content
stringlengths
35
762k
sha1
stringlengths
40
40
id
int64
0
3.66M
def login(client, username='', password=''): """ Log a specific user in. :param client: Flask client :param username: The username :type username: str :param password: The password :type password: str :return: Flask response """ user = dict(login=username, password=password) ...
c0a9ac806fc0f1b55ebc76f5f50aa4b8e71436c4
7,100
def func(x, params): """The GNFW radial profile. Args: x (:obj:`np.ndarray`): Radial coordinate. params (:obj:`dict`): Dictionary with keys `alpha`, `beta`, `gamma`, `c500`, and `P0` that defines the GNFW profile shape. Returns: Profile (1d :obj:`np.ndarray`). ...
a7510bdcc7e5938ece6d888620372f95d013a114
7,101
def get_double_image_blob(roidb): """Builds an input blob from the images in the roidb at the specified scales. """ num_images = len(roidb) # Sample random scales to use for each image in this batch scale_inds = np.random.randint( 0, high=len(cfg.TRAIN.SCALES), size=num_images) proce...
85c3ff54df587f5e801edc3e8a68dd804106da68
7,102
def _readFromSettings(self, key): """Loads the settings object associated with the program and returns the value at the key.""" COMPANY, APPNAME, _ = SELMAGUISettings.getInfo() COMPANY = COMPANY.split()[0] APPNAME = APPNAME.split()[0] settings = QtCore.QSettings(COM...
a96b7b14789bb848fe288e419b1b9ff8c9b35db8
7,103
import os def run_overlay_resources_score_motifs(normal_expression_per_tissue_origin_per_TF, matching_cell_name_representative_dict, motifTFName_TFNames_matches_dict, cells_assays_dict, cell_tfs, tf_cells, assay_cells_datatypes, header): ...
aba77b326b0846a8d32b0c215c7722f278af4aaf
7,104
import os def history_directory(repo_loc: str) -> str: """Retrieve the directory containing job logs for the specified repository Parameters ---------- repo_loc : str FAIR-CLI repository path Returns ------- str location of the job logs directory """ return os.pat...
b70806c6f6446489b31e3fb1eb12393c03c2ddef
7,105
import logging def is_statu(search_data): """ 判断是否有参数,且为正常还是停用 :param search_data: :return: """ logging.info('is_statu') if search_data: if search_data == '正常': return '1' elif search_data == '停用': return '0' else: return search_d...
b9bcc643f2bb73fd692017cf5ff1dee23d528a8f
7,106
def get_mysql_exception(errno, msg, sqlstate=None): """Get the exception matching the MySQL error This function will return an exception based on the SQLState. The given message will be passed on in the returned exception. The exception returned can be customized using the mysql.connector.cust...
4ce4ae51a9a87b2a303aca4de5ac238fc6adf115
7,107
import os def clear_pkt_loss(): """ :return: """ pkt_loss_file_path = os.path.join(os.getcwd(), 'pkt_loss.yaml') if os.path.isfile(pkt_loss_file_path): os.remove(pkt_loss_file_path) return pkt_loss_file_path
0437b0aa910e8135409b54b890e1807208ef153e
7,108
from typing import List def get_image_resize_transform_steps(config, dataset) -> List: """ Resizes the image to a slightly larger square. """ assert dataset.original_resolution is not None assert config.resize_scale is not None scaled_resolution = tuple( int(res * config.resize_scale) ...
d3c1ddd5a072efc853cc7967b70f2e98011d31a4
7,109
def get_page_title(page_src, meta_data): """Returns the title of the page. The title in the meta data section will take precedence over the H1 markdown title if both are provided.""" return ( meta_data['title'] if 'title' in meta_data and isinstance(meta_data['title'], str) else get_...
e9fc19f9bc1d615c2ba8b4210f9be5212c282e53
7,110
import argparse def get_args(): """引数解析 Returns: argparse.Namespace: 引数情報 """ parser = argparse.ArgumentParser( prog="app.py", usage="realtime or audio file", description="detect music change point.", add_help=True ) parser.add_argument( "--cfg...
ee63f4043524bbe393d17f0a25a687540d209faa
7,111
def make_3dplot(fname_inp, fname_fig, clim=[None,None], vnames=[], data_processor=None, verbose='debug', **kws): """ make 3D plot with a radial and longitudinal cuts """ logger.setLevel(getattr(logging, verbose.upper())) assert len(vnames)>0, ' [-] We need names in vnames!\n' # we'll obtain: ...
29a97a4cbb191f2fb617652701add4dd90d7ba29
7,112
def saveReplayBuffer(): """ Flush and save the contents of the Replay Buffer to disk. This is basically the same as triggering the "Save Replay Buffer" hotkey. Will return an `error` if the Replay Buffer is not active. """ return __createJSON("SaveReplayBuffer", {})
4be684acb7751ee6c78825a3e8c702db1b5d18f2
7,113
import base64 import json def view_or_basicauth(view, request, test_func, realm = "", *args, **kwargs): """ This is a helper function used by both 'logged_in_or_basicauth' and 'has_perm_or_basicauth' that does the nitty of determining if they are already logged in or if they have provided proper http-...
e3bca2ba1f0bf2a82105e7a530bb0ce05f324898
7,114
def _subtract_background_one_line(data_line, e_off, e_lin, e_quad, width): """ Subtract background from spectra in a single line of the image Parameters ---------- data_line : ndarray spectra for one line of an image, size NxM, N-the number of pixels in the line, M - the number of ...
10c9928b1e9d576e404ee82a028394381963472f
7,115
def clean_principals_output(sql_result, username, shell=False): """ Transform sql principals into readable one """ if not sql_result: if shell: return username return [username] if shell: return sql_result return sql_result.split(',')
313d04aef55c7fd689605a19d22c801123624a51
7,116
def matchesType(value, expected): """ Returns boolean for whether the given value matches the given type. Supports all basic JSON supported value types: primitive, integer/int, float, number/num, string/str, boolean/bool, dict/map, array/list, ... """ result = type(value) expected = expecte...
24949f01a1bc3ae63a120d91549ae06ba52298a8
7,117
def csv_logging(record): """generate output in csv format""" csv_record = ('{ts},{si},{di},{sp},{dp},{t},"{p}",{h},{v},"{ha}",' '"{k}","{e}","{m}","{c}"') if 'hassh' in record: hasshType = 'client' kexAlgs = record['ckex'] encAlgs = record['ceacts'] macAlgs ...
53fdbc8e634162199cec94d7cb1a7b737f08310f
7,118
import regex import re def harvest_outfile_pass(outtext): """Function to read NWChem output file *outtext* and parse important quantum chemical information from it in """ psivar = PreservingDict() psivar_coord = None psivar_grad = None version = "" module = None error = "" # TODO...
5caeb239f7ed51f5284c5c2b7813bdafb34da20c
7,119
import os def create_denoising_dataset(epi_path,log_path,acqtimes_path,rot_dir=-1, interactive=True, img_dir=None, slice_indices=None, inner_mask_level=.004): """Generates masks and timeseries for analysis. Parameters ---------- epi_path : str Path to the phantom data. log_path : str ...
fca174693832f36d9e2587ddb1b53d69ab753371
7,120
import itertools from typing import Counter def get_top_words(keywords): """ Orders the topics from most common to least common for displaying. """ keywords = itertools.chain.from_iterable(map(str.split, keywords)) top_words = list(Counter(keywords)) return top_words
307a5a0e0e900e411097a84d19daf0ca7187c9bc
7,121
import sys def is_mac(): """ Check if mac os >>> print(is_mac()) True or False Returns ------- bool: bool True or False. """ if sys.platform == 'darwin': return True return False
d6f6dabaafe19fd2c92945a1e132b9f10852ec9a
7,122
import os def login(i): """ Input: { (sudo) - if 'yes', add sudo } Output: { return - return code = 0, if successful > 0, if error (error) - error text if return > 0 } """ s...
2272134b81ee330ef56a36158886369ae7496ade
7,123
def obj_prop(*args, **kwargs): """ Build an object property wrapper. If no arguments (or a single ``None`` argument) are suppled, return a dummy property. If one argument is supplied, return :class:`AttrObjectProperty` for a property with a given name. Otherwise, return :class:`MethodObjectProp...
9b2e7e28c7b68cafdcd39a447a5dcb15c493e399
7,124
def CreateDataObject(**kwargs): """ Creates a new Data Object by issuing an identifier if it is not provided. :param kwargs: :return: """ # TODO Safely create body = kwargs['body']['data_object'] doc = create(body, 'data_objects') return({"data_object_id": doc['id']}, 200)
a0c6845457f097769295b0d3d3694a6df544f2a9
7,125
from typing import Iterable def _check_name(name: str, invars: Iterable[str]) -> str: """Check if count is valid""" if name is None: name = _n_name(invars) if name != "n": logger.warning( "Storing counts in `%s`, as `n` already present in input. " '...
1dd4fce937e9a48a64147b9c4a03f713e7f7c433
7,126
def get_documents(corpus_tag): """ Returns a list of documents with a particular corpus tag """ values = db.select(""" SELECT doc_id FROM document_tag WHERE tag=%(tag)s ORDER BY doc_id """, tag=corpus_tag) return [x.doc_id for x in values]
933dd00e76475fbd14e4cd8b3dff9e918d98ff46
7,127
def draw_with_indeces(settings): """ Drawing function that displays the input smiles string with all atom indeces """ m = Chem.MolFromSmiles(settings['SMILESSTRING']) dm = Draw.PrepareMolForDrawing(m) d2d = Draw.MolDraw2DSVG(350,350) opts = d2d.drawOptions() for i in range(m.GetNumAtoms(...
b32b7031e97c264630e0cf6024c60b7eb87c6ff9
7,128
from app.extensions.celerybackend import models from app.extensions.logger.models import Log from app.modules.auth.models import User from app.utils import local def get_main_page_info(): """获取首页统计信息 :return info: Dict 统计信息 """ task_cnt = models.Tasks.objects(time_start_...
5a8c67dcafd0f822102f89195726cb7648b136fb
7,129
def get_tablenames(cur): """ Conveinience: """ cur.execute("SELECT name FROM sqlite_master WHERE type='table'") tablename_list_ = cur.fetchall() tablename_list = [str(tablename[0]) for tablename in tablename_list_ ] return tablename_list
311335c38d9ea19396da3292513e3e1d7bd5caf0
7,130
import urllib def reverse_geocode(userCoords): """ Returns the city, state (or equivalent administrative region), and country that the specified point is in userCoords is a tuple: (latitude, longitude) """ lat, lng = userCoords latlng = "{0},{1}".format(lat, lng) data = urllib.parse.ur...
b38d9585033c012ea6a90a14f2f321a538b42e86
7,131
def match_red_baselines(model, model_antpos, data, data_antpos, tol=1.0, verbose=True): """ Match unique model baseline keys to unique data baseline keys based on positional redundancy. Ideally, both model and data contain only unique baselines, in which case there is a one-to-one mapping. If model con...
83c7d5cc371593ad694fa81e56be6e1034bd693f
7,132
def _choose_random_genes(individual): """ Selects two separate genes from individual. Args: individual (np.array): Genotype of individual. Returns: gene1, gene2 (tuple): Genes separated by at least another gene. """ gene1, gene2 = np.sort(np.random.choice(len(individual), size=...
08555dd3b3f1a04bbd93290fb9c60c37acc3583b
7,133
import types def incomplete_sample_detection(device_name): """Introspect whether a device has 'incomplete sample detection', described here: www.ni.com/documentation/en/ni-daqmx/latest/devconsid/incompletesampledetection/ The result is determined empirically by outputting a pulse on one counter and ...
52fac104ba408273c7876de0c37a62bc6548b7b6
7,134
def diag_numba(A, b): """ Fill matrix A with a diagonal represented by vector b. Parameters ---------- A : array Base matrix. b : array Diagonal vector to fill with. Returns ------- array Matrix A with diagonal filled. """ for i in range(b.shape[0]): ...
7eb722eaea9e932c7e7d0f3c52b40d224c7152cc
7,135
def get_symminfo(newsymms: dict) -> str: """ Adds text about the symmetry generators used in order to add symmetry generated atoms. """ line = 'Symmetry transformations used to generate equivalent atoms:\n' nitems = len(newsymms) n = 0 for key, value in newsymms.items(): sep = ';' ...
2b3fdeebac85ea3329839406e611ba051f45ddce
7,136
import random def get_random_sequences( self, n=10, length=200, chroms=None, max_n=0.1, outtype="list" # noqa ): """ Return random genomic sequences. Parameters ---------- n : int , optional Number of sequences to return. length : int , optional Length of sequences to re...
ac6c33de8d333b3998d5e1b4d20dd2780745f9db
7,137
def get_sampleentropy(data): """Sample entropy, using antropy.sample_entropy, in the ML and AP directions. """ x, y = np.array(data[4]), np.array(data[5]) sample_entropy_ML = ant.sample_entropy(x) sample_entropy_AP = ant.sample_entropy(y) return sample_entropy_ML, sample_entropy_AP
d69d86de426bf4c7c9110d71a1a3c386a1d042d8
7,138
def from_json(filename, columns=None, process_func=None): """Read data from a json file Args: filename: path to a json file columns (list, optional): list of columns to keep. All columns are kept by default process_func (function, optional): A callable object that you can pass to proces...
489603ff61c0a5aaa5012770d7c7649141002027
7,139
def render_content(tab): """ This function displays tabs based on user selection of tab """ if tab == 'tab-2': return filter_based_recommendation.TAB2_LAYOUT return choice_based_recommendation.CHOICE_BASED_RECOMMENDATION_LAYOUT
085e17b401b52de4b2ff8b11765a798586832cf8
7,140
import requests def course(name, reviews = False): """ Get a course. Parameters ---------- name: string The name of the course. reviews: bool, optional Whether to also return reviews for the course, specifically reviews for professors that taught the course and have th...
969c2a94ecf1bfad227279ba3475772a45939848
7,141
def task(weight=1): """ Used as a convenience decorator to be able to declare tasks for a TaskSet inline in the class. Example:: class ForumPage(TaskSet): @task(100) def read_thread(self): pass @task(7) def create_thr...
9a5af6cb9dabe73a5c08c8938b438b74881f9f26
7,142
from datetime import datetime def generate_age(issue_time): """Generate a age parameter for MAC authentication draft 00.""" td = datetime.datetime.now() - issue_time age = (td.microseconds + (td.seconds + td.days * 24 * 3600) * 10**6) / 10**6 return unicode_type(age)
3164ee1422b5eafd56dee0b0e73183fc64d14597
7,143
def _bqm_from_1sat(constraint): """create a bqm for a constraint with only one variable bqm will have exactly classical gap 2. """ configurations = constraint.configurations num_configurations = len(configurations) bqm = dimod.BinaryQuadraticModel.empty(dimod.SPIN) if num_configurations =...
149967077070e71eae66dc5521dfbae479645eda
7,144
import paramiko import traceback import traceback def _ssh(server): """ SSH into a Server """ remote_user = server.remote_user private_key = server.private_key if not private_key or not remote_user: if remote_user: return {"result": "Critical. Missing Private Key", ...
e54e72c8c4bff8deeac0e29a57393860954b299c
7,145
from typing import Dict from typing import List from typing import Any from typing import Tuple def _create_group_codes_and_info( states: pd.DataFrame, assort_bys: Dict[str, List[str]], contact_models: Dict[str, Dict[str, Any]], ) -> Tuple[pd.DataFrame, Dict[str, Dict[str, Any]]]: """Create group code...
6acac718aa639e9584dbc5d7cb7d601731aa674e
7,146
def quiver_plotter(X, Y, Z, plot_range=None, mes_unit='', title='', x_label=r'$x$', y_label=r'$y$', show_plot=True, dark=False): """ Generates a plot of some vector fields. Parameters ---------- X : numpy.ndarray Matrix with values for the first axis on all the rows. Y : numpy.ndarray ...
55a0c5768ce2827c851abf468030824ee9a1411e
7,147
def get_attr(item, name, default=None): """ similar to getattr and get but will test for class or dict :param item: :param name: :param default: :return: """ try: val = item[name] except (KeyError, TypeError): try: val = getattr(item, name) except...
0c68c7e54ef901e18a49d327188f29f72f54da01
7,148
def float2(val, min_repeat=6): """Increase number of decimal places of a repeating decimal. e.g. 34.111111 -> 34.1111111111111111""" repeat = 0 lc = "" for i in range(len(val)): c = val[i] if c == lc: repeat += 1 if repeat == min_repeat: return float(val[:i+1] + c * 10) else...
07fc521e877387242a1e6cf951a6d5cbdc925aaf
7,149
def load_array_meta(loader, filename, index): """ Load the meta-data data associated with an array from the specified index within a file. """ return loader(filename, index)
e53ed1d795edf2285b3eca333a7650a378c26b9a
7,150
def viterbi_value(theta: np.ndarray, operator: str = 'hardmax') \ -> float: """ Viterbi operator. :param theta: _numpy.ndarray, shape = (T, S, S), Holds the potentials of the linear chain CRF :param operator: str in {'hardmax', 'softmax', 'sparsemax'}, Smoothed max-operator ...
7b1c37143c05f400cc910e07c97e51d4d3788ca9
7,151
def pack32(n): """Convert a Python int to a packed signed long (4 bytes).""" return pack('<i', n)
0caebee4af80c4defb75ed8512cb2d5d13cd7ede
7,152
def run_rollout( policy, env, horizon, use_goals=False, render=False, video_writer=None, video_skip=5, terminate_on_success=False, ): """ Runs a rollout in an environment with the current network parameters. Args: policy (Rollout...
52324d72a80aea83b667faa08e6e95c561311ee5
7,153
from typing import Union from typing import Type from typing import List from typing import Optional from typing import Dict from typing import Any from typing import cast def create_test_client( route_handlers: Union[ Union[Type[Controller], BaseRouteHandler, Router, AnyCallable], List[Union[Type...
f110972c735e9ad81eca1f267651e97732d6e37c
7,154
def queue_tabnav(context): """Returns tuple of tab navigation for the queue pages. Each tuple contains three elements: (tab_code, page_url, tab_text) """ counts = context['queue_counts'] request = context['request'] listed = not context.get('unlisted') if listed: tabnav = [('nomina...
6f3777ce46f09a6946ba66755a3ae27eda126da5
7,155
def _plot_feature_correlations(ax, correlation_matrix, cmap="coolwarm", annot=True, fmt=".2f", linewidths=.05): """ Creates a heatmap plot of the feature correlations Args: :ax: the axes object to add the plot to :correlation_matrix: the feature correlations :cmap: the color map ...
c7835c743552eec6beb3441bc324c2192d4db9d7
7,156
import tempfile import copy def graphviz_visualization(activities_count, dfg, image_format="png", measure="frequency", max_no_of_edges_in_diagram=100000, start_activities=None, end_activities=None, soj_time=None, font_size="12", bgcolo...
f04bd9e0f076887072805f57d260310f309547fd
7,157
from scipy.interpolate import RegularGridInterpolator def sig_io_func(p, ca, sv): # The method input gives control over how the Nafion conductivity is # calculated. Options are 'lam' for laminar in which an interpolation is # done using data from [1], 'bulk' for treating the thin Nafion shells the #...
3a51f6899d9d8792378d0870fa56f15172e1d6cc
7,158
def srwl_opt_setup_cyl_fiber(_foc_plane, _delta_ext, _delta_core, _atten_len_ext, _atten_len_core, _diam_ext, _diam_core, _xc, _yc): """ Setup Transmission type Optical Element which simulates Cylindrical Fiber :param _foc_plane: plane of focusing: 1- horizontal (i.e. fiber is parallel to vertical axis), 2-...
45cd80cc3dee7e9ab61311e7bbc574722feadb49
7,159
from enum import Enum def __create_menu_elements() -> Enum: """Create Menu Elements. :return: Menu elements as an enum in the format KEY_WORD -> Vales(char, KeyWord) """ menu_keys = ["MAIN_MENU", "PROFILE", "CLEAN_TIME", "READINGS", "PRAYERS", "DAILY_REFLECTION", "JUST_FOR_TODAY", "L...
4407da506b681b124975827d94471e58089452a5
7,160
import math def solve(coordinates): """ 알고리즘 풀이 함수 : 두 점의 최단거리를 구해주는 함수 :param coordinates: 좌표들 :return: 두 점의 최단거리 """ n = len(coordinates) x_coordinates = [coordinate[0] for coordinate in coordinates] y_coordinates = [coordinate[1] for coordinate in coordinates] middle_point = (su...
fc6594e45537cf07bac870b6f932b00dd59d57bd
7,161
def get_cache_key(account, container=None, obj=None): """ Get the keys for both memcache and env['swift.infocache'] (cache_key) where info about accounts, containers, and objects is cached :param account: The name of the account :param container: The name of the container (or None if account) :...
d46270d33fcbaecc0bf1886965ac1b1771a3fc8d
7,162
import os def dir_plus_file(fname): """Splits pathnames into the dirname plus the filename.""" return os.path.split(fname)
b83777aa6897e7ed1af73b187b28626fa174ac14
7,163
def arctan(x): """Returns arctan(x)""" if type(x) in (float,_numpy._numpy.float64): x = _numpy._numpy.array([x]) a = abs(x) r = arctan_1px( a - 1. ) f = arctan_series( a ) eps = _numpy._numpy.finfo(1.).eps g = arctan_series( 1. / maximum( 0.125, a ) ) g = 0.5 * _numpy._numpy.pi - g j...
6bb5f45115abd34bc7ba7892fac28eb397a131f6
7,164
def uniform_dist(low, high): """Return a random variable uniformly distributed between `low` and `high`. """ return sp_uniform(low, high - low)
e4520ee4a5a44c33fe565788b4d576a35f4c3430
7,165
import re from typing import MutableMapping def flatten(dictionary, parent_key=False, separator='_'): """ Turn a nested dictionary into a flattened dictionary :param dictionary: The dictionary to flatten :param parent_key: The string to prepend to dictionary's keys :param separator: The string use...
45131797a602c4fcb9f40f275d755c068b1baa83
7,166
def format_sec_to_hms(sec): """Format seconds to hours, minutes, seconds. Args: sec: float or int Number of seconds in a period of time Returns: str Period of time represented as a string on the form ``0d\:00h\:00m``. """ rem_int, s_int = divmod(int(sec), 60) h_int, m_int,...
aa2cc5d6584cdebf4d37292435ecd46bb6adc4a4
7,167
def one_hot_encode(data): """turns data into onehot encoding Args: data (np.array): (n_samples,) Returns: np.array: shape (n_samples, n_classes) """ n_classes = np.unique(data).shape[0] onehot = np.zeros((data.shape[0], n_classes)) for i, val in enumerate(data.astyp...
58602ffa7d5964bfbb4b8457f698aad800cb3298
7,168
def is_number(input_str): """Check if input_str is a string number Args: input_str (str): input string Returns: bool: True if input_str can be parse to a number (float) """ try: float(input_str) return True except ValueError: return False
d22fe852a15e3d926cffb36ea3d8a235592ea62a
7,169
def impute_between(coordinate_a, coordinate_b, freq): """ Args: coordinate_a: coordinate_b: freq: Returns: """ metrics = discrete_velocity(coordinate_a, coordinate_b) b, d, sec = metrics['binning'], metrics['displacement'], metrics['time_delta'] if b != 'stationar...
208729df0bd701302103a30e01e0cbdc5208f118
7,170
def seq(fr,to,by): """An analogous function to 'seq' in R Parameters: 1. fr: from 2. to: to 3. by: by (interval) """ if fr<to: return range(fr,to+abs(by),abs(by)) elif fr>to: if by>0: aseq = range(fr,to-by,-1*by) else: aseq = range(fr,...
39b7878f81e93c137eed1e435e438b1645b09f9f
7,171
def _get_config_from_context(ctx): """ :param ctx: :return: :rtype: semi.config.configuration.Configuration """ return ctx.obj["config"]
c085f69fd87ad5f72c8453e6f01771d943b2c481
7,172
def _invert_options(matrix=None, sparse=None): """Returns |invert_options| (with default values) for a given |NumPy| matrix. See :func:`sparse_options` for documentation of all possible options for sparse matrices. Parameters ---------- matrix The matrix for which to return the options...
0625b86038c29dbf0e6db4e87b9e76de05bce426
7,173
from typing import AnyStr import os def directory_is_empty(path: AnyStr) -> bool: """ :param path: a directory path :return: True if directory is empty, False otherwise """ return not any(os.scandir(path))
906011bcffe994f34382d54171190c864e72ee6b
7,174
def get_Carrot_scramble(n=70): """ Gets a Carrot-notation scramble of length `n` for a Megaminx. Defaults to csTimer's default length of 70. """ return _UTIL_SCRAMBLER.call("util_scramble.getMegaminxCarrotScramble", n).replace('\n','').replace(' ',' ').replace(' ',' ')
8155294b86f9d5cbe756f7476afb952446603d8c
7,175
def convex_env_train(Xs, Ys): """ Identify the convex envelope on the set of models from the train set. """ # Sort the list in either ascending or descending order of the # items values in Xs key_X_pairs = sorted(Xs.items(), key=lambda x: x[1], reverse=False) # this...
e9a9dd4a56bddd01ae1e071003ea8412b075b9de
7,176
def randthresh(Y,K,p=np.inf,stop=False,verbose=False,varwind=False,knownull=True): """ Wrapper for random threshold functions (without connexity constraints) In: Y (n,) Observations K <int> Some positive integer (lower bound on the number of null hypotheses) p ...
d42a9c4ddd27c3ad462d6a447b779db700a58976
7,177
import gc def referrednested(func, recurse=True): #XXX: return dict of {__name__: obj} ? """get functions defined inside of func (e.g. inner functions in a closure) NOTE: results may differ if the function has been executed or not. If len(nestedcode(func)) > len(referrednested(func)), try calling func()....
357fde8030423690a5ae2f8ebcf42c7e86337d2a
7,178
from typing import Dict from typing import Any from typing import Tuple def format_organizations_output(response: Dict[str, Any], page_number: int, limit: int) -> Tuple[list, int]: """ Formatting list organizations command outputs. Args: response (Dict[str,Any): The response from the API call. ...
6eee18e58fd8b6fdba50f995df060689bdb63ef2
7,179
def which_db_version(cursor): """ Return version of DB schema as string. Return '5', if iOS 5. Return '6', if iOS 6 or iOS 7. """ query = "select count(*) from sqlite_master where name = 'handle'" cursor.execute(query) count = cursor.fetchone()[0] if count == 1: db_version ...
07b1dbcea3fb4bf65bba5c578257440d39b6784c
7,180
async def get_number_of_images_from_category(category : str): """ TODO docstring Get number of images in category """ categories_query = CATEGORIES_DB.search(where('category') == category) if not categories_query: return {"number_of_images": 0} return {"number_of_images": len...
73613ef2abaa2ccd5104d569d88b3e3476183610
7,181
def gaussian_total_correlation(cov): """Computes the total correlation of a Gaussian with covariance matrix cov. We use that the total correlation is the KL divergence between the Gaussian and the product of its marginals. By design, the means of these two Gaussians are zero and the covariance matrix of...
93b52d075cba08c58067f7e2c6b76e8c5b06fa76
7,182
def S3list(s3bucket, fdate, instrm, network='OKLMA'): """ get list of files in a s3 bucket for a specific fdate and instrument (prefix) fdate: e.g. '2017-05-17' instrm: e.g. 'GLM' """ prefix = {'GLM': 'fieldcampaign/goesrplt/GLM/data/L2/' + fdate + '/OR_GLM-L2-LCFA_G16', 'LIS': 'fi...
afe77daf5b78545ae89a555064511c3be19947f0
7,183
def formatted_karma(user, activity): """ Performs a karma check for the user and returns a String that's already formatted exactly like the usual response of the bot. :param user: The user the karma check will be performed for. :return: A conveniently formatted karma check response. """ resp...
fa130f6bd64763200ed76a9284f9e83c686b7fb7
7,184
import collections def extras_features(*features): """ Decorator used to register extras provided features to a model """ def wrapper(model_class): # Initialize the model_features store if not already defined if "model_features" not in registry: registry["model_features"] ...
03ff8f6fe9d020b55f416468cceacf0f163ec102
7,185
def setFeedMoleFraction(H2COxRatio, CO2COxRatio): """ set inlet feed mole fraction """ # feed properties # H2/COx ratio # H2COxRatio = 2.0 # CO2/CO ratio # CO2COxRatio = 0.8 # mole fraction y0_H2O = 0.00001 y0_CH3OH = 0.00001 y0_DME = 0.00001 # total molar fractio...
82d368cd84a06a29663aee4c04a0505dba7536bb
7,186
def format(message, *args, **kwargs): """Shortcut for :class:`tossi.Formatter.format` of the default registry. """ return formatter.vformat(message, args, kwargs)
9d32c6a7497ffaa9b0da592f2c5ad828f22cf294
7,187
from django.http.request import QueryDict def reverse_url(url_name,id,request): """ 编辑标签返回当前页 :param url_name: :param id: :param request: :return: """ path = request.get_full_path() query_dict_obj = QueryDict(mutable=True) query_dict_obj['next'] = path encode_url = query_dict_obj.urlencode() prefix_path...
3453fed5717c2d3a335554e0b02965be8b3c04d0
7,188
from typing import Dict from typing import List def add_default_to_data(data: Dict[str, object], schema: SchemaDictType) -> Dict[str, object]: """Adds the default values present in the schema to the required fields if the values are not provided in the data """ # add non as defaults to the field ...
58b460eebb675457ed7832b4e211b72e2b018d03
7,189
import re def repeating_chars(text: str, *, chars: str, maxn: int = 1) -> str: """Normalize repeating characters in `text`. Truncating their number of consecutive repetitions to `maxn`. Duplicates Textacy's `utils.normalize_repeating_chars`. Args: text (str): The text to normalize. c...
9dc326947a900d3531dcd59bf51d5c3396a42fea
7,190
import io import csv def export_data_csv(): """ Build a CSV file with the Order data from the database :return: The CSV file in StringIO """ result = query_order.get_all_orders() output = io.StringIO() writer = csv.writer(output) line = ['Numéro de commande', 'Date', 'Montant total', '...
5839542a1ef366a63850d04909080b8bca8d4714
7,191
import re def findurls(s): """Use a regex to pull URLs from a message""" regex = r"(?i)\b(((https?|ftp|smtp):\/\/)?(www.)?[a-zA-Z0-9_.-]+\.[a-zA-Z0-9_.-]+(\/[a-zA-Z0-9#]+\/?)*\/*)" url = re.findall(regex,s) return [x[0] for x in url]
801947e893a23a4e440c8e5fc838d6aa89671e0c
7,192
def collide_rect(left, right): """collision detection between two sprites, using rects. pygame.sprite.collide_rect(left, right): return bool Tests for collision between two sprites. Uses the pygame.Rect colliderect function to calculate the collision. It is intended to be passed as a collided call...
2111b4d6298cc435d61e12f301d5373cc07c54ff
7,193
import six import os def expand_envvars(d): """ Recursively convert lookup that look like environment vars in a dict This function things that environmental variables are values that begin with `$` and are evaluated with :func:`os.path.expandvars`. No exception will be raised if an environment variab...
dd587364a17d189b3d7751458fb82cf978a61ca0
7,194
from typing import Callable def get_minhash( doc: str, normalization_func: Callable, split_method: str, ngram_size: int, ngram_stride: int, num_minhashes: int, random_seed: int, ) -> LeanMinHash: """Returns a minhash fingerprint for the given document. Args: doc (str): ...
7f9340885a8ec3b9eba85f627550ed9d8f2df6c1
7,195
import re def tokenize(text): """ Function: tokenize: This function splits text into words and return the root form of the words Args: text(str): the message Return: lemm(list of str): a list of the root form of the message words """ # Normalizing text (a-zA-Z0-9 ma...
4ee5cf7bad56f565c211824b1a5838d732cbeab5
7,196
import pickle def displayRandomForest(): """Run displayRandomForest""" executionStartTime = int(time.time()) # status and message success = True message = "ok" plotUrl = '' dataUrl = '' # get model1, var1, pres1, model2, var2, pres2, start time, end time, lon1, lon2, lat1, lat2, nSamp...
a77cce60947d553a870f636fcfc8e3b282b69eea
7,197
def get_reports(request): """ Get a list of all :model:`reporting.Report` entries associated with an individual :model:`users.User` via :model:`rolodex.Project` and :model:`rolodex.ProjectAssignment`. """ active_reports = [] active_projects = ( ProjectAssignment.objects.select_relate...
dc622daf0303e6137a36962db45655de1c43deb2
7,198
import json def create_response(key, value): """Return generic AWS Lamba proxy response object format.""" return { "statusCode": 200, "headers": {"Content-Type": "application/json"}, "body": json.dumps({key: value}) }
9236a9e4504e6fbebe841b8cc6b6ad4602dae463
7,199