content
stringlengths
39
9.28k
sha1
stringlengths
40
40
id
int64
8
710k
def get_linear(x1, y1, x2, y2, offset=1000): """ Return a and b for ax+b of two points x1,y1 and x2,y2 """ # If two points distincts if x1 != x2: # Compute the slope of line a = (((y1 - y2)) *offset) // (x1 - x2) b = y1*offset - a*x1 else: a = 0 b = 0 return a,b,offset
d2ee9d76bdf355e11948c8a2c01793ddd4ba63eb
251,040
def _get_drop_index_command(index_name: str) -> str: """ Returns the command for dropping an index. """ return f"DROP INDEX IF EXISTS {index_name};"
29d104784ee2605012f4c5ccc1a59e7be6ac5629
312,797
def to_title(s): """ Returns the title field from a spec name. """ return s.title()
25113f2e6b9193c0464d810761b97c5265cb5004
158,489
import time def _Await(fn, timeout_secs): """Waits up to timeout_secs for fn() to return True.""" deadline = time.time() + timeout_secs while time.time() < deadline: if fn(): return True time.sleep(0.2) return False
20258002747f1c3e2663a414c7f57e201ba9443e
111,953
def is_last_page(page): """ The last page is either empty or only the one Tweet, the last Tweet of the previous page repeated. Args: page: a Twitter timeline page Returns: boolean: True if page is the last page. """ return len(page) == 1 or len(page) == 0
31a47f348230c7c4f285865b5c1b374153297eab
135,220
def first_of(attr, match, it): """ Return the first item in a set with an attribute that matches match """ if it is not None: for i in it: try: if getattr(i, attr) == match: return i except: pass return None
9221897112feaed61602a1d16777dafbf42a1dd4
641,418
import torch def hz_to_mel(freqs: torch.Tensor): """ Converts a Tensor of frequencies in hertz to the mel scale. Uses the simple formula by O'Shaughnessy (1987). Args: freqs (torch.Tensor): frequencies to convert. """ return 2595 * torch.log10(1 + freqs / 700)
02ac7b5af09a12ae0040ea612c6e1a1d478baf35
678,381
def unlinearize_term(index, n_orbitals): """Function to return integer index of term indices. Args: index(int): The index of the term. n_orbitals(int): The number of orbitals in the simulation. Returns: term(tuple): The term indices of a one- or two-body FermionOperator. """ ...
0f1a044c4b95b594a3b3e20b7623c1da4ed67275
66,609
from typing import Union from typing import Iterable from typing import Mapping from typing import Callable import json def map_nested_objs( obj: Union[Iterable, Mapping], func: Callable ) -> Union[Iterable, Mapping]: """ This function recursively applies `func` to each obj nested within a dictionary/...
1e5dad24fc4fcb73e86735ecc8529ffbc50da6d3
585,704
import csv from io import StringIO def csv_res2_dict_lst(res): """Convert CSV string with a header into list of dictionaries""" return list(csv.DictReader(StringIO(res), delimiter=","))
5271cd4ef1e82fdc77b0d69c58faedf2f971c07c
692,921
import torch def entropy(p): """Compute the entropy of a probability distribution""" plogp = p * torch.log(p) plogp[p == 0] = 0 return -plogp.sum(dim=-1)
ac04e6115efbd2b086bbcf83c09c3eb8e2863d1c
241,387
def valid_packet(packet, constraint): """ Check if a hex encoded packet received from rflib.Rfcat.RFrecv has the constraint value in it. Idea From: https://github.com/mossmann/stealthlock/blob/master/sl.py#L17 :param packet: :param constraint: :return: ...
78dc257f3c2ea3c47bb9b9943bf7a0b7ab3aa12b
344,148
def pk_decrypt(encrypted, private_key): """ Return `encrypted` decrypted by `private_key` as a string. encrypted: list Chunks of encrypted data returned by :func:`pk_encrypt`. private_key: :class:`Crypto.PublicKey.RSA` Private portion of key pair. """ data = '' for chunk in...
68e7588e3f6a0107cec1b5228ee79658102f1895
318,753
def TSKVolumeGetBytesPerSector(tsk_volume): """Retrieves the number of bytes per sector from a TSK volume object. Args: tsk_volume: a TSK volume object (instance of pytsk3.Volume_Info). Returns: The number of bytes per sector or 512 by default. """ # Note that because pytsk3.Volume_Info does not exp...
f67a5678187e13b2f62e67db16b3eaa2d3aba6f2
264,978
import re def CamelToSnakeCase(input_string): """Converts camelCase to snake_case.""" # Prepend every uppercase character with an underscore # e.g. camelCase -> camel_Case with_underscores = re.sub(r'([A-Z])', r'_\1', input_string) # Ensure a name starting with an uppercase letter does not have an undersc...
9c1109c7213251eb63c4cd777b79528564d4a5ee
577,749
def get_iou(bboxes1, bboxes2): """ Adapted from https://gist.github.com/zacharybell/8d9b1b25749fe6494511f843361bb167 Calculates the intersection-over-union of two bounding boxes. Args: bbox1 (numpy.array, list of floats): bounding box in format x1,y1,x2,y2. bbox2 (numpy.array, list of fl...
54b5ef225a4ec2600a9fdf921bcd5edf0be77faa
377,551
def diff_view(str1, str2): """ Calculate the lengths of the longest common prefix and suffix between str1 and str2. Let str1 = axb of length m and str2 = ayb of length n, then this function finds and returns i and j such that: str1[0:i] = str2[0:i] = a and str1[m-j:] = str2[n-j:] = b. In the ca...
997f5a0ff4d054b59bf08618ba0f15d9c4b2f0d1
658,173
import torch def Jacvec(y, x, v): """Computes a Jacobian vector product - J v Arguments: y (torch.tensor): output of differentiated function x (torch.tensor): differentiated input v (torch.tensor): vector to be multiplied with Jacobian from the left """ return torch.autograd.grad(y, x, v,...
0f50814d9afe5bed70f8f71ca590075013edf87c
448,839
import json def load_json(filepath: str): """Load JSON from file""" with open(filepath, "r", encoding="utf8") as f: return json.loads(f.read())
939d18a201d33d612172731163fa9c7e6b08e744
512,063
def court_counties(text: str) -> list: """ Return a list of county names from the text of the statute. NOTE: This is highly dependent upon the writing style of the Texas Government Code, which, to date, is fairly consistent. Args: text (str): Text of statute to parse. Returns: (...
dc66a5fd444e80c607217ddb7f14363f0c04e29a
374,264
def _path(from_object, to_object): """ Calculates the 'path' of objects starting from 'from_object' to 'to_object', along with the index of the first common ancestor in the tree. Returns (index, list) tuple. """ if from_object._root != to_object._root: raise ValueError('No connecti...
0ccfe54d36832b8dce3c55168f02abb3c79261ef
10,312
from pathlib import Path from typing import Dict from typing import Any import yaml def read_metadata(path_job: Path) -> Dict[str, Any]: """Read the jobs metadata information from the job's workdir.""" path_metadata = path_job / "metadata.yml" if not path_metadata.exists(): msg = f"There is no fil...
2aa88f0d06eb20c32a9dce7e18ac31c8703845be
341,594
def add(first_number: int, second_number: int) -> int: """ Adds two integers :param first_number, second_number: two numbers to be added :return: [int] sum of the two input numbers :raise ValueError if the numbers are not integers """ if isinstance(first_number, int) and isinstance(second...
ba0273db0427c044fc6ec1bbe4f22f7f1159b8c4
602,529
import logging def get_parse_tsv_line_fn( return_none_on_error = False, reverse = False): """A higher-order function producing TSV line-parsing functions. Args: return_none_on_error: Whether to return None on encountering an error (such as too few TSV columns) rather than raising an Error. ...
f7e42b1fd70a7ea346a183eb3cfafe897200c240
205,504
def _dim_arg(value, units): """Concatenate a specified units string to a numerical input. Parameters ---------- value : str or number Valid expression string in the AEDT modeler. For example, ``"5mm"``. units : str Valid units string in the AEDT modeler. For example, ``"mm"``. ...
194edeb27aab15e3313671741b8192c27528ba95
490,744
def yes_or_no(message, default) -> bool: """ Simple method to ask yes or no. Args: message: prompt message. Returns: bool """ while True: res = input(message) if res == "": res = default while res.lower() not in ("yes", "no"): print("[*] Pl...
4ab542ce1db21e4304881fe8adea891adf3c3429
467,546
def simple2string(x): """ Simple objects (bytes, bool, float, int, None, str) are converted to string and returned. Other types are returned as None. """ if isinstance(x, bytes) or \ isinstance(x, bool ) or \ isinstance(x, float) or \ isinstance(x, int ) or \ x is N...
e08f5959c519b3e2f3ea64c553d8d5856fd76ae6
152,394
def tau_model(y, t, io, tau, p_nom): """Define ODE for a simplified dynamic model using time constant""" dydt = (p_nom * io - y) / tau return dydt
27fe58dbe64c65b98ee4c1b195b80f32b32ee1e1
332,694
def gen_topline_employment_change(shortened_dv_list): """Create variables for the topline employment change for the current and previous months.""" topline_employment_change = round((shortened_dv_list[11] - shortened_dv_list[10]) * 1000) prev_topline_employment_change = round((shortened_dv_list[10] - s...
5afea158ffc75558cd4d615dacdf7e9945189741
104,167
def url_joiner(url, path, trailing=None): """Join to sections for a URL and add proper forward slashes""" url_link = "/".join(s.strip("/") for s in [url, path]) if trailing: url_link += "/" return url_link
888abf4917fbcb476f39a6cda7cc46880bd9aa4e
642,085
def float2str(f, var=None): """ Convert float to nicely formatted string :param f: float to convert to string :type f: float :param var: (optional) tkinter.StringVar to write value to :type var: None or tkinter.StringVar :return: string with nicely formatted float, or None :rtype: s...
15927fb1b5858f814a367282fd4fee1f69ea4ebd
613,843
def set_location(wkt, db): """Return location constraint payload parameter.""" if 'POLYGON((' not in wkt: msg = 'WKT bounding box must be in POLYGON((...)) format' raise ValueError(400, msg) if db == 'neotoma': return {'loc': wkt} elif db == 'pbdb': return {'loc': wkt} ...
ac8c522554cb1aa19c352078153859c007118f3d
227,299
def point_on_segment(s, p): """ Check if a point lies on a segment. Parameters ---------- s: numpy.array A 2D line segment represented by its two endpoints. p: numpy.array The point that will be checked if in segment. """ is_on_segment = (p[0] >= s[:, 0].min()) & (p[0] <...
f5411ac6f9f623713ab93eb3883ecec409f5656e
506,636
import shutil def center_text(msg: str, *, pad: str = ' ') -> str: """Centers text horizontally for display within the current terminal, optionally padding both sides. :param msg: message to display in the center :param pad: if provided, the first character will be used to pad both sides of the message ...
3ead8c3bce298d779205bf0d6743ec6ac05c4d7a
673,711
def quick_sort_out_of_place(array): """Recursive QuickSort Implementation: - O(nlog(n)) time - O(n) space (out of place) - unstable - pivot = mean of the range (best on normal, numerical distributions) """ # Base Case if len(array) < 2: return array # Recurisive Case - choose...
64e0b976962f5079b510573bfd90677d25340ae6
263,823
def list_views(collection) -> list: """ finds a given collection's `_design`-docs and extracts the view names found inside of them. :param collection: couchdb collection :type collection: :class:`couchdb.Database` :rtype: list """ desdocs = [collection[name] for name in collection if name.s...
bb98110bac3c5e06ff39a41e5189c12f953872b0
267,294
def format_output_bytes(record, truncate): """Return a byte-string representation of a BlipRecord. If `truncate` is True, the payload is replaced with the string "..." :param record: BlipRecord object :type record: BlipRecord :param truncate: Boolean argument which causes truncation on True :type truncate: bool :...
e27c16e7497812f6e223c938b39060b793315de4
488,363
from typing import List def get_current_probability(c_lambdas: List[float], last_probability: float, step: int, walk_type: str) -> float: """ Computes the transition probability for the next step according to the respective definition as in the paper. :param c_lambdas: :param last_probability: :pa...
45911b4d4f833972cc583113bfa49dc15da4afb0
461,278
def get_orders_dict(orders): """Form a dictionary of current order buys and sells """ list_orders = list(orders) orders_dict = {} orders_dict["sells"] = [] orders_dict["buys"] = [] for order in list_orders: if order["side"] == "sell": temp_price = round(float(order["price...
9d126d759dd0b3da7c584f6d4163243d8b2cee43
17,183
def is_xgboost_regressor(regressor_type): """ :param regressor_type: string. Case insensitive. :return: boolean indicating whether the regressor type is the xgboost regressor. """ return regressor_type.upper() == 'XGB'
669da05d0bf724eb5310d84bfe29403f5d43173f
328,489
from typing import Union from typing import Optional def try_str_int(value: str) -> Union[str, int]: """Try to convert str to int and return int or original str.""" converted: Optional[int] = None try: converted = int(value) except ValueError: pass return value if converted is None...
b476cbe293fbf813a6d942bc1b6321619e06f396
557,913
import requests def get_metadata_value(key): """ Fetch the key from the metadata server """ url = 'http://metadata/computeMetadata/v1/instance/' + key headers = {'content-type': 'application/json', 'Metadata-Flavor': 'Google'} r = requests.get(url, headers=headers) return r.text
2ba0ae04e6e427afe1b4fc3e7a091947946b2556
108,780
def do_error(message: str): """ Print an assembly/runtime error message Parameters ---------- message: str, mandatory The error message to display Returns ------- N/A Raises ------ N/A Notes ----- N/A """ print() print(message) return ...
2a7b7d8529d79b0722e952e5716cfcaba9192a6e
281,415
from typing import List def anydup(lst: List) -> bool: """Check if are there any duplicate value in the input list Parameters ---------- lst : list list of values Returns ------- bool """ seen = set() for e in lst: if e in seen: return True seen....
44ec835dd61d2ed7489a2924cbeb4a529442bdf2
595,772
def get_float_value(item): """ Get float value """ return item
270007dd308cadd009fc59c1cab38406724bef10
297,532
def update_filepaths(df, bands, ds_path): """Updates the image paths to the correct data directory provided by CFG.data Args: df (pd.DataFrame): full dataframe CFG: python class object as config Returns: updated_df (pd.DataFrame): dataframe with updated filepaths. """ ...
56c76e701d8193b1f813e189aa3670889345cf42
525,795
def remove_keys_recursively(obj, fields_to_remove): """Remove specified keys recursively from a python object (dict or list). Args: obj (dict/list): from where keys need to be removed. fields_to_remove (list): fields to remove Returns: dict/list: Cleaned object """ if isin...
3e61dc7745fe3e79561be325775e86a83a5b3254
116,774
def resolve_templating_engine(args): """ Figures out what templating engine should be used to render the stack """ # Figure out what templating engine to use. # Only use -t option when stack comes from stdin if args.stack.name == "<stdin>": return args.templating_engine elif ".mako" in a...
aef956cd3a5a9cca8451f069a986407af631694e
25,147
import re def IsValidHexColor(color): """ Checks the validity of a hex color value: - the color string must consist of 6 hexadecimal digits """ return not re.match("^[0-9a-fA-F]{6}$", color) == None
864d0e5744ea23a631890186e105af0ed2750462
418,373
def gf_mul(multiplicand, multiplier): """ Galois Field multiplication function for AES using irreducible polynomial x^8 + x^4 + x^3 + x^1 + 1 """ product = 0 a = multiplicand b = multiplier while a * b > 0: if b % 2: product ^= a if a >= 128: a = (...
be84919453c9bf7fdaa111250185b8f31f47d0a6
565,222
def get_tables(client, dset): """ Get all the names of the table inside a bigquery dataset Parameters: ----------- client: a google.cloud bigquery connection dset: a conected bigquery dataset Output: ----------- list: a list of all the name of the tables inside dset """...
89aed3a2445cb9005b88a4e3e3d0d954c8359c14
452,286
from typing import List def ngrams(tokens: List, n: int): """ Args: tokens: List of elements n: N-gram size Returns: List of ngrams """ return [tokens[i : i + n] for i in range(len(tokens) - n + 1)]
197bf76e6113eaf83589887e7ac35020a32ab1ab
80,738
def isopt(c): """Function that checks wheter the passed character is an operator.""" if c == "+" or c == "-" or c == "*" or c == "/": return True else: return False
ec6c4ef16a48ecdd514a856ec30914ad58395de4
607,009
def getSelectRedirect(params): """Returns the pick redirect for the specified entity. """ if params.get('args'): return '/%(url_name)s/pick?%(args)s' % params else: return '/%(url_name)s/pick' % params
1eae1150f180986b74ac2ec9bc31c3d3d1f566e1
16,698
import re def pay_interval(payment_phrase: str) -> str: """Find first match of pay interval key word payment_phrase: text containg pay interval information: raises: ValueError if cannot find a payment interval insde payment_phrase """ interval_exp = '(?P<interval>hour|day|week|biweek|month|year|...
f7b3d8d92302225eeec57648c2dcad569a67032d
488,577
def monta_lista_base(lista_ref): """A partir de uma lista_ref constrói uma nova lista de mesmo tamanho e elementos None Args: lista_ref (list): lista de referência para o tamanho da nova lista Returns: [list]: lista com elementos None com mesmo tamanho de lista_ref """ return ...
1ab395059bac4aec09480a7d01404a827acd8f1d
641,341
def get_version(module): """ Attempts to read a version attribute from the given module that could be specified via several different names and formats. """ version_names = ["__version__", "get_version", "version"] version_names.extend([name.upper() for name in version_names]) for name in ve...
cd3f9d00f255b7eec39333ba95bcecc6274f7ad6
250,552
import binascii def encrypt(message: bytes, pad: bytes) -> bytes: """ Performs the encryption between the message and pad. Arguments: message: bytes - the message to encrypt, raw bytes not in hex pad: bytes - the pad to encrypt with, hex form Returns: bytes - the encrypted message """ ...
cabe84341a6950ef3b5b4edf7c86f2cfda38c97a
246,590
def _mp_pil_image_save(self, _mp_func, _mp_fmt, _mp_params, fp, format=None, **params): """Replacement function for PIL.Image.Image.save. This does not change any functionality of the function but allows for overrides to be put in place. This works around openpyxl.writer.excel.ExcelWriter._write_i...
62c4f0e58929c7b75fbd0f7b5851d0e1980f5949
500,824
def get_filename(url: str) -> str: """Returns the filename from a link. Args: url (str): The url to a file location on the website. Returns: str: Only the filename. """ return url.split("/")[-1]
7396cd5813c68d8f8a39fbd3cac4444fea45f299
494,125
def create_information_dictionary_for_sites(hpo_dfs, selected_hpo_names, most_popular_race_cids): """ Function is used to create a dictionary that contains the racial makeup of a selected number of sites (expressed as a percentage, from a source dataframe) ...
a66037eeabeaf2e9c88a6b3931b59f209c43167e
287,917
def blaney_criddle(tmean, p, k=0.85): """Evaporation calculated according to [blaney_1952]_. Parameters ---------- tmean: pandas.Series, optional average day temperature [°C] p: pandas.Series/float, optional bright sunshine (hour day-1) k: float, optional calibration coe...
7666d7d4d36dce06331227331391bc5b4918cc16
54,958
def has_dims(xobj, dims, kind): """ Checks that at the minimum, the object has provided dimensions. Args: xobj (xarray object): Dataset or DataArray to check dimensions on. dims (list or str): Dimensions being checked. kind (str): String to precede "object" in the error message. ...
bcaf44471974bdb32de9e44f2c62b8927f4a37d7
439,389
import re def _IsValidEnvVarName(name): """Validates that a user-provided arg is a valid environment variable name. Intended to be used as an argparse validator. Args: name: str, the environment variable name to validate Returns: bool, True if and only if the name is valid """ return re.match('...
b7dece16347b8c25de0e649e793734dcdc46334c
392,495
def get_centers_inside_boxes(centers, boxes): """ Args: - centers (Tensor): shape (NA, NB, 3) - boxes (Tensor): shape (NA, NB, 6) Returns: - mask: shape (NA, NB), indicates whether centers is insdie boxes """ cond1 = centers >= boxes[..., :3] cond2 = centers <= boxes[...,...
e947a0060cc2416e6dae52054ac6e8ca5f69eb5e
334,465
def ask_for_input(question): """ Ask an user for input. """ response = '' while not response: response = input(question) return response
e884f913e28ed3c4baf3db1fb64f031ebe08c7b2
199,518
def remove_extension(template): """ Given a filename or path of a template file, return the same without the template suffix. :param unicode template: The filename of or path to a template file which ends with '.template'. :return: The given filename or path without the '.template' suffix. ...
e3280dad8fa15110665681abbe78ba0308d58e0a
270,861
import json def prepare_message(gcn_dict): """Add pretty printing for message Args: gcn_dict : Received GCN message Returns: Formated GCN message for pretty printing """ gcn_json = json.loads(json.dumps(gcn_dict)) return ( "*Title:* {title}\n" ...
dfb787f877debef7ebd3aef81c19752c1999bde5
540,112
def bet_size_sigmoid(w_param, price_div): """ Part of SNIPPET 10.4 Calculates the bet size from the price divergence and a regulating coefficient. Based on a sigmoid function for a bet size algorithm. :param w_param: (float) Coefficient regulating the width of the bet size function. :param pric...
cbc6c8d70f6f000e701f140ccbae34b55d7a46df
696,253
import json def extract_genres(genres_str): """Extracts the genres in string form as a list of genres Arguments: genres_str {string} -- string containing the genres Returns: list -- the extracted genres """ genres_str = genres_str.replace("'", '\"') genres_json = json...
34dcc0ad7927f61610ac393f71bc744fff18e215
43,025
def count_nodes(depth, num_branches): """ Count the number of nodes in the current depth. """ return int(num_branches ** depth)
343faad672a4b350c2808f509ff8aa1393afccad
456,275
import time def poll_until(predicate, interval): """ Perform steps until a non-false result is returned. This differs from ``loop_until`` in that it does not require a Twisted reactor and it allows the interval to be set. :param predicate: a function to be called until it returns a non-f...
dd3cabfe14074bbca0d4e556af19310634fac12b
348,538
def fixture_other_case_id() -> str: """Return name of a another case""" return "maturecogar"
95f390abf7c13e0cc00d0877e8cb08b52c0777fd
142,447
def accumulation_distribution(close, low, high, volume): """ Cumulative indicator that makes us of price and volume to assess whether an asset is being accumulated or distributed. :param close: closing price :param low: lowest price :param high: highest price :param volume: daily volume ...
f193d256322898bf9dd871fc9b6e8ec238d52f86
94,432
from pathlib import Path def is_package_file(f: Path, sap_code: str, name_pattern: str) -> bool: """Determine if the file is the right application JSON file :param f (Path): json file path :param sap_code (str): Adobe SAP code for product being processed :param name_pattern (str): json filename patter...
d9e9be639d7388f21a345938bd666f0bb5dfaa8b
633,979
def string_SizeInBytes(size_in_bytes): """Make ``size in bytes`` human readable. Doesn"t support size greater than 1000PB. Usage:: >>> from __future__ import print_function >>> from weatherlab.lib.filesystem.windowsexplorer import string_SizeInBytes >>> print(string_SizeInBytes(100...
2ca967f9196b2f5a36ea83c4937d1cd8624467b9
647,175
def get_agent_value_estimate(agent, state, action): """ Obtains the agent's value estimate for a particular state and action. Args: state (torch.Tensor): state of size [batch_size, n_state_dims] action (torch.Tensor): action of size [batch_size, n_action_dims] Returns a dictionary of a...
c676beed0a7f779a212a0cda03a838770bdc846b
125,181
def fileExtension(filename): """Returns file extension if exists Arguments: filename (str): file name Returns: str: file extension or None """ if not isinstance(filename, str): return None fext = filename.split('.') if len(fext) < 2: re...
605c8e18648d17fa4c447c895e8162001495be93
486,017
def ID(obj): """Get an unique ID from object for dot node names""" return hex(id(obj)).replace('-','_')
663534a12ea892e4f6e1e50785d67c9e11d31b94
403,224
from typing import Iterable import torch from typing import Dict from typing import List def cluster_strings(strings: Iterable[str]) -> torch.Tensor: """ given a list of strings, assigns a clustering, where each pair of identical ground truth strings is in the same cluster return a torch.LongTenso...
7821fa946e7a07be13411f54913ee71f1e67dc3a
20,116
def count_parameters(model): """Count TensorFlow model parameters. Parameters ---------- model: TensorFlow model Returns ------- total_parameters """ total_parameters = 0 # iterating over all variables for variable in model.trainable_variables: local_parameters=1 ...
a696e8ceaf975a61e3228dffc11ee1c14b891c84
69,282
import itertools def sum_phrases(phrases): """ converts nested list of phrases to simple total sum list """ answer = list(itertools.chain.from_iterable(phrases)) while type(answer[0]) == list: answer = list(itertools.chain.from_iterable(answer)) return answer
ffac082946a6660c410c1b3615e6cf6e05957edb
182,015
def test_is_true(v): """ Helper function tests for a value that evaluates to Boolean True """ return bool(v)
21d84b0d4e93952921660b6afad9958d5fc78036
663,074
def get_roi_names(contour_data): """ This function will return the names of different contour data, e.g. different contours from different experts and returns the name of each. Inputs: contour_data (dicom.dataset.FileDataset): contour dataset, read by dicom.read_file Returns: roi_se...
431e52f70a1153af164f9babb6066bb52661a8f7
675,693
def get_images(instances: dict) -> list: """Extracts all image ids and file names from annotations file. """ return [(image["id"], image["file_name"]) for image in instances["images"]]
2ac6a35aef5c8c8bac9c329bea83a2920c5e9573
339,730
from typing import Dict def fit_config(rnd: int) -> Dict[str, str]: """Return a configuration with static batch size and (local) epochs.""" config = { "epoch_global": str(rnd), "epochs": str(5), "batch_size": str(128), } return config
079cdc09ade57d6fc7d0ecf5fbb109dffec11630
167,348
def getYN(inputtext=''): """Promtpes the user for a Yes or No response. Returns 'y' or 'n' based on user response. Non-Y/N responses prompt user to re-enter a response. *inputtext defines the text preceding the user interaction""" while 1: outputtext=input(inputtext + '\nPlease Enter Y/N:\n') if...
fc39a4d2095de2541c026adf10279dc6294ef347
457,135
def build_drops(drop_multp, drops): """ Multiply the sounds by the number of time you want to hear the a drop sound """ return drops * drop_multp
29263d1a7af186ee101af3c27b5119ebc88a89fa
177,753
def get_source_with_id(result): """Return a document's `_source` field with its `_id` added. Parameters ---------- result : dict A document from a set of Elasticsearch search results. Returns ------- dict The document's `_source` field updated with the doc's `_id`. """...
be9b25ad65a8474aa41d3f927664abdb89a674d5
14,975
def filter_names(names, text=""): """ Returns elements in a list that match a given substring. Can be used in conjnction with compare_varnames to return a subset of variable names pertaining to a given diagnostic type or species. Args: ----- names: list of str Input list of ...
267289c26295351a8441e769eacced665ca481ad
501,416
def _nens_user_extract_username(claims): """Return the username from the email claim if the user is a N&S user. A N&S user is characterized by 1) coming from either "Google" or "NelenSchuurmans" identity provider and 2) having (verified) email domain @nelen-schuurmans.nl. """ # Get the provider...
35a1ead03fe33d769c18e5ea52f5a55195a49dee
177,955
def mod(p): """ Compute modulus of 3D vector p: array Cartesian coordinates """ return (p[0]**2 + p[1]**2 + p[2]**2)**0.5
a15755be4e49120fa323ece0e456ae947d826b6d
44,081
def parser_module_name(parser_fname): """ Generates module path for the given parser name >>> parser_module_name('some_parser.py') >>> 'bot.parsers.some_parser' """ return ".".join(["bot", "parsers", parser_fname])
5bba9bcc4fb8e574b10e3126517aaa1e9b5e870b
192,112
import base64 def decode_base85(cipher: str): """Used to solve a layer of base85""" try: return base64.a85decode(cipher).decode("utf-8") except: return ""
e7b1b84deadad1cc1ef95440ddcac6889a70f952
294,437
def tag_in_tags(entity, attribute, value): """ Return true if the provided entity has a tag of value in its tag list. """ return value in entity.tags
ad88be5f8848b387f2a261ce5506dffde285a1d8
1,296
def raster_ds_proj(raster_ds): """Return the projection WKT of an opened raster dataset Args: raster_ds (:class:`gdal.Dataset`): An opened GDAL raster dataset Returns: str: Well known text (WKT) formatted represetnation of the projection """ return raster_ds.GetProject...
8f2ad70645f5d372f750c4694fd62e87041e705d
551,060
def mat_mul(mat_a, mat_b): """ Function that multiplies two matrices, mat_a and mat_b. Each entry of the resulting matrix, mat_c, is a "dot-product" of a row of mat_a with a column of mat_b, i.e. C_{ij} = Sum_{k} A_{ik} * B_{kj}, where index {i} iterates through rows of mat_a, index {j} iterates thr...
489e2b820127db61c3f86f215bf7b09136eb2f6f
501,110
import math def cal_line_length(point1, point2): """Calculate the length of line. Args: point1 (List): [x,y] point2 (List): [x,y] Returns: length (float) """ return math.sqrt( math.pow(point1[0] - point2[0], 2) + math.pow(point1[1] - point2[1], 2))
c1f86763523da7eb7e713319cba6429268021471
625,853
def _aggregates_associated_with_providers(a, b, prov_aggs): """quickly check if the two rps are in the same aggregates :param a: resource provider ID for first provider :param b: resource provider ID for second provider :param prov_aggs: a dict keyed by resource provider IDs, of sets ...
b2da5ff44a0c8abf3204987d79a3eebdd783efb1
663,994
def project_data(X, U, k): """Computes reduced data representation (projected data) :param X: Normalized features' dataset :type X: numpy.array :param U: eigenvectors of covariance matrix :type U: numpy.array :param k: Number of features in reduced data representation :returns: Reduced d...
9fc05e0796a8fa57fdd75b17d4c92d26d429db86
316,043