content stringlengths 22 815k | id int64 0 4.91M |
|---|---|
def run_question_generation(trainer, dset, model, tokenizer, device, num_beams):
"""
Generate a set of questions from a source text and list of answers (named entities)
:param trainer: HuggingFace trainer
:param dset: The dataset to generate questions from
:param model: Question generation model
... | 5,314,900 |
def get_queue_ids(client: Client) -> list:
"""
Creating a list of all queue ids that are in the system.
Args:
client: Client for the api.
Returns:
list of queue ids.
"""
queues = client.queues_list_request()
queues = queues.get('Queues', [])
queues_id = []
for q in qu... | 5,314,901 |
def get_image_palette(img, nclusters):
"""
Extract tuple of (Image, Palette) in LAB space
"""
lab = rgb2lab(np.array(img))
palette = kmeans_get_palette(lab, nclusters)
return lab, palette | 5,314,902 |
def get_diaresnet_cifar(classes,
blocks,
bottleneck,
model_name=None,
pretrained=False,
ctx=cpu(),
root=os.path.join("~", ".mxnet", "models"),
**kwargs)... | 5,314,903 |
def isbuffer(obj) -> bool:
"""
Test whether `obj` is an object that supports the buffer API, like a bytes
or bytearray object.
"""
try:
with memoryview(obj):
return True
except TypeError:
return False | 5,314,904 |
def _get_mqtt_data(file_name):
"""
Reads mqtt fake data and expected results from file
"""
mqtt_data = []
with open(file_name, newline='') as mqtt_data_csv:
csv_reader = csv.DictReader(mqtt_data_csv, quotechar="'", delimiter=';')
for row in csv_reader:
row[MqttCVS.in_topi... | 5,314,905 |
def yes_maybe_condition_true(x: dict) -> bool:
"""
The yes maybe condition is true if 35% or
2 (or more) out of 3 users
2 (or more) out of 4 users
2 (or more) out of 5 users
have classified as 'yes' or 'maybe'
"""
if x["yes_share"] + x["maybe_share"] > 0.35:
return True
else... | 5,314,906 |
def load_texture(filename):
""" This fuctions will return the id for the texture"""
textureSurface = pygame.image.load(filename)
textureData = pygame.image.tostring(textureSurface,"RGBA",1)
width = textureSurface.get_width()
height = textureSurface.get_height()
ID = glGenTextures(1)
glBindTe... | 5,314,907 |
def test_nops():
"""
Test that nops (no prefer shifts) will honored per rule.
"""
grammar = """
Program: "begin"
statements=Statements
ProgramEnd EOF;
Statements: Statements1 | EMPTY;
Statements1: Statements1 Statement | Statement;
ProgramEnd: End;
Statement... | 5,314,908 |
def search(pattern, doc, flags=0):
"""Scan through string looking for a match to the pattern, returning
a match object, or None if no match was found."""
return _compile(pattern, flags).search(string) | 5,314,909 |
def yolo4_mobilenetv3small_body(inputs, num_anchors, num_classes, alpha=1.0):
"""Create YOLO_V4 MobileNetV3Small model CNN body in Keras."""
mobilenetv3small = MobileNetV3Small(input_tensor=inputs, weights='imagenet', include_top=False, alpha=alpha)
# input: 416 x 416 x 3
# activation_31(layer 165... | 5,314,910 |
def main():
""" Go do something """
form = cgi.FieldStorage()
include_latlon = (form.getfirst('gis', 'no').lower() == 'yes')
myvars = form.getlist('vars')
myvars.insert(0, 'station')
myvars.insert(1, 'obtime')
delimiter = DELIMITERS.get(form.getfirst('delim', 'comma'))
what = form.getfir... | 5,314,911 |
def test_recover_training_mean_teacher_model(test_output_dirs: OutputFolderForTests) -> None:
"""
Tests that training can be recovered from a previous checkpoint.
"""
config = DummyClassification()
config.mean_teacher_alpha = 0.999
config.recovery_checkpoint_save_interval = 1
config.set_outp... | 5,314,912 |
def get_all_effects(fname):
"""
Give fname from a direct effect file
"""
# Step 1: Load results for current file
print(fname)
indirect_result_df = pd.read_csv(fname)
analyze_effect_results(
results_df=indirect_result_df, effect="indirect"
)
fname = fname.replace("_indirect_"... | 5,314,913 |
def cart_key(user_id=DEFAULT_USER_ID):
"""Sub model for representing an author."""
return ndb.Key('addSong2Cart', user_id) | 5,314,914 |
def format_datetime(date_str):
"""
Convert Twitter's date time format ("Thu Jul 20 19:34:20 +0000 2017")
to ISO 8601 International Standard Date and Time format.
:param date_str:
:return:
"""
with suppress(TypeError, ValueError):
dt = datetime.datetime.strptime(date_str, '%a ... | 5,314,915 |
def git_named_refs(git_hash: str, git_dir: Path) -> Dict[str, str]:
"""
Returns all named tag or reference for the provided hash and the hash.
This method does not need nor uses a git client installation.
"""
refs = dict(hash=git_hash)
ref_dir = git_dir / 'refs'
for item in ref_dir.glob('**... | 5,314,916 |
def migrate_data(filename):
"""
Migrate old AC bot data from the pickle file to a database.
:param filename:
:return:
"""
am = AcManager()
am.build_db()
tz = pytz.timezone("America/Los_Angeles")
with open(filename, 'rb') as ac_file:
ac_data = pickle.load(ac_file)
# crea... | 5,314,917 |
async def react_as_pinned(message: discord.Message) -> None:
"""React to the message to indicate that it is pinned already."""
# TODO: Custom reaction support
try:
await message.add_reaction("📌")
except discord.HTTPException as e:
# If for some reason reactions are full and the pushpin ... | 5,314,918 |
def check_string(seq):
"""Checks if seq is a string"""
if not isinstance(seq, str):
assert False, "Input is not a string."
else:
pass
return None | 5,314,919 |
def shift_right(sized: Sized, n: int) -> Sized:
"""Return a copy of sized with it's elements shifted n places to the left but keeping the same size.
sized: A sized object which's elements to shift
n: How many places to shift sized's items to the left
"""
return [None] * n + sized[n : len(sized)] | 5,314,920 |
def backport_makefile(
self, mode="r", buffering=None, encoding=None, errors=None, newline=None
):
"""
Backport of ``socket.makefile`` from Python 3.5.
"""
if not set(mode) <= {"r", "w", "b"}:
raise ValueError("invalid mode %r (only r, w, b allowed)" % (mode,))
writing = "w" in m... | 5,314,921 |
def epoch_seconds(d: datetime = None) -> int:
"""
Return the number of seconds for given date. If no date, return current.
:param d: timestamp datetime object
:return: timestamp in epoch
"""
if not d:
d = datetime.utcnow()
return int((d - datetime.utcfromtimestamp(0)).total_seconds()... | 5,314,922 |
def parse_json(json_file):
"""JSON poem parser for 'Gongocorpus'.
We read the data and find elements like title, author, year, etc. Then
we iterate over the poem text and we look for each stanza, line, word
and syllable data.
:param json_file: Path for the json file
:return: Dict with the data ... | 5,314,923 |
def chou_pseudo_aa_composition(*sequences):
"""
M.K. Gupta , R. Niyogi & M. Misra (2013) An alignment-free method to find
similarity among protein sequences via the general form of Chou’s pseudo amino acid composition,
SAR and QSAR in Environmental Research, 24:7, 597-609,
DOI: 10.1080/1062936X.20... | 5,314,924 |
def calculate_wire_sweeping_const(h_over_d):
"""Calculate the wire-sweeping constant for the Upgraded
Cheng-Todreas friction factor constant calculation"""
ws = {}
if h_over_d == 0.0:
ws['turbulent'] = 0.0
ws['laminar'] = 0.0
else:
ws['turbulent'] = -11.0 * np.log10(h_over_d)... | 5,314,925 |
def create_subscription_definition(subscription_definition_dict):
"""Create a subscription definition."""
cli_input = json.dumps(subscription_definition_dict)
cmd = [
"aws",
"greengrass",
"create-subscription-definition",
"--cli-input-json",
cli_input
]
output... | 5,314,926 |
def sync_labels(src_repo, dst_repo, dry_run, delete):
"""
Main subroutine: sync labels between source/destination Github repos
:param src_repo: full repo name for source of labels
:param dst_repo: full repo name for destination of label actions
:param dry_run: do a dry run, do not perform the actio... | 5,314,927 |
def compile(element, compiler, **_kw): # pylint: disable=function-redefined
"""
Get length of array defined in a JSONB column
"""
return "jsonb_typeof(%s)" % compiler.process(element.clauses) | 5,314,928 |
def guid(fn):
"""Server mock; grab the object guid from the url"""
@wraps(fn)
def wrapper(self, request, context, *args, **kwargs):
guid = uuid_url_matcher('.+').match(request.path).group(1)
return fn(self, request=request, context=context, guid=guid, *args, **kwargs)
return wrapper | 5,314,929 |
def magma_sgesdd(jobz, m, n, a, lda, s, u, ldu, vt, ldvt, work, lwork,
iwork, info):
"""
SDD decomposition.
"""
status = _libmagma.magma_sgesdd(jobz, m, n,
int(a), lda, int(s), int(u), ldu,
int(vt), ldvt, int(work)... | 5,314,930 |
def pil_to_numpy(img: Image.Image) -> np.ndarray:
"""
Args:
img: an Image.Image from `read_img()`
Returns: np.ndarray, RGB-style, with shape: [3, H, W], scale: [0, 255], dtype: float32
"""
return np.asarray(img.convert('RGB'), dtype='float32').transpose((2, 0, 1)) | 5,314,931 |
def convert_bart_tf(model, config, model_name):
"""TF converter
Args:
model_hf: HuggingFace Model (TF)
model: tf_transformers model/layer
config: dict
Returns:
a function
"""
# When dropout, use_auto_regressive is enabled assertion won't work
SKIP_ASSERT = False
... | 5,314,932 |
async def on_member_remove(member: discord.Member) -> None:
"""Emitted when a member leaves a guild""" | 5,314,933 |
def main(cmd=None):
"""Run TTS model decoding."""
print(get_commandline_args(), file=sys.stderr)
parser = get_parser()
args = parser.parse_args(cmd)
kwargs = vars(args)
kwargs.pop("config", None)
inference(**kwargs) | 5,314,934 |
def reference(t, viscosity, density,
concentration_init, concentration_init_dev,
solutes, permittivity,
enable_NS, enable_EC,
**namespace):
""" This contains the analytical reference for convergence analysis. """
mu = viscosity[0]
rho_0 = density[0]
... | 5,314,935 |
def std_err_mean(data):
"""
calculates deviation from mean. data: all spikes
"""
return data.std(0).mean()/np.sqrt(data.shape[0]) | 5,314,936 |
def mock_history(initial):
""" mock the commands that interact with the .history file, to fake
history management
"""
releases = copy.copy(initial)
project = 'project'
def list_releases():
return releases
def _append_to_history(release):
releases.append(release)
d... | 5,314,937 |
def _EpoOff(opts, node_list, inst_map):
"""Does the actual power off.
@param opts: The command line options selected by the user
@param node_list: The list of nodes to operate on (all need to support OOB)
@param inst_map: A dict of inst -> nodes mapping
@return: The desired exit status
"""
if not _Insta... | 5,314,938 |
def available_numbers(request):
"""Uses the Twilio API to generate a list of available phone numbers"""
form = AreaCodeForm(request.POST)
if form.is_valid():
# We received a valid area code - query the Twilio API
area_code = form.cleaned_data['area_code']
available_numbers = search... | 5,314,939 |
def stress_vmss_instance_cpu(filter: str = None,
duration: int = 120,
timeout: int = 60,
configuration: Configuration = None,
secrets: Secrets = None):
"""
Stress CPU up to 100% at random machines... | 5,314,940 |
def ztp(dic, data):
"""
3D Matrix Transpose
"""
raise NotImplementedError | 5,314,941 |
def raw_to_clean(env):
"""
Runs scripts to move data from raw tables to cleaned tables in PSQL.
Parameters
==========
env : dict
Dictionary with PSQL environment variables.
Returns
=======
None
"""
DIR = '../../sql/clean/'
# 0. Open database connection
db_url =... | 5,314,942 |
def configure_ansible():
"""
Configure ansible to work with service.ansible and subspace.
"""
subspace.set_constants("HOST_KEY_CHECKING", False)
subspace.set_constants(
"DEFAULT_ROLES_PATH", settings.ANSIBLE_ROLES_PATH)
if settings.ANSIBLE_CONFIG_FILE:
os.environ["ANSIBLE_CONFIG"... | 5,314,943 |
def get_julia_version(path):
"""Return version of the Julia installed in *path*"""
return exec_shell_cmd('julia.exe -v', path).splitlines()[0].split(" ")[-1] | 5,314,944 |
def get_pvc_file(flags, spa, pvc_name):
"""
Get pvc config
"""
outfile = os.path.join(os.getenv('TMPDIR', '/tmp'),
pvc_name + '.yaml')
args = [
'spa', 'get',
'-A', flags.account_arg,
'--id', spa['meta']['id'],
'-K', 'k8sPvcYaml',
'-... | 5,314,945 |
def video_feed():
"""Video streaming route. Put this in the src attribute of an img tag."""
return Response(attendence(),
mimetype='multipart/x-mixed-replace; boundary=frame') | 5,314,946 |
def current(ticker):
"""
Return the current price for a stock
"""
return rh.get_latest_price(ticker)[0] | 5,314,947 |
async def amain() -> None:
"""
Aynchronous main method of command-line program. Async so it can call async
methods without messing around with event loops.
:return: nothing
"""
async with ClientSession() as session:
reply = await session.get(argv[1])
raw = await reply.read()
... | 5,314,948 |
def _file(*args):
""" Wrapper around os.path.join and os.makedirs."""
filename = os.path.join(*args)
_makedirs_for_file(filename)
return filename | 5,314,949 |
def get_root_data_dir() -> str:
"""
Return the directory where the mephisto data is expected to go
"""
global loaded_data_dir
if loaded_data_dir is None:
default_data_dir = os.path.join(get_root_dir(), "data")
actual_data_dir = get_config_arg(CORE_SECTION, DATA_STORAGE_KEY)
i... | 5,314,950 |
def fetch_indicators_command(
client,
initial_interval,
limit,
last_run_ctx,
fetch_full_feed: bool = False,
filter_args: Optional[dict] = None,
) -> Tuple[list, dict]:
"""
Fetch indicators from TAXII 2 server
:param client: Taxii2FeedClient
:param initial_interval: initial interv... | 5,314,951 |
def aggregate(loss, weights=None, mode='mean'):
"""Aggregates an element- or item-wise loss to a scalar loss.
Parameters
----------
loss : Theano tensor
The loss expression to aggregate.
weights : Theano tensor, optional
The weights for each element or item, must be broadcastable to... | 5,314,952 |
def test_get_account_fail():
""" Tests getting an account with a bad token
"""
invalid_token = "invalid-customer-token"
assert accounts.get_account(invalid_token) == {'error': 'Token not found'} | 5,314,953 |
def mirror_ud(image):
"""Mirrors an image between up and down
:param image: An input image to convert
:type image: array_like
:return: Mirrored image. Same dimensions as input.
:rtype: ndarray
"""
return np.flipud(image) | 5,314,954 |
def better_savefig(fig, figfile, format="pdf", **kwargs):
"""To be used instead of .savefig
This function saves pdfs without creation date. So subsequent
overwrites of pdf files does not cause e.g. git modified.
"""
if format == "pdf":
with PdfPages(figfile, metadata={"CreationDate": None})... | 5,314,955 |
def test_escaped_unicode_literal(source):
"""Test a C source file may contain string literals containing escaped
unicode characters."""
self = CSlug(anchor(name()), source)
self.make()
assert self.dll.a() == "㟐" | 5,314,956 |
def ifftn(input, s=None, dim=-1, norm='backward', real=None):
"""N-dimensional discrete inverse Fourier transform.
Parameters
----------
input : tensor
Input signal.
If torch <= 1.5, the last dimension must be of length 2 and
contain the real and imaginary parts of the signal, u... | 5,314,957 |
def list_del():
"""
del
"""
mylist = ['dog', 'lion', 'snake', 'elephant', 'cow', 'donkey', 'goat', 'duck']
del mylist[2]
return mylist | 5,314,958 |
def _get_group_definition(group):
"""Get an instance of the group definition for the specified item. This definition can be used to clone or download the group.
Keyword arguments:
group - The arcgis.GIS.Group to get the definition for."""
return _GroupDefinition(dict(group), thumbnail=None, portal_... | 5,314,959 |
def fetch_bike_dataset(years, data_dir="data"):
""" Dowload bike dataset for a given year and return the list of files.
"""
base_url = "https://s3.amazonaws.com/capitalbikeshare-data/"
files = []
for year in years:
filename = str(year) + "-capitalbikeshare-tripdata.zip"
filepath = os... | 5,314,960 |
def assert_rank(x, rank, data=None, summarize=None, message=None, name=None):
"""Assert `x` has rank equal to `rank`.
Example of adding a dependency to an operation:
```python
with tf.control_dependencies([tf.compat.v1.assert_rank(x, 2)]):
output = tf.reduce_sum(x)
```
Args:
x: Numeric `Tensor`.... | 5,314,961 |
def test_random_vertical_valid_prob_c():
"""
Test RandomVerticalFlip op with c_transforms: valid non-default input, expect to pass
"""
logger.info("test_random_vertical_valid_prob_c")
original_seed = config_get_set_seed(0)
original_num_parallel_workers = config_get_set_num_parallel_workers(1)
... | 5,314,962 |
def add_gif_info(additional_info: dict, img: Image.Image) -> None:
"""
If the image is a GIF retrieve GIF specific metadata
:param additional_info: The additional_indo dict in which the metadata is stored
:param img: The Image object from which we can gather the metadata
"""
additional_info['gif... | 5,314,963 |
def get_lo_hi_from_CI(s, exclude=None):
"""
Parse the confidence interval from CI.
>>> get_lo_hi_from_CI("20-20/40-60")
(40, 60)
"""
a, b = s.split("|")
ai, aj = a.split("-")
bi, bj = b.split("-")
los = [int(ai), int(bi)]
his = [int(aj), int(bj)]
if exclude and exclude in l... | 5,314,964 |
def get_pretrained_model(path='saved_models/checkpoint-1480'):
"""Gets a BERT classification model from a given pretrained model checkpoint (supplied with a filepath).
Args:
path (str): a valid filepath that contains the checkpoint of a DistilBert model
Returns:
transformers.DistilBertForSequenceClassification... | 5,314,965 |
def get_docstring_summary(
cls: Type, *, fallback_to_ancestors: bool = False, ignored_ancestors: Iterable[Type] = (object,)
) -> Optional[str]:
"""Get the summary line(s) of docstring for a class.
If the summary is one more than one line, this will flatten them into a single line.
"""
# This will f... | 5,314,966 |
def get_input_evaluation_tensors(reader,
data_pattern,
batch_size=1024,
num_readers=1):
"""Creates the section of the graph which reads the evaluation data.
Args:
reader: A class which parses the training d... | 5,314,967 |
def pause(interval: float) -> None:
"""Redraw the current Matplotlib figure **without stealing focus**.
**IMPORTANT**:
Works after `plt.show()` has been called at least once.
**Background**:
Matplotlib (3.3.3) has a habit of popping the figure window to top when it
is updated using show() or... | 5,314,968 |
def parse_ped(ped_infile, ped_outfile):
"""
Randomly select allele at heterozygous site in ped file and convert to homozygous
"""
with open(ped_infile, 'r') as fin:
with open(ped_outfile, 'w') as fout:
for line in fin:
row = line.split()
info = row[0:... | 5,314,969 |
def load_extensions(app):
"""
To load navitaire extension
:param app:
:param name:
:return:
"""
if 'stargate' not in app.extensions:
raise GeneralError({
"code": "General Error",
"description": "{name} not exist".format(name='stargate')
}, 'info', http... | 5,314,970 |
def blur(img):
"""
This function will blur the original image
---------------------------------------------
:param img: SimpleImage, the original image
:return: SimpleImage, the blurred image
"""
new_img = SimpleImage.blank(img.width, img.height)
for x in range(img.width):
for y ... | 5,314,971 |
def check_virustotal(domain, api_key, threshold):
""" Checks VirusTotal to see if the domain is malicious """
#resource = "{0}domain".format("http://www.", domain)
url = 'https://www.virustotal.com/vtapi/v2/url/report'
params = {'resource': domain,
'apikey': api_key,
'allin... | 5,314,972 |
def describe_db_instances(
name=None,
filters=None,
jmespath="DBInstances",
region=None,
key=None,
keyid=None,
profile=None,
):
"""
Return a detailed listing of some, or all, DB Instances visible in the
current scope. Arbitrary subelements or subsections of the returned dataset
... | 5,314,973 |
def get_parent_until(path):
"""
Given a file path, determine the full module path.
e.g. '/usr/lib/python2.7/dist-packages/numpy/core/__init__.pyc' yields
'numpy.core'
"""
dirname = osp.dirname(path)
try:
mod = osp.basename(path)
mod = osp.splitext(mod)[0]
imp.find_mo... | 5,314,974 |
def test_download_hashes(cbcloud_api_mock, hashes):
"""Unit test _download_hashes function."""
cbcloud_api_mock.mock_request("POST", "/ubs/v1/orgs/test/file/_download", FILE_DOWNLOAD_RESP)
hash_dl = _download_hashes(cbcloud_api_mock.api, hashes, 60)
assert len(hash_dl.found) == 1
assert len(hash_dl.... | 5,314,975 |
def DSHAPE(tmpdir_factory):
"""Run DSHAPE example."""
input_path = ".//tests//inputs//DSHAPE"
output_dir = tmpdir_factory.mktemp("result")
desc_h5_path = output_dir.join("DSHAPE_out.h5")
desc_nc_path = output_dir.join("DSHAPE_out.nc")
vmec_nc_path = ".//tests//inputs//wout_DSHAPE.nc"
booz_nc... | 5,314,976 |
def clear_alarm(token, fm_uuid="", fm_service=OPENSTACK_SERVICE.FM):
"""
Clear customer alarm to Fault Management
"""
url = token.get_service_url(fm_service)
if url is None:
raise ValueError("OpenStack FM URL is invalid")
api_cmd = assemble_api_cmd(url, "alarms")
api_cmd_headers = ... | 5,314,977 |
def get_control_changes(midi, use_drums=True):
"""Retrieves a list of control change events from a given MIDI song.
Arguments:
midi (PrettyMIDI): The MIDI song.
"""
midi_control_changes = []
for num_instrument, midi_instrument in enumerate(midi.instruments):
if not midi_instrument.i... | 5,314,978 |
def _write_neighbors(neighbor_indices, neighbor_distances):
"""Write neighbor indices and distances."""
logging.info('Writing neighbors')
indices_path = Path(FLAGS.data_root) / data_utils.NEIGHBOR_INDICES_FILENAME
distances_path = (
Path(FLAGS.data_root) / data_utils.NEIGHBOR_DISTANCES_FILENAME)
indices... | 5,314,979 |
def is_workinprogress(change):
"""Return True if the patchset is WIP
:param dict change: De-serialized dict of a gerrit change
:return: True if one of the votes on the review sets it to WIP.
"""
# This indicates WIP for older Gerrit versions
if change['status'] != 'NEW':
return True
... | 5,314,980 |
def get_bot() -> NoneBot:
"""
获取全局 NoneBot 对象。可用于在计划任务的回调中获取当前 NoneBot 对象。
返回:
NoneBot: 全局 NoneBot 对象
异常:
ValueError: 全局 NoneBot 对象尚未初始化
用法:
```python
bot = nonebot.get_bot()
```
"""
if _bot is None:
raise ValueError('NoneBot instance has no... | 5,314,981 |
def nbr(nir_agg: xr.DataArray,
swir2_agg: xr.DataArray,
name='nbr'):
"""
Computes Normalized Burn Ratio. Used to identify burned areas and
provide a measure of burn severity.
Parameters
----------
nir_agg : xr.DataArray
2D array of near-infrared band.
swir_agg : xr.D... | 5,314,982 |
def white_noise(sigma, T, seed):
"""Реализация независимого белого шума длины T, ε ~ N(0, sigma^2)"""
np.random.seed(seed)
noise = np.random.normal(loc=0, scale=sigma, size=(1, T))
return noise | 5,314,983 |
def all_derivatives(Ybus, Vbus, Sbus, Ibus, Cf, Ct, Cg):
"""
:param Ybus:
:param Vbus:
:param Sbus:
:param Ibus:
:param Cf:
:param Ct:
:param Cg:
:return:
"""
n = len(Vbus)
Vm = np.abs(Vbus)
Va = np.angle(Vbus)
E = diags(Vbus / Vm)
V = diags(Vbus)
I = d... | 5,314,984 |
def register_serializable(cls):
"""A class decorator registering the class for serialization."""
__types[type2str(cls)] = cls
return cls | 5,314,985 |
def generate_realized_trips_from_gtfs(gtfs_path):
"""Transforms a GTFS feed to realized_trips format (see README for specification).
It can either read a feed zip file or a folder.
Parameters
----------
gtfs_path : str
GTFS feed zip file or folder path
Returns
-------
pd.D... | 5,314,986 |
def get_stockdata_from_sql(mode,begin,end,name):
"""
get stock market data from sql,include: [Open,High,Low,Close,Pctchg,Vol,
Amount,total_shares,free_float_shares,Vwap]
"""
try:
conn = pymysql.connect(**config)
cursor = conn.cursor()
if mode == 0:
query = "SELECT... | 5,314,987 |
def full_isomorphism(gra1, gra2):
""" full graph isomorphism
"""
assert gra1 == explicit(gra1) and gra2 == explicit(gra2)
nxg1 = _networkx.from_graph(gra1)
nxg2 = _networkx.from_graph(gra2)
iso_dct = _networkx.isomorphism(nxg1, nxg2)
return iso_dct | 5,314,988 |
def downgrade():
"""
Drop trigger and function that synchronize `releases`.
"""
op.execute("DROP TRIGGER releases_requires_python ON releases")
op.execute("DROP FUNCTION update_release_files_requires_python()")
op.drop_column("release_files", "requires_python") | 5,314,989 |
def likelihood_overlap(lk1, lk2):
"""
Returns overlap area of two likelihood functions.
Parameters
----------
lk1 : numpy.ndarray
First likelihood function.
lk2 : numpy.ndarray
Second likelihood function.
Returns
-------
overlap : float
Overlap area.
""... | 5,314,990 |
def get_total_cpu_time_and_memory_usage():
"""
Gives the total cpu time of itself and all its children, and the maximum RSS memory usage of
itself and its single largest child.
"""
me = resource.getrusage(resource.RUSAGE_SELF)
children = resource.getrusage(resource.RUSAGE_CHILDREN)
total_cpu... | 5,314,991 |
def require_single_skillet(func):
"""Commands decorated with this require one skillet to be uniquely specified"""
def wrap(command):
if not command.sli.options.get("name") and len(command.sli.skillets) > 1:
raise InvalidArgumentsException(
f"Specify a skillet to run with --n... | 5,314,992 |
def get_ecf_player(database, key):
"""Return ECFrefDBrecordECFplayer instance for dbrecord[key]."""
p = database.get_primary_record(filespec.ECFPLAYER_FILE_DEF, key)
pr = ECFrefDBrecordECFplayer()
pr.load_record(p)
return pr | 5,314,993 |
def pickle_load(namefile: str):
"""Load Python variable, given name of file.
:param namefile: A string of file to load.
:return output: A loaded variable.
"""
with open(namefile, 'rb') as load_file:
output = pickle.load(load_file)
return output | 5,314,994 |
def load_preset_linelist(name):
"""
Returns one of our preset line lists, loaded into an astropy QTable
"""
metadata = get_linelist_metadata()
if name not in metadata.keys():
raise ValueError("Line name not in available set of line lists. " +
"Valid list names are: {... | 5,314,995 |
def scale_matrix(matrix):
""" nn works best with values between 0.01 and 1 """
return matrix / 255 * 0.99 + 0.01 | 5,314,996 |
def load_record_set(path):
""" 加载训练/测试集
"""
record_list = []
if not os.path.isfile(path):
raise IOError("File not Found!")
with open(path, "r") as f:
content = list(f)
record_list = encapsule(content)
return record_list | 5,314,997 |
def _dist_mz_interval(
index: faiss.Index, vectors: np.ndarray, precursor_mzs: np.ndarray,
rts: np.ndarray, batch_size: int, n_neighbors: int,
n_neighbors_ann: int, precursor_tol_mass: float,
precursor_tol_mode: str, rt_tol: float, distances: np.ndarray,
indices: np.ndarray, indp... | 5,314,998 |
def glTexCoord4iv(v):
"""
v - seq( GLint, 4)
"""
if 4 != len(v):
raise TypeError(len(v), "4-array expected")
_gllib.glTexCoord4iv(v) | 5,314,999 |
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