content stringlengths 22 815k | id int64 0 4.91M |
|---|---|
def saveMLResults(N, xDf, yDf, modelList, workingDir, numFeatures, printResults=True):
"""
inputs: N - int - the number of times the model should be trained and evaluated.
xDf - pandas dataframe - the rows represent the data points, the columns represent the features. These
... | 71,100 |
def main(args=None):
""" """
if args is None:
args = sys.argv[1:]
parser = argparse.ArgumentParser(
prog="dbclean",
usage="%(prog)s dbname collection [-ft] [-d k1 ...] [-r kold:knew ... ] [-v] [-h]",
description="MsPASS program to fix most errors detected by dbverify",
)
... | 71,101 |
def PullToBrepFace1(thisCurve, face, tolerance, multiple=False):
"""
Pulls this curve to a brep face and returns the result of that operation.
Args:
face (BrepFace): A brep face.
tolerance (double): A tolerance value.
Returns:
Curve[]: An array containing the resulting curves a... | 71,102 |
def clone_file_path(filename, target_dir, suffix=""):
"""
Create same file in different directory [Including sub dirs]
:param filename: str, Filename to clone
:param target_dir: Target dir
:param suffix: Suffix to use for renaming
:return: str, New file absolute path
"""
# Get basename
... | 71,103 |
def try_expanding_enum_to_union(typ: Type, target_fullname: str) -> ProperType:
"""Attempts to recursively expand any enum Instances with the given target_fullname
into a Union of all of its component LiteralTypes.
For example, if we have:
class Color(Enum):
RED = 1
BLUE = ... | 71,104 |
def medfilereader(filename, varsToExtract = 'all',
sessionToExtract = 1,
verbose = False,
remove_var_header = False):
"""
Reads in Med Associates file stored as single column and returns variables as lists.
Args:
filename - file to be read i... | 71,105 |
def sieve_of_eratosthenes(n):
"""Generate a list of all prime numbers between 1 and 'n' using optimised Sieve of Eratosthenes algorithm"""
list_of_primes = [];
# Initialise list with all EVEN items as False
list_of_numbers = [True, False] * int(n / 2)
# Add the last item as True in case of ODD n
... | 71,106 |
def get_label(node_name):
""" Function that returns the label of a specific docker node (eg. label can be loc=edge).
Args: node_name: name of the docker node
Returns: dictionary of the label: dict["label"] = "value"
"""
return_dict = {}
cmd = "sudo docker node inspect -f '{{ range $k, $v... | 71,107 |
def save_model_parameters(
model: Module,
*,
model_name: str,
save_directory: Path,
optimiser: Optional[Optimizer] = None,
config_file_path: Optional[Path] = None,
) -> None:
"""
:param optimiser:
:param model:
:param save_directory:
:param config_file_path:
:param model... | 71,108 |
def test_generate_ticket(user):
"""Test a ticket from a valid user and a spam bot."""
ticket = generate_ticket(user['request'], user['form'], score=user['score'])
assert ticket == user['expected_output'] | 71,109 |
def product_vector4_4x4(vector,matrix):
"""mulipli le vector 4 par une matrice care de 4"""
x = matrix[0][0]*vector[0] + matrix[0][1]*vector[1] + matrix[0][2]*vector[2] + matrix[0][3]*vector[3]
y = matrix[1][0]*vector[0] + matrix[1][1]*vector[1] + matrix[1][2]*vector[2] + matrix[1][3]*vector[3]
z = matrix[2][0]*vec... | 71,110 |
def ghostnet(**kwargs):
"""
Constructs a GhostNet model
"""
cfgs = [ # input e.g. 512 x 512
# k, t, c, SE, s
# stage1
[[3, 16, 16, 0, 1]], # 256 x 256
# stage2
[[3, 48, 24, 0, 2]],
[[3, 72, 24, 0, 1]], # 128 x 128
# stage3
... | 71,111 |
def fatality(path):
"""Drunk Driving Laws and Traffic Deaths
a panel of 48 observations from 1982 to 1988
*number of observations* : 336
*observation* : regional
*country* : United States
A dataframe containing :
state
state ID code
year
year
mrall
traffic fatality rate (deat... | 71,112 |
def soft_normal(v, alpha):
"""ソフト正規化関数"""
v_norm = np.linalg.norm(v)
softmax = v_norm + 1 / alpha * np.log(1 + np.exp(-2 * alpha * v_norm))
return v / softmax | 71,113 |
def test_critical_root(caplog):
"""
emits a log with critical level into root logger.
"""
caplog.clear()
message = 'this is a critical root log.'
caplog.set_level(logging.CRITICAL)
logging_services.critical(message)
assert caplog.records is not None and len(caplog.records) > 0
asser... | 71,114 |
def wrap_decoder(trg_vocab_size,
max_length,
n_layer,
n_head,
d_key,
d_value,
d_model,
d_inner_hid,
prepostprocess_dropout,
attention_dropout,
relu_dr... | 71,115 |
def eval_feature_detail(Info_Value_list,out_path=False):
"""
format InfoValue list to Dataframe
:param Info_Value_list: Instance list of Class InfoValue
:param out_path:specify the Dataframe to csv file path ,default False
:return:DataFrame about feature detail
"""
rst = Info_Value_list
... | 71,116 |
def find_xlcxx(conf):
"""
Detects the Aix C++ compiler
"""
cxx = conf.find_program(['xlc++_r', 'xlc++'], var='CXX')
conf.get_xlc_version(cxx)
conf.env.CXX_NAME = 'xlc++' | 71,117 |
def evaluate_metric_once(scenario, metric, seeds):
"""Runs one evaluation of metric by running a roll out of scenario
with each random seed in seeds.
"""
runner = FindResourceOrThrow(
"drake/examples/acrobot/spong_sim_main_cc")
env_tmpdir = os.getenv("TEST_TEMPDIR") or os.getenv("TMPDIR") or... | 71,118 |
def get_answer_phrase(question, sentence):
"""
Given a question and the sentence with an answer, extract the answer.
:param question: Question asked of us.
:param sentence: Sentence with question in it.
:return: string phrase of answer
"""
# Tokenize question for W-word
q_toks = nltk.wo... | 71,119 |
def get_search_queries(phrase):
"""Return querysets to lookup different types of objects.
Args:
phrase (str): searched phrase
"""
return {
'skills': _search_skills(phrase),
'users': _search_users(phrase),
'tasks': _search_orders(phrase)} | 71,120 |
def unit_test_brighteon():
"""Unit test for brighteon."""
run_download_and_cut(
"https://www.brighteon.com/f596cc8b-4b52-4152-92cb-39dadc552833",
"10:47",
"11:07",
"health_ranger_report",
) | 71,121 |
def add_layout(self):
"""
Returns a dash layout for the bucketing app.
"""
column_options = [{"label": o, "value": o} for o in self.X_prebucketed.columns]
navbar = dbc.NavbarSimple(
children=[
dbc.Button("AUC: t.b.d.", color="primary", className="mr-1", id="menu-model-performanc... | 71,122 |
def systems_status_req_handler(req, req_body, sn):
"""Handle save requests for systems status."""
content_length = req.headers.get("Content-Length", "")
if content_length == 0:
logger.debug("Status check")
else:
req_body_text = None
content_type = req.headers.get("Content-Type", ... | 71,123 |
def sortclosestpoints(pt0, pts):
"""return pt index in pts sorted by increasing distance from pt0
Note: cartesian distance
"""
x1, y1 = pt0
x2, y2 = np.array(pts).T
diffx = x1 - x2
diffy = y1 - y2
dist = np.hypot(diffx, diffy)
sortedindices = np.argsort(dist)
sortedistances ... | 71,124 |
def prune_properties(document, paths):
"""Prune given properties from a document.
This assumes properties will always have an object (dict) as a parent.
The function modifies the document in-place, but also returns the document
for convenience. (The return value may be ignored.)
"""
for path in... | 71,125 |
def HT_DCPERIOD(df):
"""
函数名：HT_DCPERIOD
名称： 希尔伯特变换-主导周期
简介：将价格作为信息信号，计算价格处在的周期的位置，作为择时的依据。
[文库文档](https://wenku.baidu.com/view/0e35f6eead51f01dc281f18e.md)
NOTE: The ``HT_DCPERIOD`` function has an unstable period.
python API
real=HT_DCPERIOD(close)
:return:
"""
close = d... | 71,126 |
def parse_dataset_configs(root: str):
"""
Parse dataset configuration file
Args:
root(str): (absolute, expanded) path to dataset root directory
Returns:
ConfigParser
Raises:
FileNotFoundError: configuration file does not exists
"""
cfg_path = os.path.join(r... | 71,127 |
def exp(str_in, expansion):
"""exp():
"""
return perm(str_in, expansion) | 71,128 |
def compat_tee(iterable):
"""Return two independent iterators from a single iterable.
Based on http://www.python.org/doc/2.3.5/lib/itertools-example.html
"""
# Note: Using a dictionary and a list as the default arguments here is
# deliberate and safe in this instance.
def gen(next, data={}, cnt... | 71,129 |
def uint8(image:'np.ndarray')->'np.ndarray':
"""Convert to uint8
Args:
image('np.ndarray'):
Returns:
Raises:
"""
# Change range 0-1 to 0-255 and change type to uint8
return (image*255).astype(np.uint8) | 71,130 |
def _p(pp, name):
"""
make prefix-appended name
"""
return '%s_%s'%(pp, name) | 71,131 |
def submit_cli(json_file, json):
"""
Submits a one-time run.
The specification for the request json can be found
https://docs.databricks.com/api/latest/jobs.html#runs-submit
"""
json_cli_base(json_file, json, submit_run) | 71,132 |
def map_to_parent(t_class, parents_info_level):
"""
parents_info_level: {<classid>: [parent]}, only contains classid that has a super-relationship
"""
if t_class in parents_info_level:
assert len(parents_info_level[t_class]) < 2, f"{t_class} has two or more parents {parents_info_level[t_class]}... | 71,133 |
def _get_mtime(c: FTPClient, path: str) -> Optional[int]:
"""Returns timestamp of last modification"""
try:
mdtm = cast(ftplib.FTP, c).sendcmd("MDTM " + path)
# mdtm-response = "213" SP time-val CRLF (e.g. '20180101203000')
# some FTP servers response include the milliseconds (e.g. '2018... | 71,134 |
def argParse():
"""Parses commandline args."""
desc='Scrape the doxygen generated xml for docstrings to insert into python bindings'
parser = ArgumentParser(description=desc)
parser.add_argument("function", help="Operation to perform on docstrings", choices=["scrape","sub","copy"])
parser.add_... | 71,135 |
def get_temp_entity_table_name() -> str:
"""Returns a random table name for uploading the entity dataframe"""
return "feast_entity_df_" + uuid.uuid4().hex | 71,136 |
def _sort_mixed(values) -> np.ndarray:
"""order ints before strings in 1d arrays, safe in py3"""
str_pos = np.array([isinstance(x, str) for x in values], dtype=bool)
nums = np.sort(values[~str_pos])
strs = np.sort(values[str_pos])
return np.concatenate([nums, np.asarray(strs, dtype=object)]) | 71,137 |
def lpmm2lpph(lpmm, n, pixelPitch):
"""Convert resolution specified in Line-Pair per Milli Meters (LPMM) to
Line-Pair per Picture Height (LPPH)
Parameters
----------
lpmm : float
resolution in terms of Line-Pair per Milli-Meters (LPMM)
n : integer
Number of pixels in the picture... | 71,138 |
def isPalindrome1(s, indent):
"""Return True if s is a palindrome and False otherwise."""
print indent, "isPalindrome called with", s
if len(s) <= 1:
print indent, "About to return True from base case"
return True
else:
ans = s[0] == s[-1] and isPalindrome1(s[1:-1], indent... | 71,139 |
def _parse_gcs_url(gsurl: str) -> Tuple[str, str]:
"""
Given a Google Cloud Storage URL (gs://<bucket>/<blob>), returns a
tuple containing the corresponding bucket and blob.
"""
parsed_url = urlparse(gsurl)
if not parsed_url.netloc:
raise AirflowException('Please provide a bucket name')
... | 71,140 |
def check_style(po_files: Iterable[str], no_wrap=False, quiet=False, diff=False) -> int:
"""Check style of given po_files.
Prints errors on stderr and returns the number of errors found.
"""
errors = 0
for po_path in tqdm(po_files, desc="Checking wrapping of po files", disable=quiet):
try:
... | 71,141 |
def load_aliases():
"""
Load ThumbnailOption as easy-thumbnails aliases
"""
def _load_aliases():
try:
from cmsplugin_filer_image.models import ThumbnailOption
except ImportError:
from filer.models import ThumbnailOption
thumbs = ThumbnailOption.objects.all... | 71,142 |
def RunCMake(context, extraArgs=None, stages=None):
"""Invoke CMake to configure, build, and install a library whose
source code is located in the current working directory."""
srcDir = os.getcwd()
instDir = context.instDir
buildDir = context.buildDir
if 'clean' in stages and os.path.isdir(bu... | 71,143 |
def transformation_task(df):
"""Tranform original dataset.
:param_df: Input Dataframe.
:return: Transformed DataFrame.
"""
##Prepare dataframes
spark.sql('use xxx_usercrypto_db')
##create staging table
# spark.sql('drop table if exists stg_users')
# df.write.saveAsTable('stg_users')... | 71,144 |
def join_with(items, separators):
"""Generate a series of items, with separators taken from a second series.
The number of separators consumed will be one fewer than the number of items.
items[0], separators[0], items[1], separators[1], ..., separators[n-2], items[n-1]
Args:
items: An iterabl... | 71,145 |
def save_as_images(obj, file_name='output'):
""" Convert and save an output tensor from BigGAN in a list of saved images.
Params:
obj: tensor or numpy array of shape (batch_size, channels, height, width)
file_name: path and beggingin of filename to save.
Images will b... | 71,146 |
def main() -> None:
"""Main function."""
set_size = 5
start_time = time.time()
prime_pairs_sets = get_prime_pairs_sets(set_size)
prime_pairs_set = next(prime_pairs_sets)
end_time = time.time()
print(f'The lowest sum for a set of {set_size} primes for which any two primes ' \
f'conc... | 71,147 |
def is_weight_node(node):
"""
Check if the node is weight type.
Args:
node (Node): The node object.
Returns:
bool, if the node is weight type.
"""
if node.type == NodeTypeEnum.PARAMETER.value:
full_name = node.full_name.lower()
weight_flag = False
if ful... | 71,148 |
def dict_to_qbody(d, prefix=''):
"""
Generates a string representing a query body from an AST dict.
:param d: AST dict
:param prefix: needed in case it will recurse
"""
if type(d) is not dict:
return ''
s = ''
iprefix = prefix + '\t'
args = ''
for k, v in d.items():
... | 71,149 |
def test_get_node_configs():
"""
Case: get node configurations.
Expect: node public key and address are returned.
"""
runner = CliRunner()
result = runner.invoke(cli, [
'node',
'get-configs',
'--node-url',
DEV_CONSENSUS_GENESIS_NODE_IP_ADDRESS_FOR_TESTING,
])
... | 71,150 |
def tftpassert(condition, msg):
"""This function is a simple utility that will check the condition
passed for a false state. If it finds one, it throws a TftpException
with the message passed. This just makes the code throughout cleaner
by refactoring."""
if not condition:
raise TftpExceptio... | 71,151 |
def has_setter(obj, attr):
"""True if an attribute has an associated setter.
Parameters
----------
obj : object
Any class instance.
attr : str
Name of the attribute to check.
"""
_check_is_attr_name(attr)
return True if has_property(obj, attr) and \
g... | 71,152 |
def appendCommonOptions(parser):
"""
Append common options shared by all sub commands.
This function can be called by an other module to fetch options of Gapy.
:param parser:
:type parser: argparse.ArgumentParser
"""
# Chip
# parser.add_argument('--chip',
# help = 'Target chip... | 71,153 |
def FC_CRF(pred, im, NLABELS, RESIZE_FACTOR= 5,
DELTA_COL= 5, DELTA_SIZE= 5, n_steps=10,
CERTAINTY= 0.7, mode= "multilabel"):
"""
Fully Connected Conditional Random Fields
See:
1- https://github.com/lucasb-eyer/pydensecrf (./examples/Non RGB Example.ipynb)
2- http://warmspring... | 71,154 |
def convert_to_samples(c, deg, boundary_condition='Mirror', in_place=False):
"""
Convert interpolation coefficients into samples
In the input array, the signals are considered along the first dimension
(1D computations).
"""
n = c.shape[0]
if n == 1:
return c
kerlen = int(2 * m... | 71,155 |
def firwin2(numtaps, freq, gain, nfreqs=None, window='hamming', nyq=1.0,
antisymmetric=False):
"""
FIR filter design using the window method.
From the given frequencies `freq` and corresponding gains `gain`,
this function constructs an FIR filter with linear phase and
(approximately) th... | 71,156 |
def run_notebook_or_python(clname, path, params):
"""원격 노트북 인스턴스에서 노트북 또는 파이썬 파일 실행.
Returns:
tuple: (stdout, exit_code)
"""
info("run_notebook_or_python: {} - {}".format(clname, path))
check_cluster(clname)
clinfo = load_cluster_info(clname)
dask = 'type' in clinfo and clinfo['ty... | 71,157 |
def demo_func():
"""
summary
description"""
pass | 71,158 |
def remove_raw_object(cls):
"""
Decorator.
If a Record class is decorated, raw_object will be removed once all mark properties are cached.
"""
cls.remove_raw_object = True
return cls | 71,159 |
def cancel_all_open_orders(ses):
"""Cancels all open orders"""
cancel_params = {'all': 1}
response = ses.post(base_url + '/commands/cancel', params=cancel_params)
_validate_response(response)
status = response.json()
cancelled = status['cancelled_order_ids']
print('Cancelled orders:... | 71,160 |
def validate_experiment_file_existance(args):
"""Warn if experiment metadata files are missing
Parameters
----------
args : argparse.Namespace
parsed arguments as generated by argparse.parse_args
Returns
-------
bool
True if we have required arguments
"""
can_contin... | 71,161 |
def change_user_password():
"""
User-friendly function to be used on first boot for changing user passwords
"""
usernames = get_nonroot_nonsystem_users()
if len(usernames) == 0:
logger.warning("Can't detect any users! Changing root password instead")
usernames = ["root"]
for name... | 71,162 |
def columnOfMatrix(matrix, i):
"""
Метод для получения i-го столбца матрицы
"""
return [row[i] for row in matrix] | 71,163 |
def run_wall_clock_test(optimizer,
problem,
num_steps,
dataset=datasets.EMPTY_DATASET,
seed=None,
logdir=None,
batch_size=None):
"""Runs optimization with the given paramet... | 71,164 |
def p_list_formatter(primer_list):
"""
Reformat the primer list (remove unnecessary characters from biopython2 output).
Args:
primer_list (list): list from list_from_gen output
Returns:
primer_dimers (list): list with unnecessary chars removed.
"""
reformat_p_list = []
primer... | 71,165 |
def fullpath(dataset):
"""
return absolute path to dataset
dataset is an array as returned by CURDATA()
"""
dat = dataset[:] # make a copy because I don't want to modify the original array
if len(dat) == 5: # for topspin 2-
dat[3] = join(normpath(dat[3]), 'data', dat[4], 'nmr')
f... | 71,166 |
def edit_meeting(request, club_name, meeting_id):
"""Edit details of meeting"""
current_club = Club.objects.get(club_name=club_name)
meeting = Meeting.objects.get(id=meeting_id)
form = MeetingForm(instance=meeting)
if request.method == 'POST':
form = MeetingForm(request.POST, instance=meetin... | 71,167 |
def parse_mulplt(path):
"""
Parses MULPLT.DEF file and returns list of lists like: [station, channel type (e.g. SH), channel (E, N or Z)].
"""
data = []
with open(path, "r") as f:
lines = f.readlines()
tag = "#DEFAULT CHANNEL"
for line in lines:
if line[:len(tag)... | 71,168 |
def status():
"""Status check for server"""
return "Running...\n" | 71,169 |
def parse(report_file: str, summary_file: str) -> dict:
"""
Check input file is an accepted file, then select the appropriate parsing method.
Args:
report_file (str): An Ariba report file of clusters which passed filtering.
summary_file (str): A summary file of the report
Returns:
... | 71,170 |
def load_sim(filename):
"""Load a saved simulation"""
with open(filename, "rb") as f:
sim = pickle.load(f)
return sim | 71,171 |
def _repr_rule(iptc_rule, ipv6=False):
""" Return a string representation of an iptc_rule """
s = ''
if ipv6==False and iptc_rule.src != '0.0.0.0/0.0.0.0':
s += 'src {} '.format(iptc_rule.src)
elif ipv6==True and iptc_rule.src != '::/0':
s += 'src {} '.format(iptc_rule.src)
if ipv6==... | 71,172 |
def mock_imap_ups_out_for_delivery_html():
"""Mock imap class values."""
with patch(
"custom_components.mail_and_packages.helpers.imaplib"
) as mock_imap_ups_out_for_delivery:
mock_conn = mock.Mock(spec=imaplib.IMAP4_SSL)
mock_imap_ups_out_for_delivery.IMAP4_SSL.return_value = mock_c... | 71,173 |
def CV_IS_SEQ_CLOSED(*args):
"""CV_IS_SEQ_CLOSED(CvSeq seq) -> int"""
return _cv.CV_IS_SEQ_CLOSED(*args) | 71,174 |
def default_file(filename=''):
"""Discard any path components then search for file in system paths."""
filename = os.path.basename(filename)
if filename in ['..','.','',None]: # special cases
return None # check return value
ret = filename
# first try filename as provided in cwd
if os.p... | 71,175 |
def display_logs(output: str):
"""If want to display check of logs (not tested).
Also log images from readme and example log are generated here.
Args:
output (str, optional): "console" or "example.log". Defaults to "console".
"""
if output == "console":
mylogging.config.OUTP... | 71,176 |
def add_padding_0_bits(bits_string: str, required_length: int) -> tuple:
"""
Adds 0 to bits string.
Returns tuple - (bits string with padding, number of added 0s)
"""
extra_0_bits_count = 0
while len(bits_string) < required_length:
bits_string += '0'
extra_0_bits_count += 1
r... | 71,177 |
def get_sheet(filename):
"""
Open workbook and return first worksheet as object
Args:
filename: local file name
Returns:
Worksheet object
"""
wb = load_workbook(filename)
return wb.worksheets[0] | 71,178 |
def version_cli():
"""Manage Minecraft versions."""
pass | 71,179 |
def object_clearance():
"""
Check for two Objects Clearance distance:
Quick measurements between parallel faces and similarly placed objects
Original code from: Bill 03/2015
Adapted to WF by : Rentlau_64 03/2015
"""
global verbose
msg = verbose
m_actDoc = get_ActiveDocument(info=m... | 71,180 |
def readlasfile(lasfile):
"""
Run a PDAL pipeline. Input is a JSON declaration to
deliver to PDAL. Output is a labelled numpy array.
Data are filtered to compute height above ground using nearest ground point neighbours (TIN method arriving soon) and sort by morton order. Any unused dimensions are also... | 71,181 |
def ssh_to_host(hostname, remote_command=None):
"""Compose cmd string of ssh and execute
Uses Ansible to parse inventory file, gets ssh connection options
:param hostname: str. Hostname from inventory
"""
workspace_manager = CoreServices.workspace_manager()
workspace = workspace_manager.get_ac... | 71,182 |
def avgpool_4x4(inputs, downsample=False):
"""
avgpool_4x4
"""
return avgpool_base(inputs, (4, 4), downsample) | 71,183 |
def str_data(group, field, default=''):
"""
Retrieve value of field as a string, with default if field is missing.
"""
if field in group:
data = group[field][0]
if data.ndim > 0:
value = [_s(v) for v in data]
else:
value = _s(data)
return value
... | 71,184 |
def filter_attributes(func):
"""Filters and removes attributes from User Dictionary objects depending on test requirements."""
@wraps(func)
def filter_attributes_wrapper(*args, **kwargs):
# Get generated users.
users = func(*args, **kwargs)
# If only single user (dict), treat as a ... | 71,185 |
def mask_source_centers(array, fwhm, y, x):
""" Creates a mask of ones with the size of the input frame and zeros at
the center of the sources (planets) with coordinates x, y.
Parameters
----------
array : array_like
Input frame.
fwhm : float
Size in pixels of the FWHM.
y, x... | 71,186 |
def flip_es_aliases():
"""Flip elasticsearch aliases to the latest version"""
with cd(env.code_root):
sudo('%(py3_virtualenv_root)s/bin/python manage.py ptop_es_manage --flip_all_aliases' % env) | 71,187 |
def test_field_descriptor_abuse():
"""Test field descriptor abuse."""
desc = FieldTest.__dict__['PublicField']
with pytest.raises(TypeError):
desc.__get__(0, 0)
with pytest.raises(TypeError):
desc.__set__(0, 0) | 71,188 |
def all_structures(data):
""" Calculates all structures for the principal component projections. Runs k-means a number of times and
saves the result with lowest distortion.
:param data: Data set.
"""
images, pc_projections, pcs = data.pca.load()
pc_projections_truncated = pc_projections[:,... | 71,189 |
def clear_data_directory():
"""
Clears entire data directory except for Tableau folder
Directory path : module_progress/data
"""
root = os.path.dirname(os.path.abspath(__file__))[:-4]
data_path = Path(f"{root}/data")
for subdir in os.listdir(data_path):
path = data_path / subdir
... | 71,190 |
def IsInstance(type_):
"""Returns a function which can be used to check whether or not a value is of the given type."""
def Do(item):
return isinstance(item, type_)
return Do | 71,191 |
def run_explainer(client, config, output, _):
"""Run explain commands.
Args:
client (iam_client.ClientComposition): client to use for requests.
config (object): argparser namespace to use.
output (Output): output writer to use.
_ (object): Unused.
"""
... | 71,192 |
def random_proof_tree(rules_dict: RulesDict, root: int) -> Node:
"""Return random tree found by breadth first search."""
seen: Set[int] = set()
root_node = Node(root)
queue = deque([root_node])
while queue:
v = queue.popleft()
rule = choice(list(rules_dict[v.label]))
if not (... | 71,193 |
def PCreate (name, uvData, err):
"""
Create the parameters and underlying structures of a set of images.
* name = Name to be given to object
* uvData = Python uv data from which the image mosaic will be derived
Most control parameters are in InfoList member
* err = Pyt... | 71,194 |
def add_log_stream_handler(log: logging.Logger) -> None:
""" Creates and adds a handle for logging information to a stream. """
handler = logging.StreamHandler()
handler.setLevel(logging.ERROR)
formatter = logging.Formatter('%(funcName)s: %(message)s\n')
handler.setFormatter(formatter)
log.addHandler(handler) | 71,195 |
def curret_platform() -> str:
"""Get current platform name by short string."""
if sys.platform.startswith('linux'):
return 'linux'
elif sys.platform.startswith('darwin'):
return 'mac'
elif sys.platform.startswith('win'):
if sys.maxsize > 2 ** 31 - 1:
return 'win64'
... | 71,196 |
def test_variable_selection_lasso():
"""Test basic functionality of UoI_Lasso and that it finds right model"""
X, y, w = make_regression(coef=True, random_state=1)
lasso = UoI_Lasso(comm=MPI.COMM_WORLD)
lasso.fit(X, y)
true_coef = np.nonzero(w)[0]
fit_coef = np.nonzero(lasso.coef_)[0]
assert... | 71,197 |
def active_subspace(df, weights):
"""
TODO: docs
"""
df, M, m = process_inputs(df)
# compute the matrix
C = np.dot(df.transpose(), df * weights)
return sorted_eigh(C) | 71,198 |
def get_nq_report(complete_text):
"""
Given the complete submission text for an N-Q filing, parse the document
and return its respective ReportNQ DTO object.
"""
lines = complete_text.split('\n')
series_list = get_series_list(lines)
accepted_date = get_accepted_date(lines)
... | 71,199 |
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