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import math def getDistance(long1, lat1, long2, lat2): """ getDistance(long1, lat1, long2, lat2) Get distance betwen 2 coordinates in log/lat. Parameters ---------- long1 : float Longitude 1st coordinate. lat1 : float ...
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def convert_binary_to_pm1(matrix): """ Convert a 0/1 matrix to a -1/1 matrix. :param matrix: A binary matrix. :return: Converted matrix. """ converted_matrix = (matrix - 0.5) * 2 return converted_matrix
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import io import zipfile def _unpack_db(content, db_file): """Unpack the sqlite database from a .zip file content.""" zip_contents = io.BytesIO(content) with zipfile.ZipFile(zip_contents) as zip_file: inner_file_name = zip_file.namelist()[0] with zip_file.open(inner_file_name) as zipped_db...
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def get_type_of_api_response(response): """ Takes API response as input and returns the type of the response whether it is json or xml or text Arguments: response: It takes API response as input Returns: returns the type of the response """ content_typ...
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import json def _get_json(confounds_raw, flag_acompcor): """Load json data companion to the confounds tsv file.""" # Load JSON file confounds_json = confounds_raw.replace("tsv", "json") try: with open(confounds_json, "rb") as f: confounds_json = json.load(f) except OSError: ...
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def log_step() -> int: """Log step.""" return 10
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import base64 def b64url(value): """Return a base64url-encoded str without trailing ='s""" return base64.urlsafe_b64encode(value).rstrip(b'=')
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def isValidPosixFilename(name, NAME_MAX=255): """Checks for a valid POSIX filename Filename: a name consisting of 1 to {NAME_MAX} bytes used to name a file. The characters composing the name may be selected from the set of all character values excluding the slash character and the null byte. ...
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def get_iface_speed(iface): """ Converts iface speed from bps to DNS-friendly string """ speed = iface["iface_speed"] if speed: speed = int(iface["iface_speed"]) else: return None if speed < 1536000: return None elif speed == 1536000 or speed == 1544000: return "...
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def print_table(tablelist): """ neatly print a table to the terminal Note: finds out the maximun length of each column then adds whitespace padding to each of the fields Args: tablelist(list): a list of lists each list is a row on the table Returns: tablelist(list): inpu...
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def list_to_dict(dict_list: list) -> dict: """ Return a dictionary from a list `[key, value, key_2, value_2...]` .. code-block:: python >>> lst = ["A","T", "R", 3] >>> list_to_dict(lst) {"A": "T", "R": 3} Args: dict_list (list[str]): Dictionary as a list Returns: ...
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def get_widget_by_id(form, widget_id): """Get a widget by it's rendered DOM element id.""" # convert the id to a name name = widget_id.replace('-', '.') prefix = form.prefix + form.widgets.prefix if not name.startswith(prefix): raise ValueError("Name %r must start with prefix %r" % (name, pr...
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def get_size(bytes, suffix="B"): """Scale bytes to its proper format, e.g. 1253656 => '1.20MB'""" factor = 1024 for unit in ["", "K", "M", "G", "T", "P"]: if bytes < factor: return f"{bytes:.2f} {unit}{suffix}" bytes /= factor
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def get_paramset_type(key: str) -> str: """ Return parameterset type from unique key. :param key: str :return: str """ return key.split(':')[0]
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import requests def pip_installable(pkg_name: str, index_url: str = "") -> bool: """Can a package with some given name be "pip installed"? Results are cached and repeated calls of with function will return those previously cached results. :param pkg_name: The name of a package to be checked. :pa...
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import struct def boolean(value): """Encode a boolean value. :param bool value: Value to encode :rtype: bytes """ if not isinstance(value, bool): raise TypeError('bool type required') return struct.pack('>B', int(value))
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def remove_nulls(input_dict): """Remove keys with no value from a dictionary.""" output = {} for k, v in input_dict.items(): if v is not None: output[k] = v return output
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import torch def mae_each_forecast_horizon(output: torch.Tensor, target: torch.Tensor) -> torch.Tensor: """ Get MAE for each forecast horizon Args: output: The model estimate of size (batch_size, forecast_length) target: The truth of size (batch_size, forecast_length) Returns: A tens...
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def create_core_state_space_columns(optim_paras): """Create internal column names for the core state space.""" return [f"exp_{choice}" for choice in optim_paras["choices_w_exp"]] + [ f"lagged_choice_{i}" for i in range(1, optim_paras["n_lagged_choices"] + 1) ]
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def format_non_null_ratio(rows, nulls): """Format percentage of non-null value of the column Args: rows (int): number of rows nulls (int): number of null-values Returns: str: non-null ratio with the format '%.2f'. """ if rows is None or nulls is None: return 'N/A' ...
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def update_parameter(clf, key, value): """ Copies clf to a new dict and updates clf_new[key] = value Also updates the title by replacing the placeholder '{key}' by value """ # copy old keys and update the current one new_clf = clf.copy() new_clf[key] = value # set title if 't...
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def get_car_changing_properties(car): """ Gets cars properties that change during a trip :param car: car info in original system JSON-dict format :return: dict with keys mapped to common electric2go format """ return { 'lat': car['Lat'], 'lng': car['Lon'], 'address': car...
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def h(X, theta): """Linear regression hypothesis. :param X: Features' dataset plus bias column. :type X: numpy.array :param theta: Column vector of model's parameters. :type theta: numpy.array :returns: The projected value for each line of the dataset. :rtype: numpy.array """ retu...
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def plugin_viewname(model, action): """ Return the view name for the given model and action. Does not perform any validation. """ return f"plugins:{model._meta.app_label}:{model._meta.model_name}_{action}"
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def calc_percent(value: float, total: float) -> float: """Calculate a percentage and round to 2dp. :param value: the value. :param total: the total. :return: the percentage. """ return round(value / total * 100, 2)
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def generate_sliding_windows(window_shape, window_strides, image_shape): """Generate sliding windows Args: window_shape (2-tuple): (h, w) window_strides (2-tuple): (sy, sx) image_shape (2-tuple): (H, W) Returns: boxes (list of list): (N, 4), where N = (H-h+1)//sy * (W-w+1)/...
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import re def _ParseGitRepoPath(repo, subdir): """Parses a Git repo path and subdirectory. Args: repo: string, a Git repo path. subdir: optional string. The directory within the Git repo to use. Returns: (string, string, string), a tuple of the Git repository, Git ref, and subdirectory """ ...
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def transform_recurrent_kernel(kernel): """Transforms weights of a single CuDNN recurrent kernel into the regular Keras format.""" return kernel.T
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def get_fiscal_year(dt): """Get fiscal year from a date.""" if dt.month >= 7: return dt.year + 1 else: return dt.year
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def create_lecture_collection_slug(video_attributes): """ Create a name for a collection based on some attributes of an uploaded video filename Args: video_attributes (ParsedVideoAttributes): Named tuple of lecture video info """ return ( video_attributes.prefix if not video...
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async def multiply(first:int, second:int): """Multiplies the two numbers.""" return first * second
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import torch def concat(*args, dim=-1): """Wrapper to torch.cat which accepts tensors as non-keyword arguments rather than requiring them to be wrapped in a list. This can be useful if we've built some generalized functionality where parameters must be passed in a consistent manner. Parameters ...
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def optionally_prefixed_path(path, prefix): """Returns a path with an optional prefix. The prefix will be treated as an ancestor directory, so for example: ``` optionally_prefixed_path("foo", None) == "foo" optionally_prefixed_path("foo", "bar") == "bar/foo" ``` Args: path: The path...
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from typing import List def extend_interval(interval_to_extend: List[int], interval: List[int]) -> List[int]: """Extends an interval to encompass another. Args: interval_to_extend: The interval to extend. interval: The interval to extend by. Returns: A new interval with the same st...
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def extract_id(url): """ :param url like http://data.finlex.fi/ecli/kko/1998/138: :return: 1998_138 """ splitted = url.split('/') return splitted[-2] + '_' + splitted[-1]
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def GetComment(plist, comments): """Get comment for a given property list.""" try: label = plist["Label"] except KeyError: return None if label in comments: return comments[label] return None
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def yr2sec(time): """Converts time from years to seconds.""" return time * 60.0 * 60.0 * 24.0 * 365.25
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def find_insertion(lines, insert_regex): ############################################################################### """ Find the index that matches insert_regex. If not found, return None >>> lines = ["foo", "bar", "baz", "bag"] >>> find_insertion(lines, re.compile("baz")) 2 >>> find_inser...
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import ast def str_to_attr(argument): """Convert string to attribute.""" out = argument try: out = ast.literal_eval(argument) except Exception: pass return out
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def generate_parameter_field_number(parameter, used_indexes, field_name_suffix=""): """Get unique field number for field corresponding to this parameter in proto file. If field number is not stored in metadata of parameter, get the next unused integer value.""" field_name_key = f"grpc{field_name_suffix}_field_...
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def SplitLines( contents ): """Return a list of each of the lines in the unicode string |contents|.""" # We often want to get a list representation of a buffer such that we can # index all of the 'lines' within it. Python provides str.splitlines for this # purpose. However, this method not only splits on newli...
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def compute_features(fe,frames,phashes,phash_thresh=1): """Get vector embedding using FeatureExtractor :param fe: FeatureExtractor class :param frames: list of frame images as numpy.ndarray :param phash_thresh: perceptual hash threshold :returns: list of feature vectors """ vals = [] phash_pre =...
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def kvp_escape_string(val): """ Escapes the input string to be safe for use as a key or value. :param str val: :return: escaped string """ return str(val).replace('%', '%%')
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def ideal_share(share, total_shares, total_alloc): """ Calculate the ideal share of proportions and totals. Parameters ---------- share : int The proportion to be checked. total_shares : int The total amount of shares. total_alloc : int The ...
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def getcount(inputstr): """Function counts num of vowels in string.""" vowels = ['a', 'e', 'i', 'o', 'u'] count = 0 for letter in inputstr: if letter in vowels: count += 1 return(count)
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def get_train_val_split_from_idx(src, val_list): """ Get indices split for train and validation subsets src -- dataset size (int) or full range of indices (list) val_list -- indices that belong to the validation subset """ train_idx = [] val_idx = val_list if not hasattr(src, '__i...
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def _get_name(type_, value): """Returns the name for the given value of the given type_ unless value is None, in which case it returns empty string""" return type_._VALUES_TO_NAMES[value] if value is not None else "None"
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def input_yes_no(default='y'): """ Demand user input y[es] or n[o]. The user is asked repeatedly, until the input is valid. Parameters ---------- default : {``'y'``, ``'n'``}, optional The output if the user enters empty input. Returns ------- inp : {``'y'``, ``'n'``} ...
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import sndhdr def is_wav(fn): """Returns True if ``fn`` is a WAV file.""" hinfo = sndhdr.what(fn) if hinfo is None: return False elif hinfo[0] != 'wav': return False return True
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def repr_args(args, dlim=", ", start=None): """ Represent arguments. Parameters ---------- args : Iterable[Any] Arguments. dlim : str, optional Delimiter. The default is ", ". start : str, optional Start of return value. Defaults to delimiter value. Examples ...
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def str_if_not_none(value): """Return the string value of the argument, unless it is None, in which case return None""" if value is None: return None else: return str(value)
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def filter_not_empty_values(value): """Returns a list of non empty values or None""" if not value: return None data = [x for x in value if x] if not data: return None return data
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import typing def AssembleIssuerData(row: typing.List[str]) -> typing.Dict: """ 入力文字列をdictに変換する。json出力用 下記は、Profileとあるが、Issuerと同じ。 Open Badges v2.0 https://www.imsglobal.org/sites/default/files/Badges/OBv2p0Final/index.html#Profile { "@context": "https://w3id.org/openbadges/v2", ...
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def _connect(session): """Connect to securitas.""" session.connect() return True
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def induce_subgraph(G, node_subset): """ Induce a subgraph of G. Parameters ---------- G : networkx.MultiDiGraph input graph node_subset : list-like the subset of nodes to induce a subgraph of G Returns ------- H : networkx.MultiDiGraph the subgraph of G ind...
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def _clamp(value): """Clamps value to range [0.0, 1.0].""" return min(max(0.0, value), 1.0)
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from typing import OrderedDict def load_mhd_header(filename): """Return an OrderedDict containing metadata loaded from an mhd file.""" metadata = OrderedDict() with open(filename) as header_file: for line in header_file: (key, val) = [x.strip() for x in line.split("=")] i...
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def split(df, target): """Split off target col to make X and y""" if not isinstance(target, list): target = [target] return df.drop(columns=target), df[target].values.ravel()
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import re def str_pattern_valid(sname, pattern_group): """ Whether the sname matches the pattern in pattern_group """ for patt_str in pattern_group: pattern = re.compile(patt_str) match = re.match(pattern, sname) if match is not None: return True return False
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def test_results_to_score(test_results, verbose=True): """Calculate a score from 0-100 based on number of failed/total tests""" tests_failed, tests_total = test_results tests_passed = tests_total - tests_failed score = int(100 * tests_passed / tests_total) if verbose: print("Score: %d/100" %...
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import random def cxOrdered(ind1, ind2): """Executes an ordered crossover (OX) on the input individuals. The two individuals are modified in place. This crossover expects :term:`sequence` individuals of indices, the result for any other type of individuals is unpredictable. :param ind1: The first...
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def get_sampling_interval(func_img): """ Extracts the supposed sampling interval (TR) from the nifti file header. @param func_img: a NiBabel SpatialImage @return: float The TR value from the image header """ return func_img.get_header().get_zooms()[-1]
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from pathlib import Path def executable(dir_chrome: Path, chrome_version: str) -> Path: """Get file path for current env executable.""" return dir_chrome / "install" / chrome_version / "chrome-linux" / "chrome"
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from typing import Callable def iter_dct(dct: dict, operation: Callable): """Recursively iterate the dictionary and operate on the leaf nodes. Return the processed dictionary.""" dct2 = dict() for key, value in dct.items(): if isinstance(value, dict): dct2[key] = iter_dct(value, operat...
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import random def gen_port(num=1): """ Generate a port number or a list """ ports_list = [random.randrange(10000, 60000) for x in range(num)] if num == 1: # s.bind((Network.get_ip(4), 0)) is enough return ports_list[0] else: return ports_list
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from typing import Iterable from typing import Set def multi_union(sets: Iterable[Set]) -> Set: """Union of multiple sets.""" return set().union(*sets)
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def is_all_char(s, ch): """ All characters in 's' are 'ch'. """ for c in s: if c != ch: return 0 return 1
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def Pluralize(count, singular='', plural='s'): """Return the pluralization suffix for "count" item(s). For example: 'item' + Pluralize(1) = 'item' 'item' + Pluralize(2) = 'items' 'activit' + Pluralize(1, 'y', 'ies') = 'activity' 'activit' + Pluralize(0, 'y', 'ies') = 'activities' """ r...
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def find_percent_val(minval, maxval, percent): """Find the value that is the desired percent between a min and max number. minval -- The low number of the range. maxval -- The high number of the range. percent -- A number between 0.0 and 100.0.""" if not 0.0 < percent < 100.0: print("\n" + "...
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def read_file(path, mode="r"): """Read data from a file. Args: path (str): path to the file. mode (str): mode which the file will be open. Returns: (str): contents of the file. """ with open(path, mode) as f: return f.read()
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def scan_lis_w_data(cdl_scanner): """ A scan for a small 2d mesh including an LIS. """ test_cdl = """ netcdf data_C4 { dimensions: faces = 3 ; nodes = 6 ; lis_faces = 2 ; face_n_vertices = 4 ; variables: double sample_data(lis_faces) ; sa...
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import copy def ApplyFunToRadii(fiber_bundles, fun): """ Applies function to fibers radii Parameters ---------- fiber_bundles : [[(,4)-array, ...]] list of fibers fun : function Returns ------- res : [[(,4)-array, ...]] fiber_bundles """ fiber_bundles = c...
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def repeated(f, n): """Return the function that computes the nth application of f. >>> def increment(x): ... return x + 1 >>> def square(x): ... return x**2 >>> def triple(x): ... return x*3 >>> add_three = repeated(increment, 3) >>> add_three(5) 8 >>> repeated(tr...
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def _format_experiment_run_resource_id(experiment_name: str, run_name: str) -> str: """Formats the the experiment run resource id as a concatenation of experiment name and run name. Args: experiment_name (str): Name of the experiment which is it's resource id. run_name (str): Name of the run. ...
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import requests def get_csv_zip_url(table_id)->str: """ Returns the url for a table_id to extract raw data from Stats Canada. Parameters -------- table_id : int Statistics Canada Table ID Returns -------- str http address for downloading zipped csv file Refer...
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def add_variables(df): """Create helper variables.""" y = df.transaction_date.dt.year * 100 m = df.transaction_date.dt.month df['ym'] = y + m return df
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def _IsDigest(url): """Return true if the given image url is by-digest.""" return '@sha256:' in url
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from typing import List def _add_docstring_to_top_level_class_method( line: str, docstring: str) -> str: """ Add docstring to the line string of top-level class's method. Parameters ---------- line : str Target class's method line string. e.g., ` def sample_method(self)...
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def bare_name(msg_type): """ Get bare_name from <dir>/<bare_name>[x] format """ bare = msg_type if '/' in msg_type: # removing prefix bare = (msg_type.split('/'))[1] # removing suffix return bare.split('[')[0]
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def holes(diagram): """ Calculates the rank of the free group of a connected graph Equal to #edges - #vertices + 1 """ return diagram.num_edges()-diagram.num_verts()+1
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def calculate_slpercentage_base_price_long(sl_price, base_price): """Calculate the SL percentage of the base price for a long deal""" return round( 100.0 - ((sl_price / base_price) * 100.0), 2 )
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from typing import List def render_subcommand_completion(current_command: str, commands: List): """Renders case statement for subcommand completion.""" return """ ({current_command}) coms="{commands}" COMPREPLY=($(compgen -W "${{coms}}" -- ${{cur}})) __ltrim_colon_completions "$cur...
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def format_task_config_key(config_parameter): """ Format the name of config parameter to be included as in the final task config, without any language references (because the names of parameters in Luigi tasks are language agnostic). :param config_parameter: Name of config parameter. :type conf...
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import torch def euclidean_dist(x, y): """ Distance calculation between two sets of vectors x (n x d) and y (m x d) """ n = x.size(0) m = y.size(0) d = x.size(1) assert d == y.size(1) x = x.unsqueeze(1).expand(n, m, d) y = y.unsqueeze(0).expand(n, m, d) return torch.pow(x...
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def update_state_dict(original_state_dict, dataparallel=False): """ Add or keep 'module' in name of state dict keys, depending on whether model is using DataParallel or not """ sample_layer = [k for k in original_state_dict.keys()][0] state_dict = {} if not dataparallel and 'module' in samp...
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def right_strip_lines(lines): """Remove trailing spaces on each line""" return [line.rstrip() for line in lines]
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import random def randstr() -> str: """return a random string, e.g. test-xxx""" return f"test_{str(random.randint(1, 10000000))}"
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def GetInnerHtml(soup, tag, id): """ Searches the soup for the given tag+id, and returns the inner HTML, or an empty string when the tag+id doesn't exist. soup - BeautifulSoup object for the page tag - The tag type to search for id - The ID attribute of the tag """ t = soup.find(tag, {"i...
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import functools def loading(btn, alert): """Decorator to execute try/except sentence and toggle loading button object Params: btn (v.Btn): Button to toggle loading alert (sw.Alert): Alert to display errors Example: class A: # ... ...
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def extend_knots(internal_knots, k): """ Extend the knots sequence to add the external knots. This is done because :meth:`extract_coeffs_knots_from_splines` returns only the internal knots. Therefore they should be extended on both sides by **k** knots. :param internal_knots: [array] containing the...
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def is_within_bbox(lon: float, lat: float, bbox: list[float]) -> bool: """ Checks if lon / lat coordinate is within a bbox in the format of [min_lon, min_lat, max_lon, max_lat] """ return bbox[0] <= lon < bbox[2] and bbox[1] <= lat < bbox[3]
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def get_X_y(df, target_name): """Split DataFrame to feature and target Parameters ---------- df : DataFrame target_name : str Name of target column present in DataFrame Returns ------- X : DataFrame Original DataFrame without target column y : Series ...
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def url(anchor, uri): """Return a Markdown URL.""" return f"[{anchor}]({uri})"
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def iterable(obj): """ Grabbed from Python Cookbook / matplotlib.cbook. Returns true/false for *obj* iterable. """ try: len(obj) except: return False return True
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def _ssl_cn(server_hostname): """ Return the common name (fully qualified host name) from the SERVER_HOSTNAME. """ host_port = server_hostname.rsplit(":", 1) # SERVER_HOSTNAME includes the port if len(host_port) == 2: if host_port[-1].isdigit(): return host_port[-2] ret...
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import math def sigmoid(x: int) -> float: """Calculate the sigmoid function Args: x (int): the x value for the sigmoid function Returns: float: f(x) of the sigmoid function """ return 1 / (1 + math.exp(-1 * x))
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def setupKillProcess(setupBasicExecutable, mocker): """ Setup for tests of killing a process. Returns: tuple: (executable, expected, mGetProcess, mKill) where executable is an executable object and expected are the expected parameters, mGetProcess is the mock for ``executable.getProcessPID(...
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def get_min_max_box(box): """ Get x_min, x_max, y_min, y_max, z_min, z_max from boxes Input: box, a 3-by-8 matrix, each coloum represents the xyz coordinate of a corner of the box (e.g. array([[42.62581635, 46.09998703, 46.09998703, 42.62581635, 42.62581635, 46.09998703, 46.09998703, 4...
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def get_default_attr(obj, name, default): """Like getattr but return `default` if the attr is None or False. By default, getattr(obj, name, default) returns default only if attr does not exist, here, we return `default` even if attr evaluates to None or False. """ value = getattr(obj, name, def...
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def gauss_sum(a, b): """Sums a sequence of integers from `a` to `b` - https://everything2.com/title/Gaussian+formula - https://en.wikipedia.org/wiki/Gaussian_function - https://en.wikipedia.org/wiki/Gauss_sum """ return ((a + b) * (b - a + 1)) / 2
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