content stringlengths 22 815k | id int64 0 4.91M |
|---|---|
def pre_network_init(config_file):
"""Perform a partial initialization, with no network."""
settings.load_properties(config_file) | 51,900 |
def make_grayscale(img: np.ndarray) -> np.ndarray:
"""Turns BGR image into grayscale."""
if len(img.shape) == 3 and img.shape[2] == 3:
return cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
else:
return img | 51,901 |
def GetKM3NeTOMGelAbsorptionLength():
"""
A function to return the absorption length
the gel of an KM3NeT OM
Note: The file hit-ini_optic.f has three different
datasets for this absorption length!
However in the file hit.f it always is initialized with the
same (gel_id=1). Thus this one is ... | 51,902 |
def align_frontiers_on_bars(frontiers, bars):
"""
Aligns the frontiers of segments to the closest bars (in time).
The idea is that frontiers generally occurs on downbeats,
and that realigning the estimation could improve perfomance for low tolerances scores.
Generally used for comparison with techni... | 51,903 |
def sudo_command(cmd, user=None, password=None, extraopts=None):
"""Run a command with sudo and return the output, a tuple of (stdout,
stderr).
"""
proc = sudo(cmd, user=user, password=password, extraopts=extraopts)
return process.run_process(proc) | 51,904 |
def DPO(df, col_name, intervals):
"""
Detrended Price Oscillator
DPO is positive when price is above displaced moving average.
DPO is negative when price is below displaced moving average.
Reference: https://school.stockcharts.com/doku.php?id=technical_indicators:detrended_price_osci... | 51,905 |
def FK42FK5Matrix(t=None):
"""
----------------------------------------------------------------------
Purpose: Create a matrix to precess from B1950 in FK4 to J2000 in FK5
following to Murray's (1989) procedure.
Input: t, a Besselian epoch as epoch of observation.
Returns: Transformation matrix M... | 51,906 |
def _rec_superdense(packet):
"""
Receives a superdense qubit and decodes it.
Args:
packet (Packet): The packet in which to receive.
Returns:
dict: A dictionary consisting of decoded superdense message and sequence number
"""
receiver = packet.receiver
sender = packet.sender
... | 51,907 |
def count_ubelt_usage():
"""
import sys, ubelt
sys.path.append(ubelt.expandpath('~/code/ubelt/dev'))
from gen_api_for_docs import * # NOQA
"""
from count_usage_freq import count_ubelt_usage
usage = count_ubelt_usage()
# Reorgnaize data to contain more information
rows = []
unse... | 51,908 |
def menu_install():
"""
Installing menu into Hiero
"""
from . import (
publish, launch_workfiles_app, reload_config,
apply_colorspace_project, apply_colorspace_clips
)
# here is the best place to add menu
from avalon.tools import creator, sceneinventory
from openpype.too... | 51,909 |
async def test_return_true_with_awaited_future_result_container(): # noqa: E501,WPS118
"""Ensures `is_io` function will return False for FutureResult."""
assert is_io(await FutureResult.from_failure('failure')) is True | 51,910 |
def _high_bit(value):
"""returns index of highest bit, or -1 if value is zero or negative"""
return value.bit_length() - 1 | 51,911 |
def parse_round(bsoup, rnd, gid, airdate):
"""Parses and inserts the list of clues from a whole round."""
round_id = "jeopardy_round" if rnd == 1 else "double_jeopardy_round"
r = bsoup.find(id=round_id)
# The game may not have all the rounds
if not r:
return False
# The list of categorie... | 51,912 |
def on_end_validation(func):
""" The :func:`on_end_validation` decorator is used to initialise a :class:`.Callback` with :meth:`~.Callback.on_end_validation`
calling the decorated function
Example: ::
>>> import torchbearer
>>> from torchbearer import Trial
>>> from torchbearer.cal... | 51,913 |
def transpose_checker(
attrs: Any, args: List[relay.expr.Expr], op_name: str
) -> bool: # pylint: disable=unused-variable
"""Check if transpose is supported by TensorRT."""
if get_tensorrt_use_implicit_batch_mode() and int(attrs.axes[0]) != 0:
logger.info(f"{op_name}: can't modify batch dimension."... | 51,914 |
def project_root() -> Path:
"""Returns project root folder."""
return Path(__file__).parent | 51,915 |
def qual(obj):
"""
Return fully qualified name of a class.
"""
return u'{}.{}'.format(obj.__class__.__module__, obj.__class__.__name__) | 51,916 |
def treefactorial(high: int, low: int=None) -> int:
"""Pure Python factorial, no imports by Daniel Fischer @stackoverflow.com
Daniel Fischer says algorithm is old.
"""
if high < 2:
return 1
if low is None:
return treefactorial(high, 1)
if low + 1 < high:
mid: int... | 51,917 |
def parse_args():
"""
Parses command line
:return: Dictionary with different options
"""
global LOGGER # pylint: disable=global-statement
values = {}
values['input_paths'] = []
values['recurse'] = False
values['show_hashes'] = False
values['check_updated'] = False
values['d... | 51,918 |
def find(file_filter=None, output=None):
""" finds files """
# find base directory
path = os.getcwd()
directories = []
for root, _, files in os.walk(path):
# filter out hidden files and files that dont end in the extension
for file in files:
if extract_extension(file, f... | 51,919 |
def squarish_factors(x):
"""Returns the closest pair of factors of x.
Parameters
----------
x : int
Examples
--------
>>> squarish_factors(20)
(5, 4)
>>> squarish_factors(36)
(6, 6)
>>> squarish_factors(53)
(53, 1)
>>> squarish_factors(0)
(0, 0)
"""
... | 51,920 |
def get_evidence(row: pd.Series) -> Evidence:
"""Return evidence for a Statement.
Parameters
----------
row :
Currently investigated row of the dataframe.
Returns
-------
:
Evidence object with the source_api, the PMID and the original
sentence.
"""
pmid = s... | 51,921 |
def bulk_add_restaurants(places_names, client):
"""
Call Google API to get places information.
"""
for i, name in enumerate(places_names):
if not i % 10:
print(f'{i} places processed')
res = client.search_add_restaurant(name)
if res["message"] == "Success":
... | 51,922 |
def create_and_save_nifti(mat, path_target):
"""
Creates a nifti image from numpy array and saves it to given path.
:param mat: Numpy array.
:param path_target: String, path where to store the created nifti.
"""
new_nifti = nib.Nifti1Image(mat, np.eye(4)) # create new nifti from matrix
nib.save(new_nifti, path_... | 51,923 |
def _add_new_sheet(spreadsheet_id, title):
"""
Add new sheet to spreadsheet
Return:
False - Failed to add sheet
True - Add sheet success
"""
global service
# Todo: Format sheet column when new sheet is created
# Column A: Type DATE
# Column C: Type STRING
# Request define
... | 51,924 |
def config_bgp(dut, **kwargs):
"""
config_bgp(dut = DUT1, router_id = '9.9.9.9', local_as='100', neighbor ='192.168.3.2', remote_as='200', config = 'yes', config_type_list =["neighbor"])
config_bgp(dut = DUT1, local_as='100', remote_as='200', neighbor ='2001::2', config = 'yes', config_type_list =["neighbor"]
... | 51,925 |
def get_single_notification(session, notification_id):
"""Helper method to extract a single notification from notification table."""
return session.execute(text("""SELECT *
FROM public.notification
WHERE id='{0}'""".format(notification_id)))... | 51,926 |
def test_wps_ext_proto_ack_m3_no_e_nonce(dev, apdev):
"""WPS and ACK M3 missing E-Nonce"""
eap_id, e_nonce, r_nonce, bssid = wps_nack_m3(dev, apdev)
logger.debug("Send NACK to STA")
msg, attrs = build_ack(eap_id, None, r_nonce)
send_wsc_msg(dev[0], bssid, msg)
dev[0].request("WPS_CANCEL")
de... | 51,927 |
def register():
"""Registration form handler."""
def fail_validate(msg):
flask.flash(msg, 'danger')
return flask.redirect(flask.url_for('home'))
username = request.form.get('username', '')
if not re.match(r'[A-Za-z0-9_]+$', username):
return fail_validate('Invalid username.')
if models.User.query... | 51,928 |
def default_reply(event, message):
"""Default function called to reply to bot commands."""
return event.unotice(message) | 51,929 |
def itinerate_temp_file(file_name,temp_dict):
""" Extract from file_name a section defined by i into temp.txt"""
with open(file_name) as fp:
temp_file = open("temp.txt", "w")
for num, line in enumerate(fp):
# Is not the last one
if i[0] != sorted(temp_dict)[-1]:
... | 51,930 |
async def list_products():
"""API for listing all the products."""
return await paginate(ProductGinoModel.query) | 51,931 |
def shortest_path_between_atoms(gra, key1, key2):
""" shortest path between a pair of atoms
"""
return shortest_path_between_groups(gra, [key1], [key2]) | 51,932 |
def register_parameters(node: Node):
"""
Register all parameters. This should be called after module initialization.
:param node: The gameplay node
"""
global param_node, parameters
assert param_node is None
for param_name in parameters:
value, param_type, description = parameters... | 51,933 |
def test_predictOutageProba_bg():
"""Test probability outputs of the model"""
# Bagging
zeroPredict = predictOutageProba(weather0,'bg')
assert math.isclose(0.9, zeroPredict[0,0], rel_tol=1e-05)
assert math.isclose(0.1, zeroPredict[0,1], rel_tol=1e-05)
assert math.isclose(0, zeroPredict[0,2],... | 51,934 |
def help(update, context):
"""
'help' provides information about the use of the bot
:param update: bot update
:param context: CallbackContext
:return: None
"""
msg = "*Very short guide*.\n\n" #1)upload a file with the netlist (don't know what a netlist is? Run `/tutorial` in the bot)\n2) en... | 51,935 |
def _safe_divide(num, denom, replace=0):
"""Safe division when elements in the denominator might be zeros.
Returns the division of the numerator by the denominator, but replaces
results which have a zero in the denominator by a specified value. The
default is to replace bad divisions with zeros.
""... | 51,936 |
def making_change(amt: int, coins: list) -> int:
"""Iterative implementation of the making change algorithm.
:param amt (int) : Amount, in cents, to be made into change.
:param coins (list) : List of coin denominations
:return (int) : Number of different combinations of change.
"""
# calc[i... | 51,937 |
def pdf_to_text(pdf):
"""Return extracted text from PDF.
Warning: This function can be slow... up to 300ms per page
This function does not perform optical character recognition.
Args:
pdf: bytestring of PDF file
Returns:
str of text extracted from `pdf` contents.
"""
# make input and output buff... | 51,938 |
def pendulum_sunny(p):
"""sunny constraint for gravity Pendulum"""
return np.abs(p[:, 1])<0.5 | 51,939 |
def PGetSkyModel (inUVSelfCal):
""" Return the member sky model
returns ImageMosaic
inUVSelfCal = Python UVSelfCal object
"""
################################################################
# Checks
if not PIsA(inUVSelfCal):
raise TypeError("inUVSelfCal MUST be a Python Obit UVSe... | 51,940 |
def CGaussFilter_DImage_getGaussianFuncValue(dX, dY, dSigma):
"""CGaussFilter_DImage_getGaussianFuncValue(dX, dY, dSigma) -> double"""
return _ImageFilters.CGaussFilter_DImage_getGaussianFuncValue(dX, dY, dSigma) | 51,941 |
def get_credstash_config(key):
"""Retrieves a single secret from AWS via credstash, assumes the
string returned is a list of newline-separated export statements
export FOO='some-hush-hush-info-here'
export BAR='some-other-secret-here'
and parses these lines into a configuration dictionary.
Ar... | 51,942 |
def test_tegraplugin_collect_stats(tegrastats_mock):
"""
TegrastatsCollector's 'collect_stats' method returns an Iterator
over WrappedMetrics.
GIVEN: There is a valid Tegrastats utility.
WHEN: TegrastatsCollector's 'collect_stats' method is called.
THEN: It returns an Iterator over WrappedMetri... | 51,943 |
def aggregate_stats(stats: List[deephol_stat_pb2.ProofStat]
) -> deephol_stat_pb2.ProofAggregateStat:
"""Merge a list of proof log statistics.
Args:
stats: List of individual proof log statistics.
Returns:
Aggregated proof statistics.
"""
result = deephol_stat_pb2.ProofAggregate... | 51,944 |
def align_beam(A, B, C, D, _beam, _r, _s):
"""
"""
#if abs(_r) > abs(_s):
_normalized = _r.normalized()
_L1 = A.distance(C)
_L2 = A.distance(D)
# swap nodes?
if _L1 > _L2:
_L1 = A.distance(D)
_L2 = A.distance(C)
coord = [0, 0, 0]
for x in range(3):
co... | 51,945 |
def logged(message=None):
"""Logs the invoked function name and arguments."""
# TODO: Options - prevent sub @logged to output anything
# TODO: Message - allow to specify a message
# TODO: Category - read/write/exec as well as mode
# [2013-10-28T10:18:32] user@host [sudo|user] [R/W] cuinine.function(xx,xxx,xx) [tim... | 51,946 |
def get_requires_for_build_wheel(
config_settings: Optional[Mapping[str, Any]] = None
) -> List[str]:
"""
Returns an additional list of requirements for building, as PEP508 strings,
above and beyond those specified in the pyproject.toml file.
When C-extension build is needed, setuptools should be r... | 51,947 |
def fisher(high_vals: pd.Series, low_vals: pd.Series, length: int = 14) -> pd.DataFrame:
"""Fisher Transform
Parameters
----------
high_vals: pd.Series
High values
low_vals: pd.Series
Low values
length: int
Length for indicator window
Returns
----------
df_ta... | 51,948 |
def is_extension_supported(request, extension_alias):
"""Check if a specified extension is supported.
:param request: django request object
:param extension_alias: neutron extension alias
"""
extensions = list_extensions(request)
for extension in extensions:
if extension['alias'] == ext... | 51,949 |
def _linear_wcs_fit(params, lon, lat, x, y, w_obj): # pragma: no cover
"""
Objective function for fitting linear terms.
Parameters
----------
params : array
6 element array. First 4 elements are PC matrix, last 2 are CRPIX.
lon, lat: array
Sky coordinates.
x, y: array
... | 51,950 |
def resample(feature_index, labels, balance='auto'):
"""use oversampling to balance class, after split of training set."""
from imblearn.over_sampling import RandomOverSampler
ros = RandomOverSampler(ratio=balance)
feature_index = np.array(feature_index).reshape(-1, 1)
resampled_index, _ = ros.fit... | 51,951 |
def dal_resolver(ctx, request_path):
"""
This function resolves a dal method call to its underlying
service
"""
service_or_method = None
for (path, service_or_method) in resolve(ctx, request_path):
if not (
service_or_method and isinstance(service_or_method, (Callable, Servic... | 51,952 |
def parse_csv(csv, out, bench, bench_out):
"""Inspect a CSV file to figure out about the dialect, comment and header lines and the overall structure."""
click.echo("Input CSV {}".format(csv))
table = anycsv.reader(csv)
if out:
if out.endswith(".gz"):
fout = gzip.open(out, 'wt', new... | 51,953 |
def guess_key_size(ciphertext, max_key_size=40):
"""Given sentence xored with short key, guess key size
From: http://trustedsignal.blogspot.com/2015/06/xord-play-normalized-hamming-distance.html
Args:
ciphertext(string)
max_key_size(int)
Returns:
list: sorted list of tuples (... | 51,954 |
def AddWorkerpoolCreateArgs(parser):
"""Set up all the argparse flags for creating a workerpool.
Args:
parser: An argparse.ArgumentParser-like object.
Returns:
The parser argument with workerpool flags added in.
"""
return AddWorkerpoolArgs(parser, update=False) | 51,955 |
def table_dispatch(kind, table, body):
"""Call body with table[kind] if it exists. Raise an error otherwise."""
if kind in table:
return body(table[kind])
else:
raise BaseException, "don't know how to handle a histogram of kind %s" % kind | 51,956 |
def compute_dot_sim_matrix(node_features):
"""Compute edge scores with dot product."""
sim = tf.matmul(node_features, tf.transpose(node_features, perm=[1, 0]))
return sim | 51,957 |
def main():
"""Test module functions."""
os.system("clear")
print("\n\n--- EEG microstate analysis ---\n\n")
parser = argparse.ArgumentParser(description='EEG microstate analysis')
parser.add_argument('-i','--input', help='.edf file name', required=False)
parser.add_argument('-f','--filelist', ... | 51,958 |
def load_param_file(filename):
"""
Loads a saved parameter dictionary from filename.
"""
return pickle.load(open(filename)) | 51,959 |
def get_data_definitions(report_schedule_id, startDate, endDate):
"""
Takes a report schedule id and returns a dictionary/json
of the necessary data definitions to be used by the
transformation layer.
"""
# Setup the dictionary/json object
d = dict()
d["Meta"] = dict()
d["ReportInfo... | 51,960 |
def strip_block_comments(text: str) -> str:
""" Remove any block-style comments from a text. """
return strip_comments(text, [(COMMENT_BLOCK_PATTERN, None)]) | 51,961 |
def optim_solver(grad, diff, radius, device, gamma=2):
"""
Solver for the optimization problem presented in Proposition 1 in
https://arxiv.org/abs/2002.12718
"""
lamda, mhlnbs_dis = compute_mahalanobis_distance(grad, diff, radius, device, gamma)
lamda_lower_limit = range_lamda_lower(grad).detach... | 51,962 |
def download_daily_bars(instrument, year, csvFile):
"""Download daily bars from Tushare Library for a given year.
:param instrument: Instrument identifier.
:type instrument: string.
:param year: The year.
:type year: int.
:param csvFile: The path to the CSV file to write.
:type csvFile: str... | 51,963 |
def send_sms(domain, contact, phone_number, text, metadata=None, logged_subevent=None):
"""
Sends an outbound SMS. Returns false if it fails.
"""
if phone_number is None:
return False
if isinstance(phone_number, int):
phone_number = str(phone_number)
phone_number = clean_phone_nu... | 51,964 |
def u_diff(Exact, U_pred, x, t, nu, beta, rho, seed, layers, N_f, L, source, lr, u0_str, system, path, relative_error = False):
"""Visualize abs(u_pred - u_exact)."""
fig = plt.figure(figsize=(9, 5))
ax = fig.add_subplot(111)
if relative_error:
h = ax.imshow(np.abs(Exact.T - U_pred.T)/np.abs(E... | 51,965 |
def com_google_fonts_check_metadata_match_fullname_postscript(font_metadata):
"""METADATA.pb font.full_name and font.post_script_name
fields have equivalent values ?
"""
import re
regex = re.compile(r"\W")
post_script_name = regex.sub("", font_metadata.post_script_name)
fullname = regex.s... | 51,966 |
def test_loading_ruledef_only_once(get_ruleset):
"""
Check if ruledefs are loaded only once
"""
get_ruleset.return_value = ['ru:test', 'tst-ruledef:test', 'ru:test1', 'ru:test2']
with patch('richtypo.Richtypo.build_rule_chain'): # dont actualy build rule chain
with patch('richtypo.Richtypo... | 51,967 |
def Seq(sequence, annotations=None, block_length=10, blocks_per_line=6,
style=DEFAULT_STYLE):
"""
Pretty-printed sequence object that's displayed nicely in the IPython
Notebook.
:arg style: Custom CSS as a `format string`, where a selector for the
top-level ``<pre>`` element is substitu... | 51,968 |
def boundary_condition():
"""
Factory associated with DirichletBC.
"""
return DirichletBC() | 51,969 |
def rm_scripts(scripts):
"""Remove files from scripts directory."""
for filename in scripts:
os.remove(os.path.join(PROJECT_DIRECTORY, 'scripts', filename)) | 51,970 |
def upgrade_available():
"""
Detect if a new kernel version is available in the repositories.
Returns True if a new kernel is available, False otherwise.
CLI Example:
.. code-block:: bash
salt '*' kernelpkg.upgrade_available
"""
return _LooseVersion(latest_available()) > _LooseVer... | 51,971 |
def get_testcases(problem):
"""
Gets testcases for problem, which are then displayed if user is Apprentice.
:param problem: id of problem
:return: array of testcases
"""
testcases_dir = os.path.join(os.popen('echo $CG_FILES_TESTCASES').read().strip(), problem)
testcases_dir_sol = os... | 51,972 |
def ss_error(observed_values, estimated_values):
"""Sum of squared error function."""
sse = np.sum((observed_values - estimated_values) ** 2)
return sse | 51,973 |
def _generate_gherkin_feature_files(
gherkin_templates: list, properties_list: list[dict]
) -> list[TemplateOutputFile]:
"""
Compile templates with variable properties information.
Args:
gherkin_templates: templates to generate against. (Should only be one template)
properties_list: a l... | 51,974 |
def run():
"""
启动机器人
"""
# @机器人后推送被动消息
qqbot_handler = qqbot.Handler(
qqbot.HandlerType.AT_MESSAGE_EVENT_HANDLER, _message_handler
)
# 私信消息
qqbot_direct_handler = qqbot.Handler(
qqbot.HandlerType.DIRECT_MESSAGE_EVENT_HANDLER, _message_handler
)
qqbot.async_lis... | 51,975 |
def sync_configs(units: tuple[str, ...], shared: bool, specific: bool) -> None:
"""
Deploys the shared config.ini and worker specific config.inis to the workers.
If neither `--shared` not `--specific` are specified, both are set to true.
"""
import paramiko
logger = create_logger(
"syn... | 51,976 |
def _get_base64(data: str) -> str:
"""Base 64 encodes data."""
ebytes = base64.b64encode(data.encode("utf-8"))
estring = str(ebytes, "utf-8")
return estring | 51,977 |
def parse_datetime(value):
"""Parses a string(ISO_8601) and return a datetime.datetime base UTC,
or parse datetime.datetime base other timezone and return a datetime.datetime base UTC timezone
"""
if isinstance(value, datetime.datetime):
if not value.tzinfo:
value = value.repla... | 51,978 |
def _dev_http_archive_impl(ctx):
"""Implementation of the http_archive rule."""
if not ctx.attr.url and not ctx.attr.urls:
fail("At least one of url and urls must be provided")
if ctx.attr.build_file and ctx.attr.build_file_content:
fail("Only one of build_file and build_file_content can be ... | 51,979 |
def setup_auth(key, val, section, pjsip, nmapped):
"""
Sets up authentication information for a specific endpoint based on the
'secret' setting on a peer in sip.conf
"""
set_value('username', section, section, pjsip, nmapped, 'auth')
# In chan_sip, if a secret and an md5secret are both specified... | 51,980 |
def setSortGroups(sortGroups=None):
"""
Return the sorting groups, either user defined or from the default list
"""
if sortGroups is None: # Default groups
return [('-inf', '+inf'), ('-inf', 100), (101, '+inf')]
else:
sortGroups.insert(0, ('-inf', '+inf'))
return sortGr... | 51,981 |
def putenv(key, value):
"""putenv(key, value)
Change or add an environment variable.
"""
environ[key] = value | 51,982 |
def attach_clipped_regions_to_surface(surface, clipped, center):
"""Check the connectivty of a clipped surface, and attach all sections which are not
closest to the center of the clipping plane.
Args:
surface (vtkPolyData):
clipped (vtkPolyData): The clipped segments of the surface.
... | 51,983 |
def ubuntu_spec(**kwargs):
"""Ubuntu specs."""
# Setup vars from kwargs
builder = kwargs['data']['builder']
builder_spec = kwargs['data']['builder_spec']
distro = kwargs['data']['distro']
version = kwargs['data']['version']
bootstrap_cfg = 'preseed.cfg'
# https://github.com/mrlesmithj... | 51,984 |
def ds_as_cds(dataset):
"""
Converts Vega dataset into Bokeh ColumnDataSource data
"""
if len(dataset) == 0:
return {}
data = {k: [] for k, v in dataset[0].items()}
for item in dataset:
for k, v in item.items():
data[k].append(v)
data = {k: np.asarray(v) for k, v ... | 51,985 |
def displayFeetTrajFromResult(gui, sceneName, res, Robot):
"""
Display all effector trajectories stored in a mlp.utils.wholebody_result.Result struct
:param gui: a gepetto.corbaserver.GraphicalInterface instance
:param sceneName: the node group used to add the new graphical objects
:param res: a mlp... | 51,986 |
def genPubKey(privkey):
""" 生成公钥
"""
bio=BIO.MemoryBuffer(privkey)
key=EVP.load_key_bio(bio, util.no_passphrase_callback)
return key.get_rsa().as_pem() | 51,987 |
def test_Image_from_landsat_c1_sr_image():
"""Test instantiating the class from a Landsat ee.Image"""
image_id = 'LANDSAT/LC08/C01/T1_SR/LC08_044033_20170716'
output = utils.getinfo(model.Image.from_landsat_c1_sr(ee.Image(image_id)).ndvi)
assert output['properties']['system:index'] == image_id.split('/'... | 51,988 |
def CI_calc(mean, SE, CV=1.96):
"""
Calculate confidence interval.
:param mean: mean of data
:type mean: float
:param SE: standard error of data
:type SE: float
:param CV: critical value
:type CV:float
:return: confidence interval as tuple
"""
try:
CI_down = mean - C... | 51,989 |
def bivecvec_invariants(q):
"""Calculates rotation-invariant attributes of a (vector, trivector) quantity.
Returns a 2D output: the norm of the vector and the trivector.
"""
result = [custom_norm(q[..., :3]), q[..., 3:4]]
return tf.concat(result, axis=-1) | 51,990 |
def run(cmd):
"""Run a command on the command line."""
proc = subprocess.Popen(['sh', '-c', cmd],
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
)
stdout, stderr = proc.communicate()
return proc.returncode, stdout, std... | 51,991 |
def resolve_margins(margins: Optional[Sequence[float]]) -> Tuple4f:
""" Returns the box margins in CSS like order: top, right, bottom, left.
"""
if margins is None:
return 0, 0, 0, 0
count = len(margins)
if count == 4: # CSS: top, right, bottom, left
return margins[0], margins[1], m... | 51,992 |
async def channel_archive(event, slack):
"""
Use the channel archive event to delete the channel
from the ChannelManager
"""
await slack.channels.get(event['channel'], fetch=True) | 51,993 |
def check_cookie_auth(api_key, required_scopes):
"""
Although OpenAPI explicitly supports JWT - we don't enforce this - simply use it as a quick way to
mock the behaviour of a more advanced system
:param api_key:
:param required_scopes:
:return: the decoded security token
"""
try:
... | 51,994 |
def on_event(stats, start_screen, high_score_screen, ship):
"""Handles user input."""
for event in pygame.event.get():
if event.type == KEYDOWN and stats.game_active:
on_key_down(event, ship)
elif event.type == KEYUP and stats.game_active:
on_key_up(event, ship)
e... | 51,995 |
async def validate_input(
hass: core.HomeAssistant, data: dict[str, Any]
) -> dict[str, Any]:
"""Validate the user input allows us to connect."""
session = async_get_clientsession(hass, verify_ssl=data[CONF_VERIFY_SSL])
protocol = "https" if data[CONF_SSL] else "http"
url = f"{protocol}://{data[CON... | 51,996 |
def resize_cube(cube, shape):
"""Return resized cube with the define shape"""
zoom = [float(x) / y for x, y in zip(shape, cube.shape)]
resized = sp.ndimage.zoom(cube, zoom)
assert resized.shape == shape
return resized | 51,997 |
def load_image_from_cifar(image_id):
"""This is to load the image from CIFAR numpy and pre-process.
:param image_id: An integer as the image id to load from CIFAR.
:return img: A PyTorch Tensor.
"""
image = CIFAR[image_id]
image = image / 255.0 # Normalize
image = torch.from_numpy(image)
... | 51,998 |
def valueToCharacter(value):
"""
Returns the respective character for a value. Returns 'highest' character if no match is found
Args:
value ([int]): Value that should be mapped to a character
Returns:
[char]: Respective character for the given value
"""
for bar_threshold in BA... | 51,999 |
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