content stringlengths 35 762k | sha1 stringlengths 40 40 | id int64 0 3.66M |
|---|---|---|
def cdgmm(A, B, inplace=False):
"""Complex pointwise multiplication.
Complex pointwise multiplication between (batched) tensor A and tensor B.
Parameters
----------
A : tensor
A is a complex tensor of size (B, C, M, N, 2).
B : tensor
B is a compl... | c3a65ec03339edd0defe723fc860ff9f54495eda | 29,125 |
def InvocationStartEncKeyVector(builder, numElems):
"""This method is deprecated. Please switch to Start."""
return StartEncKeyVector(builder, numElems) | c00609da890986ff4cf5c30f246459342b9d60bd | 29,126 |
from functools import reduce
def dynamic_partial_sum_product(
sum_op, prod_op, factors, eliminate=frozenset(), plate_to_step=dict()
):
"""
Generalization of the tensor variable elimination algorithm of
:func:`funsor.sum_product.partial_sum_product` to handle higer-order markov
dimensions in additi... | a08298f1440c212310cc3298629e27743325c9ca | 29,127 |
def range_to_number(interval_str):
"""Converts "X-Y" -> "X"."""
if not '-' in interval_str:
return int(interval_str)
# If first character is -, X is a negative number
if interval_str.startswith('-'):
number = '-' + interval_str.split('-')[1]
else:
number = interval_str.split... | 562031503241cc37b1b6df5dd657f2f2d90b79a3 | 29,128 |
import warnings
def load_wav_file_with_wavio(
file_path, sample_rate, mono=True, resample_type="kaiser_best"
):
"""Load a 24-bit wav audio file as a floating point time series. Significantly faster than
load_sound_file."""
wavio_obj = wavio.read(str(file_path))
samples = wavio_obj.data
actual... | a1b7896e8ac4b9b5833c3ca25776295deb56839e | 29,129 |
def as_cidr(cr: CidrRepr) -> Cidr:
"""
Returns a strict network address expressed as in CIDR form: either a string, expressing the network address as
``"<network number><zeros>/<mask bits>"``, or as a ``Cidr`` object, which is returned unaltered.
"""
if isinstance(cr, _BaseNetwork):
return c... | 7d6d40c7269619f6189ea1cee940ed4d33eadb1f | 29,131 |
from vivofoundation import get_triples
def get_authorship(authorship_uri):
"""
Given a URI, return an object that contains the authorship it represents
"""
authorship = {'authorship_uri':authorship_uri}
triples = get_triples(authorship_uri)
try:
count = len(triples["results"]["bindings... | 83a1d6a763e16d43c7c83f65f7f3ad11afd5506e | 29,132 |
def Init():
""" Инициализации важных переменных """
# Получаем список листов, их Id и название
spreadsheet = service.spreadsheets().get(spreadsheetId = spreadsheet_id).execute()
sheetList = spreadsheet.get('sheets')
sheetUsers = sheetList[0]['properties']['sheetId']
sheetSW = sheetList[1]['p... | 917f2ec6f5d39260ed89c546695e7cd2839bc7b6 | 29,133 |
def Nlam_to_Flam(wave, zeropoint, zp_min=5.0, zp_max=30.0):
"""
The factor that when multiplied into N_lam converts to F_lam, i.e. S_lam where S_lam \equiv F_lam/N_lam
Parameters
----------
wave (`numpy.ndarray`_):
Wavelength vector for zeropoint
zeropoint (`numpy.ndarray`_):
zero... | 843560dde9e4ec6d2781e4179ca047d00c5e3abc | 29,134 |
def base64_values_validate(name, description, color_set):
"""Ensures the string wasn't maliciously fabricated to feed corrupted data into the app, even if the b64 code itself
successfully decoded into a valid string."""
if custom_palette_name_validate(name) or custom_palette_description_validate(description... | 878a5cdf20bcc380a8e81afc47e40592eb4db030 | 29,135 |
def isIndepFromTarget(df, attr, x):
"""
Determiner si un attr est independant de target
:df: dataframe choisit
:attr: l'argument choisit a etudier
:x: seuil
:retourner true si n attr est independant de target
"""
obs=[[], []]
ref=[]
for t in df.itertuples():
dic=t._asdict... | 7bad7b227f3c7af5413ad9778870c44c7844bf6a | 29,136 |
def read_docs_md(filename, root=None):
"""
Retrieves an apidoc markdown file to be implemented in swagger_auto_schema
:param(str) root: root base dir, settings.BASE_DIR as default
:param(str) filename: the filename to be retrieved without the .md file type
:return: the content of the md file, None i... | e888e1df91b4154fb9d67f6268da76ab2028f780 | 29,137 |
def unrotate(points, posor):
"""Rotate the matrix of column vectors points according to posor, i.e., from
absolute coordinates to camera coordinates"""
rot_matrix = calc_rot_matrix(posor)
return rot_matrix.I * points | 58066c958da982d035792997eaff00bfc573d2d1 | 29,138 |
def exp_tail(d, x):
"""Tail of the exponential series starting at d. Needed in the set sampler.
Parameters
----------
d: int
x: float
Returns
-------
float
"""
result = exp(x)
# Subtract the _first _d terms.
for i in range(d):
result -= (pow(x, i) / factorial(i... | 48ac3da79e293451d42c5d55196863e27ed3b3e1 | 29,139 |
def check_projects_scores(request, hackathon_id):
""" When a judge submits the score, check if all projects in the Hackathon
were scored by all the judges in all the categories by comparing the
number of objects in HackProjectScore for each projects to the required
number of objects.
If all project... | edfb52db396a984e10a437a1b6561a3e493d9e0e | 29,140 |
def get_path(obj, path, default=None):
"""Get the value at any depth of a nested object based on the path
described by `path`. If path doesn't exist, `default` is returned.
Args:
obj (list|dict): Object to process.
path (str|list): List or ``.`` delimited string of path describing
... | c72cd428979a3f39214c57346aa345087a0248c7 | 29,144 |
def get_label_set_args():
"""
Add arguments specific to the "Label Set" experiment.
Return ArgParser object.
"""
cmd = get_general_args()
cmd = get_explainer_args(cmd)
cmd.add('--in_dir', type=str, default='output/influence_set/')
cmd.add('--out_dir', type=str, default='output/label_set... | d08e59452ba7afdd8a478f589366e9ba219abb18 | 29,145 |
def literal_label(lit):
""" Invent a nice label name for the given literal """
return '{}_{}'.format(lit.function.name, lit.name) | 14a22d989ee9f07e00e66d1340b946d385d677fd | 29,146 |
from typing import Optional
def key(element: DOMElement) -> Optional[str]:
"""
Retrieve the key of a particular :class:`.DOMElement` in its parent element, if it can be
referred to by a key (i.e. if it its parent element is a :class:`collections.abc.Mapping`).
:param element: A DOM element
:retur... | f7ac059faa2023f88bad386a3d28e44a44c4259d | 29,147 |
def absolute_reverse(view_name, query_kwargs=None, args=None, kwargs=None):
"""Like django's `reverse`, except returns an absolute URL. Also add query parameters."""
relative_url = reverse(view_name, kwargs=kwargs)
url = website_util.api_v2_url(relative_url, params=query_kwargs)
return url | 11fc1bdc7be40fbbd462570f70f9fe77a5b4777f | 29,148 |
def convert(chinese):
"""converts Chinese numbers to int
in: string
out: string
"""
numbers = {'零':0, '一':1, '二':2, '三':3, '四':4, '五':5, '六':6, '七':7, '八':8, '九':9, '壹':1, '贰':2, '叁':3, '肆':4, '伍':5, '陆':6, '柒':7, '捌':8, '玖':9, '两':2, '廿':20, '卅':30, '卌':40, '虚':50, '圆':60, '近':70, '枯':80, '无':90}
... | c08b9e01f0981afd09d2d9537ec1e98f2af46c06 | 29,149 |
def method_not_raises(UnexpectedException):
"""A decorator that ensures that the underlying function does not raise the UnexpectedException"""
@Decorators.decorator
def method_not_raises(target, *args, **kwargs):
return not_raises(UnexpectedException, target, *args, **kwargs)
return method_not_r... | f5267acedcd7bebec7d0cae998635c03c95e2eb8 | 29,150 |
def create_random_data(n_randoms, stomp_map):
"""Function for creating randomly positioned unknown objects on the considerd
geomometry. These is used for normalizing the output PDF and properly
estimating the "zero point" of the correlation amplitude. The code returns
a spatially searchable quad tree of... | c3c73e358d767e46064400d9b48e99a79b7bcfea | 29,151 |
def mobilenetv1():
"""Handler da página inicial do modelo de Mobilenet V1
:return:
"""
return render_template("mobilenetv1.html") | edf8cb04c715c4ce0d3c70883813fb11d0640a19 | 29,153 |
def move(board):
"""Queries the user to move. Returns false if the user puts in an invalid input or move, returns true if the move was successful"""
start_input = input("MOVE WHICH PIECE? ")
if not start_input.isdigit():
return False
start = int(start_input)
if start not in board or board... | 3377b4f349c9519eff4ede707d10e08038e9d7fc | 29,154 |
import re
def _read_reaction_kinetic_law_from_sbml(reaction, mass_reaction, f_replace, **kwargs):
"""Read the SBML reaction kinetic law and return it.
Warnings
--------
This method is intended for internal use only.
"""
mass_rid = mass_reaction.id
sbml_species = (
list(reaction.g... | ea800e5b7ccde7dbc87c11066176f963e0367256 | 29,155 |
def _total_probe_count_without_interp(params, probe_counts):
"""Calculate a total probe count without interpolation.
This assumes that params are keys in the datasets of probe_counts.
The result of ic._make_total_probe_count_across_datasets_fn should give
the same count as this function (if params are... | 0973e667dbf1fc3bdf476791cbf709549230f94b | 29,156 |
from typing import Any
import math
def make_divisible(x: Any, divisor: int):
"""Returns x evenly divisible by divisor."""
return math.ceil(x / divisor) * divisor | bfbcfb334777a6c7214f16aa0fadd56906e2b7bc | 29,158 |
def one_vehicle_xml():
"""Emulates a XML response for 1 vehicle trajectory"""
STREAM = b'<INST nbVeh="1" val="2.00"><CREATIONS><CREATION entree="Ext_In" id="1" sortie="Ext_Out" type="VL"/></CREATIONS><SORTIES/><TRAJS><TRAJ abs="25.00" acc="0.00" dst="25.00" id="0" ord="0.00" tron="Zone_001" type="VL" vit="25.00... | 792cfb5895fd033c40a4cdbf6e79083c865d0093 | 29,160 |
def select_data(all_tetrode_data, index):
"""
Select tetrode data by trial indices.
:param all_tetrode_data: (list of 4d numpy arrays) each of format [trial, 1, neuron + tetrode, time]
:param index: (1d numpy array) trial indices
:return: (list of 4d numpy arrays) selected subset of tetrode data
... | 5a883771ef499e0b82e0d3ac5b86550180760e13 | 29,161 |
from datetime import datetime
def normalize(ds_train, ds_cv, ds_test):
"""
Normalization of datasets
Parameters
----------
ds_train: Dataset
Training set
ds_cv: Dataset
Cross-validation set
ds_test: Dataset
Test set
Returns
-------
norm_train: Dataset
... | ad6731096e1081f3ff764ec055d4d3035a40ecbe | 29,162 |
def generate_sequential(num_users=100,
num_items=1000,
num_interactions=10000,
concentration_parameter=0.1,
order=3,
random_state=None):
"""
Generate a dataset of user-item interactions where ... | 1a9a23fda9c17d5b7085d860986aab78368a4408 | 29,163 |
def expand(fluid, pfinal, eta):
"""Adiabatically expand a fluid to pressure pfinal, using
a turbine with isentropic efficiency eta."""
h0 = fluid.enthalpy_mass()
s0 = fluid.entropy_mass()
fluid.set(S = s0, P = pfinal)
h1s = fluid.enthalpy_mass()
isentropic_work = h0 - h1s
actual_work = i... | acf8cd63684ccf3c41c38cc631d66b4bc143c5c6 | 29,164 |
def ADOSC(
frame,
fast=3,
slow=10,
high_col="high",
low_col="low",
close_col="close",
vol_col="Volume",
):
"""Chaikin A/D oscillator"""
return _frame_to_series(
frame, [high_col, low_col, close_col, vol_col], talib.ADOSC, fast, slow
) | 61b4959407d68fce2023a135253e02aa7e3428fc | 29,165 |
def op_scr(
gep: pd.DataFrame,
gross_tp: pd.DataFrame,
ul_exp: float,
bscr: float
):
"""
SCR Op Risk module
Inputs:
- Gross EP last 12m and 12m prior
- Gross TP: BEL should be positive
- BSCR
"""
op_premiums = 0.04 * (gep.at['life_all', 'gep_last12m'] - ... | fc1455e5ad7d4da92068b18b80a0ce929b5a9a50 | 29,166 |
def parse_voyager_sclk(sclk, planet=None):
"""Convert a Voyager clock string (FDS) to a numeric value.
Typically, a partition number is not specified for FDS counts. However, if
it is, it must be compatible with the planetary flyby. The partition number
is 2 for Jupiter and Saturn, 3 for Uranus, and 4 ... | 237695d43fe17af4f1d7fb704c01ab925099e663 | 29,167 |
def format_url(url):
"""
Formats url by adding 'http://' if necessary and deleting 'www.'
:param url: ulr to article or domain
:return: formatted url e.g. the following urls:
'http://www.google.pl/', 'google.pl/', 'google.pl/', 'www.google.pl/',
'http://google.pl/... | a9d99b3ad73efb2d79931e9f0d75b1ea557fc6f4 | 29,168 |
def append(arr, values, axis=None):
"""Append to the end of an array along axis (ravel first if None)
"""
arr = asanyarray(arr)
if axis is None:
if arr.ndim != 1:
arr = arr.ravel()
values = ravel(values)
axis = arr.ndim-1
return concatenate((arr, values), axis=axi... | 9654f761bd7437840e355abc7b881e3dbe6dd260 | 29,169 |
def volo_d4_448(pretrained=False, **kwargs):
""" VOLO-D4 model, Params: 193M """
model_args = dict(layers=(8, 8, 16, 4), embed_dims=(384, 768, 768, 768), num_heads=(12, 16, 16, 16), **kwargs)
model = _create_volo('volo_d4_448', pretrained=pretrained, **model_args)
return model | c7e51cf1af050d79d5c31ef1b7aa107d6eac9c27 | 29,170 |
from functools import reduce
def rec_hasattr(obj, attr):
"""
Recursive hasattr.
:param obj:
The top-level object to check for attributes on
:param attr:
Dot delimited attribute name
Example::
rec_hasattr(obj, 'a.b.c')
"""
try:
... | b1a9b12f54abb93202a5b41c950f761986307170 | 29,171 |
def find_svos(tokens):
"""
Extracts all the subject-verb objects in a list of tokens.
:param tokens: the parsed list.
:return: a list of the subject verb objects.
"""
svos = []
verbs = [tok for tok in tokens if tok.pos_ == "VERB" and tok.dep_ != "aux"]
for verb in verbs:
subs, ve... | 1ece330f828dcf54d1a010127b583327b24aa682 | 29,172 |
def def_axiom(arg1):
"""
def-axiom rule prove propositional tautologies axioms.
for reason that prove need propositional logic decision procedure,
currently use proofterm.sorry
"""
# Ts = analyze_type(arg1)
# if IntType in Ts:
# pt = refl(arg1).on_rhs(
# top_conv(rewr_con... | ccf2b1a4ca57a96a09772d1f17c11ba345e62a31 | 29,173 |
def not_shiptoast_check(self, message):
"""Checks whether the message object is not in a shiptoast chat."""
if (message.channel.id in self.settings["shiptoast"]) or (message.channel.name in self.settings["shiptoast"]):
return False
else:
return True | b951ee6be9d9173065f340eda08e997b83964fe4 | 29,174 |
def jaccard_distance_loss(y_true, y_pred, smooth=100):
"""
Jaccard = (|X & Y|)/ (|X|+ |Y| - |X & Y|)
= sum(|A*B|)/(sum(|A|)+sum(|B|)-sum(|A*B|))
"""
intersection = tf.reduce_sum(tf.math.abs(y_true * y_pred), axis=-1)
sum_ = tf.reduce_sum(tf.math.abs(y_true) + tf.math.abs(y_pred), axis=-1... | 3ed1236856bc911210f19882a03c107f82450996 | 29,175 |
def unshare_document(token, docid, userid):
"""
Unshares a document from another user.
:param token:
The user JWT token.
:type token:
str
:param docid:
The DocID of the document.
:type docid:
str
:param userid:
The UserID of the user to be unshared fr... | c79479d93ee687dece0d60137d8837a17c306fca | 29,177 |
import copy
import torch
def AlterNChannels(layer2alter_id, new_n_channels, old_model):
"""
Function to increase number of channels
Args:
layer2alter_id: layer to change
new_n_channels: number of channels for the altered layer
old_model: model before mutation
Returns:
... | a6e02739eddd5c1de572f303b580bcd9c72a272a | 29,178 |
def generate_bins(bins, values=None):
"""Compute bin edges for numpy.histogram based on values and a requested bin parameters
Unlike `range`, the largest value is included within the range of the last, largest value,
so generate_bins(N) with produce a sequence with length N+1
Arguments:
bins (... | 2d448746658193b8dd6c3ac3ef27418b37116a93 | 29,179 |
def makeRollAnswerStr( roll_res, mention_str ):
"""Formats an answer string depending on the roll result. If provided with an invalid roll result, returns 'None'."""
answer = None
if roll_res == None:
answer = "Invalid dice expression !"
elif len(roll_res)==2: #either threshold or success ro... | 940f43b5592ff0da6d941bcb13b100c8fb2a590e | 29,180 |
import math
def ECSPower(min, max, size):
"""
on modélise l'eau du réseau comme une fonction sinusoidale de période annuelle
cette fonction est complètement calée sur un fichier météo qui commence au 1er janvier mais qui peut être pluriannuel
min : température minimale d'injection de l'eau d... | c8f2422bfc066fc2e87caa3d2d87b07d0f1e4335 | 29,181 |
from typing import Dict
from typing import Any
def __create_notification(title: str, content: str) -> Dict[str, Any]:
"""
Creates a notification "object" from the given title and content.
:params title: The title of the notification.
:params content: The content of the notification.
:returns A di... | 484abcc2afcb8f726811e36516572bc5c302a415 | 29,182 |
def readme():
"""Read and patch README."""
readme_text = read('README.rst')
# PyPI does not accept :class: references.
return readme_text.replace(':class:`base64io.Base64IO`', '``base64io.Base64IO``') | bad97b377022ec15e0dc0c0c3bcb984924dce216 | 29,183 |
def generator_dcgan(noise_dim, img_source_dim,img_dest_dim, bn_mode,deterministic,pureGAN,inject_noise,wd, model_name="generator_dcgan"):
"""DCGAN generator based on Upsampling and Conv2D
Args:
noise_dim: Dimension of the noise input
img_dim: dimension of the image output
bn_mode: keras... | 9d8d481fc9688b30fd3b9ffdb5914a61291b56b7 | 29,184 |
def emg21(peak_index, x_pos, amp, init_pars=pars_dict,
vary_shape_pars=True, index_first_peak=None):
"""
Hyper-EMG(2,1) lmfit model (single-peak fit model with two exponential tails
on the left and one exponential tail on the right)
Parameters
----------
peak_index : int
Inde... | 9e35deb35806aa1da1c70080a0eb0e5af022fe53 | 29,186 |
def _wait_and_retry(provider, job_id, poll_interval, retries, job_descriptor,
summary):
"""Wait for job and retry any tasks that fail.
Stops retrying an individual task when: it succeeds, is canceled, or has been
retried "retries" times.
This function exits when there are no tasks running ... | fc0f78d1ceb9d4d26dbf7b92fedc2de33a4ac4e9 | 29,187 |
def summarize_2_dual_3(package_list):
"""
Given list of packages, return counts of (py3-only, dual-support, py2-only)
"""
py3 = 0
dual = 0
py2 = 0
for pkg in package_list:
if pkg['status'] == 'py3-only':
py3 += 1
elif pkg['status'] in PY2_STATUSES:
dua... | 6a863b456a71fd51e1ac2744424a42495413778f | 29,188 |
def isPTSF(p, T=[]):
"""
>>> from common.production import Production
>>> p = Production(['A'], [['\\"a\\"', '\\"b\\"'],['\\"cde\\"']])
>>> isPTSF(p)
True
>>> p = Production(['A'], [['\\"a\\"', '\\"b\\"'],['\\"cde\\"']])
>>> isPTSF(p, ['a', 'b', 'c', 'd', 'e'])
True
>>> p = Product... | 13f1ed36bb93035490fde33dad3840fe8b98c263 | 29,191 |
def new_getvalue( state, name, p):
"""
Called every time a node value is used in an expression.
It will override the value for the current step only.
Returns random values for the node states
"""
global TARGETS
value = util.default_get_value( state, name, p )
if name in TARGETS:
... | 30b6abacaf478936663b94c45fc2bb3951706299 | 29,192 |
def informe_ministerios():
"""
Listado de personas
"""
check_edit_or_admin()
roles = db.session.query(Rol).filter(Rol.tipo_rol == 'M')\
.join(relacion_miembros_roles,
relacion_miembros_roles.c.id_rol ==
... | 3dddb4756a092faaa8b6f191f93e22787fb7e38d | 29,194 |
def merge_regions_and_departments(regions, departments):
"""Merge regions and departments in one DataFrame.
The columns in the final DataFrame should be:
['code_reg', 'name_reg', 'code_dep', 'name_dep']
"""
return pd.merge(left=regions[["code", "name"]],
right=departments[['regi... | 0852df4d8ace31a74397ad88140336dbdf9488d2 | 29,195 |
import json
def updateResourceJsons(swagger,examplesDict,dirName):
"""
Update the Resource JSON file to include examples in other folder
"""
try:
# Iterate through all resources in the output folder
for id in range(len(swagger['tags'])):
resourceName = swagger['tags'][id]['... | 3d9a7a31e3875bb7c56d8dfbd26ca5b73039101b | 29,196 |
def sign(x):
"""Sign function.
:return -1 if x < 0, else return 1
"""
if x < 0: return -1
else: return 1 | aae4fcf8fcfafca63593e908c264c08107640ec6 | 29,197 |
def set_default_dataseg(*args):
"""
set_default_dataseg(ds_sel)
Set default value of DS register for all segments.
@param ds_sel (C++: sel_t)
"""
return _ida_segregs.set_default_dataseg(*args) | e1f988537cb9eb0518fe5467d07d5487f3f8c440 | 29,198 |
def get_sms_history(key: str):
"""
Get SMS history.
:param str key: Authentication key.
:return: List of SMSHistoryItems.
"""
session = get_session(key)
url = f"{SITE_BASE_URL}/index.php?page=10&lang=en"
response = session.get(url)
pages = bs(response.text, "html.parser").find_all... | ed6f4a4a63d90fc91e25baa92179c220783f78b2 | 29,199 |
def core_rotd(sym_factor, flux_file_name, stoich):
""" Writes the string that defines the `Core` section for a
variational reaction-coordinate transition-state theory model of a
transition state for a MESS input file by
formatting input information into strings a filling Mako template.
... | 6213ec9da79340738142ccd76ffbab3d30470d36 | 29,200 |
def last_gen(genobj):
"""
迭代一个生成器对象，返回最后一个元素
:param genobj:
:return:
"""
for i in genobj:
last_e = i
return last_e | 04e7cc57bf6406832cacaa04aa01b2ec877307df | 29,201 |
def get_section_name_mapping(lattice):
"""."""
lat = lattice[:]
section_map = ['' for i in range(len(lat))]
# find where the nomenclature starts counting and shift the lattice:
start = _pyaccel.lattice.find_indices(lat, 'fam_name', 'start')[0]
b1 = _pyaccel.lattice.find_indices(lat, 'fam_name',... | 52a8352f6e8747ee6f6f9a1c85b34f551fd04dad | 29,202 |
import math
def from_quaternion(quaternions, name=None):
"""Converts quaternions to Euler angles.
Args:
quaternions: A tensor of shape `[A1, ..., An, 4]`, where the last dimension
represents a normalized quaternion.
name: A name for this op that defaults to "euler_from_quaternion".
Returns:
... | 4f00f734599699aaadf5c66a1f8e1457321bd689 | 29,203 |
def is_polygonal(n, num):
"""
Predicate for if num is a n-gonal number.
Works for all n >= 3 and num >= 1.
"""
if n < 3 or num < 1:
return False
t = int((sqrt(8*num*(n-2) + (n-4)**2) + (n-4)) / (2 * (n-2)))
return poly(n, t) == num | f3abde644544c05da17faeb9891916428b265602 | 29,204 |
def map2pix(geoTransform, x, y):
""" transform map coordinates to local image coordinates
Parameters
----------
geoTransform : tuple, size=(6,1)
georeference transform of an image.
x : np.array, size=(m), ndim={1,2,3}, dtype=float
horizontal map coordinate.
y : np.array, size=(m... | bd044a4ec6d1b97f304086c21d18485b70afbee2 | 29,205 |
def checkmarkers(tubemarker, tubechecker):
"""Check for required markers in each tube
The tube-specific markers that are to be merged are desceribed in constants.py
Args:
tubemarker: required markers for that tube
tubechecker: markers in the given tube that needs to be validated
Retu... | 5004a9158db93164dbcf024d6e06d832bf35cf30 | 29,207 |
def _in_Kexp(z):
""" Returns true if z is in the exponential cone """
alpha, beta, delta = z
if ((beta > 0) and (delta > 0)
and (np.log(delta) >= np.log(beta) + alpha / beta)) \
or ((alpha <= 0) and (np.abs(beta) < 1e-12) and (delta >= 0)):
return True
else:
retur... | 19e57dbb10e420ead5ce02e9801cd1e087f3afad | 29,208 |
def split_blocks(bytestring, block_size):
"""Splits bytestring in block_size-sized blocks.
Raises an error if len(string) % blocksize != 0.
"""
if block_size == 1:
return map(b_chr, bytearray(bytestring))
rest_size = len(bytestring) % block_size
if rest_size:
raise ValueError(... | f85caf419de35c75d5d920d531519b2f641cc7b3 | 29,209 |
def put_newest_oldest_files(f, author, path_earliest_latest, n_files, is_newest):
"""Write a report of files that were least recently changed by `author` (`is_newest` is False),
or was first most least recently changed by `author` in current revision.
f: file handle to write to
path_earlies... | 19aa6a9f45d41f04d72b5699ac1599a2b8c2aa28 | 29,210 |
def pearson_correlation(trajectory_data):
""" Calculates the Pearson Correlation Matrix for node pairs
Usage: node_correlation, node_variance, node_average = pearson_correlation(trajectory_data)
Arguments:
trajectory_data: multidimensional numpy array; first index (rows) correspond to ti... | c12f4a4fd0959424e6ccfd66c55046a0bcc93cdb | 29,211 |
from typing import Optional
def upper_band(df: 'Dataframe', metric_col: str, rolling_window: Optional[int] = 20) -> pd.DataFrame:
"""Calculates the lower bound of a stock's price movements.
Args:
df: the dataframe to append a column onto
metric_col: the column to calculate over (usually the '... | f831e95ca2027ccedf787178dc630e7e60403ce3 | 29,214 |
import torch
def reparametisation_trick(mu, log_var, device):
"""
:param mu: The mean of the latent variable to be formed (nbatch, n_z)
:param log_var: The log variance of the latent variable to be formed (nbatch, n_z)
:param device: CPU or GPU
:return: latent variable (nbatch, n_z)
"""
n... | 9cb646132f49fa79b6a8690d10fd188968931978 | 29,215 |
async def prefix_wrapper_async_callable(prefix_factory, re_flags, message):
"""
Function to execute asynchronous callable prefix.
This function is a coroutine.
Parameters
----------
prefix_factory : `async-callable`
Async callable returning the prefix.
re_flags : `int`
... | d09499b4808a24bb643ae904a46049e89c77b7f3 | 29,217 |
def draw_mask(img0, img1, mask, size=14, downscale_ratio=1):
"""
Args:
img: color image.
mask: 14x28 mask data.
size: mask size.
Returns:
display: image with mask.
"""
resize_imgs = []
resize_imgs.append(cv2.resize(
img0, (int(img0.shape[1] * downscale_rat... | 82149bd4fb9a313f76e029fb3234e6aff32cad2e | 29,218 |
def sine_data_generation(no, seq_len, dim):
"""Sine data generation.
Args:
- no: the number of samples
- seq_len: sequence length of the time-series
- dim: feature dimensions
Returns:
- data: generated data
"""
# Initialize the output
data = list()
# Generate sine ... | 1d363cce8788b62f84ab3fd05b11ff98cf5719a3 | 29,220 |
def apply_wilcoxon_test(wide_optimal, dep_var, OVRS_NAMES, alpha):
"""Performs a Wilcoxon signed-rank test"""
pvalues = []
for ovr in OVRS_NAMES:
mask = np.repeat(True, len(wide_optimal))
pvalues.append(
wilcoxon(
wide_optimal.loc[mask, ovr], wide_optimal.loc[mas... | a1a219c7b1bb6f917da11e5fe35c6992ccc60a8c | 29,221 |
import torch
def get_accuracy(targets, outputs, k=1, ignore_index=None):
""" Get the accuracy top-k accuracy between two tensors.
Args:
targets (1 - 2D :class:`torch.Tensor`): Target or true vector against which to measure
saccuracy
outputs (1 - 3D :class:`torch.Tensor`): Prediction or ... | df7f60f37abd9e85b63ca616fb086b84a6ae17d9 | 29,222 |
def cameraPs2Ts(cameraPOs):
"""
convert multiple POs to Ts.
----------
input:
cameraPOs: list / numpy
output:
cameraTs: list / numpy
"""
if type(cameraPOs) is list:
N = len(cameraPOs)
else:
N = cameraPOs.shape[0]
cameraT_list = []
for _cameraPO in ... | 10d6fb11a244eded26b4c9b989e88c131832357b | 29,223 |
def dimerization_worker(primer_1, primer_2):
""" Returns the total number of complementary bases and the longest
run of complementary bases (weighted by HYBRID_SCORES), the median
length of all runs and the array of complementary bases.
"""
p1 = [set(AMB[i]) for i in primer_1]
p2 = [set(AMB[i])... | 6bd1fd8a990c35f8cd0cde134714c9d4a19cfdb1 | 29,224 |
from skimage import img_as_ubyte
def load_dataset(ds, elsize=[], axlab='',
outlayout='', dtype='',
dataslices=None, uint8conv=False):
"""Load data from a proxy and select/transpose/convert/...."""
slices = get_slice_objects(dataslices, ds.shape)
data = slice_dataset(ds,... | 8ccbc4d3c42bcf0861daec23b7b2410b91b89c5c | 29,225 |
import copy
def _interpret_err_lines(err_specs, ncols, names=None):
"""Give list of column names from the READ SERR and TERR commands
Parameters
----------
err_specs : dict
``{'serr': [n0, n1, ...], 'terr': [n2, n3, ...]}``
Error specifications for symmetric and two-sided errors
n... | a3ba0960a3711b30c46e8fc75237786d5297f5eb | 29,226 |
def mro_hasattr(cls: type, attr: str) -> bool:
"""Check if an attribute exists in a type's class hierarchy
Args:
cls (type): The type
attr (str): The attribute
Returns:
bool: True if has the attribute.
Raises:
TypeError: Not called on a type
"""
if not isinsta... | cfc41693e3d3321bcb63dae079abf2e768f97905 | 29,227 |
def get_channel_number_from_frequency(frequency):
"""gets the 802.11 channel for a corresponding frequency
in units of kilohertz (kHz). does not support FHSS."""
try:
return _20MHZ_CHANNEL_LIST.get(frequency, "Unknown")
except KeyError:
return "Unknown" | 0867a458e98a5a97b3d8925aeeee14f6f5af58a5 | 29,228 |
def fetch_single_minutely_equity(code, start, end):
"""
从本地数据库读取单个股票期间分钟级别交易明细数据
**注意**
交易日历分钟自9:31~11:30 13:01~15：00
在数据库中，分钟级别成交数据分日期存储
Parameters
----------
code : str
要获取数据的股票代码
start_date : datetime-like
自开始日期(包含该日)
end_date : datetime-like
... | cc125997fe2f0313295732235b1df2e886d3fcad | 29,230 |
def method2():
"""Provide an examples of doc strings that are too long.
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.
""" # noqa W505: doc line too long (127 > 100 characters) (auto-generated noqa)
return 7 | 689c50c2cfb62d39cd35eec125813830c6068fdb | 29,232 |
def get_parent_compartment_ocid(teamname):
"""
Retrieves the OCID for the compartment based on the team name (assuming the model of root -- team -- individual
structure of compartments.
Args:
teamname (str): name of the team level compartment
Returns:
str: The OCId or None - None is only returne... | bec0bb1d98bb8da0c4e670efebcaa6adcfb8d494 | 29,233 |
def set_recommended_watch_points(session_id):
"""Set recommended watch points."""
body = _read_post_request(request)
request_body = body.get('requestBody')
if request_body is None:
raise ParamMissError('requestBody')
set_recommended = request_body.get('set_recommended')
reply = _wrap_re... | 81f37e60ba108c2b59c79271342153ea8879697a | 29,235 |
def epochJulian2JD(Jepoch):
"""
----------------------------------------------------------------------
Purpose: Convert a Julian epoch to a Julian date
Input: Julian epoch (nnnn.nn)
Returns: Julian date
Reference: See JD2epochJulian
Notes: e.g. 1983.99863107 converts into 2445700.5
Inverse of ... | 2738940ad390f979317177984c9120b34fa7d2af | 29,236 |
def GetHighlightColour():
"""
Gets the default highlight color.
:rtype: :class:`wx.Colour`
"""
if wx.Platform == '__WXMAC__':
if CARBON:
if wx.VERSION < (2, 9, 0, 0, ''):
# kThemeBrushButtonPressedLightHighlight
brush = wx.Brush(wx.BLACK)
... | 1654393d9b5f3d5ea610c9dae9706d04d7f37d54 | 29,238 |
import inspect
def get_classes(mod):
"""Return a list of all classes in module 'mod'"""
return [
key
for key, _ in inspect.getmembers(mod, inspect.isclass)
if key[0].isupper()
] | be04546650a6243a3abfe4053a4dcaa9d71f85d7 | 29,241 |
import struct
def ustring_to_string(ptr, length=None):
"""Convert a pointer to UTF-16 data into a Python string encoded with utf-8.
ptr and length are both gdb.Value objects.
If length is unspecified, will guess at the length."""
error_message = ''
if length is None:
length, error_message... | 9981d15eb26816fbc7f2cb0e3cac99b4d738c25a | 29,242 |
import logging
def handle_outgoing(msg):
"""
Should return a requeue flag, so if it returns True, the message will be
requeued and processed again immediately, and if it returns False, it will
not be queued again.
"""
def onerror():
logging.exception("Exception while processing SMS %s"... | 4b189ef37965ff5725a77af615b52bc019df5910 | 29,243 |
def add_entry(ynew: float, s: float, s2: float, n: int, calc_var: bool):
"""Adds an entry to the metrics, s, s2, and n.
s: previous value of sum of y[]
s2: previous value of sum of y[]*y[]
n: previous number of entries in the metric
"""
n = n + 1
s = s + ynew
s2 = s2 + ynew * ynew
... | 8aed2d9f5acb85273b1a152b0747156e49f1ebdc | 29,244 |
def get_conversion_dict(conversion_name):
"""Retrieves a hard-coded label conversion dictionary.
When coarsening the label set of a task based on a predefined
conversion scheme like Penn Treebank tags to Universal PoS tags,
this function provides the map, out of a fixed list of known
maps addressed by a keyw... | 9137a50e2f9900abf6d60b51c8bc44e67f13df86 | 29,245 |
import scipy
def discount_cumsum(x, discount):
"""
magic from rllab for computing discounted cumulative sums of vectors.
input:
vector x,
[x0,
x1,
x2]
output:
[x0 + discount * x1 + discount^2 * x2,
x1 + discount * x2,
x2]
"""
return... | 82bcb686840191b7cef650b30e14308393331fa2 | 29,246 |
def compute_rgb_scales(alpha_thres=0.9):
"""Computes RGB scales that match predicted albedo to ground truth,
using just the first validation view.
"""
config_ini = configutil.get_config_ini(FLAGS.ckpt)
config = ioutil.read_config(config_ini)
# First validation view
vali_dir = join(config_in... | 44341b8c878ca02179ded0a3cc1c173f1eaea009 | 29,247 |
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