content stringlengths 35 762k | sha1 stringlengths 40 40 | id int64 0 3.66M |
|---|---|---|
import sys
from bs4 import BeautifulSoup
import traceback
import os
def download_images(content, dump_path):
"""
download images from content
:param content: html content
:param dump_path: path to dump updated html
:return:
"""
echo.push_subroutine(sys._getframe().f_code.co_name)
echo.clog(f'Start Parsing I... | c48af729f1ffd37887a2a8c990aa4fdff21ff049 | 38,400 |
from typing import Optional
def original_text_sector(
run: Optional[Run] = None,
clustered: bool = True,
):
"""the text sector for each company from the
original clustering. If the companies were not included in that
the text sector clustering, this will be `None` for each company."""
run = ru... | 8a92cc66954d90651bb2562afc84e42131a599d1 | 38,401 |
from typing import Union
from typing import Dict
from typing import List
def flatten_errors(error_message: Union[Dict, List, str]) -> str:
"""Flatten Cerberus' error messages."""
def flatten_dict(error_dict: Dict) -> str:
"""Return a string version of the dict."""
return ", ".join([f"{key}: {f... | ab6f359cc214a5a1929254e6066fdc6740938f09 | 38,402 |
import os
import pickle
def get_best_estimators(classification):
"""
Loads the estimators that are pickled in `grid` folder
Note that if you want to use different or more estimators,
you can fine tune the parameters in `grid_search.py` script
and run it again ( may take hours )
"""
grid_di... | ac35183c83ce90c0f13c5237634735f08a5d644f | 38,403 |
def get_byuserid(u_id, categories):
"""Render all gifts created by a user of id u_id.
Arguments:
u_id (int): the id of the desired user.
categories (object): generally passed through the
@include_categories decorator,
contains all categories in the data... | 615d12e32fc30ab18ea9b1010516ec94e8b17815 | 38,404 |
def index(request):
"""
This view redirects user to home if logged in else it redirects user
to login page.
"""
if request.user.is_authenticated:
return HttpResponseRedirect('home')
return HttpResponseRedirect('login') | f89da15db58f1ae6e4d206086cac36dd3396acb4 | 38,405 |
def _classname(class_):
"""Returns the full name for a class. Has option for overriding
some class names to hide internal details. The overrides are
stored in the `_class_aliases` dictionaries.
"""
rawname = "{}.{}".format(class_.__module__, class_.__name__)
if rawname in _class_aliases:
... | ca1e7f66646e5e9dfa3b8ddb4749ebf45dc0f17a | 38,406 |
def fracsimplify(numerator, denominator):
"""
Simplify a fraction.
:type numerator: integer
:param numerator: The numerator of the fraction to simplify
:type denominator: integer
:param denominator: The denominator of the fraction to simplify
:return: The simplified fraction
... | 9f1decc8d9021ea988f6eb28342da8ecc2ceb607 | 38,407 |
def polar_adjust_scale(lon, lat, s=1):
"""Rescale lon, lat by contracting or expanding from the north pole.
This is necessary to compensate for the not quite complete coverage of the projection
For the test PufferSphere, s=0.833 is a good compensation
s sets the scaling factor. """
r = (np.pi/2... | 2c294430bc62dfd06ebfcc1d5b5d81d12d08dd8e | 38,408 |
def process_jobs_output(final_df):
"""
preprocess the dataframe before creating pdf
:param final_df: final dataframe
:type final_df: pandas.DataFrame
:return: processed dataframe
"""
output_df = final_df.copy()
output_df['job_title'] = np.where(output_df['job_title'].str.len() > 30, o... | d833af76ebe05a856c567e47ef7411e116d2cae1 | 38,409 |
def save_parts(fig, fpath, grouped_axes=None, dpi=None):
"""
FIXME: this works in mpl 2.0.0, but not 2.0.2
Args:
fig (?):
fpath (str): file path string
dpi (None): (default = None)
Returns:
list: subpaths
CommandLine:
python -m wbia.plottool.draw_func2 sav... | d2499560f32cee3ee0583a50b183ef14343eaeb4 | 38,410 |
def _vector2xy(v, pole):
"""Return stereographic coordinates (X, Y) of 3D unit vectors.
(X, Y) is both zero for vectors with z equal to the projection pole.
Parameters
----------
v : Vector3d
If it's not a unit vector, it will be made into one.
pole : int
-1 or 1, where -1 (1) ... | c1df4ddd024ffa4d4ba457ece365f015eadfa3f8 | 38,411 |
def find_unique_addresses(address_request_json):
"""
Finds unique addresses in a provided address request json returned
from the ReCollect service
:param address_request_json: json object returned from ReCollect address
request service
:return: list of unique addresses
"""
logger.deb... | f8bb59fce5ba38c64a9040b5ee3f12dff09ec8e5 | 38,412 |
def defer_group_class(node: c.SchemaNode, kw: dict) -> t.Type[IGroupModel]:
"""Colander helper deferred to assign the current group model.
:param node: Colander SchemaNode
:param kw: Keyword arguments.
:return: IGroupModel
"""
request = kw.get("request")
assert request, "To use this widget ... | 59c5da9d2f9c0f79125cd1fa26d242f0dc897a63 | 38,413 |
async def search_roles_count(conn, search_query):
"""Get a count of all search fields for roles in one query."""
resource = (
await roles_search_name(search_query)
.union(roles_search_description(search_query))
.distinct()
.count()
.run(conn)
)
return resource | ba43e3c38f28bb9bc10ac757e6b5d2c0cabbfbdb | 38,414 |
import math
import pathlib
import os
def train(args, base_model=None, loaders=None, loaders_len=None, is_fold=-1, is_train=True):
"""
:param args:
:return:
"""
if loaders is None:
loaders, loaders_len = load_data(args)
print(loaders_len)
postfix = '' if is_fold == -1 else '-kf{}... | 9758099d3c1624a7c2cb90a5c63cc9707745526a | 38,415 |
def get_db_engine() -> Engine:
"""
Opens a new database connection if there is none yet for the
current application context.
"""
if not hasattr(g, "dbengine"):
engine = create_engine(application.config["SQLALCHEMY_DATABASE_URI"], echo=ENV_LOG_FLAG)
engine.connect()
g.dbengine... | 844bce3fc30bc4a3c77a27934107d20d597ae793 | 38,416 |
def get_subset(container, subset_bounds):
"""Returns a subset of the given list with respect to the list of bounds"""
subset = []
for bound in subset_bounds:
subset += container[bound[0]: bound[1]]
return subset | 4932ecba987c4936f9f467f270c6c07fd8681840 | 38,417 |
def _encode_decimal128(name, value, dummy0, dummy1):
"""Encode bson.decimal128.Decimal128."""
return b"\x13" + name + value.bid | f0d72f1fdef51559eb66dd2ac65ba6a43a91bf85 | 38,418 |
def buildstamp(p5_connection=None):
"""
Syntax: srvinfo buildstamp
Description: Returns the build time-stamp of the P5 release
Return Values:
-On Success: The build time-stamp
"""
method_name = "buildstamp"
return exec_nsdchat([module_name, method_name], p5_connection) | 8d8c7a8ee6821fea618af2caafc765c0efca1a5d | 38,419 |
def changeoOb(attrname, G, A, i):
"""change statistic for binary exogenous attribute oOb (outcome
attribute related to binary attribute on same node)
[*]
"""
return 0 if G.binattr[attrname][i] == NA_VALUE else G.binattr[attrname][i] | 6b97269fe2f1490bff632868c10e03160caaf421 | 38,420 |
def is_cli_command(ctx: Context) -> bool:
"""
Check if command is run from CLI
Args:
ctx: Click context object
Returns:
True if run as CLI command, False otherwise
"""
return ctx.parent.info_name == "model-navigator" | c6121dd742e2c2a3a0c3b4b5863d73d8d0fde658 | 38,421 |
import os
def IsPlatformSupported(opts):
"""Checks that this platform and build system are supported.
Args:
opts: The options parsed from the command line.
Returns:
True if the platform and build system are supported.
"""
# Haven't tested the script out on any other platforms yet.
supported = ['... | ae115798b435e4be35ecada9528f688020aeb082 | 38,422 |
import random
def is_prime_mr(n):
"""
Miller-Rabin primality test.
A return value of False means n is certainly not prime. A return value of
True means n is very likely a prime.
Source: http://rosettacode.org/wiki/Miller-Rabin_primality_test#Python
>>> is_prime_mr(2)
True
>>> is_pri... | 48a9ea5f8708b56199cdf36dc0affe5d84c113a9 | 38,423 |
import subprocess
def call(command, **kwargs):
"""
参考subprocess.call
Args:
command: shell命令
kwargs: 其他参数
"""
if "print_command" in kwargs:
print_command = kwargs["print_command"]
del kwargs["print_command"]
else:
print_command = IS_PRINT_COMMAND
de... | e5f1cb1fe894a0fffbc50a562f2844ef9112a821 | 38,424 |
def lat_lon2point(df):
"""Create shapely point object of latitude and longitude."""
return Point(df['Wikipedia', 'longitude'], df['Wikipedia', 'latitude']) | f430d9532c52eb11ec05f6a2cbddd2d5600c9413 | 38,425 |
from typing import OrderedDict
def _get_exp_uri():
"""Return expected basic result for OpenUri action."""
return OrderedDict(
(
("@type", "OpenUri"),
("name", "Open URL"),
(
"targets",
[OrderedDict((("os", "default"), ("uri", "http://... | a3e527a52769083fd7adb8cf04a27ebcfc272922 | 38,426 |
def save_json(node):
"""Load tvm object as json string.
Parameters
----------
node : Node
A TVM Node object to be saved.
Returns
-------
json_str : str
Saved json string.
"""
return _api_internal._save_json(node) | 0c9a2b18d18bf2357a2a539f2941972dd4e810ce | 38,427 |
import re
import string
def normalize_text(s):
"""Lower text and remove punctuation, articles and extra whitespace."""
def remove_articles(text):
return re.sub(r"\b(a|an|the)\b", " ", text)
def white_space_fix(text):
return " ".join(text.split())
def remove_punc(text):
exclude = set(string.punc... | d619ed0c963997e90dc57a8fad951a4555b5c304 | 38,428 |
def computeBits(image, start, end, newName):
""" Compute the bits of an image
:param start: start bit
:type start: int
:param end: end bit
:type end: int
:param newName: new name for the band
:type newName: str
:return: A function which single argument is the image and returns a single
... | 5a741e4cc8f14fa914b914bb9a237ee2768b1d76 | 38,429 |
import getpass
def get_html_connector_kwargs_options_from_args(args):
"""Take a parsed ArgumentParser and return a dict of argument."""
if not args.password:
args.password = getpass.getpass(
"Please enter the password for {} with login {}:\n".format(args.url, args.login)
)
retu... | d96f070363c6db33632974028b6363cbad739537 | 38,430 |
def benchmark(problems, algorithms, stop_criterion, runs=10, seeds=None):
"""A function to perform multiple algorithms on multiple soltions.
Note that the problems, algorithms and the stop criterion all need to have
the method reset method properly implemented for this function to work
properly. The lo... | 5ed084bf1e3fb2ba55a579e1ed5a3314721d1559 | 38,431 |
def list_huisnummers_adapter(obj, request):
"""
Adapter for rendering a list of
:class:`crabpy.gateway.crab.Huisnummer` to json.
"""
return {
'id': obj.id,
'status': {
'id': obj.status.id,
'naam': obj.status.naam,
'definitie': obj.status.definitie
... | bcc48d753e5c51581b34d7f5f695ae1f1ae744c1 | 38,432 |
def fetch_production(zone_key, session=None, target_datetime=None, logger=None):
"""
Requests the last known production mix (in MW) of a given country
Arguments:
zone_key (optional) -- used in case a parser is able to fetch multiple countries
session (optional) -- request session passed in orde... | e23234553a0da497415488e3c15e2e62b00cc779 | 38,433 |
def generate_vocab_from_token_count(token_count,
max_vocab_size=1000000,
min_count=0,
unk_tk=UNK_TK,
start_tk=START_TK,
decode_tk=DECODE_TK,... | 11b7fb52db85302353ffb5128ee04a2cd6958d1e | 38,434 |
from typing import Optional
from typing import Dict
def timesketch_list_saved_searches(
data: Optional[Text] = '') -> Dict[str, api_search.Search]:
"""List up all available saved searches.
Args:
data (str): Not used.
Returns:
A dict with a list of available saved searches.
"""
connect()
stat... | c575d1c6ef6b66a371c1b3370b9f954fb2688bb5 | 38,435 |
import os
import sys
def codePath():
"""Returns path to the program sources"""
if not frozen:
return os.path.dirname(__file__)
return (
os.environ.get('RESOURCEPATH')
# pylint: disable=protected-access
if frozen == "macosx_app" else sys._MEIPASS) | a959751dcd873debf67d96ae41004406cee2fb99 | 38,436 |
def get_coords(gals):
"""
Takes list of galaxies and looks up their coordinates by name.
If no name found: warn, skip, remove galaxy from list
Returns:
gals: list of galaxies minus those that weren't found
start_coord: list of coordinates corresponding to center of g... | 904405f70611b4fcc38f2f963f36b9d63dd98e6f | 38,437 |
def yesnoquery(message):
"""
Displays `message` and waits for user Y/N input.
Returns Boolean where true means Y.
"""
useryn = None
while useryn is None:
if not isinstance(message, str):
raise ValueError("Must pass a valid string to query")
useryn =... | 87ec3cb01e4a2e52ce1cd900e5446cbab9a05373 | 38,438 |
def material():
"""
Factory associated with PowerLaw3D.
"""
return PowerLaw3D() | 5340bdd546d9c804a12ac0a9bbf446a4859ce2bb | 38,439 |
def formatExtendedTraceback(exc):
"""Format a traceback for the given exception as a string.
The traceback will include the source line of each frame, as usual, but
also the values of local variables in the frames.
"""
return ''.join(listExtendedTraceback(exc)).rstrip('\n') | 567274bd8cfef86e8070c659d470edbc5e793ade | 38,440 |
def _normalize_ad_ts_sid(df, ndays=0, nhours=8, target_tz='utc'):
"""规范`asof_date`、`timestamp`、`sid`
操作：
股票代码 -> sid(int64)
date(date) -> asof_date(timestamp)
date(date) + ndays -> timestamp(timestamp)
确保timestamp >= asof_date
"""
if AD_FIELD_NAME in df.columns:
... | 19fa72d33128ba4684c388db6fb1e63062c85c26 | 38,441 |
def convertHDF5Mesh(h5Mesh, group='mesh', indices='cell_indices',
pos='coordinates', cells='topology', marker='values',
marker_default=0, dimension=3, verbose=True,
useFenicsIndices=False):
"""
Converts instance of a hdf5 mesh to a :gimliapi:`GIMLI::Me... | 1c901cf43ae8dc507c1d857c4be9553b411c2f62 | 38,442 |
def lnLikelihoodGaussian(parameters, values, errors, weights=None):
"""
Calculates the total log-likelihood of an ensemble of values, with
uncertainties, for a Gaussian distribution.
INPUTS
parameters : model parameters (see below)
values : data values
errors : data unc... | 17d1cdf00a841fae15f9f77616bc4b6c5fdb39ce | 38,443 |
def g(r, r_i, r_c, a, gamma):
"""
Non-orthogonalized radial functions
"""
def g_(r, r_i, r_c, a):
return (r-r_i)**(2)*(r_c-r)**(a+2)*np.exp(-gamma*(r/r_c)**(1/4))
# return (r-r_i)**(5)*(r_c-r)**(a+2)
r_grid = np.arange(r_i, r_c, (r_c-r_i)/1e3)
N = np.sqrt(np.sum(g_(r_grid,r_i,r_... | fbfcf68470f0b8198f4697bf1079bd4009c3259d | 38,444 |
def formatProccessingTime(ss, verbose: int = 1, estimate: bool = True, keep_seconds=False):
""" Format processing time to string
Args:
ss: Time in seconds or a string
"""
if isinstance(ss, (str, bytes)):
res = ss
else:
if ss < 0:
res = '-1'
elif ss < 60:
... | a2bea60365530169013322f8a767c9da3cc44c31 | 38,445 |
def lorenz(xyz, t, sigma, beta, rho):
"""The most famous of the strange attractors."""
x, y, z = xyz
dx = sigma * (y - x) # dt
dy = x * (rho - z) - y # dt
dz = x * y - beta * z # dt
return dx, dy, dz | 4241c36b8d4b924289edaa522a49855949208327 | 38,446 |
def seq_to_array(seq, k=1, overlap=True):
"""Converts a DNA sequence into a Numpy vector. If :math:`k>1`, then it
creates a vector of the :math:`k`-mers.
Args:
seq (~skbio.sequence.DNA or str): The sequence to convert.
k (int, optional): The :math:`k` value to use. Defaults to 1.
ov... | 8a236536f85c49c8da217e8fd6b50f5f6051e64c | 38,447 |
import copy
def add_classes_to_geojson(geojson, class_map):
"""Add missing class_names and class_ids from label GeoJSON."""
geojson = copy.deepcopy(geojson)
features = geojson['features']
for feature in features:
properties = feature.get('properties', {})
if 'class_id' not in properti... | 9aadf15fbe64995e7e52b2f6182e76ab722f06b5 | 38,448 |
import math
def calNewGeoLocationNE(initialPOINT, yNORTH, xEAST):
"""
This function is used to calculate new GEO Point which is 'y' meters north and 'x' meters east of a Reference point.
Knowing the lat/long of reference point and y and x distance , it returns a POINT class object with new location lat/long value... | 3116856f253984dc89a6fb10889a1ac24d955072 | 38,449 |
def solve_RMits(data, xs, flx, k, slvr_opts, filename=None):
"""Solve the Ronen Method by non-linear iterations based on CMFD and
diffusion."""
# unpack data
Db = xs[-1] # retrieve Db which does not change with CMFD
ss = xs[1] # check for scattering anisotropy in input xs data
lin_anis = False... | e471e9f695de1df6c7d0e6cac9df511af0918150 | 38,450 |
def add_quantiles_functions_to_pymc_class(pymc_class):
"""
add quantiles methods to a pymc class
Input:
pymc_class <class>
"""
#turn pymc node into the final wfpt_node
def compute_quantiles_stats(self, quantiles=(0.1, 0.3, 0.5, 0.7, 0.9)):
"""
compute quantiles statistic... | cc6b7234f7e606e9ae9661b8b64008cc5b271412 | 38,451 |
from typing import Set
from typing import Tuple
def cfpq_matrix(
graph: MultiDiGraph,
cfg: CFG,
start_nodes: Set[int] = None,
final_nodes: Set[int] = None,
start_var: Variable = Variable("S"),
) -> Set[Tuple[int, int]]:
"""
Context-Free Path Querying based on Matrix Multiplication
Par... | 647d7110c2bed1403e36cc0208f62849e809cbbb | 38,452 |
from pathlib import Path
import errno
import argparse
def is_file_ro(filename: Path) -> Path:
"""Verifies file exists and can be open for read-only
Args:
filename (Path): path/filename to check
"""
try:
with open(filename) as f:
f.read()
f.close()
r... | 48082137363ac60b8c6666b0236d5f4314daf47d | 38,453 |
import os
def project_create():
"""View for an AJAX endpoint that creates a new project"""
project = Project(name=request.form["name"])
errors = []
current_user.add_project(project, role=ProjectsUsers.ROLE_ADMIN)
project.path = os.path.join(app.config["UPLOAD_DIR"], str(project.id))
project.sa... | 9289cfa0294100b9d16ed349484513efe2622bff | 38,454 |
from typing import Optional
def filter_reg(reg: IRParam) -> Optional[Register]:
"""Filters a possible register object. returns None if not a register."""
if isinstance(reg, Dereference) and isinstance(reg.to, Register):
return reg.to
if isinstance(reg, Register):
return reg
return None | f39e10d08ba5265496663dd64e849562f9918a09 | 38,455 |
def get_init_data(file_name):
"""
Args:
file_name:
Returns: camera starting position, imu starting position
"""
init_file = INIT_PATH + file_name + '.json'
init_data = read_json_file(init_file)
return init_data['cam_start'], init_data['imu_start'] | 52e2d7afd3b0667a122c857205db86a29ad048b6 | 38,456 |
import re
def get_aspect_ratio (video_source_filename):
"""This returns the aspect ratio of the original video.
This is usualy 1.78:1(16/9) or 1.33:1(4/3).
This function is very lenient. It basically guesses 16/9 whenever
it cannot figure out the aspect ratio.
"""
cmd = "mplayer '%s' -vo png -... | a71b642f64464f0675a9d3c20b610ccfb55df426 | 38,457 |
from typing import Dict
from typing import Any
from typing import Callable
def ot3_remote_everything_commit_id(
ot3_default: Dict[str, Any], robot_set_source_type_params: Callable
) -> RuntimeComposeFileModel:
"""Get OT3 configured for local source and local robot source."""
return robot_set_source_type_p... | 9b4511e83d31b2e58c046447ed87569e9721ffba | 38,458 |
from typing import Union
import random
def pick_typo(next_letter: str) -> Union[str, None]:
"""Picks a typo according to the next letter to type.
This function uses `is_typo()` to determine wether or
not there will be a typo.
Plausible typos are defined in the `PLAUSIBLE_TYPOS`
global variable. ... | a0f310f04d57e97d85afbdcaa6074a71eed324ff | 38,459 |
def _get_tag_by_name(tag_name: str, auth_id: int, db: Session):
""" Returns tag data by passing the tag name
Args:
tag_name (str): Tag Name
auth_id (int): User Id
db (Session): sqlAlchemy connection object
Returns:
sql_object : Tag data
"""
return db.query(TagDB).fi... | 47ea0ec8572fdeec0005ffb0e8d132855db09336 | 38,460 |
def sshconnect_ex1(ssh: SSH):
"""
SSH example using :class:`ssh2.SSHConnect` with SSH configuration
file (:code:`~/.ssh/config`).
"""
return ssh.execute("ls -l") | 4ee656143e5d8fde85dd4bff264775a09c7f0f56 | 38,461 |
def list_org_inner_pub_repos(org_id, username, start=None, limit=None):
"""
List org inner pub repos, which can be access by all org members.
"""
try:
shared_repos = seafserv_threaded_rpc.list_org_inner_pub_repos(org_id)
except SearpcError:
shared_repos = []
for repo in shared_r... | df00f7dd9a7c7b05246ad6663eae4697aede4b53 | 38,462 |
import sqlite3
def select_special_student(sql_special):
"""
特殊sql语句的查询 并将其结果封装为Student类型的列表
:param sql_special: 特殊的sql条件
:return: list(Student)
"""
if sql_special is None:
return None
connection = sqlite3.connect(r'sqlite/student_system.db')
cursor = connection.cursor()
# ... | bacec7fe8628c78d3911bdf20a18c5f2bd7759ef | 38,463 |
def gauss(x, a, b, c):
"""
generate a Gaussian function
Parameters
----------
x : array like
x coordinates.
a : float
amplitude (centeral height).
b : float
center.
c : float
sigma.
Returns
-------
y
y = Gaussian(x | a, b, c).
""... | 99d14f51d17488dcb216c92754c97303c2b64295 | 38,464 |
import re
def replace_urls(text, filler='<url>'):
"""Replaces URLs in text with `f' {filler}'`.
Potentially induces duplicate whitespaces.
Includes punctuation in websites
(which is not really a problem, because URLs on Twitter are rendered
as https://t.co/randomnum).
The regex doesn't account... | 0556120c0b8ab8a888acad550cb4cad24c5961ae | 38,465 |
from typing import Dict
from datetime import datetime
import urllib
import hmac
import hashlib
import base64
def create_signature_v2(
api_key,
method,
host,
path,
secret_key,
get_params=None
) -> Dict[str, str]:
"""
创建签名
:param get_params: dict 使用GET方法时附带的额外参数(urlparams)
:retur... | 6ff58204372f07085fae99fcce418638b1e8b30c | 38,466 |
def solution(X, A):
"""Find the earliest time that a frog can jump to position X.
In order to reach X, a leaf must be present at every position from 1 to X.
Args:
X (int): The position that the frog must reach.
A (list): A list of integers from 1 to X, where A[k] represents a leaf
... | d1fec5a3ec4c6dc06cd0feab295c90cb4c920ced | 38,467 |
import os
import distutils
def is_charmcraft_running_in_managed_mode():
"""Check if charmcraft is running in a managed environment."""
managed_flag = os.getenv("CHARMCRAFT_MANAGED_MODE", "n")
return distutils.util.strtobool(managed_flag) == 1 | 1be4df2434d904122bd5b49e15101a48adc984a1 | 38,468 |
import math
def moments_get_orientation(m):
"""Returns the orientation in radians from moments.
Theta is the angle of the principal axis nearest to the X axis
and is in the range -pi/4 <= theta <= pi/4. [1]
1. Simon Xinmeng Liao. Image analysis by moments. (1993).
"""
theta = 0.5 * math.atan... | 0b75e86e324dccd5fe2c4332dfeb15d63a417b9b | 38,469 |
def load_sklearn_bc_dataset():
"""
Helper to load sklearn dataset into a pandas dataframe
Returns:
pd.DataFrame: X and y combined
"""
dataset = load_breast_cancer()
df = pd.DataFrame(data=pd.np.c_[dataset['data'], dataset['target']],
columns=(dataset['feature_names... | 39ac7c63099971fce732f18d6051c0ac3f250a36 | 38,470 |
def get_select_form_layout(id, options, label, description):
"""Creates a select (dropdown) form with provides details
Parameters
-----------
id: str
id of the form
options: list
options to show
label: str
label of the select dropdown bar
description: str
lon... | d019943048679ec0dfb15150d5df26ddd1c2ff21 | 38,471 |
def visualise_sampling_grid(X_sampled, gridsize=3):
"""Show how herding algorithm samples the datapoints
Using X_sampled, which is the original design matrix with rows
permuted such that X_sampled[i] is the i'th row chosen by the sampling
algorithm. This enables calculating X_sampled by arbitrary algor... | efed02bf1f58b1d01d5fe087eb3f1838b606952b | 38,472 |
def serialize_ip_block(block):
"""
Serialize an IP block to protobuf string.
Args:
block (ipaddress.ip_network): object to serialize
Returns:
serialized (bytes): serialized object
"""
proto = IPBlock(
version=_ip_version_int_to_proto(block.version),
net_address=b... | 9344c35f51d6ecaa7803f9198b8e0451bb78caaf | 38,473 |
def copy_and_add_dataset_source(entity, dataset_label, dataset_type,
original_source_location, move=False):
"""Copies the dataset to the entity location and then adds as
Dataset. If the original_source_location is a file object, then
it just read()s from the handle and writes to destination.
If... | 7dfd7b23903e0ae5363047bb7f91f9d055d7c5d8 | 38,474 |
def DeWeWriteCAN(nBoardNo, CanFrameList):
"""Dewe write CAN"""
if f_dewe_write_can is not None:
n_real_frame_count = c_int()
n_frame_count = len(CanFrameList)
p_can_frames = (BOARD_CAN_FRAME * n_frame_count)()
i = 0
for CanFrame in CanFrameList:
p_can_frames[... | bb3eb6ddc28cd43ed9c9a70457626e92496d6a77 | 38,475 |
def get_article_case(article, word):
"""Determines the correct article casing based on the word casing"""
return article.capitalize() if word[0].istitle() else article | 603810cb60c3719c102afe024cdc0ce474d37bfa | 38,476 |
def calc_DM(seg):
"""
Computes NON-SIGNED Distance Map of input ground truth image or volume using scipy function.
In case seg is 3D volume, it separately computes 2D DM fo each single slice.
Args:
seg: 2D or 3D binary array to compute the distance map
Returns:
res: distance map
... | f707db2ca620a62f994f04360c96450fa855d0e3 | 38,477 |
def get_valid0(cfg: Config):
"""
Simple network with all inputs and all outputs used.
Configuration:
0 1
/ |
2 \
/ \ |
-1 -2 -3
"""
# Create a dummy genome
genome = Genome(
key=0,
num_outputs=cfg.genome.num_outputs,
... | c52c72285ee8b364ecafed330d9348de79a38198 | 38,478 |
from typing import List
def get_dependents_auto(tensor: tf.Tensor, candidates: List[tf.Tensor]) -> List[tf.Tensor]:
"""Return the nodes in `candidates` that `tensor` depends on.
Args:
tensor ():
candidates ():
"""
try:
dependent_ops = all_parents(tensor.op)
except RuntimeE... | 2b1a5143a3c2faf54a7e5bb42093e7fde41d512c | 38,479 |
def gram_matrix(input_tensor):
"""
Computes the outer-product of the input tensor x.
Input:
- x: input tensor of shape [H,W,C]. We reshape it to [C (H, W)]
Returns:
Tensor of shape [C,C] corresponding to the Gram matrix
Your code goes here
"""
channels = int(input_tensor.shape[... | e7db0bcae972331146958b02eac3e0e23fae87cc | 38,480 |
def false_positive_rate(context,
positive_class,
penalty_loss=defaults.DEFAULT_PENALTY_LOSS,
constraint_loss=defaults.DEFAULT_CONSTRAINT_LOSS):
"""Creates an `Expression` for a multiclass false positive rate.
The result of this function repres... | ece9d7d9f40d6b52af1efc1f168186698c3ec94f | 38,481 |
def register_root_routes(app: Flask, static_digest: FlaskStaticDigest):
"""Register the root routes blueprint."""
def set_static_digest() -> None:
g.static_digest = static_digest
ROOT_BLP.before_request(set_static_digest)
if app.config.get("DEBUG", False):
# add cache busting for debu... | 168e164f66b42a2e89d4e6f429cd6fc9856f51b0 | 38,482 |
def start_proc(proc, body):
"""Start individual process as specified in startClusterReq command.
proc - the process object in the message
body - the whole message
"""
f = proc['file']
(key_based, user, pwd, key_file) = get_cred(f['hostName'], body)
with produce_ABClusterHost(f['hostName'], ... | a03662fa2938195fda81232ef1f4cf46c63dd7ab | 38,483 |
from typing import List
import re
from pathlib import Path
def check_missing_pictures(document: Document, args: Args) -> List[Issue]:
"""Check that all pictures files linked in the document exist."""
issues = []
markdown_picture_re = re.compile(r"\s*\!\[.*\]\((.*)\)")
for number, line in enumerate(do... | 92d45dc4895dfcb143ec44a7eda3a8189b1f3155 | 38,484 |
def _load_mesh(path: str):
"""Loads mesh data from numpy file.
Args:
path (str): Path to data file
Returns:
data (np.ndarray): Scaled data (NHWC)
"""
with open(path, "rb") as f:
mesh = np.einsum("abcde->deabc", sio.loadmat(f)["im"])
flattened_mesh = mesh.reshape((-1,) +... | ae46ff174a4efaf8e3accc601ba1ee6d5bfbb989 | 38,485 |
def configure(filename="tuf.interposition.json",
parent_repository_directory=None,
parent_ssl_certificates_directory=None):
"""The optional parent_repository_directory parameter is used to specify the
containing parent directory of the "repository_directory" specified in a
configurati... | 3aca6e4b3fb6bdbd8e909b4b686c7871bf7a9115 | 38,486 |
import xdg
def get_script_folder_name():
"""Returns the folder where Enso commands are found. This function
is responsible for ensuring that this folder exists: it must not
return a path that is not present! It is expected to place this
folder in some platform-specific logical location."""
return x... | 78ff0b66e4198c15f8f0aa9cfa9428415f57db9f | 38,487 |
def CDLHOMINGPIGEON(equity, start=None, end=None):
"""Homing Pigeon
:return:
"""
opn = np.array(equity.hp.loc[start:end, 'open'], dtype='f8')
high = np.array(equity.hp.loc[start:end, 'high'], dtype='f8')
low = np.array(equity.hp.loc[start:end, 'low'], dtype='f8')
close = np.array(equity.hp.... | 26a95084abe3cc418a35db13fd191d8fd544cd04 | 38,488 |
import collections
def deep_convert_to_plain_dict(an_odict):
"""
Recursively convert `an_odict` and any of its dictionary subelements from
`collections.OrderedDict`:py:class: to plain `dict`:py:class:
.. note:: This is naive, in that it will not properly handle dictionaries
with recursive obj... | 0a463981909153d4beee64fbbf5fad489adf78ac | 38,489 |
def mie(r, eps, sig, m=12, n=6):
"""Mie pair potential. """
prefactor = (m / (m - n)) * (m / n)**(n / (m - n))
return prefactor * eps * ((sig / r) ** m - (sig / r) ** n) | 97e96c73c55c9db61f9efe404b26b368090df0bc | 38,490 |
def dpn_conv1x1(in_channels,
out_channels,
stride=1):
"""
1x1 version of the DPN specific convolution block.
Parameters:
----------
in_channels : int
Number of input channels.
out_channels : int
Number of output channels.
stride : int or tuple... | 65e2d408a330050fb45d0b63cced003b443c18e0 | 38,491 |
def _conv2d_legalize(attrs, inputs, arg_types):
"""Legalizes Conv2D op.
Parameters
----------
attrs : tvm.ir.Attrs
Attributes of current convolution
inputs : list of tvm.relay.Expr
The args of the Relay expr to be legalized
types : list of types
List of input and output ... | 912b8f144a0c00ba5fa4985fbfadcc8d13d334a9 | 38,492 |
def smooth_good_regions_repeatedly(blob_id, repeated_smoothings=5,
spine_order=SPINE_ORDER,
spine_window=SPINE_WINDOW,
time_order=TIME_ORDER,
time_window=TIME_WINDOW,
... | ed16652137854607b3afa224975c3b80c9965fcc | 38,493 |
def mean_filter(dem, kernel_radius):
"""Applies mean filter (low pass filter) on DEM. Kernel radius is in pixels. Kernel size is 2 * kernel_radius + 1.
It uses matrix shifting (roll) instead of convolutional approach (works faster).
It returns mean filtered dem as numpy.ndarray (2D numpy array)."""
radi... | 1bbac4841ab35a38045083cdabd70a5371e97f87 | 38,494 |
def _members_geom_lists(relation_val, footprints):
"""
Add relation members' geoms to lists.
Parameters
----------
relation_val : dict
members and tags of the relation
footprints : dict
dictionary of all footprints (including open and closed ways)
Returns
-------
tu... | a0ccf10ef75c381b5839cf8e17ba304a7488ecda | 38,495 |
import numpy as np
def hits_numpy(G,normalized=True):
"""Return HITS hubs and authorities values for nodes.
The HITS algorithm computes two numbers for a node.
Authorities estimates the node value based on the incoming links.
Hubs estimates the node value based on outgoing links.
Parameters
... | b202749cad4550f094f7a5908c4d0e835920acd1 | 38,496 |
def InputFunc():
"""
InputFunc [This Function is used to take declare input.]
Returns:
[int]: [windowSize]
[int]: [dataBits]
[int]: [Timeout]
"""
dataStr = '1010010011'
dataStr = " ".join(dataStr)
windowSize = 4
# Makes the input string to a list
dataBits = [... | ec9426e20774d093459e752c128a103886b7b514 | 38,497 |
def httpResponse(graph, uri):
"""HTTP response: FAIR metadata in RDF and JSON-LD formats"""
accept_header = request.headers.get('Accept')
fmt = 'turtle' # default RDF serialization
mime_types = {
'text/turtle': 'turtle',
'application/rdf+xml': 'xml',
'application/ld+json': 'json... | b3f9d07d3c7a610a3b09a601e4a988e95488e4c5 | 38,498 |
def reaction(
func=None, # type: Optional[Callable[[_BO, Action, Phase], None]]
priority=None, # type: Optional[int]
):
# type: (...) -> Union[CustomReaction, ReactionDecorator]
"""
Decorates an object's method into a custom reaction.
Reaction methods are called automatically when an action pr... | 1dab9c52aa3d381e7ad418851b5d75aa5c96af8e | 38,499 |
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