seed stringlengths 1 14k | source stringclasses 2
values |
|---|---|
def right_pad(xs, min_len, pad_element):
"""
Appends `pad_element`s to `xs` so that it has length `min_len`.
No-op if `len(xs) >= min_len`.
"""
return xs + [pad_element] * (min_len - len(xs)) | bigcode/self-oss-instruct-sc2-concepts |
def get_lids(f):
"""get identifiers that specify an absolute location (i.e. start with '/')"""
lids={}
for ns in f.ddef.keys():
lids[ns] = []
structures = f.ddef[ns]['structures']
for id in structures:
if id[0] == '/':
lids[ns].append(id)
return lids | bigcode/self-oss-instruct-sc2-concepts |
def real2complex(rfield):
"""
convert raw qg_model output to complex numpy array
suppose input has shape
psi(time_step (optional), real_and_imag, ky, kx, z(optional))
"""
if rfield.shape[-2]+1 == 2*rfield.shape[-3]:
return rfield[...,0,:,:,:]+1j*rfield[...,1,:,:,:]
elif rfield.sh... | bigcode/self-oss-instruct-sc2-concepts |
def point_from_pose(pose):
"""get the origin point from a pose
Parameters
----------
pose : Pose
[description]
Returns
-------
Point, np array of three floats
[description]
"""
return pose[0] | bigcode/self-oss-instruct-sc2-concepts |
def strip_spaces(fields):
"""
Strip spaces and newline characters from a list of strings.
Inputs
------
fields : list of strings
Returns
-------
list : modified input list where the characters ' \n' have been stripped
Examples
--------
strip_spaces(['hi ', 'zeven 1', 'yo\n... | bigcode/self-oss-instruct-sc2-concepts |
def readable_keyword(s):
"""Return keyword with only the first letter in title case."""
if s and not s.startswith("*") and not s.startswith("["):
if s.count("."):
library, name = s.rsplit(".", 1)
return library + "." + name[0].title() + name[1:].lower()
else:
... | bigcode/self-oss-instruct-sc2-concepts |
def _default_bounds(signal):
"""Create a default list of bounds for a given signal description
If no bounds were specified, they default to [0, 0]:
['name', 0, 0, 0, 0]
If no bits of the port were picked, the whole port is picked:
['name', x, y, x, y]
A signal may use a slice of a port
... | bigcode/self-oss-instruct-sc2-concepts |
def accept_objects(func):
"""This decorator can be applied to functions whose first argument is a list
of x, y, z points. It allows the function to also accept a list of objects
which have x(), y() and z() methods instead."""
def new_func(objects, *args, **kwargs):
try:
points = [(x... | bigcode/self-oss-instruct-sc2-concepts |
def _filter_rows(df, min_ct=0):
"""Filter out rows with counts less than the minimum."""
row_sums = df.T.sum()
filtered_df = df[row_sums >= min_ct]
return filtered_df | bigcode/self-oss-instruct-sc2-concepts |
def get_last_id(list_of_id, width):
""" Gets the last identifier given a list of identifier.
:param list_of_id: list of identifier
:param width: the width of the identifier.
:return: the last identifier.
"""
last_number = 0
for identifier in list_of_id:
if identifier == "":
... | bigcode/self-oss-instruct-sc2-concepts |
def get_list_by_separating_strings(list_to_be_processed, char_to_be_replaced=",", str_to_replace_with_if_empty=None):
""" This function converts a list of type:
['str1, str2, str3', 'str4, str5, str6, str7', None, 'str8'] to:
[['str1', 'str2', 'str3'], ['str4', 'str5', 'str6', 'str7'], [], ['str8']]
"... | bigcode/self-oss-instruct-sc2-concepts |
import pathlib
def get_configuration_path() -> str:
"""Returns project root folder."""
return str(pathlib.Path(__file__).parent.parent.parent) + '/configuration/conf.ini' | bigcode/self-oss-instruct-sc2-concepts |
def try_int(s, *args):
"""Convert to integer if possible."""
#pylint: disable=invalid-name
try:
return int(s)
except (TypeError, ValueError):
return args[0] if args else s | bigcode/self-oss-instruct-sc2-concepts |
def datetime_adapter(obj, request):
"""Json adapter for datetime objects."""
try:
return obj.strftime('%d/%m/%Y %H:%M:%S')
except:
return obj.strftime('%d/%m/%Y') | bigcode/self-oss-instruct-sc2-concepts |
def validate_input_data(data):
"""
Takes in user input data
Checks if all the keys are provided
Raise key error if a key is missing
Returns a validated data in a dict format
"""
cleaned_data = {}
for key in data:
if data[key] is None:
assert False, key + ' key is miss... | bigcode/self-oss-instruct-sc2-concepts |
def get_delegated_OTP_keys(permutation, x_key, z_key, num_qubits=14, syndrome_cnots = [[14, 0], [14, 2], [14, 4], [14, 6], [15, 1], [15, 2], [15, 5], [15, 6], [16, 3], [16, 4], [16, 5], [16, 6], [17, 7], [17, 9], [17, 11], [17, 13], [18, 8], [18, 9], [18, 12], [18, 13], [19, 10], [19, 11], [19, 12], [19, 13]]):
"""
... | bigcode/self-oss-instruct-sc2-concepts |
import requests
def get_user_api_token(logger, username, password):
"""
Generate iAuditor API Token
:param logger: the logger
:return: API Token if authenticated else None
"""
generate_token_url = "https://api.safetyculture.io/auth"
payload = "username=" + username + "&password=" +... | bigcode/self-oss-instruct-sc2-concepts |
from typing import List
from typing import Any
import fnmatch
def get_elements_fnmatching(l_elements: List[Any], s_fnmatch_searchpattern: str) -> List[str]:
"""get all elements with type str which are matching the searchpattern
>>> get_elements_fnmatching([], 'a*')
[]
>>> get_elements_fnmatching(['ab... | bigcode/self-oss-instruct-sc2-concepts |
def resolve_keywords_array_string(keywords: str):
""" Transforms the incoming keywords string into its single keywords and returns them in a list
Args:
keywords(str): The keywords as one string. Sometimes separates by ',', sometimes only by ' '
Returns:
The keywords in a nice list
"""
... | bigcode/self-oss-instruct-sc2-concepts |
import re
def get_test_keys(data):
"""Return case keys from report string.
Args:
data(str): test case results
Returns:
list[str]: list of report keys
"""
keys_rules = re.compile('<success>(.*?)</success>')
return keys_rules.findall(data) | bigcode/self-oss-instruct-sc2-concepts |
def get_return_assign(return_type: str) -> str:
"""
int foo() => 'int r ='
void foo() => ''
"""
s = return_type.strip()
if 'void' == s:
return ''
return '{} r ='.format(s) | bigcode/self-oss-instruct-sc2-concepts |
def get_state_root(spec, state, slot) -> bytes:
"""
Return the state root at a recent ``slot``.
"""
assert slot < state.slot <= slot + spec.SLOTS_PER_HISTORICAL_ROOT
return state.state_roots[slot % spec.SLOTS_PER_HISTORICAL_ROOT] | bigcode/self-oss-instruct-sc2-concepts |
def apply_uv_coverage(Box_uv, uv_bool):
"""Apply UV coverage to the data.
Args:
Box_uv: data box in Fourier space
uv_bool: mask of measured baselines
Returns:
Box_uv
"""
Box_uv = Box_uv * uv_bool
return Box_uv | bigcode/self-oss-instruct-sc2-concepts |
import torch
def box_cxcywh_to_xyxy(x: torch.Tensor):
"""
Change bounding box format:
w
--------- xy-------
| | | |
h | xy | --> | |
| | | |
--------- -------xy
"""
x_c, y_c, w, h = x.unbind(1)
... | bigcode/self-oss-instruct-sc2-concepts |
def validate_extra(value: dict, context: dict = {}) -> dict:
"""
Default extra validator function. Can be overriden by providing a
dotted path to a function in ``SALESMAN_EXTRA_VALIDATOR`` setting.
Args:
value (str): Extra dict to be validated
context (dict, optional): Validator context... | bigcode/self-oss-instruct-sc2-concepts |
def is_timezone_aware(value):
"""Check if a datetime is time zone aware.
`is_timezone_aware()` is the inverse of `is_timezone_naive()`.
:param value: A valid datetime object.
:type value: datetime.datetime, datetime.time
:returns: bool -- if the object is time zone aware.
:raises: TypeError
... | bigcode/self-oss-instruct-sc2-concepts |
def clear_object_store(
securityOrigin: str, databaseName: str, objectStoreName: str
) -> dict:
"""Clears all entries from an object store.
Parameters
----------
securityOrigin: str
Security origin.
databaseName: str
Database name.
objectStoreName: str
Ob... | bigcode/self-oss-instruct-sc2-concepts |
def bytes_to_block(block_size: int, i: int) -> slice:
"""
Given the block size and the desired block index,
return the slice of bytes from 0 to the end of the given block.
:param block_size: The block size.
:param i: The block index.
:return: slice of bytes from 0 to the end of the specified bl... | bigcode/self-oss-instruct-sc2-concepts |
def extended_euclid_xgcd(a, b):
"""
Returns d, u, v = xgcd(a,b)
Where d = ua + vb = gcd(a, b)
"""
s = 0
old_s = 1
t = 1
old_t = 0
r = b
old_r = a
while r != 0:
quotient = old_r // r
old_r, r = r, old_r - quotient * r
old_s, s = s, old_s - quotient * s... | bigcode/self-oss-instruct-sc2-concepts |
def sum_parameters(param):
"""
Sums the equation parameters which have the same exponent and polynomial term.
(a, ni, bi) and (c, ni, bi) become (a + c, ni, bi).
Parameters
-----------
param: list
list of tuples (Ai, ni, Bi)
Returns
----------
out: list
list of ... | bigcode/self-oss-instruct-sc2-concepts |
def is_continuation(val):
"""Any subsequent byte is a continuation byte if the MSB is set."""
return val & 0b10000000 == 0b10000000 | bigcode/self-oss-instruct-sc2-concepts |
def number_keys(a_dictionary):
"""Return the number of keys in a dictionary."""
return (len(a_dictionary)) | bigcode/self-oss-instruct-sc2-concepts |
def true_false_converter(value):
"""
Helper function to convert booleans into 0/1 as SQlite doesn't have a boolean data type.
Converting to strings to follow formatting of other values in the input. Relying on later part of pipeline to change to int.
"""
if value == "True":
return '1'
... | bigcode/self-oss-instruct-sc2-concepts |
def celcius_2_kelvin(x):
"""Convert celcius to kelvin."""
return x + 273.15 | bigcode/self-oss-instruct-sc2-concepts |
from typing import Dict
from typing import Union
from typing import List
from typing import Any
from functools import reduce
def getitems(obj: Dict, items: Union[List, str], default: Any = None) -> Any:
"""
递归获取数据
注意：使用字符串作为键路径时，须确保 Key 值均为字符串
:param obj: Dict 类型数据
:param items: 键列表：['foo', 'bar'... | bigcode/self-oss-instruct-sc2-concepts |
def compute_range(word_size,bits_per_sample):
"""
Get starting positions in word for groups of bits_per_sample bits.
Notes
-----
|
| **Example:**
|
| word_size=32
| bits_per_sample=4
| list(compute_range(word_size,bits_per_sample))
| >>> [0, 4, 8, 12, 16, 20, 24, 28]... | bigcode/self-oss-instruct-sc2-concepts |
def convert_to_bool(x) -> bool:
"""Convert string 'true' to bool."""
return x == "true" | bigcode/self-oss-instruct-sc2-concepts |
def _stretch_string(string, length):
"""Stretch the game title so that each game takes equal space.
:param string: the string to stretch
:type string: str
:param length: the length that the string needs to be stretched to
:type length: int
:return: the stretched string
:rtype: ... | bigcode/self-oss-instruct-sc2-concepts |
import json
def load_json_file(jfile):
"""
Load json file given filename
"""
with open(jfile) as handle:
j = json.load(handle)
return j | bigcode/self-oss-instruct-sc2-concepts |
def is_vowel(char: str) -> bool:
"""
returns True if the character is vowel else False
>>> is_vowel('A')
True
>>> is_vowel('e')
True
>>> is_vowel('f')
False
"""
vowels = ["A", "E", "I", "O", "U", "a", "e", "i", "o", "u"]
# Check for empty string
if not char:
retur... | bigcode/self-oss-instruct-sc2-concepts |
def bisect_map(mn, mx, function, target):
"""
Uses binary search to find the target solution to a function, searching in
a given ordered sequence of integer values.
Parameters
----------
seq : list or array, monotonically increasing integers
function : a function that takes a single integer... | bigcode/self-oss-instruct-sc2-concepts |
def b(s):
"""
bytes/str/int/float -> bytes
"""
if isinstance(s, bytes):
return s
elif isinstance(s, (str,int,float)):
return str(s).encode("utf-8")
else:
raise TypeError(s) | bigcode/self-oss-instruct-sc2-concepts |
def p2q(plist, do_min=1, verb=1):
"""convert list of p-value to a list of q-value, where
q_i = minimum (for m >= i) of N * p_m / m
if do min is not set, simply compute q-i = N*p_i/i
return q-values in increasing significance
(i.e. as p goes large to small, or gets more signific... | bigcode/self-oss-instruct-sc2-concepts |
from pathlib import Path
def get_packages(package):
"""
Return root package and all sub-packages.
"""
return [str(path.parent) for path in Path(package).glob("**/__init__.py")] | bigcode/self-oss-instruct-sc2-concepts |
import base64
def to_base64(full_path):
"""
Return the base64 content of the file path
:param file_path: Path to the file to read
:type file_path: str
:return: File content encoded in base64
:rtype: str
"""
with open(full_path, "rb") as bin_file:
return base64.b64encode(bin_f... | bigcode/self-oss-instruct-sc2-concepts |
import time
def get_timestamp(length=13):
""" get current timestamp string
>>> len(str(int(get_timestamp(10))))
10
:param length: length of timestamp, can only between 0 and 16
:return:
"""
if isinstance(length, int) and 0 < length < 17:
return int("{:.6f}".format(time.time()).re... | bigcode/self-oss-instruct-sc2-concepts |
def construct_user_data(user=None):
"""Return dict with user data
The returned keys are the bare minimum: username, first_name, last_name
and email. No permissions or is_superuser flags!
"""
user_data = {}
for key in ["username", "first_name", "last_name", "email"]:
user_data[key] = ge... | bigcode/self-oss-instruct-sc2-concepts |
def get_books_by_author(args, books):
"""
Get books whose author name contains the arguments
:param args: args object containing all arguments
:param books: A list of book objects read from csv file
:return: A dictionary with matched authors' names as key and a list of their
book object... | bigcode/self-oss-instruct-sc2-concepts |
def parse_clusters(cluster_file):
"""
expects one line per cluster, tab separated:
cluster_1_rep member_1_1 member 1_2 ...
cluster_2_rep member_2_1 member_2_2 ...
"""
cluster_dict = {}
with open(cluster_file) as LINES:
for line in LINES:
genes = line.strip()... | bigcode/self-oss-instruct-sc2-concepts |
def _new_array(ctype, size):
"""Create an ctypes.Array object given the ctype and the size of array."""
return (size * ctype)() | bigcode/self-oss-instruct-sc2-concepts |
import json
def to_json(**kwargs):
"""Convert input arguments to a formatted JSON string
as expected by the EE API.
"""
return {'jsonRequest': json.dumps(kwargs)} | bigcode/self-oss-instruct-sc2-concepts |
def _masked_loss(loss, mask, eps=1e-8):
"""
Average the loss only for the visible area (1: visible, 0: occluded)
"""
return (loss * mask).sum() / (mask.sum() + eps) | bigcode/self-oss-instruct-sc2-concepts |
def _roundn(num, n):
"""Round to the nearest multiple of n greater than or equal to the
given number. EMF records are required to be aligned to n byte
boundaries."""
return ((num + n - 1) // n) * n | bigcode/self-oss-instruct-sc2-concepts |
import re
def _split_by_punctuation(chunks, puncs):
"""Splits text by various punctionations
e.g. hello, world => [hello, world]
Arguments:
chunks (list or str): text (str) to split
puncs (list): list of punctuations used to split text
Returns:
list: list with split text
... | bigcode/self-oss-instruct-sc2-concepts |
def filename_from_path(full_path):
"""
given file path, returns file name (with .xxx ending)
"""
for i in range(len(full_path)):
j = len(full_path) - 1 - i
if full_path[j] == "/" or full_path[j] == "\\":
return full_path[(j + 1):] | bigcode/self-oss-instruct-sc2-concepts |
def type_or_none(default_type):
"""
Convert the string 'None' to the value `None`.
>>> f = type_or_none(int)
>>> f(None) is None
True
>>> f('None') is None
True
>>> f(123)
123
"""
def f(value):
if value is None or value == 'None':
return None
retu... | bigcode/self-oss-instruct-sc2-concepts |
import random
import string
def random_string() -> str:
""" Generate a random string """
k = random.randint(5, 10)
return ''.join(random.choices(string.ascii_letters + string.digits, k=k)) | bigcode/self-oss-instruct-sc2-concepts |
def get_dev_raw_data_source(pipeline_builder, raw_data, data_format='JSON', stop_after_first_batch=False):
""" Adds a 'Dev Raw Data Source' stage to pipeline_builder and sets raw_data, data_format and
stop_after_first_batch properties of that stage. Returns the added stage"""
dev_raw_data_source = pipeline... | bigcode/self-oss-instruct-sc2-concepts |
import colorsys
import random
def random_colors(N, bright=False):
"""
Generate random colors.
To get visually distinct colors, generate them in HSV space then
convert to RGB.
"""
brightness = 1.0 if bright else 0.7
hsv = [(i / N, 1, brightness) for i in range(N)]
colors = list(map(... | bigcode/self-oss-instruct-sc2-concepts |
def clean(s):
"""
Attempt to render the (possibly extracted) string as legible as possible.
"""
result = s.strip().replace("\n", " ")
result = result.replace("\u00a0", " ") # no-break space
result = result.replace("\u000c", " ") # vertical tab
while " " in result:
result = result.... | bigcode/self-oss-instruct-sc2-concepts |
def compute_Obj(Y, A, K): # main objective
""" sum_{j=2}^K of (Y_{:,j})^TA(Y_{:,j}) / ((Y_{:,j})^T(Y_{:,j})) """
num, de = 0, 0
for i in range(K-1):
num += (Y[:,i+1].T).dot(A.dot(Y[:,i+1]))
de += Y[:,i+1].T@Y[:,i+1]
return (num / de) | bigcode/self-oss-instruct-sc2-concepts |
def indexOfLargestInt(listOfInts):
"""
return index of largest element of non-empty list of ints, or False otherwise
That is, return False if parameter is an empty list, or not a list
parameter is not a list consisting only of ints
By "largest", we mean a value that is no smaller than any other
... | bigcode/self-oss-instruct-sc2-concepts |
from typing import Optional
from pathlib import Path
def relative_example_path(example_id: str, data_name: Optional[str] = None):
"""
Returns the relative path from a train or test directory to the data file for the
given example_id and data_name.
"""
prefix = data_name + "_" if data_name else ""
... | bigcode/self-oss-instruct-sc2-concepts |
def rshift(val, n):
"""
Python equivalent to TypeScripts >>> operator.
@see https://stackoverflow.com/questions/5832982/how-to-get-the-logical-right-binary-shift-in-python
"""
return (val % 0x100000000) >> n | bigcode/self-oss-instruct-sc2-concepts |
def is_sale(this_line):
"""Determine whether a given line describes a sale of cattle."""
is_not_succinct = len(this_line.split()) > 3
has_price = '$' in this_line
return has_price and is_not_succinct | bigcode/self-oss-instruct-sc2-concepts |
import itertools
def sparse_dict_from_array(array, magnitude_threshold=0):
"""Converts a array to a dict of nonzero-entries keyed by index-tuple."""
ret = {}
for index_tuple in itertools.product(*(map(range, array.shape))):
v = array[index_tuple]
if abs(v) > magnitude_threshold:
ret[index_tuple] =... | bigcode/self-oss-instruct-sc2-concepts |
from typing import Literal
import unicodedata
def unicode(text: str, *, form: Literal["NFC", "NFD", "NFKC", "NFKD"] = "NFC") -> str:
"""
Normalize unicode characters in ``text`` into canonical forms.
Args:
text
form: Form of normalization applied to unicode characters.
For exa... | bigcode/self-oss-instruct-sc2-concepts |
def without_duplicates(args):
"""
Removes duplicated items from an iterable.
:param args: the iterable to remove duplicates from
:type args: iterable
:return: the same iterable without duplicated items
:rtype: iterable
:raise TypeError: if *args* is not iterable
"""
if hasattr(args,... | bigcode/self-oss-instruct-sc2-concepts |
def create_vulnerability_dictionary(qid, title,
ip, name, category, severity,
solution, diagnosis, consequence):
"""
Creates a vulnerability dictionary.
:param qid: integer Qualys ID of the vulnerability.
:param title: string, title... | bigcode/self-oss-instruct-sc2-concepts |
def get_page_text(soup):
"""Return all paragraph text of a webpage in a single string.
"""
if soup is None:
return ''
paragraphs = [para.text for para in soup.select('p')]
text = '\n'.join(paragraphs)
return text | bigcode/self-oss-instruct-sc2-concepts |
import pickle
def read_pickle(file_name):
""" Reads a data dictionary from a pickled file.
Helper function for curve and surface ``load`` method.
:param file_name: name of the file to be loaded
:type file_name: str
:return: data dictionary
:rtype: dict
"""
# Try opening the file for ... | bigcode/self-oss-instruct-sc2-concepts |
def get_appliance_dns(
self,
ne_id: str,
cached: bool,
) -> dict:
"""Get DNS server IP addresses and domain configurations from Edge
Connect appliance
.. list-table::
:header-rows: 1
* - Swagger Section
- Method
- Endpoint
* - dns
- GET
... | bigcode/self-oss-instruct-sc2-concepts |
from pathlib import Path
def get_filesize(pathname: Path) -> int:
"""
Returns the size of a file in bytes.
Parameters
----------
pathname : Path
Returns
-------
int
"""
return pathname.stat().st_size | bigcode/self-oss-instruct-sc2-concepts |
import hashlib
def SimpleMerkleRoot(hashes, hash_function=hashlib.sha256):
"""
Return the "Simple" Merkle Root Hash as a byte blob from an iterable
ordered list of byte blobs containing the leaf node hashes.
Works by recursively hashing together pairs of consecutive hashes to
form a reduced set o... | bigcode/self-oss-instruct-sc2-concepts |
def round_robin_list(num, to_distribute):
"""Return a list of 'num' elements from 'to_distribute' that are evenly distributed
Args:
num: number of elements in requested list
to_distribute: list of element to be put in the requested list
>>> round_robin_list(5, ['first', 'second'])
['fi... | bigcode/self-oss-instruct-sc2-concepts |
def inline(sconf):
"""
Return config in inline form, opposite of :meth:`config.expand`.
Parameters
----------
sconf : dict
Returns
-------
dict
configuration with optional inlined configs.
"""
if (
'shell_command' in sconf
and isinstance(sconf['shell_co... | bigcode/self-oss-instruct-sc2-concepts |
import hashlib
def md5sum(data):
"""
Return md5sum of data as a 32-character string.
>>> md5sum('random text')
'd9b9bec3f4cc5482e7c5ef43143e563a'
>>> md5sum(u'random text')
'd9b9bec3f4cc5482e7c5ef43143e563a'
>>> len(md5sum('random text'))
32
"""
return hashlib.md5(data).hexdig... | bigcode/self-oss-instruct-sc2-concepts |
def parse_team_stats(stat_obj: dict) -> str:
"""
Currently, individual team's stats look like this from Dynamo:
"Hotshots": {
"GA": "25",
"GF": "27",
"GP": "7",
"L": "3",
"OTL": "0",
"PTS": "8",
"SOL": "0",
"T": "0",
"W": "4"
}
we turn these into a nice human read... | bigcode/self-oss-instruct-sc2-concepts |
from typing import List
def is_asset_blacklisted(name: str, blacklist: List[str]) -> bool:
"""
Check whether an asset must be filtered
:param name
:param blacklist
:returns bool
"""
return any(map(lambda x : name.endswith(x), blacklist)) | bigcode/self-oss-instruct-sc2-concepts |
def get_body_length(htc_struc, body):
"""Get the length of a body from htc structure, given string name"""
body_contents = htc_struc.get_subsection_by_name(body).c2_def.contents
last_key = next(reversed(body_contents))
length = abs(body_contents[last_key].values[-2])
return length | bigcode/self-oss-instruct-sc2-concepts |
def get_tcp_udp_port_data(self) -> dict:
"""Get list of TCP, UDP ports and their applications
.. list-table::
:header-rows: 1
* - Swagger Section
- Method
- Endpoint
* - spPortal
- GET
- /spPortal/tcpUdpPorts
:return: Returns dictionary of p... | bigcode/self-oss-instruct-sc2-concepts |
def _RemoteSteps(api, app_engine_sdk_path, platform):
"""Runs the build steps specified in catapult_build/build_steps.py.
Steps are specified in catapult repo in order to avoid multi-sided patches
when updating tests and adding/moving directories.
This step uses the generator_script; see documentation at
gi... | bigcode/self-oss-instruct-sc2-concepts |
def ce(actual, predicted):
"""
Computes the classification error.
This function computes the classification error between two lists
:param actual : int, float, list of numbers, numpy array
The ground truth value
:param predicted : same type as actual
The pr... | bigcode/self-oss-instruct-sc2-concepts |
async def hello():
"""
Returns "hello from service1"
"""
return 'hello from service1' | bigcode/self-oss-instruct-sc2-concepts |
def parsePoint(storedPt):
"""
Translates a string of the form "{1, 0}" into a float tuple (1.0, 0.0)
"""
return tuple(float(c) for c in storedPt.strip("{}").split(",")) | bigcode/self-oss-instruct-sc2-concepts |
def spatial_overlap_conv_3x3_stride_2(p):
"""
This method computes the spatial overlap of 3x3 convolutional layer with stride 2 in terms of its input feature map's
spatial overal value (p).
"""
return (1 + 2 * (1-p)) / (1 + 4 * (1 - p) * (2 - p)) | bigcode/self-oss-instruct-sc2-concepts |
def join(*args):
"""
Return a string composed of the result of applying str() to each one of
the given args, separated by spaced, but only if the item exists.
Example:
>>> join('Hello', False, 1, True, 0, 'world')
'Hello 1 True world'
"""
strings = [str(arg) for arg in args if a... | bigcode/self-oss-instruct-sc2-concepts |
from typing import List
from typing import Dict
def reduce_raw_dict(data: List[Dict[str, str]]) -> List[Dict[str, str]]:
"""
Initial data cleanup. Filter all logs that deal with accessing a
"BernsteinConference" page and that contain "Completed" to remove
"Started" duplicates. Further remove "/plugin... | bigcode/self-oss-instruct-sc2-concepts |
def build(name, builder):
"""Wrapper to turn (name, vm) -> val method signatures into (vm) -> val."""
return lambda vm: builder(name, vm) | bigcode/self-oss-instruct-sc2-concepts |
def PrepareCorrResults(df):
"""
Pass it a dataframe, and it returns Pairwise Pearson correlation coefficient values
for the entire variables of the datadframe.
The first columns of the returned dfCORR contains correlation values of the classvariable
versus all other variables.
"""
dfCORR ... | bigcode/self-oss-instruct-sc2-concepts |
def full_to_type_name(full_resource_name):
"""Creates a type/name format from full resource name."""
return '/'.join(full_resource_name.split('/')[-2:]) | bigcode/self-oss-instruct-sc2-concepts |
def is_shuffle(stage: str) -> bool:
"""Whether shuffle input.
Args:
stage: Train, val, test.
Returns:
Bool value.
"""
is_sh = {'train': True, 'val': False, 'test': False}
return is_sh[stage] | bigcode/self-oss-instruct-sc2-concepts |
def _get_item_by_name(cls, name):
"""
Gets the item from the corresponding class with the indicated name.
:param cls: Class / Entity of the item.
:param name: Case-insensitive name of the item.
:return: The item if there is a match, None otherwise.
"""
if name:
try:
retur... | bigcode/self-oss-instruct-sc2-concepts |
import six
def intersect(*masks):
"""Return new masks that are the per-layer intersection of the provided masks.
Args:
*masks: The set of masks to intersect.
Returns:
The intersection of the provided masks.
"""
result = {}
for mask in masks:
for layer, values in six.iteritems(mask):
if ... | bigcode/self-oss-instruct-sc2-concepts |
def get_label_dummy_goal(vertex_input):
"""Get the index of the fictitious dummy goal (last vertex + 1)"""
if isinstance(vertex_input, int):
v_g = vertex_input + 1
return v_g
elif isinstance(vertex_input, list):
v_g = vertex_input[-1] + 1
return v_g
else:
print('... | bigcode/self-oss-instruct-sc2-concepts |
from typing import Any
def is_not(a: Any, b: Any, /) -> bool:
"""Check if the arguments are different objects."""
return id(a) != id(b) | bigcode/self-oss-instruct-sc2-concepts |
import torch
def clip_gradient(model, clip_norm=10):
""" clip gradients of each parameter by norm """
for param in model.parameters():
torch.nn.utils.clip_grad_norm(param, clip_norm)
return model | bigcode/self-oss-instruct-sc2-concepts |
import random
def split_partition(annotations):
"""Randomly split annotations into train (80%), dev (10%), and test (10%) sets"""
train_annotations = dict()
dev_annotations = dict()
test_annotations = dict()
doc_names = list(annotations.keys())
random.seed(100) #To ensure the shu... | bigcode/self-oss-instruct-sc2-concepts |
import math
def conttogrowth(contrate):
"""
Convert continuous compounding rate to annual growth
"""
return math.exp(contrate) | bigcode/self-oss-instruct-sc2-concepts |
def Backtracking_linesearch(f, x, lambda_newton, Delta_x,options):
"""
The goal of this function is to perform a backtracking linesearch to adapt
the stepsize t of the Newton step, i.e. prepare a damped Newton step.
For this, do the following:
1. Imports and definitions
2. Loop till con... | bigcode/self-oss-instruct-sc2-concepts |
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