content stringlengths 22 815k | id int64 0 4.91M |
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def run_simulation(num_rounds: int, num_clients: int, fraction_fit: float):
"""Start a FL simulation."""
# This will hold all the processes which we are going to create
processes = []
# Start the server
server_process = Process(
target=start_server, args=(num_rounds, num_clients, fraction_... | 65,900 |
async def main():
"""Main method."""
forceQuit = False
while not forceQuit:
async with ClientSession(headers={'Connection': 'keep-alive'}) as session:
print('')
print('########################################')
print('# Logging on to Skoda Connect #')
... | 65,901 |
def build_tx_cigar(exons, strand):
"""builds a single CIGAR string representing an alignment of the
transcript sequence to a reference sequence, including introns.
The input exons are expected to be in transcript order, and the
resulting CIGAR is also in transcript order.
>>> build_tx_cigar([], 1)... | 65,902 |
def train(train_dir,
model,
dataset_builder,
initializer,
num_train_steps,
hps,
rng,
eval_batch_size,
eval_num_batches,
eval_train_num_batches,
eval_frequency,
checkpoint_steps,
eval_steps=None,
... | 65,903 |
def get_toeplitz_dictionary(
n_samples=20, n_features=30, rho=0.3, seed=0):
"""This function returns a toeplitz dictionnary phi.
Maths formula:
S = toepltiz(\rho ** [|0, n_features-1|], \rho ** [|0, n_features-1|])
X[:, i] sim mathcal{N}(0, S).
Parameters
----------
n_samples: int
... | 65,904 |
async def test_entity_device_info_update(hass, mqtt_mock):
"""Test device registry update."""
await help_test_entity_device_info_update(
hass, mqtt_mock, CLIMATE_DOMAIN, DEFAULT_CONFIG
) | 65,905 |
def DictionaryofDate_valuetoArrays(Date_value):
"""Returns (array): date, value """
date = Date_value.keys()
date.sort()
value = []
for d in date:
value.append(Date_value[d])
return date, value | 65,906 |
def song_html_file_path(song: Song) -> Path:
"""Return absolute artist song HTML file path.
Parameters
----------
song
Song.
Returns
-------
:cod:`Path`
Absolute artist song HTML file path.
"""
song_file_name = re.sub(r"[\s/]", "_", song.song_title)
return artis... | 65,907 |
def _in_load_test_mode():
"""Returns True if the default values should be used instead of the server
provided bot_config.py.
This also disables server telling the bot to restart.
"""
return os.environ.get('SWARMING_LOAD_TEST') == '1' | 65,908 |
def train_logistic_regression():
"""Train a logistic regression model on the saved data.
baseline: 0.792
logistic regression (no regularization): 0.871
"""
(x_train, y_train), (x_val, y_val) = prepare_data()
model = Sequential()
model.add(Dense(1, input_dim=x_train.shape[1]))
model.add(A... | 65,909 |
def save_to_standard_HDF(df, name, target_path, mode='w'):
"""
Saves a DataFrame in a standard HDF format using h5py.
"""
import h5py # import here to avoid an issue on Stampede2
df = df.T
hf = h5py.File(target_path, mode)
#try:
if True:
# save each row (i.e., column of FG_df... | 65,910 |
def area_separate(cnt):
"""
Calculates the total area of a list of contours.
Args:
* cnt - list of contours, as returned by cv2.findContours
Returns:
* total area
"""
return sum([cv2.contourArea(x) for x in cnt]) | 65,911 |
def get_id_from_cache(username: str) -> str:
"""Check if username exists in cache, return their slack_id.
Args:
username: slack username
Returns:
slack_id
"""
dynamodb = boto3.resource("dynamodb")
if not CACHE_USERS_TABLE:
raise Exception(
"env var CACHE_USERS... | 65,912 |
def configure_main_thread():
"""
break/interrupt a time.sleep() in python
https://stackoverflow.com/questions/5114292/break-interrupt-a-time-sleep-in-python
"""
global g_is_already_running
g_is_already_running = True
# Reset the internal flag to false. Subsequently, threads calling ... | 65,913 |
def animate_aux(i, bg_int, faces, face_lines):
"""perform animation step"""
bg_int.sample()
for k, f in enumerate(face_lines):
f.set_data(face_position(bg_int, k, faces))
## Fix for multi face animations.
#line.set_data(face_position(bg_int, 0, faces))
#line2.set_data(face_position(bg_in... | 65,914 |
def cassini_time(time):
"""Parse Cassini time.
Parameters
----------
time: str, int or float
Cassini time.
Returns
-------
float
Parsed Cassini time as float.
Raises
------
ValueError
If the input time pattern is invalid.
Examples
--------
... | 65,915 |
def _onset_by_mfcc(input, framesize=1024, hopsize=512, fs=44100):
"""
Onset detection by delta MFCC
Parameters:
inData: ndarray
input signal
framesize: int
framesize of MFCC
hopsize: int
hopsize of MFCC
fs: int
samplingrate
Returns:
... | 65,916 |
def _ClientDataContainer_GetClientObject(self):
"""
Alias for :meth:`GetClientData`
"""
return self.GetClientData() | 65,917 |
def main():
"""Main function"""
module = GcpModule(
argument_spec=dict(
state=dict(default='present', choices=['present', 'absent'], type='str'),
table_reference=dict(type='dict', options=dict(dataset_id=dict(type='str'), project_id=dict(type='str'), table_id=dict(type='str'))),... | 65,918 |
def kabsch(test, ref, wgt=None, refl=True):
"""Returns the Kabsch rotational matrix to map a test geometry onto
a reference.
If weights are provided, they are used to weight the test vectors
before forming the covariance matrix. This minimizes the weighted
RMSD between the two geometries. If refl=T... | 65,919 |
def _create_run_config():
"""Creates a TPU RunConfig if FLAGS.use_tpu is True, else a RunConfig."""
session_config = tf.ConfigProto(allow_soft_placement=True)
run_config_kwargs = {
"save_summary_steps": FLAGS.save_summary_steps,
"save_checkpoints_steps": FLAGS.save_checkpoints_steps,
"save_check... | 65,920 |
def send_email(eml):
"""发送邮件"""
message = Message('修改密码',recipients=[eml])
code = ''.join(sample(ascii_letters+digits, 6))
message.body = '【51商城】验证码：{}\t{}\n{}'.format(code, '此次验证码有效期为5分钟', '如果非本人操作，请忽略！')
mail.send(message)
# TODO 应该存入redis 然后设置过期时间为3分钟
session['code']=code | 65,921 |
def pods_by_uid(pods):
"""Construct a dict of pods, keyed by pod uid"""
return {pod["metadata"]["uid"]: pod for pod in pods} | 65,922 |
def main():
"""Example showing how to extract h264 data."""
parser = argparse.ArgumentParser(description=main.__doc__)
parser.add_argument(
'--mp4-file',
dest='mp4_file',
required=True,
type=str,
help='mp4 file to extract h264 data from.')
parser.add_argument(
... | 65,923 |
def _tags_conform_to_filter(tags, filter):
"""Mirrors Bazel tag filtering for test_suites.
This makes sure that the target has all of the required tags and none of
the excluded tags before we include them within a test_suite.
For more information on filtering inside Bazel, see
com.google.devtools.... | 65,924 |
def async(startDelaySeconds=None, name=None, maxAllowedRuntime=None, killSwitch=None, ensureOnlyOne=False):
"""Decorate a function with this to make it run in another thread asynchronously!
If defined with a value, it will wait that many seconds before firing.
If a name is provided the thread will be named. Handy fo... | 65,925 |
def convert_data(csv_data: pd.DataFrame, subset: str = 'all', exclude: Optional[List[str]] = None) -> Dict[str, Dict]:
"""
:param csv_data: dataframe with columns "mode", "split", "Structure", "seriesId" or "Patient", and "Dice"
:param subset: if "all", use all rows, else use only rows whose "mode" value ca... | 65,926 |
def get_custom_line_item(arn: Optional[str] = None,
opts: Optional[pulumi.InvokeOptions] = None) -> AwaitableGetCustomLineItemResult:
"""
A custom line item is an one time charge that is applied to a specific billing group's bill.
:param str arn: ARN
"""
__args__ = dict()
... | 65,927 |
def boot(name=None, kwargs=None, call=None):
"""
Boot a Linode.
name
The name of the Linode to boot. Can be used instead of ``linode_id``.
linode_id
The ID of the Linode to boot. If provided, will be used as an
alternative to ``name`` and reduces the number of API calls to
... | 65,928 |
def get_model_json_file_or_return_default_values(config, device, camera_id):
"""
Check if the json file exists and return the information about the ML model within said file. In case the file does
not exist, return defaults values from "Detector" in config file.
"""
base_path = os.path.join(get_sour... | 65,929 |
def create_rating_definition(*, creator: str, bestrating: int, worstrating: int, name: str = None):
"""Return a mutation for making a Rating definition.
A Rating (https://schema.org/Rating) is an evaluation on a numeric scale.
A Rating definition describes the structure that a rating can take. It is used so... | 65,930 |
def generate_clothoid_paths(start_point, start_yaw_list,
goal_point, goal_yaw_list,
n_path_points):
"""
Generate clothoid path list. This function generate multiple clothoid paths
from multiple orientations(yaw) at start points to multiple orientations... | 65,931 |
def getppid(space):
""" getppid() -> ppid
Return the parent's process id.
"""
return space.newint(os.getppid()) | 65,932 |
def parse_classes(api_classes):
"""Parse the API classes data into the format required, a list of dict."""
parsed_classes = []
for entry in api_classes:
class_ = {}
class_[ATTR_ID] = entry["id"]
class_[ATTR_CONFIDENCE] = round(entry["score"] * 100.0, 2)
parsed_classes.append(... | 65,933 |
def mesh_update_attributes(mesh):
"""Update the attributes of a mesh.
Parameters
----------
mesh : compas.datastructures.Mesh
A mesh object.
Returns
-------
bool
``True`` if the update was successful.
``False`` otherwise.
See Also
--------
* :func:`mesh... | 65,934 |
def remove_all(link, value):
"""Remove all the nodes containing value. Assume there exists some
nodes to be removed and the first element is never removed.
>>> l1 = Link(0, Link(2, Link(2, Link(3, Link(1, Link(2, Link(3)))))))
>>> print(l1)
<0 2 2 3 1 2 3>
>>> remove_all(l1, 2)
>>> print(l1... | 65,935 |
def gather_full_backbone(backbone_map: dict):
""" Collect all blocks that are part of the backbone
Args:
backbone_map (dict): map of {state value => backbone block}
Returns:
set: All BasicBlocks involved in any form in the backbone
"""
# Get the immediately known blocks from the ma... | 65,936 |
def get(objectid, worker=global_worker):
"""Get a remote object or a list of remote objects from the object store.
This method blocks until the object corresponding to objectid is available in
the local object store. If this object is not in the local object store, it
will be shipped from an object store that ... | 65,937 |
def _print_forward_selection_results(forward_selection_dict):
"""Prints results of any forward-selection algorithm to command window.
:param forward_selection_dict: Dictionary returned by
`feature_selection.sequential_forward_selection`,
`feature_selection.sfs_with_backward_steps`, or
`... | 65,938 |
def plot_rboxes_on_image(img, boxes, color=[0, 255, 0], thickness=2):
"""
旋转的boxes的结构为外接矩形四个点坐标,boxes=[n,8] or [n,4,2]
"""
if len(boxes.shape) == 2:
h,l = boxes.shape
boxes = tf.reshape(boxes,shape=[h,4,2]).numpy()
boxes = boxes.astype(int)
canvas = np.copy(img)
for i in rang... | 65,939 |
def download_file(remote_url, cache_path, filename=None, timeout=10.*u.second,
show_progress=True, block_size=2**16, overwrite=False):
"""
This is a modified version of `~astropy.utils.data.download_file` that
allows the user to specify the cache path.
Accepts a URL, downloads and cac... | 65,940 |
def convertGaiaToXYZUVWDict(astr_file):
"""
Supposed to generate XYZYVW dictionary for input to GroupFitter
Doesn't work on whole Gaia catalogue... too much memory I think
TODO: Sort out a more consistent way to handle file names...
"""
hdul = fits.open(astr_file)#, memmap=True)
means, cov... | 65,941 |
def get_options():
"""define options for this script and interpret the command line"""
optParser = optparse.OptionParser()
optParser.add_option("--nogui", action="store_true",
default=False, help="run the commandline version of sumo")
options, args = optParser.parse_args()
r... | 65,942 |
def getPixelsForInterp(img):
"""
Calculates a mask of pixels neighboring invalid values -
to use for interpolation.
"""
# mask invalid pixels
invalid_mask = np.isnan(img) + (img == 0)
kernel = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, (3, 3))
# dilate to mark borders around invali... | 65,943 |
def set_max_results(uri, max):
"""Set max-results parameter if it is not set already."""
max_str = str(max)
if uri.find('?') == -1:
return uri + '?max-results=' + max_str
else:
if uri.find('max-results') == -1:
return uri + '&max-results=' + max_str
else:
return uri | 65,944 |
def cosine_similarity(a,b):
"""
Measure of similarity between two vectors in an inner product space. Used for
comparing n-gram frequency of e.g. english with the n-gram frequency of a given text,
and thus getting a measure of how close the text is to english.
"""
return dot(a,b) / (norm(a) * nor... | 65,945 |
def round_frequency(frequency: float) -> int:
"""Returns the nearest audiologically meaningful frequency.
Parameters
----------
frequency : float
The frequency to be snapped to the nearest clinically meaningful frequency.
Returns
-------
float
A ``snapped`` frequency value.
"""
... | 65,946 |
def delete_registry_attr(request, rattr, **kwargs):
"""
arguments: request, rattr, **kwargs
implements: DELETE /api/registry/(RATTR).(FMT)
returns: an empty envelope
"""
m = Registry.get(key=rattr)
m.delete()
return Envelope(request, result=0) | 65,947 |
def ensure_folder_exists(path, permissions=0o775, create_placeholder_file=False):
"""
Helper method - creates a folder and parent folders if such do not already exist.
:param path: path to create
:param permissions: Permissions to use when folder is created
:param create_placeholder_file: If true, ... | 65,948 |
def candidates(plist,flist,x,y,dimz,stepsize):
"""Function to return a list xy-coordinates that indicate which
pixels are likely microplastics based on reflectance differences.
This function takes the list of pixels with a positive reflectance difference,
the whole list of .csv files, the x and y coordi... | 65,949 |
def kronecker(mat1, mat2):
"""
kronecker product between 2 2D tensors
:param mat1: 2d torch.Tensor
:param mat2: 2d torch.Tensor
:return: kronecker product of mat1 and mat2
"""
s1 = mat1.size()
s2 = mat2.size()
return torch.ger(mat1.view(-1), mat2.view(-1)).reshape(*(s1 + s2)).permute([0, 2, 1, 3]).reshape(s1[0... | 65,950 |
def test_unknown_size_inputs(session_tf):
"""
Test for #725 and #734. When the shape of the Gaussian's mean had at least
one unknown parameter, `gauss_kl` would blow up. This happened because
`tf.size` can only output types `tf.int32` or `tf.int64`.
"""
mu_ph = tf.placeholder(settings.float_type... | 65,951 |
def banner():
"""Display the banner.
C'mon, life is too short to use boring text, let's spice it up!
"""
# Credits: http://www.ascii-art.de/ascii/pqr/rockets.txt
print(r"""
,:
,' |
... | 65,952 |
def init_subparser(subparsers):
"""Initialize the run CLI subparser."""
parser = subparsers.add_parser('run', help='run a GeneFlow workflow')
parser.add_argument(
'workflow',
type=str,
help='GeneFlow workflow definition or package directory'
)
parser.add_argument(
'-j... | 65,953 |
def test_ffmpeg_resizing():
"""Test FFmpeg resizing, to include downscaling."""
video_file = "media/big_buck_bunny_432_433.webm"
target_resolutions = [(128, 128), (128, None), (None, 128), (None, 256)]
for target_resolution in target_resolutions:
video = VideoFileClip(video_file, target_resoluti... | 65,954 |
def default_fields_validator(name: str, value: bool) -> None:
"""Raises validation error when specified field have
incorrect is_default value.
:param name: Predictions table field name.
:param value: True if marked as is_default, otherwise False.
"""
if name in DEFAULT_PREDICTIONS_TABLE_FIELDS ... | 65,955 |
def from_smile_txt(line_tokens, scale=1):
""" line_tokens: a tuple of tokens on a "create" line of a SMILE demo txt file """
kwargs = {"name": line_tokens[2]}
def lookup(key): return line_tokens[line_tokens.index(key)+1]
if "category" in line_tokens: kwargs["category"] = lookup("category")
if "bboxx... | 65,956 |
def test_make_aware_timezone():
"""Test the :func:`aiida.common.timezone.make_aware` function passing an explicit timezone."""
dt = timedelta(hours=2)
naive = datetime(1970, 1, 1)
aware = make_aware(naive, timezone(dt))
assert is_aware(aware)
assert aware.tzinfo.utcoffset(aware) == dt | 65,957 |
def execute_rule_post(rule_name):
"""
Use this endpoint to execute the rule engine for a rule for a fact set.
---
tags:
- Execute Rule Engine
parameters:
- name: rule_name
in: path
type: string
required: true
description: Rule name
- na... | 65,958 |
def get_mid_geno(np_array, cargs_obj):
"""
return the genotype with highest probability in the central.
"""
a_count, b_count, miss_count = _count_genos(np_array)
ab_count = a_count + b_count
if ab_count > cargs_obj.win_size//2:
a_ex_prob = binom.pmf(b_count, ab_count, cargs_obj.error_a)
... | 65,959 |
def register_models():
"""Rmiperter Models and create metadata.
Called from miper.db.sqlalchemy.__init__ as part of loading the driver,
it will never need to be called explicitly elsewhere unless the
connection is lost and needs to be reestablished.
"""
from sqlalchemy import create_engine
... | 65,960 |
def cleanup(ser, mqtt):
"""Called on exit to close serial and disconnect MQTT"""
print("Ending and cleaning up")
ser.close()
mqtt.loop_stop() | 65,961 |
def current_version():
"""Provides version name(not code) : 1.0"""
return context.getPackageManager().getPackageInfo(context.getPackageName(), 0).versionName
# return "1.0" | 65,962 |
def n2str(num):
""" convert a number into a short string"""
if abs(num) < 1 and abs(num) > 1e-50 or abs(num) > 1E4:
numFormat = ".2e"
elif abs(round(num) - num) < 0.001 or abs(num) > 1E4:
numFormat = ".0f"
elif abs(num) > 1E1:
numFormat = ".1f"
else:
numFormat = ".2f... | 65,963 |
def null_fks(page, data):
"""
Nullifies foreign keys within all supplied fields.
Arguments:
page -- Page object.
data -- Page object in dictionary format.
Returns:
N/A. Overwrites the argument.
"""
# Loop through all fields.
for field in page._meta.get_fields():
... | 65,964 |
def StringCompression(s: str) -> str:
"""Compresses the specified string using counts of repeated characters.
>>> StringCompression("")
''
>>> StringCompression("a")
'a'
>>> StringCompression("ab")
'ab'
>>> StringCompression("abc")
'abc'
>>> StringCompression("aba")
'aba... | 65,965 |
def load_config_events(
run_id: str,
source: Optional[Literal["azurebatch", "azureml", "local"]] = None,
workspace_name: Optional[str] = None,
azureml_run_id: Optional[str] = None,
**kwargs,
):
""" Try to load config and events locally. If this fails, try to
download the result from Blob... | 65,966 |
def _get_json_content(obj):
"""Event mixin to have methods that are common to different Event types
like CloudEvent, EventGridEvent etc.
"""
msg = "Failed to load JSON content from the object."
try:
# storage queue
return json.loads(obj.content)
except ValueError as err:
... | 65,967 |
def test_docker_4_dockerflag(plugin, tmpdir):
""" task reads the file that is bounded to the container
specifying bindings,
using ShellComandTask with container_info=("docker", image, bindings)
"""
with open(tmpdir.join("file_pydra.txt"), "w") as f:
f.write("hello from pydra")
c... | 65,968 |
def angle(crd, i, j, k):
"""
Calculate i-j-k angle in rad unit.
"""
pass | 65,969 |
def compute_target(
answers_dset, ans2label, name, dataset, cache_root="data/OK-VQA/cache"
):
"""Augment answers_dset with soft score as label
***answers_dset should be preprocessed***
Write result into a cache file
"""
target = []
for ans_entry in answers_dset:
answers = ans_entry... | 65,970 |
def form_description(elastic_apartment: ElasticApartment) -> Optional[str]:
"""
Fetch link to apartment presentation and add it to the end of project description
"""
optional_text = "Tarkemman kohde-esittelyn sekä varaustilanteen löydät täältä:"
main_text = getattr(elastic_apartment, "project_descri... | 65,971 |
def extractlocalfeature(point_cloud, is_training, bn_decay=None):
""" Classification PointNet, input is BxNx3, output Bx40 """
batch_size = point_cloud.get_shape()[0].value
num_point = point_cloud.get_shape()[1].value
input_image = tf.expand_dims(point_cloud, -1) # input_image BxNx3x1
with tf.vari... | 65,972 |
def get_reaction_type(name, path = './data', output_format = 'array'):
"""to retrieve the type of reactions for reaction dataset
Args:
name (str): dataset name
path (str, optional): dataset path
output_format (str, optional): output format in dataframe or in raw array format
Returns:
pd.DataF... | 65,973 |
def beavrsMaterials():
"""Dictionary of materials from the BEAVRS specification
Currently provides:
fuel32 -> 3.2 wt% enriched UO2
air -> air
zirc4 -> zircaloy 4 cladding
water -> unborated water
helium -> helium
bglass -> boroscillicate glass
ss304 -> s... | 65,974 |
async def DatagramSender(
manager: ManagerAPI,
outbound_datagram_receive_channel: ReceiveChannel[OutboundDatagram],
sock: SocketType,
) -> None:
"""Take datagrams from a channel and send them via a socket to their designated receivers."""
logger = get_extended_debug_logger("ddht.DatagramSender")
... | 65,975 |
def possibly_fix_width(text):
"""Heuristic to possibly mark-up text as monospaced if it looks like
a URL, or an environment variable name, etc."""
if text in ['', '--']:
return text
# stringify the arguments
if type(text) not in [type('string'), type(u'Unicode')]:
text = "%r" % ... | 65,976 |
def show_config():
"""Print the configuration
"""
conf.show() | 65,977 |
def get_topo(makeplots=False):
"""
Retrieve the topo file from the GeoClaw repository.
"""
from clawpack.geoclaw import topotools, etopotools
topo_fname = 'etopo1_-140_-60_-60_10_10min.tt3'
if os.path.exists(topo_fname):
print "*** Not regenerating dtopo file (already exists): %s" \
... | 65,978 |
def animate_baselines(source, antenna, filename, fps=5):
"""
Create gif to animate change of baselines during an observation
Parameters
----------
source: source class object
class object containing source position
antenna: antenna class object
class object with antenna position... | 65,979 |
def test_with_hardclip_not_spanning_clv_from_after_edgecase_2(mock_apautils):
"""
TT
|└GTGA <-bridge read
ATTCGTGA <-bridge contig (hardcipped), chimeric
/// <-hardclip mask
012345678 <-contig coord
icb^ ^cc
...ATTCGTGA... | 65,980 |
def dfify_clusters(cols: Dict[str, np.ndarray], df: pd.DataFrame) -> pd.DataFrame:
"""Concatenate cluster ids with their input features.
Args:
cols (Dict[str, np.ndarray]): Columns to prepend to df.
df (pd.DataFrame): inputrecord ids and their features.
Returns:
pd.DataFrame: clust... | 65,981 |
def board():
"""
Simple menu
"""
global classifier
# Check if dataset is loaded
if dataset is None:
load_dataset()
# Classifier
classifier = Classifier(dataset)
while True:
# Print parent menu
print '1. Compare accuracies'
print '2. Show t... | 65,982 |
def weighted_score(raw_earned, raw_possible, weight):
"""
Returns a tuple that represents the weighted (earned, possible) score.
If weight is None or raw_possible is 0, returns the original values.
When weight is used, it defines the weighted_possible. This allows
course authors to specify the exa... | 65,983 |
def run(once=False, threads=1, sleep_time=60):
"""
Starts up the Judge-Clean threads.
"""
setup_logging()
if rucio.db.sqla.util.is_old_db():
raise exception.DatabaseException('Database was not updated, daemon won\'t start')
client_time, db_time = datetime.utcnow(), get_db_time()
ma... | 65,984 |
def get_coderef_from(vw, va):
"""
return first code `tova` whose origin is the specified va
return None if no code reference is found
"""
xrefs = vw.getXrefsFrom(va, REF_CODE)
if len(xrefs) > 0:
return xrefs[0][XR_TO]
else:
return None | 65,985 |
def test_failed():
"""Re-run tests which failed on last run."""
build()
test_setup()
sh("%s %s --last-failed" % (PYTHON, RUNNER_PY)) | 65,986 |
def test_materialize_from_remote(tmpdir):
""" Verify loading data and mainfest transforms from S3. """
with patch('botocore.client.BaseClient._make_api_call', new=mock_make_api_call):
with open(REMOTE_MANIFEST) as fd:
pkg = Package.load(fd)
with patch('t4.data_transfer._download_file... | 65,987 |
def search(word: str) -> str:
"""查询es中朗文4的example
"""
if not USE_ES or not CONNECTED_ES:
return ""
dsl = {
"query": {
"match": {
"han": word
}
}
}
res = esClt.search(index=INDEX, body=dsl)
html = """<span>朗文4相关例句</span><link re... | 65,988 |
def tempDiffRestrict(primerInfo, maxTempDiff=MAX_TEMP_DIFF):
"""Checks the differnce in annealing temperatures between two primers.
Difference should not be greater than 5 degrees."""
for key in primerInfo.copy():
if abs(primerInfo[key][0][1] - primerInfo[key][1][1]) > maxTempDiff:
de... | 65,989 |
def download_url(url, save_dir):
"""Download a url to `save_dir`."""
filename = url.split("/")[-1]
save_dir = Path(save_dir)
save_dir.mkdir(parents=True, exist_ok=True)
with DownloadProgressBar(
unit="B", unit_scale=True, miniters=1, desc=url.split("/")[-1]
) as t:
urllib.reque... | 65,990 |
def get_compiler_dir(compiler_name):
""" Try to figure out the compiler directory based on the
input compiler name. This is fragile and really should
be done at the distutils level inside the compiler. I
think it is only useful on windows at the moment.
"""
compiler_type = choose_c... | 65,991 |
def PairOHLCSchema(pair):
"""helper function to embed OHLC data frame parsing into a field with any name...
returns a new instance of the class, creating the class if needed
"""
def build_model(self, data, **kwargs):
assert len(data.get('error', [])) == 0 # Errors should have raised except... | 65,992 |
def sum_GaussLorentz(x, centers, amplitudes, widths, shapes, baselevels):
"""add mixed Gauss-Lorentzian curves together
Parameters
----------
x : list-like
centers, amplitudes, widths, shapes : list-like, 1-dimensional
parameters for the individual curves. Lists have lenght n for n curves.
... | 65,993 |
def randn(*size, **kwarg):
"""Returns an array of standard normal random values.
Each element of the array is normally distributed with zero mean and unit
variance. All elements are identically and independently distributed
(i.i.d.).
Args:
size (ints): The shape of the array.
dtype... | 65,994 |
def hdf5_to_tfrecords(
hdf5_path: PathLike,
feature_dataset: str,
label_dataset: str,
tfrecord_path: str,
feature_dtype=np.uint8,
label_dtype=np.uint8,
chunksize=10000,
gzip=True,
first_shard=0,
verbose=1,
) -> None:
"""Convert data in HDF5 to TFRecord format.
Data in fe... | 65,995 |
def is_registered(subject, license_uri, metadata):
""" Checks for work registration assertions """
# shorthand accessor
triples = metadata['triples']
# first check for a has_owner assertion
if subject not in metadata['subjects'] or \
not triples[subject].has_key(SIOC('has_owner')):
... | 65,996 |
def list_images():
"""Obtain a list of available version of OneFS nodes that can be created
:Returns: List
"""
images = os.listdir(const.VLAB_ONEFS_IMAGES_DIR)
images = [convert_name(x, to_version=True) for x in images]
return images | 65,997 |
def stddev_from_average(timeseries):
"""
A timeseries is anomalous if the absolute value of the average of the latest
three datapoint minus the moving average is greater than three standard
deviations of the average. This does not exponentially weight the MA and so
is better for detecting anomalies ... | 65,998 |
def call_base_class_method_with_same_name(obj):
"""
Run base class method.
:param obj: class object which methods will be decorated.
:return: class object with decorated methods
"""
if hasattr(obj, "__dict__"):
if obj.__dict__.items():
for attributeName in dir(obj):
... | 65,999 |
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