seed stringlengths 1 14k | source stringclasses 2
values |
|---|---|
def file_len(fname):
"""Returns Number of lines of a file"""
with open(fname) as f:
i = -1
for i, l in enumerate(f):
pass
return i + 1 | bigcode/self-oss-instruct-sc2-concepts |
def predict_times_model(times, model):
"""Predict times alignment from a model object.
Parameters
----------
times : 1d array
Timestamps to align.
model : LinearRegression
A model object, with a fit model predicting timestamp alignment.
Returns
-------
1d array
... | bigcode/self-oss-instruct-sc2-concepts |
import torch
def get_recall(SR, GT, threshold=0.5):
"""
Args:
SR: tensor Segmentation Results
GT: tensor Ground Truth
threshold: the threshold of segmentation
Returns:
RC: Recall rate
"""
# Sensitivity == Recall
SR = SR > threshold
GT = GT == torch.max(G... | bigcode/self-oss-instruct-sc2-concepts |
import re
def parse_element_string(elements_str, stoich=False):
""" Parse element query string with macros. Has to parse braces
too, and throw an error if brackets are unmatched.
e.g.
Parameters: '[VII][Fe,Ru,Os][I]'
Returns: ['[VII]', '[Fe,Ru,Os]', '[I]']
e.g.2
Parameters: '... | bigcode/self-oss-instruct-sc2-concepts |
import torch
def get_flat_params_from(model):
"""
Get the flattened parameters of the model.
Args:
model: the model from which the parameters are derived
Return:
flat_param: the flattened parameters
"""
params = []
for param in model.parameters():
params.append(pa... | bigcode/self-oss-instruct-sc2-concepts |
from typing import List
from typing import Tuple
from typing import Optional
def html_wrap_span(
string: str, pairs: List[Tuple[int, int]], css_class: Optional[str] = "accentuate"
) -> str:
"""Wrap targeted area of Assertion with html highlighting
to visualize where the error or warning is targeted
... | bigcode/self-oss-instruct-sc2-concepts |
def construct_info_message(module, branch, area, version, build_object):
"""
Gathers info to display during release
Args:
module(str): Module to be released
branch(str): Branch to be released
area(str): Area of module
version(str): Release version
build_object(:class... | bigcode/self-oss-instruct-sc2-concepts |
def erase_special(x):
""" Removes special characters and spaces from the input string """
return ''.join([i for i in x if i.isalnum()]) | bigcode/self-oss-instruct-sc2-concepts |
import tempfile
import zipfile
def extract_files(file_path, output_dir=None):
"""
Extracts files from a compressed zip archive.
:param str file_path: the path to the input zip archive containing the compressed files.
:param str or None output_dir: the path to the directory in which to extract the file... | bigcode/self-oss-instruct-sc2-concepts |
def compare_list(list1: list, list2: list) -> bool:
"""Compare two list and ignore \n at the end of two list."""
while list1[-1] == "\n" or list1[-1] == "":
list1.pop()
while list2[-1] == "\n" or list2[-1] == "":
list2.pop()
return list1 == list2 | bigcode/self-oss-instruct-sc2-concepts |
def datetime_format(date, caller=None):
"""Convert given datetime.datetime object to a string of appropriate form.
Choose the format according to the "caller" arg., which is a string
indicating the name of the function calling this function.
"""
if caller == "corona":
return date.s... | bigcode/self-oss-instruct-sc2-concepts |
def calc_relative_ratio(rel_pow_low_band, rel_pow_high_band):
"""Calculate ratio of relative power between two bands.
Parameters
----------
rel_pow_low_band : float
Relative power of lower band.
rel_pow_high_band : float
Relative power of higher band.
Outputs
-------
ra... | bigcode/self-oss-instruct-sc2-concepts |
import importlib
def get_trainer(cfg, net_G, net_D=None,
opt_G=None, opt_D=None,
sch_G=None, sch_D=None,
train_data_loader=None,
val_data_loader=None):
"""Return the trainer object.
Args:
cfg (Config): Loaded config object.
net_G... | bigcode/self-oss-instruct-sc2-concepts |
def complete_out_of_view(to_check_box, im_w, im_h):
"""
check if the bounding box is completely out of view from the image
:param to_check_box: bounding box, numpy array, [x, y, x, y]
:param im_w: image width, int
:param im_h:image height, int
:return: out of view flag, bool
"""
complete... | bigcode/self-oss-instruct-sc2-concepts |
import re
def rename_state(rename, src):
"""
Given a list of (old_str, new_str), replace old_strin src with new_str.
:param rename: a list of (old_str, new_str)
:param src: code
:return: renamed src
"""
for (old, new) in rename:
match = True
index = 0
while match:
... | bigcode/self-oss-instruct-sc2-concepts |
def validate_cipher_suite_id(cipher_suite_id):
"""Validates that a CipherSuite conforms to the proper format.
Args:
cipher_suite_id (int): CipherSuite id.
Returns:
(int): The original CipherSuite id.
"""
if not isinstance(cipher_suite_id, int):
raise TypeError("CipherSuite... | bigcode/self-oss-instruct-sc2-concepts |
import json
def trigger_mutation_test(limit):
""" Test data for IFTTT trigger bunq_mutation """
result = [{
"created_at": "2018-01-05T11:25:15+00:00",
"date": "2018-01-05",
"type": "MANUAL",
"amount": "1.01",
"balance": "15.15",
"account": "NL42BUNQ0123456789",
... | bigcode/self-oss-instruct-sc2-concepts |
def all_are_none(*args) -> bool:
"""
Return True if all args are None.
"""
return all([arg is None for arg in args]) | bigcode/self-oss-instruct-sc2-concepts |
def default_join(row, join, *elements):
"""
Joins a set of objects as strings
:param row: The row being transformed (not used)
:param join: The string used to join the elements
:param elements: The elements to join
:return: The joined string
"""
return str(join).join(map(str, elements)... | bigcode/self-oss-instruct-sc2-concepts |
def freeze(model):
"""
Freezes all the parameters in the model
Returns
-------
Model
the model itself
"""
for param in model.parameters():
param.requires_grad = False
model.training = False
return model | bigcode/self-oss-instruct-sc2-concepts |
def tirar_bijecao(line):
"""
Retira o número de correspondência das regras.
:param line: lista com a regra
:return: lista com a regra sem número de correspondência.
"""
regra_sem_bij = []
for e in line:
regra_sem_bij.append(e[:-1])
return regra_sem_bij | bigcode/self-oss-instruct-sc2-concepts |
def identity(x):
"""Return the argument as is."""
return x | bigcode/self-oss-instruct-sc2-concepts |
def dec_str_to_int(ch):
"""function to process a decimal string into an integer."""
return int(ch) | bigcode/self-oss-instruct-sc2-concepts |
def partition_all(n):
"""Partition a collection into sub-collections (lists) of size n."""
def generator(coll):
temp = []
for i, item in enumerate(coll, 1):
temp.append(item)
if not i % n:
yield temp
temp = []
if temp:
y... | bigcode/self-oss-instruct-sc2-concepts |
def CONCAT_ARRAYS(*arrays):
"""
Concatenates arrays to return the concatenated array.
See https://docs.mongodb.com/manual/reference/operator/aggregation/concatArrays/
for more details
:param arrays: A set of arrays(expressions).
:return: Aggregation operator
"""
return {'$concatArrays': ... | bigcode/self-oss-instruct-sc2-concepts |
import re
def crush_invalid_field_name(name):
"""Given a proposed field name, replace banned characters with underscores, and convert any run of underscores with a single."""
if name[0].isdigit():
name = "_%s" % name
name = re.sub(r'[^a-z0-9_]', "_", name.lower())
return re.sub(r'__*', "_", na... | bigcode/self-oss-instruct-sc2-concepts |
def basis_function(degree, knot_vector, span, t):
"""Computes the non-vanishing basis functions for a single parameter t.
Implementation of Algorithm A2.2 from The NURBS Book by Piegl & Tiller.
Uses recurrence to compute the basis functions, also known as Cox - de
Boor recursion formula.
"""
le... | bigcode/self-oss-instruct-sc2-concepts |
def gen_user_list_id(user_list_obj):
"""
Generates the Elasticsearch document id for a UserList
Args:
user_list_obj (UserList): The UserList object
Returns:
str: The Elasticsearch document id for this object
"""
return "user_list_{}".format(user_list_obj.id) | bigcode/self-oss-instruct-sc2-concepts |
def get_gamma_distribution_params(mean, std):
"""Turn mean and std of Gamma distribution into parameters k and theta."""
# mean = k * theta
# var = std**2 = k * theta**2
theta = std**2 / mean
k = mean / theta
return k, theta | bigcode/self-oss-instruct-sc2-concepts |
def admins_from_iam_policy(iam_policy):
"""Get a list of admins from the IAM policy."""
# Per
# https://cloud.google.com/appengine/docs/standard/python/users/adminusers, An
# administrator is a user who has the Viewer, Editor, or Owner primitive role,
# or the App Engine App Admin predefined role
roles = [
... | bigcode/self-oss-instruct-sc2-concepts |
import torch
def to_tensor(data):
"""
Convert numpy array to PyTorch tensor.
"""
return torch.view_as_real(torch.from_numpy(data)) | bigcode/self-oss-instruct-sc2-concepts |
def pretty_str(label, arr):
"""
Generates a pretty printed NumPy array with an assignment. Optionally
transposes column vectors so they are drawn on one line. Strictly speaking
arr can be any time convertible by `str(arr)`, but the output may not
be what you want if the type of the variable is not a... | bigcode/self-oss-instruct-sc2-concepts |
def merge_duplicate_concepts(concepts):
"""
NHP has many duplicate ingredients in the raw data. During
data preprocessing each unique ingredient string is assigned a unique
ID, so duplicate ingredient entries will have the same ID. This
function merges those entries into a single concept.
:para... | bigcode/self-oss-instruct-sc2-concepts |
def dict_factory(cursor, row) -> dict:
"""Transform tuple rows into a dictionary with column names and values
Args:
cursor: database cursor
row: row
Returns:
dict: a dictionary containing the column names as keys and the respective values
"""
output = {}
for idx, col in... | bigcode/self-oss-instruct-sc2-concepts |
import torch
def onehot(y, num_classes):
"""
Generate one-hot vector
:param y: ground truth labels
:type y: torch.Tensor
:param num_classes: number os classes
:type num_classes: int
:return: one-hot vector generated from labels
:rtype: torch.Tensor
"""
assert len(y.shape) in [... | bigcode/self-oss-instruct-sc2-concepts |
import math
def __MtoE(M,e):
"""Calculates the eccentric anomaly from the mean anomaly.
Args:
M(float): the mean anomaly (in radians)
e(float): the eccentricity
Returns:
float: The eccentric anomaly (in radians)
"""
E = M
dy = 1
while(abs(dy) > 0.0... | bigcode/self-oss-instruct-sc2-concepts |
def identity_grid(grid):
"""Do nothing to the grid"""
# return np.array([[7,5,5,5],[5,0,0,0],[5,0,1,0],[5,0,0,0]])
return grid | bigcode/self-oss-instruct-sc2-concepts |
from typing import List
def intcode_computer(program: List[int],
sum_code: int = 1,
multiply_code: int = 2,
finish_code: int = 99
) -> List[int]:
"""
An Intcode program is a list of integers separated by commas (like 1,0,0,3,9... | bigcode/self-oss-instruct-sc2-concepts |
def routepack(value):
"""Pack a route into a string"""
return str(value).replace("/","!") | bigcode/self-oss-instruct-sc2-concepts |
def order_pythonic(sentence: str) -> str:
"""Returns ordered sentence (pythonic).
Examples:
>>> assert order_pythonic("") == ""
>>> assert order_pythonic("is2 Thi1s T4est 3a") == "Thi1s is2 3a T4est"
"""
return " ".join(
sorted(sentence.split(), key=lambda x: "".join(filter(str.... | bigcode/self-oss-instruct-sc2-concepts |
from typing import Union
from typing import List
from typing import Set
from typing import Counter
def list_equal(
left: Union[List[Union[str, int]], Set[Union[str, int]]],
right: Union[List[Union[str, int]], Set[Union[str, int]]],
use_sort=True,
) -> bool:
"""
判断列表是否相等，支持具有重复值列表的比较
参考：https:/... | bigcode/self-oss-instruct-sc2-concepts |
def check_callbacks(bot, url):
"""Check if ``url`` is excluded or matches any URL callback patterns.
:param bot: Sopel instance
:param str url: URL to check
:return: True if ``url`` is excluded or matches any URL callback pattern
This function looks at the ``bot.memory`` for ``url_exclude`` patter... | bigcode/self-oss-instruct-sc2-concepts |
def make_biplot_scores_output(taxa):
"""Create convenient output format of taxon biplot coordinates
taxa is a dict containing 'lineages' and a coord matrix 'coord'
output is a list of lines, each containing coords for one taxon
"""
output = []
ndims = len(taxa['coord'][1])
header = '... | bigcode/self-oss-instruct-sc2-concepts |
import re
def derive_ip_address(cidr_block, delegate, final8):
"""
Given a CIDR block string, a delegate number, and an integer
representing the final 8 bits of the IP address, construct and return
the IP address derived from this values. For example, if cidr_block is
10.0.0.0/16,... | bigcode/self-oss-instruct-sc2-concepts |
def get_struct_member_vardecl(struct_type, member_name, declvisitor=None):
"""Return the type for the member @member_name, of the struct type defined by
@struct_type."""
for vardecllist in struct_type.children:
assert vardecllist.type == "VarDeclList"
for vardecl in vardecllist.children:
... | bigcode/self-oss-instruct-sc2-concepts |
def nc_define_var(ncid, metadata):
"""
Define a new variable in an open netCDF file and add some default
attributes.
Parameters
----------
ncid: netCDF4.Dataset
Handle to an open netCDF file.
metadata: dict
Bundle containing the information needed to define the variable.
... | bigcode/self-oss-instruct-sc2-concepts |
def eval_vehicle_offset(pixel_offset, mx=3.7/780):
"""
Calculates offset of the vehicle from middle of the lane
based on the value of the pixel offset of center of the
detected lane from middle of the camera image.
The vehicle offset is calculated in meters using the scale
factor mx (in meter... | bigcode/self-oss-instruct-sc2-concepts |
def dict_from_hash(hashstring):
"""
From a hashstring (like one created from hash_from_dict),
creates and returns a dictionary mapping variables to their
assignments.
Ex:
hashstring="A=0,B=1"
=> {"A": 0, "B": 1}
"""
if hashstring is None:
return None
if len(hashstring) == 0:
return {}
re... | bigcode/self-oss-instruct-sc2-concepts |
def is_compose_project(group_id, artifact_id):
"""Returns true if project can be inferred to be a compose / Kotlin project
"""
return "compose" in group_id or "compose" in artifact_id | bigcode/self-oss-instruct-sc2-concepts |
def steering2(course, power):
"""
Computes how fast each motor in a pair should turn to achieve the
specified steering.
Input:
course [-100, 100]:
* -100 means turn left as fast as possible,
* 0 means drive in a straight line, and
* 100 means turn right as fast as po... | bigcode/self-oss-instruct-sc2-concepts |
def minmax(dates):
"""Returns an iso8601 daterange string that represents the
min and max datemap.values().
Args:
datestrings: [d1, d2, d3,]
Returns:
['min_date/max_date',]
Example:
>>> minmax(['2008-01-01', '2010-01-01', '2009-01-01'])
"2008-01-01/2010-01-01"
... | bigcode/self-oss-instruct-sc2-concepts |
def horiz_div(col_widths, horiz, vert, padding):
"""
Create the column dividers for a table with given column widths.
col_widths: list of column widths
horiz: the character to use for a horizontal divider
vert: the character to use for a vertical divider
padding: amount of padding to add to eac... | bigcode/self-oss-instruct-sc2-concepts |
from bs4 import BeautifulSoup
def cleanHTML(raw_html):
"""
Remove HTML tags
"""
return BeautifulSoup(raw_html,"lxml").text | bigcode/self-oss-instruct-sc2-concepts |
def appendDtectArgs( cmd, args=None ):
"""Append OpendTect arguments
Parameters:
* cmd (list): List to which the returned elements will be added
* arg (dict, optional):
Dictionary with the members 'dtectdata' and 'survey' as
single element lists, and/or 'dtectexec' (see odpy.getODSoftwareDir)
... | bigcode/self-oss-instruct-sc2-concepts |
def __evaluate_tree(predictor, input):
"""Function for evaluating a given decision tree on a given input."""
return predictor.evaluate(input) | bigcode/self-oss-instruct-sc2-concepts |
import struct
def readLong(f):
"""Read unsigned 4 byte value from a file f."""
(retVal,) = struct.unpack("L", f.read(4))
return retVal | bigcode/self-oss-instruct-sc2-concepts |
def tank_geometry(geometry, om_key):
"""
Returns the IceTop tank geometry object corresponding to a given DOM.
"""
if om_key.om == 61 or om_key.om == 62:
return geometry.stationgeo[om_key.string][0]
elif om_key.om == 63 or om_key.om == 64:
return geometry.stationgeo[om_key.string][1]... | bigcode/self-oss-instruct-sc2-concepts |
def ogrtype_from_dtype(d_type):
"""
Return the ogr data type from the numpy dtype
"""
# ogr field type
if 'float' in d_type.name:
ogr_data_type = 2
elif 'int' in d_type.name:
ogr_data_type = 0
elif 'string' in d_type.name:
ogr_data_type = 4
elif 'bool' in d_type.n... | bigcode/self-oss-instruct-sc2-concepts |
def mniposition_to(mnipoint, affine):
"""
project the position in MNI coordinate system to the position of a point in matrix coordinate system
Parameters
----------
point : list or array
The position in MNI coordinate system.
affine : array or list
The position information of t... | bigcode/self-oss-instruct-sc2-concepts |
from typing import List
from typing import Tuple
def partition_leading_lines(
lines: List[str],
) -> Tuple[List[str], List[str]]:
"""
Returns a tuple of the initial blank lines, and the comment lines.
"""
for j in range(len(lines)):
if lines[j].startswith("#"):
break
else:
... | bigcode/self-oss-instruct-sc2-concepts |
def convert_16_to_8(value):
"""Scale a 16 bit level into 8 bits."""
return value >> 8 | bigcode/self-oss-instruct-sc2-concepts |
from datetime import datetime
def is_time_in_given_format(time_string, time_format):
"""Tests whether a time string is formatted according to the given time
format."""
try:
datetime.strptime(time_string, time_format)
return True
except ValueError:
return False | bigcode/self-oss-instruct-sc2-concepts |
def prompt(text):
""" Add >>> and ... prefixes back into code
prompt("x + 1") # doctest: +SKIP
'>>> x + 1'
prompt("for i in seq:\n print(i)")
'>>> for i in seq:\n... print(i)'
"""
return '>>> ' + text.rstrip().replace('\n', '\n... ') | bigcode/self-oss-instruct-sc2-concepts |
def increment(string):
"""
for "A", return "B"
for "AC", return "AD"
After AZ comes `A[`. That's OK for my purposes.
"""
rest = string[:-1]
last = chr(ord(string[-1]) + 1)
#print rest+last
return rest + last | bigcode/self-oss-instruct-sc2-concepts |
def set_carry(self) -> int:
"""
Set the carry bit.
Parameters
----------
self: Processor, mandatory
The instance of the processor containing the registers, accumulator etc
Returns
-------
self.CARRY
The carry bit
Raises
------
N/A
Notes
-----
N... | bigcode/self-oss-instruct-sc2-concepts |
def read_quota_file(file_quota):
"""Read the quota information from a file generated with the command
'mmrepquota -j <fileset>."""
fin = open(file_quota,'r')
text = fin.readlines()
fin.close()
# Remove some control characters from the input.
text = [line.strip() for line in text]
retur... | bigcode/self-oss-instruct-sc2-concepts |
def cellsDirs(pos, size):
"""
Returns all possible directions in a position within a 2D array of given size.
"""
x, y = pos
width, height = size
dirs = []
if x > 0: dirs.append([-1,0])
if x < width-1: dirs.append([1,0])
if y > 0: dirs.append([0,-1])
if y < height-1: dirs.append(... | bigcode/self-oss-instruct-sc2-concepts |
def _parse_color_string(colors, n=None, r=False, start=0, stop=1):
"""
Parses strings that are formatted like the following:
'RdBu_r_start=0.8_stop=0.9_n=10'
'viridis_start0.2_r_stop.5_n20'
'Greens_start0_n15'
"""
if isinstance(colors, str):
color_settings = colors.split('_')
... | bigcode/self-oss-instruct-sc2-concepts |
def split(str, sep=None, maxsplit=-1):
"""Return a list of the words in the string, using sep as the delimiter string."""
return str.split(sep, maxsplit) | bigcode/self-oss-instruct-sc2-concepts |
def inner_product(L1,L2):
"""
Inner product between two vectors, where vectors
are represented as alphabetically sorted (word,freq) pairs.
Example: inner_product([["and",3],["of",2],["the",5]],
[["and",4],["in",1],["of",1],["this",2]]) = 14.0
"""
sum = 0.0
i = 0
... | bigcode/self-oss-instruct-sc2-concepts |
import asyncio
def async_test(loop=None, timeout=None):
"""
Decorator enabling co-routines to be run in python unittests.
:param loop: Event loop in which to run the co-routine. By default its ``asyncio.get_event_loop()``.
:param timeout: Test timeout in seconds.
"""
loop = loop or asyncio.ge... | bigcode/self-oss-instruct-sc2-concepts |
def lopen_loc(x):
"""Extracts the line and column number for a node that may have an opening
parenthesis, brace, or bracket.
"""
lineno = x._lopen_lineno if hasattr(x, "_lopen_lineno") else x.lineno
col = x._lopen_col if hasattr(x, "_lopen_col") else x.col_offset
return lineno, col | bigcode/self-oss-instruct-sc2-concepts |
def factorial(number):
"""
Factorial Using Recursion
Example :
5!
Factorial is denoted by !
Factorial(5) : 5 X 4 X 3 X 2 X 1 = 120
"""
if number == 0:
return 1
else:
print(f"{number}*", end=" ")
return number * factorial(number-1) | bigcode/self-oss-instruct-sc2-concepts |
from typing import Optional
def percent(flt: Optional[float]) -> str:
"""
Convert a float into a percentage string.
"""
if flt is None:
return '[in flux]'
return '{0:.0f}%'.format(flt * 100) | bigcode/self-oss-instruct-sc2-concepts |
def nd_cross_variogram(x1, y2, x2, y1):
"""
Inner most calculation step of cross-variogram
This function is used in the inner most loop of `neighbour_diff_squared`.
Parameters
----------
x, y : np.array
Returns
-------
np.array
"""
res = (x1 - x2)*(y1 - y2)
return r... | bigcode/self-oss-instruct-sc2-concepts |
def is_set(b: int, val: int, v6: bool) -> bool:
"""Return whether b-th bit is set in integer 'val'.
Special case: when b < 0, it acts as if it were 0.
"""
if b < 0:
b = 0
if v6:
return val & (1 << (127 - b)) != 0
else:
return val & (1 << (31 - b)) != 0 | bigcode/self-oss-instruct-sc2-concepts |
def get_chromosome_names_in_GTF(options):
""" Function to get the list of chromosome names present in the provided GTF file. """
chr_list = []
with open(options.annotation, "r") as GTF_file:
for line in GTF_file:
if not line.startswith("#"):
chr = line.split("\t")[0]
... | bigcode/self-oss-instruct-sc2-concepts |
from typing import List
def tablinks(tabs: List[str]) -> str:
"""Adds list of tabs/sections for the reports that are able to be clicked. For every 6 tabs we push them onto a new line.
Parameters
----------
tabs : List[str]
List of tabs/sections for the reports.
Returns
-------
st... | bigcode/self-oss-instruct-sc2-concepts |
def mash_infusion(
target_temp, initial_temp, grain_weight, water_volume, infusion_temp=212
):
"""
Get Volume of water to infuse into mash to reach scheduled temperature
All temperatures in F.
http://howtobrew.com/book/section-3/the-methods-of-mashing/calculations-for-boiling-water-additions
... | bigcode/self-oss-instruct-sc2-concepts |
def parse_args(argv):
"""Parse Alfred Arguments
Args:
argv: A list of arguments, in which there are only two
items, i.e., [mode, {query}].
The 1st item determines the search mode, there are
two options:
1) search by `topic`
2) search ... | bigcode/self-oss-instruct-sc2-concepts |
def bool_like(value, name, optional=False, strict=False):
"""
Convert to bool or raise if not bool_like.
Parameters
----------
value : object
Value to verify
name : str
Variable name for exceptions
optional : bool
Flag indicating whether None is allowed
stric... | bigcode/self-oss-instruct-sc2-concepts |
def import_custom_event(my_module):
"""Import CustomEvent from my_module."""
return my_module.CustomEvent | bigcode/self-oss-instruct-sc2-concepts |
from typing import MutableMapping
from typing import Optional
from typing import List
def extract_dependencies(content: MutableMapping) -> Optional[List[str]]:
"""
Extract the dependencies from the Cargo.toml file.
:param content: The Cargo.toml parsed dictionnary
:returns: Packages listed in the dep... | bigcode/self-oss-instruct-sc2-concepts |
def identity(obj):
"""Returns obj."""
return obj | bigcode/self-oss-instruct-sc2-concepts |
from typing import Mapping
def subdict(d: Mapping, keys=None):
"""Gets a sub-dict from a Mapping ``d``, extracting only those keys that are both in
``keys`` and ``d``.
Note that the dict will be ordered as ``keys`` are, so can be used for reordering
a Mapping.
>>> subdict({'a': 1, 'b': 2, 'c': 3,... | bigcode/self-oss-instruct-sc2-concepts |
import re
def validate_name(name, minlength=1, maxlength=30, fieldname='name'):
"""Validates a name with length and regular expression criteria.
Parameters
----------
name : str or QString
Name to be validated.
minlength : int
The minimum length of the name.
maxlength : in... | bigcode/self-oss-instruct-sc2-concepts |
def strip_mate_id(read_name):
"""
Strip canonical mate IDs for paired end reads, e.g.
#1, #2
or:
/1, /2
"""
if read_name.endswith("/1") or read_name.endswith("/2") or \
read_name.endswith("#1") or read_name.endswith("#2"):
read_name = read_name[0:-3]
return read_nam... | bigcode/self-oss-instruct-sc2-concepts |
def build_content_type(format, encoding='utf-8'):
"""
Appends character encoding to the provided format if not already present.
"""
if 'charset' in format:
return format
return "%s; charset=%s" % (format, encoding) | bigcode/self-oss-instruct-sc2-concepts |
def Inside_triangle(p, a, b, c):
""" inside_triangle(p, a, b, c)
p: point (x,y)
a, b, c: vertices of the triangle (x,y)
>>> inside_triangle(p, a, b, c)
"""
detT = (a[0]-c[0])*(b[1]-c[1]) - (a[1]-c[1])*(b[0]-c[0])
lambda1 = ((b[1]-c[1])*(p[0]-c[0]) - (b[0]-c[0])*(p[1]-c[1])) / detT
lambd... | bigcode/self-oss-instruct-sc2-concepts |
def clean_spaces(txt):
"""
Removes multiple spaces from a given string.
Args:
txt (str): given string.
Returns:
str: updated string.
"""
return " ".join(txt.split()) | bigcode/self-oss-instruct-sc2-concepts |
def process_z_slice_list(img_obj_list, config):
"""Make sure all members of z_slices are part of io_obj.
If z_slices = 'all', replace with actual list of z_slices
Parameters
----------
img_obj_list: list
list of mManagerReader instances
config: obj
ConfigReader instance
Ret... | bigcode/self-oss-instruct-sc2-concepts |
def blur_augment(is_training=True, **kwargs):
"""Applies random blur augmentation."""
if is_training:
prob = kwargs['prob'] if 'prob' in kwargs else 0.5
return [('blur', {'prob': prob})]
return [] | bigcode/self-oss-instruct-sc2-concepts |
import torch
def masked_softmax(x, m=None, dim=-1):
"""
Softmax with mask.
:param x: the Tensor to be softmaxed.
:param m: mask.
:param dim:
:return:
"""
if m is not None:
m = m.float()
x = x * m
e_x = torch.exp(x - torch.max(x, dim=dim, keepdim=True)[0])
if m i... | bigcode/self-oss-instruct-sc2-concepts |
def getCoord(percentX, percentY, image_size):
"""
Returns the width and height coordinates given the percentage of
the image size you want
percentX - percentage along x axis
percentY - percentage along y axis
image_size - tuple (width, height) of the total size of the image
@return - tuple f... | bigcode/self-oss-instruct-sc2-concepts |
import requests
from bs4 import BeautifulSoup
def scrape_reviews(isbn):
"""
Scrape reviews from book's Goodreads webpage using BeautifulSoup 4.
Return a list of tuples (names,rating,reviews)
"""
book_page_url = f"https://www.goodreads.com/api/reviews_widget_iframe?did=0&format=html&hide_last_page... | bigcode/self-oss-instruct-sc2-concepts |
import re
import json
def parse_output(s):
"""Parse a string of standard output text for the "OUTPUT: <JSON>"
line and return the parsed JSON object.
"""
m = re.search(r'^###OUTPUT: (.*)', s, re.MULTILINE)
if m is None:
return None
return json.loads(m.group(1)) | bigcode/self-oss-instruct-sc2-concepts |
def get_last_conv_layer(keras_model):
"""
Get last convolution layer name of keras model
input: Keras model
output: string of the name of the last convolution layer
Make sure last convolution layer has "conv" in the name!
"""
layer_names=[layer.name for layer in keras_model.layers]
layer_names.revers... | bigcode/self-oss-instruct-sc2-concepts |
def build_completed_questions_feedback(actor_name, quiz_name, course_name, score, feedback):
"""
Build the feedback when an user has completed the quiz and has failed the quiz.
:param actor_name: Name of the user that has completed the quiz.
:type actor_name: str
:param quiz_name: Name of the quiz.... | bigcode/self-oss-instruct-sc2-concepts |
def parse_fastq_description(description):
"""
Parse the description found in a fastq reads header
Parameters
----------
description: str
A string of the fastq reads description header
Returns
-------
description_dict: dict
A dictionary containing the keys and values fou... | bigcode/self-oss-instruct-sc2-concepts |
def convert_alpha_exponent(alpha):
"""Convert a DFA alpha value to the expected powerlaw exponent.
Parameters
----------
alpha : float
Alpha value from a detrended fluctuation analysis.
Returns
-------
exponent : float
Predicted aperiodic exponent value, representing a 1/f ... | bigcode/self-oss-instruct-sc2-concepts |
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