content stringlengths 22 815k | id int64 0 4.91M |
|---|---|
def obtain_safety_stock_vector(theta: np.ndarray,
load_ph: np.ndarray,
sigma_2_ph: np.ndarray,
state: np.ndarray,
debug_info: bool = False):
"""
Returns vector whose components are the saf... | 5,293,900 |
def get_method_from_html(html_file):
"""
Parse simulation method name from html_file
"""
input_file = open(html_file, 'r')
for line in input_file:
if line.find("Simulation Method") > 0:
line = next(input_file)
break
token = line[4:].split("<")[0]
input_file.cl... | 5,293,901 |
def make_test_problems(settings):
"""Creates test problems from settings.
Args:
settings (list[dict]): raw settings of the problems
Returns:
list[ExtensionTestProblem]
"""
problem_dicts = []
for setting in settings:
setting = add_missing_defaults(setting)
devic... | 5,293,902 |
def test_dataset_to_file_derived_var(mock_get_input_files,
mock_data_availability, config_user):
"""Test ``_dataset_to_file`` with derived variable."""
mock_get_input_files.side_effect = [
([], [], []),
([sentinel.out_file], [sentinel.dirname], [sentinel.file... | 5,293,903 |
def plot_hits(
ax,
hits_dict,
reference_length=None,
plot_range=None,
hide_missing_pairs=True,
bar_height=0.8,
bar_color="blue",
sort_key=lambda i: i,
):
""" Groups hits by query, and places above reference
hits_dict: map from query_id to list of hit objects
bar_color... | 5,293,904 |
def UserUpdate(fCallback):
"""Get User and log update requests passing to fCallback
The log will be handed to fCallback when 'ok' is received"""
def log_update_requests_and_call(self, *args, **kwargs):
cmd = args[0]
arg = args[1]
# Empty line
if cmd is None:
ret... | 5,293,905 |
def get_sub_graph_external_input_output(
predict_net: caffe2_pb2.NetDef, sub_graph_op_indices: List[int]
) -> Tuple[List[Tuple[str, int]], List[Tuple[str, int]]]:
"""
Return the list of external input/output of sub-graph,
each element is tuple of the name and corresponding version in predict_net.
e... | 5,293,906 |
def run_xsslint(options):
"""
Runs xsslint/xss_linter.py on the codebase
"""
thresholds_option = getattr(options, 'thresholds', '{}')
try:
violation_thresholds = json.loads(thresholds_option)
except ValueError:
violation_thresholds = None
if isinstance(violation_thresholds, ... | 5,293,907 |
def magmablas_csymmetrize(uplo, n, A, lda):
"""
Symmetrize a triangular matrix.
"""
uplo = _uplo_conversion[uplo]
status = _libmagma.magmablas_csymmetrize(uplo, n, int(A), lda)
magmaCheckStatus(status) | 5,293,908 |
def test_error_on_negative_distance(schema: Type[BaseModel], data: Dict[str, Any]):
"""
Test that a distance is not under zero
"""
with pytest.raises(ValidationError) as exc_info:
schema(distance=-0.5, **data)
assert len(exc_info.value.errors()) == 1
assert exc_info.value.errors()[0]["l... | 5,293,909 |
def _butterworth(ts, low_frequency, high_factor, order, sampling_frequency):
"""Butterworth filter
Parameters
----------
ts: np.array
T numpy array, where T is the number of time samples
low_frequency: int
Low pass frequency (Hz)
high_factor: float
High pass factor (pro... | 5,293,910 |
def pickle_population(population, parent, save_path, run):
"""
Save the objects (pickle) necessary to later resume evolution:
Pickled objects:
.population
.parent
.random states: numpy and random
Useful for later conducting more generations.
Replac... | 5,293,911 |
def position_callback(message):
"""ロボットの現在位置をsubscribeする関数"""
global x;global y
x = message.pose[-1].position.x
y = message.pose[-1].position.y | 5,293,912 |
def mk_conf_file(conf):
"""
Creates config file in temporary file.
"""
tmp_fp = tempfile.mktemp()
with open(tmp_fp, "w") as f:
print(mk_conf_str(conf), file=f)
return tmp_fp | 5,293,913 |
def get_string(request, key):
"""Returns the first value in the request args for a given key."""
if not request.args:
return None
if type(key) is not bytes:
key = key.encode()
if key not in request.args:
return None
val = request.args[key][0]
if val is not None and typ... | 5,293,914 |
def smart_get(driver, url, timeout=10):
""" 限制访问的时间,避免等待过长的时间! """
try:
driver.set_page_load_timeout(timeout)
driver.get(url)
except Errors.TimeoutException:
driver.set_page_load_timeout(timeout / 3) | 5,293,915 |
def char_word_tokenize(text):
"""分词器、中文单独成词,英文单词、连续数字作为一个词"""
# 大写转小写,繁体转简体
text = zhconv.convert(text.lower(), 'zh-cn')
# 全角转半角
text = full_to_half(text)
tokenized_chs = []
text_len = len(text)
i = 0
while i < text_len:
ch = text[i]
# 中文字符
if ch in all:
... | 5,293,916 |
def anomalyService(dimValObj, dfDict, anomalyDefProps, detectionRuleType, detectionParams):
"""
Method to conduct the anomaly detection process
"""
df = pd.DataFrame(dfDict)
anomalyId = dimValObj["anomalyId"]
dimVal = dimValObj["dimVal"]
contriPercent = dimValObj["contriPercent"]
output ... | 5,293,917 |
def test_set_use_not_str():
"""Tests that unkown object becomes filled in usable"""
test_item = types.Item()
test_item.set_usable(object)
assert test_item.usable == types.NotUsable,\
"Failed to set unknown object use to notusable" | 5,293,918 |
def binarySearch(nums, target):
"""
:type nums: List[int]
:type target: int
:rtype: int
"""
if len(nums) == 0:
return -1
left, right = 0, len(nums) - 1
while left + 1 < right:
mid = (left + right) // 2
if nums[mid] == target:
return mid
elif n... | 5,293,919 |
def tokenize(text):
"""
Function that tokenizes an input text string
Parameters:
text (str): Input text
Returns:
list (str): List of tokens extracted from the input text
"""
tokens = word_tokenize(text)
lemmatizer = WordNetLemmatizer()
clean_tokens = []
for t... | 5,293,920 |
def threaded_async(func: _typing.Callable):
"""
Helper decorator used to resolve future in a thread-safe manner.
"""
future: _typing.Coroutine = func()
def _call():
"""
Inner function used to resolve the future correctly.
"""
return _asyncio.run_coroutine_threadsafe(... | 5,293,921 |
def barycenter(P, K, reference="debiased", **kwargs):
"""Compute OT barycenter."""
ndim = P.ndimension()
if ndim > 3 or ndim <= 1:
raise ValueError("Data dimension must be 2 for 1d distributions"
" or 3 for 2d distributions.")
if reference == "debiased":
if ndim ... | 5,293,922 |
def _run_interactive_shell():
"""Run an interactive shell as if it were the first thing being
run.
"""
builtins = __builtins__
code_ = code
import __main__
__main__.__dict__.clear()
__main__.__dict__.update(dict(
__name__ = "__main__",
# normal interactive shell lea... | 5,293,923 |
def map_serial_number(facilities) -> str:
"""Map serial number."""
facility = facilities.get("body", {}).get("facilitiesList", [])[0]
return str(facility.get("serialNumber", None)) | 5,293,924 |
def get_shape_xyz(self):
"""Return the mode shape in cartesian coordinates.
Parameters
----------
self : Mode
a Mode object
Returns
-------
shape : ndarray
ndarray of the shape (Nnodes*Ndof)
"""
if self.shape_xyz is not None and self.shape_xyz.size != 0:
re... | 5,293,925 |
async def reg_full_m(ctx, user: discord.Member, *, name):
"""[Mods only] Registers someone else with full name explicitly."""
await register_actual(ctx, user, name=name, is_full_name=True) | 5,293,926 |
def product_check(product_name):
"""
Check if product name already exists in the database
"""
if mongo.db.products.find_one({"name": product_name}):
# Display flash message
flash("Product " + product_name +
" already exists in the database", "warning")
product_check... | 5,293,927 |
def tff_cc_library_with_tf_deps(name, tf_deps = [], **kwargs):
"""A version of `cc_library` that links against TF statically or dynamically.
Args:
name: A unique name for this target.
tf_deps: List of TensorFlow static dependencies.
**kwargs: `cc_test` keyword arguments.
"""
deps = kw... | 5,293,928 |
def _bootstrap_basic():
"""
Perform basic operations on the AMI (e.g. import security keys, configure timezone)
"""
# https://forums.aws.amazon.com/thread.jspa?messageID=341020
sudo("gpg --keyserver keyserver.ubuntu.com --recv-key 40976EAF437D05B5")
sudo("gpg -a --export 40976EAF437D05B5 | apt-key add -")
... | 5,293,929 |
def login(body):
""" todoc
"""
try:
username = body["username"]
password = body["password"]
except:
return _get_bad_request()
user = User.query.filter(User.username == username).first()
if not user:
return {"code": "NOT_FOUND", "message": "Wrong username/password"... | 5,293,930 |
def genPlayerActionFiles (sourcePath, processedPath):
"""Transform four files extracted from the demo file into player action files.
Before read the code, I strongly suggest you to read the "CSGO Player Recognition by RNN (LSTM).pdf"
in the Doc folder first. This file can give you the overview o... | 5,293,931 |
def indicate_bind_completed(kek_meta_dto, kek_datum):
"""Updates the supplied kek_datum instance per the contents of the supplied
kek_meta_dto instance. This function is typically used once plugins have
had a chance to bind kek_meta_dto to their crypto systems.
:param kek_meta_dto:
:param kek_datum... | 5,293,932 |
def custom_check(data, id_or_name):
"""Show group custom_check."""
group = data.client.show("custom_check", "config", id_or_name)
if not group:
return
if not group["scripts"]:
return
columns = ("name", "script")
output.list(columns, group["scripts"]) | 5,293,933 |
def get_arguments():
"""Read arguments for the program and returns the ArgumentParser"""
parser = argparse.ArgumentParser(description='''DroidLysis3 is a Python
script which processes Android samples. \n
1/ It extracts properties from the samples (e.g connects to Internet, roots the phone...). The extracted p... | 5,293,934 |
def plot_hpiezo_daily(codes, df_obs, df_sim, figure_dir):
"""
Plot observed and simulated piezometric head evolutions
Parameters
---------
codes: list
df_obs: pd.DataFrame
df_sim: pd.DataFrame
figure_dir: str
"""
for code in codes:
fig = plt.figure(figsize=(8,6))
... | 5,293,935 |
def get_atoms_id(atoms: Atoms) -> str:
"""
Returns a unique ID for the Atoms object. Note: The .info dict
and calculator is excluded from the hash generation.
Parameters
----------
atoms
.Atoms object
Returns
-------
md5hash
MD5 hash of the .Atoms object
"""
... | 5,293,936 |
def get_payees():
"""Loads the payees override file"""
return load_config_file("payees") | 5,293,937 |
async def cmd_raw_gm_system(ctx: commands.Context, *, star_system_id: str = None):
"""
Get raw star system design data from the PSS API.
Usage:
/raw gm system <id> <format>
Parameters:
id: An integer. If specified, the command will only return the raw data for the GM system with the sp... | 5,293,938 |
def test_players_urls_new():
"""
Tests an API call to create a new URL for a particular player
"""
response = players_instance.urls(
player_id=player_id, option='new',
param_dict = {
'label': 'Test label',
'height': 1080,
'width': 1920,
'bi... | 5,293,939 |
def _get_maxmem(profile_df):
"""
Get current peak memory
:param pandas.core.frame.DataFrame profile_df: a data frame representing the current profile.tsv for a sample
:return str: max memory
"""
return "{} GB".format(str(max(profile_df['mem']) if not profile_df['mem'].empty else 0)) | 5,293,940 |
def read(file_ref, **kwargs):
"""Read a LAS file.
Note that only versions 1.2 and 2.0 of the LAS file specification
are currently supported.
Arguments:
file_ref (file-like object, str): either a filename, an open file
object, or a string containing the contents of a file.
Retu... | 5,293,941 |
def mk_sentence(_id, topic, category, title):
""" e.g. [테슬라-모빌리티] 👀 테슬라가 승차공유 서비스 Tesla Network를 출시합니다. https://snak.news/newsList/news/208?channel=slack&corp=pozalabs"""
link = SNAK_URL.format(_id=_id, corp=CORP)
return f"[{topic}-{category}] {title} {link}" | 5,293,942 |
def get_global_barrier_order(kernel):
"""Return a :class:`tuple` of the listing the ids of global barrier instructions
as they appear in order in the kernel.
See also :class:`loopy.instruction.BarrierInstruction`.
"""
barriers = []
visiting = set()
visited = set()
unvisited = set(insn.... | 5,293,943 |
def str2bool(v):
"""
Helper to pass boolean arguements.
Extracted from: https://stackoverflow.com/questions/15008758/parsing-boolean-values-with-argparse
Author: @Maxim
"""
if isinstance(v, bool):
return v
if v.lower() in ('yes', 'true', 't', 'y', '1'):
return True
elif... | 5,293,944 |
def MaskedNLL(target, probs, balance_weights=None):
# adapted from https://gist.github.com/jihunchoi/f1434a77df9db1bb337417854b398df1
"""
Args:
target: A Variable containing a LongTensor of size
(batch, ) which contains the index of the true
class for each corresponding step.... | 5,293,945 |
def test_nclob__str___method_for_nonascii_chars_raises():
"""Test that the magic __str__ method raise Unicode error for non-ascii chars"""
if not PY2:
pytest.skip('test only makes sense in PY2')
data = u'朱の子ましけ'
nclob = lobs.NClob(data)
with pytest.raises(UnicodeEncodeError):
str(nc... | 5,293,946 |
def count_triangle(tbl_name, conn):
""" input is a matrix """
tol = 0.1
b = 'b'
lim = 10
cur = conn.cursor()
tn = tbl_name
print "create matrix..."
create_vector_or_matrix(b, conn)
print "Counting dimension..."
calc_dim_query = "select max(row), max(col) from %s" % (tn)
cur.e... | 5,293,947 |
async def process_headers(headers):
"""Filter out unwanted headers and return as a dictionary."""
headers = dict(headers)
header_keys = (
"user-agent",
"referer",
"accept-encoding",
"accept-language",
"x-real-ip",
"x-forwarded-for",
)
return {k: header... | 5,293,948 |
def test_save_array_view(exopy_qtbot, root_view):
"""Test SaveView widget.
"""
task = SaveArrayTask(name='Test')
root_view.task.add_child_task(0, task)
show_and_close_widget(exopy_qtbot,
SaveArrayView(task=task, root=root_view)) | 5,293,949 |
def handleReactionTimeStable():
"""More stable but not recommended, since it's slower than most humans..."""
startScreenPresent = EC.presence_of_element_located(
(By.XPATH, "//div[@class='css-42wpoy e19owgy79']"))
try:
WebDriverWait(driver, 3).until(startScreenPresent).click()
exce... | 5,293,950 |
def Bound_EXT(S, Ex, boundaries):
"""
This function computes the extension of a signal for
filtering purposes
:param S: The Input signal
:param Nf: The Size of the Kernel (must be an odd number!)
:param boundaries: The type of extension:
‘reflect’ (d c b a | a b c d | d c b a) The inpu... | 5,293,951 |
def infer_dtype_from_array(
arr, pandas_dtype: bool = False
) -> Tuple[DtypeObj, ArrayLike]:
"""
Infer the dtype from an array.
Parameters
----------
arr : array
pandas_dtype : bool, default False
whether to infer dtype including pandas extension types.
If False, array belon... | 5,293,952 |
def np(url):
"""
Transforms a reddit link into a no participation URL (which in some
subreddits hides voting arrows, to help prevent administrator shadowbans.
:param url: URL to transform
:return: A no participation (NP) link
"""
url = urlparse(url)
return "https://np.reddit.com{}".forma... | 5,293,953 |
def gzip_assets():
"""
GZips every file in the media directory and places the new file
in the gzip directory with the same filename.
"""
run('cd %(site_path)s; python gzip_assets.py' % env) | 5,293,954 |
def test_get_onboarding(oauth_client, response):
"""Retrieve onboarding."""
response.get('https://api.mollie.com/v2/onboarding/me', 'onboarding_me')
onboarding = oauth_client.onboarding.get('me')
assert isinstance(onboarding, Onboarding)
assert onboarding.name == 'Mollie B.V.'
assert onboardin... | 5,293,955 |
def sample(method, clf, x0, start, sampling_method, n_samples=[50_000, 100_000], prior=None,
inn_prods=None, theta_kern=None):
"""
Uses a density ratio estimator clf to sample from the posterior for x0
and prior.
Inputs:
- method: str, either "signature" or "gru-resnet" depending on which
classifier is... | 5,293,956 |
def get_authenticate_headers(request, error_type="invalid_token"):
# type: (Request, Str) -> Optional[HeadersType]
"""
Obtains all required headers by 401 responses based on executed :paramref:`request`.
:param request: request that was sent to attempt authentication or access which must respond with U... | 5,293,957 |
def central_comp(central, standard_parameters):
"""
todo docstring
"""
for i, j in central.iterrows():
if j['electricity_bus'] in ['Yes', 'yes', 1]:
create_standard_parameter_bus(
label='central_electricity_bus',
bus_type="central_electrici... | 5,293,958 |
def get_current_and_head_revision(
database_url: str,
alembic_config_filename: str,
alembic_base_dir: str = None,
version_table: str = DEFAULT_ALEMBIC_VERSION_TABLE) -> Tuple[str, str]:
"""
Returns a tuple of ``(current_revision, head_revision)``; see
:func:`get_current_revis... | 5,293,959 |
def extract_root(pitch):
"""
Try to extract an integer root from a non-integral pitch
"""
if isinstance(pitch[0], Fraction):
pitch = pitch + 0
root = 1
while True:
d = 1
for coord in pitch:
if coord.denominator > 1:
d = ... | 5,293,960 |
def get_kind(cm, kind, value):
"""
Return the value of the 'kind' argument
:param cm: a ClassManager object
:type cm: :class:`ClassManager`
:param kind: the type of the 'kind' argument
:type kind: int
:param value: the value of the 'kind' argument
:type value: int
:rtype: string
""... | 5,293,961 |
def _generate_global_config() -> str:
"""Generate a standard configuration file for the application in the
user's home folder ~/.aiscalator/config/aiscalator.conf from the
template file in aiscalator/config/template/aiscalator.conf
"""
logger = getLogger(__name__)
dst = os.path.join(os.path.expa... | 5,293,962 |
def deleteByNum():
"""删除temp里的文件"""
dirpath="D:/Project/aip-python/temp/"
files = os.listdir(dirpath) # 列出目录下的文件
for file in files:
os.remove(dirpath+file) # 删除文件
return | 5,293,963 |
def goto(line, column=None):
"""Sets the cursor to the coordinates (column, line).
The default column value is the current column.
Warning: The origin is (1, 1), not (0, 0)."""
assert column is None or isinstance(column, int)
assert isinstance(line, int)
assert column is not None and column >= 0
... | 5,293,964 |
def temp_fetch(url):
"""Fetch a URL and save it in a temporary file, returning the filename."""
conn = urllib2.urlopen(url)
try:
fp = tempfile.NamedTemporaryFile(delete=False)
LOG.info("Saving %s to a temporary file" % truncate_url(url))
try:
fp.write(conn.read())
... | 5,293,965 |
def load_video_infos_csv(file_path: str):
"""load the values of a .csv file
containing the info of all videos
in the directory
Args:
file_path (str): the file path to the file
debug_function (bool, optional): Defaults to None.
Returns:
(list(dict)): the values from .csv fi... | 5,293,966 |
def offset_xlabel(label, axes, offset):
"""
Draws an xlabel that is at the given offset from the bottom of the
axis, regardless of the status of the tick labels.
(Normal xlabels adjust upwards if tick labels are removed)
"""
text = matplotlib.text.Text(.5, 0, label, horizontalalignment='center')... | 5,293,967 |
def mean_abs_mismatch(slice0, slice1):
""" Mean absoute difference between images
"""
return np.mean(np.abs(slice0 - slice1)) | 5,293,968 |
def loads(payload, **kwargs):
"""
Deserialize an object from a bytestring.
:param bytes payload: the bytestring to serialize
:param kwargs: keyword arguments passed to :class:`~.CBORDecoder`
:return: the deserialized object
"""
fp = uio.BytesIO(payload)
return CBORDecoder(fp, **kwargs).d... | 5,293,969 |
def encode_with_sp_as_pieces(in_file, out_file, model_file):
"""
Encode raw text into sentence pieces.
"""
spp = sentencepiece.SentencePieceProcessor()
spp.load(model_file)
for line in in_file:
pieces = spp.encode_as_pieces(line.rstrip())
line_pieces = ' '.join(pieces) + '\n'
... | 5,293,970 |
def test_01():
"""runs hello"""
rv, out = getstatusoutput('{}'.format(prg))
assert rv == 0
assert out.rstrip() == 'Hello, World.' | 5,293,971 |
def test_query_trade_history(function_scope_coinbasepro):
"""Test that querying trade data from coinbase pro works"""
cb = function_scope_coinbasepro
cb_query_mock, get_mock = create_coinbasepro_query_mock(
cb,
original_get=requests.get,
)
with cb_query_mock, get_mock:
trades... | 5,293,972 |
def test_tokenizer_explain_fuzzy(lang: str, sentence: str) -> None:
"""
Tests whether output of tokenizer.explain() matches tokenizer output. Input generated by hypothesis.
lang (str): Language to test.
text (str): Fuzzily generated sentence to tokenize.
"""
tokenizer: Tokenizer = spacy.blank(l... | 5,293,973 |
def calc_acc(fn: float, fp: float, tp: float, tn: float) -> float:
"""
:param fn: false negative miss
:param fp: false positive or false alarm
:param tp: true positive or hit
:param tn: true negative or correct rejection
:return: accuracy
"""
return (tp + tn) / (tp + tn + fn + ... | 5,293,974 |
def errors(all_jobs=False):
"""Get error messages from the cluster.
Args:
all_jobs: False if we should only include error messages for this
specific job, or True if we should include error messages for all
jobs.
Returns:
Error messages pushed from the cluster. This ... | 5,293,975 |
def main(args):
"""
TODO: Populate docstring with --help readable information
"""
# TODO: Populate docstring
#/* ----------------------------------------------------------------------- */#
#/* Print usage
#/* ----------------------------------------------------------------------- */#
... | 5,293,976 |
def _gen_test_tree_4():
"""
Not BST
5
3 9
2 10 6 8
"""
tree = BinaryNode(5)
tree.left = BinaryNode(3)
tree.left.left = BinaryNode(2)
tree.left.right = BinaryNode(10)
tree.right = BinaryNode(9)
tree.right.left = BinaryNode(6)
tree.right.right = BinaryNode(8)
r... | 5,293,977 |
def by_circ(x, y):
"""
Sort circRNAs by the start and end position
"""
return x.end - y.end if x.start == y.start else x.start - y.start | 5,293,978 |
def get_rest_of_manifest_values():
""" If an existing manifest is present then we do not want to overwrite any fields
the user may have filled out. So we want to read in everything but the resources:
section and use that when generating the file. """
stream = open('hardening_manifest/hardening_manifest.... | 5,293,979 |
def ConvertJsonIntoDict(string):
"""Read a JSON string and convert its contents into a Python datatype."""
if len(string) == 0:
print >> sys.stderr, ('Error could not parse empty string')
raise Exception('JSON data missing')
try:
json = simplejson.loads(string)
except ValueError, e:
print >> sy... | 5,293,980 |
def process_html(body):
"""Transform a screen-optimized HTML body to a mail-optimized one.
Relies on :class:`premailer.Premailer` to include styles in HTML body
and optimize content.
Args:
body (str): The HTML string to process.
Returns:
:class:`str`: The processed HTML mail body.... | 5,293,981 |
def img_crop(img, length, cx=None, cy=None):
"""
Crop the image to square (length^2). If cx and cy are not specified, it will set to
where the max pixel count is.
I: plt.imread()
length: pixel sizes
cx, cy: center pixel of the image
"""
if not (cx and cy):
cy, cx = unravel_index(... | 5,293,982 |
def post_special(url, param: dict = None):
"""
发送 post 请求,主要是参数中的ddjm等参数,可能用于防火墙拦截
:param url: url
:param param: param dict
:return: 返回json中的data域
"""
param_json = COMMON_PARAMS.copy()
param_json.update(param if param is not None else {})
response = requests.post(url, json=param_json... | 5,293,983 |
def nogc(func):
"""disable garbage collector
Python's garbage collector triggers a GC each time a certain number of
container objects (the number being defined by gc.get_threshold()) are
allocated even when marked not to be tracked by the collector. Tracking has
no effect on when GCs are triggered,... | 5,293,984 |
def evaluate_f1_update_confusion_matrix(df, new_rule, class_col_name, counts, min_max, classes):
"""
Computes the F1 score of the dataset for a given set of rules using leave-one-out cross-evaluation.
Assumes that the initial confusion matrix already exists, hence evaluate_f1_initialize_confusion_matrix() s... | 5,293,985 |
def test_examples():
"""Test approximately the examples in the README."""
example = "python\nsnake\nss\nmagpy\npiethon\nreadme.md\n"
compare_command(example_cmd="cut -c1-4", pyp_cmd="pyp 'x[:4]'", input=example)
compare_command(
example_cmd="wc -c | tr -d ' '", pyp_cmd="pyp 'len(stdin.read())'... | 5,293,986 |
def forward(model, generator, return_input=False,
return_target=False):
"""Forward data to a model.
Args:
model: object
generator: object
return_input: bool
return_target: bool
Returns:
audio_name: (audios_num,)
clipwise_output: (audios_num, classes_num)
... | 5,293,987 |
def corrfun_mat(image_dict):
"""
A useful fixture containing the correction function evaluated over the range of the sky plane test image.
"""
ra = image_dict["ra"]
dec = image_dict["dec"]
# pre-multiply the image by the correction function
return spheroidal_gridding.corrfun_mat(np.fft.ffts... | 5,293,988 |
def get_nft_info_from_puzzle(nft_coin_info: NFTCoinInfo) -> NFTInfo:
"""
Extract NFT info from a full puzzle
:param nft_coin_info NFTCoinInfo in local database
:return: NFTInfo
"""
uncurried_nft: UncurriedNFT = UncurriedNFT.uncurry(nft_coin_info.full_puzzle)
data_uris: List[str] = []
fo... | 5,293,989 |
def try_import(name, alternative=None, error_callback=None):
"""Attempt to import a module, with a fallback.
Attempt to import ``name``. If it fails, return ``alternative``. When
supporting multiple versions of Python or optional dependencies, it is
useful to be able to try to import a module.
:... | 5,293,990 |
def fix_masks(masks, indices):
"""Remove from every mask any common pixels with another mask"""
new_masks = []
for ind in indices:
mask = masks[ind]
for ind1 in indices:
if ind != ind1:
mask = np.logical_and(mask, np.logical_and(masks[ind], np.logical_not(masks[in... | 5,293,991 |
def test_dask():
"""Test Histogram2D with dask arrays."""
x_axis = pyinterp.Axis(np.linspace(-180, 180, 1), is_circle=True)
y_axis = pyinterp.Axis(np.linspace(-80, 80, 1))
hist2d = pyinterp.Histogram2D(x_axis, y_axis)
x = da.full((4096 * 8, ), -180.0, dtype="f8", chunks=4096)
y = da.full((4096 ... | 5,293,992 |
def iterParents(task): # pragma: no cover
"""Get all the parents of a task, including the task itself."""
eachTask = task
while eachTask is not None:
yield eachTask
# Note: until we call `get()`, we have some sort of thunk. We cannot
# decide whether it's null or not until we evalua... | 5,293,993 |
def barnsley_fern(range_x: Sequence[float], range_y: Sequence[float],
steps: int = 20, samples: int = 20000
) -> tuple[np.ndarray, np.ndarray]:
"""Generates a Barnsley Fern
Args:
init_x: x coordinates of the starting points
init_y: y coordinates of the starti... | 5,293,994 |
def prepare_nginx_dirs(source_dir):
"""
Добавление директорий установки nginx
:param source_dir:
:return:
"""
with open('{}/nginx.dirs'.format(source_dir), 'r') as input_file:
content_file = input_file.readlines()
with open('{}/nginx.dirs'.format(source_dir), 'w') as output_file:
... | 5,293,995 |
def getoutput(cmd):
"""Return output (stdout or stderr) of executing cmd in a shell.
Like getstatusoutput(), except the exit status is ignored and the return
value is a string containing the command's output. Example:
>>> import subprocess
>>> subprocess.getoutput('ls /bin/ls')
'/bin/ls'
... | 5,293,996 |
def takearg(argv):
""" Function which record arguments from the command line."""
# default values
masked = False # freq 0,1 and 1,0 masked if masked = 1
pts_l = None # Grids sizes for extrapolation
outputname = "mis_fs_2d_optlog"
model_list = ["PAN","PANG","PANGb","PANbG","PAN2N","PANG2N","PANG... | 5,293,997 |
def handle_choice(uid):
"""
This function handles the choice of the user.
"""
print("Type 'Back' to go back.")
choice = input("Enter Code > ")
if choice.lower() == "back":
show_menu(uid)
else:
return search_for_choice(uid, choice) | 5,293,998 |
def main(args: Namespace) -> None:
"""Run the main program.
Arguments:
args: The object containing the commandline arguments
"""
config = load_config(args.config)
# Automatically implements frame skipping internally
env = gym.make("Pong-v4", frameskip=config.frame_skips)
if config... | 5,293,999 |
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