content
stringlengths
35
416k
sha1
stringlengths
40
40
id
int64
0
710k
def median(values): """Return median value for the list of values. @param values: list of values for processing. @return: median value. """ values.sort() n = int(len(values) / 2) return values[n]
c40b9e0b2cdd2b00ae6692aed2cfe9787bc8f9df
701,294
import torch def collate_fn(batch, transforms): """Collate function to be passed to the PyTorch dataloader. Parameters ---------- batch : list Uncollated batch of size `batch_size`. device : str or torch.device Current working device. transforms : callable Transformati...
89daebd2f58d9a7b83c7bd7c14cdde2ed16d8b3d
701,295
def sanitizer(name): """ Sanitizes a string supposed to be an entity name. That is, invalid characters like slashes are substituted with underscores. :param name: A string representing the name. :returns: The sanitized name. :rtype: str """ return name.replace("/", "_")
f59aa75a40067068c711a4ca01b643c69d43cd0c
701,296
import subprocess def git_uncommited_changes(): """ Returns True if the current git branch has uncommitted changes. """ p = subprocess.Popen( ['git', 'status'], ) returncode = p.wait() return (returncode is not 0)
0e72aa04afabc0dd8a014dbfb30a08cdf22eed01
701,297
import re def password_string(value): """密码输入类型""" if len(value) < 8 or len(value) > 20 or re.match(r'^(?![0-9]+$)(?![a-zA-Z]+$)[0-9A-Za-z]{6,20}$', value) is None: raise ValueError('密码至少包含 数字和英文,长度6-20,不能出现非法字符') return value
e6bfcc473c164cd06e3acd65165f6fb9dcd251cf
701,298
def build_bankruptcy_definition(years): """Build a bankruptcy definition Notes: This function is set according to a line of best fit from Year 0 at -10% ROI to 10% ROI by Year 7. Args: years (int): No. of years for analysis Returns: Bankruptcy definitio...
c2364bd97eec587e57bc0d701d83b304631a8bd2
701,299
def bad_unpacking(): """ one return isn't unpackable """ if True: return None return [1, 2]
dd241b5aa49b58300fd883d61b5eb41b1eb92aa1
701,300
def build_slices_from_list_of_arrays(list_of_arrays, n_his, n_feat, verbose=0): """ This function creates a list of slices of shape (n_his + 1, n_feat) """ assert list_of_arrays[0].shape[1] == n_feat, "list_of_arrays[0].shape[1]={} but n_feat={}".format( list_of_arrays[0].shape[1], n_feat) X_sl...
bfec73928e84a07eab9fc00f2cf9c8b1d5ca31cb
701,301
def luhn_checksum(check_number): """http://en.wikipedia.org/wiki/Luhn_algorithm .""" def digits_of(n): return [int(d) for d in str(n)] digits = digits_of(check_number) odd_digits = digits[-1::-2] even_digits = digits[-2::-2] checksum = 0 checksum += sum(odd_digits) for d in even_...
4209fd2f77acb240e7e2adfca63d638bb6f79187
701,302
def blockchain_timeframe_summary(final_df, config) -> dict: """ Get summary statistics :param final_df: The full dataframe of address information from the blockchain :param config: configuration file for including start/end times in output dataframe """ print("Getting summary counts of analysi...
eedbb4e33bfdb937426ace26eba10427694356ec
701,303
import ctypes def make_array_ctype(ndim): """Create a ctypes representation of an array_type. Parameters ----------- ndim: int number of dimensions of array Returns ----------- a ctypes array structure for an array with the given number of dimensions """ c_int...
c83ab386d40043d49d1b86c21c2789c461999fc5
701,305
def get_json_request_header(): """ Return the header for JSON request :return: """ return {'Accept': 'application/json', 'Authorization': 'Token sessionTokenHere==', 'Accept-Language': 'en'}
9767910ae8e4c1fe8993ab45fa2331e9ea6efad1
701,306
import platform def get_uname(): """Get uname.""" # Preferable to running a system command uname = " ".join(platform.uname()) return uname
18b7fc9ae6c51c0c5087ed67586a7fc358697405
701,307
def reindent(str, spaces=''): """ Removes any leading empty columns of spaces """ lines = str.splitlines() lspace = [len(l) - len(l.lstrip()) for l in lines if l.lstrip()] margin = len(lspace) and min(lspace) return '\n'.join((spaces + l[margin:]) for l in lines)
af46a4440839fb38850d973df0d62abe02213755
701,308
def income_percentiles(row, percentiles, prefix="total"): """ Estimate income percentiles from counts in the census income ranges. Parameters ========== row: pandas.Series A series that contains binned incomes in the ranges given by CENSUS_INCOME_RANGES. percentiles: List[float...
ca44ef180f13c730a2eea10c4c4b576e8d54819e
701,309
def eq_xtl( Cl, D, F, ): """ eq_xtl calculates the composition of a trace element in the remaining liquid after a certain amount of crystallization has occured from a source melt when the crystal remeains in equilibrium with the melt as described by White (2013) Chapter 7 eq. 7.81. It then calculate...
298a5557775a953a645aade70f41818e42e761ac
701,310
def quantity_label(quantity): """Returns formatted string of parameter label """ labels = { 'accrate': r'$\dot{m}$', 'alpha': r'$\alpha$', 'd_b': r'$d \sqrt{\xi_\mathrm{b}}$', 'dt': r'$\Delta t$', 'fluence': r'$E_\mathrm{b}$', 'length': 'Burst length', ...
467baf8f3d2ae72474e6f65e6990779e7cb10034
701,311
def get_response(request): """ Fake view-like callback to use in middleware tests. """ return None
711106895c1aa21847152763bdd05a1f9a367ed6
701,313
def set_proper_dtypes(df): """ forgot to save integers as integers. Only the distances feature columns have true floats. """ potential_integer_cols = df.columns.difference(list(df.filter(regex='distances.*', axis=1))) for col in potential_integer_cols: if str(df[col].dtype) != 'object': ...
2a7d5f615c666d9a1778dfda1ba427c87541e34b
701,314
import gevent # type: ignore from gevent.monkey import is_object_patched # type: ignore from eventlet.patcher import is_monkey_patched # type: ignore import re import sys def _is_contextvars_broken(): # type: () -> bool """ Returns whether gevent/eventlet have patched the stdlib in a way where thread l...
39c298d0fc1cedf7770215b5fe802bdc0dfe4644
701,315
def natSettings(ctx, mach, nicnum, nat, args): """This command shows/alters NAT settings. usage: nat <vm> <nicnum> settings [<mtu> [[<socsndbuf> <sockrcvbuf> [<tcpsndwnd> <tcprcvwnd>]]]] mtu - set mtu <= 16000 socksndbuf/sockrcvbuf - sets amount of kb for socket sending/receiving buffer tcpsndwnd/tc...
2b3e60e68f7c04e8f46b63acf3713297d781d852
701,317
def compare_cards(card1, card2): """ Compare the two given cards and return success if successful """ success = False if card1.symbol == card2.symbol: success = True # Success return success
27ee184305bd725af2dd1a4a3ef90ef72c815fbf
701,319
def local_overrides_git(install_req, existing_req): """Check whether we have a local directory and a Git URL :param install_req: The requirement to install :type install_req: pip.req.req_install.InstallRequirement :param existing_req: An existing requirement or constraint :type existing_req: pip.re...
5c031506ddee4d05332421f8470026fbceb0978d
701,320
def initializeANEOS(in_filename = "std::string", out_filename = "std::string", izetl = "std::vector<int>"): """Initialize ANEOS with some rather arcane input. in_filename : The name of the ANEOS input file, initializes the Fortran ANEOS library out_filename : An optional fi...
eedb4227c13e78a52916f64f7589b9a694f3b28f
701,321
from typing import Any import torch def infer_device(x: Any): """Infer the device of any object (CPU for any non-torch object)""" if isinstance(x, torch.Tensor): return x.device return torch.device("cpu")
a566c267897ca602e13710a30d928fdc49f856a5
701,322
def turns_remaining(turns): """returns the number of turns remaining""" if turns == 0: return "You ran out of turns." else: return "You have {} turns remaining.".format(turns)
7315f5522c0da660ba37526005c53ba9986d8aa8
701,323
def cross_ratio(A, B, C, D): """The cross ration of four _colinear_ points is invariant under projective transformation. That means that, for any homography H, cross_ratio(A, B, C, D) == cross_ratio(HA, HB, HC, HD) which can be useful.""" # (u, v, w) is the line orthogonal to (A-D), that...
4095d6c448f0d43824ab5b6a05b1921de98388f1
701,324
import random def find_optimal_route(start_time, expected_time, favorite_route='SBS1K', favorite_option='bus'): """ Find optimal route for me to go from home to office. First two inputs should be datetime instances. """ # C...
beb64a91e1b5eae4059048c6bf916b8b15dd0be5
701,325
import json import os def save_environments(workspace, project, env_data): """save environments.json file contents. env_data must be a valid json string. Returns a string with the error or empty string otherwise""" error = '' if len(env_data): try: json.loads(env_data) ...
ceff756c8f7ed402c866ead68d66d406f08eb621
701,326
def G1DListMergeEdges(eda, edb): """ Get the merge between the two individual edges :param eda: the edges of the first G1DList genome :param edb: the edges of the second G1DList genome :rtype: the merged dictionary """ edges = {} for value, near in eda.items(): for adj in near: if (...
4393e1d9260a02b20d49afe53e86393f16a4d879
701,327
def make_rpc_batch_request_entry(rpc_name, params): """ Construct an entry for the list of commands that will be passed as a batch (for `_batch`). """ return { "id": "50", "version": "1.1", "method": rpc_name, "params": params, }
603bc7d063f638849a94820af591331f3993c496
701,328
def __increaseCombinationCounter(root): """ increase the combination-counter, which is located in the provided root-node """ if root['type']=='graphroot': root['combination'] += 1 return root
c2f7c88ef2eca4f8c4bf6532cc76ed5a1833dfe6
701,329
import time def get_time_human_readable(): """ returns well formated time string. for example: Donnerstag, 21:00 """ return time.strftime("%A, %H:%M")
2dfc67ba6eec8b830a9bacb5f4d9c6baaab17943
701,330
import numpy def gaussian_kernel(x1, x2, sigma): """ Computes the radial basis function Returns a radial basis function kernel between x1 and x2. Parameters ---------- x1 : numpy ndarray A vector of size (n, ), representing the first datapoint. x2 : numpy ndarray A vecto...
09305fe216a1994e597b9c44c83e7f0fc5283575
701,331
import os def ensure_symlink (src, dst): """Ensure the existence of a symbolic link pointing to src named dst. Returns a boolean indicating whether the symlink already existed. """ try: os.symlink (src, dst) except OSError as e: if e.errno == 17: # EEXIST return True ...
0ff95fc22f59f9436e8bf1ab6fe8732c46f953cb
701,333
import re def remove_numbers(s): """Removes numbers, including times.""" return re.sub('\d+(:\d*)*(\.\d*)?', ' ', s)
b234b914cc84b04cd183ba086674df0775f3b098
701,335
def _escapeWildCard(klassContent): """ >>> _escapeWildCard('') '' >>> _escapeWildCard(':*') '' >>> _escapeWildCard(':Object') ':Object' """ return klassContent.replace(':*', '')
537b3969dabb46c3a093dacc3ba49a58833f8c18
701,336
def check_fields(default_dict, new_dict): """ Return the dictionary with default keys and values updated by using the information of ``new_dict`` :param dict default_dict: Dictionary with default values. :param dict new_dict: Dictionary with new values. :return: dict. """ # ...
c31508cc7ac3e4a717285c2fd082fc6bd7c2eb32
701,337
from typing import Any def tsv_escape(x: Any) -> str: """ Escape data for tab-separated value (TSV) format. """ if x is None: return "" x = str(x) return x.replace("\t", "\\t").replace("\n", "\\n")
febefd579773aa4deea90e589114d39c5b8a4784
701,338
import functools def is_to(func): """Decorator that ensures caller is owner, TO, or admin.""" @functools.wraps(func) async def wrapper(self, *args, **kwargs): ctx = args[0] user = ctx.author tourney = kwargs['tourney'] if not (user == tourney.owner or tourne...
427306bd299fb84aaf1d271d09ad3ecedf07a66f
701,339
def cardinal(converted_data, path): """ Translates first move on path to cardinal direction. Args: converted_data (dict): python readable json path (list): path from a* Return: direction (str): cardinal direction as string """ # if x values are same check y values for di...
6802276a8e06a127383cfbe0dcbe511bd0ef2260
701,340
def sum_to_n(n: int) -> int: """ >>> sum_to_n(100) 5050 >>> sum_to_n(10) 55 """ return sum(i for i in range(1, n + 1))
867fc0c6b44b153db8215390fbb34fc47bac0c3e
701,341
def set_remove(): """ >>> sorted(set_remove()) [1, 2] """ s = set([1,2,3]) s.remove(3) return s
4a8c7971944729fb6c0226a7fbf824d744936f4b
701,342
import types import importlib.machinery def load_user_defined_function(function_name: str, module_file: str): """Function to load arbitrary functions Args: function_name (str): name of function to load from function_file module_file (str): file module where function is defined Returns: ...
350eda67efb6d346b8833385a21959dd7bf93f47
701,343
def insert_edge_list(): """Solution to exercise R-14.8. Repeat Exercise R-14.7 for the adjacency list representation, as described in the chapter. --------------------------------------------------------------------------- Solution: -------------------------------------------------------------...
8feca54965fbd5f88d2cc2ed638514e77a0b6ec9
701,344
def heuristic_iteration(gloss_tokens, trans_tokens, aln, comparison_function, multiple_matches = True, iteration=1, report=False): """ :param gloss_tokens: :type gloss_tokens: list[str] :param trans_tokens: :type trans_tokens: list[str] :param aln: :type aln: Alignment :param comparison...
dffec1a56b687012cce6153e1b89f25da7b830ca
701,345
def decrypt(sk, c): """Decrypt a cyphertext based on the provided key.""" return (c % sk) % 2
d3a96f66e1b449ffbd5b6ca1ba0827455b83f9e2
701,346
from typing import Any import inspect def is_valid_broker(obj: Any) -> bool: """ Helper utils to check if an object can be used as a broker in `WebSocketManager`. Exposed to developers who need to implement a custom broker. """ return ( (hasattr(obj, 'subscribe') and inspect.iscoro...
9452c2f8698264e28b72c5b597ff4c9804ea419e
701,347
from typing import get_origin def get_base_generic_type(object_type): """ Utility method to return the equivalent non-customized type for a Generic type, including user-defined ones. for example calling it on typing.List<~T>[int] will return typing.List<~T>. If the type is not parametrized it is retu...
03be217c9894d4523a0ab4030957d46f9b75fa88
701,348
import math def centre_dot(dot_ls): """计算多个经纬度坐标的中心点""" lng = 0 lat = 0 count = len(dot_ls) for dot in dot_ls: lng += float(dot[0]) * math.pi / 180 lat += float(dot[1]) * math.pi / 180 lng /= count lat /= count center_dot = (lng * 180 / math.pi, lat * 180 / math.pi) ...
bf7012b5c622e05734e394c912b7f000a3119fca
701,349
def __find_yzwing_candidates(sboard, current_cell_name, num_values, num_intersection_values): """ A support method to find candidate cells to be ywing or xyzwing pincers. """ candidates = [] current_cell = sboard.getCell(current_cell_name) current_value_set = current_cell.getValueSet() assoc...
34e45339eeee158827e8633cdab33ae80e08b3d0
701,350
def index(): """Video streaming home page.""" return "Select a spell to cast."
af7ade462eed869fa4d75722bc46e5beb199bf09
701,351
def generateEmailFlags(emailFlagTuples): """ Takes emailFlagTuples and generates the part of the script case statement which accepts email flags. """ emailFlagString = "" for emailFlagTuple in emailFlagTuples: #add a new line and indent emailFlagString += "\n " #add flag character emai...
d83ae2f8a135218351fb20af378fe3bf702a2344
701,353
import requests import logging def export_jira_data(jira_base_url, jira_credentials_file, jira_filter, xml_filename): """Export XML assessment data from Jira to a file. Parameters ---------- jira_base_url: str The base URL of the Jira server that houses the assessment data. jira_credenti...
277bea9aa0f959a78f249b1382822fd768a0272f
701,354
def apply_operations(context_arrays, operations): """ :param context_arrays: numpy arrays to be transformed into a format such that can be fed into a TensorFlow op graph :return: tensor-ready arrays """ preprocessed_context_arrays = [] for context_array in context_arrays: preprocessed_f...
027402a2721481e42cef7588603fe2df2e5f22cb
701,355
def _table_xml(x, y, w, h, bClosed=True, sXmlCells=None): """ XML Table element as a string """ if bClosed: # close the list of coordinates sPoints = "%d,%d %d,%d %d,%d %d,%d %d,%d" % (x, y, x + w, y, x + w, y + h, x, y + h, x, y) else: sPoints = "%d,%d %d,%d %d,%d %d,%d" % (...
51e25bda4b20019ee7cfa593324b019d7e2c0f9e
701,356
def _fix_filename(filename): """Return a filename which we can use to identify the file. The file paths printed by llvm-cov take the form: /path/to/repo/out/dir/../../src/filename.cpp And then they're truncated to 22 characters with leading ellipses: ...../../src/filename.cpp This makes it real...
d4b005f591879aab44275d100e725f61b5d6a764
701,357
def testFloat(val): """ Test value for float. Used to detect use of variables, strings and none types, which cannot be checked. """ try: return type(float(val)) == float except Exception: return False
19f3eac980b4489b7d14b1f994002a887f063ac7
701,358
import subprocess import errno import re def disassemble_shcbin(binfile, objdumpcmd): """Extract a disassembly dump of a compiled shellcode binary file Return a list of (bytes, instruction) tuples """ # Disassemble the .shcode code section cmd = [objdumpcmd, '-d', '-j', '.shcode', binfile] try...
3411340910324e7cbeedba6f68c7024bc462f4f6
701,359
import os import json def load_genre(metadata_path): """Load beatport_key genre data from a file Args: metadata_path (str): path to metadata annotation file Returns: (dict): with the list of strings with genres ['genres'] and list of strings with sub-genres ['sub_genres'] """ if me...
a0c80a37360ddaa0390ad496cc2408e71df59df1
701,361
def get_reverse(sequence): """Reverse orientation of `sequence`. Returns a string with `sequence` in the reverse order. If `sequence` is empty, an empty string is returned. """ #Convert all rna_sequence to upper case: sequence=sequence.upper() #reverse rna sequence: rna_rev_list=sequen...
a3816b66ad6e6f8a1bb963bc13bf4c656b3d9c79
701,362
import os def is_gnome(): """ Check if current DE is GNOME or not. On Ubuntu 20.04, $XDG_CURRENT_DESKTOP = ubuntu:GNOME On Fedora 34, $XDG_CURRENT_DESKTOP = GNOME Hence we do the detection by looking for the word "gnome" """ return "gnome" in os.environ["XDG_CURRENT_DESKTOP"].lower()
730e1b4468194cd15a716eed0aad4e72812cfb70
701,363
import torch def nll_catogrical(preds, target, add_const=False): """compute the loglikelihood of discrete variables""" total_loss = 0 for node_size in range(preds.size(1)): total_loss += -( torch.log(preds[:, node_size, target[:, node_size].long()]) * target[:, node_size] ...
2343e2adff44c89e73c35cacdcc55180b8029611
701,364
def to_xhr_response(request, non_xhr_result, form): """ Return an XHR response for the given ``form``, or ``non_xhr_result``. If the given ``request`` is an XMLHttpRequest then return an XHR form submission response for the given form (contains only the ``<form>`` element as an HTML snippet, not th...
e32c94ecb3a5ce12c81ea312647b8bf527007bfc
701,365
def optional(converter): """ A converter that allows an attribute to be optional. An optional attribute is one which can be set to ``None``. :param callable converter: the converter that is used for non-``None`` values. .. versionadded:: 17.1.0 """ def optional_converter(val): ...
128042c7a95bb91c665ab6ac0f6771e4a72632ed
701,366
import pickle def get_challenge_by_channel_id(database, challenge_channel_id): """ Fetch a Challenge object in the database with a given channel ID Return the matching Challenge object if found, or None otherwise. """ ctfs = pickle.load(open(database, "rb")) for ctf in ctfs: for challe...
9ae3fc3519b61c6e9a1abceb20b8882e2e29ca48
701,367
def combine_orderings(ordering_1, ordering_2): """ Function to combine two orderings. Example 1: ordering_1 = ((7,2), 'X') ordering_2 = ((6,5),) combined_ordering = ((7,2),(6,5)) Example 2: ordering_1 = ((7,2), 'X', 'X') ordering_2 = ((6,5), 'X') combined_ordering = ((7,2),(6,5...
c5faed01c387a6c958dfed324da5bfa1bb2b06bd
701,368
def whoami_fn(request): """ Test-route to validate token and nickname from headers. :return: welcome-dict """ nickname = request.validated["user"].nickname return { "status": "ok", "nickname": nickname, "message": "Hello " + nickname + ", nice to meet you." }
c8d23a20a6d4f56832e45739ffb81d3aca398bed
701,369
import json def save_tracks(input_tracks, out_filename): """Saves smoothed tracks to the specified file. :param input_tracks: List of input tracks :param out_filename: File to save tracks """ def _convert_track(input_track): """Converts event from internal representation to dict format ...
884d2e1906f53c4dc66f21536d7e666920016ccf
701,370
def verificar(palavra, entrada): """ Confere se as tentativas do usuário estão corretas conforme a palavra sorteada. Se não estiver, retorna à função principal e continua a iteração. Entrada: palavra, entrada (string, input/string). Saída: bool. """ return palavra == entrada
b1de59f316d3ba63c73979f2e5cc9584a20e291f
701,371
def qstr(s, validate=True): """Return a quoted string after escaping '\' and '"' characters. When validate is set to True (default), the string must consist only of 7-bit ASCII characters excluding NULL, CR, and LF. """ if validate: s.encode('ascii') if '\0' in s or '\r' in s or '\n' in s: raise ValueError...
2805c2aff61294cafe6719e9a8bd93082d9603df
701,372
import random def random_permutation(iterable, r = None): """random_product(iterable, r = None) -> tuple Arguments: iterable: An iterable. r(int): Size of the permutation. If :const:`None` select all elements in `iterable`. Returns: A random element from ``itertools.permutat...
7e84d33b62786d08443dc5ea2c66ff65ced3070c
701,373
def stringToAscii(sequence): """sequence is a sequence of characters. Return the string with the hex representation for each character""" return "".join("%02x" % ord(c) for c in sequence).upper()
19f0c5a057c6176cee7e0f6e7ac5e8834ea0d650
701,374
def language_to_flag(code): """Generates css flag class for the language code""" if code.lower() == 'en': return 'flag-icon flag-icon-us' return 'flag-icon flag-icon-' + code.lower()
8d81d1e1cdac675a6bdf94bb22ac6f45993338db
701,375
from typing import List def add_percentage_value(l:int, to:List[list]) -> List[list]: """ counter.most_commonしたtaxonomyリストに割合を追加する :param sids: :param sto: :return: """ for d in to: d.append(d[2]/l) return to
0744c47d0d616e3a4fef85bc341ae0ed98bb0695
701,376
import collections import re def parse_cmu(cmufh): """Parses an incoming file handle as a CMU pronouncing dictionary file. (Most end-users of this module won't need to call this function explicitly, as it's called internally by the :func:`init_cmu` function.) :param cmufh: a filehandle with CMUdict-...
6229bf41bb3a11ffaf1f5f45dfd55d6e051b0e45
701,377
def truncate_patch_version(version): """Return just the major and minor versions from `version`.""" split_version = version.split(".") return "{}.{}".format(split_version[0], split_version[1])
d4eb7f23aeab17f862b13109315a417039eb6897
701,378
def CGz(Omega, k, l, m, f, N2, w=0): """ Vertical Group Speed (includes vertical flow but is 0 by default) """ K2 = k**2 + l**2 + m**2 return (-1*(k**2 + l**2) * m * (N2 - f**2)) / (K2**2 * Omega)
f20f80dcfca91048f1c47d0ca1270b81ae56819f
701,379
def get_key_value_list(lines): """ Split lines at the first space. :param lines: lines from trackhub file :return: [(name, value)] where name is before first space and value is after first space """ result = [] for line in lines: line = line.strip() if line: parts...
aa2d1c3b100c963a50c05cfaf684df5bbed612bd
701,380
def summarize_results(result,task): """ creates a summary of the result as dict """ summary={ #'Csc':data['pairwise_contact_matrix'], #'Cpop':data['population_contact_matrix'], #'Xmean':data['prior_shape_model'], 'n':result.n, 'd':result.d, ...
dca60dcbef0bb747d288f60bcbef6b6531c2094e
701,381
def get_data_field(thing_description, data_field_list): """Get the field specified by 'data_field_list' from each thing description Args: data_field_list(list): list of str that specified the hierarchical field names For example, if the parameter value is ['foo', 'bar', 'foobar'], then this...
f0ef0a46fbcafa993e01f59349c1283b51bbd393
701,382
import numpy as np def get_anchor_labels(anchors, coords, config): """ Generates the anchor labels for tranining the PPN. Returns y_conf, y_reg. anchors The list of anchor coordinates generated from get_anchors(). coords The list of ground truth point coordinates. config ...
c12e25dc672f48d7bd98255dd8a84c2ec4310a1d
701,383
def get_speed_formatted_str(speed): """ Returns the speed with always two whole numbers and two decimal value. Example: 03.45 Args: speed (float): The actual speed of the car Returns: str: The text format of the speed """ speed_str = "{:0.2f}".format(round(speed, 2)) return s...
c05d20f568950f8236f9e46e90387e3a71090589
701,384
def ccw(A, B, C): """ Check if a point C is counter-clockwise to AB. """ return (C[1] - A[1])*(B[0]-A[0]) > (B[1]-A[1])*(C[0]-A[0])
c1afb4e510be6a85ad7de1aa924917e37b227dbe
701,385
from unittest.mock import call import logging def stack_remove(name: str): """Removes a stack. Due to limitations of the Docker SDK this calls the actual Docker CLI.""" proc = call(["docker", "stack", "rm", name]) if proc.returncode is not 0: logging.error("`docker stack remove` exited with non-ze...
9ad76d789b9d749119826688902acb08752eeabc
701,386
def AsQuotedString(input_string): """Convert |input_string| into a quoted string.""" subs = [ ('\n', '\\n'), ('\t', '\\t'), ("'", "\\'") ] # Go through each substitution and replace any occurrences. output_string = input_string for before, after in subs: output_string = output_string....
edf344cae423e13a6cfc04e960674c954b5eb7ee
701,387
from typing import Counter def check_cardinality(df, cat_cols, threshold=8): """ Check categorical cardinality Checks the cardinality of categorical features of a given dataset. Returns two dictionaries, one for features with low cardinality and another for features with high cardinality. The low...
5b33a39c1da007de46ca409c8fb531b3b3600a7b
701,388
def create_occurrence(create_reservation): """Return a callable which lets you create reservation occurrences.""" def _create_occurrence(start_dt=None, end_dt=None, room=None): params = {} if start_dt is not None: params['start_dt'] = start_dt if end_dt is not None: ...
1b11afb19e8e1b266532dd9198c2d93010351f97
701,389
def parse_veh_comp(xmldoc): """parses the vehicle composition from the VISSIM data :param xmldoc: input VISSIM xml :type xmldoc: xml.dom.minidom.Document :return: relevant VISSIM vehicleComposition data :rtype: dict of list of dict """ veh_cmp_d = dict() # local vehicle co...
195b2c8dcbd055d5c8e8fdb4f6b68f360c60c961
701,390
import time def uniq_table_id(): """Return a unique table ID based on the current time in ms. Returns: str: in format `U<timestamp_ns>` """ return f'U{time.time_ns()}'
cffe47d5e8dfff192e2a754347534e02d4ba6a68
701,391
import inspect def _get_real_env_hack_hack_hack(): """ Get the real, currently-being-configured libtbx.env environment. This is not libtbx.env, because although libtbx.env_config.environment.cold_start does: self.pickle() libtbx.env = self the first time there is an "import libtbx...
f0fe71b5c0a3922300f9d6d81aeb6057e39dd4c3
701,392
def split_dataframe_by_position(df, splits): """ Takes a dataframe and an integer of the number of splits to create. Returns a list of dataframes. """ dataframes = [] index_to_split = len(df) // splits #print(index_to_split) start = 0 end = index_to_split for split in range(split...
7536920125fa33fafd420c4fe7ef24aff2fa6ff3
701,393
import torch def index_relation_types(dataset): """Classify relations into 1-N, M-1, 1-1, M-N. According to Bordes et al. "Translating embeddings for modeling multi-relational data.", NIPS13. Adds index `relation_types` with list that maps relation index to ("1-N", "M-1", "1-1", "M-N"). """...
639059ecf319ce367a62db64edc1efebc8ef5050
701,394
import os def patch_load_cfg(monkeypatch): """ A fixture that returns a function which will patch 'utils.load_cfg_file' when called in a test The caller can specify the dict that should be returned when 'load_cfg_file' is called against these two paths: * "templatesTEST/_cfg.yml" * "templates...
0fb6436a7bc57e547542c92f8c51b62be7bb286e
701,395
def validate_enum(datum, schema, **kwargs): """ Check that the data value matches one of the enum symbols. i.e "blue" in ["red", green", "blue"] Parameters ---------- datum: Any Data being validated schema: dict Schema kwargs: Any Unused kwargs """ retur...
689fef653b757435d45e76afbf16245d0d53839f
701,396
import re def get_valid_filename(s): """Sanitize string to make it reasonable to use as a filename. From https://github.com/django/django/blob/master/django/utils/text.py Parameters ---------- s : string Examples -------- >>> print get_valid_filename(r'A,bCd $%#^#*!()"\' .ext ') ...
a8161a16d0bd8ad0c5d9ff20c56b52fbdba2d859
701,397
import numpy def utils_fft(series): """ Computes the inverse fast foyer transform. Parameters Input series : array_like Output The transformed array. """ return numpy.fft.fft(series)
a9c9dd3b405b7ef185125576386ac9fc008ea76f
701,399
from typing import Literal from typing import List def get_foot_marker(foot: Literal["left", "right"]) -> List[str]: """Get the names of all markers that are attached ot a foot (left or right)""" sensors = ["{}_fcc", "{}_toe", "{}_fm5", "{}_fm1"] return [s.format(foot[0]) for s in sensors]
518fbb3f68cbf8622b2bf1fa85f9ecae8008c456
701,401
def get_price_history(data, date, beta_window, sid, benchmark): """ Create a DataFrame containing the data for the necessary sids within that time frame """ if not beta_window: history_index = data.index.searchsorted(date) history_index_start = data.index.searchsorted(data[data[sid] != 0...
cddb1e59dbc783e4b36c0246e1d90e78169c6445
701,402
import six def _validate_string(s, accept_none = False): """ A validation method to convert input s to string or raise error if it is not convertable """ if s is None and accept_none : return None try: if isinstance(s,list): return [six.text_type(item) for item in s] elif isinstance(s,dict): return ...
0c7b20884a27714acb0c16bddcbc113bd3a8c60e
701,403