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def extracthypos(synset, limit=999): """Given a synset object, return a set with all synsets underneath it in the PWN structure (including the original).""" l = limit-1 result = [] result.append(synset) if synset.hyponyms() and l > 0: for each in synset.hyponyms(): x = extra...
bigcode/self-oss-instruct-sc2-concepts
def decimal_to_percent(value, decimal_place=2): """ Format a decimal to percentage with two decimal :param value: the value to be formatted :param decimal_place default decimal place, default to 2 :return: a string in percentage format, 20.50% etc """ format_str = '{:.' + str(2) + '%}' r...
bigcode/self-oss-instruct-sc2-concepts
def sec2hms(seconds): """ Convert seconds into a string with hours, minutes and seconds. Parameters: * seconds : float Time in seconds Returns: * time : str String in the format ``'%dh %dm %2.5fs'`` Example:: >>> print sec2hms(62.2) 0h 1m 2.20000s ...
bigcode/self-oss-instruct-sc2-concepts
def get_HTML(file): """ Retrieves the source code from a specified saved html file args: file: The Specified html to retrieve the source code from """ f = open(file, 'r') lines = f.readlines() f.close() return "".join(lines)
bigcode/self-oss-instruct-sc2-concepts
import fsspec def map_tgt(tgt, connection_string): """Uses fsspec to creating mapped object from target connection string""" tgt_map = fsspec.get_mapper(tgt, connection_string=connection_string) return tgt_map
bigcode/self-oss-instruct-sc2-concepts
import torch def compute_brier_score(y_pred, y_true): """Brier score implementation follows https://papers.nips.cc/paper/7219-simple-and-scalable-predictive-uncertainty-estimation-using-deep-ensembles.pdf. The lower the Brier score is for a set of predictions, the better the predictions are calibrated.""...
bigcode/self-oss-instruct-sc2-concepts
def color_blend(a, b): """ Performs a Screen blend on RGB color tuples, a and b """ return (255 - (((255 - a[0]) * (255 - b[0])) >> 8), 255 - (((255 - a[1]) * (255 - b[1])) >> 8), 255 - (((255 - a[2]) * (255 - b[2])) >> 8))
bigcode/self-oss-instruct-sc2-concepts
import colorsys def ncolors(levels): """Generate len(levels) colors with darker-to-lighter variants for each color Args: levels(list): List with one element per required color. Element indicates number of variants for that color Returns: List of lists with variants for ea...
bigcode/self-oss-instruct-sc2-concepts
def compileStatus(lOutput, iWarning, iCritical, sFilesystem): """ compiles OK/WARNING/CRITICAL/UNKNOWN status gets: lOutput : list of dicts for each Disk iWarning : warning threshold iCritical : critical threshold sFilesystem: filesystem which to compare iWarning and iCritical agains...
bigcode/self-oss-instruct-sc2-concepts
def get_entities_filter(search_entities): """Forms filter dictionary for search_entities Args: search_entities (string): entities in search text Returns: dict: ES filter query """ return { "nested": { "path": "data.entities", "filter":{ "bool":{ "should": [ { "terms":...
bigcode/self-oss-instruct-sc2-concepts
import math def rect(r, theta): """ theta in degrees returns tuple; (float, float); (x,y) """ x = r * math.cos(math.radians(theta)) y = r * math.sin(math.radians(theta)) return x, y
bigcode/self-oss-instruct-sc2-concepts
def task_update() -> dict: """Update existing message catalogs from a *.pot file.""" return { "actions": [ "pybabel update -D shooter -i shooter/po/shooter.pot -d shooter/locale -l en", "pybabel update -D shooter -i shooter/po/shooter.pot -d shooter/locale -l ru", ], ...
bigcode/self-oss-instruct-sc2-concepts
def _json_force_object(v): """Force a non-dictionary object to be a JSON dict object""" if not isinstance(v, dict): v = {'payload': v} return v
bigcode/self-oss-instruct-sc2-concepts
def erbs2hz(erbs): """ Convert values in Equivalent rectangle bandwidth (ERBs) to values in Hertz (Hz) Parameters from [1] Args: erbs (float): real number in ERBs Returns: hz (float): real number in Hertz References: [1] Camacho, A., & Harris, J. G. (2008). A sawt...
bigcode/self-oss-instruct-sc2-concepts
def split_df_by_regions(df): """ Split the dataframe based on TotalUS, regions and sub-regions """ df_US = df[df.region == 'TotalUS'] regions = ['West', 'Midsouth', 'Northeast', 'SouthCentral', 'Southeast'] df_regions = df[df.region.apply(lambda x: x in regions and x != 'TotalUS')] df_subreg...
bigcode/self-oss-instruct-sc2-concepts
def is_week_day(the_date): """ Decides if the given date is a weekday. Args: the_date: Date object. The date to decide. Returns: Boolean. Whether the given date is a weekday. """ return the_date.isoweekday() in [1, 2, 3, 4, 5]
bigcode/self-oss-instruct-sc2-concepts
def path_in_book(path): """ A filter function that checks if a given path is part of the book. """ if ".ipynb_checkpoints" in str(path): return False if "README.md" in str(path): return False return True
bigcode/self-oss-instruct-sc2-concepts
from typing import List import posixpath def format_path(base: str, components: List[str]) -> str: """ Formats a base and http components with the HTTP protocol and the expected port. """ url = "http://{}:8000/".format(base) for component in components: url = posixpath.join(url, component...
bigcode/self-oss-instruct-sc2-concepts
def FV(pv:float, r:float, n:float, m = 1): """ FV(): A function to calculate Future Value. :param pv: Present Value :type pv: float :param r: Rate of Interest/Discount Rate (in decimals eg: 0.05 for 5%) :type r: float :param n: Number of Years :type n: float :param m: Frequency of Interest Calculatio...
bigcode/self-oss-instruct-sc2-concepts
def __equivalent_lists(list1, list2): """Return True if list1 and list2 contain the same items.""" if len(list1) != len(list2): return False for item in list1: if item not in list2: return False for item in list2: if item not in list1: return False ...
bigcode/self-oss-instruct-sc2-concepts
from typing import List import math def check_root(string: str) -> str: """ A function which takes numbers separated by commas in string format and returns the number which is a perfect square and the square root of that number. If string contains other characters than number or it has more o...
bigcode/self-oss-instruct-sc2-concepts
def get_dictvalue_from_xpath(full_dict, path_string): """ get a value in a dict given a path's string """ key_value = full_dict for i in path_string.split('/')[1:] : key_value = key_value[i] return key_value
bigcode/self-oss-instruct-sc2-concepts
import re def extract_nterm_mods(seq): """ Extract nterminal mods, e.g. acA. Args: seq: str, peptide sequence Returns: ar-like, list of modifications """ # matches all nterminal mods, e.g. glD or acA nterm_pattern = re.compile(r'^([a-z]+)([A-Z])') mods = [] # test...
bigcode/self-oss-instruct-sc2-concepts
def cubic_bezier(p0, p1, p2, p3, t): """ evaluate cubic bezier curve from p0 to p3 at fraction t for control points p1 and p2 """ return p0 * (1 - t)**3 + 3 * p1 * t*(1 - t)**2 + 3 * p2 * t**2*(1 - t) + p3 * t**3
bigcode/self-oss-instruct-sc2-concepts
def filter_results(results, filters, exact_match) -> list[dict]: """ Returns a list of results that match the given filter criteria. When exact_match = true, we only include results that exactly match the filters (ie. the filters are an exact subset of the result). When exact-match = false, we ...
bigcode/self-oss-instruct-sc2-concepts
def fact(n): """Finding factorial iteratively""" if n == 1 or n == 0: return 1 result = 1 for i in range(n, 1, -1): result = result * i return result
bigcode/self-oss-instruct-sc2-concepts
def SignDotNetManifest(env, target, unsigned_manifest): """Signs a .NET manifest. Args: env: The environment. target: Name of signed manifest. unsigned_manifest: Unsigned manifest. Returns: Output node list from env.Command(). """ sign_manifest_cmd = ('@mage -Sign $SOURCE -ToFile $TARGET -Ti...
bigcode/self-oss-instruct-sc2-concepts
def calc_gene_lens(coords, prefix=False): """Calculate gene lengths by start and end coordinates. Parameters ---------- coords : dict Gene coordinates table. prefix : bool Prefix gene IDs with nucleotide IDs. Returns ------- dict of dict Mapping of genes to leng...
bigcode/self-oss-instruct-sc2-concepts
import torch def int_to_one_hot(class_labels, nb_classes, device, soft_target=1.): """ Convert tensor containing a batch of class indexes (int) to a tensor containing one hot vectors.""" one_hot_tensor = torch.zeros((class_labels.shape[0], nb_classes), device=device) f...
bigcode/self-oss-instruct-sc2-concepts
def read_file(path: str) -> str: # pragma: nocover """ This function simply reads contents of the file. It's moved out to a function purely to simplify testing process. Args: path: File to read. Returns: content(str): Content of given file. """ return open(path).read()
bigcode/self-oss-instruct-sc2-concepts
def text_to_list(element, delimiter='|'): """ Receives a text and a delimiter Return a list of elements by the delimiter """ return element.split(delimiter)
bigcode/self-oss-instruct-sc2-concepts
def living_expenses(after_tax_income): """ Returns the yearly living expenses, which is 5% of the after tax income. :param after_tax_income: The yearly income after income tax. :return: The living expenses. """ return after_tax_income * 0.05
bigcode/self-oss-instruct-sc2-concepts
def comma_separated(xs): """Convert each value in the sequence xs to a string, and separate them with commas. >>> comma_separated(['spam', 5, False]) 'spam, 5, False' >>> comma_separated([5]) '5' >>> comma_separated([]) '' """ return ', '.join([str(x) for x in xs])
bigcode/self-oss-instruct-sc2-concepts
def dummy_category(create_category): """Create a mocked dummy category.""" return create_category(title='dummy')
bigcode/self-oss-instruct-sc2-concepts
def is_list_like(arg): """Returns True if object is list-like, False otherwise""" return (hasattr(arg, '__iter__') and not isinstance(arg, str))
bigcode/self-oss-instruct-sc2-concepts
from typing import Dict from typing import List def extract_tracks(plist: Dict) -> List[Dict[str, str]]: """Takes a Dict loaded from plistlib and extracts the in-order tracks. :param plist: the xml plist parsed into a Dict. :returns: a list of the extracted track records. """ try: ...
bigcode/self-oss-instruct-sc2-concepts
import inspect def _source(obj): """ Returns the source code of the Python object `obj` as a list of lines. This tries to extract the source from the special `__wrapped__` attribute if it exists. Otherwise, it falls back to `inspect.getsourcelines`. If neither works, then the empty list is re...
bigcode/self-oss-instruct-sc2-concepts
import csv def precip_table_etl_cnrccep( ws_precip, rainfall_adjustment=1 ): """ Extract, Transform, and Load data from a Cornell Northeast Regional Climate Center Extreme Precipitation estimates csv into an array Output: 1D array containing 24-hour duration estimate for frequencies 1...
bigcode/self-oss-instruct-sc2-concepts
def find_9(s): """Return -1 if '9' not found else its location at position >= 0""" return s.split('.')[1].find('9')
bigcode/self-oss-instruct-sc2-concepts
def normalize_cov_type(cov_type): """ Normalize the cov_type string to a canonical version Parameters ---------- cov_type : str Returns ------- normalized_cov_type : str """ if cov_type == 'nw-panel': cov_type = 'hac-panel' if cov_type == 'nw-groupsum': cov_...
bigcode/self-oss-instruct-sc2-concepts
import json def parse_payload(payload): """Returns a dict of command data""" return json.loads(payload.get('data').decode())
bigcode/self-oss-instruct-sc2-concepts
from typing import List def uniform_knot_vector(count: int, order: int, normalize=False) -> List[float]: """ Returns an uniform knot vector for a B-spline of `order` and `count` control points. `order` = degree + 1 Args: count: count of control points order: spline order norm...
bigcode/self-oss-instruct-sc2-concepts
def process_mmdet_results(mmdet_results, cat_id=1): """Process mmdet results, and return a list of bboxes. :param mmdet_results: :param cat_id: category id (default: 1 for human) :return: a list of detected bounding boxes """ if isinstance(mmdet_results, tuple): det_results = mmdet_resu...
bigcode/self-oss-instruct-sc2-concepts
def get_top_header(table, field_idx): """ Return top header by field header index. :param table: Rendered table (dict) :param field_idx: Field header index (int) :return: dict or None """ tc = 0 for th in table['top_header']: tc += th['colspan'] if tc > field_idx: ...
bigcode/self-oss-instruct-sc2-concepts
def incident_related_resource_data_to_xsoar_format(resource_data, incident_id): """ Convert the incident relation from the raw to XSOAR format. :param resource_data: (dict) The related resource raw data. :param incident_id: The incident id. """ properties = resource_data.get('properties', {}) ...
bigcode/self-oss-instruct-sc2-concepts
import torch def is_gpu_available() -> bool: """Check if GPU is available Returns: bool: True if GPU is available, False otherwise """ return torch.cuda.is_available()
bigcode/self-oss-instruct-sc2-concepts
def find_ingredients_graph_leaves(product): """ Recursive function to search the ingredients graph and find its leaves. Args: product (dict): Dict corresponding to a product or a compound ingredient. Returns: list: List containing the ingredients graph leaves. """ if 'ingredie...
bigcode/self-oss-instruct-sc2-concepts
def getPathName(path): """Get the name of the final entity in C{path}. @param path: A fully-qualified C{unicode} path. @return: The C{unicode} name of the final element in the path. """ unpackedPath = path.rsplit(u'/', 1) return path if len(unpackedPath) == 1 else unpackedPath[1]
bigcode/self-oss-instruct-sc2-concepts
import pipes def shell_join(command): """Return a valid shell string from a given command list. >>> shell_join(['echo', 'Hello, World!']) "echo 'Hello, World!'" """ return ' '.join([pipes.quote(x) for x in command])
bigcode/self-oss-instruct-sc2-concepts
def gen_fasta2phy_cmd(fasta_file, phylip_file): """ Returns a "fasta2phy" command <list> Input: fasta_file <str> -- path to fasta file phylip_file <str> -- path to output phylip file """ return ['fasta2phy', '-i', fasta_file, '-o', phylip_file]
bigcode/self-oss-instruct-sc2-concepts
import re def strip_multi_value_operators(string): """The Search API will parse a query like `PYTHON OR` as an incomplete multi-value query, and raise an error as it expects a second argument in this query language format. To avoid this we strip the `AND` / `OR` operators tokens from the end of query ...
bigcode/self-oss-instruct-sc2-concepts
def get_nodes(database): """Get all connected nodes as a list of objects with node_id and node_label as elements""" results = list(database["nodes"].find()) nodes = [] for node in results: nodes.append({"id": node["_id"], "description": node["label"]}) return nodes
bigcode/self-oss-instruct-sc2-concepts
import re def extract_code(text): """ Extracts the python code from the message Return value: (success, code) success: True if the code was found, False otherwise code: the code if success is True, None otherwise """ regex = r"(?s)```(python)?(\n)?(.*?)```" match = re.search(rege...
bigcode/self-oss-instruct-sc2-concepts
from unittest.mock import Mock def get_discovered_bridge(bridge_id="aabbccddeeff", host="1.2.3.4", supports_v2=False): """Return a mocked Discovered Bridge.""" return Mock(host=host, id=bridge_id, supports_v2=supports_v2)
bigcode/self-oss-instruct-sc2-concepts
def host_get_id(host): """ Retrieve the host id """ return host['id']
bigcode/self-oss-instruct-sc2-concepts
def is_nds_service(network_data_source): """Determine if the network data source points to a service. Args: network_data_source (network data source): Network data source to check. Returns: bool: True if the network data source is a service URL. False otherwise. """ return bool(net...
bigcode/self-oss-instruct-sc2-concepts
def opacity(token): """Validation for the ``opacity`` property.""" if token.type == 'number': return min(1, max(0, token.value))
bigcode/self-oss-instruct-sc2-concepts
def get_default_alignment_parameters(adjustspec): """ Helper method to extract default alignment parameters as passed in spec and return values in a list. for e.g if the params is passed as "key=value key2=value2", then the returned list will be: ["key=value", "key2=value2"] """ default_al...
bigcode/self-oss-instruct-sc2-concepts
def goldstein_price(x): """ Goldstein-Price function (2-D). Global Optimum: 3.0 at (0.0, -1.0). Parameters ---------- x : array 2 x-values. `len(x)=2`. `x[i]` bound to [-2, 2] for i=1 and 2. Returns ------- float Value of Goldstein-Price function. """ ...
bigcode/self-oss-instruct-sc2-concepts
def get_titles(_stories): """ function extract titles from received stories :param _stories: list of stories including story title, link, unique id, published time :return: list of titles """ # Get the stories titles titles = [] for story in _stories: titles.append(story['title']...
bigcode/self-oss-instruct-sc2-concepts
def rgbToHex(rgb: tuple[int, int, int]) -> str: """ convert rgb tuple to hex """ return "#{0:02x}{1:02x}{2:02x}".format(rgb[0], rgb[1], rgb[2])
bigcode/self-oss-instruct-sc2-concepts
def make_sleep_profile_colnames(df): """ Create list of ordered column names for dataframe to be created from sleep_profile dictionary """ colnames = ['Time'] for i in range(11,16): colnames.append(df.columns[i] + ' MR Sum') colnames.append(df.columns[i] + ' Avg Sleep') ...
bigcode/self-oss-instruct-sc2-concepts
def nice_column_names(df): """Convenience function to convert standard names from BigQuery to nice names for plotting""" cols = [ ('Open Access (%)', 'percent_OA'), ('Open Access (%)', 'percent_oa'), ('Open Access (%)', 'percent_total_oa'), ('Total Green OA (%)', 'percent_green'...
bigcode/self-oss-instruct-sc2-concepts
def calculate_FCF(r, T): """ Calculate FCF from given information :param r: Is the rate of inflation :param T: Is the time in years :return: No units cost factor """ r = r / 100 den = r * ((1 + r) ** T) num = ((1 + r) ** T) - 1 return den / num
bigcode/self-oss-instruct-sc2-concepts
import sqlite3 def write_sqlite_file(plants_dict, filename, return_connection=False): """ Write database into sqlite format from nested dict. Parameters ---------- plants_dict : dict Has the structure inherited from <read_csv_file_to_dict>. filename : str Output filepath; should not exist before function c...
bigcode/self-oss-instruct-sc2-concepts
from typing import Counter def determine_sentence_speaker(chunk): """ Validate for a chunk of the transcript (e.g. sentence) that there is one speaker. If not, take a majority vote to decide the speaker """ speaker_ids = [ word[3] for word in chunk ] if len(set(speaker_ids)) != 1: prin...
bigcode/self-oss-instruct-sc2-concepts
import random def random_liste(count): """ Returning a list containing 'count' no. of elements with random values between 0 and 100 (both inclusive) """ #Return a list of len 'count', with random numbers from 0..100 return [random.randint(0, 100) for _ in range(count)]
bigcode/self-oss-instruct-sc2-concepts
def linear(interval, offset=0): """Creates a linear schedule that tracks when ``{offset + n interval | n >= 0}``. Args: interval (int): The regular tracking interval. offset (int, optional): Offset of tracking. Defaults to 0. Returns: callable: Function that given the global_step r...
bigcode/self-oss-instruct-sc2-concepts
def _is_valid_sub_path(path, parent_paths): """ Check if a sub path is valid given an iterable of parent paths. :param (tuple[str]) path: The path that may be a sub path. :param (list[tuple]) parent_paths: The known parent paths. :return: (bool) Examples: * ('a', 'b', 'c') is a valid ...
bigcode/self-oss-instruct-sc2-concepts
def get_valid_loss(model, valid_iter, criterion): """ Get the valid loss :param model: RNN classification model :type model: :param valid_iter: valid iterator :type valid_iter: data.BucketIterator :param criterion: loss criterion :type criterion: nn.CrossEntropyLoss :return: valid l...
bigcode/self-oss-instruct-sc2-concepts
def clean(string): """ Cleans the string by making the case uniform and removing spaces. """ if string: return string.strip().lower() return ''
bigcode/self-oss-instruct-sc2-concepts
def formatFloat(number, decimals=0): """ Formats value as a floating point number with decimals digits in the mantissa and returns the resulting string. """ if decimals <= 0: return "%f" % number else: return ("%." + str(decimals) + "f") % number
bigcode/self-oss-instruct-sc2-concepts
def deserialize_tuple(d): """ Deserializes a JSONified tuple. Args: d (:obj:`dict`): A dictionary representation of the tuple. Returns: A tuple. """ return tuple(d['items'])
bigcode/self-oss-instruct-sc2-concepts
def plan_window(plan, ending_after, starting_before): """ Return list of items in the given window. """ window_tasks = [] for task in plan: if ending_after < task['end'] and task['start'] < starting_before: window_tasks.append(task) return window_tasks
bigcode/self-oss-instruct-sc2-concepts
def helper(A, k, left, right): """binary search of k in A[left:right], return True if found, False otherwise""" print(f'so far ==> left={left}, right={right}, k={k}, A={A}') #1- base case if left > right: # if empty list there is nothing to search return False #2- solve the subprob...
bigcode/self-oss-instruct-sc2-concepts
def override(left, right, key, default): """Returns right[key] if exists, else left[key].""" return right.get(key, left.get(key, default))
bigcode/self-oss-instruct-sc2-concepts
def delete_fit_attrs(est): """ Removes any fit attribute from an estimator. """ fit_keys = [k for k in est.__dict__.keys() if k.endswith('_')] for k in fit_keys: del est.__dict__[k] return est
bigcode/self-oss-instruct-sc2-concepts
def retrieve_arguments(args): """ Further parses arguments from CLI based on type and constructs concise object containing the parameters that will dictate behavior downstream :param args - arguments retrieved from call to parser.parse_args as part of argparse library :returns dictionary containing all...
bigcode/self-oss-instruct-sc2-concepts
def set_voltage(channel: int, value: float): """ Sets voltage on channel to the value. """ return f"VSET{channel}:{value}"
bigcode/self-oss-instruct-sc2-concepts
def split_name(name): """ Split a name in two pieces: first_name, last_name. """ parts = name.split(' ') if len(parts) == 4 and parts[2].lower() not in ('de', 'van'): first_name = ' '.join(parts[:2]) last_name = ' '.join(parts[2:]) else: first_name = parts[0] last...
bigcode/self-oss-instruct-sc2-concepts
def jaccard_distance(text1, text2): """ Measure the jaccard distance of two different text. ARGS: text1,2: list of tokens RETURN: score(float): distance between two text """ intersection = set(text1).intersection(set(text2)) union = set(text1).union(set(text2)) return 1 -...
bigcode/self-oss-instruct-sc2-concepts
def chunks(_list, n): """ Return n-sized chunks from a list. Args: _list - A list of elements. n - Number defining the size of a chunk. Returns: A list of n-sized chunks. """ return list(map(lambda i: _list[i:i + n], range(0, len(_list), n)))
bigcode/self-oss-instruct-sc2-concepts
def objective_rule(model): """ Maximize the sum of all rewards of activities that are 'picked' (selected) """ return sum(model.CHILD_ALLOCATED[cr, ca] * model.child_score[ca] for (cr, ca) in model.cr_ca_arcs)
bigcode/self-oss-instruct-sc2-concepts
def remove_spaces(string): """ Remove triple/double and leading/ending spaces """ while ' ' in string: string = string.replace(' ', ' ') return string.strip()
bigcode/self-oss-instruct-sc2-concepts
from typing import Union from typing import Optional from pathlib import Path def check_for_project(path: Union[str, "Path"] = ".") -> Optional["Path"]: """Checks for a Brownie project.""" path = Path(path).resolve() for folder in [path] + list(path.parents): if folder.joinpath("brownie-config.jso...
bigcode/self-oss-instruct-sc2-concepts
import colorsys def lighten_rgb(rgb, times=1): """Produce a lighter version of a given base colour.""" h, l, s = colorsys.rgb_to_hls(*rgb) mult = 1.4**times hls_new = (h, 1 - (1 - l) / mult, s) return colorsys.hls_to_rgb(*hls_new)
bigcode/self-oss-instruct-sc2-concepts
def recursive_length(item): """Recursively determine the total number of elements in nested list.""" if type(item) == list: return sum(recursive_length(subitem) for subitem in item) else: return 1.
bigcode/self-oss-instruct-sc2-concepts
from typing import List def numeric_binary_search(ordered_numbers: List[int], search: int) -> int: """Simple numeric binary search Args: ordered_numbers(List[int]): an ordered list of numbers search(int): number to find Returns: int: found index or -1 """ assert isinstanc...
bigcode/self-oss-instruct-sc2-concepts
import random def get_randints(lower, upper, exclude): """Generate a set of unique random numbers in a range (inclusive).""" numbers = [i for i in range(lower, upper, 1)] numbers.remove(exclude) random.shuffle(numbers) return numbers
bigcode/self-oss-instruct-sc2-concepts
def knot_insertion_alpha(u, knotvector, span, idx, leg): """ Computes :math:`\\alpha` coefficient for knot insertion algorithm. :param u: knot :type u: float :param knotvector: knot vector :type knotvector: tuple :param span: knot span :type span: int :param idx: index value (degree-dep...
bigcode/self-oss-instruct-sc2-concepts
def pearsonchisquare(counts): """ Calculate Pearson's χ² (chi square) test for an array of bytes. See [http://en.wikipedia.org/wiki/Pearson%27s_chi-squared_test #Discrete_uniform_distribution] Arguments: counts: Numpy array of counts. Returns: χ² value """ np = sum(cou...
bigcode/self-oss-instruct-sc2-concepts
def common_shape(imgs, axis): """ Find smallest height or width of all images. The value along `axis` will be `None`, the other will be the smallest of all values Args: imgs (list[np.array]): list of images axis (int): axis images will be concatenated along Returns: tup...
bigcode/self-oss-instruct-sc2-concepts
def convert_image(img, coefs): """Sum up image channels with weights from coefs array input: img -- 3-d numpy array (H x W x 3) coefs -- 1-d numpy array (length 3) output: img -- 2-d numpy array Not vectorized implementation. """ x = img.shape[0] y = img.shape[1] re...
bigcode/self-oss-instruct-sc2-concepts
def build_context(query, query_config): """Build context based on query config for plugin_runner. Why not pass QueryExecConfig to plugins directly? Args: query (str) query_config (QueryExecConfig) Returns: dict str -> str """ context = vars(query_config) context['query'] = query return c...
bigcode/self-oss-instruct-sc2-concepts
def index_to_coordinates(string, index): """ Returns the corresponding tuple (line, column) of the character at the given index of the given string. """ if index < 0: index = index % len(string) sp = string[:index+1].splitlines(keepends=True) return len(sp), len(sp[-1])
bigcode/self-oss-instruct-sc2-concepts
from typing import Iterable def binary_str_to_decimal(chars: Iterable[str]) -> int: """ Converts binary string to decimal number. >>> binary_str_to_decimal(['1', '0', '1']) 5 >>> binary_str_to_decimal('101010') 42 """ return int("".join(chars), base=2)
bigcode/self-oss-instruct-sc2-concepts
def mean(num_list): """ Return the average of a list of number. Return 0.0 if empty list. """ if not num_list: return 0.0 else: return sum(num_list) / float(len(num_list))
bigcode/self-oss-instruct-sc2-concepts
import re def cnvt_to_var_name(s): """Convert a string to a legal Python variable name and return it.""" return re.sub(r"\W|^(?=\d)", "_", s)
bigcode/self-oss-instruct-sc2-concepts
def quick_sort(collection: list) -> list: """ A pure Python implementation of quick sort algorithm :param collection: a mutable collection of comparable items :return: the same collection ordered by ascending Examples: >>> quick_sort([0, 5, 3, 2, 2]) [0, 2, 2, 3, 5] >>> quick_sort([]) ...
bigcode/self-oss-instruct-sc2-concepts
def pow2(x): """Return the square of x :param float x: input value :rtype: float """ return x*x
bigcode/self-oss-instruct-sc2-concepts