content
stringlengths
35
762k
sha1
stringlengths
40
40
id
int64
0
3.66M
import math import tqdm def SurfacePlot(Fields,save_plot,as_video=False, Freq=None, W=None, L=None, h=None, Er=None): """Plots 3D surface plot over given theta/phi range in Fields by calculating cartesian coordinate equivalent of spherical form.""" print("Processing SurfacePlot...") fig = plt.figure() ...
23b0c3f8f569d480f3818ed970ea41adce51dacc
29,800
def resource_method_wrapper(method): """ Wrap a 0-ary resource method as a generic renderer backend. >>> @resource_method_wrapper ... def func(resource): ... print repr(resource) >>> action = "abc" >>> resource = "def" >>> func(action, resource) 'd...
e07bd139586a7b80d48c246ea831b39c3183224e
29,801
def rotation_matrix(axis_vector, angle, degrees = True): """ Return the rotation matrix corresponding to a rotation axis and angle For more information, see: https://en.wikipedia.org/wiki/Rotation_matrix#Rotation_matrix_from_axis_and_angle Parameters ---------- axis_vector : 3 x 1 numpy ar...
c48711d2b4d2bb8ca5ac01ee2c51778f4a9525fd
29,802
def select_int(sql, *args): """ 执行一个sql, 返回一个数值 :param sql: :param args: :return: """ d = _select(sql, True, *args) if d == None: raise StandardError('Result is None') if len(d) != 1: raise MultiColumnsError('Expect only one column.') return d.values()[0]
72826727a45cfa902e710371c8bf4bc9fcd07528
29,803
import os import json import logging def create_workflow_from_json( name, access_token, workflow_json=None, workflow_file=None, parameters=None, workflow_engine="yadage", outputs=None, ): """Create a workflow from json specification. :param name: name or UUID of the workflow to be...
a7dd6825fcb7e2b3a7ffa91cedc9ea8b1bb9d933
29,804
import logging import torch def compute_nas_score(any_plain_net, random_structure_str, gpu, args): """ compute net score :param any_plain_net: model class :param random_structure_str (str): model string :param gpu (int): gpu index :param args (list): sys.argv :return score...
6188c88151ca501c22a85cccd65bbc01d99c721f
29,805
def _dict_values_match(*args, **kwargs): """ Matcher that matches a dict where each of they keys match the matcher passed in. Similar to ``MatchesStructure``, but for dictionaries rather than python objects. """ matchers = dict(*args, **kwargs) def extract_val(key): def extract_val...
b463eb1f24117fb1c37793656632931af05f3a7c
29,806
def fib_lista(n): """ Função que retorna uma lista contendo os números da sequência de Fibonacci até o número n. """ lista = [] i, j = 0, 1 while i < n: lista.append(i) i, j = j, i + j return lista
ec307ce80ae70e5fba81d2e26b140f1b86c95619
29,807
import os import re import time import sys def migrate(db_file=None, migrations_dir=None, verbose=False): """Run the migrations. Read all the migrations in the migrations directory, and add them to the migrations table if they are not already there. They are first inserted with the status 'down'. ...
be03cea508c447050c87819b191d8ad64a425574
29,808
import os def _get_json_file(module_path): """ Returns the path of the JSON file for a module, empty if doesn't exitst. """ json_file = '%s.json' % module_path.rsplit('.', 1)[0] if os.path.isfile(module_path) and os.path.isfile(json_file): return json_file else: return ''
4a98fc9358d88817311fc0a09c44b8ea54529d74
29,809
def make_item_accessor(idx): """ Returns a property that mirrors access to the idx-th value of an object. """ @property def attr(self): return self[idx] @attr.setter def attr(self, value): self[idx] = value return attr
7cd1248b3f9402fc9be10d277dee849dc47840c0
29,810
def calc_correlation(data, data2): """ Calculate the correlations between 2 DataFrames(). Parameters: - data: The first dataframe. - data2: The second dataframe. Returns: A Series() object. """ return ( data.corrwith(data2). loc[lambda x: x.notnull()] ...
7f47592a4525efa9db2fba317d095448d5288399
29,811
def boschloo_swap(c1r1: int, c2r1: int, c1r2: int, c2r2: int) -> (int, int, int, int): """ Four contingency tables always give the same pvalue: ['abcd', 'badc', 'cdab', 'dcba'] Compute and save only one version. """ if c1r1 + c1r2 > c2r1 + c2r2: # left > right c1r1, c1r2, c2r1, c2r2 = c2r1...
4da7cccd892dcf03412509c4df79132f8ebd5ad1
29,812
def get_unit_scale(scale60, val30=1): """ Returns a function to be used in the UNIT_SCALE of a descriptor that will change the scale depending on if the 60fps flag is set or not. """ assert 0 not in (val30, scale60), ("60fps scale and default 30fps " + "value m...
36463d8e7d0cf46bce527cf9cefccdcf730b4414
29,813
def sample_ingredient(user,name = 'cinnoan'): """create and return a sample ingredient""" return Ingredient.objects.create(user=user,name=name)
3ccf096e68ed25dc4c35cf2abf68e9139c34b82c
29,814
import six def before(action): """Decorator to execute the given action function *before* the responder. Args: action: A function with a similar signature to a resource responder method, taking (req, resp, params), where params includes values for URI template field names, if any. Hoo...
d385f6b9ab45546cd2c07612528ad487ae5363d9
29,815
def commandLine(Argv): """ Method converting a list of arguments/parameter in a command line format (to include in the execution of a program for exemple). list --> str """ assert type(Argv) is list, "The argument of this method are the arguments to convert in the command line format. (type Lis...
4b27e73fd43ec914f75c22f2482271aafd0848ac
29,816
import sys def select_diff_from_dic(dic, spacegroup_tuples, sample_key='Mat', drop_nan=None): """ Get data frame of selected spacegroup_tuples from dictionary of dictionaries. Creating a pandas data frame with columns of samples and selected space group tuples (energy differnces). Parameters: ...
909acfe66b50202a7853c81a52f41891df5bf616
29,817
def prob(n: int, p: float) -> float: """ Parameters: - n (int): số lần thực hiện phép thử - p (float): xác suất phép thử thành công Returns: - float: xác suất hình học """ pr = p * (1 - p) ** (n - 1) return pr
fca3fab45ec852c8910619889ac19b0753f5b498
29,818
from typing import Mapping import pandas import numpy def to_overall_gpu_process_df(gpu_stats: Mapping) -> DataFrame: """ """ resulta = [] columns = [] for k2, v2 in gpu_stats.items(): device_info = v2["devices"] for device_i in device_info: processes = device_i["processes"...
7fd260b1a0d232f42958d3c073300ad6e7098c2c
29,819
from teospy import liq5_f03 def genliq5(): """Generate liq5_f03 Testers. """ funs = liq5_f03.liq_g args1 = (300.,1e5) fargs = [(der+args1) for der in _DERS2] refs = [-5265.05056073,-393.062597709,0.100345554745e-2,-13.9354762020, 0.275754520492e-6,-0.452067557155e-12] fnames = 'liq...
4051aaa831bcfb74a5e871e1619b982ad06cc859
29,820
import os import logging def retrieve_image(image_dir, message): """Actually change the content of message from video bytes to image bytes""" message_id = get_message_id(message.timestamp, message.topic) message_path = os.path.join(image_dir, message_id) if not os.path.exists(message_path): lo...
b258f7412172bf5a567bdb6142bd0bb711327e4a
29,821
def tridiagonalize_by_lanczos(P, m, k): """ Tridiagonalize matrix by lanczos method Parameters ---------- P : numpy array Target matrix q : numpy array Initial vector k : int Size of the tridiagonal matrix Returns ------- T : numpy array tridiagon...
0becf3801e7e486fd0a59fac95223e4d9ca68957
29,822
def Polygon(xpoints, ypoints, name="", visible=True, strfmt="{:.5f}"): """ Polygon defined by point verticies. Returns --------- :class:`lxml.etree.Element` """ polygon = Element("Polygon", name=str(name), visible=str(visible).lower()) polygon.extend( [ Element("Poin...
f2cd966a0dd536b8134ccaab4a85607e8511c60c
29,823
def fake_index_by_name(name, pattern, timezone='+08:00'): """ generate a fake index name for index template matching ATTENTION: - rollover postfix is not supported in index template pattern - timezone is not supported cause tz is not well supported in python 2.x """ if patter...
b8754ce0086409c75edba8d6bc14b7ca313d56ae
29,824
def map_code(func): """ Map v to an Ontology code """ def mapper(v): if v is None: return v else: return func(str(v)) return mapper
76eb3c6756c983fd73c180b57c1c998a348d32eb
29,825
def install_dvwa(instance, verbose: bool=True): """ Install and configure DVWA web server instance (object): This argmument define the lxc instance. verbose (bool, optional): This argument define if the function prompt some informations during his execution. Default to True. """ if update(instance,...
299bddddc06364abfe34c482fa12932f893a224c
29,826
import json def card_update(handler, delete=False, review=False): """Update or Delete an exisiting Card.""" user_data = get_current_user(handler) if not user_data: return path = handler.request.path route_root = '/api/card/' err_response = '{}' if not path.startswith(route_root) ...
d21ea5d80112459ad75374559bd061d38a12a697
29,827
def get(role_arn, principal_arn, assertion, duration): """Use the assertion to get an AWS STS token using Assume Role with SAML""" # We must use a session with a govcloud region for govcloud accounts if role_arn.split(':')[1] == 'aws-us-gov': session = boto3.session.Session(region_name='us-gov-west-...
f1012c71eff41bffdad6390b9353745b0e07ab0c
29,828
import time def put_keyless(): """ Handle PUT requests for key-less database insertions """ # Check if the PUT request actually carries any data in its body to avoid # storing empty blocks under a key. start = time.clock() data = request.body.getvalue() if not data: return abor...
2270eee778603966536d9fe4c395aaef00b4cd83
29,829
def find_nth(s, x, n): """ find the nth occurence in a string takes string where to search, substring, nth-occurence """ i = -1 for _ in range(n): i = s.find(x, i + len(x)) if i == -1: break return i
b54998db817272ec534e022a9f04ec8d350b08fb
29,830
from typing import Union from typing import Dict from typing import Any def parse_buffer(value: Union[Dict[str, Any], str]) -> str: """Parse value from a buffer data type.""" if isinstance(value, dict): return parse_buffer_from_dict(value) if is_json_string(value): return parse_buffer_fro...
e98cad3020fffdaef5ad71d1f59b89db83e05d03
29,831
def cancel_job(request): # pylint: disable=unused-argument """Handler for `cancel_job/` request.""" if not job_ids: print('No jobs are running, nothing to cancel!') else: job_id = job_ids.popleft() print('CANCELING JOB:', job_id) long_job.cancel(job_id) return django.htt...
365b305b88329cf394f3b7d36c6cd3e02121b5a1
29,832
def LO_solver_multiprocessing(H,N,dis, args,pipe): """ Allows to solve the Hamiltonian using several CPUs. Parameters ---------- H: arr Discretized Lutchyn-Oreg Hamiltonian built with Lutchyn_builder. N: int or arr Number of sites. If it is an ar...
b4738ababdd47a9dc633760dbc3ee7f29744e1e3
29,833
def _clip_grad(clip_type, clip_value, grad): """ Clip gradients. Inputs: clip_type(int): The way to clip, 0 for 'value', 1 for 'norm'. clip_value(float): Specifies how much to clip. grad (tuple[Tensor]): Gradients. Outputs: tuple[Tensor], clipped gradients. """ ...
998003fa6ef24e917af55cdd831034cafceeed74
29,834
def lightness_correlate(A, A_w, c, z): """ Returns the *Lightness* correlate :math:`J`. Parameters ---------- A : numeric or array_like Achromatic response :math:`A` for the stimulus. A_w : numeric or array_like Achromatic response :math:`A_w` for the whitepoint. c : numeric...
2692225728d9621ac427cedafcb18c9fe014d4ac
29,835
import requests def get(url, body=None, cookies=None, auth_data=None): """ This function sends REST API GET request and prints some useful information for debugging. """ result = requests.get(url, cookies=cookies, params=body, auth=auth_data) print('GET request to {0}'.format(url)) prin...
5095857dfa68c08b135abccab7357cc2662a6588
29,836
def fetch_file_from_guest(module, content, vm, username, password, src, dest): """ Use VMWare's filemanager api to fetch a file over http """ result = {'failed': False} tools_status = vm.guest.toolsStatus if tools_status == 'toolsNotInstalled' or tools_status == 'toolsNotRunning': result['fail...
6906573831b9889f82a7015c3a6ba9e82ca1cdea
29,837
def method_wrapper(m): """Generates a method from a `GrpcMethod` definition.""" if m.is_simple: def simple_method(self): """TODO: no docstring!""" return apply_transform( self.__service__, m.output_transform, grpc_call(self.__service__, m, unwrap(...
28fbb9a112e5dcb61be7af9878eb2732b6adf2a6
29,838
def ReadFile(filename): """ description: Read program from file param {*} filename return {*} file """ input_file = open(filename, "r") result = [] while True: line = input_file.readline() if not line: break result.append(line) for line_index in ra...
fd7d7faab401f335579719f6e015bf7b9d82c2e2
29,839
def item_url(item): """Return a Markdown URL for the WCAG item.""" fragment = item["id"].split(":")[1] return url(item["handle"], f"https://www.w3.org/TR/WCAG21/#{fragment}")
d670da65ef794116ae5ccd650f3618e7c6a5dc45
29,840
def gen_nested_prop_getter(val_name, throws, klass): """ generates a nested property getter, it actually returns an _Internal object """ def _internal(self): try: getattr(self, val_name) except AttributeError: setattr(self, val_name, klass()) ...
54f766ae1dfcbc0e491355a4c741ccbadff6d26f
29,841
import numpy import scipy def quad_genz_keister(order, dist, rule=24): """ Genz-Keister quadrature rule. Examples: >>> abscissas, weights = quad_genz_keister( ... order=1, dist=chaospy.Iid(chaospy.Uniform(0, 1), 2)) >>> abscissas.round(2) array([[0.04, 0.04, 0.04, ...
f4d4590f2910ea82e5e824a47be196f82bdd5da3
29,842
def get_maf(variant): """ Gets the MAF (minor allele frequency) tag from the info field for the variant. Args: variant (cyvcf2.Variant) Returns: maf (float): Minor allele frequency """ return variant.INFO.get("MAF")
1d25f577a3cec14b8d05095d320fad6584484718
29,843
import glob def check_channels(file_path_address: str, image_type: str): """Manual verifier to determine which images to further clean or remove. This checks to see if there is a consistent third dimension in each of the images. Paramters: --------- file_path_address: str Address of where...
6d7307dbc103fd74a21e6fbb5193c4aaebc1fd35
29,844
import heapq def break_large_contigs(contigs, break_t, verbose=False): """Break large contigs in half until all contigs are under the size threshold.""" # initialize a heapq of contigs and lengths contig_heapq = [] for ctg in contigs: ctg_len = ctg.end - ctg.start heapq.heappush(contig_heapq, (-...
82b039abd675303def8360acf9814426af50e503
29,845
def create_content(address, owner, content): """ Create a new page with some content. Args: address (str): the new page's absolute address. owner (Account): the owner of the page to be created. content (str): the Markdown content of the first revision. Returns: page (Pa...
229df67cc230d39d7b6d0a129ee91d9a2f0246dd
29,846
def update_op_dims_mapping_by_default_dist_impl(op_dist_attr): """Each operator has a default distributed operator, only allowed to be sharded in batch dimension.""" changed = False op_desc = op_dist_attr.get_owner_op().desc # The following statement will be replaced by a more elegent way if op_desc...
75f226ff4902cd935abadd60b16874929d35883c
29,847
import random import torch def perturb_box(box, min_iou=0.5, sigma_factor=0.1): """ Perturb the input box by adding gaussian noise to the co-ordinates args: box - input box min_iou - minimum IoU overlap between input box and the perturbed box sigma_factor - amount of perturbation, re...
1b1e7cb831d52be0b96b69d68817c678865447d2
29,848
import statistics def coverageCalc(coverageList,minCov): """Function parsing coverageList for :param coverageList: List of pacbam coverage information :param minCov: Int of minimum passing coverage :return: covCount: Int of bases with coverage minCovC...
e20dc1e1f0b6f7e328501afe9921455a705f196a
29,849
def truncate_top_k_2(x, k): """Keep top_k highest values elements for each row of a numpy array Args: x (np.Array): numpy array k (int): number of elements to keep for each row Returns: np.Array: processed array """ s = x.shape # ind = np.argsort(x)[:, : s[1] - k] i...
1e84987b01d4cbab9c97174886c87d88e541f380
29,850
import glob import os import collections def run(): """ read pipeline and do infer """ args = parse_args() # input_ids file list, every file content a tensor[1,128] file_list = glob.glob(os.path.join(os.path.realpath(args.data_dir), "10_data", "*.txt")) cwq_lists = [] for i in range(le...
960aef6f532ace6e77d4c5e2a553bdb5847221b8
29,851
def permute_dimensions(x, pattern): """Permutes axes in a tensor. # Arguments pattern: should be a tuple of dimension indices, e.g. (0, 2, 1). # Returns A tensor. """ return KerasSymbol(mx.sym.transpose(x.symbol, axes=pattern))
3665221ec55a01dcf2eaa3f51d716d08f09eed60
29,852
import copy def relaxStructure(s, operation): """ Performs a gulp relaxation (either relaxation of unit cell parameters only, or both unit cell and atomic positions. s: structure_class operation: string Specifies the gulp calculation to execute. Returns ------- s : structure_...
ccc8a2fe75d11693030fea6771bb127e3fc9ebcd
29,853
import time def dos_gaussian_shift(energies, dos_total, projections, nGridpoints, smearing): """ Produces a single gaussian function then shifts the gaussian around the grid Advantages: + Very fast compared to other methods Disadvantages: - Produces an edge effect, energy range should be larger than required -...
ff1ea14a96c217083eba01a5cde7deb668e1267d
29,854
def temp_h5_file(tmpdir_factory): """ a fixture that fetches a temporary output dir/file for a test file that we want to read or write (so it doesn't clutter up the test directory when the automated tests are run)""" return str(tmpdir_factory.mktemp('data').join('test.h5'))
23ca5e58aa7afadcd18394bfa7ea6aa3a48c412e
29,855
def get_day_name(date): """ returns the day name for a give date @param date datatime @return month name .. faqref:: :tag: python :title: Récupérer le nom du jour à partir d'une date .. runpython:: :showcode: import date...
1e6b67d5b853156d5e6a8624c9644a08ebb4ee20
29,856
def get_samples(n_samples, data, labels=None, use_random_transpose=False): """Return some random samples of the training data.""" indices = np.random.choice(len(data), n_samples, False) if np.issubdtype(data.dtype, np.bool_): sample_data = data[indices] * 2. - 1. else: sample_data = data...
7a9fc5256b438619af8e366802fc54db196536d7
29,857
from typing import Union import torch import collections from typing import Callable def apply_to_tensor( x: Union[torch.Tensor, collections.Sequence, collections.Mapping, str, bytes], func: Callable ) -> Union[torch.Tensor, collections.Sequence, collections.Mapping, str, bytes]: """Apply a function on a ...
53f966bfbd6b68efa2bfeb72b8c34e38be008196
29,858
def status(): """ Returns a page showing the number of unprocessed certficate-requests. """ result = db.session.query(Request).filter(Request.generation_date == None).count() return render_template('status.html', requests=result)
9e04e870a4d3d707da078e5681c145726ba563c2
29,859
def weak_connect(sender, signal, connector, attr, idle=False, after=False): """ Function to connect some GObject with weak callback """ wc = WeakCallback(connector, attr, idle) if after: wc.gobject_token = sender.connect_after(signal, wc) else: wc.gobject_token = sender.conn...
e18ba634c039cfb2d03649c76d1aad02f216c653
29,860
def load_user(id): """ Provides login_manager with a method to load a user """ return User.get_by_id(int(id))
3aca05c0bf6ad62401c442ba813a8a8a646dabe4
29,861
def _compute_min_dfc(fnrs, fprs, thresholds, p_target, c_miss, c_fa): """ Computes the minimum of the detection cost function. The comments refer to equations in Section 3 of the NIST 2016 Speaker Recognition Evaluation Plan. :param fnrs: the list of false negative rates :param fprs: the list of fa...
23931070ad23f2dc8b1fdc63d0e4635f9fede535
29,862
def parse_rsync_url(location): """Parse a rsync-style URL.""" if ':' in location and '@' not in location: # SSH with no user@, zero or one leading slash. (host, path) = location.split(':', 1) user = None elif ':' in location: # SSH with user@host:foo. user_host, path ...
fc315c1a6b376cbb83b047246fee51ae936b68ef
29,863
def ThetaE(tempk, pres, e): """Calculate Equivalent Potential Temperature for lowest model level (or surface) INPUTS: tempk: Temperature [K] pres: Pressure [Pa] e: Water vapour partial pressure [Pa] OUTPUTS: theta_e: equivalent potential temperature Refe...
9b1876e930d7f2ca093d6f894791045f226c3b98
29,864
import random def generate_address_street(): """Concatenate number, street, and street sufix.""" number = random.randint(1, 9999) street = last_names[random.randint(0, len(last_names) - 1)] suffix = address_street_suffix[random.randint(0, len(address_street_suffix) - 1)] return "{0} {1} {2}".forma...
a7dafb282d1d0abb25ad6cb44ba6f2e0a9e190dd
29,865
def try_all_eliza_transformations(doc): """ Try to do eliza transformation for all the functions and add the transformed string to the responses list """ responses = [] question = ask_do_you_like_to(doc) if question: responses.append(question) question = rephrase_question(doc) ...
3a76b9a1fc422e8db1e02f41dd286ce385d09213
29,866
def get_jwt_subject(): """Returns a the subject from a valid access tokekn""" token = get_token_auth_header() payload = verify_decode_jwt(token) if "sub" not in payload: abort(401) return payload["sub"]
a7f8bf3989dbdc1a0894d63d6fdc58e5c07356f4
29,867
import functools def api(function): """ Decorator of API functions that protects user code from unknown exceptions raised by gRPC or internal API errors. It will catch all exceptions and throw InternalError. :param function: function to be decorated :return: decorated function """ @f...
1e023eed5986224967c6057962576afc4c84adb2
29,868
def mock_signal_receiver(signal, wraps=None, **kwargs): """ Taken from mock_django as importing mock_django created issues with Django 1.9+ Temporarily attaches a receiver to the provided ``signal`` within the scope of the context manager. The mocked receiver is returned as the ``as`` target o...
d3f0a481609bf9491b159a7331e1fffc3a5bf92e
29,869
import urllib def is_valid_cover(cover_metadata): """Fetch all sizes of cover from url and evaluate if they are valid.""" syndetics_urls = build_syndetic_cover_urls(cover_metadata) if syndetics_urls is None: return False try: for size in ["small", "medium", "large"]: resp ...
b41aa1f558d1080fc1a3a2d03180417b38b92931
29,870
def setup_go_func(func, arg_types=None, res_type=None): """ Set up Go function, so it know what types it should take and return. :param func: Specify Go function from library. :param arg_types: List containing file types that function is taking. Default: None. :param res_type: File type that functio...
05f48f4dfecdf0133613f76f235b1e82f14bc5a9
29,871
import itertools def compress_cubic(G): """Calculate the matricized cubic operator that operates on the compact cubic Kronecker product. Parameters ---------- G : (r,r**3) ndarray The matricized cubic tensor that operates on the full cubic Kronecker product. This should be a symme...
2058cf169695a3fbef41e78bc521577b191e6d08
29,872
import ctypes def xonly_pubkey_tweak_add( xonly_pubkey: Secp256k1XonlyPubkey, tweak32: bytes ) -> Secp256k1Pubkey: """ Tweak an x-only public key by adding the generator multiplied with tweak32 to it. Note that the resulting point can not in general be represented by an x-only pubkey because ...
727b84ec239bb19d83fa9fe4e72b08ea17972e31
29,873
from typing import Optional def get_organisms_df(url: Optional[str] = None) -> pd.DataFrame: """Convert tab separated txt files to pandas Dataframe. :param url: url from KEGG tab separated file :return: dataframe of the file :rtype: pandas.DataFrame """ df = pd.read_csv( url or ensure...
4b28571848076a785ae773410c70102e5a83d096
29,874
import argparse def positive_int(val): """ ArgumentParse positive int check """ try: ival = int(val) assert ival > 0 return ival except (ValueError, AssertionError): raise argparse.ArgumentTypeError("'%s' is not a valid positive int" % val)
cf98daeeb9876bc768e9c3ad0d227ce39386e8b4
29,875
import random def split(dataset: Dataset, count: int, shuffle=False): """Datasetを指定個数に分割する。""" dataset_size = len(dataset) sub_size = dataset_size // count assert sub_size > 0 indices = np.arange(dataset_size) if shuffle: random.shuffle(indices) return [ dataset.slice(indic...
d4f50f617fb65499190c7c5e014178d548a7dccb
29,876
import pathlib def load_fixture(filename): """Load a fixture.""" return ( pathlib.Path(__file__) .parent.joinpath("fixtures", filename) .read_text(encoding="utf8") )
f1382161ad6226cd585a2ecbbe08dc486b3a5f2d
29,877
import re def natural_sort(l): """ From http://stackoverflow.com/a/4836734 """ def convert(text): return int(text) if text.isdigit() else text.lower() def alphanum_key(key): return [convert(c) for c in re.split('([0-9]+)', key)] return sorted(l, key=alphanum_key)
c1cd34aa4c9ea2323cb311d9af6f141aa85abef2
29,878
import inspect def is_verifier(cls): """Determine if a class is a Verifier that can be instantiated""" return inspect.isclass(cls) and issubclass(cls, Verifier) and \ not inspect.isabstract(cls)
83cd18155f23631f2e1dac1ec1eac07a5017809d
29,879
import os def get_config(): """Parse the aliases and configuration.""" if pyversion("3"): import configparser else: import ConfigParser as configparser config = configparser.ConfigParser() rcfiles = [ "/etc/weatherrc", "/etc/weather/weatherrc", os.path.expanduser("~/.weathe...
dfabba5cc501a9d3998ecb9e219e4762e321fe30
29,880
import os def get_framework_sample(project_id: str, framework: str, sample: str): """ Route for getting sample code for an ML framework for optimization of the projects model :param project_id: the project_id to get the available frameworks for :param framework: the ML framework to get available ...
c9a2e8f868c7586de9b99bcb0eeaa4299a9ced19
29,881
def get_bleu_score(references, hypothesis): """ Args: references: list(list(list(str))) # examples: list(examples) hypothesis: list(list(list(str))) # hypotheses: list(list(str)) """ hypothesis = [hyp[0][0] for hyp in hypothesis] return 100.0 * bleu_score.corpus_ble...
a2a17186555564a02acedf5540aedce0b1a14cd1
29,882
import os import tempfile import re def GetLicenseTypesFromEbuild(ebuild_path): """Returns a list of license types from the ebuild file. This function does not always return the correct list, but it is faster than using portageq for not having to access chroot. It is intended to be used for tasks such as pre...
99e2296edc370fd1d275b368b2d5027fab695c58
29,883
def load_json_link_index(out_dir, link): """check for an existing link archive in the given directory, and load+merge it into the given link dict """ link = { **parse_json_link_index(out_dir), **link, } link.update({ 'history': link.get('history') or {}, }) c...
58c034daa7305e06407af9cf226ff939544ee961
29,884
def relative_phase(input_phase: float, output_phase: float) -> float: """ Calculates the relative phase between two phases. :param input_phase: the input phase. :param output_phase: the output phase. :return: the relative phase. """ phi = output_phase - input_phase if phi < -np.pi: ...
d912754fe060582e5ffe9dc3aad0286b80ee945a
29,885
def get_process_state(*args): """ get_process_state() -> int Return the state of the currently debugged process. \sq{Type, Synchronous function, Notification, none (synchronous function)} @return: one of Debugged process states """ return _ida_dbg.get_process_state(*args)
338efc688fe4c3631b965ac2f2e64b5ea0fe2ebe
29,886
def jaccard_similarity(x, y): """ Returns the Jaccard Similarity Coefficient (Jarccard Index) between two lists. From http://en.wikipedia.org/wiki/Jaccard_index: The Jaccard coefficient measures similarity between finite sample sets, as is defined as the size of the intersection divided by th...
81cf0c882ff4b06e79b102abb2d8f13755b68873
29,887
def align_address_to_size(address, align): """Align the address to the given size.""" return address + ((align - (address % align)) % align)
9496c969e257fb3c00ecddf8e941ddb0bd41155e
29,888
import shlex def tokenizer_word(text_string, keep_phrases=False): """ Tokenizer that tokenizes a string of text on spaces and new lines (regardless of however many of each.) :param text_string: Python string object to be tokenized. :param keep_phrases: Booalean will not split "quoted" text :retur...
940f716072e9b2ce522c9854b2394327fbd1e934
29,889
def getiso(): """Get iso level of sensor..""" global camera maxtint = 4 iso = float(camera.analog_gain) # get current ambient brightness 0..8 iso = (iso * maxtint) # adjust buy max tint level iso = (256 - (maxtint * 8)) + iso # clear - max tint + ISO tint return int(iso)
45fa48897cd297232fde00cbe49d7717608466ed
29,890
import logging import traceback def _get_credentials(rse, endpoint): """ Pass an endpoint and return its credentials. :param endpoint: URL endpoint string. :param rse: RSE name. :returns: Dictionary of credentials. """ key = '%s_%s' % (rse, endpoint) result...
25ce4eee8eb0bcb84e312cc1658376b0dbeaf7c6
29,891
from typing import Union from typing import Sequence from typing import List from typing import Dict def get_manual_comparisons(db: cosem_db.MongoCosemDB, cropno: Union[None, str, int, Sequence[Union[str, int]]] = None, mode: str = "across_setups") -> \ Li...
fc4a62d09f9df289b08a249d70875ce6ca19ed39
29,892
def draw_circle(center_x:float, center_y:float, radius:float = 0.3, segments:int = 360, fill:bool=False): """ Returns an Object2D class that draws a circle Arguments: center_x : float : The x cord for the center of the circle. center_y : float : The y cord for the center of the circle. radius : flo...
78caa0cbb25df7c947053a10d54f7ae3fd2fc8b2
29,893
def weighted_mean(values, weights): """Calculate the weighted mean. :param values: Array of values :type values: numpy.ndarray :param weights: Array of weights :type weights: numpy.ndarray :rtype: float """ weighted_mean = (values * weights).sum() / weights.sum() return weighted_me...
886d7cff1555c40b448cda03e08620a0e2d69ede
29,894
def shared_cluster(): """Create a shared cluster""" global _shared_cluster if _shared_cluster is None: cluster = PseudoHdfs4() atexit.register(cluster.stop) try: cluster.start() except Exception, ex: LOG.exception("Failed to fully bring up test cluster: %s" % (ex,)) # Fix config t...
fd51186f8d46ae236b3f4220750ab0f412354669
29,895
import reprlib def _format_args(args): """Format function arguments. Special case for a single parameter: ('hello',) is formatted as ('hello'). """ # use reprlib to limit the length of the output args_repr = reprlib.repr(args) if len(args) == 1 and args_repr.endswith(',)'): args_repr ...
a54f06358b629340c1f16ecc86eff15b8fca3bd3
29,896
import requests import logging import json def request(config, url_params={}): """Wrapper for sending GET to Facebook. Args: config: YAML object of config file. url_params: Dictionary of parameters to add to GET. Returns: HTTP response or error. """ host = HOST + f"/{config['user_id']}/" ...
e4ef9315170ab7d1c7e39645bde46b6cbb9f9de9
29,897
import miniupnpc def setup(hass, config): """Register a port mapping for Home Assistant via UPnP.""" upnp = miniupnpc.UPnP() hass.data[DATA_UPNP] = upnp upnp.discoverdelay = 200 upnp.discover() try: upnp.selectigd() except Exception: _LOGGER.exception("Error when attempti...
ca5d7d90efb849412e2256dab3516deca1531539
29,898
def load_formatted_objects_json(fp): """A function to load formatted object data data. The function assumes the input json is of the form: [ { id: <number>, regions : [ { x: <number>, ...
2647f2c2cfc7530998361b19693ea6e187bf64f1
29,899