keep_matching=False): """ Calculates the PCK and AUC. This function is equivalent to ``mpii_mupots_multiperson_eval.m``. It performs the same gt scaling transformation, uses the same joints for matching and evaluation. :...
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import math def pf_localization(px, pw, z, u): """ Localization with Particle filter """ for ip in range(NP): x = np.array([px[:, ip]]).T w = pw[0, ip] # Predict with random input sampling ud1 = u[0, 0] + np.random.randn() * R[0, 0] ** 0.5 ud2 = u[1, 0] + np....
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from .non_cartesian import NonCartesianFFT from .non_cartesian import gpunufft_available def estimate_density_compensation(kspace_loc, volume_shape, num_iterations=10): """ Utils function to obtain the density compensator for a given set of kspace locations. Parameters ---------- kspace_loc: np.n...
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def get_previous() -> GameStateType: """ Get the previous game state """ return store.previous_game_state
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import bisect import itertools import random def backport_random_choices( self, population, weights=None, *, cum_weights=None, k=1 ): """Return a k sized list of population elements chosen with replacement. If the relative weights or cumulative weights are not specified, the selections are made with e...
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def unique_everseen(seq): """Solution found here : http://stackoverflow.com/questions/480214/how-do-you-remove-duplicates-from-a-list-in-python-whilst-preserving-order""" seen = set() seen_add = seen.add return [x for x in seq if not (x in seen or seen_add(x))]
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import pickle def load_pickle(file_name): """ load a pickle object from the given pickle file :param file_name: path to the pickle file :return: obj => read pickle object """ with open(file_name, "rb") as pick: obj = pickle.load(pick) return obj
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def decodemeta(data): """Return string to string dictionary from encoded version.""" d = {} for l in data.split('\0'): if l: key, value = l.split(':') d[key] = value return d
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def exchange(programs, pair): """Swap programs on pair positions in programs.""" positions = parse_pair(pair) swap(programs, positions) return programs
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def fix_labels(origin, add_num): """ Fix lebals (teacher vector) to add cass :param origin: original labels :param add_num: additional number :return: """ assert (add_num > 0) return np.c_[origin, np.zeros((origin.shape[0], add_num))]
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import torch def get_optimizer(model, params): """Returns optimizer :param model: model with his `model.named_parameters()` :param params: dict with options: ['train.lr']: `lr` for Adam optimizer ['train.weight_decay']: `weight_decay` for Adam optimizer ['train.optimiser_params']:...
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def find_extremes(content_list): """Calculates the smallest and highest values of every position's column of the positions of features of a wortverbund. Args: content_list: list with features of a wortverbund and their positions of occurrence. Returns: ...
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def sanitize(input: str) -> str: """ Removes all special characters and formatting from a message. """ for c in ['*', '~', '|', '-', '`', '\\']: input = input.replace('*', f"\\{c}") input = input.replace('@', f'@{zero_width_space}') return input
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def f_bce_minmax(y_out_min, y_out_max, y_gt): """Binary cross entropy (encourages monotonic decreasing). Use minimum (cumulative from start) to compare against 1. Use maximum (cumulative till end) to compare against 0. """ eps = 1e-5 return -y_gt * tf.log(y_out_min + eps) - (1 - y_gt ...
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import typing import asyncio import itertools def topic_handler(data: dict, fields: dict) -> typing.Tuple[typing.Dict]: """ Handler function to async execute search and aggregate all search request for one topic :param fields: weighting for fields to search on :param data: input data dict :return:...
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def handler_cancel(message): """ :param message: сообщение от пользователя :return: None """ try: functions.log(message) if dataBase.can_accept(message.from_user.id): dataBase.upd_can_accept(message.from_user.id, 0) bot.send_message(parse_mode='HTML', chat_id=...
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def to_colmap(intrinsics, extrinsics, src_im_size=None, dst_im_size=None): """Convert Extrinsics and intrinsics to an empty COLMAP project with no points. """ cameras = intrinsics_to_camera( intrinsics, src_im_size=src_im_size, dst_im_size=dst_im_size ) images = extrinsics_to_images(extrinsi...
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def get_t_epoch(jd): """ Get the JD in julian centuries """ t = (jd - 2451545.0) / 36525. return t
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def uni(x, encoding="utf-8"): """Convert anything to Unicode, except None.""" if x is None or isinstance(x, unicode): return x return unicode(str(x), encoding, errors="replace")
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from typing import Sequence def make_flags(opt_name: CliFlags) -> Sequence[str]: """Simple helper to create a list of flags for an option based on its name""" return f'-{opt_name.value[0]}', f'--{opt_name.value}'
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from typing import List from typing import Dict from typing import Union def format_resources(resources: List[str], resource_param: List[str], kwargs: Dict[str, Union[List[str], str]]): """ >>> resources=['hello/{user_name}'] >>> resource_param=['user_name'] >>> kwargs={'user_name': "bob"} >>> x =...
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def handler500(request): """500 error handler.""" response = render_to_response('500.html', {}, request) response.status_code = 500 return response
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import random def fft_random(n): """ Brainless number crunching just to have a substantial task: """ for i in range(n): x = random.normal(0, 0.1, 2000) y = fft(x) if(i%30 == 0): process_percent = int(100 * float(i) / float(n)) current_task.update_state(s...
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def icon(): """ Get addon icon name """ return itsme().getAddonInfo("icon")
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import warnings def force_integer(card: BDFCard, ifield: int, fieldname: str) -> int: """see ``integer``""" svalue = card.field(ifield) if isinstance(svalue, float_types): warnings.warn('%s = %r (field #%s) on card must be an integer (not a double).\n' 'card=%s' % (fieldname,...
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def get_node_agent_for_image(batch_client, config, publisher, offer, sku): # type: (batch.BatchServiceClient, dict, str, str, str) -> tuple """Get node agent for image :param batch_client: The batch client to use. :type batch_client: `azure.batch.BatchServiceClient` :param dict config: configuration...
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def category_selected(intent, session): """ Sets the color in the session and prepares the speech to reply to the user. """ card_title = "Category Selected" session_attributes = {} should_end_session = False if 'Category' in intent['slots']: """favorite_color = intent['sl...
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import six def _xmldump(obj): """Sort of imporved xml creation method. This converts the dict to xml with following assumptions: keys starting with _(underscore) are to be used as attributes and not elements keys starting with @ are to there so that dict can be made. The keys are not part of any ...
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def baits(path_to_file, created_baitset_id=None, build='GRCh37'): """Reads the bed-file and returns a list of dictionaries Args: path_to_file(): path tp temp file Returns: bait_dict_list(list): a list of dictionaries with the keys: chromosome, chr_start, chr_stop """ bait_dict_list...
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def _get_filehandle(filepath_or, *args, **kwargs): """Open file if `filepath_or` looks like a string/unicode/bytes, else pass through. """ if _is_string_or_bytes(filepath_or): if h5py.is_hdf5(filepath_or): fh, own_fh = h5py.File(filepath_or, *args, **kwargs), True else: ...
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def cleanup(args): """ Cleanup files after build :param args: pass type of cleanyp. :return: 0 on success """ if args.clean: cleanup_type(args, "clean") if args.generated: cleanup_type(args, "generated") if args.all: cleanup_type(args, "all") return 0
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import array def np2array(ndarray, dtype_id): """ Helper function to do fast format conversion between numpy array and array.array used for internal storage of QG8 tensors args: ndarray, numpy array of values dtype_id, target data type as a QG8 constant """ typecode = dtype_to_...
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def sum_digit_factorials(n: int) -> int: """ Return the sum of the factorial of the digits of n. >>> sum_digit_factorials(145) 145 >>> sum_digit_factorials(45361) 871 >>> sum_digit_factorials(540) 145 """ if n in CACHE_SUM_DIGIT_FACTORIALS: return CACHE_SUM_DIGIT_FACTORIA...
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def freq2ind(freqs, srate, nfreq, rfun=None): """Returns the index of the first fourier mode with greater than freq frequency, for each freq in freqs.""" if freqs is None: return freqs if rfun is None: rfun = np.ceil return rfun(np.asarray(freqs)/(srate/2.0)*nfreq).astype(int)
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from typing import List def get_sub_mol(mol: Chem.Mol, sub_atoms: List[int]) -> Chem.Mol: """Extract subgraph from molecular graph. Parameters ---------- mol: Chem.Mol, RDKit mol object, sub_atoms: List[int], List of atom indices in the subgraph. """ new_mol = Chem.RWMol()...
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import urllib def get_user_key(api_key, username, password): """Get login key""" post_url = 'http://localhost:3000/vim' headers = {} headers['Content-Type'] = 'application/json' post_data = urllib.parse.urlencode( { 'api_dev_key' : api_key, 'api_user_name': username...
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def generate_occurrence_signature (occurrence): """Generates the signature for an occurrence. :param occurrence: the occurrence to generate the signature for :type occurrence: `Occurrence` :rtype: tuple """ return (_generate_type_signature(occurrence), _generate_scope_signature(occ...
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def _prepare_filter_func(target): """Create a filter function depending on the type of the given target.""" if isinstance(target, str): target = target.lower() def func(atom): # match: name, type name return atom.name.lower() == target \ or atom.type_name...
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def layer(response, trials=-1): """ implementation of the Monitor-Corrector Subspace algorithm Parameters ---------- result : object A valid :py:class:`cobea.model.Response` object. trials: int Number of different monitor subsets tried for MCS. If set to -1, value is set automat...
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def buildDesignMatrix(probeTheta, waveNumber): """ Build the design matrix (A) from probe positions and the wavenumbers of interest. Use the design matrix and signal from the probes, x, to solve for the wavelet coefficients. <333 T. Harrison 10/2020 Input: 1) probeTheta - angul...
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def prepend_domain(link): """ Urls are directly combined as given in *args """ top_level_domain ='https://www.proff.no' return top_level_domain + link
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def children(context, root): """ Renders all children of root where template matches children_template_name. """ queryset = root.get_descendants().filter(template='{}.html'.format(root.categoryextension.children_template_name)) children_per_page = 12 page = context.request.GET.get('page', 1) ...
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import warnings def get_squid( direction: Direction, base_length: float, anchor: tuple[float, float] = (0, 0), squid_size: tuple[float, float] = (0.15, 0.15), squid_pad_size: tuple[float, float] = (6, 8), xy_distance: tuple[float, float] = (18, 9), base_layer: i...
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def ref_str_to_tuple(ref): """String like ' a : b ' to tuple like ('a', 'b').""" return tuple(x.strip() for x in ref.split(':'))
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def box_area(boxes): """ Computes the area of a set of bounding boxes, which are specified by its (x1, y1, x2, y2) coordinates. Args: boxes (Tensor[N, 4]): boxes for which the area will be computed. They are expected to be in (x1, y1, x2, y2) format Returns: area (Tensor[...
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def bin_append(a, b, length=None): """ Appends number a to the left of b bin_append(0b1, 0b10) = 0b110 """ length = length or b.bit_length() return (a << length) | b
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def levenshtein_distance(word_1, word_2): """ Calculates the levenshtein distance (= the number of letters to add/ substitute/interchange in order to pass from word_1 to word_2) """ array = [[0 for i in range(len(word_2)+1)] for y in range(len(word_1)+1)] for i in range(len(word_1)+1): ...
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import inspect def get_source_link(obj, page_info): """ Returns the link to the source code of an object on GitHub. """ package_name = page_info["package_name"] version = page_info.get("version", "master") base_link = f"https://github.com/huggingface/{package_name}/blob/{version}/src/" mod...
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def concat_environment(env1, env2): """ Concatenate two environments. 1 - Check duplicated keys and concatenate their values. 2 - Update the concatenated environment. Parameters ---------- env1: dict (mandatory) First environment. env2: dict (mandatory) Second environment. ...
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def process_article_results(article_results): """ """ article_list = [] for article_item in article_results: author = article_item.get('author') title = article_item.get('title') description = article_item.get('description') url = article_item.get('url') picture = article_item.get('urlToIm...
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import re def is_path(source): """ check if the supplied source is a valid path (this does not appear to be part of moments.path module, but could be relocated there) ** this will not match relative paths ** """ if re.match('/', source): return True else: return False
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def green_block(inp, filters, data_format='channels_first', name=None): """ green_block(inp, filters, name=None) ------------------------------------ Implementation of the special residual block used in the paper. The block consists of two (GroupNorm --> ReLu --> 3x3x3 non-strided Convolution) u...
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def _convert_to_dataset_class(df, dataset_class, expectations_config=None): """ Convert a (pandas) dataframe to a great_expectations dataset, with (optional) expectations_config """ if expectations_config is not None: # Cast the dataframe into the new class, and manually initialize expectations ...
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import itertools def get_emin_emax(self): """ Finds how much the Ek_grid has to be expanded above the bandwidth D of the leads. Parameters ---------- self : Approach2vN Approach2vN object. self.funcp.emin : float (Modifies) Minimal energy in the updated Ek_grid. self....
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def _parse_tile_arg(*args): """parse the *tile arg of module functions Parameters ---------- tile : Tile or sequence of int May be be either an instance of Tile or 3 ints, X, Y, Z. Returns ------- Tile Raises ------ TileArgParsingError """ if len(args) == 1: ...
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import re def substitute_pattern_with_char(s, pattern, repl_char='x'): """ This is a little different than re.sub(). It replaces all the characters that match the pattern with an equal number of `repl_char` characters. The resulting string should be the same length as the starting string. >>> su...
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def map_object_from_java(obj): """Converts a JsonObject to a dictionary.""" return map_map_from_java(obj.toMap())
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def rate_limit_exceeded(key="", timeout=1): """ :param key: rate limit bin :param timeout: number of seconds to enforce between requests :return: True if rate limit has been exceeded (request should be throttled) The maximum supported rate limit is 1 request/second Bins should be narrow enough...
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def rdkit_descriptors(mol): """ Get the molecular descriptors by iterating over all possible descriptors. Parameters ---------- mol : object An rdkit molecules object. Returns ------- dict Dictionary that contains the molecular descriptor names as keys and their respective values...
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import logging def load_bedcounts( api_key=None, icubam_host=None, ): """Load Bedcount data from ICUBAM API""" if api_key is None or icubam_host is None: raise RuntimeError("Provide API key and host to download ICUBAM data") else: protocol = "http" if icubam_host.startswith("localhost"...
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def get_kolibri_process_info(): """ Return information on the Kolibri process running in the machine :returns: tuple of integers containing PID and TCP Port of the running (if any) Kolibri server in this same machine """ kolibri_pid = None kolibri_port = None try: with ...
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def coach_is_undefeated(list_of_pokemons): """Function to know if the Coach is still undefeated. This function is used in order to know if the Coach is still undefeated. Syntax ------ [ ] = coach_is_undefeated(list_of_pokemons) Parameters ---------- [in] list_of_pokemons List of...
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def extract_table_name(file_name: str) -> str: """Extract the table name name from the filename Assumes the name of the bigquery table the data is being inserted to is the first word of the filename Examples: extract_file_extension(properties/properties_09.csv) >>> "properties" """ re...
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def emr_cost_usage(start_date: str, end_date: str, cluster_name: str): """ Get the EMR cost usage mont to date. Args: start_date (str): The beginning of the time period that you want the usage and costs for. The start date is inclusive. end_date (str): The end of the time period that yo...
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def calculate_block_ranges(scan, block_size): """ :param scans :type a scan object :param block_size: :type block_size: target block size in degrees""" image_ranges = [] nimages = scan.get_num_images() osc_range = scan.get_oscillation_range(deg=True) osc_width = abs(osc_range[1] - ...
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def get_grid_dim(x): """ Transforms x into product of two integers :param x: int :return: two ints :src: https://github.com/grishasergei/conviz/blob/master/utils.py """ factors = prime_powers(x) if len(factors) % 2 == 0: i = int(len(factors) / 2) return factors[i], factor...
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import uuid def generate_client_token_by_uuid(): """ The default method to generate the random string for client_token if the optional parameter client_token is not specified by the user. :return: :rtype string """ return str(uuid.uuid4())
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def get_geonames_remote_file(scope: str = "allCountries") -> TextIOWrapper: """ retrieve zip file from https://download.geonames.org/export/dump/ :param scope: ISO-3166 alpha2 country abbreviation, e.g. `FR` or `allCountries` """ zip_file = download_zip_file(PLACE_DATA_URL.format(scope=scope)) ...
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def solve_tactical_problem(lVehDataFormat): """ Create a dictionary indicating the trigger time as a key """ SAFETY = 0 # Put on 0 for flow maximization # Find Xm, Tm lArrivalTimes = [(-x['abs']/x['vit'], x['id'], 0.0, float(x['ti'])-x['abs...
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from pathlib import Path def read_list_file(filename: str, list_type: str, dir_features: Path) -> DataFrame: """ Parameters ---------- filename Returns ------- """ # read in probe list (table) df = pd.read_csv(filename) if list_type == "probes": # add column for file...
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def project_mean_velocity(vmean, position): """ Project vmean at `position` and get predicted proper motions vmean : quantity (v_x, v_y, v_z) in cartesian equatorial coordinates, km/s position : Returns (pmra, pmdec) in units of mas/yr """ if isinstance(position, pd.DataFrame): ...
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import random def _randbytes(n: int) -> bytes: """Polyfill for random.randbytes in Python < 3.9""" return bytes(random.choices(range(256), k=n))
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def histogram_stack(*histograms): """Creates a THStack object with a unique identifier from the specified histograms. This method is useful due to THStack freaking out if a new THStack is created with the same name. Args: histograms: Each argument of this function after plot may be a singl...
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def duel(Player, CPU): """ flag = 0 --> HAI PERSO flag = 1 --> PAREGGIO flag = 2 --> HAI VINTO """ flag = 0 # Initialize the flag if(CPU.cpu == Player.p_value): flag = 1 else: if(CPU.cpu == "sasso"): if(Player.p_value == "carta"): flag = 2 if(Pla...
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def avg(arr): """Count average.""" return sum(arr) / float(len(arr))
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def users(username): """Generate the webpage that displays the user posts""" db = COMP249Db() uname = session_user(db) # retrieve user session information from the database loginString = "" private = "#private" # string that makes the post private list = interface.post_list(db, usernick=username...
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def convert_to_camel(data): """ Convert snake case (foo_bar_bat) to camel case (fooBarBat). This is not pythonic, but needed for certain situations """ components = data.split('_') return components[0] + "".join(x.title() for x in components[1:])
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def createAugmentedData(training_data, training_labels): """ This is creates the augmented data. Args: training_data(numpy arrays): This is the numpy array of the training data. training_labels(numpy arrays): This is the numpy array of the training labels. Returns: complete_t...
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def add_player(nickname) -> PlayerHuman: """Add human player to game. This function adds human player(s) to the game by taking the chosen nickname for the player and returning a Playerhuman instance with the chosen name. Args: nickname : str Takes nickname of player as argument...
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def low_dword(x: IntVar) -> UInt32: """Implementation for `LODWORD`.""" return dword_n(x, low_ind(x, UInt32))
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def total_review_average(obj, normalize_to=1): """Returns the average for all reviews of the given object.""" ctype = ContentType.objects.get_for_model(obj) total_average = 0 reviews = models.Review.objects.filter( content_type=ctype, object_id=obj.id) for review in reviews: total_av...
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import typing async def create_serial_slave(modbus_type: common.ModbusType, port: str, read_cb: typing.Optional[ReadCb] = None, write_cb: typing.Optional[WriteCb] = None, write_mask_cb: typing.Optio...
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import struct def create_pedal_command_msg(accelCommand, enable, idx, pedalcan): """Create GAS_COMMAND (0x551) message to comma pedal""" msg_id = 0x551 msg_len = 6 msg = create_string_buffer(msg_len) m1 = 0.050796813 m2 = 0.101593626 d = -22.85856576 if enable == 1: int_accelCo...
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def canonicalize_json(value): """ Decode all bytes in the ``value`` JSON value. This clones the input JSON value, replacing all bytes with the corresponding strings, assuming UTF-8 encoding. """ if isinstance(value, (int, bool)): return value elif isinstance(value, str): ret...
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def diffquery(*queries): """ Factory for relative complement of results for queries A \ B \ ... Or A minus anything matching any of the subsequent queries. """ if len(queries) == 0: raise ValueError('empty query arguments') if len(queries) == 1: return queries[0] return query...
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def from_roi(msg): """ Convert a `sensor_msgs/RegionOfInterest` ROS message into a list with the two corners of the ROI. Parameters ---------- msg: sensor_msgs/RegionOfInterest The ROS message to be converted Returns ------- result: list The resulting list """ t...
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def read_overall_stats(filename): """Reads csv file and returns it as a pandas data frame""" pandas_df = pandas.read_csv(".\\stats\\" + filename, parse_dates=['DATE']) print pandas_df return pandas_df
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def rguard(rel_guard, **kwargs): """ Converts first and only positional argument to a RelGuard object. By using rguard you guarantee that `rel_guard` is a correctly defined relguard function. """ return guard(RelGuard(rel_guard), **kwargs)
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def get_color(fg=None, bg=None, style=None): """ Get the ANSI color based on params :param str|int|tuple fg: Foreground color specification. :param str|int|tuple bg: Background color specification. :param str style: Style names, separated by '+' :returns: ANSI color code :rtype: str """...
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def gcr(i, mu, pi): """Compute the gray code rank of i given the mask mu. Algorithm 4 in [TR]""" r = 0 for k in range(N-1, -1, -1): if bit_component(mu, k): r = (r << 1) | bit_component(i, k) return r
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def plot_loss_landscape(loss_landscape, mode='surface', proc_fn=np.log, clip=(-3,10), elevation=40, angle=45, levels=None, figsize=(10,10), label=False, cmap='viridis', **pyplot_kwds): """Plot the loss landscape as either a surface or contour plot. Use the outputs...
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def get_access_token(): """获取非用户态access_token""" return get_client_access_token()
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from typing import Tuple def l_faces(n1: int, n2: int, xform, dim1: Tuple[float, float, float, float], dim2: Tuple[float, float, float, float]): """ ^y | 0-----5 ^ hall | | | | | | | | | | | | |...
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import numpy as np def get_time_course_for_columns( time_course_data_set, col_indices=None ): """ Pick out a set of columns :param time_course_data_set: :param col_indices: :return: """ if col_indices is None or None in col_indices: return None data = np.ndarray( shape=(len...
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from typing import Tuple def unbalanced_tree(v: np.ndarray, phase_style: str = PhaseStyle.TOP, error_mean_std: Tuple[float, float] = (0., 0.), loss_mean_std: Tuple[float, float] = (0., 0.)): """Linear chain that analyzes a vector :code:`v`. Args: v: Vector unit phase_style...
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def lowPassFilter(imgarray, apix=1.0, bin=1, radius=0.0, msg=True): """ low pass filter image to radius resolution """ if radius is None or radius == 0: if msg is True: apDisplay.printMsg("skipping low pass filter") return(imgarray) sigma=float(radius/apix/float(bin)) return ndimage.gaussian_filter(imgarra...
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def restart_sampler(sample_results, lnprobf, sps, niter, nthreads=1, pool=None): """Restart a sampler from its last position and run it for a specified number of iterations. The sampler chain and the model object should be given in the sample_results dictionary. Note that lnprobfn and ...
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