content stringlengths 35 762k | sha1 stringlengths 40 40 | id int64 0 3.66M |
|---|---|---|
import torch
def normalize(x: torch.Tensor) -> torch.Tensor:
"""Normalizes a vector with its L2-norm.
Args:
x: The vector to be normalized.
Returns:
The normalized vector of the same shape.
"""
norm = x.pow(2).sum(1, keepdim=True).pow(1.0 / 2)
out = x.div(norm)
return out | f34e664a565953e46c9cb18cc66fce0dd9903bde | 3,607,800 |
def marginal_effect(cm_dict, reference, protected):
""" Calculates the marginal effect as a percentage difference between a reference and
a protected group: reference_percent - protected_percent. Prints intermediate values.
Tightly coupled to cm_dict.
:param cm_dict: Dict of confusion matri... | 4c7ff2e6fa9746bd9b0bd152c2dba25ea3d358a9 | 3,607,801 |
def ProfileMostPKmer(sequence, k, matrix):
"""Input a sequence and a profile matrix, output a score-optimized motif.
Loop through all substrings of the sequence.
"""
max_p = 0
motif = []
for i in range(len(sequence) - k + 1):
p = 1
kmer = sequence[i: (i + k)]
for col, le... | 995581dcb1cd42d435d47c2e6bef4d1e20f107d5 | 3,607,802 |
def _create_plane_projection(proj_helper, bounds):
"""
Construct the PlaneProjection structure for both version 1 & 2.
Parameters
----------
proj_helper : PGProjection
bounds : numpy.ndarray
The orthorectification pixel bounds of the form `(min row, max row, min col, max col)`.
Ret... | 7e9823b63305f39b3bef95afb78ddce789154b63 | 3,607,803 |
def rpn_loss(score_outputs, box_outputs, labels, params):
"""Computes total RPN detection loss.
Computes total RPN detection loss including box and score from all levels.
Args:
score_outputs: an OrderDict with keys representing levels and values
representing scores in [batch_size, height, width, num_an... | 8cb10c5c47311435af71612b7c3bb496d95527a4 | 3,607,804 |
def ADTM(prices, timeperiod=14):
"""
说明：ADTM是用开盘价的向上波动幅度和向下波动幅度的距离差值来描述人气高低的指标。
计算方法：
DTM = IF(OPEN<=OPEN[1],0,MAX(HIGH-OPEN,OPEN-OPEN[1]))
DBM = IF(OPEN>=OPEN[1],0,MAX(OPEN-LOW,OPEN-OPEN[1]))
STM(N) = SUM(DTM,N)
SBM(N) = SUM(DBM,N)
ADTM = IF(STM>SBM,(STM-SBM)/STM, IF(STM<SBM, (STM-SBM)... | 2c4845f18428a25364f28cec3d0709d64c4ae5d2 | 3,607,805 |
import sys
def day_limited(func):
"""Deals with calls where you cannot query more than a year, by splitting
the call up in blocks per year"""
@wraps(func)
def day_wrapper(*args, start, end, **kwargs):
blocks = day_blocks(start, end)
frames = []
for _start, _end in blocks:
... | d6a767e10eb9741e1d1285631812acae68a06cc5 | 3,607,806 |
import logging
async def login(form_data: OAuth2PasswordRequestForm = Depends()):
"""[API router to login existing user]
Args:
form_data (OAuth2PasswordRequestForm, optional): [User details to login the user]. Defaults to Depends().
Raises:
error: [Exception in underlying controller]
... | 883e9b541ea1a288d6652fb84cefbb96f05c8aac | 3,607,807 |
def isProfile():
"""*bool* = "--profile" """
return options.profile | 1335ac5f3af59702a6fa12490b43aa3b22a31597 | 3,607,808 |
import warnings
def check_symbols(data, obj_names, type_names):
"""Return a deep copy of data with each symbol checked. Warn if a
symbol is used in data but cannot be found in obj_names or
type_names.
If a symbol cannot be found, then the item is omitted (in the case
of a list) or the key, value ... | e3ef6778ec71fce053ad618d31cc5381a16f22d6 | 3,607,809 |
import importlib
def find_dataset_using_name(name):
"""Import the module "data/[dataset_name]_dataset.py".
In the file, the class called DatasetNameDataset() will
be instantiated. It has to be a subclass of BaseDataset,
and it is case-insensitive.
"""
dataset_filename = "data." + name + "_dat... | 5133a1ed5bee0e970b483a30888a59264283b25c | 3,607,810 |
def crop_canny(img):
"""Crops base image based on edge Canny values
Parameters:
img: image object
Returns:
cropped img
"""
cnt = auto_canny(img)
pts = np.argwhere(cnt>0)
y1,x1 = pts.min(axis=0)
y2,x2 = pts.max(axis=0)
return img[y1:y2, x1:x2] | cdcf07d90e1f5e57b0a76332480b256a6fac5285 | 3,607,811 |
import logging
import sys
import time
def start_worker_mist(config, machines):
"""Start running the mist worker subscriber containers using Docker.
Wait for them to finish, and get their output.
Every edge worker will only have 1 application running taking up all resources.
Multiple subscribers per no... | 6461114733537d8ddd37895d4e39b06634d0c0d1 | 3,607,812 |
def findflux(imcube, rmscube, mask=None, projmask=None):
"""
Calculate integrated spectrum and total integrated flux.
Parameters
----------
imcube : SpectralCube
The image cube over which to measure the flux.
rmscube : SpectralCube
A cube representing the noise estimate at each ... | 23701de13f7c29fbe9499955128198890abe7f30 | 3,607,813 |
def get_Pair_Distances(mobile, ref, sel1="protein and name CA", sel2="protein and name CA", **kwargs):
"""
Aligns mobile to ref and calculates pair distances (e.g. CA-CA distances).
.. Note:: single frame function.
Args:
mobile (universe, atomgrp): mobile structure with trajectory
ref ... | 8444b9c30419bd2ec744570f7dbb6e8a65f99195 | 3,607,814 |
def _right_h2(value: list, fmt: str, meta: dict) -> dict:
"""Right-aligned header 2."""
return Plain([RawInline(fmt, '<h2 style="text-align:right !important">')]
+ value + [RawInline(fmt, '</h2>')]) | 175e2d10b692c333c78cbd05485b6edb7c954fad | 3,607,815 |
def Sigma_functional_form(func_type='well-behaved'):
"""
Get line with the correct functional form of Sigma(w)
"""
if func_type == 'power law':
form = r'$\Sigma(w)=w^{-\frac{1}{\sigma}}$'
elif func_type == 'truncated':
form = (r'$\Sigma(w)'
r'=\big{(}\frac{1}{w}+B\big... | 691aca26f2611835fc4870cb2dd09a40c0b155e4 | 3,607,816 |
from typing import Optional
from typing import Dict
from typing import Any
from unittest.mock import patch
async def async_init_flow(
hass: HomeAssistantType,
handler: str = DOMAIN,
context: Optional[Dict] = None,
data: Any = None,
) -> Any:
"""Set up mock DirecTV integration flow."""
with pat... | fa6bab2d50a070998985c77307e4fe8e4e78f070 | 3,607,817 |
def post_kazi(request):
"""TODO: Docstring for home.
:returns: TODO
"""
form = JobForm(request.POST or None)
if form.is_valid():
form.save()
messages.success(request, 'Your Job has been posted successfully. NOTE: Your Job will have to be reviewed by the moderator before it is publish... | a1edfb588abdc11ba905d9c56d4a9fbb55f010fc | 3,607,818 |
import uuid
def label(project):
"""Label fixture for project label API resource tests."""
_id = uuid.uuid4().hex
data = {
"name": f"prjlabel{_id}",
"description": f"prjlabel1 {_id} description",
"color": "#112233",
}
return project.labels.create(data) | 61d9ca8e6a9c909f3bc97135796a2cf03de99b35 | 3,607,819 |
def _read_return_type(docstring: Docstring, offset: int, parsed_values: ParsedValues) -> int:
"""
Parse an return type value.
Arguments:
docstring: The docstring.
offset: The line number to start at.
Returns:
Index at which to continue parsing.
"""
parsed_directive = _p... | 09377acddc27e2bc6b666d1fba3553dacd2dad83 | 3,607,820 |
def compute_implied_vol_surface(characteristic_function,
market_params,
strike_selector,
maturity_times):
"""
Calculate a matrix of implied volatility.
Args:
characteristic_function: The characteristic f... | 20240154e5504c4e93d915acc51e599e547ccb04 | 3,607,821 |
def CreateGraphFromEdge(edge):
"""Create a generic one-edge graph with the same properties as the given edge, but with new vertex/edge IDs."""
g = Graph()
source = Vertex("1")
g.vertices["1"] = source
source.timestamp = edge.source.timestamp
source.attributes = edge.source.attributes
target ... | 336c76d8e7cd8562c3c4e3239e427fa5c402f0be | 3,607,822 |
def dlog(A, B):
"""
Computes l such that A^l = B, in GF(p).
:param A: the matrix A
:param B: the matrix B
:return: l, or None if l could not be found
"""
assert A.is_square() and B.is_square() and A.nrows() == B.nrows()
# TODO: extend to GF(p^k) if necessary?
J, P = A.jordan_form(tr... | b46c7867f9f9bf52dc4d72cd31c9ee3f14beda84 | 3,607,823 |
def pacbio_option_from_dict(d):
"""Fundamental API for loading any PacBioOption type from a dict """
# This should probably be pushed into pbcommand/pb_io/* for consistency
# Extensions are supported by adding a dispatch method by looking for required
# key(s) in the dict.
if "choices" in d and d.ge... | b5ad942bc99e1962e8efad2164a3d645700502b6 | 3,607,824 |
import logging
async def _manual_data_point(car, cols):
"""
When the streaming websocket is not responding, we might need to step in and get a data point by polling the current
status of the car.
"""
await car.refresh()
if car.state != 'online':
raise VehicleStateError(state=car.state)... | 0a36920c7264ca626b892f38419d37775e5d0713 | 3,607,825 |
def to_pb_multibandtile(obj):
"""Converts an instance of ``Tile`` to ``ProtoMultibandTile``.
Args:
obj (:class:`~geopyspark.geotrellis.Tile`): An instance of ``Tile``.
Returns:
ProtoMultibandTile
"""
cells = obj.cells
if cells.ndim == 2:
cells = np.expand_dims(cells, 0... | 4afa4faeec36449e79b869b0b4e17ab71ed2540c | 3,607,826 |
import math
def calculer_distance(point1, point2):
"""calculer la distance entre les 2 points"""
diffx = math.pow(point1['x'] - point2['x'], 2)
diffy = math.pow(point1['y'] - point2['y'], 2)
return math.sqrt(diffx + diffy) | d4513f387ccd56f9ed535b392f6a6fa36ea2a81d | 3,607,827 |
def inceptionresnetv1(**kwargs):
"""
InceptionResNetV1 model from 'Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning,'
https://arxiv.org/abs/1602.07261.
Parameters:
----------
pretrained : bool, default False
Whether to load the pretrained weights for mod... | 34fe0be682976fc77067dc9e41282b661c31bbd2 | 3,607,828 |
import torch
def triu(input_, k=0):
"""Wrapper of `torch.triu`.
Parameters
----------
input_ : DTensor
Input tensor
k : int, optional
Offset to main diagonal, by default 0
"""
return torch.triu(input_._data, k) | 07d9a370e6a33eb2998d0fb4f0c97940f7e0595e | 3,607,829 |
def resnet18(pretrained=False, progress=True, **kwargs):
"""Constructs a ResNet-18 model.
Args:
pretrained (bool): If True, returns a model pre-trained on ImageNet
progress (bool): If True, displays a progress bar of the download to stderr
"""
return _resnet('resnet18', BasicBlock, [2, ... | 119fc8a56c6e4f5171b8984c9fa834b6affa69f3 | 3,607,830 |
import torch
def multi_scene_precision_recall(
labels, pred, iou_thresh, conf_thresh, label_mask, pred_mask=None
):
"""
Args:
labels: (B, N, 6)
pred: (B, M, 6)
iou_thresh: scalar
conf_thresh: scalar
label_mask: (B, N,) with values in 0 or 1 to indicate which GT boxe... | efcd5c3e9704957d1fafeebe650651a0a52b6199 | 3,607,831 |
import copy
def extract_daily_dataset(
work_dict,
scrub_mode='sort-by-date'):
"""extract_daily_dataset
Fetch the IEX daily data for a ticker and
return it as a pandas Dataframe
:param work_dict: dictionary of args
:param scrub_mode: type of scrubbing handler to run
"""
la... | 2851a56a4c32aff0d2524352570c9c4a91321cd0 | 3,607,832 |
def convert_tensor_to_image(image_tensor: Tensor) -> np.ndarray:
"""Converts image from Tensor to numpy array.
Args:
image_tensor (Tensor: Image Tensor.
Returns:
np.ndarray: Image numpy array.
"""
image = image_tensor.numpy()
image_channel_last = np.moveaxis(image, 0, -1)
... | 64c693a752a1cb901a2ec63f1733553d9b862437 | 3,607,833 |
def get_all_logical_switches_by_name(context, name):
"""Get logical switch that matches the supplied name."""
query = context.session.query(models.LogicalSwitches)
return query.filter_by(name=name).all() | bb14c2be47765f37c810b508dc2b478de41eb5c9 | 3,607,834 |
from typing import Tuple
def _set_col(tone: Tuple[int]):
""" returns a colour created from a tuple with three integers.
Written by Anthony Luo
:param tone:
:return: Colour
"""
r = tone[0]
g = tone[1]
b = tone[2]
return create_color(r, g, b) | 42936a8f07d823bd6374803fdd5dece70dca0a39 | 3,607,835 |
from typing import List
def merge_sort(array: List[int]) -> List[int]:
"""
Performs a merge sort on an array.
:param array: is the array to sort.
:return: the sorted array.
"""
# Base case: The sublist cannot be split any more
if len(array) <= 1:
return array
# Split the arra... | 6ee0c47a0ab03021a7f24d6975642626aca66526 | 3,607,836 |
from typing import Any
async def http_exception_handler(request: Request, exc: Any) -> PlainTextResponse:
"""
HTTPリクエストに起因したExceptionエラー発生時のフック処理
"""
logger.error(str(exc))
return PlainTextResponse("Server Error: " + str(exc), status_code=500) | 8f7347a9af151295d807ab688d2dedac48561c3a | 3,607,837 |
def get_roles(keyname):
"""
Obtains roles for each ip from AppControllerClient.
Args:
keyname: A string representing an identifier from AppScaleFile.
Returns:
A dict in which each key is an ip and value is a role list.
"""
load_balancer_ip = LocalState.get_host_with_role(keyname, 'load_balancer')
... | 44e60602c4d2f40b35c9c150c933b1815c97b030 | 3,607,838 |
def is_feature_type(feature_type: Feature.Type) -> Condition:
"""Generate a condition based on feature type."""
def condition(event: AddFeature, before: Submission,
after: Submission) -> bool:
return event.feature_type is feature_type
return condition | 2f1580e3ef803d1ee081e4a91cd2e34ffca68bdc | 3,607,839 |
def truncate_sequences(maxlen, index, *sequences):
"""截断总长度至不超过maxlen
"""
sequences = [s for s in sequences if s]
while True:
lengths = [len(s) for s in sequences]
if sum(lengths) > maxlen:
i = np.argmax(lengths)
sequences[i].pop(index)
else:
r... | 449cbc9180cf70f56e21e3899fb7f6419172079e | 3,607,840 |
def find_index(f, seq):
"""Return the index of the first item in sequence where f(item) == True."""
for index, item in enumerate(seq):
if f(item):
return index | d37f8450a2f196249a6543e1cc987444151671e3 | 3,607,841 |
import os
import re
def fill_feature_dict(all_files, folder, exclude_file=[]):
"""TODO: Docstring for fill_feature_dict.
:all_files: TODO
:exclude_file: TODO
:returns: TODO
"""
keywords = {}
for filename in all_files:
if os.path.splitext(filename)[1] not in exclude_file:
... | 83ae44d17ac3da62dfad007021e661585e5b4103 | 3,607,842 |
import re
def camel_case_to_underscore(name):
"""Converts string from camel case notation to underscore.
:param name: String to convert to underscore.
:type name: string
:return: A string converted from camel case to underscore.
:rtype: string
"""
s1 = re.sub(r'(.)([A-Z][a-z]+)', r'\1_\2'... | 741753a4033c4ff08af3a55c5b600b3c08d46c8f | 3,607,843 |
import json
import struct
def _xcode_target(
*,
id,
name,
label,
configuration,
bin_dir_path,
platform,
product,
is_swift,
test_host,
build_settings,
search_paths,
frameworks,
modulemaps,
swiftmodul... | 295c293f236ff3471debee116a7470bf2bf34ace | 3,607,844 |
def décrypt(f) :
"""Parametre : signal a décrypter (function)
Resultat : singal décrypté (function)"""
return (1 + (R24/R21)) * ((R23/(R23+R22)) * f() - (R24/(R21+R24)) * x()) | 1157a989e904877a5bdab5684496be47084e8a4c | 3,607,845 |
def subtract(a, b):
"""
Function that returns the diference of a and b
"""
return a - b | 6085d4effbf225583b7076eb1d57f084a90e65e3 | 3,607,846 |
def __structure_melted(df_vim_melted):
"""Converts REFUSE_melted to REFUSE_structured.
Args:
- df_vim_melted: DataFrame containing at least feature names
in a column called 'Feature.Name' and VIM values
- vim_name: Column name for VIM values in df_vim_melted
Returns:
... | bd0f193981ed543659467b1a078bede200342525 | 3,607,847 |
def binarize_categorical_feature(f):
""" return binary columns for each feature value """
values = sorted(list(set(f[:,0])))
assert len(values) < 10, "too many categories"
x = np.zeros((f.shape[0], 1))
for v in values:
x = np.hstack((x, f == v))
return x[:,1:] | a0c80302d2a94d7e96887094ee372cb9fa212ae0 | 3,607,848 |
def compare(isamAppliance1, isamAppliance2):
"""
Compare the list of users between two appliances
"""
ret_obj1 = get_all(isamAppliance1)
ret_obj2 = get_all(isamAppliance2)
return ibmsecurity.utilities.tools.json_compare(ret_obj1, ret_obj2) | 9cb2ea6eb64c1836d9ddf93d344fd5853e8b9936 | 3,607,849 |
def vfid_set(session, vfid):
"""Assign a new VFDI to a session
:param session: dictionary of session returned by :func:`login`
:param vfid: new VFID to be assigned to the session
:rtype: none
"""
session['vfid'] = vfid
return "Success" | 00f17adefa2d24bfcd6a1e1f1a24acfe88873dab | 3,607,850 |
def gyradius(atommasses, atomcoords, method="iupac"):
"""Calculate the radius of gyration (or gyradius) of the molecule.
Parameters
----------
atommasses : array-like
Atomic masses in atomic mass units (amu).
atomcoords : array-like
Atomic coordinates.
method : str, optional
... | c1e62378973485ab813cd437f51c73196a74713a | 3,607,851 |
def import_list(filepath):
"""imports list from a file,
takes a filepath, returns a list"""
txt = open(filepath, "r")
shuffled = txt.read().splitlines()
txt.close()
return shuffled | 548866597e0d9899ecdd536c55ef7f9f8ce24688 | 3,607,852 |
def _FloatsTraitsBase_get_hdf5_disk_type():
"""_FloatsTraitsBase_get_hdf5_disk_type() -> hid_t"""
return _RMF_HDF5._FloatsTraitsBase_get_hdf5_disk_type() | da8dc84c3f6ea441183859f3bbd0b5b056a262bf | 3,607,853 |
def get_fixed_OM_costs(
b,
nameplate_capacity,
labor_rate=38.50,
labor_burden=30,
operators_per_shift=6,
tech=1,
fixed_TPC=None,
):
"""
Creates constraints for the following fixed O&M costs in $MM/yr:
1. Annual operating labor
2. Maintenance labor
3. Admin and... | c9252f5b424d6707fa784b9f2c7c02d29b292267 | 3,607,854 |
import subprocess
import re
def git_version() -> str:
"""Get the version using git describe"""
# http://www.python.org/dev/peps/pep-0386/
_PEP386_SHORT_VERSION_RE = r'\d+(?:\.\d+)+(?:(?:[abc]|rc)\d+(?:\.\d+)*)?'
_GIT_DESCRIPTION_RE = r'^v(?P<ver>%s)-(?P<commits>\d+)-g(?P<sha>[\da-f]+)$' % (
... | e3bc88b4669be19adb0654cf1e87918a1e2bdaa3 | 3,607,855 |
def include_changepoint_features(
features: pd.DataFrame, cpd_folder_name: pd.DataFrame, lookback_window_length: int
) -> pd.DataFrame:
"""combine CP features and DMN featuress
Args:
features (pd.DataFrame): features
cpd_folder_name (pd.DataFrame): folder containing CPD results
look... | b0124c62ddfbc3e9add37205a2d026a6da0385a0 | 3,607,856 |
def BF16CastElimination():
"""Eliminate verbose casting between fp32 and bf16
Checks if the AST has the pattern:
castto32(castto16(some_fp32_op(...)))
The verbose casting is generated by BF16Promote for multiple
bf16 Ops in a row. e.g.:
X[i] + Y[i] + T[i] =>
bf16((float32(bf16((float32(X[i])... | 5cbaae8d78582d7675faca540cb44f035352019c | 3,607,857 |
from typing import Optional
import time
import select
def receive_all(senders: dict, wait_time: Optional[float] = None) -> dict:
"""Wait until data from all channels are received or until specified wait time
:param senders: sender channels
:param wait_time: maximum time to block
:return: key: channel... | 39194c98c4fa54ebb35f8c88720cd92a13234fd8 | 3,607,858 |
import os
def resolve_types_set(paths):
"""return a set of the computed uniform types for the given paths"""
types = list()
for path in paths:
filename = os.path.basename(path)
if filename in SPECIAL_NAMES:
types.append(SPECIAL_NAMES[filename])
continue
ext ... | 4cefa1284b19d1f9fdf0a3c01e45369398a3436b | 3,607,859 |
from bs4 import BeautifulSoup
import re
def scrape_page(url: str) -> dict:
"""Scrapes single page with given URL.
Returns a dict containing page info:
{
'previous_caption': str - last but one text element in "breadcrumb"
section;
'current_caption': str - ... | 3fd7f832b4b996cb384ad794c527db4bce5b101a | 3,607,860 |
def execute_command(instance, arg, verbose=True):
""" Execute the command line specified in the remote instance """
result = instance.execute(arg["command"])
if result.exit_code == int(arg["expected_exit_code"]):
if verbose:
print(Fore.GREEN + " Command: [ "+" ".join(arg["command"])... | 7f545e014e42912c8c280c53757029d7bcdafacb | 3,607,861 |
def gen_two_fault_model_demo(pars):
"""
Generate a demo model with three stratigraphic layers and two faults
(15 parameters), based on some starting parameter values as provided by
Mark Lindsay.
:param pars: np.array of shape (15,)
:return: GeoHistory instance
"""
(rho_0, dz_1, rho_1, dz... | d103dc9a3f0c4cec59159e1fee92c21fa485d872 | 3,607,862 |
def bool_list_item_spec(bool_item_spec):
"""A specification for a list of boolean items."""
return {
'my_bools': {
'required': True,
'items': bool_item_spec
}
} | 8bb609015004b6eb12d182b07731368b107ec602 | 3,607,863 |
from typing import List
def simplify_keys(keys: List[Key]) -> Key:
"""Simplify a list of keys.
If possible return a slice.
If all identical, return an integer key.
Else return a list key.
:raises ValueError: If keys are not all identical, or
of not of type int.
"""
start = keys[0... | 57668c6f72c534c6964b4a2102eed25b848170aa | 3,607,864 |
def _moments(data):
"""Returns (height, x, y, width_x, width_y)
the _gaussian parameters of a 2D distribution by calculating its
_moments """
total = data.sum()
xx, yy = np.indices(data.shape)
x = (xx * data).sum() / total
y = (yy * data).sum() / total
col = data[:, int(y)]
width_x =... | d5d6187bd0ada2dd9a6b1dcac98bfc58e1202984 | 3,607,865 |
import jsonschema
def save(request, project_id):
"""
@summary: 创建或编辑app maker
@param:
id: id 判断是新建还是编辑
name: 名称
desc: 简介
template_id: 模板ID
template_scheme_id: 执行方案ID
"""
try:
params = request.POST.dict()
jsonschema.valid... | e228c657187c38475737ce1f85c8305102426835 | 3,607,866 |
def read_one(read, **kwargs):
"""Return ((name, value), remainder) for the next header from read()."""
lines = iter_lines_buffered(read, sep=b'\r\n', **kwargs)
for line, remainder in lines:
if not line:
return None, remainder
return decode(line), remainder | 55ecc14d5462c2e400e85248b0f8053b59955312 | 3,607,867 |
def calcTotalPrice(machine_type, nom, total_hours):
""" calculate price and return a fancy formatted string """
cost = search_v(MACHINES, machine_type) * nom * total_hours
cost = cost/100
return cost | 9ae9f100268fd29b67cf0da6f15b5fae93c934e2 | 3,607,868 |
def _switch_rows(doe_curr, column=None, col_row_pairs=()):
"""
Randomly switches the values of a numpy array along the second axis
This is the permutation function of OptimizeLHS.
Parameters
-----
doe_curr : np.ndarray
shape = (num_sample, n_dim)
column : int
The number of c... | 6fd73722f936a97bba9c0bfc56bd8bb86f5291b4 | 3,607,869 |
def clear_scratch_dir(context: AbstractComputeExecutionContext) -> int:
"""
Given a staging bucket + prefix, deletes all blobs present at that path
:return: Number of deletions
"""
scratch_bucket_name = context.resources.scratch_config.scratch_bucket_name
scratch_prefix_name = context.resources.... | 8879d1439965665200b92e5fbed30351aecb705e | 3,607,870 |
def context():
"""Returns a singleton context object."""
if _context is None:
_initialize_context()
return _context | a905d55d996c0da07e10dae7b9537b35578ff932 | 3,607,871 |
def total_seconds(td):
"""Python 2.7 adds a total_seconds method to timedelta objects.
See http://docs.python.org/library/datetime.html#datetime.timedelta.total_seconds
This function is taken from https://bitbucket.org/jaraco/jaraco.compat/src/e5806e6c1bcb/py26compat/__init__.py#cl-26
"""
try:
... | 49db7ae90dd2d2d775716b86cab044964217079b | 3,607,872 |
def dft(x, fs, nfft, axis=-1):
"""
Find the amplitude spectrum using a discrete Fourier transform.
Parameters
----------
x : np.ndarray
The data time-course
fs : float
Sampling rate
nfft : int
The number of samples in the DFT
axis : int
The axis of the ar... | 7b5e5888300986bbc376174ce38a0c1c0fa6a054 | 3,607,873 |
def limit(value):
"""Validates the number of videos to fetch."""
try:
value = int(value)
except ValueError:
raise ArgumentTypeError("must be an integer")
if not 1 <= int(value) <= 100:
raise ArgumentTypeError("must be between 1 and 100")
return value | 2b6a6a42faa5bcab48d1ebfbc6a6bcbbcef553be | 3,607,874 |
def review_annotation_view(request, pk, task_pk, annotation_pk):
"""
Review annotation page. Reviewers can review annotations by writing a comment and approving or rejecting them.
"""
user = get_user(request.user.username)
project = get_project(pk)
task = get_task(task_pk)
to_review_annota... | d45dbde994a4d2824f88667887860627f5f7428f | 3,607,875 |
def semplot(mod, filename: str, inspection=None, plot_covs=False,
plot_exos=True, images=None, engine='dot', latshape='circle',
plot_ests=True, std_ests=False, show=False):
"""
Draw a SEM diagram.
Parameters
----------
mod : Model | str
Model instance.
filename :... | a412e924336efdbf801d92a51ec3b8e243c7ee0f | 3,607,876 |
def print_slopeline(padding,tree,skier,slopewidth,skierposition):
"""
This function prints a line of the slope to the screen (stdout).
The line includes two trees, and a skier. Occasionally the
trees are not printed due to a jump. The width of the slope is
static for now, and the random number is... | b02467d4fda173e5364eeb243c24b19f43efaf4c | 3,607,877 |
def setup_image_plane_pixelization_grid_from_galaxies_and_grid_stack(galaxies, grid_stack):
"""An image-plane pixelization is one where its pixel centres are computed by tracing a sparse grid of pixels from \
the image's regular grid to other planes (e.g. the source-plane).
Provided a galaxy has an image-p... | 2119e77171dbb9e0e36f2d2b72807f9435564115 | 3,607,878 |
def jointhist(i, j, bins=256):
"""Calculate the joint histogram of two grayscale images of the same size"""
li, lj = np.ravel(i), np.ravel(j) # unravel ndarrays into lists
assert len(li) == len(lj), "images have different sizes, please scale your data first!"
nrows = min(int(np.ceil(max(li))), 255)
... | 76460ec28088dcdce05a5afbcf3a86b7372265a4 | 3,607,879 |
def get_conf_status(config_name):
"""
Check if the configuration is running or not
@param config_name:
@return: Return a string indicate the running status
"""
ifconfig = dict(ifcfg.interfaces().items())
return "running" if config_name in ifconfig.keys() else "stopped" | 21178c2fc295287a52a8278b3b3692f543c1af68 | 3,607,880 |
import os
import shutil
def mock_sign(version_id, reviewer=False):
"""
This is a mock for using in tests, where we really don't want to be
actually signing the apps. This just copies the file over and returns
the path. It doesn't have much error checking.
"""
version = Version.objects.get(pk=v... | 99e9fcd39497a8fa823b590a177d7b82cb19d1f3 | 3,607,881 |
def is_valid_ip(ip: str) -> bool:
"""Checks if ip address is valid
Examples:
>>> assert is_valid_ip('12.255.56.1')
>>> assert not is_valid_ip('1.1.1')
"""
octets = ip.split(".")
if not octets or len(octets) != 4:
return False
return all(map(lambda octet: octet in map(str... | ded3fa902b869ef8320247a0cfa47f39032c38d6 | 3,607,882 |
import argparse
def build_parser():
"""Build argument parser."""
parser = argparse.ArgumentParser(description=__doc__,
formatter_class=argparse.ArgumentDefaultsHelpFormatter)
# Required args
parser.add_argument("--in_gct_path", "-i", required=True, help="path to input gct file")
# Optio... | 1955ad29db2d6970db3d69e19efa0fecac63940e | 3,607,883 |
import os
import re
def get_version (paths=None):
"""
paths:
a VERSION file containing the long version is checked for in every
directory listed in paths.
"""
if None == paths :
# by default, get version for myself
pwd = os.path.dirname (__file__)
root ... | 5e9515b86f42e4dc39ab7f8ca2426bd949e1f9eb | 3,607,884 |
def bar(
x,
y_li,
labels,
xlab,
ylab,
ax=None,
ylim=None,
grid=False,
href=None,
title=None,
overlap=False,
colors=_COLORS,
**kwargs
):
"""Create a bar plot for up to 5 series/groups.
Args:
x (list:string): list of group labels for x axis.
y_l... | 0aad5c9ca659ee55fe2d4a9ef3e22e70a970ea5e | 3,607,885 |
def scan_del(request):
"""
Delete Network scans.
:param request:
:return:
"""
all_ip = scan_save_db.objects.all()
if request.method == 'POST':
scanid = request.POST.get('scan_id')
scans = scan_save_db.objects.filter(scan_id=scanid).order_by('scan_id')
scans.delete()
... | 0893d66cc6bb9191549fa6f8fc5ac863494a7bd6 | 3,607,886 |
def show_results():
"""
Get the results only if a spider has results
"""
global scrape_in_progress
global scrape_complete
global data_list
if scrape_complete:
return {"Scraped": data_list}
return {'Incomplete List':data_list} | 3fb8edc2b2bd15cb2b940d2e07f7802bd6fbf3f4 | 3,607,887 |
import numpy
def arcsec(val):
"""
Inverse secant
"""
return numpy.arccos(1. / val) | 9b232ed81368a5abd2e7f340eaca697491f48074 | 3,607,888 |
def online_variance(iterator, item_shape):
"""Compute the elementwise variance in one pass using an online algo.
See https://en.wikipedia.org/wiki/Algorithms_for_calculating_variance
Parameters
----------
iterator : iterator
an iterator yielding ndarrays of the same shape
item_shape :... | b90179bd10e7528d354c29f78340989d3ec7f637 | 3,607,889 |
def is_type_of(value, other):
"""Type check"""
return isinstance(value, other) | b9c21df5cf75ec86e941182d553eaae2fec2eb38 | 3,607,890 |
import os
def connect():
"""Connect to database."""
try:
connection = psycopg2.connect(
database=os.environ.get("DB_NAME"),
user=os.environ.get("DB_USER"),
password=os.environ.get("DB_PASSWORD"),
sslmode=os.environ.get("DB_SSL"),
host=os.envi... | 3d87ca23dd25e4d9021612655dfc939521f26439 | 3,607,891 |
from operator import xor
def aes_cmac(key, M, CIPH=AES):
""" AES CMAC - Cipher based Authentication Code"""
ciph = CIPH.new(key)
block_size = ciph.block_size
assert block_size == 16 # only 128 bit (16 octet) blocks supported!!
k1, k2 = subkey(key)
blocks, leftover = divmod(len(M), block_s... | 14612ce2637f69872868f7a1182767e27c8063c6 | 3,607,892 |
def reader(file_path, return_type):
"""Read a text file and return its contents."""
return TextDump(file_path).read(return_type) | d443660c8d3b2818c9c4bce606979e2f3a22e32e | 3,607,893 |
def row(fid, body):
"""
Append rows to a grid.
:param (str) fid: The `{username}:{idlocal}` identifier. E.g. `foo:88`.
:param (dict) body: A mapping of body param names to values.
:returns: (requests.Response) Returns response directly from requests.
"""
url = build_url(RESOURCE, id=fid, r... | 9f2888cd7f650759e60f219e0b350f1393b30c7e | 3,607,894 |
def greater_than(name):
"""
Returns a boolean (True) if the minion's current
version code name is greater than the named version.
name
The release code name to check the version against.
CLI Example:
.. code-block:: bash
salt '*' salt_version.greater_than 'Sodium'
"""
... | 675a241d2d27f5695667f84259a907c0a473ead5 | 3,607,895 |
def filldown(table, *fields, **kwargs):
"""
Replace missing values with non-missing values from the row above. E.g.::
>>> import petl as etl
>>> table1 = [['foo', 'bar', 'baz'],
... [1, 'a', None],
... [1, None, .23],
... [1, 'b', None],
... | 23ed14b9c6135f192d63c9b01543bdb40757023b | 3,607,896 |
async def remove_notification_role(ctx: Context, role_id: int, role_name: str) -> bool:
"""
Disable role for notification while raid collection
:param ctx: discord command context
:param role_id: role id to remove from notification
:param role_name: role name to remove from notification
:return... | 15aa8e1acb79ea925573affaf5d8a93316171ec4 | 3,607,897 |
def add_book_to_home(request):
"""
Adds book to list of user's added books.
"""
validate_api_secret_key(request.data.get('app_key'))
request_serializer = SelectedBookRequest(data=request.data)
if request_serializer.is_valid():
user = get_object_or_404(TheUser, auth_token=request.data.ge... | 53610f492b98a4c21ddd4e32811277d22803561f | 3,607,898 |
def statistic_reserved_research_death_data(ws1, researches):
"""
:return:
"""
style_border_res = NamedStyle(name="style_border_res_rz")
bd = Side(style='thin', color="000000")
style_border_res.border = Border(left=bd, top=bd, right=bd, bottom=bd)
style_border_res.font = Font(bold=False, size... | cd040b485d48045502aa6c10b8a3a708dd2b36ce | 3,607,899 |
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