content stringlengths 35 762k | sha1 stringlengths 40 40 | id int64 0 3.66M |
|---|---|---|
from typing import Optional
from typing import Any
def callback_with_answer_and_close_window(
on_change: Optional[OnQuestionChangeCallback], window: Window
) -> OnQuestionChangeCallback:
"""Create a callback that calls both the on_change and window.close methods."""
def inner(answer: Any) -> None:
... | 70ac59a8fcb3634f49b49d2ffa150fa20072b485 | 18,500 |
import json
import requests
def nlu_tuling(question, loc="上海"):
"""图灵 API
"""
url = 'http://www.tuling123.com/openapi/api'
data = {
'key': "fd2a2710a7e01001f97dc3a663603fa1",
'info': question,
"loc": loc,
'userid': mac_address
}
try:
r = json.loads(requ... | 6d4ffd7675d27f3316635e72e6f3c02d13e243a6 | 18,501 |
import typing
from typing import Any
from typing import Dict
def Lines(
apply_clip: bool = True,
close_path: bool = False,
color: ndarray = None,
colors: list = ["#1f77b4", "#ff7f0e", "#2ca02c", "#d62728", "#9467bd", "#8c564b", "#e377c2", "#7f7f7f", "#bcbd22", "#17becf"],
curves_subset: list = [],... | 8456f09c6d0088d299123eea5545247a8df56ac8 | 18,502 |
import logging
def parse_currencies(row):
"""Clean up and convert currency fields to floats."""
date_columns = (
'Datum van laatste bijwerking',
'Einddatum',
'Begindatum'
)
for key in date_columns:
try:
row[key] = arrow.get(row[key], 'DD.MM.YYYY HH:mm')
... | f0ae86dfc755d5ec4e79bb11ba297a463307ade1 | 18,503 |
import sympy
def as_tuple(item, type=None, length=None):
"""
Force item to a tuple.
Partly extracted from: https://github.com/OP2/PyOP2/.
"""
# Empty list if we get passed None
if item is None:
t = ()
elif isinstance(item, (str, sympy.Function)):
t = (item,)
else:
... | 9ede0fb0abc43829e4ca53dbb2e5aaeb96479a3c | 18,504 |
def messages(request):
"""
Return a lazy 'messages' context variable as well as
'DEFAULT_MESSAGE_LEVELS'.
"""
return {
"messages": get_messages(request=request),
"DEFAULT_MESSAGE_LEVELS": DEFAULT_LEVELS,
} | 7c151df9ce2515e34f01886e4100a44a0fa50f36 | 18,505 |
def hash_graph(graph):
""" A hash value of the tupelized version of graph.
Args:
graph (NetworkX graph): A graph
Returns:
int: A hash value of a graph.
Example:
>>> g = dlib.sample(5)
>>> g.nodes
NodeView((0, 1, 2, 3, 4))
>>> g.edges
EdgeView([(... | 94039a1c067a2456345b49609f0f18267607e6f8 | 18,506 |
def deserialize(rank: str, suit: str) -> Card.Name:
"""
Convert a serialized card string to a `Card.Name`.
Parameters
----------
rank : str
A, 2, 3, ..., 10, J, Q, K
suit : str
C, D, H, S
"""
suit_map = {
'C': Suit.CLUBS,
'D': Suit.DIAMONDS,
'H': ... | cd4b8c09a2e0bddf3f8ba2079cd16f1cc3dbff9b | 18,507 |
from contextlib import suppress
import inspect
def enforce_types(target):
"""Class decorator adding type checks to all member functions
"""
def check_types(spec, *args, **kwargs):
parameters = dict(zip(spec.args, args))
parameters.update(kwargs)
for name, value in parameters.items(... | b8aac44b70290e9277935a52c49cce8da93511d0 | 18,508 |
def get_article(URL):
"""
Get an article from one our trusted sources.
Args:
URL: URL string to parse, e.g., http://www.hello.com/world
Returns
Article object if URL was success requested and parsed.
None if it fails to parse or the URL is from a source not
in the trust... | 4fe61fac2cc584819250198ca18c6ad4a640a245 | 18,509 |
def crop_central_whiten_images(images=None, height=24, width=24):
"""Crop the central of image, and normailize it for test data.
They are cropped to central of height * width pixels.
Whiten (Normalize) the images.
Parameters
----------
images : 4D Tensor
The tensor or placeholder of i... | d89a5daa8c40f5e56ff635351fd3ca2f09475dd7 | 18,510 |
import os
def get_post(_activePost):
"""
functions to get the input scrapping post url
:return: a list
"""
_link = []
if _activePost == "postLink1":
_scrapping_link = request.form.get("singlePost")
_processed_link = _scrapping_link.replace("www", "m")
_link.append(_proc... | 3b49a1fd8fca95218784e84aa1014ad01ef3bb05 | 18,511 |
def start(event):
"""
Whether or not return was pressed
"""
return event.type == KEYDOWN and event.key == system["ENTER"] | 03c54ac79897fa1d84ffb3fd5cbd335486e81c46 | 18,512 |
def cost(theta, X, y):
"""cost fn is -1(theta) for you to minimize"""
return np.mean(-y * np.log(sigmoid(X @ theta)) - (1 - y) * np.log(1 - sigmoid(X @ theta))) | 476da6562a7083b573037359a8785d2fd99fd785 | 18,513 |
def enrich_nodes(nodes, vindplaatsen, articles):
"""
Add some attributes to the nodes.
:param nodes:
:param vindplaatsen:
:return:
"""
nodes = add_year(nodes)
nodes = add_articles(nodes, articles)
nodes = add_versions(nodes, vindplaatsen)
return nodes | de708d6a0ac5a79431ec142f91d01c9711115df4 | 18,514 |
def has_string(match):
"""Matches if ``str(item)`` satisfies a given matcher.
:param match: The matcher to satisfy, or an expected value for
:py:func:`~hamcrest.core.core.isequal.equal_to` matching.
This matcher invokes the :py:func:`str` function on the evaluated object to
get its length, pas... | 01f9ef9c5b2acd3b54901300e6c6ed80e656a0b0 | 18,515 |
import numpy
def get_land_sea_mask(gridded_geo_box, \
ancillary_path='/g/data/v10/eoancillarydata/Land_Sea_Rasters'):
"""
Return a land/sea 2D numpy boolean array in which Land = True, Sea = False
for the supplied GriddedGeoBox and using the UTM projected data in the
supplied ancillary_path.
... | 54bec48a78f969cd9297872c2965d0ca8a62e39a | 18,516 |
import copy
import itertools
def qEI_brute(gp_, true_function, X_=np.linspace(0, 1, 200), q=3,
niterations=10, nsim=1000):
"""
q steps EI performed with brute force: Brute search on vector X_
"""
gp = copy.copy(gp_)
i = 0
nn = X_.shape[0]
rshape = q * [nn]
qEI_to_evaluate... | a89afb5dc2e569d28642492cbacd7183814ca9dc | 18,517 |
def potential_energy_diff(e_in, e_out):
"""Returns difference in potential energy.
arguments:
e_in - dictionary of energy groups from input file
e_out - dictionary of energy groups from output file
returns:
potential energy difference in units of the input
"""
energy_type ... | 11a2f25d5f034c7d824abd45369ed5a5711ad6ab | 18,518 |
def CA_potential_profile(pot_init: float, pot_step: float, pot_rest: float,
pot_init_time: float, pot_step_time: float, pot_rest_time: float,
buffer_size: int = 1200, samp_rate: int = 3600) -> tuple:
"""
:param pot_init: Initial potential in V
:param pot_ste... | b7a4ac226cb5f3f239125d7227013508df51404f | 18,519 |
def generate_model_class(grid_dir, data_dir, Nlon=936, Nlat=1062, Nz=90):
"""
Wrapper function for generating the LLCRegion object describing the
model region. The wrapper automatically reads the grid information.
Default values for grid size are for the Samoan Passage box (Box 12
in Dimitris' notat... | 442ea60d4c790dc4da65f65648657d8e49dfd6b7 | 18,520 |
from scipy.integrate import dblquad
def discretize_integrate_2D(model, x_range, y_range):
"""
Discretize model by integrating the model over the pixel.
"""
# Set up grid
x = np.arange(x_range[0] - 0.5, x_range[1] + 0.5)
y = np.arange(y_range[0] - 0.5, y_range[1] + 0.5)
values = np.empty((y... | e70046afb8c26711045d0ce5c7c00ea482ca972a | 18,521 |
import os
def get_saved_model_list(ckpt_dir):
"""Return a list of HDF5 models found in ckpt_dir
"""
filenames_list = []
for (root, directories, filenames) in os.walk(ckpt_dir):
filenames_list += filenames
# Break to only keep the top directory
break
ckpt_list = []
for f... | 5b557c98beb404d5b6f9fa89b4aba404674ec5bd | 18,522 |
def detail(request, question_id):
"""
HelloWorld 내용 출력
"""
question = get_object_or_404(Question, pk=question_id)
context = {'question': question}
return render(request, 'HelloWorld/question_detail.html', context) | 61fe5664baa2a33282ec77aa020332038fc3b040 | 18,523 |
def TDataStd_BooleanArray_GetID(*args):
"""
* Static methods ============== Returns an ID for array.
:rtype: Standard_GUID
"""
return _TDataStd.TDataStd_BooleanArray_GetID(*args) | f5faa03336a07dc366a9c5d9133dac46e6d378db | 18,524 |
def get_axis_order():
"""Get the axis_order set by any containing axis_order_scope.
Returns:
List of strings giving an order to use for axis names, or None, if no axis
order is set.
"""
# By storing axis_order in the graph, we can ensure that axis_order_scope is
# thread-safe.
axis_order_list = ops... | 6a8ed5661822a40cf99762b098eeb0c3600caf3a | 18,525 |
def check_jax_usage(enabled: bool = True) -> bool:
"""Ensures JAX APIs (e.g. :func:`jax.vmap`) are used correctly with Haiku.
JAX transforms (like :func:`jax.vmap`) and control flow (e.g.
:func:`jax.lax.cond`) expect pure functions to be passed in. Some functions
in Haiku (for example :func:`~haiku.get_paramet... | 30d22d616189c6af986373a39d4410d105c222a2 | 18,526 |
def score_numeric_deg_ssetype(omega_a, omega_b):
"""
Return the tableau matching score between two Omega matrix entries
omega_a and omega_b, as per Kamat et al (2008),
with effiectvely negative infinty score for SSE type mismatch
Parameters:
omega_a - angle in (-pi, pi]
omega_b - an... | 5347492aadf50eaa1b32726b4f7eace433d47d7c | 18,527 |
def top_menu(context, calling_page=None):
"""
Checks to see if we're in the Play section in order to return pages with
show_in_play_menu set to True, otherwise retrieves the top menu
items - the immediate children of the site root. Also detects 404s in the
Play section.
"""
if (calling_page ... | 0479a2f7834f740142330436d04282c19fe6ac20 | 18,528 |
def DefineJacobian(J, DN, x):
""" This method defines a Jacobian
Keyword arguments:
J -- The Jacobian matrix
DN -- The shape function derivatives
x -- The variable to compute the gradient
"""
[nnodes, dim] = x.shape
localdim = dim - 1
if (dim == 2):
if (nnodes == 2):
... | e13c092e44db7771a942840083c1628e0f418cb2 | 18,529 |
import struct
def build_reg_text_tree(text, part):
"""Build up the whole tree from the plain text of a single regulation. This
only builds the regulation text part, and does not include appendices or
the supplement. """
title, body = utils.title_body(text)
label = [str(part)]
subparts_list = ... | a9d1068ee061e1a68f47b5bcdcf7ddde9383f330 | 18,530 |
def check_url_alive(url, accept_codes=[401]):
"""Validate github repo exist or not."""
try:
logger.info("checking url is alive", extra={"url": url})
response = request.urlopen(url)
status_code = response.getcode()
if status_code in accept_codes or status_code // 100 in (2, 3):
... | 5e136604b8e4a16923d2f6db19a1b324ed0a95c1 | 18,531 |
def solve(banks):
"""Calculate number of steps needed to exit the maze
:banks: list of blocks in each bank
:return: number of redistribtion cycles to loop
>>> solve([0, 2, 7, 0])
4
"""
seen = set()
loops = 0
mark = 0
for cycle in count(1):
# find value and the index o... | 304f4c9294de690a38e517a2fd4455a355db3cb9 | 18,532 |
def evaluate_python_expression(body):
"""Evaluate the given python expression, returning its result. This is useful if the
front end application needs to do real-time processing on task data. If for instance
there is a hide expression that is based on a previous value in the same form.
The response inc... | 917490e73d5cd52493128f97d135adb44872a376 | 18,533 |
import collections
def DictFilter(alist, bits):
"""Translate bits from EDID into a list of strings.
Args:
alist: A list of tuples, with the first being a number and second a string.
bits: The bits from EDID that indicate whether each string is supported by
this EDID or not.
Returns:
A dict... | 33d236d649d75ae60ab354c7dc6588e75c855463 | 18,534 |
def mentions(request):
"""Mentions view."""
return render(request, "mentions.html", {"site_title": "Mentions legales"}) | 6bb3dcff6e098127e744d21d67384011595f67c7 | 18,535 |
async def async_setup_entry(hass: HomeAssistant, entry: ConfigEntry):
"""activity assistant form a config entry
is only called once the whole magic has to happen here
"""
#_LOGGER.warning(str(entry.version))
#_LOGGER.warning(str(entry.entry_id))
#_LOGGER.warning(str(entry.title))
#_LOGGER.... | 4389f1438a9a9e363f63eae3fe11ec40438569e3 | 18,536 |
def delete(id):
""" Used by the product page to delete a product. Doesn't actually delete it, just sets the quantity to 0. """
db = get_db()
b_id = session.get("user_id")
query = "UPDATE product SET quantity = 0 WHERE product_id = ? AND for_business = ?"
db.execute(query, (id, b_id,))
db.commit... | 25ea594a8d4db6b6040f81033cbd804751d86fce | 18,537 |
def from_meshmaker(filename_or_dict, material="dfalt"):
"""
Generate a mesh from a block MESHM.
Parameters
----------
filename_or_dict: str or dict
Input file name or parameters dict with key "meshmaker".
material : str, optional, default 'dfalt'
Default material name.
"""
... | 233d2e5059ebfcd819b526e43bb241e136fbc409 | 18,538 |
def compute_qtys_new_halos_pk(mvir, rvir, redshift, age_yr):
"""
Creates a new galaxy along with the new halo.
Integrates since the start of the Universe.
Updates the initiated quantities with the values of interest.
:param mvir: list of mvir [Msun], length = n.
:param rvir: list of rvir [kpc] , length = n.
... | 8d68a82c08b38596a3ba6defa4633d1c156955b8 | 18,539 |
def rank():
"""A function which returns the Horovod rank of the calling process.
Returns:
An integer scalar with the Horovod rank of the calling process.
"""
rank = MPI_LIB_CTYPES.horovod_tensorflow_rank()
if rank == -1:
raise ValueError(
'Horovod has not been initialized;... | 5ce5b0c4ffc644f6c2cb3fc397ea2eb2e68e7c86 | 18,540 |
def getRAMSizeOSX() -> CmdOutput:
"""Returns the RAM size in bytes.
Returns:
CmdOutput: The output of the command, as a `CmdOutput` instance containing
`stdout` and `stderr` as attributes.
"""
return runCommand(exe_args=ExeArgs("sysctl", ["-n", "hw.memsize"])) | 519d6bb5afff6722bdced29df793b36ae6ee734a | 18,541 |
def load_data(filepath, columns=['title','abstract']):
"""Loads specified columns of csv/excel data.
Arguments
---------
filepath: str
Path to file (e.g. 'data.csv')
columns: list
List of strings specifying the column names in the data to load.
Returns
-------
pandas.Da... | 2c1be3075950ac4ab82cdc7fa0b18cbdb7bf80b2 | 18,542 |
def pre_process(image):
"""
Invert pixel intensity of 'images' (to compensate the conversion into image with imwrite).
"""
return 1 - image * 255 | 7e7227930567c31874d966ce18aeeffa9b73e646 | 18,543 |
import os
def is_source_path(path):
"""Check if path is source code path.
Parameters
----------
path : str
A possible path
Returns
-------
valid : bool
Whether path is a possible source path
"""
if os.path.exists(path):
return True
if path.find("\n") !... | f932049eb70275ad8e394ec21af8bbf9ef2c3880 | 18,544 |
from typing import Sequence
from typing import List
def get_examples_to_execute(
predictions: Sequence[inference.Prediction], inference_config: inference.Config
) -> List[official_evaluation.ExecutionInstructions]:
"""
Converts predictions from a model into sqlite execution instructions. If abstract SQL w... | 9e5ef9ec7fa07433e3f8f14c0164e9858d271461 | 18,545 |
def verify_query(ctx):
"""
Verify a LQL query.
"""
label_widget = ctx.get_state(state="query_builder", key="query_label")
lql_query = ctx.get("lql_query")
evaluator_id = ctx.get("lql_evaluator")
try:
_ = ctx.client.queries.validate(
lql_query, evaluator_id=evaluator_id)
... | 93affbaf7a6049c162850199e5b3f1b55a4f95a9 | 18,546 |
import calendar
def data_feature_engineering(data):
"""
Add features to the data for later use
state_code, weekday, month, year
"""
data['state_code'] = data['state'].map(us_state_abbrev)
data['weekday'] = pd.to_datetime(data['date']).dt.weekday
data['weekday'] = data['weekday'].map(week... | 92c78a6c976191167d6de39d25762e2307689674 | 18,547 |
import numpy
def train_ei_oc(emotion, model, algorithm, evaluation, finetune, baseline, preprocessor=None):
"""
2. Task EI-oc: Detecting Emotion Intensity (ordinal classification)
Given:
a tweet
an emotion E (anger, fear, joy, or sadness)
Task: classify the tweet into one of four ordinal cl... | 9843d9100039b082efb62f293d77552c50032b02 | 18,548 |
import random
def cross(genom1, genom2, mutation_rate, widths, bounds):
"""
Generates a child_genom by breeding 2 parent_genoms with
a mutation chance = mutation rate = [0, 1].
"""
child_genom = []
for i in range(len(genom1)):
if widths[i] == 0:
child_genom.append... | 0f973ffeefeec7b346a27ca3fda84210daff7d74 | 18,549 |
def version_0_2(path_in, path_out_base, skip_if_exists = True):
"""
* name is based on start time (not launch time)
:param path_in:
:param path_out_base:
:param skip_if_exists:
:return:
"""
version = 'v0.2'
content = raw.read_file(path_in)
name_new = generate_name(content)
p... | add6fadabce12011fc1e5b136a1f3b042092d577 | 18,550 |
def value_or_dash(value):
"""Converts the given value to a unicode dash if the value does
not exist and does not equal 0."""
if not value and value != 0:
return u'\u2013'.encode('utf-8')
return value | 8cadbfd8dcfad9dfeb4112cb8537f0e0d5de49ba | 18,551 |
def jaccard_index(box_a, box_b, indices=[]):
"""
Compute the Jaccard Index (Intersection over Union) of 2 boxes. Each box is (x1, y1, x2, y2).
:param box_a:
:param box_b:
:param indices: The indices of box_a and box_b as [box_a_idx, box_b_idx].
Helps in debugging DivideByZero err... | 006c58f9f0574da1f8db7c432fa4a16f397eab61 | 18,552 |
import types
from typing import Optional
def ComputePerSliceMetrics( # pylint: disable=invalid-name
slice_result: beam.pvalue.PCollection,
eval_shared_model: types.EvalSharedModel,
desired_batch_size: Optional[int] = None,
compute_with_sampling: Optional[bool] = False,
random_seed_for_testing: Op... | c47b06776f197726bab1c29d1e186517c7aabcfc | 18,553 |
def null() -> ColumnExpr:
"""Equivalent to ``lit(None)``, the ``NULL`` value
:return: ``lit(None)``
.. admonition:: New Since
:class: hint
**0.6.0**
"""
return lit(None) | d51d861ac165bb5c40e372435bfa6698542a3e30 | 18,554 |
def uCSIsThaana(code):
"""Check whether the character is part of Thaana UCS Block """
ret = libxml2mod.xmlUCSIsThaana(code)
return ret | 3d6c4e712f997648f40ed9647c6b696126cdc99a | 18,555 |
def geomprojlib_Curve2d(*args):
"""
* gives the 2d-curve of a 3d-curve lying on a surface ( uses GeomProjLib_ProjectedCurve ) The 3dCurve is taken between the parametrization range [First, Last] <Tolerance> is used as input if the projection needs an approximation. In this case, the reached tolerance is set in <T... | 07a48fcad95aabcbbb31dc8563e3a57f51399b5c | 18,556 |
def histogram(ds, x, z=None, **plot_opts):
"""Dataset histogram.
Parameters
----------
ds : xarray.Dataset
The dataset to plot.
x : str, sequence of str
The variable(s) to plot the probability density of. If sequence, plot a
histogram of each instead of using a ``z`` coordin... | 90e884734d7811258e148df8f8bba5a9dd29ac96 | 18,557 |
import os
def get_full_file_path(filepath_parts, path, merge_point=None):
""""Typical path formats in json files are like:
"parent": "block/cube",
"textures": {
"top": "block/top"
}
This checks in filepath_parts of the blender file,
matches the base path... | c0d44fb96ead9a9eb544746f1f0037e24220d484 | 18,558 |
import pkg_resources
def get_resource(name):
"""Convenience method for retrieving a package resource."""
return pkg_resources.resource_stream(__name__, name) | 63aada8f6e99956b770bd9ea7f737d90432c3f90 | 18,559 |
def get_team(args):
"""Return authenticated team token data."""
return Team.query.get(args['team_id']) | 160a5aa27a246a740811aec764d7bc52eaa91098 | 18,560 |
def config_sanity_check(config: dict) -> dict:
"""
Check if the given config satisfies the requirements.
:param config: entire config.
"""
# back compatibility support
config = parse_v011(config)
# check model
if config["train"]["method"] == "conditional":
if config["dataset"]... | 6933dc0687da4fe4d1e3e9cea3f7cbb5caefb69b | 18,561 |
import yaml
def parse_yaml() -> Dataset:
"""Test that 'after' parameters are properly read"""
d = yaml.safe_load(f)
dataset = d.get("dataset")[0]
d: FidesopsDataset = FidesopsDataset.parse_obj(dataset)
return convert_dataset_to_graph(d, "ignore") | 437fb7d9a495b59c21c88962d2f5d5543c041729 | 18,562 |
import os
from pathlib import Path
import subprocess
import shlex
def run(
desc_file, results_dir, start_date, walltime, n_days=1, no_submit=False, quiet=False
):
"""Create and populate a temporary run directory, and a run script,
and submit the run to the queue manager.
The run script is stored in :... | 4bfef7b1afd9a1960962bff0b822e9a9569559de | 18,563 |
def race_data_cleaning(race_ethnicity_path):
"""Clean and relabel birth data based on race/ ethnicity."""
# Read in CSV.
race_df = pd.read_csv(race_ethnicity_path, na_values='*', engine='python')
# Fill na values with 0.
race_df.fillna(value=0, inplace=True)
# Drop default sort column.
rac... | 1a7f8e540c14cdb42ff25b270916ef3af45e7790 | 18,564 |
import json
def validate_resource_policy(policy_document):
"""validate policy_document. Between 1 to 5120"""
if not isinstance(policy_document, policytypes):
raise ValueError("PolicyDocument must be a valid policy document")
if isinstance(policy_document, str) and not json_checker(policy_documen... | b6b0a18a7e252cf5402aed6e17e7b184aa3b432f | 18,565 |
import sys
def ResolveOrganizationSecurityPolicyId(org_security_policy, display_name,
organization_id):
"""Returns the security policy id that matches the display_name in the org.
Args:
org_security_policy: the organization security policy.
display_name: the displa... | 3e78e1013bd55cd7b5671d42e27a2f9d230d71b4 | 18,566 |
def upsample_filt(size):
"""
Make a 2D bilinear kernel suitable for upsampling of the given (h, w) size.
"""
factor = (size + 1) // 2
if size % 2 == 1:
center = factor - 1
else:
center = factor - 0.5
og = np.ogrid[:size, :size]
return (1 - abs(og[0] - center) / factor) * \
(1 - abs(og[1] - center) / fact... | 7f19552a5e55a7dbcc5fd99992b9522377628c65 | 18,567 |
def _MAC_hash(mac_str):
"""
Returns MAC hash value in uppercase hexadecimal form and truncated to
32 characters.
"""
return MD5.new(mac_str).hexdigest().upper()[:32] | c60785fe3b41355ada19d08595f71ff0c02ff3ce | 18,568 |
def divide_rows(matrix, column, in_place=False):
"""Divide each row of `matrix` by the corresponding element in `column`.
The result is as follows: out[i, j] = matrix[i, j] / column[i]
Parameters
----------
matrix : np.ndarray, scipy.sparse.csc_matrix or csr_matrix, shape (M, N)
The input ... | ae69f91f999cd4f5ea78c30de2ff7c089fe54efd | 18,569 |
def multiSMC(nruns=10, nprocs=0, out_func=None, collect=None, **args):
"""Run SMC algorithms in parallel, for different combinations of parameters.
`multiSMC` relies on the `multiplexer` utility, and obeys the same logic.
A basic usage is::
results = multiSMC(fk=my_fk_model, N=100, nruns=20, nproc... | fe7aeb4464a207d6d6764c1d9efc9a199b9100cf | 18,570 |
def colon_event_second(colon_word, words, start):
"""The second <something>
<something> can be:
* <day-name> -- the second day of that name in a month
"""
if len(words) != 1:
raise GiveUp('Expected a day name, in {}'.format(
colon_what(colon_word, words)))
elif words[0]... | d438eb5a2f7f07e9c5cc4ae7e3b95f102bc909d6 | 18,571 |
import csv
def outfalls_to_dfs(model, model_id):
""" Read a .CSV into a Pandas DataFrame until a blank line is found, then stop.
"""
global RELEVANT_NODES
RELEVANT_NODES = get_nodes_from_links(model, model_id)
start = build_groups_dicts(model)['nodes_outfalls']['start']
skip_rows = build_grou... | cbbbeb52faebd1ebc57de7e13b555f9d664639d9 | 18,572 |
def get_count(path, **kwargs):
"""
Return the number of items in an dictionary or array
:param path: Path to the dictionary or array to count
This operation is only valid in :cb_bmeth:`lookup_in`
.. versionadded:: 2.2.5
"""
return _gen_3spec(_P.SDCMD_GET_COUNT, path, **kwargs) | 7a8fe5a288cfba28dfcbac523ea4579cd4d8d165 | 18,573 |
def error_message() -> str:
"""Error message for invalid input"""
return 'Invalid input. Use !help for a list of commands.' | 2ffea48dd495d464264bc657ca62cfe6043a1084 | 18,574 |
def has_substring(string):
"""
Validate that the given substring is part of the given string.
>>> f = has_substring('foobarhamjam')
>>> f('arham')
True
>>> f('barham')
True
>>> f('FOO')
False
>>> f('JAMHAM')
False
:param str string: Main string to compare against.
:... | 33b7d5b52c6be4185dfdf96bad9a6d33f284ba52 | 18,575 |
def repos():
"""Display And Add Repos"""
page = Repos(ReposTable, dynamodb_table)
return page.display() | 8c5ec3e44caa7e88cb9ed7be4039309ae9e5cfe5 | 18,576 |
def lambda_handler(event, _context):
""" Main Handler. """
microservice_name = event.get('MicroserviceName')
environment_name = event.get('EnvironmentName')
new_vn_sha = event.get('Sha')
failure_threshold_value = event.get('FailureThresholdValue')
if not failure_threshold_value:
failure... | c14fa2ce93d526b1ef5dd0a79a4d7392d1951c5f | 18,577 |
def masked_crc32c(data):
"""Copied from
https://github.com/TeamHG-Memex/tensorboard_logger/blob/master/tensorboard_logger/tensorboard_logger.py"""
x = u32(crc32c(data)) # pylint: disable=invalid-name
return u32(((x >> 15) | u32(x << 17)) + 0xa282ead8) | 24c076033a6c9252b411604a3935d4ba09b5aa16 | 18,578 |
def yaml_dictionary(gra, one_indexed=True):
""" generate a YAML dictionary representing a given graph
"""
if one_indexed:
# shift to one-indexing when we print
atm_key_dct = {atm_key: atm_key+1 for atm_key in atom_keys(gra)}
gra = relabel(gra, atm_key_dct)
yaml_atm_dct = atoms(g... | b2efa54c188035971f174c14ce6b3543c9234cde | 18,579 |
def CreateCloudsWeights( weights = None, names = None, n_clusters = None,
save = 1, dirCreate = 1, filename = 'WC',
dirName = 'WCC', number = 50 ):
"""SAME AS CreateClouds but now it takes as inputs a list of each class
... | 9cfb7a94cb27f4587c24ad35b423af2246c68440 | 18,580 |
def sigmoid(x, deri=False):
"""
Sigmoid activation function:
Parameters:
x (array) : A numpy array
deri (boolean): If set to True function calulates the derivative of sigmoid
Returns:
x (array) : Numpy array after applying the approprite function
... | d523a3ec7df31b71ae60609f63314475784e6b38 | 18,581 |
import os
def main(args):
""" Main function operates the following steps:
1. Get fits and aperature datafile
2. Get or guess the passband from filename
3. Get ra and dec from fits
4. Match image and reference with SkyCoord using ra's and dec's
5. Calculate zeropoint
5. Apply zeropoint... | d6dab808d11415a2f3a1a1face9bac1a2476165e | 18,582 |
from typing import Counter
def palindrome_permutation(string):
"""
All palindromes follow the same rule, they have at most one letter whose
count is odd, this letter being the "pivot" of the palindrome. The letters
with an even count can always be permuted to match each other across the
pivot.
... | a1e5721d73e9773d802b423747277dd43ee5983f | 18,583 |
import ctypes
def generate_pfm_v2(pfm_header_instance, toc_header_instance, toc_element_list, toc_elements_hash_list,
platform_id_header_instance, flash_device_instance, allowable_fw_list, fw_id_list, hash_type):
"""
Create a PFM V2 object from all the different PFM components
:param pfm_header_insta... | 2b1dfe4150cc18c588c3b8711e7ea94afcfbfbdc | 18,584 |
def symmetrise_AP(AP):
"""
No checks on this since this is a deep-inside-module helper routine.
AP must be a batch of matrices (n, 1, N, N).
"""
return AP + AP.transpose(2, 3) | 4a993f42e576656ec5f450c95af969722f10a58d | 18,585 |
def index():
"""新闻首页"""
#----------------------1.查询用户基本信息展示----------------------
# 需求：发现查询用户基本信息代码在多个地方都需要实现，
# 为了达到代码复用的目的，将这些重复代码封装到装饰器中
# # 1.根据session获取用户user_id
# user_id = session.get("user_id")
#
# user = None
# # 先定义，再使用 否则：local variable 'user_dict' referenced before ass... | 63965ca1caef0efafe859c10ffd4d72724e16504 | 18,586 |
def formatter_message(message, use_color = True):
""" Method to format the pattern in which the log messages will be
displayed.
@param message: message log to be displayed
@param use_color: Flag to indicates the use of colors or not
@type message: str
@type use_color: boolean
@return: the... | f171638a60e6a031fde7b249a7e40839da25addc | 18,587 |
def find_offsets(head_mapping):
"""Find the time offsets that align the series in head_mapping
Finds the set of time offsets that minimize the sum of squared
differences in times at which each series crosses a particular
head. Input is a mapping of head id (a hashable value
corresponding to a head... | 93864ec2c9902e28e98eeb6e225e918ffc21dbaa | 18,588 |
def get_argument(value, arg):
"""Get argument by variable"""
return value.get(arg, None) | 0abd48a3a241ab1076c3ca19241df5b7b4346224 | 18,589 |
def tokenize(docs, word_tokenize_flag=1):
"""
:param docs:
:param word_tokenize_flag:
:return:
"""
sent_tokenized = []
for d_ in docs:
sent_tokenized += sent_tokenize(d_)
if word_tokenize_flag==1:
word_tokenized = []
for sent in sent_tokenized:
word_t... | b9484010c3e98aa32d96450122510f46dc0d8d72 | 18,590 |
def is_literal(expr):
"""
Returns True if expr is a literal, else False.
Examples
========
>>> is_literal(a)
True
>>> is_literal(~a)
True
>>> is_literal(a + b)
True
>>> is_literal(Or(a, b))
False
"""
if isinstance(expr, Not):
return not isinstance(expr.... | 7ec6b4a00aea544a05686f228be73fa71e70df6f | 18,591 |
def get_target_proportions_of_current_trial(individuals, target):
"""Get the proportion waiting times within the target for a given trial of
a threshold
Parameters
----------
individuals : object
A ciw object that contains all individuals records
Returns
-------
int
all... | 95f3781677f3ca7bb620488778b52502783c6eb9 | 18,592 |
def how_many(aDict):
"""
aDict: A dictionary, where all the values are lists.
returns: int, how many values are in the dictionary.
"""
return sum(len(value) for value in aDict.values()) | ed1729b55411f29626dfe61c6853bc19813ceedc | 18,593 |
def build_model(images, num_classes):
"""Build the model
:param images: Input image placeholder
:param num_classes: Nbr of final output classes
:return: Output of final fc-layer
"""
#####Insert your code here for subtask 1e#####
# It might be useful to define helper functions which add a lay... | 69614723e72b73988268d6230dee619d571cfe2e | 18,594 |
def crop_keypoint_by_coords(keypoint, crop_coords, crop_height, crop_width, rows, cols):
"""Crop a keypoint using the provided coordinates of bottom-left and top-right corners in pixels and the
required height and width of the crop.
"""
x, y, a, s = keypoint
x1, y1, x2, y2 = crop_coords
cropped_... | 5a2365a611275fea4d0f5d031127426c88c43905 | 18,595 |
def get_tcoeff(epd_model, dF):
"""
Tranmission coefficients beta, gamma and delta
can be directly computed from the time series data.
Here we do not need reference to any compartmental model.
"""
df = dF.copy()
dfc = pd.DataFrame(columns=['date','beta','gamma','delta'])
df['infected'] = df... | 22d6290f15efcdeb2e75b421c8d5d0fa17ff57f3 | 18,596 |
from typing import Any
def rx_filter(observable: Observable, predicate: PredicateOperator) -> Observable:
"""Create an observable which event are filtered by a predicate function.
Args:
observable (Observable): observable source
predicate (Operator): predicate function which take on argument ... | 1d43435d04660b1a05eb906b16f031d270122585 | 18,597 |
from typing import Optional
def map_time_program(raw_time_program, key: Optional[str] = None) \
-> TimeProgram:
"""Map *time program*."""
result = {}
if raw_time_program:
result["monday"] = map_time_program_day(
raw_time_program.get("monday"), key)
result["tuesday"] = m... | 4a1d97d61e195184f0c3c40e4664a9904d591837 | 18,598 |
def _find_tols(equipment_id, start, end):
"""Returns existing TransportOrderLines matching with given arguments.
Matches only if load_in is matching between start and end."""
#logger.error('Trying to find TOL')
#logger.error(equipment_id)
#logger.error(start_time)
#logger.error(end_time)
... | 5ebec8857d56382e377bd9d98ce2bb7aa74a44b2 | 18,599 |
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