content stringlengths 35 762k | sha1 stringlengths 40 40 | id int64 0 3.66M |
|---|---|---|
def compose_class(class_names):
"""Create a composite class from a list of class names."""
classes = []
classes.append(Basic) # Class is the root of inheritance
for class_name in class_names:
if class_name != "basic": # Normally this is not explicitly specified, so is implicit, but even it i... | a3884b8a5bc5f836b12757a288605f49a57b6e9f | 3,611,027 |
def create_cancel_jobs_messages(job_ids, when):
"""Creates messages to cancel the given jobs
:param job_ids: The job IDs to cancel
:type job_ids: list
:param when: The cancel time
:type when: :class:`datetime.datetime`
:return: The list of messages
:rtype: list
"""
messages = []
... | 876e255f221b79da3aac10757ff3af9ada50974e | 3,611,029 |
import functools
def postprocess(output, length_1, length_2):
"""Post process the output of the inferred alignment."""
score, paths, sw_params = tf.nest.map_structure(
functools.partial(tf.squeeze, axis=0), output)
# Stacks SW params, flipping sign of gap penalties for convenience.
substitution_scores, ... | e7027fa4d7e8408b491e7fd9febad99e5ac20e98 | 3,611,030 |
def select_random_word() -> str:
"""Selects a random word from the lexicon."""
next_word = lexicon.sample(RandomWordSelectStrategy())
print(f"Chose: {next_word}!")
return next_word | 412a62c58ea6978e2ca40e5ca614c06589f5ba64 | 3,611,031 |
import regex
def split_at_pattern(text, pattern):
"""
Split a string where a pattern begins
"""
obj = regex.search(pattern, text)
if obj:
start = obj.start()
return text[0:start], text[start:]
else:
return text, "" | a33bc599eb2575fc0ec0e09571095b49fa3ac74b | 3,611,033 |
def focal_lossIII(prediction_tensor,
target_tensor,
weights,
gamma=2.,
epsilon=0.00001,
):
"""Compute loss function.
This function was adapted from the Tensorflow issues section on GitHub.
Args:
prediction_tens... | 4f9b332165ce2565344de4d62dd7e73e2dee35af | 3,611,035 |
def draw_vertical_bar(info:pd.Series)->plt.Figure:
"""Dibuja un vertical bar chart basado en un analisis previamente hecho
Args:
info (pd.Series): Los datos a graficar
Returns:
[plt.Figure]: La figura armada
"""
plt.bar(info.index, height=info)
return plt.gcf() | 93b46e3dd5f15d8c8d619db79145b10fd50eb391 | 3,611,036 |
import collections
def set_seed_iftrue(condition, seed=10):
"""
Fix the seed for random test.
Parameters
----------
seed : int
Random seed passed to np.random.seed
Returns
-------
decorator : function
Decorator which, when applied to a function, sets the
random ... | d791bb843594ea64f795b517334da6364a9d3e95 | 3,611,037 |
from datetime import datetime
def get_current_utc_time():
"""Return string representation of current time in UTC."""
utcnow = datetime.datetime.utcnow()
return str(utcnow.timestamp()) | 0f5be8928a6706e9fe8db497d314502db35b6317 | 3,611,038 |
import unittest
def _split_extension_test(ctx):
"""Unit tests for paths.split_extension."""
env = unittest.begin(ctx)
# Try some degenerate cases.
asserts.equals(env, ("", ""), paths.split_extension(""))
asserts.equals(env, ("/", ""), paths.split_extension("/"))
asserts.equals(env, ("foo", ""... | c60a5ce93cc746a7e0c1d140931298c9e54712a0 | 3,611,039 |
import configparser
def get_cluster_details():
"""
Gets the credentials from the config file
"""
config = configparser.ConfigParser()
config.read_file(open('dwh.cfg'))
KEY = config.get('AWS','KEY')
SECRET = config.get('AWS','SECRET')
DWH_CLUSTER... | a7d19c76e134b74d18a37289c16221064664c036 | 3,611,040 |
import select
def get_publication_comments(project, publication_id):
"""
List all comments for the given publication
"""
connection = db_engine.connect()
publications = get_table("publication")
publication_comments = get_table("publication_comment")
statement = select([publications.c.publi... | 286c6ab192fdd5d235bf52ae4191ef37a1b99ab5 | 3,611,041 |
from typing import Dict
from typing import Optional
def parse_genapp_customer(genapp_record: Dict) -> Optional[X12Demographics]:
"""
Parses a GenApp Customer from a JSON response to a X12Demographics model
:param genapp_record: The GenApp Customer record
:return: The X12Demographics model for the cust... | 4fae35ea6f8fc57639f0eb7672eae7d359b0c1f4 | 3,611,042 |
def get_best_shift(img):
"""
DESCRIPTION: Calculate the center of mass of the input image
and return the best shift amount to center an image on the character.
INPUT: Image
OUTPUT: Calculated shift amount for x and y directions
"""
# Calculate the center of mass through scipy
center_y, c... | 328a48d0a2c041c55260f591ce50ef93f3265b63 | 3,611,044 |
def main():
"""
The main function to execute upon call.
Returns
-------
int
returns integer 0 for safe executions.
"""
print("Program to check positive, negative, or zero input.")
temp = check_number_sign()
return 0 | cd551c867c50b258bfd109b1c6ad326a6d039b19 | 3,611,045 |
import torch
def class_to_val(raw_scores):
"""
Finds the highest softmax for each class
:param raw_scores: tensor (batch, verts, classes)
:return: highest class (batch, verts)
"""
cls = torch.argmax(raw_scores, dim=2)
val = (cls + 0.5) / DEEPCONTACT_NUM_BINS
return val | 9d42a6d3457fd98b2174dc7bf7ffbf444aef5b38 | 3,611,047 |
import functools
import inspect
import six
def map_arg(**maps):
"""
Apply a mapping on certains argument before calling the original function.
Args:
maps (dict): {key: map_func}
"""
def deco(func):
@functools.wraps(func)
def wrapper(*args, **kwargs):
argmap = i... | 4b327d3167a6c9bd4da84671a661767db04bcb6b | 3,611,048 |
def create_spark_session():
"""Create an apache spark session on AWS"""
spark = SparkSession \
.builder \
.config("spark.jars.packages", "org.apache.hadoop:hadoop-aws:2.7.0") \
.getOrCreate()
return spark | 3077bb7bb67c404131b04119e8791e64758c6362 | 3,611,049 |
def clean_catalog(ukidss_catalog, clean_band='K_1', badclass=-9999,
maxerrbits=41, minerrbits=0, maxpperrbits=60):
"""
Attempt to remove 'bad' entries in a catalog.
Parameters
----------
ukidss_catalog : `~astropy.io.fits.BinTableHDU`
A FITS binary table instance from the ... | 4fa593f758a645bf49fe7479a0876e6a1fc6068b | 3,611,050 |
def setmask(arr, x1=None, x2=None):
"""setmask(arr, x1, x2)
arr = 1D arr
x1 = lower value
x2 = upper value
by default it returns a mask that
is the full range of arr
returns
=======
mask, x1, x2
if input x1 and x2 are out of bounds
then it sets x1 and x2 to the boundry of arr... | a2e97675045dfb67ba23838493ce19020453c4f9 | 3,611,051 |
def get_tree(splits):
"""Convert a dict keyed by splits into the equivalent tree.
The dict values should be dicts appropriate for the params input to
TreeBuilder.create_edge.
"""
Edge = TreeBuilder().create_edge
# Create a star from the tips
tips = []
the_rest = []
for split, params... | 29fbdb3682713cdf18174981bfc8d71f2d188a2f | 3,611,052 |
import hashlib
def create_hash(secret: str, url: str) -> str:
"""Create a hash of the secret and url."""
s = f'{secret}{url}'
return str(hashlib.md5(s.encode()).hexdigest()[0:8]) | 891fcc45fe7706a984fb9282ab17887710e6da0a | 3,611,053 |
def get_model_name(model):
"""Obtains the model name for a Scikit-Learn, ML Studio estimator
Obtains the model name for Scikit-Learn estimators, ML Studio estimators,
and GridSearchCV and RandomSearchCV objects
Parameters
----------
model : BaseEstimator, GridSearchCV, RandomSearchCV
... | a6385bf7795a0966bfb0a61c9a74f1e1ca969802 | 3,611,054 |
import collections
def create_script_to_chars():
"""Returns a mapping from script to defined characters, based on script and
extensions, for all scripts."""
load_data()
result = collections.defaultdict(set)
for cp in _defined_characters:
if cp in _script_data:
result[_script_da... | e837b1993e17971a97cc48c35bf0b1db01e6d59c | 3,611,055 |
import math
def get_filter():
"""
Вывод товаров на странице каталогов
:return: context
"""
price = dict()
seller = Seller.objects.values('title', 'title_en').all()
price['max'] = math.ceil(seller.aggregate(max=Max('catalog__price')).get('max'))
price['min'] = math.floor(seller.aggrega... | 8089414ee80db8e5f45f8b41647a0a31f7234138 | 3,611,056 |
from datetime import datetime
def email_weekly_orders_csv(current_menu_meal_totals):
"""
Emails all the current admins an email containing every users current order.
Email contains a csv file as well.
Returns total emails sent and the email for every admin.
"""
all_orders = get_all_users_order... | 2bcb92ae291ab0e031e0c920e43ccad2d05969c7 | 3,611,057 |
from typing import Sequence
from typing import Optional
from typing import Tuple
def ConvTranspose(out_chan: int,
filter_shape: Sequence[int],
strides: Optional[Sequence[int]] = None,
padding: str = Padding.VALID.name,
W_std: float = 1.0,
... | 0e3fdc2fc414e2198b2b4696923047fd1c3da958 | 3,611,058 |
import time
def wait_for_result_is_none(method, timeout, wait_msg=None):
"""Calls the method until the return value is None."""
count = 0
end_time = time.time() + timeout
while True:
try:
result = method()
if result is None:
return True
except:
... | e90d40b319762da41f315820c00e6d8b04cb5565 | 3,611,059 |
def connect(db_uri):
"""Connect to a database to record deployments.
:param db_uri: Database URI to connect to
:return: SQLAlchemy session for interacting with this database
"""
engine = create_engine(db_uri, convert_unicode=True)
session = scoped_session(sessionmaker(autocommit=False, autoflus... | 4063331d42c29e0c012e513a978c8bad1ffc935b | 3,611,060 |
def final_run_could_be_extended(values, end_idx):
"""Heuristically see if the value run at end_idx could be extended
Returns true if there is a run at end_idx, if end_idx is not the last
value, and if the value after end_idx could be part of a run.
To keep this constant-time, we aren't checking if the... | 99244baa3379f261d9cc2e5475b33c824dff6781 | 3,611,061 |
from typing import Optional
import http
async def fetch_geoloc_web(ip: IPAddress) -> Optional[Geolocation]:
"""Fetch geolocation data based on ip (using ip-api)."""
url = f"http://ip-api.com/line/{ip}"
async with http.get(url) as resp:
if not resp or resp.status != 200:
log("Failed to... | 478e66fe31d16f28a90ad640bbae40dab4b63f6a | 3,611,063 |
def task_query(job_key=None, hosts=None, job_keys=None):
"""Creates TaskQuery optionally scoped by a job(s) or hosts.
Arguments:
job_key -- AuroraJobKey to scope the query by.
hosts -- list of hostnames to scope the query by.
job_keys -- list of AuroraJobKeys to scope the query by.
"""
return TaskQuery(
... | 2728aedfc31d1f6299e457292cd23fddd5b62ea2 | 3,611,064 |
def previous_scheduled_day(date, first_trading_day, is_scheduled_day_hook):
"""
Returns the previous session date in the calendar before the provided date.
Parameters
----------
date : Timestamp
The date whose previous date is needed.
Returns
-------
Timestamp
The previ... | aafe234037da69ffc07474e48106ff29c22c46d9 | 3,611,065 |
def measure_distance_euclidean(point1, point2):
"""Return euclidean distance between two shapely Points as float."""
if (type(point1) != Point) or (type(point2) != Point):
raise TypeError("Only Points are supported as arguments, got {} and {}".format(point1, point2))
return point1.distance(point2) | 42c26523df3568029ba705e420abee91b850bef0 | 3,611,066 |
import struct
def _unpack_asf_image(data):
"""Unpack image data from a WM/Picture tag. Return a tuple
containing the MIME type, the raw image data, a type indicator, and
the image's description.
This function is treated as "untrusted" and could throw all manner
of exceptions (out-of-bounds, etc.)... | cd6b4646cb8b4c10043935761cd2d6929f27fa68 | 3,611,067 |
def dicenet_w3d2(**kwargs):
"""
DiCENet x1.5 model from 'DiCENet: Dimension-wise Convolutions for Efficient Networks,'
https://arxiv.org/abs/1906.03516.
Parameters:
----------
pretrained : bool, default False
Whether to load the pretrained weights for model.
root : str, default '~/.... | 11a460ad45dc97be6ce9125c2a7b4c2c7fea33a2 | 3,611,068 |
def patch_vertices(vertices,pole, width):
"""
find 'vertices' within the cone of 'width' degrees around 'pole'
"""
return [i for i,v in enumerate(vertices) if np.abs(np.dot(v,pole)) > np.abs(np.cos(np.pi*width/180))] | ccefb15414bfa3fc6c24eb82687fb5f6d84197d8 | 3,611,069 |
def plot_gcam_reclassified(gcam_df, landclass, start_yr=2015, through_yr=2100, interval=5):
"""Plot GCAM landclass allocation over a time period reclassified to Demeter land cover types."""
yrs = [str(i) for i in range(start_yr, through_yr + interval, interval)]
lc_mapping = gcam_to_demeter_lc_map()
... | 03892897c1e18a0f3e7320783b9b7471de4ec68d | 3,611,070 |
def get_sigmas_index(indices):
"""Takes a tuple and gives back a length-16 array with a single 1.
Parameters
----------
indices: a tuple of two integers, each one between 0 and 3.
Examples
--------
>>> get_sigmas_index((1, 0))
array([ 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0... | a7120ca1633d3ce2fca9466b36ed6fdce0bfd18e | 3,611,071 |
def authenticated():
"""Utility function checking if the current user is logged in or not."""
fas_user = None
try:
fas_user = flask.g.fas_user
except (RuntimeError, AttributeError):
pass
return fas_user is not None | 0a8c1071897d2914bb00a21b7bd2660d37c1cb32 | 3,611,072 |
from azureml._base_sdk_common.workspace.models import Workspace
def _get_or_create_workspace(auth, subscription_id, resource_group_name, workspace_name, location):
"""
Gets or creates a workspace.
:param auth:
:type auth: azureml.core.authentication.AbstractAuthentication
:param subscription_id:
... | c7440195d85d680acb8fa8b3be48c7fbcdc87435 | 3,611,073 |
def check_if_all_passed(statuses):
# type: (Dict[str, str]) -> bool
"""
Check if all items in supplied `statuses` dict passed parsing and conversion.
:param statuses: dictionary init info statuses (files/nodes to their status)
:type statuses: dict
:return: boolean indicating if all files and no... | e44b363684fd072bdd4a1859a0943dd829e78645 | 3,611,075 |
def _get_config(**kwargs):
"""
Return configuration
"""
config = {
"filter_id_regex": [".*!doc_skip"],
"filter_function_regex": [],
"replace_text_regex": {},
"proccesser": "highstate_doc.proccesser_markdown",
"max_render_file_size": 10000,
"note": None,
... | 437dfc35b5f24b8322df9ef7415577e9437187e8 | 3,611,077 |
from typing import Union
import torch
from typing import List
def signal_framing(
signal: Union[torch.Tensor, ComplexTensor],
frame_length: int,
frame_step: int,
bdelay: int,
do_padding: bool = False,
pad_value: int = 0,
indices: List = None,
) -> Union[torch.Tensor, ComplexTensor]:
""... | dbbc1cd37deb2fb4a08eea3b7f026a691b0801f6 | 3,611,079 |
def test_abstract_classes():
"""很多时候我们会觉得mongoengine.Document提供的方法不够多, 我们会想要自定义
一些方法。为了减少冗余代码, 我们想要将通用的方法以继承的方式实现。这时, 我们
需要建立一个新的Document的基类, 然后用户的类都从这个基类继承而来。
具体做法如下:
Ref: http://docs.mongoengine.org/guide/defining-documents.html?#abstract-classes
"""
class ExtendedDocument(Document):
... | 3e480cb95ffe98ba483b4f3249c69e833f56917d | 3,611,080 |
from typing import Dict
def evaluate_conditional(string: str, fields: Dict[str, str]) -> bool:
""" Evaluates a conditional from $string on a Anki card template
using the field values $fields. """
field_name = get_field_name(string)
if field_name not in fields:
logger.warning("Field '{}' from c... | 39a96ff101eee733ea7fe3cb976abb5ab55f0b25 | 3,611,081 |
def has_all_channels(stream, channels, starttime, endtime):
"""Check whether all channels have any data within time range.
Parameters
----------
stream: obspy.core.Stream
The input stream we want to make certain has data
channels: array_like
The list of channels that we want to have... | c6e658e6f0fc4816b9a2faeb4d129c951bb5749f | 3,611,082 |
def world_xyzn_im_to_pts(world_xyz, world_n):
"""Makes a 10K long XYZN pointcloud from an XYZ image and a normal image."""
# world im + world normals -> world points+normals
is_valid = np.logical_not(np.all(world_xyz == 0.0, axis=-1))
world_xyzn = np.concatenate([world_xyz, world_n], axis=-1)
world_xyzn = wo... | 307df640c9cbcc4d09241b0f2a34c4c9f2e99b1e | 3,611,083 |
def clean_email_default(email, allowed_domains):
"""
Clean email address and check if it has allowed domain
:param email: emailadress in string
:param allowed_domains: FQDN of allowed domain of mail
:return: cleaned lowercase email addresss string or ValidationError
"""
email = email.strip(... | 46e2e38729b7d2e90659995066f886f599e8d952 | 3,611,084 |
def add_binary_prefix(value: float) -> str:
"""
Function that converts a number to his version with Binary prefix
@input value (an integer)
@example:
>>> add_binary_prefix(65536)
'64.0 kilo'
"""
for prefix in BinaryUnit:
numerical_part = value / (2**prefix.value)
if numer... | ac938217c26be7032dd87fc060593b1155179157 | 3,611,086 |
def exhibit_type(elem):
"""Returns the exhibit type of the file."""
val = attr_val(elem, 'exhibitType')
if val is None:
return 'EX-101'
return val | 63078fa4fb75a757b00c9f32d68bd00caf9b432d | 3,611,087 |
def get_mailboxes_v2():
"""
Get all mailboxes - including unverified mailboxes
Output:
- mailboxes: list of mailbox dict
"""
user = g.user
mailboxes = []
for mailbox in Mailbox.query.filter_by(user_id=user.id):
mailboxes.append(mailbox)
return (
jsonify(mailboxe... | d7a74e0a983ab8aa890e684c3e8e7d45e54096a8 | 3,611,088 |
def angle_to_direction(input_angle, full=False, level=3):
"""Convert the meteorological angle to directional text.
Works for angles greater than or equal to 360 (360 -> N | 405 -> NE)
and rounds to the nearest angle (355 -> N | 404 -> NNE)
Parameters
----------
input_angle : numeric or array-l... | 77e3ac983357741073b48dba958066e080ec4498 | 3,611,089 |
def asset(ses, ticker_sym):
""" function that returns a single asset object given for a given ticker
"""
return _assets_response_handle(_get_assets_json(
ses, ticker=ticker_sym), ticker=ticker_sym) | 2a09e22995c50b1083f172d2003ac311a685c7a1 | 3,611,090 |
import time
def multi_check_output(cmd_lst, stderr=None, env=None, num_retry=NUM_RETRY):
""" This routine should always return a (unicode) string.
NOTE: Under python3, sp.check_output returns bytes by default, so we
set universal_newlines=True to guarantee strings.
"""
itry, cmd_retry = 1, True
... | 2b137081dd75bda1f0b2623016257259819b2ebc | 3,611,091 |
async def github_get_pr_reviews(client_session, owner, repo, pr_number):
"""
Get the reviews of a given pull-request.
Args:
client_session: aiohttp ClientSession.
owner: owner of the repository at github.
repo: repository name at github (without owner part).
pr_number (int):... | b934628696534f6a33a5cee081b181b0700916d0 | 3,611,092 |
def read_array_objects(container, size, items, dkey, akey, obj):
"""Read data from the container.
Args:
container (DaosContainer): the container from which to read objects
size (int): number of arrays to read
items (int): number of items in each array to read
dkey (str): dkey us... | acfc0ebf60008ee2f27108e4cb120e44938afb05 | 3,611,093 |
def get_nth_digit(N, n):
"""
return the nth digit from an N digit number
>>> get_nth_digit(12345, 3)
4
>>> get_nth_digit(12345, 7)
Traceback (most recent call last):
...
IndexError: string index out of range
"""
return int(str(N)[n]) | 25c01c14589fb091154e8509a84f98811946938f | 3,611,094 |
def check_device() -> str:
"""Check if there is an available remote
:return: The name of the device
"""
cmd = adb_command_handler('devices').strip().split('\n')
devices = []
device = ''
del cmd[0]
for line in cmd:
if 'device' not in line:
continue
device = li... | 2f86e6dbff6a5a07bb07789383ff6aaa2f65f8d8 | 3,611,095 |
def prints_ofp(msg):
"""
Args:
msg: OpenFlow 1.3 message unpacked by python-openflow
Returns:
"""
try:
msg_types = {0: print_ofpt_hello, # ok
1: print_ofpt_error, # ok
2: print_ofpt_echo_request, # ok
3: print_ofpt_ec... | 034bc765b2580eac2afd045aaab730e5470fe54d | 3,611,096 |
def unitTest():
"""A simple unit test for the am_ribbon command"""
curve = cmds.curve(d=3,
p=[[-3,0,-5],
[-2.75,0,-3.916667],
[-2.25,0,-1.75],
[0,0,0],
[2.25,0,1.75],
[2.75,0,3.916667],
[3,0,5]],
k=[0,0,0,1,2,3,4,4,4])
# test create mode
print '---TESTING CREATE---'
ribbon = cmds.am_ribbo... | 601d24668442c529c8d7cad0d4d17dbc6697f781 | 3,611,099 |
def mul_param(arr_t, param_dtype):
"""
Returns a scaling transformation with a dynamic parameter (1 output, 1 input, 1 scalar):
``output = input * param``.
"""
return Transformation(
[Parameter('output', Annotation(arr_t, 'o')),
Parameter('input', Annotation(arr_t, 'i')),
Par... | 59a2959f514d1facf934d295b371a49cf99a9b7c | 3,611,100 |
def plotApprox3D(kernel, parameter, lD, uD, name=None):
"""Draws a 2-dimensional kernel summation function of the form
in between the squared domain from lD to uD
Parameters
----------
kernel : IKernelBase
object that implements the IKernelBase interface
parameter : numpy array
... | 0cd9c625cb454f2cd8cad72513cc31efec4c5981 | 3,611,101 |
from datetime import datetime
def GetDateAndTime():
"""Obtain date and time."""
return datetime.datetime.utcnow().isoformat() + "Z" | 4261f2b20d38b483d9fa528bfd7d59bb01cc7e86 | 3,611,102 |
from sklearn.feature_selection import VarianceThreshold
def get_columns_by_variance(X, y, threshold=0.0):
"""
Method to fetch columns based on threshold variance
"""
selector = VarianceThreshold(threshold).fit(X, y)
return X.columns[selector.get_support()] | 3b82a549b328d0a7b043b7fa982c9a7887f08519 | 3,611,103 |
from typing import Tuple
from typing import List
def split_outputs_per_head(outputs: Tuple[NDArray], heads: list) -> List[List[NDArray]]:
"""
Split outputs into outputs per head
:param outputs: list of all outputs
:param heads: list of all heads
:return: list of outputs for each head
"""
h... | 446a507a82602b932c257c05aff4128dc0158075 | 3,611,104 |
def get_neighbors(glycan, glycans, libr = None, graphs = None):
"""find (observed) biosynthetic precursors of a glycan\n
| Arguments:
| :-
| glycan (string): glycan in IUPAC-condensed format
| glycans (list): list of glycans in IUPAC-condensed format
| libr (list): library of monosaccharides; if you have on... | c0e1e767a519c3a4959a986d787ee438d051cec9 | 3,611,105 |
from statistics import mean
import torch
def get_saliency_from_feat_list(feat_list, model, device,
got_tensors=True,
sal_type=1):
"""
Given a features list from one instance, get saliencies of this instance.
Return list of saliencies.
n_class... | 8e27e2c349f563d89c1b67a3e804797395fc4c08 | 3,611,106 |
def vjp_maker_solve_Hz_source(Hz, info_dict, eps_vec, source, iterative=False, method=DEFAULT_SOLVER):
""" Gives vjp for solve_Hz with respect to source """
A = make_A_Hz(info_dict, eps_vec)
def vjp(v):
return 1j * info_dict['omega'] * sparse_solve(A.T, v, iterative=iterative, method=method)
... | 3d4971c70898c42670e7bc607d1f69d5cf77c83d | 3,611,107 |
def _update_state_dict_according_to_operation(state_dict, operation, qubit_indexes,
merge_strings=None):
"""
Updates the keys of the state_dict according to the operation being applied to the circuit
Args:
state_dict: A dictionary wi... | a85c74c70d205ef64e5b53fffeff596f4540fc26 | 3,611,108 |
def run_cmd(command, verbose=True, shell='/bin/bash'):
"""internal helper function to run shell commands and get output"""
process = Popen(command, shell=True, stdout=PIPE, stderr=STDOUT, executable=shell)
output = process.stdout.read().decode().strip().split('\n')
if verbose:
# return full outp... | a8eb07d1ac96037d06926e2ad5290b3c1847cafe | 3,611,109 |
def _strip_version(version):
"""Strip trailing characters that aren't digits or '.' from version names.
Some OS versions look like "9.0gm", which is not useful for select()
statements. Thus, we strip the trailing "gm" part.
Args:
version: the version string
Returns:
The version with trailing letter... | 483851b67347c2e23d1c625fc7bb925664f8e1e1 | 3,611,110 |
def calculate_head_direction_from_leds(positions, return_as_deg=False):
"""
Calculates head direction based on X and Y coordinates with two LEDs.
Parameters
----------
positions : (N, 2) array_like
N samples of observations, containing X and Y coordinates
return_as_deg : bool
R... | 82b5e6e6b531b8c60af3f4f0f28edf6c918a56a3 | 3,611,112 |
import itertools
def GridGraph(dim_list):
"""
Returns an n-dimensional grid graph.
INPUT:
- ``dim_list`` - a list of integers representing the
number of nodes to extend in each dimension.
PLOTTING: When plotting, this graph will use the default
spring-layout algorithm, unless a po... | 5f389833c006162ba7e9d5f2fa03b60e87045d69 | 3,611,113 |
def calculate_turn(state: str):
"""
Calculates which player's turn it is given board state.
"""
num_black = 0
num_white = 0
for cell in state:
if cell in cellState.black_pieces:
num_black += 1
elif cell in cellState.white_pieces:
num_white += 1
return ... | 00767d45ffdcd44de87f900f583e13e33df84080 | 3,611,114 |
from datetime import datetime
def set_token_in_cookie(res):
"""Cookieへのトークンの保存
一度送られてOKだったトークン情報はCookieに入れてブラウザからのアクセスに対応する。
"""
if request.endpoint == 'login':
return res
token = read_token()
if token:
max_age = 60 * 60 * 24 * 1
expires = int(datetime.now().timestamp(... | 3b3d64a3119468f17b9b4864242b90a0f5217392 | 3,611,115 |
def PrayerTimes(method=CalculationMethod.MWL, asr=AsrMethod.STANDARD) -> GeneralMethod:
"""Generates an object that can be used to generate prayer times.
Args:
method (CalculationMethod): Method to use for general calculations.
Defaults to CalculationMethod.MWL.
asr (AsrMethod): Met... | e88e57a5dd1eba8d52318bd6c19a4caff373093a | 3,611,116 |
def change_vpsa_cache(session, vpsa_id, quantity, return_type=None, **kwargs):
"""
Sets the quantity of additional cache groups for a VPSA. The quantity of
cache groups that comes with the base engine is not included in this
calculation. For example, if the engine comes with 2 cache groups,
passin... | ec5dcf6ac108853c5f62b55cdaba5a9c2cc7dfc8 | 3,611,118 |
def parse_radius(radius):
"""
Method for parsing min/max radius argument
:param radius: point radius
:type: str, numeric, or None
:returns: min or max radius
:type: float or None
"""
err_msg = "Invalid radius: (%s) must be a positive float." % (radius)
radius = str_to_float(radius, e... | fff4cd876a49b6120384fd4176d49b84f765d2ea | 3,611,119 |
import json
import base64
def export_package():
"""Export package as JSON."""
package_doc = frappe.get_single("Package Publish Tool")
package = []
for doctype in package_doc.package_details:
filters = []
if doctype.get("filters_json"):
filters = json.loads(doctype.get("filters_json"))
docs = frappe.ge... | 0d3445ee5aacbcc62058b5c9795c7c1633fd41d8 | 3,611,120 |
from typing import List
def station_reindex(stations: List[dict]) -> List[dict]:
"""
reindexes the opnnem formatted facilities from a list
to a dict keyed by duid
"""
stations_return = {}
for station_code, station in stations.items():
facs = []
if "facilities" in sta... | d0c8fad568120b8b111a2153241a75bfff6675a5 | 3,611,121 |
def load_jcmod(eid, params):
"""
Basically trying to dynamically load the correct job controller
(perform a 'from typejobcontroller import TypeJobController')
"""
# build with a known naming convention
module_name = params['run']['scheduler'] + "jobcontroller"
class_name_cc = param... | ff7cc4f1e3ad04704e4edec4ef6aaaab8acfca09 | 3,611,122 |
def config_entry_fixture(hass, config):
"""Define a config entry fixture."""
entry = MockConfigEntry(domain=DOMAIN, data=config)
entry.add_to_hass(hass)
return entry | d7174ca251821e4b281db23540d28ce0bb228b09 | 3,611,123 |
from DBReleaseHandler import DBReleaseHandler
def processDBRelease(inputFiles, inFilesGuids, realDatasetsIn, dispatchDblock, dispatchDBlockToken, prodDBlockToken, workdir, jobPars):
""" remove any DBRelease files from the input file list and send back instruction to move the created DBRelease file to job dir """
... | 838fb977b2380463002f59e725d00fcbd8ec2af4 | 3,611,124 |
from typing import Dict
from typing import Any
def radar_analysis_status_command(client: PolarisClient, args: Dict[str, Any]):
"""
Check the Radar Event for updates.
:type client: ``PolarisClient``
:param client: Rubrik Polaris client to use
:type args: ``dict``
:param args: arguments obtain... | 7eca1158e59c37d995b54b901a1c8391df7e31b1 | 3,611,125 |
import json
def create_vote(user_id: str) -> FlexSendMessage:
"""投票創建確認
Args:
user_id (str): 使用者 ID
Returns:
FlexSendMessage: 投票創建確認
"""
with open("line/model/create_vote.json") as json_file:
contents = json.load(json_file)
contents["footer"]["contents"][0]["action"][... | 1691cbcf6720bd725c787b306911bd0015530f15 | 3,611,126 |
def followRedirects(categories):
"""If a category is a redirect, replace the category with the target."""
result = []
for cat in categories:
categoryPage = pywikibot.Page(pywikibot.Site(u'commons', u'commons'),
cat, ns=14)
if categoryPage.isCategoryRedir... | ea78ab12b5ab7322f3f04444c1e2f551e8cd1746 | 3,611,127 |
def ncdf(x):
"""Cumulative normal dist'n."""
global rt2
return 1.0 - 0.5*erfcc(x/rt2) | a411624d85db6edcf507c41a5bc769f03240bba1 | 3,611,128 |
from unittest.mock import patch
import builtins
def patch_input(**kwargs):
"""A helper to provide mocked cm patching input function which was renamed in PY3"""
return patch.object(builtins, 'input', **kwargs) | 1f70b4b3507f914c5546fa823d6de084b3be8870 | 3,611,129 |
def hash_1():
""" Test hash 1"""
return "73bef2ac39be261ae9a06076302c1d0af982e0560e88ac168980fab6ea5dd9c4" | e6aef2a19657e727778ac117ec75d75cf5c4944a | 3,611,130 |
def is_sequence(obj) -> bool:
"""
Return True if obj is a generic sequence type, like a list or tuple.
"""
return isinstance(obj, (list, tuple, set, DictKeySet, DictValueSet)) | 7a65363e2c6933ccd88005a291fc75d4f2947021 | 3,611,131 |
def adjust_learning_rate(optimizer, epoch, lr, epochs_for_decay):
"""Sets the learning rate to the initial LR decayed by 10 every 30 epochs"""
new_lr = lr * (0.1 ** (epoch // epochs_for_decay))
print('Changing learning rate in ', new_lr)
for param_group in optimizer.param_groups:
param_group['lr... | b19195f2cdf1fc30d63442770aeb0a9dc867b99e | 3,611,132 |
def _RGB2sRGB(RGB):
"""
Convert the 24-bits Adobe RGB color to the standard RGB color defined
in Web Content Accessibility Guidelines (WCAG) 2.0
see https://www.w3.org/TR/2008/REC-WCAG20-20081211/#relativeluminancedef for more references
:param RGB: The input RGB color or colors shape== ... x 3 (R,... | c2c5c25d64cc7b0cb9b004846b72aecada7c5d85 | 3,611,133 |
def find_meeting_point(river_1, river_2):
"""
Find the first meeting point of two rivers
"""
meeting_points = []
while not meeting_points:
points_1 = []
points_2 = []
for _ in range(10000):
points_1.append(next(river_1))
points_2.append(next(river_2))
... | 22763dc4d88e7261eb3f67f910379a0791bf9fc4 | 3,611,134 |
def _is_physical_entity(pe):
"""Return True if the element is a physical entity"""
val = isinstance(pe, _bp('PhysicalEntity')) or \
isinstance(pe, _bpimpl('PhysicalEntity'))
return val | e156efb1336d3ec31290a66e49da8f542b3a5c46 | 3,611,135 |
from typing import Callable
def time_function(func: Callable) -> Callable:
"""
Decorator/wrapper function.
Make a function print how long it took to call whenever it is called.
Parameter:
function func: any arbitrary function
Returns:
function timed_func: same function, but now ... | a34f2ef91530b4f9c6811cda8b456baa887177cd | 3,611,136 |
def paragraphs(text):
"""
Add line breaks to text to implement line breaks
"""
if isinstance(text, SafeData):
return text
text = escape(text)
return mark_safe('<p class="no-margin">{}</p>'.format(text.replace('\n', '</p>\n<p class="no-margin">'))) | 66311b52330fd0bbbaedcb004be5dc6fc22eec92 | 3,611,137 |
def countChrom(ls_chrom):
"""
Counts how often the different chromosomes are present in the list and
returns this as a list.
"""
count = []
for i in LS_CHECK:
count.append(ls_chrom.count(i))
return count | 85b3562ee42aaabab8361dad2899e49db709d6be | 3,611,138 |
from datetime import datetime
def tacacs_auth_lockout(username: str, report_failure: bool = False) -> bool:
"""
Upon a TACACS authentication failure, as seen by Netmiko, update a dict in Redis that holds failures for this user.
And if we've exceeded 10 failures in 10 minutes, lock this user out of the API... | 258e9d97dba76953dfbe104618083f9614c3b059 | 3,611,139 |
from typing import Optional
from typing import Dict
from typing import Union
from typing import List
from typing import Tuple
from typing import Sequence
def fold(x: VariableLike,
dim: str,
sizes: Optional[Dict[str, int]] = None,
dims: Optional[Union[List[str], Tuple[str, ...]]] = None,
... | 6002cc2104dd74287062fa4a18e3ee60eb1a5061 | 3,611,140 |
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